diff --git a/.github/workflows/documentation_test.yml b/.github/workflows/documentation_test.yml index c33ad69..3db2bb3 100644 --- a/.github/workflows/documentation_test.yml +++ b/.github/workflows/documentation_test.yml @@ -4,6 +4,9 @@ on: pull_request: branches: [main] + push: + branches: + [main, dev] # Allows you to run this workflow manually from the Actions tab #workflow_dispatch: @@ -20,16 +23,20 @@ jobs: - name: Setup Pages id: pages uses: actions/configure-pages@v2 + - uses: r-lib/actions/setup-pandoc@v2 - uses: actions/setup-python@v3 + with: + python-version: 3.9 - name: Install dependencies run: | pip install -r requirements.txt - pip install sphinx sphinx_rtd_theme + pip install -r requirements_dev.txt - name: Sphinx build run: | #sphinx-build docs/source _build cd docs make html + make doctest - name: Upload artifact uses: actions/upload-pages-artifact@v1 with: diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 8f111ab..7ba7476 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -18,11 +18,11 @@ jobs: REPO_NAME: ${{ github.event.repository.name }} strategy: matrix: - os: [ubuntu-latest, macos-latest] - python-version: ['3.7', '3.8', '3.9', '3.10'] - include: - - os: windows-latest - python-version: "3.9" + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: ['3.8', '3.9', '3.10', '3.11'] + #exclude: + # - os: windows-latest + # python-version: "3.7" steps: - uses: actions/checkout@v3 @@ -37,13 +37,32 @@ jobs: python -VV python -m pip install --upgrade pip pip install pytest + + #Dropped win3.7 + #pip install pipwin + #pipwin install gdal + #pipwin install fiona - # fiona doesn't have wheels for windows - - if: matrix.os == 'windows-latest' + - if: ${{ (matrix.os == 'windows-latest') && (matrix.python-version == 3.8) }} + run: | + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.1.10.1/GDAL-3.6.2-cp38-cp38-win_amd64.whl + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.1.10.1/Fiona-1.8.22-cp38-cp38-win_amd64.whl + + - if: ${{ (matrix.os == 'windows-latest') && (matrix.python-version == 3.9) }} run: | pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/GDAL-3.7.1-cp39-cp39-win_amd64.whl pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/Fiona-1.9.4.post1-cp39-cp39-win_amd64.whl + - if: ${{ (matrix.os == 'windows-latest') && (matrix.python-version == 3.10) }} + run: | + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/GDAL-3.7.1-cp310-cp310-win_amd64.whl + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/Fiona-1.9.4.post1-cp310-cp310-win_amd64.whl + + - if: ${{ (matrix.os == 'windows-latest') && (matrix.python-version == 3.11) }} + run: | + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/GDAL-3.7.1-cp311-cp311-win_amd64.whl + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/Fiona-1.9.4.post1-cp311-cp311-win_amd64.whl + - name: Install package and dependencies run: | python -m pip install --no-deps . diff --git a/.github/workflows/test_r.yaml b/.github/workflows/test_r.yaml new file mode 100644 index 0000000..708c92a --- /dev/null +++ b/.github/workflows/test_r.yaml @@ -0,0 +1,68 @@ +name: R-test + +on: + push: + branches: + [main, dev] + pull_request: + branches: + [main] + schedule: + - cron: '11 1 1 * *' + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +jobs: + R-test: + name: python ${{ matrix.python-version }}, ${{ matrix.os }} + runs-on: ${{ matrix.os }} + env: + REPO_NAME: ${{ github.event.repository.name }} + + strategy: + matrix: + os: [ubuntu-latest, macos-latest] + python-version: ['3.8', '3.9', '3.10', '3.11'] + include: + - os: windows-latest + python-version: "3.9" + steps: + - uses: actions/checkout@v3 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + + - name: Set up R + uses: r-lib/actions/setup-r@v2 + with: + r-version: 'release' + + - uses: r-lib/actions/setup-pandoc@v2 + + - name: Update pip and install testing pkgs + run: | + python -VV + python -m pip install --upgrade pip + pip install pytest + + # fiona doesn't have wheels for windows + - if: matrix.os == 'windows-latest' + run: | + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/GDAL-3.7.1-cp39-cp39-win_amd64.whl + pip install https://github.com/cgohlke/geospatial-wheels/releases/download/v2023.7.16/Fiona-1.9.4.post1-cp39-cp39-win_amd64.whl + + - name: Install package and dependencies + run: | + python -m pip install --no-deps . + pip install -r requirements.txt + + - name: Run pip env using R reticulate + run: | + install.packages("reticulate") + reticulate::import("harmonize_wq") + shell: Rscript {0} + + - name: Run pytest + run: pytest -v harmonize_wq diff --git a/README.md b/README.md index 0d67de7..01bf068 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@ # harmonize-wq -Standardize, clean and wrangle Water Quality Portal data into more analytic-ready formats +Standardize, clean, and wrangle Water Quality Portal data into more analytic-ready formats US EPA’s [Water Quality Portal (WQP)](https://www.waterqualitydata.us/) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using [python](https://github.com/USGS-python/dataretrieval) or [R](https://github.com/USGS-R/dataRetrieval). Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help: - Identify differences in data units (including speciation and basis) diff --git a/demos/Harmonize_CapeCod.ipynb b/demos/Harmonize_CapeCod.ipynb deleted file mode 100644 index 2a1adf6..0000000 --- a/demos/Harmonize_CapeCod.ipynb +++ /dev/null @@ -1,9044 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Standardize, clean and wrangle Water Quality Portal data in Cape Cod into more analytic-ready formats using the harmonize_wq package" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", - "- Identify differences in data units (including speciation and basis)\n", - "- Identify differences in sampling or analytic methods\n", - "- Resolve data errors using transparent assumptions\n", - "- Reduce data to the columns that are most commonly needed\n", - "- Transform data from long to wide format\n", - "\n", - "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection.\n", - "\n", - "The first part of this notebook walks through a typical harmonization process on data retrieved from Cape Cod, MA. The second part of the notebook takes a deeper dive into exactly what is done to each water quality characteristic result and some ways to leverage additional functions in the package for special use cases." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simple workflow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### import the required libraries. Check requirements.txt for additional dependencies to install." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Use pip to install the package from github\n", - "#!pip install git+git://github.com/USEPA/harmonize-wq.git\n", - "#!pip install git+https://github.com/USEPA/harmonize-wq.git#egg=harmonize-wq" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "from harmonize_wq import harmonize\n", - "from harmonize_wq import convert\n", - "from harmonize_wq import wrangle\n", - "from harmonize_wq import clean\n", - "from harmonize_wq import location\n", - "from harmonize_wq import visualize\n", - "import dataretrieval.wqp as wqp" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Create dataretrieval query using a polygon for Area Of Interest" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A url to a geojson is used to define the area to retrieve results, but this can come from a variety of sources, including a local shapefile." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Read geometry for Area of Interest from geojson file url\n", - "aoi_url = 'https://github.com/jbousquin/test_notebook/raw/main/temperature_data/NewEngland.geojson'\n", - "#aoi_url = r'\\NewEngland.shp' # Local shapefile alternative\n", - "aoi_gdf = wrangle.as_gdf(aoi_url) # Read it to GeoDataFrame\n", - "aoi_gdf = aoi_gdf.to_crs(epsg=4326) # Re-project aoi\n", - "\n", - "# Map aoi\n", - "aoi_gdf.plot() # Requires descartes" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Area Of Interest is made up of many small polygons. The query will be built from the total extent of these polygons, but alternatively could be restricted to the bounding box for just one such polygon." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "bBox = wrangle.get_bounding_box(aoi_gdf) # Bounding box string for total extent\n", - "#bBox = wrangle.get_bounding_box(aoi_gdf, idx=0) # Bounding box string for specific polygon by index" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Build query with characteristicNames and the AOI extent\n", - "query = {'characteristicName': ['Phosphorus',\n", - " 'Temperature, water',\n", - " 'Depth, Secchi disk depth',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Salinity',\n", - " 'pH',\n", - " 'Nitrogen',\n", - " 'Conductivity',\n", - " 'Organic carbon',\n", - " 'Chlorophyll a',\n", - " 'Turbidity',\n", - " 'Sediment',\n", - " 'Fecal Coliform',\n", - " 'Escherichia coli']}\n", - "query['bBox'] = bBox" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Retrieve data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Stations and results meeting the query criteria are retrieved seperately. site_md and md_narrow are not used here but contain metadata to document and help reproduce the query/results in the future." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# Query for stations\n", - "stations, site_md = wqp.what_sites(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\ipykernel_launcher.py:3: DtypeWarning: Columns (10,13,15,17,19,20,21,22,23,28,31,32,33,34,36,38,60,63,64,65,69,70,71,72) have mixed types.Specify dtype option on import or set low_memory=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - } - ], - "source": [ - "# Query for results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.9572013-07-1512:17:00EDT11NPSWRD_WQX-CACO_HX23_1STORET-920925644NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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295766USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268772NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295767USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268782NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295768USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268789NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295769USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268791NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295770USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268792NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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295771 rows × 78 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 CRWA \n", - "1 11NPSWRD_WQX \n", - "2 MASSDEP \n", - "3 IRWA \n", - "4 CRWA \n", - "... ... \n", - "295766 USGS-MA \n", - "295767 USGS-MA \n", - "295768 USGS-MA \n", - "295769 USGS-MA \n", - "295770 USGS-MA \n", - "\n", - " OrganizationFormalName \\\n", - "0 Charles River Watershed Association (Massachus... \n", - "1 National Park Service Water Resources Division \n", - "2 Massachusetts Department of Environmental Prot... \n", - "3 Ipswich River Watershed Association (Volunteer) \n", - "4 Charles River Watershed Association (Massachus... \n", - "... ... \n", - "295766 USGS Massachusetts Water Science Center \n", - "295767 USGS Massachusetts Water Science Center \n", - "295768 USGS Massachusetts Water Science Center \n", - "295769 USGS Massachusetts Water Science Center \n", - "295770 USGS Massachusetts Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate \\\n", - "0 CRWA-CYN20130809ROBTemp01 2013-08-09 \n", - "1 11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.957 2013-07-15 \n", - "2 MASSDEP-LB-5142 2013-07-30 \n", - "3 IRWA-HB:20130630120000:FM 2013-06-30 \n", - "4 CRWA-VMM20131217609SEC02 2013-12-17 \n", - "... ... ... \n", - "295766 nwisma.01.02201090 2022-05-05 \n", - "295767 nwisma.01.02201090 2022-05-05 \n", - "295768 nwisma.01.02201090 2022-05-05 \n", - "295769 nwisma.01.02201090 2022-05-05 \n", - "295770 nwisma.01.02201090 2022-05-05 \n", - "\n", - " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "0 11:14:33 EST \n", - "1 12:17:00 EDT \n", - "2 14:20:00 EDT \n", - "3 12:00:00 EDT \n", - "4 07:40:00 EST \n", - "... ... ... \n", - "295766 12:15:00 EDT \n", - "295767 12:15:00 EDT \n", - "295768 12:15:00 EDT \n", - "295769 12:15:00 EDT \n", - "295770 12:15:00 EDT \n", - "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 CRWA-ROB STORET-591631481 1.308091e+11 \n", - "1 11NPSWRD_WQX-CACO_HX23_1 STORET-920925644 NaN \n", - "2 MASSDEP-W2173 STORET-762955917 NaN \n", - "3 IRWA-HB STORET-853064665 NaN \n", - "4 CRWA-609S STORET-872379847 NaN \n", - "... ... ... ... \n", - "295766 USGS-01096548 NWIS-123268772 NaN \n", - "295767 USGS-01096548 NWIS-123268782 NaN \n", - "295768 USGS-01096548 NWIS-123268789 NaN \n", - "295769 USGS-01096548 NWIS-123268791 NaN \n", - "295770 USGS-01096548 NWIS-123268792 NaN \n", - "\n", - " ResultDetectionConditionText ... AnalysisEndTime/TimeZoneCode \\\n", - "0 NaN ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 NaN ... NaN \n", - "... ... ... ... \n", - "295766 NaN ... NaN \n", - "295767 NaN ... NaN \n", - "295768 NaN ... NaN \n", - "295769 NaN ... NaN \n", - "295770 NaN ... NaN \n", - "\n", - " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 NaN \n", - "2 https://www.waterqualitydata.us/data/providers... \n", - "3 NaN \n", - "4 NaN \n", - "... ... \n", - "295766 NaN \n", - "295767 NaN \n", - "295768 NaN \n", - "295769 NaN \n", - "295770 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "295766 NaN NWIS \n", - "295767 NaN NWIS \n", - "295768 NaN NWIS \n", - "295769 NaN NWIS \n", - "295770 NaN NWIS \n", - "\n", - "[295771 rows x 78 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at initial results (input)\n", - "df = res_narrow\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Harmonize data using defaults" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppm' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\numpy\\core\\_asarray.py:102: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " return array(a, dtype, copy=False, order=order)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:929: UserWarning: Bad Turbidity unit: count\n", - " warn('Bad Turbidity unit: {}'.format(unit))\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppm' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Non-filterable_Phosphorus\" column for Non-filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Unfiltered_Phosphorus\" column for Unfiltered, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Total_Recoverable_Phosphorus\" column for Total Recoverable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Filtered,_lab_Phosphorus\" column for Filtered, lab, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Suspended_Phosphorus\" column for Suspended, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Bed_Sediment_Phosphorus\" column for Bed Sediment, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"None_Phosphorus\" column for None, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Non-Filterable_(Particle)_Phosphorus\" column for Non-Filterable (Particle), may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"__Phosphorus\" column for , may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Comb_Available_Phosphorus\" column for Comb Available, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Unfiltered,_field_Phosphorus\" column for Unfiltered, field, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Filterable_Phosphorus\" column for Filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\basis.py:95: UserWarning: Mismatched ResultTemperatureBasisText: updated from 25 deg C to @25C (units)\n", - " warn('Mismatched {}'.format(flag))\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppb' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ug/m3' UNDEFINED UNIT for Chlorophyll\n", - 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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...TDP_PhosphorusOther_PhosphorusUnfiltered_PhosphorusBed_Sediment_PhosphorusTemperaturepHSalinityCarbonFecal_ColiformChlorophyll
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33ESTCRWA-ROBSTORET-5916314811.308091e+11NaN...NaNNaNNaNNaN23.01 degree_CelsiusNaNNaNNaNNaNNaN
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.9572013-07-1512:17:00EDT11NPSWRD_WQX-CACO_HX23_1STORET-920925644NaNNaN...NaNNaNNaNNaN26.1 degree_CelsiusNaNNaNNaNNaNNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN0.004000000000000001 milligram / liter
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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295770USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268792NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN0.0025 milligram / liter
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295771 rows × 99 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 CRWA \n", - "1 11NPSWRD_WQX \n", - "2 MASSDEP \n", - "3 IRWA \n", - "4 CRWA \n", - "... ... \n", - "295766 USGS-MA \n", - "295767 USGS-MA \n", - "295768 USGS-MA \n", - "295769 USGS-MA \n", - "295770 USGS-MA \n", - "\n", - " OrganizationFormalName \\\n", - "0 Charles River Watershed Association (Massachus... \n", - "1 National Park Service Water Resources Division \n", - "2 Massachusetts Department of Environmental Prot... \n", - "3 Ipswich River Watershed Association (Volunteer) \n", - "4 Charles River Watershed Association (Massachus... \n", - "... ... \n", - "295766 USGS Massachusetts Water Science Center \n", - "295767 USGS Massachusetts Water Science Center \n", - "295768 USGS Massachusetts Water Science Center \n", - "295769 USGS Massachusetts Water Science Center \n", - "295770 USGS Massachusetts Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate \\\n", - "0 CRWA-CYN20130809ROBTemp01 2013-08-09 \n", - "1 11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.957 2013-07-15 \n", - "2 MASSDEP-LB-5142 2013-07-30 \n", - "3 IRWA-HB:20130630120000:FM 2013-06-30 \n", - "4 CRWA-VMM20131217609SEC02 2013-12-17 \n", - "... ... ... \n", - "295766 nwisma.01.02201090 2022-05-05 \n", - "295767 nwisma.01.02201090 2022-05-05 \n", - "295768 nwisma.01.02201090 2022-05-05 \n", - "295769 nwisma.01.02201090 2022-05-05 \n", - "295770 nwisma.01.02201090 2022-05-05 \n", - "\n", - " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "0 11:14:33 EST \n", - "1 12:17:00 EDT \n", - "2 14:20:00 EDT \n", - "3 12:00:00 EDT \n", - "4 07:40:00 EST \n", - "... ... ... \n", - "295766 12:15:00 EDT \n", - "295767 12:15:00 EDT \n", - "295768 12:15:00 EDT \n", - "295769 12:15:00 EDT \n", - "295770 12:15:00 EDT \n", - "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 CRWA-ROB STORET-591631481 1.308091e+11 \n", - "1 11NPSWRD_WQX-CACO_HX23_1 STORET-920925644 NaN \n", - "2 MASSDEP-W2173 STORET-762955917 NaN \n", - "3 IRWA-HB STORET-853064665 NaN \n", - "4 CRWA-609S STORET-872379847 NaN \n", - "... ... ... ... \n", - "295766 USGS-01096548 NWIS-123268772 NaN \n", - "295767 USGS-01096548 NWIS-123268782 NaN \n", - "295768 USGS-01096548 NWIS-123268789 NaN \n", - "295769 USGS-01096548 NWIS-123268791 NaN \n", - "295770 USGS-01096548 NWIS-123268792 NaN \n", - "\n", - " ResultDetectionConditionText ... TDP_Phosphorus Other_Phosphorus \\\n", - "0 NaN ... NaN NaN \n", - "1 NaN ... NaN NaN \n", - "2 NaN ... NaN NaN \n", - "3 NaN ... NaN NaN \n", - "4 NaN ... NaN NaN \n", - "... ... ... ... ... \n", - "295766 NaN ... NaN NaN \n", - "295767 NaN ... NaN NaN \n", - "295768 NaN ... NaN NaN \n", - "295769 NaN ... NaN NaN \n", - "295770 NaN ... NaN NaN \n", - "\n", - " Unfiltered_Phosphorus Bed_Sediment_Phosphorus Temperature \\\n", - "0 NaN NaN 23.01 degree_Celsius \n", - "1 NaN NaN 26.1 degree_Celsius \n", - "2 NaN NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN NaN \n", - "... ... ... ... \n", - "295766 NaN NaN 13.7 degree_Celsius \n", - "295767 NaN NaN NaN \n", - "295768 NaN NaN NaN \n", - "295769 NaN NaN NaN \n", - "295770 NaN NaN NaN \n", - "\n", - " pH Salinity Carbon Fecal_Coliform \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "295766 NaN NaN NaN NaN \n", - "295767 7.7 dimensionless NaN NaN NaN \n", - "295768 NaN NaN NaN NaN \n", - "295769 NaN NaN NaN NaN \n", - "295770 NaN NaN NaN NaN \n", - "\n", - " Chlorophyll \n", - "0 NaN \n", - "1 NaN \n", - "2 0.004000000000000001 milligram / liter \n", - "3 NaN \n", - "4 NaN \n", - "... ... \n", - "295766 NaN \n", - "295767 NaN \n", - "295768 NaN \n", - "295769 NaN \n", - "295770 0.0025 milligram / liter \n", - "\n", - "[295771 rows x 99 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Harmonize it and look at how it changed (output)\n", - "# Note: although we ignore unit dimensionality errors, it will warn when they are encountered and there are a lot of them\n", - "df_harmonized = harmonize.harmonize_all(df, errors='ignore')\n", - "df_harmonized" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Harmonize and clip sample locations\n", - "gdf_harmonized = location.harmonize_locations(stations) # Harmonize\n", - "stations_clipped = wrangle.clip_stations(gdf_harmonized, aoi_gdf) # Clip to area of interest" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(df_harmonized, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average temperature results at each station\n", - "gdf_temperature = visualize.map_measure(df_harmonized, stations_clipped, 'Temperature')\n", - "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Clean additional columns of data" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "df_cleaned = clean.datetime(df_harmonized) # datetime\n", - "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Reduce data to the columns that are most commonly needed" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionTextMethodSpecificationNameCharacteristicNameResultSampleFractionText...QA_TDP_PhosphorusQA_Other_PhosphorusQA_Unfiltered_PhosphorusQA_Bed_Sediment_PhosphorusQA_TemperatureQA_pHQA_SalinityQA_CarbonQA_Fecal_ColiformQA_Chlorophyll
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp01CRWA-ROBSTORET-5916314811.308091e+11NaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.95711NPSWRD_WQX-CACO_HX23_1STORET-920925644NaNNaNNaNTemperature, waterTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-5142MASSDEP-W2173STORET-762955917NaNNaNNaNChlorophyll aNone...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FMIRWA-HBSTORET-853064665NaNNaNNaNDissolved oxygen (DO)NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC02CRWA-609SSTORET-872379847NaNNaNNoneEscherichia coliTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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295766USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268772NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295767USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268782NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295768USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268789NaNNaNNaNEscherichia coliNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295769USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268791NaNNaNNaNTurbidityTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295770USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268792NaNNaNNaNChlorophyll aNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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QA_TDP_Phosphorus \\\n", - "0 Temperature, water NaN ... NaN \n", - "1 Temperature, water Total ... NaN \n", - "2 Chlorophyll a None ... NaN \n", - "3 Dissolved oxygen (DO) NaN ... NaN \n", - "4 Escherichia coli Total ... NaN \n", - "... ... ... ... ... \n", - "295766 Temperature, water NaN ... NaN \n", - "295767 pH Total ... NaN \n", - "295768 Escherichia coli NaN ... NaN \n", - "295769 Turbidity Total ... NaN \n", - "295770 Chlorophyll a NaN ... NaN \n", - "\n", - " QA_Other_Phosphorus QA_Unfiltered_Phosphorus \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " QA_Bed_Sediment_Phosphorus QA_Temperature QA_pH QA_Salinity QA_Carbon \\\n", - "0 NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN \n", - "... ... ... ... ... ... \n", - "295766 NaN NaN NaN NaN NaN \n", - "295767 NaN NaN NaN NaN NaN \n", - "295768 NaN NaN NaN NaN NaN \n", - "295769 NaN NaN NaN NaN NaN \n", - "295770 NaN NaN NaN NaN NaN \n", - "\n", - " QA_Fecal_Coliform QA_Chlorophyll \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - "[285538 rows x 116 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df_expanded = wrangle.split_col(df_cleaned)\n", - "df_expanded" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# Split table into main with columns of interest and characteristic specific columns/metadata\n", - "#116 columns into 47 and 69\n", - "main_df, chars_df = wrangle.split_table(df_expanded)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Drop empty columns (QA columns without flags)\n", - "main_df_small = main_df.dropna(axis=1, how='all')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Transform data from long to wide format" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "transformed_df = wrangle.collapse_results(main_df_small)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Detailed step-by-step workflow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Download location data using dataretrieval" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# Build query with characteristicNames and the AOI extent\n", - "query = {'characteristicName': ['Phosphorus',\n", - " 'Temperature, water',\n", - " 'Depth, Secchi disk depth',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Salinity',\n", - " 'pH',\n", - " 'Nitrogen',\n", - " 'Conductivity',\n", - " 'Organic carbon',\n", - " 'Chlorophyll a',\n", - " 'Turbidity',\n", - " 'Sediment',\n", - " 'Fecal Coliform',\n", - " 'Escherichia coli']}\n", - "query['bBox'] = bBox" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# Query stations (can be slow)\n", - "stations, site_md = wqp.what_sites(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7133, 37)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results\n", - "stations.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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0USGS-MAUSGS Massachusetts Water Science CenterUSGS-010965305MERRIMACK R NR TYNGSBOROUGH BRIDGE TYNGSBOROUG...StreamNaN1070006.04070.00sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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4USGS-MAUSGS Massachusetts Water Science CenterUSGS-01096550MERRIMACK RIVER ABOVE LOWELL, MAStreamNaN1070006.03900.00sq mi3900.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 USGS-MA USGS Massachusetts Water Science Center \n", - "1 USGS-MA USGS Massachusetts Water Science Center \n", - "2 USGS-MA USGS Massachusetts Water Science Center \n", - "3 USGS-MA USGS Massachusetts Water Science Center \n", - "4 USGS-MA USGS Massachusetts Water Science Center \n", - "\n", - " MonitoringLocationIdentifier \\\n", - "0 USGS-010965305 \n", - "1 USGS-01096544 \n", - "2 USGS-01096546 \n", - "3 USGS-01096548 \n", - "4 USGS-01096550 \n", - "\n", - " MonitoringLocationName \\\n", - "0 MERRIMACK R NR TYNGSBOROUGH BRIDGE TYNGSBOROUG... \n", - "1 STONY BROOK AT SCHOOL STREET AT CHELMSFORD, MA \n", - "2 STONY BROOK AT CHELMSFORD, MA \n", - "3 STONY BROOK AT N CHELMSFORD, MA \n", - "4 MERRIMACK RIVER ABOVE LOWELL, MA \n", - "\n", - " MonitoringLocationTypeName MonitoringLocationDescriptionText \\\n", - "0 Stream NaN \n", - "1 Stream NaN \n", - "2 Stream NaN \n", - "3 Stream NaN \n", - "4 Stream NaN \n", - "\n", - " HUCEightDigitCode DrainageAreaMeasure/MeasureValue \\\n", - "0 1070006.0 4070.00 \n", - "1 1070006.0 41.57 \n", - "2 1070006.0 43.60 \n", - "3 1070006.0 NaN \n", - "4 1070006.0 3900.00 \n", - "\n", - " DrainageAreaMeasure/MeasureUnitCode \\\n", - "0 sq mi \n", - "1 sq mi \n", - "2 sq mi \n", - "3 NaN \n", - "4 sq mi \n", - "\n", - " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", - "0 NaN ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 3900.0 ... NaN \n", - "\n", - " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "\n", - " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " ProviderName \n", - "0 NWIS \n", - "1 NWIS \n", - "2 NWIS \n", - "3 NWIS \n", - "4 NWIS \n", - "\n", - "[5 rows x 37 columns]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First 5 rows\n", - "stations.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "HorizontalCoordinateReferenceSystemDatumName NAD83\n", - "LatitudeMeasure 42.677389\n", - "LongitudeMeasure -71.421056\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns used for an example row\n", - "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", - "stations_gdf = location.harmonize_locations(stations, outEPSG=4326, intermediate_columns=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# Every function has a dostring to help understand input/output and what it does\n", - "location.harmonize_locations?" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7133, 42)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", - "stations_gdf.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "geom_orig (-71.4210556, 42.67738889)\n", - "EPSG 4269.0\n", - "QA_flag NaN\n", - "geom POINT (-71.4210556 42.67738889)\n", - "geometry POINT (-71.4210556 42.67738889)\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Example results for the new columns\n", - "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# geom and geometry look the same but geometry is a special datatype\n", - "stations_gdf['geometry'].dtype" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed'" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at QA_flag for one w/ bad datum\n", - "stations_gdf.loc[stations_gdf['QA_flag'].notna()].iloc[0]['QA_flag']" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# Clip to area of interest\n", - "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map it\n", - "stations_clipped.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1151" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# How many stations now?\n", - "len(stations_clipped)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "# To save the results to a shapefile\n", - "#import os\n", - "#path = '' #specify the path (folder/directory) to save it to\n", - "#stations_clipped.to_file(os.path.join(, path, )'CapeCod_stations.shp'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Retrieve Characteristic Data" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\ipykernel_launcher.py:3: DtypeWarning: Columns (10,13,15,17,19,20,21,22,23,28,31,32,33,34,36,38,60,63,64,65,69,70,71,72) have mixed types.Specify dtype option on import or set low_memory=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - } - ], - "source": [ - "# Now query for results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...AnalysisEndTime/TimeZoneCodeResultLaboratoryCommentCodeResultLaboratoryCommentTextResultDetectionQuantitationLimitUrlLaboratoryAccreditationIndicatorLaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderName
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33ESTCRWA-ROBSTORET-5916314811.308091e+11NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.9572013-07-1512:17:00EDT11NPSWRD_WQX-CACO_HX23_1STORET-920925644NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
..................................................................
295766USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268772NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295767USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268782NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295768USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268789NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295769USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268791NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
295770USGS-MAUSGS Massachusetts Water Science Centernwisma.01.022010902022-05-0512:15:00EDTUSGS-01096548NWIS-123268792NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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295771 rows × 78 columns

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AnalysisEndTime/TimeZoneCode \\\n", - "0 NaN ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 NaN ... NaN \n", - "... ... ... ... \n", - "295766 NaN ... NaN \n", - "295767 NaN ... NaN \n", - "295768 NaN ... NaN \n", - "295769 NaN ... NaN \n", - "295770 NaN ... NaN \n", - "\n", - " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 NaN \n", - "2 https://www.waterqualitydata.us/data/providers... \n", - "3 NaN \n", - "4 NaN \n", - "... ... \n", - "295766 NaN \n", - "295767 NaN \n", - "295768 NaN \n", - "295769 NaN \n", - "295770 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "295766 NaN NWIS \n", - "295767 NaN NWIS \n", - "295768 NaN NWIS \n", - "295769 NaN NWIS \n", - "295770 NaN NWIS \n", - "\n", - "[295771 rows x 78 columns]" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = res_narrow\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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CwuiR/N/p4xmbmYzVsi/nb1JqJLecnsWT32zn2uOHcc1RyczPGUNdaRmioQ5N01BNJkxmE+lTp3H22PhDdcsGBr2CYbAOAXd9tIGw6LAWYwVgMqlkZCQQHVbDim9/IHbuCYSPDMZb56LCa+e0GWOxmNqukdgsKudMTuHReb5ykYlhVp65YhJnlTXiqKrC7G3EFhKCHhyJ1WpnQmpEf96mgUGvYxisQ4BHNQWsUyiEIDwmgqPPPpWdRbVUVFfjcGnYzAqdpftZTQrh1n3vRyWF8b/rpnL72+uoafKgScmUoVE8eWXH6aaBwWDDMFiHACFEp5Hpe0vq2byrEl2XSF3HU1eDWwg2F9YwLjWqTVtN11m+q5LHL85us31mVizL7zuJgioHwVYTUSGWPr0fA4P+wojDOhQEKN0F4PHqLcbKVVVO2bIFVG/IoXr9SmZf+g8W/bwdl/9Yh9tLbaObJ99ayIwJQzucSwjBkOggw1gZHFYYBusQcP3MoQFVQqtqHSgCNJeL6o1rkJoXqWlITcPjcnP+zc/wzDdb+G5jCU9/s42Tb3uFL++/6BDcgYHBoaHbU0IhhArkAIVSyrlCiH8DZwJuYBdwjZSyJsBxe4B6QAO8zZnxQogo4F0gHdgDXCSlrD6Iexk0zM6O45Wf8gkOs7X4soQQqIqCBJxlRT4phXbouuTxd5YRlJiClJKTp4wK6AszMDhcOZD/9puBLa3ezwfGSCnHAdvxF1vthBOklBPayXjcCSyQUo4AFvjfHzG88aspBHu97M4twePyFYOIirChKgLd4wEZoLCE1JFevxSyrnHipI5TQQODw5luGSwhRApwBvBi8zYp5bdSyma9k+VAygFe+2zgVf/rV4FzDvD4Qc/9549l++5K5j33DtdPTmJqUhi/OC4De3QMQgkgeSwElshopJTYrWbmTkzq/04bGBxCujslfBxfWfrOpCl/iW96FwgJfCuEkMBzUsrn/dvjW5WqLwGOuKhGu0Xl7+eN5lc/LWHduu2MGZ1JVkwIR6fO4bI/7MZZXQm630GvqNhi4zEFBWPSXHx4++w+qYdoAKtWrYozmUwvAmMw/Lz9iQ5s9Hq9106ePLksUIMu/+OFEHOBMinlKiHE8QH23wN4gTc7OcVxUspCIUQcvrL2W6WUP7RuIKWUfoMW6PrXA9cDpKamdtXdQcelJ2VzQ2goN/3jLR6982KOmTYaVbHxl9//gn+/sZj6ogKEULAnJKN5PCTW7OKbp39DWIj9UHf9sMVkMr2YkJAwKjY2tlpRlMEjyTvI0XVdlJeXZ5eUlLwInBWoTXce0dOBs4QQpwM2IEwI8YaU8nIhxNXAXOAk2YnWspSy0P+7TAjxMTAV+AEoFUIkSimLhRCJQECL6h+RPQ8+ieRu9HdAsSm/gie/244pIgIpJRZN55IJcfywuYiCkmrmTk5n5Ws3M/mSh7nxH29it1kJDTJT0eABXcMWmwCKSkNBHo/edArXXzjjUN/SkcAYw1j1P4qiyNjY2NqSkpIxnbXp0mBJKe/C71D3j7D+4DdWp+KbJs6SUjYFOlYIEQwoUsp6/+uTgb/5d38GXAU86P/9aXdvbLBQXuvg8WV7qaxpZPUnC6mpqCZzYjbLFuk01NaTnJFKhWpl6/L1VCx+gC8Wr+eKP79NWUU9vpk0NBXmI0wm3nvid8w9dsShvaEjB+VAjJWUqJokUkrMQuBRBdVCEDjYzmC/+D/3TqfhBzM//w8+n9Z8IcRaIcR/AYQQSUKIL/1t4oGlQoh1wM/AF1LKr/37HgTmCCF2ALP97w8rXpi/kZL8Yr59+wtK9xZjD7az+ef1bFqxnj2bd7HimyUs+nA+mVPHcu0Dn3Du7Imsf/8OYpITEKoJFAVrZBSP3HmJYawGKB6NBJfGOK9OmiZJ8uqkuTTGeTQS+rMfX331VUh2dvYok8k0+eWXX+4TDexnn302KjMzMzszMzN74sSJWT/99FO/+yUOyGsrpVwELPK/Ht5JmyLgdP/rXGB8J+0qgZMO5PqDjfxaJ6u+X47m9S2mNtQ2tLwGnxpobWU1BTvzSBmWyrbyRkamRLP383uob3TidHmIiQwxcgAHKB6NBE2SHGCXokmS0cCs0i8yrxkZGe6XX355z4MPPthni1fDhw93LVu2bFtsbKz23nvvhf36179OW79+/da+ul4gjBWQPsQaEkxNuS8WNiwqnEB2R/Nq7N60k6j4GJ79aS9rCusACA22ERsVahirAYp/Gpi4vzaaJFHK/vmOjRw50j1t2jSHovTd5ebMmdMYGxurAZxwwgmNJSUl/Z73ZRisg0DXddZu3cuv/vwq4VNvxj7xRmKOvY3/vLmQGocHr8WOPcQnmjdu+iQ6qwFpMvs0rjya5IP1pZ22Mxg4aJJIuv7+KP52hx1PPfVUzAknnNDvmttGIE8PWb4ul0v+8CLl1fVorarYNDrc3P7wh2worsc0bATjjpvMz98sJXNsJsWbt5ObW9TGIJnMJkYdtW9RpN7lxenVsZsDBI4aDBikxNx1q+63G0zMmzcv9I033oj58ccf+3U6CIbB6hE19U2cecPTNDS5WralD4kjMjyE7blFNDY5eff9hVx25wjGTB3Lb08bz6lHjYAzR1NX38Q9j3/ER9+tQeo6w8dnMTR7nztQVQQWIz9wwCMEHroxEBYCT9/3pv9YsWKF/YYbbkj74osvdiQkJPT7SqhhsHrAh9+ublFbiIoI4YG7riQlKQZN0zGbVF77YCFvf+KLjb1gbAITkkJb1EJjIkN44k+XEpeZQalmJjQyrOW8ZkUwc2gkamdqfQYDBlVQ7YUh7H9aqKuCQ57QP3To0NG7d+/edLDn2bFjh+XCCy8c9tJLL+0eN26cq+sjeh/jUd4DyqsacPrr/v39j5cxNDUeu81CSLANq9XM5ecfz7RJmSx4+X3GJ4ZgNbd9LtjMJq6YM57g8NCW6aFJERybHsFZ/qKoBgMbIdBUQfH+2qiCYiEIkMXe+yxevDgoPj5+3Jdffhl56623pg0fPnw0QHFxsUlK2StPwD/96U+JNTU1pptuuiktKysre8yYMaN647wHgjHC6gEzpozAbjUTFhrM0NQETKa2/ia7zcIFZxzLc699idejgaWjGyNUhexwC1OHRZERG0yYzYzVZDw/BhNmlRI032ogbR/+uioo7q+QBoBZs2Y1lZaWrm+/fdGiRcHXXnttwCySA+Xdd9/NA/J641w9xTBYPeDYCRnMnDKCPcW1aJoGAfyqEWHB7C2uCujm8GoaO3cXc9PszD7vq0HfYlYpMUnKAkS698vIqisuueSSw6p6rvFI7wFCCN579HpOPXZkwP0ut4dlOVtxub08+PyXNDr2Tfd1Xcfp8rBm055+6q1BXyMEukmh0qxSYlKoHCjG6nDEMFg9xGRSuf+Wc1izditOpxtd9/2Pulweamob+fCLHwF45q3vuenvb7JpRyEV1Q18s3QTZ/3mSc6fM/FQdt/AYFBiTAkPAiEEf7hiFrOufpxTTpxMbFQ4K9Zs59NvVtDY5Gxp9/H81Xz83RrsVhORYcG88NfLGZYaewh7bmAwODEM1kEihCA5Ppw3vllF/rbdLSOt1oRkjCQoMZnZWTG8+LsZRrqNgUEPMQxWL3DlpbOxrCmmpqKahtp6vF4NgUCx2YgaPxXVagNg+d4mw1gdhng0XS2vd0d6vNJsNglPbKil2qwqhrxMH2AYrF5gSEIUUVGNnPubiynaXcBPK3aiBoVgiYhqY6CMgNDDj7wKR0JJrStRb5XkvLfSOSQh3FqcFmPvt7CG++67L/7111+PUVVVRkdHe1999dU9mZmZ7t68xueffx56ySWXDEtOTnYDzJ07t/rhhx/ebyxab2MYrF5gZGwQQlEQuk5yxhDSm8yUVzW1hDTERtkZmhROfISNRbuqmJ4egdlIvxn05FU4EopqXB3kZXSJ0ry9v4zW5MmTm37/+99vCQ0N1f/1r3/F3nrrrSlffPFFbm9fZ8qUKQ0LFy7c2dvn7S7Gt6YXMKsK109LwaIKzApMGBmD3WbCalIYNTSKSaPiiYkKQlMUPtlUxqM/5OENUEjVYPDg0XS1pNa1X3mZklpXolfT++U7duaZZ9aHhobqAMcdd1xDcXHxYVny2zBYvURWXDA3TU/FrCrYrGbmTEtlUnY8Q4eEtyl26tEkJfUuVhfUHcLeGhws5fXuSL0LrStdopTXu/tdXua5556LnT17dp8EjK5ZsyZk5MiR2TNnzhyRk5Nj64tr7A9jSthLaLrk+RUFNHn2rRJGRuxTkK2vqSNnwU8U5RZgtlqoOGUqr/7xLJoF1zyazvriBiob3SRH2BgVF4xiOOgHLB6v7JZsjLub7XqLZ555JmrdunVBzz333LbePvexxx7bmJeXtz48PFx/9913w88///zheXl5G3v7OvvDMFi9xPbyRjxa4GleU0Mjn77wHm6nCyS4HE4++3gx/+d18J8/XUJlk4dHFu/B6dXxeHXMJkFssIVbZ6RhM3SxBiRmk+iWbIylm+16g08++ST04YcfTlyyZMk2u93e6z6HqKiolqfxL37xi9rbbrsttbi42JSYmOjd33G9iTEl7CWaPDqyE4GkzSvW43V7aL3b7fbwxrwVFJfX8vqqIupdXlxeHR1weSUl9W7mbSnvn84bHDCxoZZqpYsUHEWgx4Za+kVeZtmyZfabbrop7dNPP92ZnJzcxoAMHTp0dG9cIz8/39QcZ7hw4cIgXdeJj4/vN2MFxgir1xgWbUcL8O/rdnkozitCD7DTZFJZt72QXZWC9j54ry7J2VvHheP6tfiKQTcxq4qWEG4tDrRK2ExCuLXYpCr9kld4++23D2lqalIvvPDCYQBJSUnu77//fmdvysu88cYbkS+99FKcqqrSZrPpr732Wm5fasgHotsGSwihAjlAoZRyrhDi38CZgBvYBVwjpaxpd8wQ4DV85b4k8LyU8gn/vvuA64DmYcTdUsovGaRE2M3MGRHNgp2VuP1TQ4sqqKp30aSZQAhop9Xe5PRQ61Ggk5GZsY44sGkOWWgfh6UI9P6Ow/rxxx+3B9rem/Iyd999d/ndd999SIf9BzLCuhnYAjRLZM4H7pJSeoUQ/8JXbPWOdsd4gd9LKVcLIUKBVUKI+VLKzf79j0kpHz6I/g8o5mbHMizazg+7q3F6dSYnh7E51MyK9AwaS4vaGiwhMIVF8NyPJZw+PY09Vc42BkoVMDklrMM1DAYWaTH2kuRIa1l5vTvS7ZVmiz/Svb9GVl1xuMnLdMtgCSFSgDOA+4HbAKSU37Zqshy4oP1xUspi8Kky+qs/bwGSgc3t2x4ujIoPYVR8SMv7oRE2Hv1qO5Fjp1C3bQOaywkIrDFxhI8cQ0FVE2ePiuXFlUV4NB2XJrGaFCLtJs4cZSRIDwZMqqInRtgqD3U/jgS6O8J6HF9Z+tBO9v8SeHd/JxBCpAMTgRWtNt8ohLgS31Tz91LKQ65/3dskR9r563mjufPdDcRMm4X0eBCqilD3rf6lRNj5+ynDWV1YR2WTh+RwK2MTQo1UHgODdnTpMRNCzAXKpJSrOtl/D76p35v7OUcI8CFwi5SyOWLyWWAYMAHfKOyRTo69XgiRI4TIKS8fnKtmvzg6lZtPHo7FpKBYLC3GyqwKThodj92iYjEpHJ0WwRmjYpmQFGYYKwODAHTHxT8dOEsIsQd4BzhRCPEGgBDiamAucJnspPqnEMKMz1i9KaX8qHm7lLJUSqlJKXXgBWBqoOOllM9LKadIKafExg7eKdJNp2Qyd2ISVpNCqM2E3awyJiWcf1087lB3zcBg0NDllFBKeRc+hzpCiOOBP0gpLxdCnIpvmjhLStkU6Fjhkyr4H7BFSvlou32Jfh8XwLlAv0bM9jeqInj0sgncdlomW4vqSYmyk5VkONUPBxrdmroivyay1uk1h9tMnmmpEdXBFtWQl+kDDiaI4j/4fFrzhRBrhRD/BRBCJAkhmsMTpgNX4BuVrfX/nO7f95AQYoMQYj1wAnDrQfRl0JASFcTsMfGGsTpM+HhjacI9X+8Y9+GGsrTvdlQlfbihLO2er3eM+3hjab8G0D355JPRkZGR47OysrKzsrKyH3300ZjeOO9XX30Vkp2dPcpkMk1++eWX2+RFPvXUU9FpaWlj0tLSxjz11FPRvXG9rjigwFEp5SJgkf/18E7aFAGn+18vBQI6Y6SUVxzItQ0MBhofbyxN+G5HVYfAUY8mlebt546J77dYrDPPPLP6tddey+/Nc2ZkZLhffvnlPQ8++GB86+2lpaXqv/71r6RVq1ZtVhSFiRMnZl988cU1sbGxfTqyNFJzDAx6QKNbUxfnVu9XXmZxbnVio1sb1N+xkSNHuqdNm+ZoH9H+ySefhM+cObMuPj5ei42N1WbOnFn30Ucfhfd1fwb1h2mwjwaXly1lDRTVObtubHDQrMivifRocr/fH48mlRX5tf0mL/PVV19FZGZmZp966qkZO3fu7FOViMLCQnNKSkqLomlycrK7sLCwz5UpDIM1yPDqkm+3VXDHF9u5+dOtvLeuhBqHhkcXlDd4eWppPv9auJt6V7/mpB5x1Dq93fpy1jo9/SIvc9FFF9Xk5+dv2L59++aTTjqp7vLLLx/aH9ftbwyDNYjQdMljP+zh083lNLg1vLrkp7wavtlWjt2sMik5jF8fnUZhrZMXVxQc6u4e1oTbTN2SjQm3mftFXiYhIUFrlpS59dZbKzZt2hTUl9dLTk72FBQUtKiaFhYWWpKTk/v8Xg2DNYjYUFzP3pq2Uz63Jvkxr4bKJjcmVSHCbiIzNoTdVQ6qHf0mxXTEMS01otqsiv3mC5pVoU9LDe+X7I28vLyWkdxbb70VkZGR0fKP0lvyMq0555xzahcvXhxWXl6ulpeXq4sXLw4755xz+jxv0TBYg4iNpQ0E0ghUBOyq8IXCmVWFpDArmoR31/ZrQZMjimCLqs3KiNzvBzwrI7I42KL2SxL0Qw89FDd8+PDRI0eOzH766afjXnnllT0ABysvs3jx4qD4+PhxX375ZeStt96aNnz48NEA8fHx2u233140efLkUZMnTx71xz/+sSg+Pr7PY88MPaxBRKjVhKCj7IwAgiy+dB+PplPe6POFbilrpKjOSVJYv0tvHxE0hywszq1ObO2AN6tCn5URWdyfIQ1PP/10IVDYfvvBysvMmjWrqbS0dH2gfbfcckvlLbfc0q9J34bBGkQckxbBwp1VeNqp/amKICsuBE2XOLw6m0rqARAIdlY0GQarDzl3THzJyZkxZSvyayNrnR5zuM3smZYaXt1fI6uuOCLlZQwGBnEhFq6aksRrq4rwaD5B5iCzwvXTUhH4dOXfW1/cMm1UFAixGn/ivibYouonDo8y5GX6AeO/eZAxMTmMMQkh7Kl2ICWkRdpweHTu/WYbTm+7kZcQjE0I6eRMBgaDD8PpPggxqwojYoLJjA3GalKJsJu5btoQgi0qVpOCVRVE2c3cPCPNqDBtcFhhjLAOE7LignngtBEU1DoxKYKkMCvCqGtocJhhGKzDCFURpEXau25o0KtUN7rVj1YWRJbVucxxYVbPeUelVEcGWwx5mT7AmC8YGBwED87bknDsXxeM+8enW9KeX5ib9I9Pt6Qd+9cF4x6ct6XP5WVeeumlyOHDh49WFGXyDz/80Cay/a677kpITU0dk56ePubDDz/sFS2jjz/+OGz06NGjMjMzs0ePHj3qs88+a5FMnzFjxoiRI0dmDx8+fPSll16a6vX2TWqYYbAM+hVdSvKqHeRWNqG1L8Y4yHhw3paE577PTXZ69DbfI6dHV577Pje5r43WhAkTHB9++OHOKVOmNLTevmrVKttHH30UtW3btk1ff/319ltuuaVXDEhcXJzniy++2Ll9+/bNr7zyyu5rr722JV/x008/3bVt27bN27dv31RZWWl+6aWX+iTp25gSGvQbe2uc/PenvTg8OkL4SjVeNSkJq6JQ2+RFVSAh3EpixMD3v1U3utVXl+zZr7zMq0v2JP7mpGFlEUGWPonJmjRpUkBpjg8++CDivPPOq7Lb7TIrK8udlpbmWrRoUfDs2bMbD+Z606dPdzS/njx5stPlcikOh0PY7XbZXMbe4/EIj8cj+urvZ4ywDnOkBF12qOHa73g0nSeX5lHj9OLSdJxeHSmhss5DZYMHry5xeSV7Khx8vqaUeauLcHkGrhvoo5UFke1HVu1xenTlo5WF/SYv00xhYaFlyJAhLdIvSUlJ7r1791r2d8yB8uqrr0aOHj26qTnhGuC4444bERsbOz44OFi75ppr+iSH0jBYhyleTVJU56LJI2ny+OodurVDZ7g2lDSgtbt4ZlQQpnbVgYQQhAVZ+NfnW5jx94UUVAUsF3DIKatzdUs2pqzO2S/yMv1JTk6O7d57701+4YUX8lpvX7p06Y6SkpJ1brdbmTdvXp9ogBsG6zCkya3xzfYKQixmVEVgUhRAoOkSzyFKGGl0a7R3WcUFWwKWM/NoOjGhNiobXNz+1rp+6uGBERdm7ZYURlyYrd8lM5KTk9uMqIqKitqMuA6GXbt2mS+44ILh//vf/3aPHj3a1X5/UFCQPPPMM2s+/vjjiN64XnsMg3UY8vmWciYlR2Axtf3zCiH6bHoopcTp1tA7caSPiAmivsHN1txK1m8ro6SikVqnBz1AZ0yKoLzOhS5h5e5qSusHnorqeUelVNvM+y9HbzMr+nlHJfd7ceDzzz+/5qOPPopyOBxi69atlj179tiOP/74RoBzzz03feHChT3SyqqoqFBPP/30EX/9618LTj755BZ/WG1trdIsb+PxePjqq6/Cs7KyHJ2fqecYTvfDBCkl+TVOKho9rNxby8mZgWs4+spH9q5DdMGmUu77aBNF1Q5sZpVrZqZz62kjURWB06vz8YZSPlxZwJpt5UjdlwNZXN6Io8HF3Wdkt+mO26uzq6yBohrf/7suJX+bn0timJWrj0omJXxgJHJHBlu0q2akFz/3fW6HIhTNXDUjvbivHO4Ar732WsTtt9+eWl1dbTr33HNHjBo1qmnp0qU7pkyZ4jznnHOqMjMzR6uqyqOPPppnMvm+6lu2bAlKTU3t0ajvoYceisvPz7c+8MADSQ888EASwIIFC7brus4ZZ5wx3O12CymlOPbYY+tuv/32Pql6LDqpf9qxoRAqvpLyhVLKuUKIfwNnAm5gF3CNlLImwHGnAk8AKvCilPJB//YofOXt04E9wEVdlaqfMmWKzMnJ6VZ/jyQa3Rqvrioi2m7G6dVZX1zPpROTGBUfgtJ+tUZKrCZBby3i/LyriqueW4Gz1VzTZlIYnRJOsE2l2qURGRnEsrVFHcIYrCaFf186npSoEBpdGrqU5ORW8eKinTjcPod7kM3E8VNTAbCbFP56ynCC/VI6vYEQYpWUckrrbevWrdszfvz4iu4c/+C8LQmvLtmT2NoBbzMr+lUz0ovvPHNUv8nLdIeqqirlsssuS//qq69yD3Vf9se6detixo8fnx5o34EYrNuAKUCY32CdDHwvpfQKIf4FIKW8o90xKrAdmAMUACuBS6SUm4UQDwFVUsoHhRB3ApHtj2+PYbAC83N+LaPiQ30rgkgEgpd+2E7B+i1syy1i8uh0rj7vOGKiQgkyK/RmeuFlzyznxx37FypQBCBEwOniCaNi+d91R/Gn9zfy/s8FeLS2AxKTKph9bDqKEAhg9ogozhkT3+E8PeVgDRZATZNb+WhlYWRZndMcF2bznHdUcnVfjqwOd/ZnsLo1JRRCpABnAPcDtwFIKb9t1WQ5cEGAQ6cCO6WUuf7zvAOcDWz2/z7e3+5VfPUO92uwDDri8upkxYW2SXJet3Uv//zrCzhcHjRNZ8mqHTzz9iK+eulWpmQm9er1d5d3HdqjSzp1nNmtKkIIfthW3sFY4T+syeEhJMiCBBbsrGJIhI3JKX1eUarbRARZ9F/OGmrIy/QD3X3WPo6vLH1nT41fAl8F2J4M7G31vsC/DSC+Van6EqD3HptHELr0jUJac+s/36ahyYWm6QhFRdrDcGLi5gc/6PXrZyeH9dgjZreoXHJ0GgDRIdaAbaSUmE37poC6hLfWlAQ0bgaHP10aLCHEXKBMSrmqk/33AF7gzZ52QvrmpQEfwUKI64UQOUKInPLyPvHjDWpURWnjp/J4NdZt9T0j7IkpxE4/kcixk4iadDT55gRy8np30erWUzOxmbv2KQnApCqYVIGqCiwmhatnpHPcSF9F9etPyMDezjclBERH2LEG8Fm1L8ZhcGTQnSnhdOAsIcTpgA0IE0K8IaW8XAhxNTAXOEkGdoYVAkNavU9hn+50qRAiUUpZLIRIBALqTkspnweeB58Pqzs3dSShCl+twmajpSoCk0lF2oIJHT4KRd33JxY2hd++tIqf7zvpgFNfPF6NzzeWsbq4Hi+C0XHBzM2OZXRKOG/eMI3b39tAQWUTmqaj6bLNDFAREBVu46ixiZi9GuMTQjhlbALJrZQlTp+QSG5ZA09/txOzquD26oSYJSHuKnZtqCcuLYU6h4bJpJAUE4zNbETkHIl0abCklHcBdwEIIY4H/uA3VqfimybOklJ2Fo68EhghhBiKz1BdDFzq3/cZcBXwoP/3pz2/jSMXRfjiljR/uIAu4bxTJvN1rhPRrry4UBTqHR7W761lfGpEt6/x8coC7vlgI26vjpSS+JhgakbGsqGkgZtnpLK0sJ7szFhGSt8UbtPOCgpKGmi+/PD4EP559gjenvcjm3cWEzUmjS0RJv7yaRmltS6OGRHNjScO48aTR3D1zKFsL6ln3jcrePSlb1rixnRdEjVuErboWDYIwS8nJAwYrfqq2kb1jXkrIksqas0JMeGey8+cVh0VHjxw84oGMQfzmPoPEArMF0KsFUL8F0AIkSSE+BJASukFbgS+AbYA70kpN/mPfxCYI4TYAcz2vzc4QIQAswJWk6+ezqaSehKnTsYeGooQHf+8ZkWhuqH7Qc8/7ajg7vc34HBraLpEl1Ba0cSarWU4PBqPL8lje3lji468EIIxI2I5cdoQTp6Swqu/mcbfTktlzjUP8993fmDB8q08/Mp3nPWrR/h2+S427qnmpe93MeufiyivdxFiM6G6Gnni5W9wu714PV40rxepa1SuX43H5cHt1bnmhZUDwo91z+OfJAw/5U/j7njko7THXl2QdMcjH6UNP+VP4+55/JM+l5f59a9/nTJ06NDRmZmZ2XPmzBlWUVGhAixcuDAoKysrOysrK3vkyJHZr732WkRX5+pMqmZ/kjJTp04dmZ6ePqb5WoWFhSaAhx56KDYzMzM7Kysre/LkySNXrVplA5g3b15oc9usrKxsq9U66fXXX++yb63pdljDQMAIa+geupQ8/s0OnvtuJ26tY+zTT/fNJjK4eylulzz9E8t3VnXYrgg4YVoaNovawfloUmBmRhTnj/Wtoxx9yYOs29qxErU1Oo7IsZNbznfa5GT+c9kE7njkI/7z1sIOYRBCVQnLHIM9Pokgi8rzv5rC9MyYbt1HZxxMWMM9j3+S8Oir33UaOHrbVbML77/lnD6Lxfroo4/CzjzzzDqz2cxvf/vbZIBnn322sL6+XrHZbLrZbCYvL888ceLE7NLS0nVmc+d/89WrV9tUVZXXXXdd+sMPP7x35syZTQDLli2zJycne9PT0z0rV660nXHGGZllZWXrwWewWrdtpqqqSmlWb3jzzTfD//vf/8YtWbJkR+s2paWlamZm5tiCgoL1oaGhbZ48+wtrMBwBhyGKEPxyZgYp0UFYW/l67GaVG08eQZi9e8aqyeUlZ3dgJ71QBG63N2AAqleHOqdPf8np8rBhe4dyeQC4q/dFAugSlm31Lao4XO7AKT4SpK43v8R5CNUcqmob1WffWbxfeZln31mcWF3b2GffsfPOO6+u2Qgdc8wxjYWFhRaA0NBQvXm7w+HoltTLpEmTnOPHj++QGzh9+nRHenq6B9pKyuzvXM3GCqChoUENdP3XX389ctasWbXtjVVXGAbrMCXYauK9/zuOW04ZycS0SE7Mjufpa6Zw7QnDux3l/u7yvXQ2Ape6JCzY3DGSHrCogmHRdmoa3Vz7vxz0zgoPq21X/5pzH51B0Qi148qgRGKN8qUc6bpk6rCo7t1IH/DGvBWRDpdnv98fh8ujvPH5z/0iL/PKK6/EnHrqqS01CL///vvg4cOHj540adLoxx57LG9/o6vuEkhS5tprr03PysrKvv322xN1fZ/teeCBB2KHDBky5i9/+UvK008/nd/+XB988EHUJZdc0nHo3gWGwTpMMSk+o3X1rAzeuvFYnr5mCseMiEER/sjzbrBgcxmduYnCQiys2lDCDyv3kptfjeb/Z1WFrwr11NQIrn8ph59zq7HHJUJ7f5qiEJSU2vJWVQRnT0nhi81lfL/XjTUmHqGobdqHZoxEtVqxmBT+dv4YQm2HTrmlpKK2WxcvKe9eu4PhjjvuSFBVVf7mN79pMQAnnnhi486dOzctXbp0y7///e/Epqamg0rGCiQp8+677+Zu3759808//bT1xx9/DHnmmWeim/fddddd5Xv37t143333FfzlL39pMxLNy8szb9u2zX7eeefVHWg/jOTnwxQhwKr6pmea9MVBqYIDSssJD+r8u9bY5KHG7x9rdHqoqnVy/ORkJiSFMTc7lpJqBxv21uLRJKEjstFcDtx1NQihIJDYY+KIyBgOQiCBMWmRVGo6H68rBQThWeNwJ1ThLC9BqCr2+GSCwsM496gUfjlzKCMTQzvtW3+QEBPerQTihNjutespTz75ZPQ333wTsWTJku2K0vGPO2nSJGdwcLCWk5Njb+9r6i6dScoMHTrUAxAZGan/4he/qPr555+DgTYR/9ddd13V7bffntp622uvvRZ56qmn1lit1gN2oBsjrMMYIcCsgs0EVhOYVLqcDlY3utlSVEejy0taUlhAvSoATytnvkeTNDS6OXdkDJdMTCTUaqKsztUizqeYTERNmEbM5OmEjxrH9LNOo/jzO/nHxRP47ZzhfHDzsZw0KRmXBia/z00IgTUymvDM0YQNy8IcEsqxI2L41y/GHXJjBXD5mdOq7Vbzfv0vdqtZv3zu1D6Tl/nggw/CnnjiiYQvv/xyZ2tf0NatWy0ej89Obt++3ZKbm2sbMWKEGw5cXqYzSRmPx0NxcbEJwOVyiS+//DJ8zJgxDoANGza0pC28++674WlpaW18Yx988EHUpZdeesDTQTBGWAZ+XF6NO9/ZwJfrirGoCl5dJystklHDotiyqwohfPFQQgGvt+OD0eXVWJtXw9HDfbOC9NggGl1tneKm4BAsISHMnpSO2aRy8dQUwBe79b/VxTjdGiUVDUSEWqmud7VxvNvMCrecmtmHn8CBERUerP324lnF+1sl/O3Fs4ojw4P7LPbitttuS3W73cqJJ56YCTBp0qSGt956K3/BggUhc+fOTTSZTFJRFPnII4/kJyYmeqFzeZnOpGo6k5QJDQ3VZ8+ePcLj8Qhd18WMGTPqbrvttnKARx99NG7JkiVhJpNJhoeHe1955ZXdzdfZtm2bpbi42HL66afX9+SejbCGg2DF7mreWVeCW/qmW0enhHHJ5KQBX0AhEH96fwMfrixoIxNjUgWjMqJJiguhtsGF2aRSXetgS25VB6mYYKvK/ReO5ezJvu/v60v38LePN+MNsNoXHWbl1ycN57qZ6YDPYF3y0mpWbi4FaDFUqiLQpSQ7KYw/nZPdYgx7k4NVa7jn8U8Snn1ncWJrB7zdatZ/e/Gs4r4MaegJh4O8jDHC6iFv5hTw4959DwlNwk976yiudfH7kzIOYc8OHJdX44OfC3B52w4GvJokt6CWIYlhRIX70mjsVhPbdlfReuwkBFhNKqeM3Rcr+c36koDGCqCyzsW/Pt1MXmUj/zh3NE1ujdVbygKGMvxyzgj+dNrAGVm15/5bzin5wzVzyt74/OfIkvJac0JsuOfyuVOr+3Jk1VOioqL0gW6susIwWD2goNbZxlg1owO761y4vBpWU++JzPU1Dr94HoDu9eIoKcBVVY5qtWMaOpRgSzoeTae0sonVW0oxqwpeXUNKX1rQsPgQThkbz70fbmREQigXTk0hMtiCL/Y+MJoueXdZHnedPpKl2yqwmATtw6o0XVI1QItQtCYyPFi/6bITDHmZfuCwNliaprMmr4Ywu4nMxN4r4rF4V+d+VAVYtaeaY4cfXAR2fxIeZCYi2EJpZQOVq5ahuV2g64CguLyIo88dwbjxIzjr30txtatioSqCinoXLyzajcOtYTMrPD1/J/eeO4oFm3zpO50hgU1F9UhkpxI1geK8AKqbPKwqrMOjScYkhDAkYmDkFRr0LYetwXrim+088fWOlie8zazwzu+OZnzawcfx1Tg7X6mWQKRtcH2sDW6NYWmR7F6/Ac3lAtlslCSaV+PGv7/Ng//4TcBjPZpOVaO7RZ3B6dFxenTu/WDTfo0V+C4zJMrGqMSQgNPHIIvKOZM7+rRX7q3lzdXFSAmalHyzvYJjUiO4aHw8QgjKG1x8sakMsxDYLSozhkURGxpYb6sTdF3XhaIog8fBe5ig67qgc929wzOsYf76Eh5vZazA90U674kfcXsP3rUwOj6k033hJsGolIiDvkZ/sjyvhvjoYJT6qlbGah91TW7+/PrPAQ1QZ1V4Gt372gaKjFAUwajUcBLD7QRbTfzp7GwsJgWzKlCE7wEzIS2CJre3TUHVJrfGm6uL8egSr/QpVHg0yfL8Gv78yUaufG0Nq/bUkxERTEZUCLFBVjYXNbKj9IAWpTaWl5eH+788Bv2EruuivLw8HNjYWZvBNRToJvd8sCHgdl3CS4tz+c1Jww/q/OE2Fd9Yqu3/c5hF4eyRg2cq2ExZgwePLrEH2agL4InRdB1dUXv8dNP9vi7wfWpSwugh4bzx66kAbC9uZHhCOI9eNomfdlbg9Ggkhtt5bUkut725Fl3CjaeP5LxJSRTUOv3TxLZW0q3puKTKrBGRhFjUlvgxkz+YcmeZgxHx3Yvf8nq915aUlLxYUlIyhsP0oT5A0YGNXq/32s4aHHYGS9MllfWdy6es3nNwcXyaLnlzTQkgkFIidYkiwe32cnxWAkf1wdJ7X5MRbSenoJaRR42lrKgMqbVZA8QUFILJ3jHWMMiikhBhY29FY5cFWs0mhQd/MZa02GASI2zEhfp8Tg1OL7UOL26vzvaSemoa3SSE28lKCmNkUjgrc30W9LF5W9hS6WB8cljAKmXNo7y0cHvAYNdQq5k9ZfWkx3VttCZPnlwGnNVlQ4N+57AyWA63lxP+uajzCTBwwqi4g7pGfo2zJcpbCIHw66lbTBY2lDk4ZdRBnf6QMDkljK+3VmCJjCU4OY2GvXv84n8SxWIjcsykNu1VBY4eFs2VM9KZPiKGqX/5Do97//4qj1dndEo4w+LaTqcbnBr1Di/3frie6kYXTo+OxaTwzvI9nDS6raRUcVUTiio6LQTrKxTbudvp9g838/5vp+23nwYDm8PKYF32zApKazsoZLRgVgUXH5Pa6f7uUN7g6jS+yNTdrOIBhkVVuP34dC7fWkZIxkjsyel46mtQLFbMoeEdAmFNisKzv5xMqM3MnvLG/RoJAEWBhJigDsYKwGwSfLAyj/I6Z8vn6vbquL2waMs+1WwJaJpE0311Dx3tfJFSSoQQ7KhqYlx8SMtUEHxT2oKKOmr8kjcGg5fDxmCV1zlZk1fTZpvUNHSPG8ViJchqYv6dsw46Cn1jSUOn+wbz0nqI1cSMEdFs2lsDViuqNXARI5tZ4YKpKS1KCdVNbkyqQmdzQrNJITUxlF8eP5R3l+fz3Pe5VDe6mTosij/OzWJobDDLd1QGfAjUOfatxkrdV5ACfP6qjvim6FsqGokLtpAQYkH6FwRqm1z8+/WFpE0ac2AfisGA47AxWAXVjpbXUkrqd22lqcgnwyOEwswTjiI5qts5n52ypazzOnwp4Qe0dD7gOHlcAs9+v6vT/XaLwi9nDm2T0zcqMSxghLoiIGNIBKMyorCbVHL31vLWj/ktFZ3nbyzlxx2VfPmHGS06WJ2hKIKR6VEt1XO0AAM6IaCm3kmwzcR/vtmIq76JKdkplFa7yNlZjskW0eV1DAY+h81fMCN233SjPncbjqK9vuBHXUdqXpYtXsnbX/zsixtq8vRID7zW6cHp1SkorWfhiny+WpLLDzl7Kav0RWPvL9xhMLC92sn4zNiA+1QFLpo2hIuPSWX1nhpqGn0LGzaLyp/OGYXdrLb4wi2qQrDdzLFZcZyQEcX/TR/CG0vzWowV+EY+DreXZxfsYu7ExA7TaUVAmN1EelIYx01MZnhqOGZFkBUXhLmTqfeWrSV8s3gHeSUOShoFH369hqWLfkZH4Gpys2VnBbuKawMeazA4OGxGWOFBZuxmhSaXF0dhPlJv6wT2erz86ekv+FnbF/F+0vBozhgV0+1popSwp6iOLbsqW5J/G5o8rN5SylGj4wmxDtyPs67BQW5BBSnxkcREBjasdU4vqr92oLfdMEbT4eOcQt75aS8Wk4LLq3PFcWncc9YoLjkmjRHxofxv8W7K6pyckB3Hlcelt0gxr8uvaTmm/Tk/WV2I26O1caTbzAoRQRY+uPlY7FYTa4vq0aVkXGIodrPCX77d2Sa0UNcljQ431U0aqnXftNwaE4+3wU4qdVSGhFDX5CV6gFTaMegZA/cb1gP+fG42d765Bhkg+BGgvKqOwopGNm2vwOH28sWS3fw3PZJjsuI4MzuWcV3oLNnNCtv3dFQq0HXJltweyfv0CtWNbv70wUZ+2lFJRLCZu8/MYvYY3wqblJJ7n/qM/7y1CItJxeXxcu7sifz3L5ditbQV6BuTEMKK3RYCrSkIfCEIuqTF8Lz1Yz7DYoO55Ng0pmREMSUjsGRxUoSt04Bdh6vj6qKU8PUfZxAeZAHgxOFtz3vjsam8vLKQercGEiobXKxYW9hB7EsIgSkkjI2bVvPkvVfyj883ox6IgqHBgOOw+utdckwa5x+dhmK2BNwfHBHByg0lNLm8SOlbat+0s5Jvcgp4eWUhOQX7ny64PTqeTpzLjY4+FZbslOIaB0fd+x1fri2mutHN7rJGrvtfDre/uQqXR+eJNxfzzNuLcbo81DU6cbm9fLpgLXc88lGHc01MDmNobAgJ0UEo7aZdzTUPW+Nwa7ywaDcNLi+7yhs6NUrRIVbSYgP7D8NDrUzKjmfG5BTGjIjBbjNhUgVLt3eeS5wRHcTfThnO3Sdm8Oc5w1i+ei8eTe90pGwKj2JIbCgnTYjn/Q0B6/UaDBK6bbCEEKoQYo0Q4nP/+wuFEJuEELoQYkonx4z01yxs/qkTQtzi33efEKKw1b7Te+OGHr18Ik/ddQGmAGoJtZU1aK6OJc73ltTT6NL4uIt/5hCbCVuAsukAsYfA4S4l/Prl1R1GfCB4f2Uxz366mideW0CTs20grcPl4bVPl+Npl2pjUgS3zUzjvgvGMGFYNFazL2J8UnoEJjWwMSioamLC3d9y8oM/MPbub/j7vK2+a3g0NhTV8eS7Sxhz0UPkLFiCq6q8zbFxUUEcPS6R+OggQoMtpMSHctykFEwWE02u/YcgCCGIC7EQHWQmIiIo4N+7GdVsZX1pA+NTY7F0ch8Gg4MDmRLejK8YarMTaCNwHvBcZwdIKbcBE8Bn8PBVf/64VZPHpJQPH0AfusU1Zx/NP56eR3FFW4176fXSsHsH4VljOxxT3+jGYlLQdNmpLHBJrZNZWTHM31jWxkiYVMFfzs7u3ZvYD1Lu02rfWtj5qPDh177HUR94VdPt1Whyugk329tsN6sKczJjmNOq3p+Ukul/+57imo7GvrVUsluXvLool0avRhOCL177lLLCUrwen/FxVJRjT04jbNhIAEaPiGkzRVMUAQKGD4lgaEL3ZZBdbg2LWcXj9QQcZVmiothd62B0TAgXjTu4wGGDQ0u3RlhCiBTgDODF5m1Syi1+g9RdTgJ2SSnzumx5kGwvqqasJtAXVeKsKA14jNWiYjMrnVaUeWnxbk64fxGLNpehsC87JCHcxqOXTuDU8fstUder6BK8uiS/Yv9aUU6Hg4y0wAWI7SHBFDZ1L5BSCME/LxqL3ay2fD6djbg0XfLVqiJ2bd1NWWFZi7ECkLpGU+EeNKcDi1nBYu44KlKEICbSTuUBBHnazAoNdU0Bs7CFEFhsdqSEKoebzfuJozMY+HR3Svg48Ef2I/vQDS4G3m637UYhxHohxEtCiIC6L0KI64UQOUKInPLy8kBN2qBLycs5xchOotGl5kVzOtpsUxVfgKPTo/P8ioIOvpidpfU89PkWXF4dp1fi0X0qAVaT4Is/zODMSUld9qs38epQXueiqtHN5KFRAb+oUtfx1FVz2XmzsNsstKmooiiMPHYq83d0f6Hg+FFxfHDzMcydmMTYIeGcPSmp04IWDpeX/G278Xo6+vUEAndNpV8XPvDfSFUVgjuZerdH0zSaHG6E2dxphQ2TSSEh2MLeehcfb+z6f8hg4NKlwRJCzAXKpJSrenoRIYQFXzLp+602PwsMwzdlLAYeCXSslPJ5KeUUKeWU2NjAMUKt2VXpwK2oWCI7SUKWkqr1K9sUCNV0+HFNIV5NZ1NRPc8t3oHT5Wm+Pje/ugZXgMILiqIwf2P/y3ZLoLzehZTwq+OHYzWJlvvxJWTr1GxaQ3JCNNMmjeS//7qB2TPGk5wYTWxqMidfdjZhSYkt1Zm7S3ZyOE9cMZHPbjuOB34xDnMngZhhIRZsQTZEoOGqAGEyo0tJUVkDWoB4OFXApOTuCS6OuuNrGl0+h3tnTvf4KDuLNxSj6bKlcrTB4KQ7PqzpwFl+p7gNCBNCvCGlvPwArnMasFpK2TIfa/1aCPEC8PkBnK+F1oMLIXyxRC6nRtjIcbhWLEZqHb+UutOJt6Eec+i+L4XLrbFi8Wpyc9aieb3coYM9eQihGVmdfhGklB3ilfoaj1dH10VLgdNgq4lnfzmNPz33NXuq3OjOJjwlBYSaBH/7g0+lIyE+iquvPoNImwVFQLXDw7rSOrJig3vcD7OqcNWsobz0fW4bf56qCLIzotGS7GxZuRFNb/f5CwVbdCyqApt2VmJSFeKig1D8BsesCG44dghB3RhhuT2aT1a50zg6idR0CssayB4eQ2llEycf1WmRG4NBQJcGS0p5F3AXgBDieOAPB2isAC6h3XRQCJEopSz2vz2X/Yh2dYam+1LYiqoduL066TFBDI8O4hcTE5kYG8zd29dRXxGg+IkQ6N6205WGkiKKt21AbyWt0lSYDwjChmUFvL6UcOLo/nXi1rt0gqwmwuwmqht992CzmHj4prnkFZSxevMeYqOmMGlMBkE2C5quU+/yEhNkbYkmjwm2MCMtilr3wYVi3H1GFjEhVp7/fhf1TR4SouzcfvpIfi5ppM5p47gzT2DZ5wtRFAWTAiFBVj544jckJ8Xxv8W5rNlTw4gwKxdPScYhJZF2M5mxwZ0uerQnt3z//ighBJMyI9he5CAixMrKjSVEzRp6UPdscGjpceCoEOJc4CkgFvhCCLFWSnmKECIJeFFKebq/XTAwB/h1u1M8JISYgG+GsyfA/v2iS9hSVM+vXlhBeZ0L3ePCVFfJaWPjuObMo7j4mFTKL57O/f/9HM3bdvleSh1zaHibbY17drYxVr6L6DgK8wkdmumXW2nLbaePIDHC3mF7X9F6BTMp0k6dw4vu96cBpA+Jo94aRJXDjdkkWbw2F1toCJOHxrRJfVGEQBUCT4Bp7oFy/ayhXN/OCJyUrbF0dzWpkTbOPnEcoU21DI0N5ehxQ1tWBf98zuiDvvaw2P2nQilCoNrsxEULlq4uJDk+hN1FVczMHHyaZQY+DshgSSkXAYv8rz+mbYhCc5si4PRW7xuBDv8hUsorDqyrbWlya5z3+BI8msRRXkLtlnUAvLhR8saHi7j6vOO46/rTef2TH9ldVOkvqgAoKqEZmSimtrceKD7L109fLqJQ2gajWs0K159wcMqlNU0eCqqcuDw6ITYTQ6JsBFk7nwp5dUmjS8NsUrCYFEYlh1Je56LR6cViVgm1mUiKsjEkwsqbq4vZq9o5PjokoH6UWVUwBzDCvYHdrHYIjegLzGYVVYH9pYVaLWaE4sZkUoiOsLFw9W6uOn5En/bLoO8YtJHuLy7MxaNJdK/XZ6z8ic5IidPl4bWPl7FhWwFf/u82RkwYR3h8LKkjh3LqZXM5/tSjCbbvS0sJtpuJSezkyyUlNm/HqcfvZh+csSqvc7GtuJF6p4Zbk1Q1ethQUN+hWnJrLKqgpNbpl02RmFWFpEg7caFmKiprsajwzbYKPJqkyb/SGWQJ/Ezy6nqXZesHA8vuPcH/MOpola0WFZtVBSkZNzKWTTsqcLkNTazBzKDNJVyfXwOAu7oCIUSHf1eHy827X63kkbsu5twLj6e00YXqH1HoUnLshCSWrC4ge1g00RFB7LBNpLzw64AhAoWrcoiedgKK2WfkLpqawk0n9/wpLaVkT6UTXfpKkWm6jsVsQpeQX+lgVFLHqU6jy4siBBFBJrYX15MUaUdF5w//epeP569GUQRWi5lJs49hdMIJTEoKZWNxPZX1TlTFTogQLdNJXUp0CdX7kZIeLMSHB/HV7TM46/FleDRffJyiCFRVYVJ2vG9FtdrBrr216F4vY4f2X7ycQe8zaA3WqORQnyJlJ2qXUvpikRwejfImd4uxAp9vQ/rLsAfZzCz6OZ9QT12nhT+FELgqS7EnpPDgRWP4xTFpB9V3jyZpdLh46qUv+O6HdXi9GkNT47n1+rMZl9VWETW3rIErn/2JwmqfkuraB07DblbZW9HIXx9/nyUrNuH2B2c6XR6WfL6Yr4bF85eLj+bVVfDqsj3cdUY2lQ430XYLQkCt00u9w82S3ZVcfdyQg7qXgUBWSgRP/XIKb64uorLGhd1mIibCTmWNgzVbSnE4veheD+66GiZlTT7U3TU4CAbtlPCM8YlMz4whLC6uTUxVM0F2CxecOoXleTUBwxJURSEhJpj128uJDLNRsHFTwPOAb0RiVuCRy8YftLECX87eX/79NvN/WIfb40WXkl15Jdz215coKduX9Nvg9HLKAwspqHaCEEQEWzCbFCJDrKREWFiyYlOHKY7X42XeZ0v8+uaQmRTG7W+tpqCs0ZeO4/Ly07Yy/vrhBhKjD17QsCuklOyoaOTrbRX8lFeDs4tahT0lKzGM6DA76cnhxEcHo6oK0RF2MtMiCbf4rql7vRyXaaTmDGYG7QgrLtzOo5dPYt7qQp5y17N9xc++dBmpY7GYuOT0aUybMIwbnl/IpvU7MFstjBg/iqh4n/9fSonXq1PX4CZrbBSb6zpfIhdS8tOjF5ESf/BFWAF2F1SwdtNuPJ62xsbt9nL/i99w5tG/BeDpLzb4VAhU359JVQSaLlFUQVlVHSaTGtAnU1BchRA+n9dpE1NYk1vFY19vbYmXUhTB2OHRHD8isBxMb+HVJc/8mM+eKgduTWJWBW+vLSbKbiYxzMqcEdFkBDCa5VX1OFwehiREdlurLDXCRmqEjT3V+7ThhRBEhtvZ6FHR6qvJGJpIiD2wkofB4GDQGqzIYAt1To1Lp6dz6fR0isrO4JPvVtPkcDNnejYjM5I45Yb/sHnzHrweL0IItuZsYtop0xk5aTS6LvlpbSEAZpNKZFw05YWB8wzvv/msXjNWAKt2FKEH/CJKtu4qprDaQXKkncUbClqMFUBlg5vd5Q2MiA8lLSm6k/LuAltkFO+uLcGjSawmhT+fO5bXVuRTWNGAWVVISwxjeHwIM4f2rcH6IbeK3EoHnubiEv4g2/JGD+WNHraUNXLlpEQmpfhCTArLarjijpdYtSkfVRHERYfyv39cxfSJw7q8lhCC301P5YvN5fyUX0tdk5u9+WVs2piHW4PhwxKY94eT+u5mDfqFQWuwFEEbje6kuAhuuPREpJRouuTzRevYtjWvJflWSonm9bLi66VEpKSwfW89DQ7fvtLKRqbMPoZv3/wczbtvxCIUwW+vOJnfXTq7V/sug0M7xIb5rqcQHhfNil2VnDs5hfhglc2VHkSrEIw/vrWW1357DBaT4O7fzOXvz8zD0Uo+RqgKJ540leX5tUigpMFFSqiNm2ZmUFDvpMmjExNkJsZu7rbGuUfTaXBrhFlN3Q7qBPgpr7bFWAU+r+S99aVMSA4DKTn5V4+TV1zVkq6TV1TF2b97mjUf/ZkhCV0/MCyqwrlj4zl3rK+ARmFVAzm5GWQnRzIiMbyLow0GA4PWhyUE2Pw5dK1TQ4QQmFSFed+vxeXqGMmtaRo/zM+hoWnfvuKyBhJSkzj18rMICt2XriJ1ycffrqS8pqHTWnitcbg1imsceLvQi0+KjyQ6bYiv/lUrTGYTM085mu93V/Hgy/PJ37qd2u0b8TTsk5DZUlDDCX/6hE/WFTJq6jguuvx0gqMiUSwWrDHxJB09gyvmjMEkoKyghKe+WMdzK/J4dU0BG4tqGR5hI8JmYmRS12k5upR8srGUP36xnb/O38Ufv9jOdzsqO/X19QSnV6fa4WXp6p2UVdV3yC30eDVe+mhpj86dHBXC2VPSDWN1GDFoR1jgU1mwIiiscRAeZMHSSsQt2L8iFui71Zi3i+AhQ1v8I41OLw0OD7WVNTS1048qLq5i5uX/YusXf6cz7TePpvOPTzbz3oq9gG/kd+fcLC45tq2DXkpfkOOk5HDuvu0i/vPiV5Ts3IXH7SF5aAqTZx+L1Wbh3WfextXowOOfyjrLSwjPGoc1KgZ3eTG/PG8iK4uboLiJerOdsKQhWLySoyaO5G8XT0B6XLz55BuccfUFxKXsExas9ui8s7mU30xNJjq4a1/OV1sqWJxb3TKV8yD5Yks5wRaVY9Iiujx+Wmo4n28pb6OZ1R4pIcisUFBSE3CF1u3RyN0bIL3K4IhkUBss8A1S9lY0EZRkpnWM5OVnHcNb85ajBZJekTqe2mosEft8OC6Xl1ULlwe8RkFJNdt2F5M9LHAMT7Oxcvrlk50enb9/soXoUCsnj/XpUekS3JpvaqoqCldMHcKlk69ja1E9Xt0XF7W6uI433v0OR30Tmj9NqHk0o+Vt5d4Lzmf29NksLmhgV141OfOXsXXVJgQ+3Z8FOzczJMjLih9Wctbl52AObqeCKgQCeHNtMeNS9j/q0KXk+11VLcaqGbcm+WprRbcM1qyMSDaWNJBf7cAVwGiZFMHYhBDsZpXJo1MDKjcE2y3MnGJEphv4GLRTwtbYzaKDoNzUcRmkpQSOXhdC6VBVp7rOiaspcHoOwKrN+QG3O91aG2PVjMOj8dS3O1reezSfEWge1ZkUBbNJISXK7s/tgz2rN7Bp+doWY9UaKWFCdhoNKNQ43EQ0VbNz7RY8Hi9ujxevx4vm1fjfy/PYtKuY4amdO9Tr3V1LrHg0idOro2k6eUW1rNxQzLptZdTUO6l1di9p2qwq3HxcKtcfPYQzsmIYkxCCSfgqN5sUwcjYIC6f7NMSGzk0gbnHjyXItm/kZzGrxEaFcsnpU7t1PYPDn0E/wsqrclDuljgKaxmTEoEi4LMFa3jg+S/ZWxRYoE5KiTm8rRN3R14Nqt2O3hhYUriGwDFLNU2df3mLqp3+6/mMldJuZVDxx1blVzr47NsVvPzugk79Q15NY1VxE+u21GFRBSt/WNfG2d7q7pD4jMLBIJBoms6yNYU0Ob0txVKLyxuZnNW1LlnLeYQgKy6YrDifz8zh0SitdxNuNxFpb1u155X7r+bhl7/l+feX4PFo/OK0Kdx1/WkEGaEIBn4G9QiroMZJqM3MUUMimJQehabrvPzRUn7719fZmVeKp91KnKooWCwm4seMQ1E72uqQYaMCXscUGs787YG102PDrNgCSP0KYHyraVNnXpxmA/X6B4sCLhKAT4FzTGYyHmHG4fTg1iQ1TZ2l1QgEgqFhnRfF6EyNtTVFdW4KS+rbGCvwlTRbs628yyIRnWE3q6RH2TsYK4DHXv2OB174mvoGJ063l7e/XEleJw8dgyOTQW2w3DrYTCp2v9ib1aTw4HNf4A4QTBkRFsQFZxzLMw/8lsvmTgt4voT0FGaeOweLzfdlF0IwJHMoY+acSElt4OmiqgjumJuFzbzvoxT4KiL/4fSR/vNAab0Tbzu1S12XVDW4kVJSVdN54OqwIbE8/49r+HLlXhbnFLC7oJahYzKxWDp+6QFCR2SzvbKJlNDARisjrK2xlhLcXkm1Q6O8wUNVk5cgi0pRRWMnZegF6/f2bgXlZWt28cALX+Nye6lvclHf6KSyppGzf/c03gAhIAZHJoPWYEkJCaHWNvXz6hqcNHTih/J4NH595alkpMZzzIjAU5oxI2IJCQshPCYCa5CNlMw0Jp84jdGZceitpmpur05RtZM9FQ6qGz0MSwljXGYs4SEWLGaFmCg795w3muxWMr9SSipqHdQ3OnG63DhdHprcXnaX1ON0uUmKD+xzSomP5PvX72R7hZvNRXX+oq2VKKFRpGQMQSj+0Z0QoCiEZ40lKDGFJ95ZSWyQhWOTw7Aovj90qFmlsd7JbScNb9UvaPT4tOrtZpVQmxlVUahs8hBqC+wxUASd7uspL324DIer46jR6faybM2uXr2WweBlUPuwpITW4d4hQVYsZhPuAPlq8bERLa/bjxriw61UNLgp2LKDn75c1LJ977Y9FOzI56xrLyAy2DeaqW3ysLW4Eem/fkmti5J6F3ExwcRE74tt+rGogcllDWTF+ZQXhkbZ+ds7y1m9fD1pCVFs3lnE9rwyjp6UicejMWxINNU1vpSUZqwWMzf88gwe+GwLH+fsbdPnDTsrGTpuEjW2WFyV5QiTCXt8EqrNJyiohoTy1JebGJkSwei0KKqa3GzYXUOIAo99vZPLpqeRGGFDkxJdbxuEazUpJIfbuWx6Gg99urmNDLQA4sNtbYxxb1DX6Og01q2hydWr1zIYvIjeDALsa6ZMmSJzcnJa3pc3erCpaptiCP964UueeHV+hy/+PTdfyHFTs3F5NT5bVcDHOQWAv3joaSN5+MstlCz+Fj1AkYKohBguvOJcHrtkHDl76jrouHs1nVUl9eyoalt2K8gs+PfcffLKDpeHtNl3U9/QtmpPsN3CW//26a/f+9RnbNlTSmhkOMnjx1HhtgYsHd/cd5B0UnC5A4rwhVdYTApmVfDmDceQHhuM1dzxueX26vyYV0VufjVPfLuzRbE0KsTC67+ZRvpB6MEH4u0vV3LTP96m0dF2lGWzmtkz/5+Eh/aNsqsQYpWUMmAhYIOBx6AeYcUEmSlrcGPRfTUFNU2nodHZJtI8JNjGdVecyrTJWbi9GnurmvhiTWHL/ugQC9MzY7n/nRUBjRVAdWklZ0xKotGlBfTpuL06ESalw0pgk0e2yBoXVjkpqHZy/x8v5Y5/vo4QPi0sIQRXnXMMc44dhRCC46dl8fvPt6FLaHJ6+GFlAZ257E2qwOnp/gOnuetur47bC3e/t57XbjgaRdMxq0q7tpJ6p8YNc0ZwybFprN5TTWSwhYlpEd1OSD4QLpgziZc/+pHVm/NodLj9CyQq/7rtvD4zVgaDj0FtsISAuBALK3ZXMSYlgtsfeo93v/q5zeqgx6NRJaz8vLeKOo9OaYOHYyel8OPaQtweneomD2vzq0kOt1LZyXUURXDM0EhEu3Rjt1fjhe93siK3EkUIdGBURhRDEvZNlxQBFfVu8qt8vrUxo4by/vN3sOznzaB7uXjOODLT41vaq4rwnUtKgmxmModGsjU38EpZ+9ivA2VbcT3mAOKH4DNu4Xaffywy2MJJo+MDtOoeG7YX8od/f8DydbmEBNn49UUzuPv609qUlzebVb787418unAdny5YS2RYMNecdywTsga/XpdB7zGoDRb4jNaUtAjW763h7S9WdJBbcbk9vP7c+77Rk4AhI9KZde7JZA2NZv32cjRdUt3oIjU1gc2qEjAPcPSooRRUNjEyMRSTKnD7izf8d8EOVu2u8k8Rfds276zEZjURGxmE2T+NWr2nltBWy/hBditzZk1EAMNS9ykVqIpCbFQooRaFohoXNqtKZJgNi1nB3c44Cb/aYGfjq87Sktq3MasKJQ0uwv0lwIQAh0dn3qZSrpxy8AVi9xRWcOI1j7b4oapqG3n89QXkFVXxv39c2aatyaRy/pxJnD9n0kFf1+DwZNCuErbGpCo8OW99myd2a1qmehL2bt/DFy9/SHyMzwej6ZJxQyIoqXNx46/mtll1BAgOsjJ2+tFc8vRyXB6drERfGaoml4ec3VUd8uQ0XbIrvwYpJcLp5qedlW1WGFvj0XU+XradCef9ndFn3kfW6feSdPJfeP3TtSzO2ct3P+WxfG1RB2MFEBFqxW7rvGBF+yDV9phVwezRCdjMCkOj7Eipsa6olkW7KsmvbuLqo5KwHmTwKcDjr32Pq105MYfTw4fzV1NUVnPQ5zc4suj2CEsIoQI5QKGUcq4Q4kLgPmAUMFVKmdPJcXuAekADvM0OTiFEFPAukI6vzNdFUsrqnt7I9DEpvNvNlJHqskpqK33TrKgQCzNGxuL0aMSmD+XRv17Lf1/9iryCMiIjQvjV5aewqETDo+l8t6mUuROTmJwexqo91ZhVBW+ANJomh4ecTSWMSQjlw5UFZMSFMT41gvWb9zB/8Rp0CbNnjCc1NZ5f3f4c7lbL+a7KKuprlqFY7SB1bHGJBA8ZimLaN0JTFMGoYTHUN7jYvKuyjVqFokByXCgpCaGs2VwK/nQgKSWalFhUFV1KhsWF8M+LxrYUoogOtjBrWO/rY63eko8nwKqAzWJmR14ZSXERvX5Ng8OXA5kS3gxsAZodNBuB84DnunHsCVLK9in3dwILpJQPCiHu9L+/4wD604JH0/nPd7kEp6TTVJDXIU8wECW5hUAo/zdnGLuLa3DW1/Pt9jJ2fLeAooIyABwlVfz94bcZOjYTGTec8nrftEZVBONTw+lMGsrp1hANbk4dl8Cy7RUs21PF0u9/5OvvV+H0r17+sHwjsYmxAR39UtPQmnyBpI35u3GWlxAzeTpC9Y2ohPCNUlISQnG4vOQW1PpWAHVIiAkie3g0drPK7eeP4ZiUMEyKYHh8CDtKGthaVE9qTBDjhoR3GE32BWNHJLN6c36HxGaXx0PGkO6n+BgYQDcNlhAiBTgDuB+4DUBKucW/r6fXPhs43v/6VXz1DntksBZsKsXp1ggZmolitdGYn4v0epD+sl+B+NvF0/jvT6VsL2ngr68uQQ+JpL4gv8VYtWb3hu1knZzG1Ix9IxCrSeX3p4/k359vw9Eu7stqUsiIC+bsSUlEh1j424erWT0/B28rcUCny8PevOKuHU1SR3c6cZaXYIv1KT9IxURYiBUhBJnpUWQMiaDJ4cFmNRFkVRmbEMqczGjSItuurmUmhpKZGLr/6/Uyt155Eu9+tbJNuILNaubU40Z3S5TPwKA13R1hPQ78EejJf7sEvhVCSOA5KeXz/u3xrUrVlwABl6GEENcD1wOkpqYGasKOkka8Xp0pGVEcfXImwSFWdlY7WL9qE0vnLezQPj46jGnjhjImcwgXP/Y9ekgkQlHZsWZzpzdRvHUHIxPPbLPtmplDSY6088x3O9lb6cBqVkgMt3H+1BTOPyoFq1nlxOw4/v58eeCQCSlRVAW9C8E/qWvU7dxC7bYNAMQlJ2KbFA/4pokmVSEsxJ9OhODSiYkEWTr3b/Unw9Pi+PK5/+Pmf77Lum17sVst/PK8Y/nHzWcf6q4ZDEK6NFhCiLlAmZRylRDi+B5c4zgpZaEQIg6YL4TYKqX8oXUDKaX0G7QO+A3c8+ALHG2/v96p8eHKvfznmikcMyIGi0nxFSGQ8HJUEDUV1Wxavq4lyTg1MYoFr94OgI5kQlok28sKEYraUi4rEG6vznPf7+J3c9pqM508NqFF8yoQQgjmTk4h58dVPtGqViiKQmhoEK4mX7Lv/pDeff65quISlr77OX+671qWF9T7ClP4ta4um9TRWHm8OmsL66lq9GA1CyYPCSPUFjgPsS+YOjadn96+A03TURTRJ3FcBkcG3RlhTQfOEkKcDtiAMCHEG1LKy7tzASllof93mRDiY2Aq8ANQKoRIlFIWCyESgY5zsW7wv8W5jBsSwTEjYlpUEyx+bawrJiezs3I69994JkFuB3HRYaQm7pvWCWBYbBDCL1VsiUvBVbcl4HWCh6Tz4cqCDgarO0ydOgohPuuwXSiC6278Bd69ebz9ZQ4Wk0J5dQPOgLIx+/BqOqWVdUQ7a7l9VgYbShqwqIKJyWEdVBDqHB5W59X78v/MKl5d8tOuWtzojE4MJT3SdlAGRPpDKwR0WUlaVQ+LRWmDQ0iX/0FSyruklClSynTgYuD77horIUSwECK0+TVwMj5nPcBnwFX+11cBnx5g3wGYt7qQS45LDyzxIiA90s72ajdjs1LbGCvwxSBNzUpAqSpBSklQchpqUMeqy/akVEz24DarcQdCVko0J11wCiazCbPFjNlqRjWZOP7c2VQ5BB8VWrFPOA4x+hjGzp5NQmIMQlF8ic1K4KmdV9PZXVBJcriNU0fGcOLw6ICSLWv21mNWBGZVQQjf7yCzSnWjhyeW7OHhxXk4u5vb0wopfaKELs2npNr8exBlehkMQnocOCqEOBd4CogFvhBCrJVSniKESAJelFKejs8v9bH/CW4C3pJSfu0/xYPAe0KIXwF5wEU9ugFF6XS1q7mS85ayBjaX1pMdH4pZEXh1X8rM60tz+b+TR7D0kYs4/oHFeDARc9RxOMtKaCrOR1FVgtOGYwmLAOCiaT2Luo4LsXDKjDEkpSezc+sequuchCXEowRZmb+2GE8rH1ZBA2TMPIGXTsvg01V7+X7VTnavXN1S/acZCYzJ3H9gpy4lJiE6xGSpiiA13M7ywjoKap18vKGUSyYeWAl3rw7tVY916dse4NlhYNArHJDBklIuwreah5TyY+DjAG2KgNP9r3OB8Z2cqxI46EJxFx+dyndbSslKCMXaLnDUq0vyqn2Jxm+sLmJMXDCK041b91Vj+fWJvnp3SXERPHzFFO58dwMOt4Y9PhF7fNsvcESQiWtmDu1xP6+dmsz95Q18W2tCyhAqCxuAhg6R6hLYU95IQmw4150RiYwIp2jTZrT6Jt+qJ6CaVOKTYjlmfEaP+9OMV5es3Ft7wAars7oSmgST7Hp6aGDQEwa9U+GK41LZnFvN2sI63F4dr67j8uq4vBqv5BS0JPyqAnLWbOfE4aHcNGc4t502kmDrPnt95sQkbpw9HLtZxd5KjM+swFmTklh670kEWXueyeT26ry3LA9Nl+jSJ2Pc2exJEbCmoI74EAuoKmddeyHDx2ZisVmwBdkYPXUs9959ZZe+p+b8xvaR9pou2VPjQEpJcXkDyzeW8Md31rFqt6HuaTCwGfS5hCZV4c3fHc3cx5YybngME1IjcXg01hbW4tF9EixSgtpQx6J5C3nhhhMDnkcIwQ1zhnP1zHT2VDQSH24jOqRzmeEDZdn2CtQDGHakxwYTE2whOz6YLcCMs09ihn9AajUpnJrdvWTkKWlh/Ly7FpCY/KXuGz0aq4vryNlYQlWtE02XfFDRyLzVRdx08ghumD28y/M2T7cDbTdGVwZ9xaA3WM28dt1Urv9fDp8u2Y1QBI0OD+HuSqIskh2bdtLU5ODjJ3+Doux/UBlkNZGd3EeFN7vxRVYUwdgRMUxM8SUU/PKoZD7bVMayvFrcXp2MaDsXjU8gOqh7YQl2i8qMzEiue2kVaXGhYFEpqndRUeNoMVbgc5Y7PTpPfrODC6emEBtm2+95zarPyR5ou4FBX3HYGKyoEAsf3HwseRWNVNS7GBpj5+vFG1j48zZOumA6V55zzCGNrD4uMyaglpZZFcTHBtPU5MFuM5GREsHts4dh93/zzarC+eMSOH9cgi+hugfDF0UILIrgtUU7EYpCSlwItfWugKueJlWwdHsF505J6eKcYFF9Tnbp91mZFDpNVzIw6A0OG4PVTFpMMGl+JYZL507l0rkDo6ZdkNXEE1dM5KbXVgPg1SQmVXDB1CHcfOoINpc1YlIUxieFEtxJlPrBxEvdd95o1ubVUOf0sKeojs6EGASijW9vfzQbrUBs2lnE3Y99zE/rcokKD+aWK0/i1xfNNIJGDQ6KQS2RPBipqHfx5bpimlwas0bFMiqpd7XR94fLo/HV+hJ2lNQTbDXx1Lc7OogAhtlM/Py32Vj3M7crr6rnjXkr2LW3nGPGZ3D+yZOwWfdNUXfll3P0JQ/S6HC1xGUF2Sz8+hcz+Oct5/bKvbg9Xn5evwdVVZg6Nr3HQamGRPLgwjBYRzBv/ZjH3z7e3CKPrCqCl64/iknpnU+d12zZyynXPYHXq+FweQi2W4iPCWPJ67cTFe4b2f76L2/w5ucrOkw5e0uf/Zulm7jqrleQUiKlxGYz8/5jv2bauAMPOzEM1uDisJsSGnSfS49N44wJSfy0swK7WeWYETFsLqrj0ud+Jr+ikZGJodxx+kgyE/blvP/qT69S37ivlFqjw01BSTUPPP8V/779AgBWbswL6B+zmFV27S1nUnbgJPbuUFhWw6W3v0hTK+2z+iYXZ97wNLnf3k9IUO+t7BoMPAZ9HNaRRqPTzZUPfsI5D33FWffP47Vv1x3U+cKDzJw6LpFZo+L4bnMZFzzxI8u3llNY0cTCjaWc8fASfvbHZ5VW1pFb0F7WDNwejQ++Xd3yfuTQuIC+KpfbS8pBLny88+XKgMZQSsm8hQf3WRgMfAyDNYgoq6rj6heWETZ8GBlZGSRnZbCsWnDpAz1Kw+zAvR9uRNNlS3yVlL7FgTvf88namE0qnbkQrK2qUP/hmpOxtXPc261mzjphPHFRB6fHVVnd0EG3H8Dr1aiqbQpwhMHhhGGwBhG/evRLLp2RzcXjUjgvK46zRsYRG2YndFgGBeUHVzq+3umhsi5wwdK8skYAosKDmTp2aAcHt91q5pfnHtvyfvLoNN595DrSk6MxqQo2q5krzjqaF/7WrZz5/XLSMVkE2y0dtrs1iQiN6NSgGhweGE73QUJFdT2rCp2EWEwtyd5SSjy65IONRVRt2sKb917Y4/O7vTqj7vg6YKyY1ayw9aHTACgoreakax6jqraxpa7i9EnD+ODxX2NpV5BVSkl9oxO71YK5lyJKdV3nnJueZXHOTtz+4hZCUbHFJRA9ejynTkjkicsmdFmEoxnD6T64MJzug4Tr/vkht1x7VhtlCiEEipCMjA3ls8qagzq/xaQwMSOKNbsq21SaVhTB7HH7EqNT4iPZPO8+FizfSn5xFZOyUzt1ogshCAvp3SKoiqJw5x8uofiJr9mxfhtSCIISh2CNicerSb5cU0xmaiQ3zUzv1esaDAwMgzUIKC6vJSo6ImAUuUlRCLWaGJty8FH8L1wzifOe+on8ssaWYq7ZQ8J5+Bdj27RTVYWTp2cf9PV6yvL8OpToRCLHd0yhEgKW7KjgnHEJDInYf3qRweDDMFiDgKraRjZs2Annzeywz6PplDW6GJ7e88rMzUQGWVh4xyxy9lSzubiOyWlRjE7qm6IVupQU1rpQBCSFWQ8oAt4rZQenfmssZpVt5Y2GwToMMQzWICAzLZ78vaUU1jSRHB6Eye/01nSJ06uztaCKu2aN7LXrTUmPZMp+gkcPlu3ljbywogCPLkFKQq0mrj96SLcNzNQh4WwtrqegtL6Nz00AVrNKbLit0/Qmg8GNsUo4CDCbVR794wXc9feXWFdSR4PbS5NHY3tVI/O2lrBn1TqGp8Ud6m52i4IaB08szafJo+PRJB4dqhxenliah7ubUs3HDY1kbHIYR2XHYTYpqKpAUQShwRamjUtCCMGEPhoZGhxajBHWIOHSudPIGBLLH574hKDUVOKSE6irqqUxP5837rv4UHev2zzz096A2z2azrrieo4a0rW0j0kR3Dwjjc2Z0SwdFceK3GosFoUQuwWTIrj+6JQWtQuDwwsjrGEQUt/oZN3WAmIiQ8jK6LzE2ECjuM7FP7/PpbNaHsemhXPZpP3r1AdC0yW5VQ4Uf9ER9QA0boywhsGFMSUchIQG2zhu8vBBZawAGt0apv0Yk1WFdT2qTKQqghExQQyLDjogY2Uw+DAMlkG/0ZVTXSBaioYYGASi2wZLCKEKIdYIIT73v79QCLFJCKELIQIOqYUQQ4QQC4UQm/1tb2617z4hRKEQYq3/5/SDvx2DgYzVpHDumLhOlaIl7HcEZmBwICOsm4HWZZE3Aufhq+LcGV7g91LKbOBo4HdCiNYRh49JKSf4f748gL4YDFJmZkRxWlZMQKNlNyukGLFTBvuhWwZLCJECnAG82LxNSrlFSrltf8dJKYullKv9r+vxGbzknnfX4HDg9KwYpqdH+CtSC2wmhSCzwm+OHtLtHECDI5PuhjU8DvwR6HFwixAiHZgIrGi1+UYhxJVADr6RWHWA464HrgdITe258JvBwEEIwSUTEzlxeBQ7K5oItqiMTghpUT41MOiMLv9DhBBzgTIp5aqeXkQIEQJ8CNwipazzb34WGAZMAIqBRwIdK6V8Xko5RUo5JTY2tqddMBiAxIdamT40kgnJYYaxMugW3fkvmQ6cJYTYA7wDnCiEeKO7FxBCmPEZqzellB81b5dSlkopNSmlDrwADIzyNgYGBgOWLg2WlPIuKWWKlDIduBj4XkrZLSU24cto/R+wRUr5aLt9ia3enovPiW9gYGDQKT0ehwshzhVCFADHAF8IIb7xb08SQjSv+E0HrsA3KmsfvvCQEGKDEGI9cAJwa89vw8DA4EjASM0xOKIxUnMGF4an08DAYNAwqEZYQohyIA+IATrWmxrYGH3ue3rS3zQppbH8PEgYVAarGSFEzmAbxht97nsGW38NDhxjSmhgYDBoMAyWgYHBoGGwGqznD3UHeoDR575nsPXX4AAZlD4sAwODI5PBOsIyMDA4AhmwBksI8W6r6Pg9Qoi1/u3RflHABiHEf/ZzfL8LBPZCn6OEEPOFEDv8v/uu1tZ++uvfd5cQYqcQYpsQ4pROjh8wn/EB9LlfP2OD3mXAVs2RUv6i+bUQ4hGg1v/WCfwZGOP/2R+PSSkf7psedqQX+nwnsEBK+aAQ4k7/+zv6qLud9tcvsngxMBpIAr4TQmRKKbUApxkQn/EB9LlfP2OD3mXAjrCa8SdQXwS8DSClbJRSLsVnBAYkB9Hns4FX/a9fBc7pqz62pn1//f14R0rpklLuBnYywNQ0DqLPh+QzNugdBrzBAmYApVLKHT049kYhxHohxEv9PPTvaZ/jpZTF/tclwMHXn+8e7fubDLQuIFhA50qxA+Uz7m6fD9VnbNALHFKDJYT4TgixMcDP2a2aXcK+p+iB0C2BwAOlj/vcgvQt3x70Eq7xGXdOb33GBv3HIfVhSSln72+/EMKEr9DF5B6cu7TVeV4APj/gDgY+b5/1GSgVQiRKKYuFTy+srCd9bE0P+1sIDGn1PsW/rf25B9Jn3K0+0wefsUH/MdCnhLOBrVLKggM9UBw6gcAe9xn4DLjK//oq4NNe61XnBOrvZ8DFQgirEGIoMAL4uf2BA+wz7lafOTSfsUFvIaUcsD/AK8BvAmzfA1QBDfh8Fdn+7S8CU/yvXwc2AOvx/ZMmDoI+RwMLgB3Ad0DUIezvPcAuYBtwWqvtA/kz7k6f+/0zNn5678eIdDcwMBg0DPQpoYGBgUELhsEyMDAYNBgGy8DAYNBgGCwDA4NBg2GwDAwMBg2GwTIwMBg0GAbLwMBg0GAYLAMDg0HD/wMibLUZPsAX6AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(df, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Harmonize Characteristic Results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic().\n", - "harmonize_all runs functions on all characteristics and lets you specify how to handle errors\n", - "harmonize_generic runs functions only on the characteristic specified with char_val and lets you also\n", - "choose output units, to keep intermediate columns and to do a quick report summarizing changes." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "# See Documentation\n", - "#harmonize_WQP.harmonize_all?\n", - "#harmonize_WQP.harmonize_generic?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### secchi disk depth" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", - " warn(\"WARNING: \" + problem)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 4665.000000\n", - "mean -13.001908\n", - "std 413.943865\n", - "min -9999.000000\n", - "25% 1.700000\n", - "50% 3.500000\n", - "75% 6.100000\n", - "max 19.380200\n", - "dtype: float64\n", - "Unusable results: 264\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 2470.66128269025): 16\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", - "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", - "\n", - "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", - "df = harmonize.harmonize_generic(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The threshold is based on standard deviations and is currently only used in the histogram." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
1711113300-GRTKINSD3.25mNaNm3.25 meter
14011113300-BEADERD4.25mNaNm4.25 meter
31211113300-ANGSDND3.5mNaNm3.5 meter
337NALMS-F6122422mNaNm2.0 meter
57911113300-GRTKINSD2.25mNaNm2.25 meter
.....................
29437411NPSWRD_WQX-CACO_DUCK_W10.0mNaNm10.0 meter
29437511NPSWRD_WQX-CACO_DUCK_W17.0mNaNm17.0 meter
29437611NPSWRD_WQX-CACO_DUCK_W16.0mNaNm16.0 meter
29437711NPSWRD_WQX-CACO_GREAT_W7.8mNaNm7.8 meter
295083USGS-01113895763.0inNaNin19.3802 meter
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\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "17 11113300-GRTKINSD 3.25 \n", - "140 11113300-BEADERD 4.25 \n", - "312 11113300-ANGSDND 3.5 \n", - "337 NALMS-F612242 2 \n", - "579 11113300-GRTKINSD 2.25 \n", - "... ... ... \n", - "294374 11NPSWRD_WQX-CACO_DUCK_W 10.0 \n", - "294375 11NPSWRD_WQX-CACO_DUCK_W 17.0 \n", - "294376 11NPSWRD_WQX-CACO_DUCK_W 16.0 \n", - "294377 11NPSWRD_WQX-CACO_GREAT_W 7.8 \n", - "295083 USGS-01113895 763.0 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", - "17 m NaN m 3.25 meter \n", - "140 m NaN m 4.25 meter \n", - "312 m NaN m 3.5 meter \n", - "337 m NaN m 2.0 meter \n", - "579 m NaN m 2.25 meter \n", - "... ... ... ... ... \n", - "294374 m NaN m 10.0 meter \n", - "294375 m NaN m 17.0 meter \n", - "294376 m NaN m 16.0 meter \n", - "294377 m NaN m 7.8 meter \n", - "295083 in NaN in 19.3802 meter \n", - "\n", - "[4929 rows x 6 columns]" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at a table of just Secchi results and focus on subset of columns\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", - "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", - "sechi_results" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
16131NARS_WQX-NLA12_MA-102NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
28796EPA_OCMA_R1-SS-2darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
31602EPA_OCMA_R1-SS-3darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
33548EPA_OCMA_R1-R1-23darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
35722EPA_OCMA_R1-R1-25darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
.....................
22180311NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22185311NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22209011NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22259911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
29436411NPSWRD_WQX-CACO_SLOUGHNaNmResultMeasureValue: missing (NaN) resultmNaN
\n", - "

264 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "16131 NARS_WQX-NLA12_MA-102 NaN \n", - "28796 EPA_OCMA_R1-SS-2 dark \n", - "31602 EPA_OCMA_R1-SS-3 dark \n", - "33548 EPA_OCMA_R1-R1-23 dark \n", - "35722 EPA_OCMA_R1-R1-25 dark \n", - "... ... ... \n", - "221803 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "221853 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "222090 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "222599 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "294364 11NPSWRD_WQX-CACO_SLOUGH NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "16131 NaN \n", - "28796 m \n", - "31602 m \n", - "33548 m \n", - "35722 m \n", - "... ... \n", - "221803 m \n", - "221853 m \n", - "222090 m \n", - "222599 m \n", - "294364 m \n", - "\n", - " QA_flag Units Secchi \n", - "16131 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "28796 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", - "31602 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", - "33548 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", - "35722 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", - "... ... ... ... \n", - "221803 ResultMeasureValue: missing (NaN) result m NaN \n", - "221853 ResultMeasureValue: missing (NaN) result m NaN \n", - "222090 ResultMeasureValue: missing (NaN) result m NaN \n", - "222599 ResultMeasureValue: missing (NaN) result m NaN \n", - "294364 ResultMeasureValue: missing (NaN) result m NaN \n", - "\n", - "[264 rows x 6 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at unusable(NAN) results\n", - "sechi_results.loc[df['Secchi'].isna()]" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasureValue: missing (NaN) result; ResultMeasure/MeasureUnitCode: MISSING UNITS, m assumed'" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at the QA flag for first row from above\n", - "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
16131NARS_WQX-NLA12_MA-102NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
28761NARS_WQX-NCCA10-1070-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
28796EPA_OCMA_R1-SS-2darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
28936NARS_WQX-NCCA10-1029-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
30115NARS_WQX-NCCA10-1001-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
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22180311NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22185311NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22209011NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
22259911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
29436411NPSWRD_WQX-CACO_SLOUGHNaNmResultMeasureValue: missing (NaN) resultmNaN
\n", - "

272 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "16131 NARS_WQX-NLA12_MA-102 NaN \n", - "28761 NARS_WQX-NCCA10-1070 -9 \n", - "28796 EPA_OCMA_R1-SS-2 dark \n", - "28936 NARS_WQX-NCCA10-1029 -9 \n", - "30115 NARS_WQX-NCCA10-1001 -9 \n", - "... ... ... \n", - "221803 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "221853 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "222090 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "222599 11NPSWRD_WQX-CACO_GREAT_W NaN \n", - "294364 11NPSWRD_WQX-CACO_SLOUGH NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "16131 NaN \n", - "28761 None \n", - "28796 m \n", - "28936 None \n", - "30115 None \n", - "... ... \n", - "221803 m \n", - "221853 m \n", - "222090 m \n", - "222599 m \n", - "294364 m \n", - "\n", - " QA_flag Units Secchi \n", - "16131 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "28761 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", - "28796 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", - "28936 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", - "30115 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", - "... ... ... ... \n", - "221803 ResultMeasureValue: missing (NaN) result m NaN \n", - "221853 ResultMeasureValue: missing (NaN) result m NaN \n", - "222090 ResultMeasureValue: missing (NaN) result m NaN \n", - "222599 ResultMeasureValue: missing (NaN) result m NaN \n", - "294364 ResultMeasureValue: missing (NaN) result m NaN \n", - "\n", - "[272 rows x 6 columns]" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# All cases where there was a QA flag\n", - "sechi_results.loc[df['QA_flag'].notna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All these were missing both a value and unit so nothing could be done" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
011113300-ANGSDND423.796369
111113300-BEADERD423.644048
211113300-CANWIND226.144000
311113300-CAPSALD242.456262
411113300-COBWINND213.768810
............
617NARS_WQX-NLA_MA-1003213.150000
618NARS_WQX-NLA_RI-1005111.965000
619NARS_WQX-NLA_RI-1006212.540000
620USGS-01113895119.380200
621U_NH01-SUN05CL75.057143
\n", - "

622 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11113300-ANGSDND 42 3.796369\n", - "1 11113300-BEADERD 42 3.644048\n", - "2 11113300-CANWIND 22 6.144000\n", - "3 11113300-CAPSALD 24 2.456262\n", - "4 11113300-COBWINND 21 3.768810\n", - ".. ... ... ...\n", - "617 NARS_WQX-NLA_MA-10032 1 3.150000\n", - "618 NARS_WQX-NLA_RI-10051 1 1.965000\n", - "619 NARS_WQX-NLA_RI-10062 1 2.540000\n", - "620 USGS-01113895 1 19.380200\n", - "621 U_NH01-SUN05CL 7 5.057143\n", - "\n", - "[622 rows x 3 columns]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate secchi data by station\n", - "visualize.station_summary(sechi_results, 'Secchi')" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:239: UserWarning: Warning: Not enough unique values in array to form k classes\n", - " \"Warning: Not enough unique values in array to form k classes\", UserWarning\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:241: UserWarning: Warning: setting k to 4\n", - " Warn(\"Warning: setting k to %d\" % k_q, UserWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Temperature" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 88227.000000\n", - "mean 15.593035\n", - "std 7.665931\n", - "min -6.000000\n", - "25% 10.400000\n", - "50% 15.900000\n", - "75% 21.500000\n", - "max 910.000000\n", - "dtype: float64\n", - "Unusable results: 210\n", - "Usable results with inferred units: 217\n", - "Results outside threshold (0.0 to 61.58861785274824): 113\n" - ] - }, - { - "data": { - "image/png": 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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
0CRWA-ROB23.01deg CNaN23.01 degree_CelsiusdegC
111NPSWRD_WQX-CACO_HX23_126.1deg CNaN26.1 degree_CelsiusdegC
8CRWA-635S5.5deg CNaN5.5 degree_CelsiusdegC
15CRWA-4LONG28.2deg CNaN28.2 degree_CelsiusdegC
2411113300-BCHHSPHAMLF15deg CNaN15.0 degree_CelsiusdegC
.....................
295754USGS-41402007023480111.1deg CNaN11.1 degree_CelsiusdegC
295756USGS-010965488.3deg CNaN8.3 degree_CelsiusdegC
295762USGS-0111661721.8deg CNaN21.8 degree_CelsiusdegC
295764USGS-41401607023510414.2deg CNaN14.2 degree_CelsiusdegC
295766USGS-0109654813.7deg CNaN13.7 degree_CelsiusdegC
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88437 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "0 CRWA-ROB 23.01 \n", - "1 11NPSWRD_WQX-CACO_HX23_1 26.1 \n", - "8 CRWA-635S 5.5 \n", - "15 CRWA-4LONG 28.2 \n", - "24 11113300-BCHHSPHAMLF 15 \n", - "... ... ... \n", - "295754 USGS-414020070234801 11.1 \n", - "295756 USGS-01096548 8.3 \n", - "295762 USGS-01116617 21.8 \n", - "295764 USGS-414016070235104 14.2 \n", - "295766 USGS-01096548 13.7 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag Temperature Units \n", - "0 deg C NaN 23.01 degree_Celsius degC \n", - "1 deg C NaN 26.1 degree_Celsius degC \n", - "8 deg C NaN 5.5 degree_Celsius degC \n", - "15 deg C NaN 28.2 degree_Celsius degC \n", - "24 deg C NaN 15.0 degree_Celsius degC \n", - "... ... ... ... ... \n", - "295754 deg C NaN 11.1 degree_Celsius degC \n", - "295756 deg C NaN 8.3 degree_Celsius degC \n", - "295762 deg C NaN 21.8 degree_Celsius degC \n", - "295764 deg C NaN 14.2 degree_Celsius degC \n", - "295766 deg C NaN 13.7 degree_Celsius degC \n", - "\n", - "[88437 rows x 6 columns]" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", - "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", - "temperature_results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
82626AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
82627AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
82628AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
82629AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
82630AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
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83966AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
83967AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
83969AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
103058AQUINNAH-MEN PND HC0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
266161USGS-414654070002901NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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218 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "82626 AQUINNAH-MEN TXCO 0 \n", - "82627 AQUINNAH-MEN TXCO 0 \n", - "82628 AQUINNAH-MEN TXCO 0 \n", - "82629 AQUINNAH-MEN TXCO 0 \n", - "82630 AQUINNAH-MEN TXCO 0 \n", - "... ... ... \n", - "83966 AQUINNAH-MEN PND Q 0 \n", - "83967 AQUINNAH-MEN PND Q 0 \n", - "83969 AQUINNAH-MEN PND Q 0 \n", - "103058 AQUINNAH-MEN PND HC 0 \n", - "266161 USGS-414654070002901 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "82626 NaN \n", - "82627 NaN \n", - "82628 NaN \n", - "82629 NaN \n", - "82630 NaN \n", - "... ... \n", - "83966 NaN \n", - "83967 NaN \n", - "83969 NaN \n", - "103058 NaN \n", - "266161 NaN \n", - "\n", - " QA_flag Temperature \\\n", - "82626 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "82627 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "82628 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "82629 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "82630 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "... ... ... \n", - "83966 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "83967 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "83969 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "103058 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", - "266161 ResultMeasureValue: missing (NaN) result; Resu... NaN \n", - "\n", - " Units \n", - "82626 degC \n", - "82627 degC \n", - "82628 degC \n", - "82629 degC \n", - "82630 degC \n", - "... ... \n", - "83966 degC \n", - "83967 degC \n", - "83969 degC \n", - "103058 degC \n", - "266161 degC \n", - "\n", - "[218 rows x 6 columns]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Examine missing units\n", - "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see where the units were missing, the results were assumed to be in degree_Celsius already" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# This is also noted in the QA_flag field\n", - "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
276MERRIMACK_RIVER_WATERSHED_WQX-Hayden-Schofield8countNaNNaNcount
2882MERRIMACK_RIVER_WATERSHED_WQX-Manchester8countNaNNaNcount
3349MERRIMACK_RIVER_WATERSHED_WQX-Nina-Scarito8countNaNNaNcount
4164MERRIMACK_RIVER_WATERSHED_WQX-Misserville8countNaNNaNcount
4438MERRIMACK_RIVER_WATERSHED_WQX-Ferrous8countNaNNaNcount
.....................
16077211NPSWRD_WQX-SAIR_SWC_SR3NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
17801111NPSWRD_WQX-SAIR_SWC_SR6NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
17925711NPSWRD_WQX-SAIR_SWC_SR7NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
18373511NPSWRD_WQX-SAIR_SWC_SRT9NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
266161USGS-414654070002901NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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210 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "276 MERRIMACK_RIVER_WATERSHED_WQX-Hayden-Schofield 8 \n", - "2882 MERRIMACK_RIVER_WATERSHED_WQX-Manchester 8 \n", - "3349 MERRIMACK_RIVER_WATERSHED_WQX-Nina-Scarito 8 \n", - "4164 MERRIMACK_RIVER_WATERSHED_WQX-Misserville 8 \n", - "4438 MERRIMACK_RIVER_WATERSHED_WQX-Ferrous 8 \n", - "... ... ... \n", - "160772 11NPSWRD_WQX-SAIR_SWC_SR3 NaN \n", - "178011 11NPSWRD_WQX-SAIR_SWC_SR6 NaN \n", - "179257 11NPSWRD_WQX-SAIR_SWC_SR7 NaN \n", - "183735 11NPSWRD_WQX-SAIR_SWC_SRT9 NaN \n", - "266161 USGS-414654070002901 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "276 count \n", - "2882 count \n", - "3349 count \n", - "4164 count \n", - "4438 count \n", - "... ... \n", - "160772 deg C \n", - "178011 deg C \n", - "179257 deg C \n", - "183735 deg C \n", - "266161 NaN \n", - "\n", - " QA_flag Temperature Units \n", - "276 NaN NaN count \n", - "2882 NaN NaN count \n", - "3349 NaN NaN count \n", - "4164 NaN NaN count \n", - "4438 NaN NaN count \n", - "... ... ... ... \n", - "160772 ResultMeasureValue: missing (NaN) result NaN degC \n", - "178011 ResultMeasureValue: missing (NaN) result NaN degC \n", - "179257 ResultMeasureValue: missing (NaN) result NaN degC \n", - "183735 ResultMeasureValue: missing (NaN) result NaN degC \n", - "266161 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "\n", - "[210 rows x 6 columns]" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look for any without usable results\n", - "temperature_results.loc[df['Temperature'].isna()]" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
011113300-00-SPB2110.909524
111113300-00F-KLY320.233333
211113300-01-BAK1020.600000
311113300-01-BVR121.000000
411113300-01-CTP3924.438462
............
4509USGS-42544707123450119.400000
4510USGS-42545007051310118.800000
4511USGS-42545607126090118.000000
4512USGS-425517071041001215.750000
4513U_NH01-SUN05CL1819.583333
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4514 rows × 3 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11113300-00-SPB 21 10.909524\n", - "1 11113300-00F-KLY 3 20.233333\n", - "2 11113300-01-BAK 10 20.600000\n", - "3 11113300-01-BVR 1 21.000000\n", - "4 11113300-01-CTP 39 24.438462\n", - "... ... ... ...\n", - "4509 USGS-425447071234501 1 9.400000\n", - "4510 USGS-425450070513101 1 8.800000\n", - "4511 USGS-425456071260901 1 8.000000\n", - "4512 USGS-425517071041001 2 15.750000\n", - "4513 U_NH01-SUN05CL 18 19.583333\n", - "\n", - "[4514 rows x 3 columns]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate temperature data by station\n", - "visualize.station_summary(temperature_results, 'Temperature')" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Dissolved Oxygen (DO)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", - "df = harmonize.harmonize_generic(df, 'Dissolved oxygen (DO)')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
3IRWA-HB4.6mg/lNaN4.6 milligram / liter
6MYRWA-MEB0019.4mg/lNaN9.4 milligram / liter
7NARS_WQX-MARO-102010.3mg/lNaN10.3 milligram / liter
9MASSDEP-W24128.7mg/lNaN8.7 milligram / liter
11MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic10.91mg/lNaN10.91 milligram / liter
..................
29032911NPSWRD_WQX-CACO_GREAT_W6.1mg/lNaN6.1 milligram / liter
29033211NPSWRD_WQX-SAMA_EPG_SHC14.2mg/lNaN14.2 milligram / liter
29033311NPSWRD_WQX-SAMA_EPG_SHD8.5mg/lNaN8.5 milligram / liter
29033911NPSWRD_WQX-SAMA_EPG_SHC9.1mg/lNaN9.1 milligram / liter
29034311NPSWRD_WQX-SAMA_EPG_SHD9.2mg/lNaN9.2 milligram / liter
\n", - "

50925 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "3 IRWA-HB 4.6 \n", - "6 MYRWA-MEB001 9.4 \n", - "7 NARS_WQX-MARO-1020 10.3 \n", - "9 MASSDEP-W2412 8.7 \n", - "11 MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic 10.91 \n", - "... ... ... \n", - "290329 11NPSWRD_WQX-CACO_GREAT_W 6.1 \n", - "290332 11NPSWRD_WQX-SAMA_EPG_SHC 14.2 \n", - "290333 11NPSWRD_WQX-SAMA_EPG_SHD 8.5 \n", - "290339 11NPSWRD_WQX-SAMA_EPG_SHC 9.1 \n", - "290343 11NPSWRD_WQX-SAMA_EPG_SHD 9.2 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag DO \n", - "3 mg/l NaN 4.6 milligram / liter \n", - "6 mg/l NaN 9.4 milligram / liter \n", - "7 mg/l NaN 10.3 milligram / liter \n", - "9 mg/l NaN 8.7 milligram / liter \n", - "11 mg/l NaN 10.91 milligram / liter \n", - "... ... ... ... \n", - "290329 mg/l NaN 6.1 milligram / liter \n", - "290332 mg/l NaN 14.2 milligram / liter \n", - "290333 mg/l NaN 8.5 milligram / liter \n", - "290339 mg/l NaN 9.1 milligram / liter \n", - "290343 mg/l NaN 9.2 milligram / liter \n", - "\n", - "[50925 rows x 5 columns]" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", - "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", - "do_res" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
31MYRWA-UPL00190.4507616092312%NaN7.473342598767408 milligram / liter
95MYRWA-WIB00184.5873227769873%NaN6.988885791321319 milligram / liter
134MYRWA-UPL00190.4507286557983%NaN7.473339876045239 milligram / liter
175MYRWA-ABR02867.5488322678976%NaN5.5811090664509475 milligram / liter
196MYRWA-ABR02879.3792214567991%NaN6.558575147581124 milligram / liter
..................
22382811NPSWRD_WQX-SAMA_SESD_CIM5.21ml/lNaN0.04304675189778 milligram / liter
22415311NPSWRD_WQX-SAMA_SESD_GHI5.61ml/lNaN0.04635168486498 milligram / liter
22418111NPSWRD_WQX-SAMA_SESD_CI4.10ml/lNaN0.03387556291379999 milligram / liter
22437711NPSWRD_WQX-SAMA_SESD_BI5.90ml/lNaN0.04874776126620001 milligram / liter
22440711NPSWRD_WQX-SAMA_SESD_CI5.45ml/lNaN0.0450297116781 milligram / liter
\n", - "

2723 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "31 MYRWA-UPL001 90.4507616092312 \n", - "95 MYRWA-WIB001 84.5873227769873 \n", - "134 MYRWA-UPL001 90.4507286557983 \n", - "175 MYRWA-ABR028 67.5488322678976 \n", - "196 MYRWA-ABR028 79.3792214567991 \n", - "... ... ... \n", - "223828 11NPSWRD_WQX-SAMA_SESD_CIM 5.21 \n", - "224153 11NPSWRD_WQX-SAMA_SESD_GHI 5.61 \n", - "224181 11NPSWRD_WQX-SAMA_SESD_CI 4.10 \n", - "224377 11NPSWRD_WQX-SAMA_SESD_BI 5.90 \n", - "224407 11NPSWRD_WQX-SAMA_SESD_CI 5.45 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag \\\n", - "31 % NaN \n", - "95 % NaN \n", - "134 % NaN \n", - "175 % NaN \n", - "196 % NaN \n", - "... ... ... \n", - "223828 ml/l NaN \n", - "224153 ml/l NaN \n", - "224181 ml/l NaN \n", - "224377 ml/l NaN \n", - "224407 ml/l NaN \n", - "\n", - " DO \n", - "31 7.473342598767408 milligram / liter \n", - "95 6.988885791321319 milligram / liter \n", - "134 7.473339876045239 milligram / liter \n", - "175 5.5811090664509475 milligram / liter \n", - "196 6.558575147581124 milligram / liter \n", - "... ... \n", - "223828 0.04304675189778 milligram / liter \n", - "224153 0.04635168486498 milligram / liter \n", - "224181 0.03387556291379999 milligram / liter \n", - "224377 0.04874776126620001 milligram / liter \n", - "224407 0.0450297116781 milligram / liter \n", - "\n", - "[2723 rows x 5 columns]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
011113300-00F-KLY34.040000
111113300-01-BAK105.697000
211113300-01-BVR16.700000
311113300-01-CTP376.945135
411113300-01-GOL14.400000
............
1918OARS-SUD-096485.300833
1919OARS-SUD-098146.037143
1920OARS-SUD-144869.317209
1921OARS-SUD-23637.813333
1922U_NH01-SUN05CL186.757222
\n", - "

1923 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11113300-00F-KLY 3 4.040000\n", - "1 11113300-01-BAK 10 5.697000\n", - "2 11113300-01-BVR 1 6.700000\n", - "3 11113300-01-CTP 37 6.945135\n", - "4 11113300-01-GOL 1 4.400000\n", - "... ... ... ...\n", - "1918 OARS-SUD-096 48 5.300833\n", - "1919 OARS-SUD-098 14 6.037143\n", - "1920 OARS-SUD-144 86 9.317209\n", - "1921 OARS-SUD-236 3 7.813333\n", - "1922 U_NH01-SUN05CL 18 6.757222\n", - "\n", - "[1923 rows x 3 columns]" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate data by station\n", - "visualize.station_summary(do_res, 'DO')" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Q12AYhsrNza0iYGFG3qetkyilblJK5SulCoHTgE+VUmeJyJEEumvTlVIRR1dFJEVE0kLvgV8DS4Kb3wbODb4/F3grvo+VOCxZXUz+oBzmb2lk+v1fcupjP7C2wcHtry/lpW83IobBd2sq6JeZzpJ7juTkUUnYRLAshWV3UZFVyBeVyWxLyePrJy5ht1FDevoj/VIw2iNCSmH6LHK8fgb6LHKUQmcCb0Hw+4yqN53p/z5CYMzoo+DU/OMAIjJIRN4L7jMA+EpEFgI/AO8qpf4X3HYPcLiIrAIOCy73Kdxeiwc/XM3f31nGmo3l9HfBve8u4425m5g1v4jLn5vP1yu3UutWbNhaz90XHcy9x49geLYTuykkO0wmDU7m6fMn6RmyXorXT57bzwSfRYFfMchnUeD2M8HrJ6+7rz1jxozMESNG7GoYxuQvvvgiuavOe/HFF+cPGzZs11GjRo07/PDDh2/durXbhbVdntVKqc+Az4LvR0TZZwtwdPD9WiCis4tSahtwaHuun2i4UlN4+btF1NfUUrV8MWvS96ExrK5Pg8fPqz9s5NUr96Wm0Y+l4Df7jOQ3+4xka0UtToeNtJToHtiansXrJ8+vGBxhk+FXDMYPdpOS7rr+pEmTGl5//fXVF154YWFXnveII46ofuSRRzbb7XYuvfTSwbfddlveY489VtSV12iJfsx2E5YFxVVunDaD2vWr2Xu/3fH4WntTW5bii+XljBrUr1n555zMVC1CvRilMP2KgbH28SsGKtV999gee+zROHHiRHdXn/eEE06ottsDJan23nvvuqKiIkdXX6MlWog6Qb3bx9cryzj8D8+Ttvd1pEz9A7ue9k/mrijGr2BoTioev4WtsYaj9x+PLUL5DNMIpAAJlZiOoFWaXohfkUnb948R3C9hefbZZ3OOPPLIqu6+jhaiDjLj83VMue1jpl3xJF99MQ9fYwOW18vaFWs4+Jx/sLa4iqE5KexRmMn4sYUcMi4XiSBECjhiwo4Ha6QqHZreh1LY294r/v16IzfccEOeaZrqkksuaZ0IvYvRQtQBPl9ezj/eW0FNVTWNW8sC/bAwLJ+Xmx97H4CHz5nC8NHDyc9K4a6TJ+KyG6Q4TVKcJi67wb2nTyInbUeKWD01nxiIEDlQsIP79TYeeuih7A8++CDjjTfeWGfshIkSnQakAzz92VoaPH58tdWISKt09cqyWLRsAwBej4dMfzV7nnQHKUlOLjh+f4aNHYlpGOw3OodUV/MHpk5glhiYQoUPhhD7YW6ZQsXOalOIdevW2c8444xh33777cqOHP/aa6/1e/DBB/O+/PLLFWlpaTtlsEALUQcorw6MD5qu5KhJzraXbWXyCX9mW2Ut9Q1uvMHBn7see5ujDtiNZ+48r5X5Y9NVWBMGEfymUBxl1gwAUygWodtu5Oeffz7juuuuG1pRUWE7/vjjR44dO7b+q6++WrVp0ya7aZod7uRfc801Qz0ej3HIIYeMAthjjz1q//vf/27supa3RgtRBzhobC5ry2pRaf2wJafgq6tplXaxvq6BtXUNrY5taPTw3ueLWL+pjFHDBgQGiYJJzHS3LLGwm5TgD8yO0dwyskyhuDun7gHOOeecynPOOaey5fqvvvoq5dJLL40YqRAPGzduXNL2Xl2LFqIOcOHBu/DG3CLKa9xkTdyTquWLcW+L/+9umsKCZRsYs8sAnUYxwbGblNgUZX5FplLYRfCaQkV3WkJtcfPNN5f31LU7ih6R6ADZqU7ev35/dhuSjmF3kDFuEmLE73wqCIP6Z3RfAzU7FREsm8E2u0mJzWBbT4pQoqKFqINkpzqZeele7NI/BaOhOu5+lWka9M9KY//JER3TNZpfJFqIOkG/JDvvX3cAlxw6AnuM/EAi4HLYcDps7Dm+kA+evoqdMSWq0SQKeoyokzhsBledsCcPPTGLbRFyUGelp/Dc3y5gSF4WackOBuX264FWajS9Gy1EXYCYJi/efzEnXvEoSin8fgtLKY47dHf+9aezm6wfPTXfN/H6LbO8xpPp9Sm73Sbe3DRHhd00/D3drkRCC1EXIMCeuw1j2ft/5X9fLqayuoGDpo5m+NDW9cY0fYsNWxvySqrcA62w4NZN2xqH5KU7iwtykrp1+v7iiy/O//DDD9PtdrsqKChwv/jii+tzcnI6LYBXXXXVoPfffz/DMAyys7O9L7zwwvrCwsJu9RDXAxVdgBn8FlOSnJz46ylccNL+EUVIKYhRzkyTYGzY2pC3pdI92GoRYW8pjC2V7sEbtjZ0a06iI444onrlypU/r1y5cumIESMab7vtti653h//+MeSlStXLl2+fPnSo446qurmm2+OmWWgK9BC1AUYAvHksleA1wKvNtoTHq/fMkuq3DFv0JIq90Cf3+q2e6y70nVkZWU1PS7r6uoM2Qmetrpr1kXYTQh62baJX4FNaU/qRKa8xpPZ0hJqiaUwyms8mQMzXNu6uz3PPvtszkknndRlUfJXXHHF4FdffTU7LS3N//nnn6/oqvNGQ1tEXYSlYovQd6u3ctrDX7PX7R9w6sNf89WKrc22KxXIReSzdCqQRMDrU3Gl9/DEuV9n6I50HQ8//HBRSUnJopNOOmnbvffe2+2DnVqIuohYYz9fLC/j0hlzWbixkuoGH4s2VnLRjLl8+nNp07Fu/w4h8vgD3bdoAbWansduk7gGbx1x7tdRujtdx/nnn7/9nXfe6fbkblqIuohYmvG32Uub5aoGaPRa3PnWMpQKjBu1xK+0ZdSbyU1zVBhthHIYgpWb5ui2NCChdB3vvffe6vB0HevWrbPvvffeozp63sWLFzclyHrllVcyhg8f3jp6u4vRY0RdhCnRhWN9eV3U9X4rGH4fAb9C16XppdhNw5+X7izeUumOmgYkL91ZbDONbpsnjZauo7NpQK699tr8tWvXukRE5efne5555pkNXdfqyMQtRCJiAvOAIqXUNBG5F/gN4AHWAL9VSlW2OGYI8DyBskIKeFIp9WBw25+AC4FQpPDNSqn3SFCMYCqPSH/9rFQnW2ta5zgXgcp6L6lJ3Z6bXNMNhPyEWvoRGYK1M/yIoqXr6GwakA8++GBNx1vVMdpjEV0FLANCMQofATcppXwi8jfgJuCGFsf4gP9TSv0YLLQ4X0Q+UkotDW7/p1LqH51of69BBBxmYLzHH5wRMyUw5nPxIcP561tLIx731Jw1/OHosRG36fL2vZ+CnKSSwZnOsvIaT6bHp+yOoGd1d1pCbdFn04CISD5wDPB0aJ1S6kOllC+4+B2Q3/I4pVSxUurH4PsaAkIW1ZRNdETAZoLTFhAl0wi8fjUiG3uE+A5LwUdLSiKmhzV0tsaEwWYa1sAM17aCnKSSgRmubT0pQolKvIPVDxAoLx3tCz4feD/WCUSkENgd+D5s9eUiskhEZohIQpddiYYpkJ7swIiiKmkuOzYDnGYgX7XNCIiYw9R+RppfDm0KkYhMA8qUUvOjbL+FQBfshRjnSAVeB65WSlUHVz8GDAcmAcXAfVGOvUhE5onIvPLyhLM4EYEhWS7GD0lvCgUJkeQw+e2Bw5r2CwmRtoQ0vzTisYj2BaaLyHrgJeAQEZkJICLnAdOAM5WK7PUiInYCIvSCUuqN0HqlVKlSyq+UsoCngKmRjldKPamUmqKUmpKbmxv/J+tl/OvcPRjeP5Vkh0may4bDZnD63kM5do9BPd00jabHaXOwWil1E4GBaETkIOBapdRZInIkge7agUqp+kjHSiBI5RlgmVLq/hbbBiqlioOLxwM7PWH3zqR/uov/XX8AizdVUVbtZsKQdPqn65LSfYE6j9/8fmNlZlWjz57usnn3GppRkeIwdURhO+iMH9EjgBP4KBgU951S6hIRGQQ8rZQ6moA1dTawWER+Ch4Xmqb/u4hMIjDjvR64uBNtSQhEhAlDM3q6GZou5M0lpXmfr60Y6PWrpt7F20vLhxy4S2bx8eMHdOv0fXel67jmmmsGzZw5MycrK8sH8Oc//7no1FNP7day0xKlR9UrmTJlipo3b15PN0PThxCR+UqpKeHrFi5cuH7ixIlbox0T4s0lpXkfr9oedRb4sJFZRd0pRtu3bzdCkfJ33nln/6VLl7q6ov7YNddcMyg1NdV/xx13lHa+lTtYuHBhzsSJEwsjbdMhHhpNB6jz+M3P11bETAPy+dqKgXUef7fdYz2RrqO70ELUR7CCSdcSyMBNaL7fWJkZ3h2LhNevjO83VnWrW8oVV1wxOC8vb8Jrr72Wfe+9927pqvM+88wz/UeNGjXu5JNPLiwvL+/2SCMtRAmGUuD2QWPYy+0LRuwHo/h15H73U9Xoiyu9R1Wjt1vTgHRHuo4//OEPZRs2bFi8bNmypXl5ed7LLrtsSFecNxZaiBIIpQJC01JjWi77dUrabifdZYtrUDjdZe/WNCAhujJdx5AhQ3w2mw3TNLn88svLf/rpp5SuOG8stBAlEJHShUTDpy2ibmWvoRkVdlNi/kXsplh7DU3vtjQg0dJ1dDYNyIYNG5qsuJdeeilj9OjROg2IZgftzU/ks4gYx6bpPCkO03/gLpnFsWbNDtwlszjFYXabbRotXUdn04BcddVV+UuXLk0CyM/P9/z73//uPWlAND1PtDQj0fBZgVi3BJ5M6dWEpuZb+hHZTbF2hh9RtHQdnU0DMmvWrHUdb1XH0EKUQJjS/i5X9LRrmq7g+PEDSn49Kqfs+41VmVWNXnu6y+7da2h6RXdaQm2RiGlAtBAlEKYByoqvUkgILULdT4rDtA4ZkdXtlTr6MlqIEgiRQNkiW1g+ayOYojbSQLahu2WaBEELUQISyv4YwiCwHG4pCWDXA9WaBEELUR8g3FIKjQlpS0iTSGgh6kOI6DGhnqCizmO+MXdzZlm1296/n9N7wp75FZkpDp0GpB1o412j6QT3zF6Wt8+fP5lw51vLCp6cs3bQnW8tK9jnz59MuGf2srzuvvY111wzqH///hPGjBkzbsyYMeNefvnl9I6e66677sodOnToeBGZXFxc3GSgPPbYY1mjRo0aN2rUqHG77777mG+//Tapa1rfHG0RaXYqSu3whUr0LuQ9s5flPfHp2lYOjY1eywitv/E3Y7vVl+iSSy4p7Yp0HQceeGDtiSeeWHXIIYeMDl8/YsQI99dff70iNzfX/8orr/S7+OKLCxYtWrS8s9dribaINDsNnz8QK+cJeyVqcG5Fncd87sv1MdOAPPfl+oGV9Z6EuMf23XffhtGjR3tarj/88MPrcnNz/QAHH3xwXUlJSbcU4UuIL0mT+FiqtTOmorkYKRXwBvdZgf17s0i9MXdzZqPXinn/NHot4425Rd2aBmRnput4+OGHcw4++OBuydSohaiPErqpvf7ekafIF8XPWAVfVjCzQEiIervFVFbtjiu9R1l1Y7elAdmZ6Tpmz56dNnPmzJwHH3xwc3ecXwtRHyT8pvYHnR17+qaOdW0r2L5Wx9B705n07+eMK71H/36ubksDsrPSdXz//fdJl112WcGsWbNW5+XldctsoBaiPoZS0W/qaFZJV11XxehOxRqTjjVg7e+lXbQT9syvcNljV3R12Q3rhD0Hd1sakGjpOjqbBiScVatWOU4++eThM2bMWDdhwgR3V5wzElqI+ggqmAwtVhxae9OIxHtdb3AQOvQKFzxLBbJIRrtj28oOoNgxwN2bBCkzxeE/d//C4lj7nLt/YXFGsqPb5P+qq67KD02tf/755/0effTRTdCxNCB33nln/wEDBkwoLS11TJw4cdypp55aAHDrrbcOrKystF1xxRUFY8aMGTd+/Pix3fFZ4q7iISImMA8oUkpNE5F7gd8AHmAN8FulVGWE444EHgRMAmWG7gmuzwJeBgoJlBM6RSkV8+mhq3hExopiBbVEAGcXO2x4/ZHFL6Qtbf26nMHhVXcPtb8zVTwgMIX/3JfrB4YPXLvshnXu/oXF3T11H4277rort6CgwHPmmWd2awmg9hKrikd7hOgaYArQLyhEvwY+VUr5RORvAEqpG1ocYwIrgcOBzcBc4HSl1FIR+TuwXSl1j4jcCGS2PL4lWohaE0of25K5i9cx4/UvqaiuZ/rBkzjxiMmkOO3YunBeJdq124PNCFhF8Z7HbtCqdHdn6KwQAVTWe4w35hZlllU32vv3c3lP2HNwRXdaQolKLCGK6/kiIvnAMcBfgWsAlFIfhu3yHXBShEOnAquVUmuD53kJOBZYGvz/oOB+zwGfATGFSNOaSN2tx1/6jDsefYtGtw+lFF/OXcmM17/k42euxmZ2ay73dtNef0avFejKGb3IETIj2WGdf+AwnQakE8T7bHmAQHnpaCp/PvB+hPWDgU1hy5uD6wAGhJWcLgEGxNkWTQwqq+v508OzaGj0opTCcDjxuVJZvmk7L/9vfk83rxUdEZTuHHTX9AxtCpGITAPKlFIRf8UicgvgA17oaCNUoH8YsY8oIheJyDwRmVdennCJ57qdljfydwvX4LDbQIT0MRPI3etAMsbvQerEvfnnp5to9Hbd7GvLdCTtxW4EA3XbaeF0x6C7pmeJxyLaF5guIuuBl4BDRGQmgIicB0wDzlSRB5uKgHAnq/zgOoBSERkYPM9AIGKOXaXUk0qpKUqpKbm5uXE095dFSzFIS0lCKUgpGIEzNw8xTQybHTFNaowk/v5Ox8KELAs8YbXUQrXTbEZgFiLu9hI4xmk2H+uxG63FaOHyTfz7ja/4+Jul+HurQ5GmS2hzjEgpdRNwE4CIHARcq5Q6Kzgbdj1woFKqPsrhc4GRIjKMgACdBpwR3PY2cC5wT/D/tzr+MX7Z2E0wrMD4ya8m7kJqshNr8FAMs7lEWAgvfbeJ244bR7zliUPT8y1lwK/A8geu3ZaNZQjMXbiGJ1/9ksqaeo47dBInH7knNntgvMoMiqnDDA6Ae32cds1TfDl/FQqFaRhkpafw7pN/ID8vs6ldvSVgdntVnTlz9veZJVur7Hk56d6zfrNXRVZ6ik4D0g46M//wCJAGfCQiP4nI4wAiMkhE3gNQSvmAy4EPgGXAK0qpn4PH3wMcLiKrgMOCy5oOYhqBG9lmGrz+8O8xzMjPmEaPv13+OD4r+sBgKFYsGgbgMOBfL3zM9N8/yqsfzOPDr5dy7d9f44jfPYDbE3A69ivwWDvE5eH/fMoX81ZS3+ihodFLbb2borJKLrrt2aZzt6fGW3dyywOz8kYcceuEG+57o+Cfz30y6Ib73igYccStE255YFa3pAHpynQdp5xySsHo0aPHjRo1atyRRx65S1VVlQHwzjvvpKWlpU0KpRe59tprBwIsXLjQGVo3ZsyYcampqbvfcccd/QG++eabpIkTJ44J+RrNmTMnuT2fq11eGUqpzwjMbqGUGhFlny3A0WHL7wHvRdhvG3Boe66viY0hAT+bSaMGMWX4Buat295qn/H56RhxDsgo1b5E/eGEptm3Vdby50ffodHja9pW3+hh+bpi3vhwPqdP+1XTer8Cm8CMN7+mwd08MsLvt5j/83oqqurITE9pCortSavolgdm5d3/3Met0oA0uL1GaP1frz6uS32JujJdx+OPP74pKyvLAvjd736X/7e//a3/XXfdVQIwZcqU2jlz5qwO33/ixInu5cuXLwXw+Xzk5eVNPO200yoBrrvuuvxbbrllyymnnFL98ssvp99www1DfvjhhxXxfi7tWd0HMQz48wm7kuw0sQVFxzQg2WFyx0nj4z5PVwwKf71gLXZ76+ddfYOH2XMWNlsXGgbyeH2t9gcQBE8XDrZ3hu1VdeZjL30eMw3IYy99PrCiqq5L77GuTNcREiHLsmhoaDDi7a4DvP322/2GDh3qHjVqlAdARKiqqjIBKisrzQEDBrRqYyy0EPVRxuX343/XHcDp+wxlUkEGp+w1lHeu3Z9JBRlxn6Mz0+QSrC6SnOwi0jyGIUJWekqrY5SC6YfsjsPeegi8YHA2A3L6BfalZ62hmbO/z2xwe2PePw1urzHznR+6NQ1IJNqTruOkk04qzM3Nnbh69WrXjTfe2DRhtGDBgtTRo0ePO+CAA0bOmzfP1fK4F198Meukk05q8p166KGHNt1+++35eXl5E2677bb8++67r6jlMbHQQtSHGZKdzB0njufNq/flrlN2Y1hu+4KzO2oQGcHc2R4/7D1pBCnJzlb7OJ02fnvifs2PIzAwfsOFR5Ofl0VKUuA4l9NOarKTJ+44t2nfCDq1UynZWhWXZ2hJeXz7dRXtTdfx2muvrS8tLV04cuTIxhkzZmQC7LPPPnUbNmxYtGLFiqW///3vy0488cRmwzCNjY3y8ccfp5999tlNIVkPPfRQ7t13372ppKRk0V133bXpvPPOK2xPu7UQaboUUwLjQ6GxJdM0ePORKxiYm05qspN+KS5cTjt3XHk8k3ctbHasTwUGxjP6JfP1izfzjxtP5Zzj9uHGi45mwaw/MWnsUEwJTP33tGd1Xk56XOk98nLj268r6Gi6DpvNxplnnrl91qxZmRDosqWnp1sAp556apXP55PwgfHXXnstfdy4cfVDhgxp6kO//vrr2eecc04lwPnnn1+xaNGidj31dM5qTTOaxoU6YA45zR3dJRXWrRs7fCBL3vkL3y9aR01dI/tO2oXMtKQmsTIAb4vruZx2Tjt6KqcdPbVpnc0IvHoDZ/1mr4o/PTJ7SKzuWZLTbp01bWq3pQEJJ1a6jr333nvUf//733XDhg1rEkXLsli6dKlz/PjxbsuyePPNNzNGjhzZCLBx40Zbfn6+zzAM5syZk2xZFgMGDGgSnZdeeinrlFNOaTYTkpub633vvffSpk2bVjN79uy0goKCxva0XwuRBghWi/V3vDsGO2qqQesYMsMw2HvScCDgZmDIDnPcbxHXhTvjxd3VZKWn+C897cDiSLNmIS497cDizPSULnU0uPPOO/s//PDDedu2bbNPnDhx3MEHH1z18ssvbwhP1wFgs9nUkiVLlvn9fjZs2ODMzc1tNgOglOKcc84ZVltbayilZOzYsfXPPvvsBoCZM2dmzpgxo79pmsrlclnPP//8WsMI/LWqq6uNr776qt9zzz23Ifx8jz322IZrrrlmyP/93/+J0+m0Hn/88Wbb2yLu6PveQG+LvvcH05oqAjeVzQjMWCUaXRFFD80tIrcvtraER9H7rdh+QYbsCAfpajobfX/LA7PyHnvp84HhllGS025detqBxV09dd8R5s6d63riiSdynn766W5J8doeOh19r2mNz988GbxFwCnPQeKJUVdM0xstEpy1dUpvUMDb6mrZhC5NXdLV/PXq40qu/e3hZTPf+SGzpLzKnpeb7j1r2tSKrraEOsqee+7ZuOeee/a4CLWFFqIOoCJUpAjhscCVYEIUzsYt23jylc9ZvraYqRN24fwT9yMnMy3mMQZAMDmb2Y4AVp8VEKJYTpO9JYwjFpnpKdYVZx6s04B0gj4tRJa1Y9yiK62Uvhb9HbrZ5y1Zz7GXPYTX68fr8/P1j6t54qXP+PqF68kfmB3Vr6hptQp8N0JAnLrLJAgVaQz9HdpKN6vp/STwszs6Kpgn2RMce/BYwbzJvcJY7n2EhgmvvPMF6hs8eH2BAaNGt5fKmnpueXBWu6ppKNonQrEGoVtaVyqsKkmo9JDb37zah9cH1Q1+qhr8eHwdynVtWZalpa0LCX6fUX8WfVKIogVierpIiGJ1PRLx1+uzoLbezar1rSsXW5bio2+WdWo2LRohATKidOcMgnXPwsfiVGSL1GvBss3VVDb48VoKC9iyvRa/UpTVeNorRkvKy8vTtRh1DZZlSXl5eTqwJNo+fbJrFus31xWBkrFCH+wJKO0KcNjNQDBsBBEPeTh3JcIO72gJpgCxgpVILLXDqgo9VEyJPZ7ktywKB6QFzyc4xaCwfz82b6sjPzuFynoPmSnxVUv2+Xy/KykpebqkpGQ8ffRhvZOxgCU+n+930Xboc0Lkb2MaOtzXpSNYMSLS7Qk6fW8IOOw2fnPwJGbP+alZYGmSy84FJ+3fJdexCyCRx+yUiv3d+lXgbxvtb2eINMuxFHo/KCsFvz/QTcuM09d38uTJZcD0+PbWdAUJeNtEx2+19tBtSWdtbV8MoUvUMezQFPp9N53G5F0LSXLZSUtx4XLYOHL/3bj63MNbHWMErZj2WIBG0HeopQiFV6Zti/Z+x4bAjDe/AaCitl0B4ZqdSJ+xiEKDmG3R2W5ZoopNLEKikp6axHtP/YGlq7ewvmgr44YPojA/p9X+QmB/iO7GEOmYSN99tMq07aKNAaAHn/2AiRNGMWxgBjs9FF4TF31GiOKZUnd2gWNcrMsksnkZiphXwLgRgxg3YlDUfcOdEOMdBDaleTHG0JhPlwh7MH+IUqpZ98zjs/hkRTn333UZ5VurGZWvZai30meEqK0ftL0LfE3auukS3ZclJESxsLUocGgabY/LQbCGfYtly991g/sKaHB7afRZfLC0DKWgMDeZj9dsw+uzOGvioN5Vs1rTjD4jRG3RFBWuWq+Ll7bSpia6ELXVsw3Fe4WcFiU08CyRLVIhOEUvkcd/otaQikFUsVSKhz9fR3G9rynB2ivzNjN5SDrbRPhxcyUjcrt+9k/TNSRyb6IZ8XwQjz8wKBp6tbtCTQI/UEsqG1laVIW7E6lWQ46EnrDvT4IBqXYjKE4E3jvNQP7stuLEoo3rhRLvO8wd6T+cZuTYNMtSvLe0lNJGHzabgWka2GwGu+Rn8MP6Cg4ZlkFpjRuf6jM/9z5Hn7GIjDZiCkJBli3Xea3AE90Woa5WS3qrZb+psoHXFpVRXudhSIaL43ftT16/wNO/usHL75/9kblrt2M3BUvBjdPHcPa+ha3OE82yiUZ4+WdTotek74ihaA+L5A//u5jSPNbPUoqtVfXMWVuB0WI6zjCEEQWZfLCwhDP3Kwgm5G+zuIWmB+gzQgSBJ2i49/S3P61h5lvfUN/g4bjD92DaQRMxI9wtVnDmxtFW5r94BlF2MvM3VzNj7o70wJXFNSwpruGyvQYzdlA6v3/2R75fsw2vX+EOZqS5+63lFGSncMCY5gUrbUb7Z7D8Fk1KE6ra2pKu7rHaTDCDY04NjW5+2lIb1T/MEKG81s2vhmUjqB6v/KGJTNy2qoiYIrJARN4JLp8sIj+LiCUiU6IcMzpY8yz0qhaRq4Pb/iQiRWHbjo50jnZ9GANctoAg3TfjfU664lFefPd7Zn2ygMv+/B9Ou+ZxrBgBZ2111WKJVE+lLv3P/C3NliWoBv/4eAXzV5fzw9rteFsMbjV4/Tw5Z02rcxmhNKwt1sf6aKGaZB6ruS+QpaCs2s39763gjH99x59eX8y6stoOfMLIhCyxZJeTucU1GDHUZWB2cjBNiVag3kp7LKKrCBRJ7BdcXgKcADwR7QCl1ApgEgSEjEC11zfDdvmnUuof7WhDXBRvreTeZz7AHV5Lq8HDtwtW8+HXP3Pk/rtFPK6tbkms33FPhHZU1HvxRml0Uloq9z3/CXYzE0+EkeKSysiZPEXA0eJXEbIY48FnBQR9S2UDJ/zzS+o9fjw+i3lrt/HW/CIeP38Ke41o7ZvUkngtF7fPoqLBS/9kGyV13ohiMzY/WPlDR+n3WuK6fUQkHzgGeDq0Tim1LCg08XIosEYp1a4Ukh3h0+9WYIvQBatr8PDuZ4uiHhftN6pUoO57pJsx5Ny3s3/gSoE7hjehUoovv/opYikfmynsMyo37jGv0BhQ3G0DHnx/BdUN3iYR9Cto9Pq59dVFEdvUijivZzPAbgiGX2FFEGVDhMxUZ1PDeus43y+deJ/jDxCoc9+Z+PXTgBdbrLtcRBaJyAwRiehtJiIXicg8EZlXXl7e5kUsBUlJrojKYJoGGWnRBystAk53LYlVdtlp65lumccP6Ul2XBEUQilF6cZiHDaT/ztmDElhtXcMgVSnjd8dNLxdVVxtLWbG2uKLFeURLcyyajfb4gi1iPcrXb+tDrffYkujL+L4nwKSbSZ+y8KiAzOlmp1Cm0IkItOAMqXU/I5eREQcBIIIXw1b/RgwnEDXrRi4L9KxSqknlVJTlFJTcnNzI+3SDL8FB+81OqKJbreZnDptr5jH17r9FFc2Nj1dLSu2/1BPPGFDicFEhAv2GoqyrCYrQymFp9HNV299zNnH7s0Z+xTy8LmT2Wt4NrlpTgZkJzN9v0Kc7XQzl+CsmNMWnJZv45eT6orc61cKkhyxrx0tHCQSD3xdhLQIeA3HbgpDMlzUNPqpavDi72tZ7foI8VhE+wLTRWQ98BJwiIjMbOd1jgJ+VEo1JbxRSpUqpfxKKQt4Cpga9eh2oID11V5evP8S0tOSSEtxBQI4nXb++ocTycuLPD7h9vq55eWF/OqPH3LwX+ew158+4a0ft7SZw2hn/6xDAaIhdslO5oqpg9iwcClFq9Yz/8OvePWh/zBp5CCuOCcQrLrHsEz+ceYkMvo5GToonW2Nfp78biPSida3JUTn7FeIq8XAmd0UDhqbS4oz+tBkeBxbW7z5U3Ebn0DhNATlVSTbTT5ZvQ2fFqJeSZuD1Uqpm4CbAETkIOBapdRZ7bzO6bTolonIQKVUcXDxeGIkTYqFpRRltR6S7AbpLjuGQK3Hx54ThrHyg7v5ct5KGt1e9ps8kvS05KjjEze9vJBPfy5tGtNw17i58aWFZKe6mLJLVtTr78xeWbQA0WEDM3n1lhP4av4qNgxPJ/WU/fjXNyW8/P0mhuWm8uP6CmbN38zAAWlk9HOhgO31XoqqGhma2XG/GofR2j/LJgEfnzP2KWRFcQ1v/1iEw2bg81vsOjide0+fiMMMVj9RO8afAhZe+7q5G6til87qn+pgTD8XOf2cLC6tYXu9F5dNj1b3RjrsRyQixwMPA7nAuyLyk1LqCBEZBDytlDo6uF8KcDhwcYtT/F1EJhE0YiJsb5OFW2p4YUExXr9FRY0bb4OH/XfJZmR+OiA47CaH7j2uZbtbnaeizsMnYSIUotFr8cSnq5myS2RjbWcPUsd6mBuGwQF7jg68F+g/IJcbXlmIBSQ5bSSlOMjOTMIM3umGCFWNvugnjAPDAGcEy8hQ4BfhzpMncOURo1hdUk1+VhIj83Yk4Y/X6onFiKwkVm6PLkYVDT6O3G8gz8zdzJpt9Zw/ZTAinc1IpekO2iVESqnPgM+C79+k+VR8aJ8twNFhy3VAdoT9zm5fU5uzqbKRf88rwuOz+Hn1VjaX1qIsxffLyrGbwi3Hj+fYPQZjj+buG0ZpVSN204g4zb1pW13EY0IxVjuTeDoVjmC+n31H5/LFLYfy0vxNfLO+CofTbCbCPksxNKN7vIwNASMoNEOyXAzJcnXLdY4eP4D/ra6IOpFgMwKe5G6fxfi8VJJMg5UbtzKmsH+3tEfTcRI2+GbOmu34LMXWigaKSmuxLIUC/Jai0Wtx16yf+XFTJR6/1eZ08dCc5IiDmKbAHoWRu2U94TcUTfi2VdZSurUaaJ4fyDCEI3fNIy/ThS0s/MFhCvsUZJAWZUA5URARrvzVoIiuBTZDmJKfjsNmMDInmaNG5LC1qhGXw77zG6ppk4QVom11XpSCorKaKCIi1Nd7ccRhESU7bFx86PBm09wi4HKYXHzoiFb7d2VKWI/PwhfnnHIoZ1CI9Zu3cth5/2Dc0bcy8djb2fvUO1m4YnPT2AtASY2bq/cbxoHDs+if4qAgw8UpEwdyxOhcfO2Zv++ljByYzpm7DSA7yY7NEOyGYDeFoRkujhidS02jl4I0F0UVDazfVEbhIJ2TqDeSsI/EUbkpbKhoiNlfaU857YsPGcGgjCSemrOGbbUeJg/L5A9HjaEgp3miY3uM4M72sK68jhtfXsT8tRWIwCG79ueuU3YjO7V5qgqPz+L9hSV8v2Y7AzOTOGHyYLL7ufB4fRx54f2Ub6vBCn7O5WtLmHbxgyx9589kpCVjKfho5VYu2buAY8b255ixgS6J22fx6aqtHDk6h74wXrLX8CzGDurHpio3ZbUeBqc7yU9PorzGTUllIx6vny2l2ymu9fZ0UzVRSFgh2rcwk6/XV5A/II3SbfWtrCK/UvxqZGCqPp4YIxFh+uR8pk/Oj7qPo4ssoeoGLyc88DVVDQGrDgWfLi3jlIe+5aMbDwxU0wDq3T5OfPAbNm6rp97jx2kzePzjVTz1u6kUrdtIXb27SYRCeH0+Xn5vLhefeiAAGS47j3+zgWPG9WdIRhI1bh+frNpKaa2baWb3j5WEkuKHhohblqbuKpIcNobn2Bge9uDISnFgM+DzH9cxcGAuHpvOR9RbSVghSnOaXHPAMD5etZXtFQ2sL6nGbykcpoEI3Hv6JCyfnxlvf8vcxesYPSyPM6fvTW5W7PLJkRACTnxdxZtzN+P2Ws2cIX1+RUl1I1+u2MqBYwOOm0/OWcu68jrcIZeC4P/X/ncBJw2TZtU2QjQ0ellftK2pazZ91wE88OU6nv5+E15LYTMEmyFcvm9Bl1h2sYgVoxZKFdtSlJRSbCyuICXJQU5matzXsoUyRYYFqRmGIGKQ3T+bTdvrmTikX+yTaHqMhBWiUKjCcePzOG58Hks2VfLF8nJSXTaOmjgQv8fN1JPuoKqmgfpGDy6Hnfuf/ZD3nvoD40cOjv86tA4C7SwrS2tpiCAill+xpryOA8bkIgKzf9zSJD7hVNZ5GTRoCDabgadFbyMl2cmeuw1r8snJTLZz4yHD+WFjJRsrGxjYz8VeQzPIcNm6fdYvVg62UHmg8NQrn/2wgt/d/h+2V9bhtxS/mjiM5+/5LQOy2xaQUG00nyX4LUW9x8+8tdtYWlRNepKDXQf3Y2JBRtd8ME2Xk7BCFMoMGMrwN35IBuOHZDRtv+SPr1C+vaZpILjR46XR4+XyO2by2X9uiHnu7ZW1FJVVUjg4h5x+XT/1vOvgDJIdRdS3MBcMQxiVt+Oms0dxX7aUYsqEQvYYV8C8JetpdAfUyGG3MSQvi98cNCFwvBFwHEyymxw4PLspdasZwRKJRUfS64bCUNrCZwUEZM3Gck686gnqG3fEoX2zYA1HX/ww8169Oa7udagaCabgstmYuksm4wanMSDNicPeBY5Lmm4jYWfNIBj7ZAa8eVvyvy8XR5yNWrh8E1vKKiKez+3xcskfn2fcMbdyzEUPMPqIm/jTo7PjHvSuqvdSXuNuc7+jJw0iLcnerGvkMA2GD0hl8rBM1pbXc+espViWahVKIQIFOSnkZ6Xw2kOXcc1vf03BoGwGD8jgktMP4sNnrsHpMGl0e/nw62V8tLSYqgYv9W4fPp8XWzucMAMR/s3T63Z1hETofE+8+gVeX3MHS5/fYkPxduYuaX/CBhHITHEwJCtZi1ACkLAWUQiRyE9epz36R7v9wVk8/dfftlp/6wNv8tYnC3B7fE25jB55YQ5D8zK54KT9op6vpLKRq2cu4Mf1FYgI+VlJ3H/mJCYOzYi4f5rL5JUr9+Xv7yxjzs+l2EyDY/cYzFVHjeanDRVc8NQP+PwWXr9q6rY4bILdNEhy2HjwnMlAIIh36m67kJLkpHBwDkfutytJDpOPvlnKzU9+yCdPXNHKfaHG7SctjoDXUDhJy+82rkyW7Eis35ZuhU6zdtNWvBG6oYYIRaUVsFthm23WJC4JL0QQOTr+rGP35v5/fxhx/9lzfmpVA8vr8zPz7W+bujkh6hs93Pfcx1GFyLIUpz7yLUUV9cEUE4q1ZXWc+a/vmHPLweSm7ZipCc0gWQr693PxjzN2b3W+m19eSENYl80K+gSNGdiPiw8dyf5jcrGbBjV1jfzmkgdZs7EMj9eHw24jKyOVV+6/iNOvfYrVn9wbHLhvrhg2w8Drgxg6HWgr0UXEb+3wnI6F3Ww7oVrI4jtwykjmfL+iWdcMwOv1sce4oW1fTJPQJHTXLESkh/N1FxwVtQvi81utkmjVN3qiOhZurYie4vSbVdvYVutulefG51e88t3GpuWQheGNklaktt7NBbf/J2I6VUvBxm31HLrrgIC4AH/919ssX1NMbb0bj9dPbb2bLaUVnHvTv5m8xyhcdjPquIo3RrrcpmsGd/H4LIq2N7C6pJYt2xvw+Ky4Y/ZDqWftRuTEamZYkOu5x+1NVnoy9rCyH8kuB6ccNYWCQa0ihDR9jIQWIqUCtejDbwy3x8tfH5vNhOm3Y0Zw+hER9tl9RKskWv1SXAzMiTw7s+duw6KOjRRV1Efc5vZZrN9a37TsC0apK6VYsL6C+95dzqMfrmR9eSCW7Zzrn+LdOQuiftZkh63JSlHAK/+bh9vbekxl1fpSLj/9oKjngThTlwg0ePwsK6qmvNpNTaOPsmo3y4qqaXDHn2E/lMfIbgbyiTvNQNfOaTav1NEvNYlv/nsDJx6+O1npKRQOzuaea47nsdvPiPtamsQlobtmvgjWxTnXP80XwdQfLUly2XHa7dx/42mttokI995wKr+96Rka3QFHQ9MwcDnt/PnK46J2RyYMzYg4mJ3sMJkalj7ErwIidPtri3l3wRYavX5MU3hqzhou3Gcg3/60Brfbi3tbGc7sXCTsYi67wRn7FDQ7f9QEXwLf/7iKw/caE3k74PP7iecZtGlbc5ENCCls2t5AenL8Pj7NmieRLdhGt5cLbnuer35cjWkYlG2v4fm3vuOUI6eQHiOrpqZvkLAWkVKtRWjZmuKm/EPh2G0mE8fkc9NFxzD/jdsZWTgg4jmP2G88b/3rSo7YbzwjCvpz0pFTmPP89YwfOTiqFTF2UD/2GZnTLAmY3RSyUx38Zvfm9ePnrt3Ouz9tocHrRxHovrl9Fg/NXtTUJalasRhvbQ2W34fl8yLK4tBd8zj3gGHNzvWbgye2mt43RPjVxOGUlFcFv6PIrU6OMIukVGDsxx/ME6SUoi6K5VPTyfQhkbjz8ff4cv4qGhq91Na7qW/wsGjlZq686+Uuv5am95GwFlGkW+zn1UUR8xZ7fX4KB+dyxdmHxTynZVksXb2FzaUVWJZi8IAM+menRb8ggZv2oXMnM+Oztbzy/UY8Potf7zaQq44YiSss6Y4p8P5PW2iMMHqb1K8fFUHxVD4f23/8FltqGs6UVE49dFf+cWbrQe0/X3kcX81fxdaKWuoa3KQkOXA57Tx825kMy89hyeoixo8Y3GxQ3rIUFXUeBmc2D3XwWa1LQptI1IKL7UmkHy/PzvqGRndzgfN4/cz6ZAF+/zkR/66avkPCClGke2FYfk5EK8DpsDF6WF7Mcyng8r+8wFsfL2iauXlk5qe89fECvvzvTaQmOSIeawW7cBceMoILD2keqR9eEsdmBBwUQ3XZw7G5XOz3q135ft4y6hsDgmTV1WITH9eedVDE62ZnpPL9q7cye85CFi7fxKjCARx/+GRSkwMis9vIfOobffjxk2Sz0eiz8Pgs8tKbi5BSkevS+4GcNAfl1Z5mGixA/35dH7MVqSsNgXEvn9+vhaiPk7B/3UhjDXuMK2BEwYBmMy8Q6Jqdd8K+Uc9lCKzdVM6bH/3YbPrY4/VRvLWKV/83L2qMerTa7dB86loETtxzMI4I3tJ+S/Hfe87l1ouPYfCADNJSXBx14G58+tz1DMzNiHp+p8POSUdM4S9XHc/Zx+7TJEIhkl020lxObDaTVJedrNTWAhIrE8iQrCT6JQVCQULBqunJNoZmd723+WF7j404uTB51wKcOodQnydhhQiCqVrDlkWEWY9ewTEHTcBuMzFNg0ljhvDuk1dHvaFDX8C8Jesj1kKrb/Dw+Q/LYwaIllc3Uhohf3LLe3zi0AwuPXQETpuBy26Q7DBx2Q0ePmcPMlKc/OG8w1jx3p1s/OwfzLz3InYZ0nbVkvbSnvgywxDGDU5lwpA0RualMHFIGmMHpTZlB+hK/vZ/J5LRL4kkZ0B0XA4b/VJcPHrr6V1+LU3vI2G7ZhB4QjttgTCE0E2f0S+Zf999AR6vD6/PT0pS7G6ECv4zMDc94na7zWTooOyIPknryuu4/LkfWV1aiwCDMpP4x5m7M25w83OFp8L4/eEjOX7KYD5bVobTbvLr8QPISInc7etqIkW7x1NGO8lhtlkCKBavfTCfPz4ym00lFRQOyuYvVx3LsYdMbLZPwaAsFs26nedmfcvcJevZdcQgLjhxP/KiuFRo+hbSnuRhPc2UKVPUvHnzWq33+ZunSA1n4fJNPPDch6zaUMrU3Xbh6nMPZ2iYg1zoPvRbFnsc/2c2l1TgD3P4S3Y5+PblWxg5pLkYuX1+9rvjU7bVepqN+aS6bHx80yGkJ9ubSuNECpUwoSnuy+fzs7m0gqz0FFKTk9osYdQehIAfjxkjD5DX37qLZkrAz6ezvPTeXH7/lxebdXmTXHZm3Hkuxx06qfMX6CQiMl8pNaWn2/FLJ6G7ZiGidZs+/mYpR114P2998hM/r9rCf976hv3OuJuV60ua9lEEk70bBrOfuIoJY/JxOmwkuxzk5aTz3/suZuig7FZjQZ8sKaPB42818OzzW7yzoCjQLtnhyNgSP4Eg0v+8/R1DD72JySfdxdBDb+K8W56lobHtSqjxYhqRLaFw7EEnQzNY2sdhtl23LF5uf/jtVmEbDY1ebnvora65gKZPEHfXTERMYB5QpJSaJiInA38CxgJTlVKtTZXAceuBGgL3ni/09BGRLOBloJBAOaFTlFKRw+LbbFvrdUoprrn7JRoad8zG+PwWtfVu/vjwW7x4X6B6kUHgZvX7YUheFp88ex0ffLmExSs3M3XCMA7YcxQQ7FqFzYIVVzZErPrR6LXYUtHQ1K7QLm6Pl9c/mM9H3yxlUP90zjt+PzaXbuequ19pJjxvf/oTizdVkjZmImkuG2fvN4xjJw+OKw1GJOKdag+vvNFVKKXYVBL5T7pu87auvZgmoWnPGNFVwDIg1GlfApwAPBHHsQcrpba2WHcj8IlS6h4RuTG4HDtRUBQi+bpUVtdTsrWq1XqlFN8uWN20bDd3WCz1jR5OvvJf/LQsECNmGMLgAZm8++TVZGekNqU7hcDAs9008Pqb+wUlO0wmFQQStIfGWOoa3Pz6/PtYX7SV+gYPNtPg3298ReHgnFbWj9vjY/nStfTPKMCwO7jjzSUs2VzJrceNb/f3YuumtKzxIiLk5fSjJFhhJJz8vIyd3yBNryUuA1xE8oFjgKdD65RSy5RSKzpx7WOB54LvnwOO6+iJIvnBJCc5os7uZPbbkdfYsnZMs9/9xLvM/3k99Y0e6hs91Na7WbupnCvv/C/QfIZu8rBMJhVkNPOodtgMhmQnc/C4/k1jMobAM69+wdpN5dQ3BETH57doaPSyfG0JkRBDsDyBfRs8fl79fhOllQ1U1zbg87Ud52UGg01tXWzhdIQ/XjaNZFfzwfhkl50//f43PdQiTW8k3pGAB4DrIWotu1go4EMRmS8iF4WtHxBWcroEiBh3ISIXicg8EZlXXl4e8QKRLCKnw87JR+6Jy9ncByXZ5eCKsw5tWg4fpH3xne+a8hCF8Pr8fPj1EjxeXzPrQkSYcdGeXPHrkRTmJJOflcT5Bwzjxcv3IcluNA302g1486MfIzrsmYZgRDFZTNeO+Cp3eQn7nnIHww+/kYKDr+OPD82KKkhC82DSnua84/fhH9ed2DT7NTA3nQdvOpXTjt6zh1um6U202TUTkWlAmVJqvogc1IFr7KeUKhKR/sBHIrJcKfVF+A5KKSWBWsCtUEo9CTwJgVmzlttjZQz8+3UnU1ldz0ff/IzTbsPj9XP+Sfvz2xMj5xaKlIw+0IZAeIRlNa/i4bSZXHbYCC47rHXtsxAikJoc2QHQZpqYDqHB7W1KSyKGSWrhSMQMKJm7YhuVi39CWYG2+Xx+nn71C7xeL3f/38mtBsIjzXSFe0+HOyfuLH57wr789oR98fst7SGtiUg8Y0T7AtNF5GjABfQTkZlKqbPiuYBSqij4f5mIvAlMBb4ASkVkoFKqWEQGAmUd+QCxErQnuRz8594LKS6vpKi0khFD+5PRL7nZPoaxI/fOEfuPZ9ZHPzbLSyQCe4wbistpx686Ns144SkH8OOyDU1ds8B5hSEDs3j5nxdx9xPv8dWPq8nKSKUsOQ8zc0eZn7r1q5pEKER9o4d/v/kNd1wxnSSXM2apnpaVNEIWYLQqGt2JFiFNNNoUIqXUTcBNAEGL6Np4RUhEUgBDKVUTfP9r4I7g5reBc4F7gv+3ez433gTtA3Mz2vSsBvjLVcfz1fxVVNc2UN/gIcllx2G38dCtZ7a3ac04/tBJfLtwLf9+/cum8JN+qUm8eP/F7DKkP0/euSNt7efLSrnllUXUe/z4LYV4W3tsQ6Bbt7WihsLBsR02owl1qIpGV/kLaTSdoV0OjWFCNE1EjgceBnKBSuAnpdQRIjIIeFopdbSI7AK8GTzcBvxXKfXX4LmygVeAocAGAtP322Ndv6VDo1IBX5x4aZkeNnQTWhZNToS19W5e/d9cflyynjHDB3L6MXuRlRHIvRNPrubI1w20c1PJdr5fuJbczDT2mzwyqoWgLEVRRR1Ou40r/vgsH369pJW/Umqyk81z7okZhxXv92M3uqZ6bSKiHRp7BwnvWR0e3hELpRQ1bh/9XIEb19airI6njQoVQueKLPqt2AGyLXHZAtbMguWbOPJ3/2w2zZ/scnDjhUdx3fmHxzxHvELUVIbnF4gWot5Bwj8H23MDzZxfhMsWuMlbltWxG9GtHbMHblSlAuI3YfQQZj9+JfvuMYKUZCe7DMnl3utP4Q/nxs6tBNGzIYbw+S1KqxpZXVLLhq0NuNujlBpNF5LQQa8QrPBpEDE+K2TtKeCtJSXkxcijE6oUGhp3Erp2IDdWuo1omEYgjm7yroW888TVTetD8WPxEK2ShtdnsXxLDX6lUAqqG3yUVLkZNyiVtKSE/1loEow+8YszDHDIjhvOUoo6j59PV22lvM7Dum31JDlMbjh4WOwT0bYVsbMIiaDTDHTpQt1GQwLWW7wiGdq/pbGzpaIBX1hfNJSPek1ZPZMKdMS7ZufSJ4QIdpSuCXrj4LcgI8mG229x/G4D2HNIOs6uiuTsAGaUtKuRCO8GhltqHbXQInU5qxoi551u9Fp4/Rb2X+rotaZH6DNCBM2tmTSnjSNG5/Roe8IxgpHtLbtotuDYlKWi+wJB57qJEsEqMiUQhRy5rZ23CWd98hN/eexdNhZvZ+zwgdx55XQOmDKq0+fV9E30Y28nIbIj3YYtmJrDae4QIpvRfBavqzHDrmcK9E93trKUBMhItmG24aPw8+ot3PLALK7526t8PndlqzzhM9/+jgtufZ6lwQKQcxev57jLH+OLeSu77PNsrajl0++WR43X0yQWCT99r+kYSilWldRTUb8jBs5lNxg3ODVmt+yxFz/nlgdn4fH5sSyLZJeDYw+ZxNN/ORsRQSlF4WE3U7a9ptWxk3ct4KuZ13W63bc9/DaPvjAHh8OG1+dnt5GDef3BS8jJbH+tNT193zvQFtEvFBFh1MAUJgxJY8SAZHYN5qYWMWj0QaMv4KMVXp26dFs1Nz/wJg1uL36/hVJQ1+DhrU9/4rMfAtZObb2b7dV1Ea+5fG1xxPXt4ZX/zeexFz+n0eOjuraRhkYvC5Zt4tyb/t3pc2t6Di1ECYZSAUdHjz/wf2cN2iSHSXaqg1SXDY9fmqVUUQTcIkJi9NHXSzHN1g5VdQ0e3vg4UC47JclBsjNyDu78vMzONRZ4aOanrTI+en1+vl6wJqIVpkkMtBAlEFbQU9ofTMbvDy7HOxsX89xRUtrCjsh9h8NGhIo/GIY0Vd8wDINrzjssYg6i2y49ptPt3F4V2dqymQZVNfWdPr+mZ9BClEBEC2CNlYEgXmI5XIaMpKP2H9+UriQcp8PGGdOmNi1ff8ERXH/Br+mX4sJuM8nJTOW+60/mxMP36HQ7j9xv11Z16wBcTgeFg7u+/JJm56AHqxOEtuLGnJ1Mhhapkkc4rqCjx0ffLOW0/3sawxAspbD8FrdfNi1iyIk/mCM8LcWJEcmU6gAlW6vZ67S7qa5poNHjwzAEp8POE38+h98cMqlpRjJe9GB170ALUYIQqT59OJ0VovAMBC1peXNX1zbw3pdLcLt9HL7PWAb1z+j4hTtAybZannjlCz77YQUFg7K57IyDmTB6SNT2xkILUe9AC1GC4PHFztPr6gLX1EgZAjqbdaCriTejQLzCrIWod9CLfmKaWBjtCBHpKKYREB6LwA1vChEHp7uC7goubjo/vSNmUBMfWogSBEOIOq3VlVphGN0/g9HSugtVxI3Pggns35YmaxFKLPSsWYJgGNGLJSZSqlevv3UXUxE5VUk02vq83WVlaboPLUQJhN0MpgAhmJNIOj9IvTNRKvrMXCgNSTyEMi1EEuaQdaVJLHTXLMEwEzi/dKxZPwiMgcVbIjsURGwnWO5J7ShoqUk8EvQnremLtCVU0ZBg/nEtQomLFiLNTqMtoUgcRxJNVxO3EImIKSILROSd4PLJIvKziFgiEtEPQ0SGiMgcEVka3PeqsG1/EpEiEfkp+Dq68x9H05sxekkaXk3voz1jRFcBy4BQQuMlwAnAEzGO8QH/p5T6UUTSgPki8pFSamlw+z+VUv9ob6M1iUko7a3HH9n6iXd8SNP3iMsiEpF84Bjg6dA6pdQypdSKWMcppYqVUj8G39cQELLBHW+uJtEJiVFLzRHaFyOm6VvE+6d/ALie2FEGMRGRQmB34Puw1ZeLyCIRmSEiEZPViMhFIjJPROaVl5d39PKaXkRIjOzBmDCHGb9Do6Zv0qYQicg0oEwpNb+jFxGRVOB14GqlVHVw9WPAcGASUAzcF+lYpdSTSqkpSqkpubk6zUNfITTTFcrZrUXol008FtG+wHQRWQ+8BBwiIjPjvYCI2AmI0AtKqTdC65VSpUopv1LKAp4CpkY7h0aj6du0KURKqZuUUvlKqULgNOBTpdRZ8ZxcRAR4BlimlLq/xbaBYYvHExj81mg0v0A6PDwoIseLyGZgb+BdEfkguH6QiLwX3G1f4GwCVlTLafq/i8hiEVkEHAz8oeMfQ6PRJDI6H5HmF43OR9Q70BOmGo2mx0koi0hEyoENQA6wtYeb014Src2J1l7oWJsLlFJ6OraHSSghCiEi8xLNnE60NidaeyEx26wJoLtmGo2mx9FCpNFoepxEFaIne7oBHSDR2pxo7YXEbLOGBB0j0mg0fYtEtYg0Gk0fotcKkYi8HOaNvV5Efgquzw4mW6sVkUdiHL9TE691QXuzROQjEVkV/D9iNoKd0ebgtptEZLWIrBCRI6Icv9OT23VBm3f696xpm16bPF8pdWrovYjcB1QFFxuB24DxwVcsdlritS5o743AJ0qpe0TkxuDyDd3UXCB6m0VkHIG4wl2BQcDHIjJKKRWp6M9OTW7XBW3e6d+zpm16rUUUIhg4ewrwIoBSqk4p9RWBG7zX0Yn2Hgs8F3z/HHBcd7WxJS3bHGzLS0opt1JqHbCaXpYdoRNt7rHvWROdXi9EwP5AqVJqVQeObTPxWjfQ0fYOUEoVB9+XAAO6tlkxadnmwcCmsO2biZ5Zsye+Y+h4m3vye9ZEoUeFSEQ+FpElEV7Hhu12Ojueeu0hrsRrvai9TajAVGaXTGcm2ncMifk9azpHj44RKaUOi7VdRGwEEvRP7sC5S8PO8xTwTrsb2Pqc3dZeoFREBiqliiWQq6msI21sSQfbXAQMCVvOD65ree4u/46D5+22NtNN37Omc/T2rtlhwHKl1Ob2Hig9k3itw+0F3gbODb4/F3iry1oVm0htfhs4TUScIjIMGAn80PLAHvqOoRNtpue+Z00slFK99gU8C1wSYf16YDtQS2AsYFxw/dPAlOD7/wCLgUUEfnwDe3l7s4FPgFXAx0BWD3/HtwBrgBXAUWHre/Q77oI298j3rF+xX9qzWqPR9Di9vWum0Wh+AWgh0mg0PY4WIo1G0+NoIdJoND2OFiKNRtPjaCHSaDQ9jhYijUbT42gh0mg0Pc7/A+QpBDOTQt3bAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### pH" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 60604.000000\n", - "mean 6.337820\n", - "std 3.210433\n", - "min -3.124705\n", - "25% 5.340000\n", - "50% 6.400000\n", - "75% 7.180000\n", - "max 715.000000\n", - "dtype: float64\n", - "Unusable results: 13\n", - "Usable results with inferred units: 215\n", - "Results outside threshold (0.0 to 25.600420455656923): 12\n" - ] - }, - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "26 7.78 None NaN \n", - "50 7.9 None NaN \n", - "57 7.69 None NaN \n", - "58 6.16 None NaN \n", - "61 7.4 None NaN \n", - "... ... ... ... \n", - "295755 6.2 std units NaN \n", - "295757 7.4 std units NaN \n", - "295763 7.0 std units NaN \n", - "295765 5.4 std units NaN \n", - "295767 7.7 std units NaN \n", - "\n", - " pH \n", - "26 7.78 dimensionless \n", - "50 7.9 dimensionless \n", - "57 7.69 dimensionless \n", - "58 6.16 dimensionless \n", - "61 7.4 dimensionless \n", - "... ... \n", - "295755 6.2 dimensionless \n", - "295757 7.4 dimensionless \n", - "295763 7.0 dimensionless \n", - "295765 5.4 dimensionless \n", - "295767 7.7 dimensionless \n", - "\n", - "[60617 rows x 4 columns]" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Salinity" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\basis.py:95: UserWarning: Mismatched ResultTemperatureBasisText: updated from 25 deg C to @25C (units)\n", - " warn('Mismatched {}'.format(flag))\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 15159.000000\n", - "mean 24.939012\n", - "std 34.944346\n", - "min 0.000000\n", - "25% 24.000000\n", - "50% 30.600000\n", - "75% 31.600000\n", - "max 4003.482834\n", - "dtype: float64\n", - "Unusable results: 217\n", - "Usable results with inferred units: 1\n", - "Results outside threshold (0.0 to 234.60508901267156): 2\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Salinity\n", - "# Note: this has some weird units ('deg C') that may cause issue unless ignored\n", - "df = harmonize.harmonize_generic(df, 'Salinity', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
1432.43pptNaN32.43 Practical_Salinity_Units
2133.3ppthNaN33.3 Practical_Salinity_Units
2731.81pptNaN31.81 Practical_Salinity_Units
4430.77pptNaN30.77 Practical_Salinity_Units
4832.7ppthNaN32.7 Practical_Salinity_Units
...............
29033432.0ppthNaN32.0 Practical_Salinity_Units
29033530.0ppthNaN30.0 Practical_Salinity_Units
2903367.5ppthNaN7.5 Practical_Salinity_Units
29034433.5ppthNaN33.5 Practical_Salinity_Units
29034533.0ppthNaN33.0 Practical_Salinity_Units
\n", - "

15376 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "14 32.43 ppt NaN \n", - "21 33.3 ppth NaN \n", - "27 31.81 ppt NaN \n", - "44 30.77 ppt NaN \n", - "48 32.7 ppth NaN \n", - "... ... ... ... \n", - "290334 32.0 ppth NaN \n", - "290335 30.0 ppth NaN \n", - "290336 7.5 ppth NaN \n", - "290344 33.5 ppth NaN \n", - "290345 33.0 ppth NaN \n", - "\n", - " Salinity \n", - "14 32.43 Practical_Salinity_Units \n", - "21 33.3 Practical_Salinity_Units \n", - "27 31.81 Practical_Salinity_Units \n", - "44 30.77 Practical_Salinity_Units \n", - "48 32.7 Practical_Salinity_Units \n", - "... ... \n", - "290334 32.0 Practical_Salinity_Units \n", - "290335 30.0 Practical_Salinity_Units \n", - "290336 7.5 Practical_Salinity_Units \n", - "290344 33.5 Practical_Salinity_Units \n", - "290345 33.0 Practical_Salinity_Units \n", - "\n", - "[15376 rows x 4 columns]" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", - "df.loc[df['CharacteristicName']=='Salinity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Nitrogen" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppm' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\numpy\\core\\_asarray.py:102: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " return array(a, dtype, copy=False, order=order)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 2111.000000\n", - "mean 1.507030\n", - "std 4.315574\n", - "min 0.000800\n", - "25% 0.087000\n", - "50% 0.263668\n", - "75% 1.030000\n", - "max 30.080000\n", - "dtype: float64\n", - "Unusable results: 137\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 27.400476241602878): 2\n" - ] - }, - { - "data": { - "image/png": "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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Note Nitrogen value as '%' is in there for Cape, but weird\n", - "# Nitrogen had a problem with one of the units that is unexepected\n", - "df = harmonize.harmonize_generic(df, 'Nitrogen', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
6460.926976mg/lNaN0.926976 milligram / liter
7411.571196mg/lNaN1.571196 milligram / liter
7470.816144mg/lNaN0.816144 milligram / liter
10040.848832mg/lNaN0.848832 milligram / liter
10510.770448mg/lNaN0.770448 milligram / liter
...............
2956830.034mg/lNaN0.034 milligram / liter
2956990.075mg/lNaN0.075 milligram / liter
2957330.059mg/lNaN0.059 milligram / liter
2957420.144mg/lNaN0.144 milligram / liter
2957590.056mg/lNaN0.056 milligram / liter
\n", - "

2248 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "646 0.926976 mg/l NaN \n", - "741 1.571196 mg/l NaN \n", - "747 0.816144 mg/l NaN \n", - "1004 0.848832 mg/l NaN \n", - "1051 0.770448 mg/l NaN \n", - "... ... ... ... \n", - "295683 0.034 mg/l NaN \n", - "295699 0.075 mg/l NaN \n", - "295733 0.059 mg/l NaN \n", - "295742 0.144 mg/l NaN \n", - "295759 0.056 mg/l NaN \n", - "\n", - " Nitrogen \n", - "646 0.926976 milligram / liter \n", - "741 1.571196 milligram / liter \n", - "747 0.816144 milligram / liter \n", - "1004 0.848832 milligram / liter \n", - "1051 0.770448 milligram / liter \n", - "... ... \n", - "295683 0.034 milligram / liter \n", - "295699 0.075 milligram / liter \n", - "295733 0.059 milligram / liter \n", - "295742 0.144 milligram / liter \n", - "295759 0.056 milligram / liter \n", - "\n", - "[2248 rows x 4 columns]" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", - "df.loc[df['CharacteristicName']=='Nitrogen', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Conductivity" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 1634.000000\n", - "mean 1177.938719\n", - "std 3742.953777\n", - "min 0.000000\n", - "25% 326.000000\n", - "50% 451.000000\n", - "75% 595.000000\n", - "max 39960.000000\n", - "dtype: float64\n", - "Unusable results: 19\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 23635.661383588707): 19\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Conductivity', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
18349uS/cmNaN349.0 microsiemens / centimeter
228countNaNNaN
33443uS/cmNaN443.0 microsiemens / centimeter
4167.11703531uS/cmNaN67.11703531 microsiemens / centimeter
68590uS/cmNaN590.0 microsiemens / centimeter
...............
168206621uS/cmNaN621.0 microsiemens / centimeter
168514426uS/cmNaN426.0 microsiemens / centimeter
1685624uS/cmNaN4.0 microsiemens / centimeter
168650673uS/cmNaN673.0 microsiemens / centimeter
168768639uS/cmNaN639.0 microsiemens / centimeter
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1653 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "18 349 uS/cm NaN \n", - "22 8 count NaN \n", - "33 443 uS/cm NaN \n", - "41 67.11703531 uS/cm NaN \n", - "68 590 uS/cm NaN \n", - "... ... ... ... \n", - "168206 621 uS/cm NaN \n", - "168514 426 uS/cm NaN \n", - "168562 4 uS/cm NaN \n", - "168650 673 uS/cm NaN \n", - "168768 639 uS/cm NaN \n", - "\n", - " Conductivity \n", - "18 349.0 microsiemens / centimeter \n", - "22 NaN \n", - "33 443.0 microsiemens / centimeter \n", - "41 67.11703531 microsiemens / centimeter \n", - "68 590.0 microsiemens / centimeter \n", - "... ... \n", - "168206 621.0 microsiemens / centimeter \n", - "168514 426.0 microsiemens / centimeter \n", - "168562 4.0 microsiemens / centimeter \n", - "168650 673.0 microsiemens / centimeter \n", - "168768 639.0 microsiemens / centimeter \n", - "\n", - "[1653 rows x 4 columns]" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", - "df.loc[df['CharacteristicName']=='Conductivity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Chlorophyll a" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppb' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ug/m3' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 3784.000000\n", - "mean 0.640163\n", - "std 3.439104\n", - "min -0.002400\n", - "25% 0.001680\n", - "50% 0.005193\n", - "75% 0.020800\n", - "max 92.900000\n", - "dtype: float64\n", - "Unusable results: 130\n", - "Usable results with inferred units: 9\n", - "Results outside threshold (0.0 to 21.274788467172712): 29\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Chlorophyll a', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
24.0mg/m3NaN0.004000000000000001 milligram / liter
1875.50ug/lNaN0.0055 milligram / liter
3449.48ug/lNaN0.00948 milligram / liter
5853.0mg/m3NaN0.003000000000000001 milligram / liter
765NaNmg/m3ResultMeasureValue: missing (NaN) resultNaN
...............
2956232.7ug/lNaN0.0027 milligram / liter
2956322.3ug/lNaN0.0023 milligram / liter
2956532.2ug/lNaN0.0022 milligram / liter
2957398.3ug/lNaN0.0083 milligram / liter
2957702.5ug/lNaN0.0025 milligram / liter
\n", - "

3914 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "2 4.0 mg/m3 \n", - "187 5.50 ug/l \n", - "344 9.48 ug/l \n", - "585 3.0 mg/m3 \n", - "765 NaN mg/m3 \n", - "... ... ... \n", - "295623 2.7 ug/l \n", - "295632 2.3 ug/l \n", - "295653 2.2 ug/l \n", - "295739 8.3 ug/l \n", - "295770 2.5 ug/l \n", - "\n", - " QA_flag \\\n", - "2 NaN \n", - "187 NaN \n", - "344 NaN \n", - "585 NaN \n", - "765 ResultMeasureValue: missing (NaN) result \n", - "... ... \n", - "295623 NaN \n", - "295632 NaN \n", - "295653 NaN \n", - "295739 NaN \n", - "295770 NaN \n", - "\n", - " Chlorophyll \n", - "2 0.004000000000000001 milligram / liter \n", - "187 0.0055 milligram / liter \n", - "344 0.00948 milligram / liter \n", - "585 0.003000000000000001 milligram / liter \n", - "765 NaN \n", - "... ... \n", - "295623 0.0027 milligram / liter \n", - "295632 0.0023 milligram / liter \n", - "295653 0.0022 milligram / liter \n", - "295739 0.0083 milligram / liter \n", - "295770 0.0025 milligram / liter \n", - "\n", - "[3914 rows x 4 columns]" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", - "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Organic Carbon" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 5539.000000\n", - "mean 5626.935262\n", - "std 37411.246687\n", - "min -90000.000000\n", - "25% 1.400000\n", - "50% 4.880000\n", - "75% 8.875000\n", - "max 530000.000000\n", - "dtype: float64\n", - "Unusable results: 63\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 230094.4153863919): 39\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Organic carbon (%)\n", - "df = harmonize.harmonize_generic(df, 'Organic carbon', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
8167.05mg/lNaN7.05 milligram / liter
9287.57mg/lNaN7.57 milligram / liter
9583.5mg/lNaN3.5 milligram / liter
24823.8mg/lNaN3.8 milligram / liter
32003.7mg/lNaN3.7 milligram / liter
...............
2956742.92mg/lNaN2.92 milligram / liter
2956826.47mg/lNaN6.47 milligram / liter
2956985.14mg/lNaN5.14 milligram / liter
2957323.62mg/lNaN3.62 milligram / liter
2957583.56mg/lNaN3.56 milligram / liter
\n", - "

5602 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "816 7.05 mg/l NaN \n", - "928 7.57 mg/l NaN \n", - "958 3.5 mg/l NaN \n", - "2482 3.8 mg/l NaN \n", - "3200 3.7 mg/l NaN \n", - "... ... ... ... \n", - "295674 2.92 mg/l NaN \n", - "295682 6.47 mg/l NaN \n", - "295698 5.14 mg/l NaN \n", - "295732 3.62 mg/l NaN \n", - "295758 3.56 mg/l NaN \n", - "\n", - " Carbon \n", - "816 7.05 milligram / liter \n", - "928 7.57 milligram / liter \n", - "958 3.5 milligram / liter \n", - "2482 3.8 milligram / liter \n", - "3200 3.7 milligram / liter \n", - "... ... \n", - "295674 2.92 milligram / liter \n", - "295682 6.47 milligram / liter \n", - "295698 5.14 milligram / liter \n", - "295732 3.62 milligram / liter \n", - "295758 3.56 milligram / liter \n", - "\n", - "[5602 rows x 4 columns]" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", - "df.loc[df['CharacteristicName']=='Organic carbon', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Turbidity (NTU)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [], - "source": [ - "# Bad units include 'm' and 'count'\n", - "#df_turb = df[df['CharacteristicName']=='Turbidity']" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:929: UserWarning: Bad Turbidity unit: count\n", - " warn('Bad Turbidity unit: {}'.format(unit))\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 14417.000000\n", - "mean 31.897885\n", - "std 108.621859\n", - "min -2.000000\n", - "25% 1.300000\n", - "50% 2.700000\n", - "75% 8.700000\n", - "max 4100.000000\n", - "dtype: float64\n", - "Unusable results: 438\n", - "Usable results with inferred units: 275\n", - "Results outside threshold (0.0 to 683.6290395954895): 99\n" - ] - }, - { - "data": { - "image/png": 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51.3NTUNaN1.3 Nephelometric_Turbidity_Units
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201.5NTUNaN1.5 Nephelometric_Turbidity_Units
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...............
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24974739.0%NaN390.0 gram / kilogram
25013833.0%NaN330.0 gram / kilogram
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4741 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "249747 39.0 % NaN \n", - "250138 33.0 % NaN \n", - "262102 0.012 g NaN \n", - "262103 0.0037 g NaN \n", - "262104 0.0048 g NaN \n", - "... ... ... ... \n", - "294770 12.5701 g NaN \n", - "294771 4.7241 g NaN \n", - "294870 0.0207 g NaN \n", - "294882 0.0174 g NaN \n", - "294924 0.0153 g NaN \n", - "\n", - " Sediment \n", - "249747 390.0 gram / kilogram \n", - "250138 330.0 gram / kilogram \n", - "262102 NaN \n", - "262103 NaN \n", - "262104 NaN \n", - "... ... \n", - "294770 NaN \n", - "294771 NaN \n", - "294870 NaN \n", - "294882 NaN \n", - "294924 NaN \n", - "\n", - "[4741 rows x 4 columns]" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.loc[df['CharacteristicName']=='Sediment', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Phosphorus" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: must be merged w/ activities (package runs query by site if not already merged)" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:154: UserWarning: WARNING: 'ppm' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\numpy\\core\\_asarray.py:102: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " return array(a, dtype, copy=False, order=order)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Non-filterable_Phosphorus\" column for Non-filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Unfiltered_Phosphorus\" column for Unfiltered, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Total_Recoverable_Phosphorus\" column for Total Recoverable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Filtered,_lab_Phosphorus\" column for Filtered, lab, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Suspended_Phosphorus\" column for Suspended, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Bed_Sediment_Phosphorus\" column for Bed Sediment, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"None_Phosphorus\" column for None, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Non-Filterable_(Particle)_Phosphorus\" column for Non-Filterable (Particle), may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"__Phosphorus\" column for , may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Comb_Available_Phosphorus\" column for Comb Available, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Unfiltered,_field_Phosphorus\" column for Unfiltered, field, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:432: UserWarning: Warning: \"Filterable_Phosphorus\" column for Filterable, may be error\n", - " warn('Warning: ' + prob)\n" - ] - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Phosphorus')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: the warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['Escherichia coli',\n", - " 'Depth, Secchi disk depth',\n", - " 'Nitrogen',\n", - " 'Sediment',\n", - " 'Conductivity',\n", - " 'Turbidity',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Phosphorus',\n", - " 'Temperature, water',\n", - " 'pH',\n", - " 'Salinity',\n", - " 'Organic carbon',\n", - " 'Fecal Coliform',\n", - " 'Chlorophyll a']" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# len(df[df['CharacteristicName']=='Phosphorus'])\n", - "list(set(df['CharacteristicName']))" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [], - "source": [ - "# Total dissolved phosphorus\n", - "#df.loc[df['TDP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']]" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [], - "source": [ - "# Total phosphorus\n", - "#df.loc[df['TP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TP_Phosphorus']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Bacteria" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Fecal Coliform" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 6.442000e+03\n", - "mean 5.282978e+03\n", - "std 1.456090e+05\n", - "min 0.000000e+00\n", - "25% 1.725000e+01\n", - "50% 7.700000e+01\n", - "75% 3.400000e+02\n", - "max 9.300000e+06\n", - "dtype: float64\n", - "Unusable results: 1142\n", - "Usable results with inferred units: 1\n", - "Results outside threshold (0.0 to 878936.8168145075): 6\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Fecal Coliform', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
8153710cfu/100mlNaN710.0 Colony_Forming_Units / milliliter
836030cfu/100mlNaN30.0 Colony_Forming_Units / milliliter
9212830cfu/100mlNaN830.0 Colony_Forming_Units / milliliter
950430#/100mlNaN30.0 Colony_Forming_Units / milliliter
975360#/100mlNaN60.0 Colony_Forming_Units / milliliter
...............
2896852400.0cfu/100mlNaN2400.0 Colony_Forming_Units / milliliter
289687230.0cfu/100mlNaN230.0 Colony_Forming_Units / milliliter
28969230.0cfu/100mlNaN30.0 Colony_Forming_Units / milliliter
289696NaNcfu/100mlResultMeasureValue: missing (NaN) resultNaN
2903951.0cfu/100mlNaN1.0 Colony_Forming_Units / milliliter
\n", - "

7584 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "8153 710 cfu/100ml \n", - "8360 30 cfu/100ml \n", - "9212 830 cfu/100ml \n", - "9504 30 #/100ml \n", - "9753 60 #/100ml \n", - "... ... ... \n", - "289685 2400.0 cfu/100ml \n", - "289687 230.0 cfu/100ml \n", - "289692 30.0 cfu/100ml \n", - "289696 NaN cfu/100ml \n", - "290395 1.0 cfu/100ml \n", - "\n", - " QA_flag \\\n", - "8153 NaN \n", - "8360 NaN \n", - "9212 NaN \n", - "9504 NaN \n", - "9753 NaN \n", - "... ... \n", - "289685 NaN \n", - "289687 NaN \n", - "289692 NaN \n", - "289696 ResultMeasureValue: missing (NaN) result \n", - "290395 NaN \n", - "\n", - " Fecal_Coliform \n", - "8153 710.0 Colony_Forming_Units / milliliter \n", - "8360 30.0 Colony_Forming_Units / milliliter \n", - "9212 830.0 Colony_Forming_Units / milliliter \n", - "9504 30.0 Colony_Forming_Units / milliliter \n", - "9753 60.0 Colony_Forming_Units / milliliter \n", - "... ... \n", - "289685 2400.0 Colony_Forming_Units / milliliter \n", - "289687 230.0 Colony_Forming_Units / milliliter \n", - "289692 30.0 Colony_Forming_Units / milliliter \n", - "289696 NaN \n", - "290395 1.0 Colony_Forming_Units / milliliter \n", - "\n", - "[7584 rows x 4 columns]" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", - "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Excherichia Coli" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 16668.000000\n", - "mean 546.769137\n", - "std 3505.998128\n", - "min 0.000000\n", - "25% 22.275000\n", - "50% 82.000000\n", - "75% 240.000000\n", - "max 173290.000000\n", - "dtype: float64\n", - "Unusable results: 1945\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 21582.757902736354): 55\n" - ] - }, - { - "data": { - "image/png": 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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
496MPN/100mlNaN96.0 Colony_Forming_Units / milliliter
1324200MPN/100mlNaN24200.0 Colony_Forming_Units / milliliter
16110MPN/100mlNaN110.0 Colony_Forming_Units / milliliter
1952MPN/100mlNaN52.0 Colony_Forming_Units / milliliter
2352MPN/100mlNaN52.0 Colony_Forming_Units / milliliter
...............
29570046.0MPN/100 mlNaN46.0 Colony_Forming_Units / milliliter
29572625.0MPN/100 mlNaN25.0 Colony_Forming_Units / milliliter
29573417.0MPN/100 mlNaN17.0 Colony_Forming_Units / milliliter
29576012.0MPN/100 mlNaN12.0 Colony_Forming_Units / milliliter
29576833.0MPN/100 mlNaN33.0 Colony_Forming_Units / milliliter
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18613 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "4 96 MPN/100ml NaN \n", - "13 24200 MPN/100ml NaN \n", - "16 110 MPN/100ml NaN \n", - "19 52 MPN/100ml NaN \n", - "23 52 MPN/100ml NaN \n", - "... ... ... ... \n", - "295700 46.0 MPN/100 ml NaN \n", - "295726 25.0 MPN/100 ml NaN \n", - "295734 17.0 MPN/100 ml NaN \n", - "295760 12.0 MPN/100 ml NaN \n", - "295768 33.0 MPN/100 ml NaN \n", - "\n", - " E_coli \n", - "4 96.0 Colony_Forming_Units / milliliter \n", - "13 24200.0 Colony_Forming_Units / milliliter \n", - "16 110.0 Colony_Forming_Units / milliliter \n", - "19 52.0 Colony_Forming_Units / milliliter \n", - "23 52.0 Colony_Forming_Units / milliliter \n", - "... ... \n", - "295700 46.0 Colony_Forming_Units / milliliter \n", - "295726 25.0 Colony_Forming_Units / milliliter \n", - "295734 17.0 Colony_Forming_Units / milliliter \n", - "295760 12.0 Colony_Forming_Units / milliliter \n", - "295768 33.0 Colony_Forming_Units / milliliter \n", - "\n", - "[18613 rows x 4 columns]" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", - "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Combining Salinity and Conductivity" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Range: 0.0 to 4003.4828342857154\n", - "Results: 15159 \n", - "Mean: 24.939012230305146 PSU\n" - ] - } - ], - "source": [ - "# First note initial Salinity info\n", - "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", - "q_sum = sum(lst)\n", - "print('Range: {} to {}'.format(min(lst), max(lst)))\n", - "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [], - "source": [ - "# Create series for Conductivity values\n", - "cond_series = df['Conductivity'].dropna()\n", - "# Coerce quantity values to str (wrapper doesn't recognize quantity as it should)\n", - "cond_series = cond_series.astype(str)\n", - "# Convert values to PSU\n", - "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
1432.43pptNaN32.43 Practical_Salinity_Units
18349uS/cmNaN0.168 dimensionless
2133.3ppthNaN33.3 Practical_Salinity_Units
2731.81pptNaN31.81 Practical_Salinity_Units
33443uS/cmNaN0.214 dimensionless
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29033432.0ppthNaN32.0 Practical_Salinity_Units
29033530.0ppthNaN30.0 Practical_Salinity_Units
2903367.5ppthNaN7.5 Practical_Salinity_Units
29034433.5ppthNaN33.5 Practical_Salinity_Units
29034533.0ppthNaN33.0 Practical_Salinity_Units
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16793 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "14 32.43 ppt NaN \n", - "18 349 uS/cm NaN \n", - "21 33.3 ppth NaN \n", - "27 31.81 ppt NaN \n", - "33 443 uS/cm NaN \n", - "... ... ... ... \n", - "290334 32.0 ppth NaN \n", - "290335 30.0 ppth NaN \n", - "290336 7.5 ppth NaN \n", - "290344 33.5 ppth NaN \n", - "290345 33.0 ppth NaN \n", - "\n", - " Salinity \n", - "14 32.43 Practical_Salinity_Units \n", - "18 0.168 dimensionless \n", - "21 33.3 Practical_Salinity_Units \n", - "27 31.81 Practical_Salinity_Units \n", - "33 0.214 dimensionless \n", - "... ... \n", - "290334 32.0 Practical_Salinity_Units \n", - "290335 30.0 Practical_Salinity_Units \n", - "290336 7.5 Practical_Salinity_Units \n", - "290344 33.5 Practical_Salinity_Units \n", - "290345 33.0 Practical_Salinity_Units \n", - "\n", - "[16793 rows x 4 columns]" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.loc[df['Salinity'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']]" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Range: 0.0 to 4003.4828342857154\n", - "Results: 16793 \n", - "Mean: 22.575746406192792 PSU\n" - ] - } - ], - "source": [ - "# Now note updated values\n", - "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", - "q_sum = sum(lst)\n", - "print('Range: {} to {}'.format(min(lst), max(lst)))\n", - "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [], - "source": [ - "# Better to do after transposing so it doesn't generate duplicates?\n", - "# Start with two field 'Salinity' and 'Conductivity' that have already been harmonized\n", - "# Move the data from the Conductivity field to the salinity field\n", - "\n", - "#Notes:\n", - "#df[df['Conductivity'].notna(), 'Salinity'] = df[df['Conductivity'].notna()].apply(harmonize_WQP.conductivity_to_PSU)\n", - "#df['Conductivity'].dropna().equals(df[df['Conductivity'].notna()]['Conductivity'])" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [], - "source": [ - "# Threshholds and reports\n", - "#e.g. PSU 0-42" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Datetime" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "datetime() formats time using dataretrieval and ActivityStart" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCode
02013-08-0911:14:33EST
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22013-07-3014:20:00EDT
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42013-12-1707:40:00EST
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" - ], - "text/plain": [ - " ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode\n", - "0 2013-08-09 11:14:33 EST\n", - "1 2013-07-15 12:17:00 EDT\n", - "2 2013-07-30 14:20:00 EDT\n", - "3 2013-06-30 12:00:00 EDT\n", - "4 2013-12-17 07:40:00 EST\n", - "... ... ... ...\n", - "295766 2022-05-05 12:15:00 EDT\n", - "295767 2022-05-05 12:15:00 EDT\n", - "295768 2022-05-05 12:15:00 EDT\n", - "295769 2022-05-05 12:15:00 EDT\n", - "295770 2022-05-05 12:15:00 EDT\n", - "\n", - "[295771 rows x 3 columns]" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First inspect the existing unformated fields\n", - "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", - "df[cols]" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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StartDateActivity_datetime
02013-08-092013-08-09 16:14:33+00:00
12013-07-152013-07-15 16:17:00+00:00
22013-07-302013-07-30 18:20:00+00:00
32013-06-302013-06-30 16:00:00+00:00
42013-12-172013-12-17 12:40:00+00:00
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" - ], - "text/plain": [ - " StartDate Activity_datetime\n", - "0 2013-08-09 2013-08-09 16:14:33+00:00\n", - "1 2013-07-15 2013-07-15 16:17:00+00:00\n", - "2 2013-07-30 2013-07-30 18:20:00+00:00\n", - "3 2013-06-30 2013-06-30 16:00:00+00:00\n", - "4 2013-12-17 2013-12-17 12:40:00+00:00\n", - "... ... ...\n", - "295766 2022-05-05 2022-05-05 16:15:00+00:00\n", - "295767 2022-05-05 2022-05-05 16:15:00+00:00\n", - "295768 2022-05-05 2022-05-05 16:15:00+00:00\n", - "295769 2022-05-05 2022-05-05 16:15:00+00:00\n", - "295770 2022-05-05 2022-05-05 16:15:00+00:00\n", - "\n", - "[295771 rows x 2 columns]" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Note the input columns are dropped (rename the result to preserve these columns)\n", - "df = clean.datetime(df)\n", - "df[['StartDate', 'Activity_datetime']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a startDate column is used to preserve date only." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Depth" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "data": { - "text/plain": [ - "8859 4.0\n", - "13473 10.0\n", - "13901 3.8\n", - "13932 2.0\n", - "13948 0.5\n", - " ... \n", - "113753 2.0\n", - "114077 32.0\n", - "114835 17.0\n", - "116432 2.0\n", - "116611 2.0\n", - "Name: ResultDepthHeightMeasure/MeasureValue, Length: 611, dtype: float64" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Depth of sample (default units='meter')\n", - "df = clean.harmonize_depth(df)\n", - "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", - "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Data are often lacking sample depth metadata, even this small number including depth is good" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Characteristic to Column (long to wide format)" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionTextMethodSpecificationNameCharacteristicNameResultSampleFractionText...QA_TDP_PhosphorusQA_Other_PhosphorusQA_Unfiltered_PhosphorusQA_Bed_Sediment_PhosphorusQA_TemperatureQA_pHQA_SalinityQA_CarbonQA_Fecal_ColiformQA_Chlorophyll
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111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.95711NPSWRD_WQX-CACO_HX23_1STORET-920925644NaNNaNNaNTemperature, waterTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-5142MASSDEP-W2173STORET-762955917NaNNaNNaNChlorophyll aNone...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC02CRWA-609SSTORET-872379847NaNNaNNoneEscherichia coliTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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295766USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268772NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295767USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268782NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295768USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268789NaNNaNNaNEscherichia coliNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
295769USGS-MAUSGS Massachusetts Water Science Centernwisma.01.02201090USGS-01096548NWIS-123268791NaNNaNNaNTurbidityTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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285538 rows × 116 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 CRWA \n", - "1 11NPSWRD_WQX \n", - "2 MASSDEP \n", - "3 IRWA \n", - "4 CRWA \n", - "... ... \n", - "295766 USGS-MA \n", - "295767 USGS-MA \n", - "295768 USGS-MA \n", - "295769 USGS-MA \n", - "295770 USGS-MA \n", - "\n", - " OrganizationFormalName \\\n", - "0 Charles River Watershed Association (Massachus... \n", - "1 National Park Service Water Resources Division \n", - "2 Massachusetts Department of Environmental Prot... \n", - "3 Ipswich River Watershed Association (Volunteer) \n", - "4 Charles River Watershed Association (Massachus... \n", - "... ... \n", - "295766 USGS Massachusetts Water Science Center \n", - "295767 USGS Massachusetts Water Science Center \n", - "295768 USGS Massachusetts Water Science Center \n", - "295769 USGS Massachusetts Water Science Center \n", - "295770 USGS Massachusetts Water Science Center \n", - "\n", - " ActivityIdentifier \\\n", - "0 CRWA-CYN20130809ROBTemp01 \n", - "1 11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.957 \n", - "2 MASSDEP-LB-5142 \n", - "3 IRWA-HB:20130630120000:FM \n", - "4 CRWA-VMM20131217609SEC02 \n", - "... ... \n", - "295766 nwisma.01.02201090 \n", - "295767 nwisma.01.02201090 \n", - "295768 nwisma.01.02201090 \n", - "295769 nwisma.01.02201090 \n", - "295770 nwisma.01.02201090 \n", - "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 CRWA-ROB STORET-591631481 1.308091e+11 \n", - "1 11NPSWRD_WQX-CACO_HX23_1 STORET-920925644 NaN \n", - "2 MASSDEP-W2173 STORET-762955917 NaN \n", - "3 IRWA-HB STORET-853064665 NaN \n", - "4 CRWA-609S STORET-872379847 NaN \n", - "... ... ... ... \n", - "295766 USGS-01096548 NWIS-123268772 NaN \n", - "295767 USGS-01096548 NWIS-123268782 NaN \n", - "295768 USGS-01096548 NWIS-123268789 NaN \n", - "295769 USGS-01096548 NWIS-123268791 NaN \n", - "295770 USGS-01096548 NWIS-123268792 NaN \n", - "\n", - " ResultDetectionConditionText MethodSpecificationName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN None \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " CharacteristicName ResultSampleFractionText ... QA_TDP_Phosphorus \\\n", - "0 Temperature, water NaN ... NaN \n", - "1 Temperature, water Total ... NaN \n", - "2 Chlorophyll a None ... NaN \n", - "3 Dissolved oxygen (DO) NaN ... NaN \n", - "4 Escherichia coli Total ... NaN \n", - "... ... ... ... ... \n", - "295766 Temperature, water NaN ... NaN \n", - "295767 pH Total ... NaN \n", - "295768 Escherichia coli NaN ... NaN \n", - "295769 Turbidity Total ... NaN \n", - "295770 Chlorophyll a NaN ... NaN \n", - "\n", - " QA_Other_Phosphorus QA_Unfiltered_Phosphorus \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - " QA_Bed_Sediment_Phosphorus QA_Temperature QA_pH QA_Salinity QA_Carbon \\\n", - "0 NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN \n", - "... ... ... ... ... ... \n", - "295766 NaN NaN NaN NaN NaN \n", - "295767 NaN NaN NaN NaN NaN \n", - "295768 NaN NaN NaN NaN NaN \n", - "295769 NaN NaN NaN NaN NaN \n", - "295770 NaN NaN NaN NaN NaN \n", - "\n", - " QA_Fecal_Coliform QA_Chlorophyll \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "295766 NaN NaN \n", - "295767 NaN NaN \n", - "295768 NaN NaN \n", - "295769 NaN NaN \n", - "295770 NaN NaN \n", - "\n", - "[285538 rows x 116 columns]" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df2 = wrangle.split_col(df)\n", - "df2" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "17 new columns\n" - ] - } - ], - "source": [ - "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", - "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10233 fewer rows\n" - ] - } - ], - "source": [ - "# Note: there are fewer rows because NAN results are also dropped in this step\n", - "print('{} fewer rows'.format(len(df)-len(df2)))" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", - "Index: []" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", - "df2.loc[df2['QA_Carbon'].notna(), cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [], - "source": [ - "# split table into main and characteristics tables\n", - "main_df, chars_df = wrangle.split_table(df2)" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", - " 'ActivityIdentifier', 'MonitoringLocationIdentifier',\n", - " 'ResultIdentifier', 'ProviderName', 'Secchi', 'Temperature', 'DO', 'pH',\n", - " 'Salinity', 'Nitrogen', 'Speciation', 'Conductivity', 'Chlorophyll',\n", - " 'Carbon', 'Turbidity', 'Sediment', 'Phosphorus', 'TP_Phosphorus',\n", - " 'TDP_Phosphorus', 'Other_Phosphorus', 'Unfiltered_Phosphorus',\n", - " 'Bed_Sediment_Phosphorus', 'Fecal_Coliform', 'E_coli', 'StartDate',\n", - " 'Activity_datetime', 'Depth', 'QA_E_coli', 'QA_Secchi', 'QA_Nitrogen',\n", - " 'QA_Sediment', 'QA_Conductivity', 'QA_Turbidity', 'QA_DO',\n", - " 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus',\n", - " 'QA_Unfiltered_Phosphorus', 'QA_Bed_Sediment_Phosphorus',\n", - " 'QA_Temperature', 'QA_pH', 'QA_Salinity', 'QA_Carbon',\n", - " 'QA_Fecal_Coliform', 'QA_Chlorophyll'],\n", - " dtype='object')" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns still in main table\n", - "main_df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierResultIdentifierProviderNameSecchiTemperatureDOpH...QA_TDP_PhosphorusQA_Other_PhosphorusQA_Unfiltered_PhosphorusQA_Bed_Sediment_PhosphorusQA_TemperatureQA_pHQA_SalinityQA_CarbonQA_Fecal_ColiformQA_Chlorophyll
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp01CRWA-ROBSTORET-591631481STORETNaN23.01 degree_CelsiusNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.95711NPSWRD_WQX-CACO_HX23_1STORET-920925644STORETNaN26.1 degree_CelsiusNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-5142MASSDEP-W2173STORET-762955917STORETNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FMIRWA-HBSTORET-853064665STORETNaNNaN4.6 milligram / literNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC02CRWA-609SSTORET-872379847STORETNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 47 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 CRWA Charles River Watershed Association (Massachus... \n", - "1 11NPSWRD_WQX National Park Service Water Resources Division \n", - "2 MASSDEP Massachusetts Department of Environmental Prot... \n", - "3 IRWA Ipswich River Watershed Association (Volunteer) \n", - "4 CRWA Charles River Watershed Association (Massachus... \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier \\\n", - "0 CRWA-CYN20130809ROBTemp01 CRWA-ROB \n", - "1 11NPSWRD_WQX-CACO_HX23_1_7/15/2013_NFW_0.957 11NPSWRD_WQX-CACO_HX23_1 \n", - "2 MASSDEP-LB-5142 MASSDEP-W2173 \n", - "3 IRWA-HB:20130630120000:FM IRWA-HB \n", - "4 CRWA-VMM20131217609SEC02 CRWA-609S \n", - "\n", - " ResultIdentifier ProviderName Secchi Temperature \\\n", - "0 STORET-591631481 STORET NaN 23.01 degree_Celsius \n", - "1 STORET-920925644 STORET NaN 26.1 degree_Celsius \n", - "2 STORET-762955917 STORET NaN NaN \n", - "3 STORET-853064665 STORET NaN NaN \n", - "4 STORET-872379847 STORET NaN NaN \n", - "\n", - " DO pH ... QA_TDP_Phosphorus QA_Other_Phosphorus \\\n", - "0 NaN NaN ... NaN NaN \n", - "1 NaN NaN ... NaN NaN \n", - "2 NaN NaN ... NaN NaN \n", - "3 4.6 milligram / liter NaN ... NaN NaN \n", - "4 NaN NaN ... NaN NaN \n", - "\n", - " QA_Unfiltered_Phosphorus QA_Bed_Sediment_Phosphorus QA_Temperature QA_pH \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "\n", - " QA_Salinity QA_Carbon QA_Fecal_Coliform QA_Chlorophyll \n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "\n", - "[5 rows x 47 columns]" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at main table results (first 5)\n", - "main_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['QA_E_coli',\n", - " 'QA_Sediment',\n", - " 'QA_Conductivity',\n", - " 'QA_DO',\n", - " 'QA_Unfiltered_Phosphorus',\n", - " 'QA_Carbon']" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Empty columns that could be dropped (Mostly QA columns)\n", - "cols = list(main_df.columns)\n", - "x = main_df.dropna(axis=1, how='all')\n", - "[col for col in cols if col not in x.columns]" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - } - ], - "metadata": { - "esriNotebookRuntime": { - "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", - "notebookRuntimeVersion": "5.0" - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.11" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/demos/Harmonize_CapeCod_Detailed.ipynb b/demos/Harmonize_CapeCod_Detailed.ipynb new file mode 100644 index 0000000..0e629f4 --- /dev/null +++ b/demos/Harmonize_CapeCod_Detailed.ipynb @@ -0,0 +1,8412 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cape Cod - Detailed step-by-step" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardize, clean and wrangle Water Quality Portal data in Cape Cod into more analytic-ready formats using the harmonize_wq package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Detailed step-by-step workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example workflow takes a deeper dive into some of the expanded functionality to examine results for different water quality parameters in Cape Cod" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Install and import the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp\n", + "from harmonize_wq import wrangle\n", + "from harmonize_wq import location\n", + "from harmonize_wq import harmonize\n", + "from harmonize_wq import visualize\n", + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Download location data using dataretrieval" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rV6/m8ccfx+FwkJaWxoMPPshDDz00kM0/62wvbuDcjKE9aQIQHqwm/HhNFYC5o6P4Mq+KiOPHpqWE8dWBan4wLZG8ChPnpAZ+/aMw8oh8hmexLYX1nDfEZ5A7s6+8mQOVZn7z8X4kCUKD1MzOiOCF6ycDiNtloUdEPkMBGJ7pr7xeiZ3HGnF5JKpMdmZnRPLgxaPJitWzIb+WP39dwMj48y2caaJU6FnE1OJif6UJt1fCK0lE6zWD3aRek8tlONxevshr26L53HWTiAjRsCg7lgV/2kiD1YlcLsPt8aIUxaKEASSC4VkkSKMYtrfFJ0iShMXuZlJiKFdOicfh9mKxu8iICuH8UVHYXR4+zC3n832V7C4zkR4ZTHpUMOlRIcf/H0JKRBAqESiFXhJjhsKQY2pxYQxqmzG2Oz0889VhvBKMignhV2v2I5fBOanhlDe1UHFKIooTlHIZSeFBZJwWJNOjgokMGX69ZaHvevN7L3qGwpBzIhACVJntjI0zkBgWxPdH63n22kmYW10cqjLj8ng7DIZur0RxvY3iehscqvV7zKBV+gJjRlQIGVHBTE0OI9rQ8/WwwtlJBENhSPJ6Jb7YX0W1yU6MQcvMtHASw3RE6TVoVQo8Xom/flOAQasi51gjNqenR9c1293sKWtmT1kzANF6DR8tP8/vnM0FdZyXEYlcLmasRxIRDIUhp6yxBYvdzbkZkQSpFWiPZ61JCg/ynaOQy7hvQVtNZa9X4p0dpfz2kwM9zs4DcNnEOH5+yRi/3TkOt4d7/r2LyyfFs/KaCWIJzwgigqEwpDjdXoxBKr/AdzqXx0u91cHrm4uZnhrGouw4bpqVgsPt5XefHezR88wdHcUL109p1/vzeCX0WhWrc8rQqRX89vLx/Xo9wvAhgqEwpKiVctRdrI+sMrWypbCBGrOdKclhROk1/PKDvVwxKYE75qTRaHPw12+PdvkcSeE6bj83tcPbYK1SQYhWCWZ4Y8sxgtVKfr5wTL9flzD0iWAoDCvRei0/mJaIxe7C5vAQa9QyOkbP7JXfMDkplJXXTMDlkXhjSzEuT/tb5rTIYJ6+OpuZaR3v17bY3TTaThauf/HbQoI0Cn46L7PD84WzhwiGwrCikMtotDn5MLecmuMzzcX1NkbHhPBdYT23vrGD5PAgXlo2lfd3lvO/gzW+r02JCOL3SycwMTEURWeTIzIIUiuI1us5XG0hK1ZPvcWJ0+3tsscqDH9inaEw7NRbHaiVcr4vbGDr0Xq0KgXXnZPE/D9u9J3z3o9nE63XUGO289m+KppbnXx9sIZND1+EzeHusha00+2l1eXB5fESEawWkyjDmFhnKJzVIkM0mFpdmFqdHGtoobypBZlMRnpkMEX1NjRKOUfrrIyJ0ZMaGczM9Agcbg9/WJvPr9bk8YuFWV1ev7txS+HsJIKhMCwZdSpSIoK5cEwUN85Moc7qICMqmFExeow6FUq5zG/xdlGdjQXjYvgwtxyDTrzthfbEu0IY1iYnh6FWykkI1RFt0JIVq/etSzyh8niR+gOVZrJiDTRYnUTrxY4TwZ8IhsKwVNrQQqxB66u5DDArPbzDYvPrD9VwybhYqkx24kO1xBuHfgkE4cwTwVAYdhqsDpweD5nRer/jHQVCU4sLg1bFJ3srmJEWTmiQCo1KjAcK7Yl3hTDsRIRo2gXCzqiUMi6fFE94sIaMqBDijLrOl9UII5roGQpntfKmVv7xXTEymYx4o5YYo5aMqJDBbpYwBIlgKJzVco418uSV2ZQ1tfDGlmIyo0L8gmGVqZU4MYYoIG6ThbPcRVnRqJVyMqJCeOqqCaiVCuwuD/VWB5/tq+T5dQV4e5HpRjh7iZ6hcFY7vdc3OyOCC575ltTIYPRaJZdPihd5CwVA9AyFEUSSJN7aVkKNxUFBrRWXR2LxhLjBbpYwRIhgKIwY24sbef27YgAabU4Ka624PN5BbpUwVIhgKIwYEcFq1KdUzRsbZ/D7XBjZxJihMGJ8kFuO83hPMFqv4bVbpomMNIKPCIbCiPHggtHMTAtn/aFaJEkSgVDwI4KhMGJoVQouyorhoqyYwW6KMASJARNh2HF7vOwobuxVJTxB6I7oGQrDzjs7SgkLUos9xsKAEsFQCCiPV+p30GpxuvnX1hJCNErWH6rB7vLw28vHU1xvIy2y8/T9gtAbIhgKAfPR7go0SjmX9mNh85bCeu76107cXgmn24tcBolhQfz07Vz+csOUAWytMNKJMUMhYGZnRFDa2OJ3bOOROuqtjk6/RpIkyhpbOFZv4/drD/Pjf+9CBpzoXKZEBFNvdZCdYCQ7wRjA1gsjjegZCgOu1elBJgODVkVBrZVP9laSFhHMhEQjIRolobq22iT7K0xtyVaVCu76105mpofz2d4q6qwOnO6TO0PGxxt45NKxLH8nl+J6GyqFjF9cIgq7CwNLBENhwOnUCvZXmNhb3sy9F2Xy1rYSyhpb+OfWY6RFBjMtJYxDVWauf3Ubeq0Sh9tLo83JnrLmDq93oNLMA+/uxtTqAmDZzBSSI4LO4CsSRgJRN1kIuGP1NsKC1Tz12UHyKkyoFHLsLg/F9TamJoex41hjj66jkMtICtPx35+cS0SIJsCtFs4Gvfm9F2OGQsClRgZj1Km44/w0Lp8Uz4VZ0QSpFbx6y3QU7cuWdGpUdAjf/GyeCIRCQIhgKJwxXx+q5bKJcRTUWHjtlunYnR7yq61+52g6Kd4uk8Edc9JE7kEhYEQwFM6Y66YnkRIRzJ+vn8LusmYe/SiPUdH+9Ugcbv+UWgatEpkMVl49gWunJ53J5gojjJhAEc6YKL2GWoud33x0gLUHqgGYkhzKk1dmc7TOyv8OVPPx3kpOHcU22908dVU2189IHqRWCyNFv3qGq1atQiaT8cADDwDQ2NjIvffey5gxY9DpdCQnJ3PfffdhMpm6vM5tt92GTCbz+1i0aJHfOY2NjSxbtgyDwUBoaCh33HEHVqu1kysKQ5VRp6LK1Or7//XnJDMmVs/iCXGckxbuFwizYvU8eeV4bpqVMkitFUaSPvcMc3JyeOWVV5g4caLvWGVlJZWVlTz77LOMGzeOkpIS7rnnHiorK/nggw+6vN6iRYt44403fJ9rNP6D5MuWLaOqqop169bhcrm4/fbbufvuu3nnnXf6+hKEQWJzegBYcWEmqadsp4s36pDLwCvBrPRwll+YyfmjogarmcII06dgaLVaWbZsGa+99hpPPfWU73h2djb//e9/fZ9nZGTw9NNPc9NNN+F2u1EqO386jUZDbGxsh48dOnSItWvXkpOTw/Tp0wH4y1/+wuLFi3n22WeJj49v9zUOhwOH4+ROB7PZ3OvXKQw8jVLBhWOicLg9LJt18tbX7vLwyqajpEYE8+ot08mMFrWNhTOrT7fJy5cvZ8mSJSxYsKDbc0+s7+kqEAJs2LCB6OhoxowZw09+8hMaGhp8j23dupXQ0FBfIARYsGABcrmc7du3d3i9lStXYjQafR9JSWLwfShosjmpaG7lXz+aSZD65HvirW0llDa08NRV2SIQCoOi1z3D1atXk5ubS05OTrfn1tfX87vf/Y677767y/MWLVrENddcQ1paGkePHuXRRx/l0ksvZevWrSgUCqqrq4mOjvZvuFJJeHg41dXVHV7zkUce4aGHHvJ9bjabRUAcAsKC1by0bJrfMbfHy5vfH+NHc9I4NzNykFomjHS9CoZlZWXcf//9rFu3Dq1W2+W5ZrOZJUuWMG7cOB5//PEuz73++ut9/58wYQITJ04kIyODDRs2MH/+/N400Uej0bQbdxSGJqVCzvqHLhDFmYRB1at3365du6itrWXq1KkolUqUSiUbN27khRdeQKlU4vG0DYxbLBYWLVqEXq9nzZo1qFSqXjUqPT2dyMhICgsLAYiNjaW2ttbvHLfbTWNjY6fjjMLwolUpxIJqYVD1qmc4f/588vLy/I7dfvvtZGVl8fDDD6NQKDCbzSxcuBCNRsMnn3zSbQ+yI+Xl5TQ0NBAX15YHb/bs2TQ3N7Nr1y6mTWu7xfrmm2/wer3MnDmz19cXBEE4Xa96hnq9nuzsbL+P4OBgIiIiyM7Oxmw2c8kll2Cz2Xj99dcxm81UV1dTXV3t6zUCZGVlsWbNGqBtZvoXv/gF27Zt49ixY3z99ddceeWVZGZmsnDhQgDGjh3LokWLuOuuu9ixYwdbtmxhxYoVXH/99R3OJAuCIPTWgO5Ayc3N9c3uZmZm+j1WXFxMamoqAPn5+b6F2AqFgn379vHPf/6T5uZm4uPjueSSS/jd737nN+b39ttvs2LFCubPn49cLmfp0qW88MILA9l8QRBGMJHCSwiYZ7/K54u8KiJDNDxx5XiyYvWiVrFwRokUXkLAFNRYKK63UVBj6fDxRpsTh9vD7z47yIvfFlJUbyOnpJFL/7yZ36/NP8OtFYSeE8FQ6JVRMXqC1Qq+yKtm72mZqQtqLFz47AZW7yjl9e+KfcdP3HvoVL1IXigIZ5gIhkKvRRu0nD86klbXyUmxg5Vmbn59B6ZWF1uPNnT4dZdN6nuVPEEINJHCS+iTqclhFNVZufOfOZyTGs6fvy6g5XghqHqbs9354+IMZESJbXbC0CV6hkKfNdqcTEkOw2x30XI8E41WqcDu9LQ79/JJYgmUMLSJYCj0Sp3FwcYjdbg8Xj7bV0VyeBD//L7E93iry8M1UxPbBb/LxS2yMMSJ22Shx47UWKg1OzBolfzus4MA3L96N97TFmd9m19LWWMLk5JCOVJtIStOT2KYKO0pDG0iGAo9lhEVwqjoEGQyGTq1gsv/8l27QAgwKlrPP2+fgVwuo87iwO5qf9ssCEONCIYjnMcroehhgoRTz3vy04O4PB2v19ep5b6kC1F6kTlIGB7EmOEI4z2tK9dgdXRyZudyS5v4vpPlM9BW20QQhhsRDEeYept/8LM63NSY7b26xlf7O06oC3D+qEjumJPep7YJwmASwXCEMepUFNfbfJ/Hh+rwdDTw14UqU8fBMz0ymBdvnNrj225BGEpEMBxhNEoFdpeH1zYV8V5OGbklTYQGdX1b63B7WHewxvf5T+ZlMD0lzO8cg1bJ32+dLm6RhWFLBMMRaGycgWWzkok2aPjfwRpU3aTbf/DdPaiVJ88ZG2fwK+GpkMt48cappIsdJsIwJoLhCBWkVjJvTDRzMiPZdKQOaBs/3Ffe7Hee2+NlVnoEF4xuC34Ot4fvC+u5eko8sQYtiWE6Hl08lrmjRX1jYXgTS2tGuIuyonnwvT389du2ejMTE0OpbG6lucXFOWnhHKu3sWBsjO98c6ubonob2YlGtj06H0mSRI5C4awgguEIJ5fL+PP1UzC1uGhqcbKpoI6XNxbxrztmkFvSxAWjo5CA29/Ygd3lZUKikRUXZWLQto0NikAonC3EbbIAgDFIRWpkMHqtkrTIYAxaFfPGRKNUyLnznzupbLbz0CWjySs3oZKLt41w9hE9QwEAu8vD3zcX8e9tJfxyYZbfY79cNIYGq5PMqBAmJhrRKOWYWlzkljUxOkZPQqhukFotCANHBEMBaJs8mZ0Ryd5yE0dq/VP6j483AvDt4Vpe2VTE+kM1ONxeLHY3f75+sgiGwllBBEMBgMgQDZEhGsbG6nl5UxH7K0zoVEpevXmab59xWmQwU5NDMehUbMiv49yMCEKD1IPcckEYGCIYCn68EjjdXrYUNpAQqqO8qZXkiLb0W5XNrbxwwxRsDg8b8us4XG3B7fEOcosFYWCIkXDBz9g4A88snUhEsJqK5lYWPr+Jf29rS976l28K+cHftvLDV7cCbZmu7/rXTg5XmwezyYIwIETPUPDZV97MgnHRKOVy0qOC+XB3BXtKm3nso/0U11nRqOTotUqULhlywGJ309Ti4vpXt7H67llkxYp61MLwJYKhALRNoExMDAXaZpYLa61kxerRKOVkRAezIb+OolMSPJygVclRymUsfzuX289LY9nMZLH2UBiWZJIk9S5lyTBlNpsxGo2YTCYMBtGD6YrZ7vItqt5V0sSHueUYtEr+trGo26+dkxnJ738wUcwwC0NCb37vxZih0M6JQFhtsvPO9lK+yKvi9e+OMTHRSHgnGW7Ux5M9fFdYz8LnNrG/wnTG2isIA0HcJgt+qkyt/OStXGINWrYU1mNxuH2P7Ss3ER6s5oZzkmhqddFkc2J3eTDqVIyLN7C5oJ4Ygxar3cUbW4pZefUE1CrFIL4aQeg5EQwFP5IEkiSx9kD7bNYRwWpijVrqrU7sbg/bixtJjQjiN5ePY+nf2maYD1dbUClk1FgczHt2AzfPTuW2c1PRqUVQFIY2cZss+IkP1fHBT87ltnNT/Y7fPTedBWNjKKm3seVoPbtLmwG4dEIcb2w55jvP45Wwu7yMjtHj9Ej8fu1hzn/mG/6+uUhUyROGNBEMhXa+yKvirrnpqBRts8J3nZ/GnMxI3t1ZhtXpocXpwepwExmiIdagYd3BGsKCVIyKPpncdd3BGuqPF5uqtzp56vNDzH3mW97cUozDLYKiMPSI22TBx+uV2FrUwNvbSnn4v/t8pUA/zK1gf+XJhdXZ8Qa0KgX1Vge//aStmLxKIaeg1trummqFnBlp4WhVcnaVNJEYrsMrNq0IQ5AIhoKPXC7jaJ2VEK0SjVKB1wsSEjJZWxLY8GAVOqWSphYnZruLYw0tvq+1njLRYtAquXBMFC6vRJxRx2OXjWPTkTqqzXYeencvH6+YQ1pk8GC8REHolAiGgp9bZqfywa5y/nLDFMKD1byx5RjpUcHcNDOFN7cco6K5FWirezIpycjesvZLaM5JDecH05O4+fUdAHxzuJZjDTaSw4OwOT3EGrRn9DUJQk+IMUOhnYuyonl/VznZCUYevHgUd8xJQybDrwSoxyuRX20hK1bv97ValZzRMXpfIAQorrchSVByvCdZ34fC9YIQaCIYCu0svzATp9tDjdmOqdXF3f/exbw/bKC0scXvPLvLS0VzKykRbbtNfnhOEtdMTeT7ooZOr+3xSvxp3ZGAtl8Q+kLcJgvtHKmxsHRqIjEGLSEaJTnFjbR2sizGYnejUymI0WsorLWyq6QJvbb920qvVeL1SticHr7Nr6XF6SZILd5+wtAheoaCj8XuYn+FiQMVZiYnhQIQrFHy7LWTuiwOX2txkBWn51CV+fh12iZTgk5ZaG3QqsiM0aPXKkkOD+L7wgYkSRL5EIUhQwRDwWdfuYlRMSEsGBdD9CmTHEsmxvH9/13E45eP8wtwpzpcbeHHczP8jrU4PZxIYFPR3MresmZfT/IfW4qZ9MT/OFxtYYTkChGGOBEMBQA2Hqkjv9pCVbOd8OD2qfyDNUpuOy+NG2Yk+x3XKOU8uGA0n6yYQ63F7vfYHXPSuGB0FKNjQvyOhwWpidZrUCsVPL/+CC9+UzjwL0gQeqlfwXDVqlXIZDIeeOABABobG7n33nsZM2YMOp2O5ORk7rvvPkymzjOYuFwuHn74YSZMmEBwcDDx8fHccsstVFZW+p2XmpqKTCbz+1i1alV/mi+c4oLRUfxoThqp3az/+/HcdF6+aRqrrpnAzbNSePvOmdx7USahQSrKm1o5NZXh+zvL2vIg1tmI0muIN2qRy2DtgWrumpvOcz+cxHXTk1gwLkb0DoVB1+cR7JycHF555RUmTpzoO1ZZWUllZSXPPvss48aNo6SkhHvuuYfKyko++OCDDq/T0tJCbm4ujz32GJMmTaKpqYn777+fK664gp07d/qd++STT3LXXXf5Ptfr9adfTgiwaIOWRdmxHKmxcP7oKIw6FQ+9t4evDtQwKSmUKUmhHK2zEaJRcsOMJN7dWca6By9Ao5Tz9aFa/u/DPOQy2Hq0gVnpERytbaSg1opXksiICkErstwIg6RPwdBqtbJs2TJee+01nnrqKd/x7Oxs/vvf//o+z8jI4Omnn+amm27C7XajVLZ/OqPRyLp16/yOvfjii8yYMYPS0lKSk0/elun1emJjY3vURofDgcNxcj2b2SzqdAyU3NImXvi6gMJaK2mRwfztpmlUmexsK2pAo5TzxBXj2VXShNMjMScz0hfgYo1aXB4vplYXByrN3HZuKnKZjMzoENRKMWIjDK4+vQOXL1/OkiVLWLBgQbfnnsgw21Eg7OprZDIZoaGhfsdXrVpFREQEU6ZM4Q9/+ANut7vjCwArV67EaDT6PpKSknr8/ELXpiaH8ebtM/jz9ZNxebx8vq+S/BoLt5+XyuZfXkiN2UGUXsN10xNZec3JO4fsBCO/WjwWmQwWjI1BqZAzLt4gAqEwNEi99J///EfKzs6WWltbJUmSpAsuuEC6//77Ozy3rq5OSk5Olh599NEeX7+1tVWaOnWqdOONN/od/+Mf/yh9++230t69e6W//e1vUmhoqPTggw92eh273S6ZTCbfR1lZmQRIJpOpx20RuveP74qkP68/Iu2vaPYd83q90sb8Wsnl9nT4NcfqrWeqecIIZzKZevx736vb5LKyMu6//37WrVuHVtv1/lKz2cySJUsYN24cjz/+eI+u73K5uO6665Akib/97W9+jz300EO+/0+cOBG1Ws2Pf/xjVq5ciUajaXctjUbT4XFh4NSY7Xy6t5L5Y2PYW2YiPTIYnVqJTCYjr8KETqVgUlJou55fSoRI0iAMPb26P9m1axe1tbVMnToVpVKJUqlk48aNvPDCCyiVSjyetl0KFouFRYsWodfrWbNmDSpV5wt2TzgRCEtKSli3bl23xVtmzpyJ2+3m2LFjvXkJwgCK1mv41ZJx7CtvZtvRBjYeqfM9dvnEeP7wVf4gtk4QeqdXPcP58+eTl5fnd+z2228nKyuLhx9+GIVCgdlsZuHChWg0Gj755JNue5BwMhAWFBTw7bffEhER0e3X7NmzB7lcTnR0dG9egjCAZDIZ01LCuHpKArMzItGc0gOMCFEzPTVMjAcKw0avgqFeryc7O9vvWHBwMBEREWRnZ2M2m7nkkktoaWnhrbfewmw2+2Zxo6KiUCjaZhWzsrJYuXIlV199NS6Xix/84Afk5uby2Wef4fF4qK5uq78RHh6OWq1m69atbN++nQsvvBC9Xs/WrVt58MEHuemmmwgLCxuI74PQRw1WBzq1st12vWCNkismxQ9SqwSh9wZ0p3xubi7bt28HIDMz0++x4uJiUlNTAcjPz/ctxK6oqOCTTz4BYPLkyX5f8+233zJv3jw0Gg2rV6/m8ccfx+FwkJaWxoMPPug3jigMDr1WxQWjozp8TIwNCsOJKCIvCMJZSxSRFwRB6CURDAVBEBDBUBAEARDBUBAEARDBUBAEARDBUBAEARDBUBAEARDBUDhLeL0SRXVWbI7O07oJQldEMBTOCnK5jKTwIJpanLQ6PaLqntBrIhgKw16txY7d5UEhk1Ha2MJtb+xg1ZeHabI5B7tpwjAigqEwbLk9XsoaW1DIZFSb7Lz+XTE5xU28tGwqmdEhLHlhM80tIiAKPTOgiRoEIdDMdhd2pwePJNHi9JAcHoRKISciRMNdc9N9510/I5lai4NvDtdyzdTEQWyxMFyIYCgMK+ZWF4lhQd2eV1RnZVycgb98W4hOpeDSCXFnoHXCcCaCoTCshGh69pZNjwohPlRHg83BoSqzCIZCt8SYoTCshAape3yuVqXg4nGxhAerqTXbA9gq4WwggqFwVgsPVnPbeWkU1lkHuynCECeCoTAijInRU1BjGexmCEOYCIbCiBARosEqdqcIXRDBUBgxJiQYqWhuHexmCEOUCIbCiKFUyHG5xTY9oWMiGAojilalGOwmCEOUWGcojAhOtxez3UVokKr7k4URSQRD4azX6vRgc7pRKeSiZyh0SgRD4aynUyvQqUUQFLomxgwFQRAQwVAQBAEQwVAQBAEQwVAQBAEQwVAQBAEQwVAYwSRJGuwmDJpac1vdGOEkEQyFEafWYsdsd1FjdnC42jzYzTnjai128mssXPTsBj7fV9Wjrymqs/L+zjI+31d11gZRsc5QGFGqTXYabU4kJLYXNXLjzGQkSUImkw120wLO65V4e3sJz3yVj9sjEWvUkhLReQkFr1fi39tKeHVTkS/BRYhGQWa0nt9cPo6pyWFnqulnhEwaIfcKZrMZo9GIyWTCYDAMdnOEQWJ3ecivtrDuYA3FDTYSQnWMig7h2ulJg920gNpfYeJXH+1nb1mz3/F5Y6J4+aZpHe7M+cX7e3l/V7nfsWkpYewqaQJg7ugofrlwDNkJxoC1u79683svbpOFEUWrUhAfquPGmckkhOr4/mg9n/bwVnE4sjncPPnpQa7865Z2gRBgQ34dj36Y1+743zYc5YNc/0A4JTnUFwgBNh2p46q/buG5dUfweId/n0oEQ2HEiQhW8+iaPJLCg5AhY9OROr7Nrx3sZg24L/OqWPCnjfxjS3GXwerD3RVsOOX1210eXt10lFPvGSND1BytbV86we2V+PPXBdz6jx3DfixRBENhxKlobmVzQT2PfbSfvAoTAD97by+mVtcgt2xglDW28KM3c/jJ27lUmXpWCOu1zUW+/3+6t5KmFv/vRaxBi9neeabw7wrr+enbuXiHcQ9RBENhxGlqcbbrKTXanDz56cFBatHAcHm8vLShkEue28Q3h3vX0916tIF95c0A1Fudfo8tGh/L/sruZ92/OVzL818X9Op5hxIRDIURp97q6PD4p3srKRqmVfRyjjVy2Qvf8czafFr7cLvqleBHb+6kqM7KgrHRAKgUMuZnRWFz9rx2zEvfFlJcb+v18w8FIhgKI4qp1cVjHx3o8DGnx8tP3srlo90VZ7hVfddkc/LLD/Zy3Stbye9n9b96q4Nlf9+O0+PlhRum8I9bz8GgU7O5oL7H13B7JV7ecLRf7RgsYmmNMCJ4vBKVza3I5TJW7yjlL98UdnquWilnw8/nER+qO4Mt7L33d5ax8svDNNqc3Z/cC2qFnElJRg5XWbD0oaKgQatk12MXo1IMfl/rjC2tWbVqFTKZjAceeACAxsZG7r33XsaMGYNOpyM5OZn77rsPk8nU5XUkSeI3v/kNcXFx6HQ6FixYQEGB/9hDY2Mjy5Ytw2AwEBoayh133IHVOjxvaYQz64Nd5fzsvT3kVZhICNVx//xRqJX+b329Vonu+Fo7p9vL+kM1g9HUHimstfDDV7byiw/2DXgghLYecs6xpj4FQgCz3c2Wwp73JoeKPgfDnJwcXnnlFSZOnOg7VllZSWVlJc8++yz79+/nzTffZO3atdxxxx1dXuuZZ57hhRde4OWXX2b79u0EBwezcOFC7PaTM2HLli3jwIEDrFu3js8++4xNmzZx991397X5wgjQ4nTzp//l8/P39/LRnkre3l6Cxyuxr8LUbtbzngsyyIgORiaDq6ckMDpGj9sztCrp2V0e/vDVYRb/+Tu2FzcOdnO6tPNYU/cnDTF9uk22Wq1MnTqVl156iaeeeorJkyfz/PPPd3ju+++/z0033YTNZkOpbL/7T5Ik4uPj+dnPfsbPf/5zAEwmEzExMbz55ptcf/31HDp0iHHjxpGTk8P06dMBWLt2LYsXL6a8vJz4+Ph213U4HDgcJwfKzWYzSUlJ4jZ5BPnrt4X84at8v2MTEowEqRUcrbP6zZreMjuFT/ZW8tiSsXy5v5r1h2qZnxXNLxaNISt28N8vG4/U8dhH+yltbBnspvTIuRkRvHPXrMFuRuBvk5cvX86SJUtYsGBBt+eeaERHgRCguLiY6upqv2sZjUZmzpzJ1q1bAdi6dSuhoaG+QAiwYMEC5HI527dv7/C6K1euxGg0+j6Sks7u7VZCe1OSQ3n5pqkYdScr4uVVmNhe3EijzcnYOD0z0sIJD1Lz0e4KfjA1kXdzyll/qG1ZyteHa/nlB/sGq/kA1JjtLH87l1v/sWPYBEKAvHITtj7eZg+WXgfD1atXk5uby8qVK7s9t76+nt/97ndd3s5WV1cDEBMT43c8JibG91h1dTXR0dF+jyuVSsLDw33nnO6RRx7BZDL5PsrKyrptr3D2sLs8SBIsyo5j0fjYdo97JThUZWFHcSPNrU4uGB2F2e5ixzH/28/8asugbDXzeiXe3FLMgj9u5PO84bdd0OJw88zaw+yvMNHSi6U5g6lXWWvKysq4//77WbduHVqttstzzWYzS5YsYdy4cTz++OP9aWOfaDQaNBrNGX9eYWjQqhSclxkJgMPd9bq70CA13x9toKGDyQiH20tRnZVRMfqAtLMj+ytMPLomj33lXU88DnUXjIkiWq8hSD08kmP1qme4a9cuamtrmTp1KkqlEqVSycaNG3nhhRdQKpV4PG1vOovFwqJFi9Dr9axZswaVqvPC3bGxbX+1a2r8Z+9qamp8j8XGxlJb67+i3u1209jY6DtHEDrz6OKxTE8Jo6MsXTIZxBu1HQbCEw5WnZmch6cmVRjugRDA5vAQbei60zSU9Cpkz58/n7w8/wwXt99+O1lZWTz88MMoFArMZjMLFy5Eo9HwySefdNuDTEtLIzY2lq+//prJkycDbb3K7du385Of/ASA2bNn09zczK5du5g2bRoA33zzDV6vl5kzZ/bmJQgjULRBywc/OZftxQ388/tjNFidyGi7VU4I1bJmT2WXX3+wysyVkxMC2sa1+6t54tMDPd5LPBz0ZSfMYOpVMNTr9WRnZ/sdCw4OJiIiguzsbMxmM5dccgktLS289dZbmM1mzOa2v6pRUVEoFG3ruLKysli5ciVXX321b53iU089xahRo0hLS+Oxxx4jPj6eq666CoCxY8eyaNEi7rrrLl5++WVcLhcrVqzg+uuv73AmWRA6MjMtAiT44avbfMfijVpmpoV3uVTlUFX/dnZ0paK5ld9+vN83aXM2cQ2xpUndGdCb+dzcXN/sbmZmpt9jxcXFpKamApCfn++3EPuXv/wlNpuNu+++m+bmZubMmcPatWv9epVvv/02K1asYP78+cjlcpYuXcoLL7wwkM0XRoCZ6RFcOCaKb/PrAKg02Zma0nXG5oM9SFLQW26Pl39sKeb59QW0OIdXD6qnWofZ6xLb8YQRp7K5lSte/M63zjA+VEtokIqDlZ33AHN+tYAo/cBMyO0ubeLRNfs5dIbGIgfL45eP47bz0ga1DSLTtSB0IT5Ux5+vn4JW1fb2r2y2MzEhtMuvGYhJFLPdxa8/ymPp374/6wMhQHjI8FrNIYKhMCKdlxnJG7fNICyobaXD5oJ6xsR2vnymv8Hrk72VzP/jRt7aVsowzn/aK80tA79vOpCGxwIgQQiA2RkRfLJiDv/aeoyjdTYMOiWFtVa/RdY6lYL5Y6NJjQju03OUNNj49Uf7e5UG62wxFLLW9IYIhsKIlhQexK+WjAOgzuJgXJyB//fFYQCUchlv3H4Os9Ijen1dp9vLq5uO8pdvCnG4h9es6kA5MQwxXIhgKAjHRek13D03g1HReiqaW5mYaGRiYmivr7OjuJFH1+RR2EEBpZHk831VXD0lcbCb0WMiGArCaS7Miu7+pA402Zys/PIQ7+8qZ2Ss0ejaji7WbrY43ciQoVO3r9c8WEQwFIQB8N9d5Tz9xaGAJFsdrlweibX7q4gz6piUFMr3R+vJKzfh9kpolHLMrS4eumTMYDfTRwRDQeiniuZWfvnffWdFIfWB1OrysPVoA5sL6okM0fhlBIozalk6dWjdQotgKAj9ZHd5RCDsxGOXtU1O/WndEb9guHRqIqFBnSdwGQzDa7pHEIaYv28u4tI/bx7sZgxZFc2tvLuzjNe/K/Y7fqTGwp3np/s+9xzP3ziYG+JEMBSEfiisteIcoUtnesLu8vDGlmPtlhf972ANb20rodZs54lPD7CpoI71h2r5/mjDILVU3CYLQr+cPyqK1Tkii3pnJNpm2Tvy2Mf7+SKvirxyE3aXlxUXZfZpTedAET1DQeiHxRNimZRoHOxmDFm5JU3YOkn7HxakJixITVyolmC1goyokDPcOn8iGApCP8hkMlZeMxG9RtxkdWTdwRrsro6HEW6ZncJfl01l1dKJONxeDLrB/R6KYCgI/TQu3sCqpRO7P3EEUso7DzHPry/g7n/t5NWNRbi9ErtKBrfWsvhzJggDwO0Vkygd6SIWAm0TKQDpUcHMGxN1BlrUOdEzFIQBEBakHuwmDEk9yXatVsi576JRXDw2pttzA0n0DEegwlormdGDO1h9tvGKzcgd+q6wnrTIIGTIUMhlKOQgl8lRyGXIZW1jruPjDVw1JbAFt3pCBMMB4PVKlDW1kNLHnHdn0v4KEyFisH/ADbfcfWeKV4Li+pYuz0kI1Z2h1nRN/AQHgFwuo7ypdbCb0SNGnYrUyKEftIebiBA18g7qMgvdq7c6BrsJgAiGA2bnsSaqTEM7IJpaXIPdhLNWVqxhWOXuG0pqLSIYnlUSw3Ss+vIw3iG8Yb/OaicpPGiwm3HWijEMrwJIQ0WD6BmeXWKNWjYeqaPGYh/spnRIkiQabaJnGEif7K0c7CYMS2a7G7N98N+bIhgOEKNOxdhYA07P0FxvZnW4GRPTefU3oX+K6qzDZtx4KCpvHPzvnQiGA6TV5UGtlJMSPjQnJ/RaFUX1I7smR6C4PV6+3F892M0Y1qrNnQdDm8PNnf/cid3V/ZrF/hDBcIDIZZBb2hTwH1h/iFRTgeH2Sjy//shgN2NYq7e2z2yTczwZ7Ed7KrhmagJaVWDrpYhgOECC1EoeXTw24D+wvqox2wkPFrskAuFXa/bj8gzdibPhwNXB8JJeq2TR85uoarajUykCPq4oguEAsNhdVDW3csOM5MFuSqfqrQ5GiTHDAef1Sny8p2KwmzHsmVvbp/kKVitJDAtCJoO8ChPfHq4NaBtEMBwAf99cxAWjB3eTeXeO1FgGuwlnJblchlwmVlv3l0rR/nuYFB7EAwtGMSs9gjmjIvl8X1VA2yCCYT9UNLXw8oajLJ4Qh2KIb8cqrrPx24/3D3Yzzkrj4g2D3YRh70iNhZYOksCmRARxuNrCqOgQZqZHBLTw1tD+DR7inlmbz6aCukHP0NsdSZIorLNy9RArzXi2uGNO2mA3YdhLjQwmSN1+z/zz6wtocbhZ9eVhypta2FJYH7A2iGDYD8nhQdRZHHyRF9jue3+VN7Vy2cR4JieFDnZTzkqXTYxjWkrYYDdjWKu3tJ9NXru/muTwIH40J42jdVbSo0ICuuVVBMN+uGJyPNF6DWt2Vw7pfb9lTS0U1oo1hoEik8n403WTMGhFNqC+yIrVc9/8TL9jb2wpZldJI9dNTyJYo+QH05J447tiKpoDt8NLBMN+GBWj558/moFWJeO/uUO3QprT7SVMLKsJqJSIYF6+eRpqpfiV6o04o5bnfjjZb0mazeHmiU8PctWUBHRqBS6PF5VCxqqlE7lldkrA2iJ+cv2kVMj543WT+eZQLbkljYPdnA59tLuC6eI2LuDOzYjkiSvGD3Yzhg2NUs4rN09jbJzBLxj+c+sxpqWEMS6ubWLK5fESHqwmJSKIyJDAJcMQwXCAnD86iv8M0fq55U2tvDtE23a2uWFGMk9eOR6N6CF2KSFUx13np5MV234mXq2Q8+rN05AdX7IUpFZy/qgoYgzagLZJDHL0U2GtlRXv5HK42sJlE2Ix210YtKrBbpafBeNi+Gh3BW6PF+UQXwJ0NrhldiqTk0K5/Y0cGjopoD5S6VQKbj03leUXZqDv5PfkzvPTAfB4JdYfqmHh+Ngz0jbxm9FPYUEqCo5PTtRbnTy/rqDTc8sau05/Hiiz0yMoqrdRMkjPf7Y6Vm/jk72VfHWgmiM1Fhzuk/vSR8foee6Hk0gXWcUBCNEouXNOGht+MY//uzSr00B4qu3FDaQeL6Xh8njxeiXcAcwKJXqG/RQRomFsnJ79FWZUCjk2R/uFoyfsLGnqMLmqqdWFURe43uS+8ma8XonShpYhvyZyOHB5vHy8p5LM6BAWZ8fi9HgprLXyRV4VDpeXarOd5hYXs9LDeWDBKJ787NCQSW1/Jk1NDmVUtJ70qGBumJnc6zumiqZW8spNjInVs/ztXKanhjErPYKJiaEBaa8IhgPgnNRwDlVZkMnossrX4SozZSlhaJRyoo+Pf5haXGwurOOyifEBaZup1clHeypJDNMxKz0iIM9xNjK1uGhudXZY5GvdwRqumhzvG3JQKuRMTAzt9Jd0XLyRe/+zm0NV5kA2eUgYHRPCddOTSA4P4uJxMb5xv764cnICf/jqMADXTU9CqZAFLBBCP2+TV61ahUwm44EHHvAde/XVV5k3bx4GgwGZTEZzc3O310lNTUUmk7X7WL58ue+cefPmtXv8nnvu6U/zB8y5GZFkxxuptTi49z+7sXSSXSMzOoSXNhRy0R83svFIHQB7y5tIDlAq/s0Fdfzyg31kxxv44v7z0amHZkadgdDidPt937cVNfSoZu/p/vJ1AY9/coBXNh3l3v/sbvd4cb2N5PCgXo29xhm13HNBOtdNT0RxFlaN0muUXDstkTduP4evHpjLneenc8n42D4HwhO96O3FDXxX2MDfNxfxfx/u4/Xvigey2e30uWeYk5PDK6+8wsSJE/2Ot7S0sGjRIhYtWsQjjzzS42t5PCffuPv37+fiiy/m2muv9Tvvrrvu4sknn/R9HhQ0NOp5HK2zUlxvZXy8gcPVFg5XW9CpFGQnGP3O21bUSHiwivvnj/LtWKgxOwKW/kmtkBOkVvLEldkBuf5QUmWyI6Mtia3T7WV6Shhrdldw7fSkHl+jqM7KH9cdQSaD689J5snTvm8uj5ddJU38YFrvtjUGa5QsGBvDhAQjV09J5NN9lazdX03jMJpcUcplBGuUTE0O5ccXZBCiUVJcb6O43saPL0hHoxy4P7Qer0RRnZU4o46nrsrmBy9/z1WTE/B4JSqbW4kPUGnRPgVDq9XKsmXLeO2113jqqaf8HjvRS9ywYUOPrxcV5Z/xZdWqVWRkZHDBBRf4HQ8KCiI2tmczSw6HA4fj5DiN2Ry4W5QbZybzzvZS5DIZKoWMghoru0qa+ON1k/zOSwrXseLCTL9exfu7ylkyIS4g7TpUZWZSorH7E88CpY0tXDgmGoCmFidbCuuZmRbBL97fyzM/mNhhL+W/u8pZMjHOt8ZNAiYlGvnbTdPa/cJZHW4+zC3n2mk9D66nCtYoSY8KIT0qhNkZEfz28nF8vKeSd7aXsqesuU/XDKTwYDXmVhfzxkRx1/npTE8N52idlRi9FmNQ29hfZnRIQPJ3nlhCs3Z/Nb/8YC9ymYxzMyKI0msC2rPu023y8uXLWbJkCQsWLBjo9uB0Onnrrbf40Y9+1O4N/PbbbxMZGUl2djaPPPIILS2dz46uXLkSo9Ho+0hK6tubuCfqLQ4UchkOt5cpyWE0tzoJD24/WHz7eWk8uibPb9bxxF+7QPjqQM2I2YZ3sPLkH7sYg5bQIBVlTS3kHGv0zfafLkqvYeUXh3yfqxVyLp0QR+kps+5Wh5ttRQ3sKG5g2cyUARtq0CgVXDc9iY+Wn8fmX17IDTOSCBrkYQy5DBZPiOWDe2aT86sFHHxyEX+/9RxmpkegkMsI0Sh9gRAIeCLjfeXNmO1uJEmiormV3aXNfj+vgdbrnuHq1avJzc0lJycnEO3ho48+orm5mdtuu83v+I033khKSgrx8fHs27ePhx9+mPz8fD788MMOr/PII4/w0EMP+T43m80BCYger4RaKedP103i6c8PIUkSr24qIlit5OZZqSRHnLyVN+pU3DI7lb98XciomBCunJxAkFoRkEJCn++rosZs59HFYwf82kNJvdVBq9ND3Wm1d0dF6/nfwWrmZEb65RssrLVwsMpCVIiGiYlGX/bvojorK788jNvj5crJ8Xy8p4IQjZIYg5ZzUsMD2iNJCg9i5TUTefyK8eQUN/H90Xp2Hmtif6WJlj6Me/aWQi7j+nOSuHtuut+E0emvOVC3p5258/x03s0po8Hm5Pn1bUvWjDoVjTZnQLK29yoYlpWVcf/997Nu3Tq02sCsBn/99de59NJLiY/3n129++67ff+fMGECcXFxzJ8/n6NHj5KRkdHuOhqNBo0m8HVsFXIZG/LryCs3UdLQQmSImuYWF80tLv64Lp8/XjvJ77Y4O8FIdoKRssYWdhQ3Mis9gn3lzQPaJkmS+HRvJZdNjGPCWX6bHBGs5v1D5chkbaUNoG2pUr3VwVOfH+LP108hSn/yfZAZrafB6mTN7gp+9l4dSoWcyyfFMSs9gnUHa7h5Vgqf76vi+hnJhGjO7GILjVLBnFGRzBkVCbT9oT1aZ6WgxsrhajPVJjvVZjuVza002Jy0ODz9rsaYEhHEcz+czNTkobFdU5IkDlSaSQoP4lCVmewEo2+yEdp+tlsK67l80sCvvujVT3vXrl3U1tYydepU3zGPx8OmTZt48cUXcTgcKBR97zqXlJSwfv36Tnt7p5o5cyYAhYWFHQbDM6XK1Mr/Dtb41vIdqrYwJTmU3aXNfLynkkXjY7m0gzHBpPAgDlSaCAtSc+9Fo6gx2wdku5Hb4+WRD/NICtdx3/xR/b7eUCeTybjunCR+99lBvsxrC2J3/Wsn+8pNRIaoOSc1DKNOhc3hRqdSUGlqZWZ6BFqVgvvmj+Lm17fzZV41Xx+qRS6DXSVNPHTx6DMeCDuikMsYHaNndIyeJRM7Hld2ur24vV5anR7s7rZ/W50emlqcPL/+CLmlzZ1e/9ppifz2ivFD4rWe8Nz6Al74ugCDVonZ7iYxTMe8MVGUNrRQVG8D2sYqA6FXY4bz588nLy+PPXv2+D6mT5/OsmXL2LNnT78CIcAbb7xBdHQ0S5Ys6fbcPXv2ABAXF5jJh56KM+p4adlUksKCMNvdzEgNI6+8mXNSw8iK1ZPfRbr9RdlxROs1ZCcYuwyEbo+3XdW9WrO9w2p3B6vMOD1ebpqVMqK23t0wIwm9VsXz6wu454K2P471VidPf36I59cfYVtRA+/tLOP3a/Ox2F1MSgolxqDlH7edw/TUMA5XW5CAGWnhSDDkqhxa7C6aW5xUNLfyzvZS37izXAYOl5fQIDXNLU7iQ7VMSDQyd3QUL1w/hTvnpPkFO6W8banPeZkR3D03nb1DbPLmSHXb74vZ3rZ5obyplZKGFr9x3I4yYg+EXv1J0Ov1ZGf7LzcIDg4mIiLCd7y6uprq6moKCwsByMvLQ6/Xk5ycTHh4ONAWVK+++mpWrFjhu47X6+WNN97g1ltvRan0b9bRo0d55513WLx4MREREezbt48HH3yQuXPntlvaMxhCNEqeuiqb617ZSm5pM+PijRysNBGt17KvvJmFz21CJgODVsXM9HBuPy8NtVKO0+3lqwPVLBgXA7TdFq384hB3z033LcqGtjfEVS9tYdnMZO6ck05YsJp/bythUXYs4+NP3gY32Zx8daCap6+eMKT+2geS0+1FrZSTGa0nM1rPvvJmnv78EBqlHIfby2fH62YkhOoIDVJxoNLMqOgQ7ps/CnOriz+vL6DS1EqwWsGDF4/m+fUFbC9u5Iv75gzyK/MXpFZibnXh8UhMTw3jD2vzUSrklDTYKGloYUKCkbwKExeMiWLp1ARiDFruXb2b+y4ahVeS+P5oA402J/VWB6Nj9Cydlkh+jYX5WTEU1loD1tvqDYvdxTf5bUWfVAoZLo+ESiEjLEjFuLhYPj+eRHnr0QampYQP+PMP+G/Myy+/zBNPPOH7fO7cuUBbr+/EpMjRo0epr/dP371+/XpKS0v50Y9+1O6aarWa9evX8/zzz2Oz2UhKSmLp0qX8+te/Hujm99mkpFA+uOdcXt1chKnVyfSUCJxeDw6X1693uONYIwU1VlZclMn/DlRz4JRZUIVcxrh4A6vWHuan8zJ9b9Dw4+OQL204SqxBy40zU5CB3/YmU4uLn72/h99dOXICIbTd1s7OOLmzZmJiKAlhOrYX+6dTq2hupeL4rP2L3xRy4ZhoJiQauX5GMte9spX5WdHsLm3G6nBTXG/F4fYOqbKvCrmMsGA1OrWCapOd8QkG/rurgh3HGtFrlFSb7UxMNPLqpiK+L6znSI2VVpeH29/0n+g0aJU898PJfhMQQyEQQluqOafbyzVTE7h8YjzNrU7e31nO75dO5LlT6lIHqr0ySZJGRMFXs9mM0WjEZDJhMASmgI/b42VDfh1/WneEg1VmMqKCKa63MTbO4Bf0frloDFmxen732SEeXZzFxeNOrp202F3MfeZb3F6J126Zzqz0CI7V25j37AZ+fEE6j1w6lre3l/D1oVqeuiqb+FAdhbUWfvb+PlweDx/9dM6ISTD6bk4pNoeHG2cm+wUuq8PN4j9v9ru1Op1KIWNKUhhyedtieL1WSViQmmi9hnHxhiFdA9vu8uBwe9lX3szBSjPf5teyrajzXJpBagWLxsdS3tzK/fNHMTU5bEjuRtpV0khFs51zUsO45E+beGTxWF7ddJRai4NQnYpKU9sE2TNLJ3LdOT1bGdKb3/uR04U4A5QKOXa3h4PH96Aea2gh1qClxmwnSK3wLZPYUlhPeJAah8vjFwihbQfF41eM5/7VezhUZWZWegQWu4vRMSG8s70Ur1dize62meJHPszD7vJwuNpCYpiOqGDNiAmEAA02Jy9+U8hFWdGknpIdJkSj5Nufz2PZ37d1GiRcHokQrZLvCtruUCx2Nxa7G7msbcvdUA2E0La+T6tSoFEquHxSPAq5jCUT4tAoFcSFalmdU8ZVkxNQymWYWl3MSAsn1qBlU0Ed2fHGIRkIAaalhDMtBd7LKWPN8vN4Y0sxKy4aRXOLk7e3l/rOK6gNTNlbEQwH2KRTNpJ7vBJJ4UFsL25kQoKRyuZWdGoFByvN7C1r5pzUjsc9rpycwL+2liADai12HnxvL5IkYXO4eW1z2/7MT/ZW4nR7sDo8jInVkx2v5+eXZJ2BVzh03DwrhbX7q3nwvT3cOjuVSyfE4vZI/OWbQq6aEo/N0fkkyKjoEIrqrO2Wprg8EhZ7YAboB9qMtLb3zx1z0vw2KExKCu0wQ8y84zt0hrolE+P4PK+Ki8fF+Np867mpXPynjRxraOmwit5AGDndiD7orEbrqbsdAL7Nr/VtLs+v9v+rJZPB1OQwgtQK7E434cFqrA43VocHU2vnRaSevHI8xfU2fvjKNgprrRytszH9lODZaHOSnWDkvMwIlkyM5XdXTSAqwJmAhxq9VsXvl06kyebkd58d5PFPDhKsURIZombR85vJqzB1/HUaJVF6Dcca/G+jZTKYkxnJ/12aNWi5J/vi9J1aQy25cG8Fa5RcNz3JL3ivP1jj+3mdlxkZkOcVPcMubC9uIKe4ifvmZ/q94RLDdXy8p4IrJyewdn814cFqX22GII0CnUpBlF5DlF6DUga7KppxeSSmpYSxq6SJSYlG9pab/BYDny40SM2/tpVw6ojuwUoTEcFqGmxODFolTreHm2amcE0f98ueDVqcbt8vidXhpqDGws2zU6izOnhlY1GHX3NeZiRrD1T7Pr80O5afXTKGapOd7AQDDrc34Cnmhd4pqrcRa9Di9koBK3kreoZdmJ0eQV6FiXqrk1PnmfaWNdNkc9Lc4qTWYmdqcqjvMYVMhtPjRZIk9pQ24ZVkvqw0p+5uUilkXf4FTwjVcc5pywesDg8pEUHo1Aqy4w2kR4Zw1ZSRXRg+M0pPRlTbeGFuSRMf7alAo1QwJkbf6df87+DJQLhofFsg1CjlvPBNAWWNrSIQDkFjYvQEqRVEhqgDNi4ueobdyDnWyDlPrydKryFEo2RGajjJEUFsK2rgcLXl+FKAREIUcvLKTVz/2jYkCSJDNFSb7NhOWSCqON67PFRlJj0qhAcvHo3XKyHvZN/rw5dmsfRv3/sdK6ixMjczErfXy88uGdPp144UxiAV01LCOFpno6K5lb9+exSDVsX01M63l50Y/XhgwSgeWDCassYWHnx3Dzq1AoVcxl++LuDeEbB7ZziQJAmZTIZaKaeo3kZYUOCGAEQw7IJMJuP8UZF8tq+KOouDOouD4uNbgk5ICNX51vVtLqwjRK1Eq1KgVspxeSX2lZuIM2pxuL0crWvLnpKdYOSDe85FLpfxs/f2Mnd0JFdObp8he1pKGHMyI/musG3GU69VMiU5FIvdzaXZscSd4Y3zfRHIkgaHqsy8m1PGpdlxbDxSR425bdz292sPs/KaCd1+/feFDXx96DvqLA4WT4ijsrmVa1/+nv93zQRRPGsQebwSv/l4P/nVFm47L5UlE+I4f1QkGVHBAS2wJX7a3bhjTlqHizxTI4NQKWS0ujy+iZZWp4fwEDUJYTpsDrdva1dyeBBpkSd/kOMTjH49uq7WiMUYtKRHBpMUpmNSopHtRY3I5TJijMPjVu7D3PKAbW2rszh48/tj/GpNHpdmn9yW6ZXgsY8OdPv1O441kldhotps5x9biik6vtj6mbX5VB9P+iCcWR6vxI7iRu48P50PfnIui7PjeOarfBxuL8EaJXpt4PpvomfYja1FDRTWWgnRKHno4tH89dtCGmxOjtW3EBGsJjM6hEf+u4/HLh9HzrFGQnUqDlWZcLglEsN0pIbrcHkkckubfNf0nJLZ2mJ3UddBsaCK5lZUirZ1YuVNNuKNOnaVNuPxSihk+M0sD2UtTk/A1uzNHR3FgrHRrD9Uy5vfH/N7TKJnewlmpIXzwPxRHKg089cNhdw1N52LsqJJDBsaWdSHo9OHftweL/VWJ7FGLZIkUW220+L0sHZ/NbklTWwrauDySfE8sGA0e8ubmZUegUGrxO3xsr24kR/PTaeozkZehYlLjm9dDQQRDLsxKrqt5OMVkxJQyGVcPC6GVzcVsbu0ybd4tby5hZ++vQubw41KISc8WENkiIasWD37yk0U1/kvtzmxpMbl8bK1qIE4o5Yv9lWy+HhRqCabk2te2oJBq0Iul+H0gFuCcbF6XF6JaanhAcnnNtAkSSKQG5xanZ52y5xO6GkphR9MS+TczEimp4bzXWE9S6cm9ql2ykh3Yo84wDeHawkLVtFgdRKp1/DFvioUChk1JjvfHK71JWE41eqcMr7cX80/bjuHbUUNfLyngoOVZuJDdTx48Sge/iAPrVIR0PycIhh2o9XlIS0yxJfoMik8iMcuG0f241/5ZY2ZmRaORqlAqZDx3A8n89qmIn6xcAzv7yrnkz0VNLWezLbs9kq4PF4u+uMGxsUZaG5x8cGuCiL1WmakhbPhSC31VifReq1vrVxzi5PK5lZmpYVxy+yUM/tN6KPiehsf7q7glnNTe732rfr41qtgjYIgtbLD5Ko6tYLFE+L4ez8KBT38330crDRzrMHG1qIGnlt/BK9X4s/XTxlRu3n6o9Hm5FCVma8P1fJdYR3VJrtfwJPJoCd/E02tLn787528fus57C0zcWFWFL9eMo69Zc0U1dvaJZ8daCIYdqHO4mDTkTp+v9Q/M45aKScqROPb+A9gc7RVZ6u1OJmSHIpcLmP5O7k8ungsm05JTglQ2dzCgUoz8UYddpeHI7UWovRqlIq2X/iqZjtZsXpfIJycaCQjOoTvC+uZmBRGaNDQ7xUCpEUGc+vs3gdC6/Hv5V3/2klZUytTk0N5+aZphAap2wXFsH72kCUJv1tsu9PDgxePRnkWztJXm+yEaJV9TuTR6vT4beXLr7bw6d5KthytZ3cXeRN7c3NQb3Wy7O/b+PHcDKrMreSWNvHbjw+glMuYNzqq+wv0gwiGXXhvZxlPXDG+w15JelQwFc2thAapaG5xIdG2ZzQjKpgf/3sXNWYHP5yeyJhYPeZWF3LZySUdeRVm3sspI6+8mbFxBsKC1Lg9EnJkxx83+RI7TE4y0mB1sihGz66SJhKGwQzyCQerzGwprOfa6Ym92kLllSTe3l5KaWMLXglyjjWx9G/f02B1EqxRMjq2bW3h9JRw/vBVfr/bqZDLmJYSxtTkMH56Ycaw38FxKqvDzcb8OpZMjEOlkPHFvqpukxy0Oj2sO1RDtamVfeUmjtbZMLe6CNEomZhoRKWUs6e02bcHf+Db7OH1LcUoZDLe2V7GjLRw7piTxrkB2nlyggiGXfjx3PROl1ecGFcaFR2CyyPhdHsxaFUcrbdhc3qYnBTKreem8n//zUOllJMZHcKRmpO3yu/vKsPlkQjSKPnXj2bwh68O89GecnRqOZsL6pABk5NDKaqzseqaCcwfG8P6gzXMDfBfx4Fksbv538Eanl9f0KuxHsPxZBWz0sP5++ZidpU2+XaZWBxuaix2bj83lV+tyet3G8fHG1h5zYSAFicfTCEaJYerzWwraiDGoOkwIfCJ5U9er8TBKjO/+mh/p0lfu0pWPJCaW1xcNiGOz/KqMLe6aD0DyXZFMOxCV+vMvMf7/o02J8fq2/YNeyXQqRREBKuJNmjwStBgc3C4ysKYWD0quQzX8e7hiQF+o05FrFFLaJCaD3PL2VHcyIy0cJRyOdVmO/dckOErGxAZogromMlACw1Scf05SRyqMvsWz57OYneh76Qntig7jkXZcfxtw1F+v/aw77gkwb3/2e37GfRHtF7DzmNNZ20wBFizu8Kv6Fhji5P5Y2O4cEw0Xx+qwahT4fZKPPphni+1/mBLDNNxz7wMZHIZU5JCuXFmcsCfUwTDPspOMPrVlyiosTA6Rk98qJacY01EhmiQAS8tm8aTnx3gPzvKmJRoRK2Qs+144tFYg5o9pc3MXvk1QWolRp2a8GAN91yQ6ctIsrmgjjv/mcPUlDCaWjpP7DAUJYTq2FxQT5BagVcCRQfDcN8V1JMVZyAt0j/IWx1uShtaGBdvYOnUBL9geOLxgfBtfltRqMUT4ggNUg3p1F0n7Clr5qPdFRysMjM6JoTrpif5BXNJkvj6UC2HqsyolXIuGhPNv7aV+B5/b2c5zS0u5o2OYl+5iT1lzX5Fl4aCmWkRZCcY+csNU87Yc4pg2EfnZkTyr60lRIZoOFpno7HFxaFqMy3H00Z9faiGW9/YgcXu5qZZKdw/fzQFtRaeX1fA2Dg9h6os2BweRsUEgawtk0qtxc60lDBfIKy12Hn2q3yaW104PRIuV/8qoZ1peq2K7AQDXx2o4U/r8vnFwixe3XSUbw/X8YtFY5iaHMbaA9W8tb2En18yBqvDzfmj2oYBShps/N9/8/j03rZktTqVImC3SoeqzFjsLmKHwUL259Yd4c9fF/g+31HcyOodZTx1VTbXz0jG5nDz1rYSVn558o9HfKgWhQw8Evx6yVjGxRvYerSBhc9v8hu6GUoi9Wd+klAEwz749nAtiWE6Tr/rs9rdJIbrKGloxeWV+K6gnmkpobz+XRFFdVZ+uSiLaSlhrPziMIeqLFgcHl/vclpKGNeOSeKHpwxuR+u1/OfuWazdX82RGgudZBQb0lZcOIriOhtuj8TGI3W8seUYVSY717z0PffNH8VlE+N58ZsCfvp2Lo02Jw9dPBqdWsEf/3eE5PAgnvz0IN8frQ/omNGJokOjukjuMBSY7S6/QHiC2yvxu88OsrWogS/yqtqtsaxstvPA/FG0ujwsmRjHind2s6ukqd11hpJo/Zn/wySCYS/VmO0cqDTxbX4dkoTfPgePBI3Wk3snJWBnSTNKeVu3H9pq4945J413tpfgPP6m1ShlXDIuhh9f4F/ytKDGwtNfHGJ/hZnUiCAMAdyKFCgRIWqiDBpe2VTEK5v8U2rlHi/LmRwexMLnNwH49WjyKkzkVZgCvszlqsnxnJsZ0f2Jg2xtXnWnj9mcHj7eU9np4wlhOsbHG/nj/44M+UAYY9CwYOyZT0QrVpX2UoxBy4qLRnHvRRltdXhPWWsIYOkgu7LbC2NiT/Y6EsOD/JIsBGtU7RJAAOwubWZDfh1WhwtJkgK6CNju8mCxD9yYpN3lobDWQnyojtnpHQeaE1vm0qOCUQ9iUoRzMyMDlj35BLfHi+t4Vm23x8vLG4/26usrm1t5aUNhn5+/zupgXLzBl4R4KKu3OnEPwm2QCIZ98PWhGt78voSwIBX1lvZvLqPO/xfLoFW2WzB66u9+o83Z4U5ay/FJAofbiwTUBzBjx9E6KxrlwE0ePLf+CJf+eTN7ypq554IMv5yPJ2wraqTGbEelkHP/gs5TZgXyFyM9KpiMqGBfoAoUpULu+8P51YEav7WMjV38XMsaW/h/Xxxi/h83tsvM3Rubj9Tz720lZ2SiZGycnnNSw5iaHIpO1bsQI5PBBaOjSB2EVRPD775rkEmSxGMf7UchlxGl11BpsqNTQKsHZMAvF47m87xqTK0nF6QunZro1xO0OdzIT/s7NOGU+scnNLc4jz8n5JY2kx1voKTBFpDlNUFq5YD2PFscHlweiTe3FPP89VO4Zmqi3+w7tGUo+WRPJXfNTfel+TLqVMQZtRyuPjPr2QxaFa9/V8zYWEPAcxieGPdsanFy44y2pSJWh5trX/6eFRdlUlhrZW+ZiUZbW1KDGrOdg1XmXu3g6MzWoga2FjX0/0IdMOiUjI01YHd5KK63cajq5M9uSnJol7tTTnf5xHj+eN2kDjc6BJoIhr0kk8n47L7zOVJj4Znjyz1aj98Zn5cZQZRey/7Tkgecd9p41HcF9RQez22oUsgYFR3CFVPi2z1XUZ3/rfP+SjPPry/guR9OHqBX06bO4qA/771ai52oEI3fOsKk8Lbg/3leFU9cmc24+I7LNJ5I77W/wkSwWsH1M5K4dXYqf/gqnzW7K/reqB7Sa5Uo5XJumhX4/d6SBN8criEiWE1RvZXMaD3/74tDHK2z8eC7e/3ODdTujr4KDVIRFqTG5fFid7VlIooxtP3M91eY2tWpPuHEHvOeWjg+FtUgDZmI2+Q+CA9WE2PQ0tx68vYmMVSLx+vld5/559GTyyArzj8QfLzn5C/51OQwshM6rmZ2at3fhNC22bXCWisHKjsudNRXR2osyDtYEN1TrU4Pf9/snyzhxBIZl6dtVr2znIY7jjXi9niZNyaahdmxZMXqiQ/V+VL5B9rmgnruOj+d5i6Kcw2UhDAd24oaeXt7KXvKTDTZnKzJDXzA7yuVXEZWrJ6ZaeE4XF6K622UN7VSb3VS3tTKrpJmdh5rwt7Fkq8qk51YQ+e1fk536u/UmSaCYRdanR7MnUwq2BxuFJwMIHK5HJcHTHb/X/qwILVfpufDVWbWH6rxfWVaZDCPXNpxic9Tx8oSw4IIDVLx28vHMXqAl4B8tq+qz5v3oa1+8X9ySnk359TatifXr92/ejfPry/ocFZ4c0E9e8tNHKoy82FuBa9tKsbrlbhycgK3nqHsPHvLm9st+g6EY/U2jtRY+K6wnvBgFR/vqTgj28x6S6uUMzMtnBCtksPVFrYXN/arnb3ZTx+orOg9IYJhF4rrbTTZnL7yn3nlJl7bVMT/++Igj364j4Ljt7Ey2npxxfU2FLK2MZQTzK0uv/Kh7+woxemRuHBMFEo5xBm1nWZeiTjluN3l4YpJ8UxPDR/w2wi7y9OvN2F+tQVTi4sPdpX78guuP1jje9x9PHtxZxMhG/Jr+Wxf27KQg1VmXt1cRFiwmvd2lve5Tb3x1YFqCgNUmPxUW4828Lsrs7lycjzPrSvg/315uPsvOoNCg1TMTAtHp1awvbhxQHY8pUcGs6+Tkq0d6c8dSn+JMcNOmFpcPP7JAaYkh/rGSE5dJ3dOahgapQyH+2RO5RNp/c2tJ7eKubwSb2wpJlqv5b2dpXy6txK5DIK1SiJCNF2ODT28KIvvXvzOd+3/7ionIljD5ZPiSI9qX4qgL8oaWzBolf0qLHXttEQWT4jjo90V/GndEX6/dALfHq7t8de/vb0Uxyk9j1VfHuatbSVnrNe0uaB+QCrilTW2IJfLOu0JnVhHeuecdF78tqDTus6DQaOUER6k7nTsr6+C1IoeJ9oFBmXi5AQRDDuhVsr5zeXj+MNX+eRXW9rVxHB7JBxu/x9yeLCaVqeb1tPGUNYfqqHW7GBveTNOj0RqRBB7y0zY7G5fveWOTEg0Mnd0FJuO1BGiUVLe1EpYsGrAAiG0/QIvnhDX/YldUCrkGHVypqWE8dtPDnDZX0y+ZUE90dHSklMTC5wJeeUmxsUb+pUr8olPDxIerOK2c9M6nTAC0KnlfJs/tPYCZyeEDvhi7LTI4HaTiV2RydqyCA0WcZvcCZ1aQYxBy6XZsWQn+P+AjDoV+0/7q67XKPj3j2aw+u5ZRJ22r9LhlsgpafLtOKk22XF5vNw8O5WHOxkvPMHj9TIzLZzShrZb8oFOJJASEdRuW2FfjY83MCMtnKpeziAOtp9dPJpZ6RH9XnjtcHv4+lAt6V1M/kiSxBOfHuwwlVZ/KOWQHW8gNaL3tVtmpoUHZFdKtL7nEyfQVqd8MGvPiGDYhSi9hksnxPlKdULbX6+xsSG+VFwn3DAjhfEJRiYlhZF92prBUJ0S7Slr+OxuL2Nj9Sy/KLPbRKIqhZzckiZfb/D0a/dXSWMLQWplj+p+dFflTiaT8dcbp/bpF3KwLBofy73zRyGXy/q9ztLp9tJgc7Khi17fX74pZHNBfaePd0dG29q9UdEhxBm1pEYGEWfUti1xqTRT1tTKjLRw9Jru/2jGG7VMSQ4d8FtjaLuzOtLL3Ic/Oi9twNvRGyIYdsOoU/H1z+aRcvwXfFJiKHtOS3yZGhHE7IyT1epOn+21u7zYT+kJyICbZ6d0O4Pr9UrYnR7CgtXMTIsgK1ZPcA/e5L0RHqzm/Z1lvLWtpNvteAd6cMsTpdfww3MCn3tuoPxfNz3zntpe1MCesmYUchlj4zqe7f/PjlL+tO5Ir6996hKXhDAdu0ubKai1UmWyc6y+hSqT3Tcud6LUpkqpYGZaOMnhJ/8waZRta1rPSQ1jekoYdVZHrxZE94RGKWdGWjhhQapeTcDMHR3FggBWvusJMWbYAwmhOl6+aRqPfbSfFqeHILUSu/vkD3pCgpF5Y05uLD+9uLv9tFui2RkRXJjV/Q9eLpehUspJjQjmw93lXDk5we/NPRCyYg3I5TJWrT1Mq8vDfV3swihpsDEtJazbaw50wA6k0KCBWcrx1w1HcRz/OTtO+3nbXR7e2HKMP63rXYmCWWnhNLY4OdbQ0usdOY02p6/Hp1LICA1S02hz+i15GmgZUcE43F529LKnGWfU8ucB3kjQFyIY9tCRGgv51RYUirbZwsZT/uolhOr8dl90tx/z2mmJPX7e2ekRfJhbQbS+7Zamo2zR3akx27ucLb1ycgJvbDnGR7srWH5hZqczeh0lk+iIpYNSkENVncXR5aRJk83pt/Tp/Z1lLMqORa9VYbG7eHPLMTySxGUTY5EBCWFabA437+8so6jeRo3Jzpf7q3s9Mz4tJcyXBLi/XB6Jug720A+kc1LD2FPa3G74qDuLxsfyi0VjfN/jrjKfB5oIhj1U2Wznsklx/GdHmd84X2pEEI7TNvkX13e+oT49MtiXxr8nDlWZ8SJRXGulrLHFt8ynNzYeqaPJ5mT+2Ggyo9vfwk1OCmVKcigWu5viehuZ0R3PVm8prMfl8TIqWs+lE2IJUivZXdrElGT/3uKt56by2uYimod4Zu6MqGBSu1hsfaTGQmSwmoIaCx5JQqWQs+5gDW9tL6XF0fa9OrF20qhTMTHRyAe7Knhne1m/2hVv1PqtTR3qMqNC2F3aRF/mhBptTjKOj4e3Jdl1+5Ibn2kiGPbQT+Zl8G1+Lf/ZUUZEiNq3VS5Eo/TLeNJoc/L14bYFxwq5DM9pfykVchmf7aviBz3sHdrdXkJ1Kook2JBfx1cHavj03jm9avuczEgu/8t3vLKpiD/8YCLzx7a/Rb9wTDQVTa1d5g58dPFYQjRKMqJD+GRPJeePjuTf20qYlBjqW6doc7gpabDxg6mJ/apnHGhaVdvww9eHalmUHes7frjazLajDewua8bp9uLxSvzvlAXknTG1uvo1MXJCsFqBSikfsLIGgaZTKbC7PX0KhNC2HfPOf+4kzqhlU0Ed/3tw7sA2sBdEMOyFC0ZFcffcdL4+VONbcO10exgTe3LpjQwwH+8RLRofw7biRhpOSfg6JdnIFZPaJ2XoTIPVQVljK6kRQewsaWLR+N4PMseH6njnrlk8/cUh3ttZxuyMCOQymV8PMyJEzZf7q9lb3txpb2l6attf7MJaK1uO1pNXYeKaKYm+QOjyeFnwp41UmexohnABdpVCxt9vOQeX18uFx8d6txc18MSnB9stgj/TvZRRMfp2E3RD2aREY79v59cfavtjs3hC7ICmkeutofuOHYLkchk/mJZItcnOlKS2W0O3F66ZkuA7JyxYzaTjxXkUchmJp0ymqOQyRkXre7WE45bZqbg8Xl/exAmJfVtaMyZWz1NXZhOiUbH0b1v55ymF0wHW5FbQZHPy6d6qbq+VEKrjiknxHKmx8Ob3xewta2ZLYT3fHq71rTE8fRJhKJiSHEpkiJp5Y6KZMyrSFwi3FTVw0+vbO9wN1BTAHJKnm5kWPqwCIUBJ48BV07tkXGz3JwWQCIa9NDpGT5Baya7SJiKC1WREBRN82hKZuOMZZr4rrKfwlNk7l1fq8STECVdNSeCySXGEHh9gbnX2PcgkRwRx99x0Jie1Xx6kVMjIjA7pcufECTq1gplpERyutrD+UC3X/O17co418uia/X1u25lw4ZhoJiQY+f3Sib5jTreX//vvvk63jBXUWkkM63migb6akhzKziGejv90o6JDqDINzMSMSiHjokFI9X8qEQz7YHyCgczoEBpsTpI7WGB8Ih1Uo82F7fhi5h/NSeXaaYkEa3o/U5ZfbfHddv7vYOd1MHpiTKweuaxtrOft7SVUmVqptdixu7w4PV6/nmxXVueU+rbRebwSeq1qSKaUN2iVvuVIdRYHeRUmHvtoPzuPtd3avbO9pNsM0j39nvTVtJQw8spN7caXh7qBzDAzOyOy2w0IgdavYLhq1SpkMhkPPPCA79irr77KvHnzMBgMyGQympubu73O448/jkwm8/vIyvJfDGu321m+fDkRERGEhISwdOlSamq6H9gOhPAgtS+br+W0lF351RaOnDYTGBWipsbk4PErxvOrJWN79VyFtVb2V5ipOX77adSp2Hq0fxmLYwxadhxr5PXNxdz+Rg6/WrOfyybGcf05SZhaXewu7b6Hcuo4KEC1qdUvy85gkMnwbS1UyGXMTAtn/UMX4HC3/Yz+va2EqBANpY02fv3RftbsLmdNF0WUTihptA3YlsVTqeQyZqSGsaukaVBqfvTXQH5PFvZhLHyg9XkCJScnh1deeYWJEyf6HW9paWHRokUsWrSIRx55pMfXGz9+POvXrz/ZMKV/0x588EE+//xz3n//fYxGIytWrOCaa65hy5YtfX0JfeL2eDGdkgj0YFUz//z+GLeemwqAV5KIM2o5dEpArLM6uW/+KPIqTMzqpDhSZ1bvKGVCotG3kFWSoKK5f0kM1h+qYWKikVtnp6JUyEiLDOFgpZkas5275qazu7SJiubWLvPQzRkVyYvfnixQ9Ob3x3qVnSQQ0iKDfdnBn74qm4QwHc+tP8Idc9LweNuWQY2J1XPRHzcCtMsu3Zkqk4MxsfoBXe4yKjoYCRk7jg2vW+NTDdS4sFwGFw/y7hPoYzC0Wq0sW7aM1157jaeeesrvsRO9xA0bNvSuIUolsbEdD6CaTCZef/113nnnHS666CIA3njjDcaOHcu2bduYNWtWr19DX+0pa2ZHcQNqhYwfTE+ipMHG458eQKWQc+PMZMbGGfjlpVl8c8r+VLVCRkGNhUlJob16rqN1Vt7bWYZOfXKGTa2Uc/6oyH69hmevncS+chMzTwnMc0ZF4j3eO5mcFMqVf93CJys6X8JzemGhwQ6EcHJR+JKJcVw3PQm5XEa9xUGVyc7YOAMKuYz7Vu/u07UHokyrDMhOaLtjyqswDUhtk8E0UIvrpySHDUqd5NP16Se8fPlylixZwoIFC9oFw74qKCggPj4erVbL7NmzWblyJcnJbXtcd+3ahcvlYsGCBb7zs7KySE5OZuvWrR0GQ4fDgcNxcgzLbB6YmhLfFdZjcXiYnR7OD6cn8ov39wH4Fiq7PV4+3HUyKemM1DCK6m28t7OMuFAdSb3YTpdb0sTYOIPfRvqI4yUH+mN0jL7DbNknlsjIZDIeWDCK0oaWDsdEAd9C2aEiIyqYRxePpdps56rJCcjlMmrMdjYV1PN5XhVer4RHkvocgPKrLaiV8h5nm1HIYGJSqK8EqtsrUdJgI69iaNU26Y9qsx21QubLxtRXQ+EWGfoQDFevXk1ubi45OTkD1oiZM2fy5ptvMmbMGKqqqnjiiSc4//zz2b9/P3q9nurqatRqNaGhoX5fFxMTQ3V1xxMKK1eu5IknnhiwNp5Qcrz34XB7+fG/d5EcHsS4OINvPdr/DtTw9vaT6e8NOhVeb1sC0Z/My+jwmp3ZUtjQbp9njcXBf3eVs7QXW/r64qJu9k73t3c6kJLCdbx/z7mEnzZmGRGsprDWOiDpssx2d4ez8J2ZnhoekGwwQ0mr08PERCP7yvuXpHawl9Sc0KsJlLKyMu6//37efvtttNqB69ZeeumlXHvttUycOJGFCxfyxRdf0NzczHvvvdfnaz7yyCOYTCbfR1lZ/7ZInXBi2UxuaTNXTEpgQmIoqZHBFBxPV6RVy/0WHB+uttDY0rYVzt2Lv6Dv7yzjqwPVxIf5f59lwLs7B+a19EeMQXvGijZ1RS6DVddMbBcIoe1ndLh64HpivZkwyK+xEDqI9TzOFG8/J34SQnVdbok8k3oVDHft2kVtbS1Tp05FqVSiVCrZuHEjL7zwAkqlEo9nYNK0h4aGMnr0aAoL2wboY2NjcTqd7Wama2pqOh1n1Gg0GAwGv4+B4HRLvtyESoWMxy4bxzVTE9hd1jYQflFWjN92txMZmxPDgvhyf1WPi5XHGLREhKhJjQjm1N/B7cWNyJB4+vODSIM86HRe5uD1DtUKOffNH8W3P5/n1471B2v49Ud5/PTtXVz3ytYBHcs8UGHqcUae5hYXo2OG1lBCIOyvNDMpqe85Nns7oRhIvQqG8+fPJy8vjz179vg+pk+fzrJly9izZw8KxcBspbFarRw9epS4uLaEBtOmTUOlUvH111/7zsnPz6e0tJTZs2cPyHP2VHpUsK+HcOKWKTJYwxd5J2/XZ6VHcE5KaNtjIWpC1ArKm2ysO1SLt4cBbO7oKL57+CKcbi+nf8WukiZ2lzb3e1a5v87NGLw38q3npvDQxaNJiWjrVbRlkD7Anf/ayVvbSv1+Hn2VGhHkVzXP6ZEYG9vzP6r7K0wEqYdPOrO+qjbZielFOdBTnV5TfDD1asxQr9eTnZ3tdyw4OJiIiAjf8erqaqqrq329ury8PPR6PcnJyYSHt42rzZ8/n6uvvpoVK1YA8POf/5zLL7+clJQUKisr+e1vf4tCoeCGG24AwGg0cscdd/DQQw8RHh6OwWDg3nvvZfbs2Wd0JhlgWko4Bq2KVpeDmuN1UeKMWmrNdvaVN1Fc10KdpZWK5rbHbpqVcnztXjMz08Jxur093n+ZU9zYYbZgt7dtHZ3NMbhlJmenRyKXwZlcInfttESaWpzcMjsVgL9vLqK8qZVGm5NP9na/ZrAnlHIZt52byoMXj6ayuZWLn9vke6y7bN+nanF5mZYSFpCU+kNJjdlBvFFLjF5DTS9ThZ2bMXTGngc8UcPLL7/sN3Exd25bFoo33niD2267DYCjR49SX38yw0d5eTk33HADDQ0NREVFMWfOHLZt20ZUVJTvnOeeew65XM7SpUtxOBwsXLiQl156aaCb36UN+bXYHG7fzos4ow5Jkog2aIkM0fD054fZeayRE3dmi7Jj+MkFGdzyjx389vJx7VJddaXO4uDn7+/F1Nrx8gWVQs6Y2IGtn9xbxiAV4+ONZ6zKW3pUMKuWTvTLt/jvbSWUdLODpDcSw3Q8ccV431DH6Us+DlaZiTFoqDEPvd02g6nyeO+wp5NMchlclBVNrHHwl9ScIJMGe+DpDDGbzRiNRkwmU5/GDyuaW/nxv3eiUcrZVdIMwJgYPf/vmmympYRz+xs7fBXPFHIZT12VzXXTk1DIZZjtrj5tNaox23ltUxHv7Cil5bQaJYuzY3nppmm9vuZAW/nlIV7ZWNT9if2gVclZcWEmC8fHMuq0JUHfHq7l9jcHZmXD3FGRzBkVyd1zT876m+0uJj/xP7xS2xbGV26exoQEI5f95bseDVPEGbW+5BUJoW1/NLUqBd7jy3wk2naiHK23BTwB65kyNk6PQiYjv9rSYbLXKcmh1FsczB0dxdNXTwhoW3rzey9SePVQqE6FQibzBUKASUlGxsUZ+dl7e9hWdHKL3N9vmeaX1r+vey5jDFp+fdk4ll+YyRtbivnn1hLf7pc5Q2Rpy3kZkQEPhhMSjKy4qONyBP3NIaiQt9UFWTwhjr1lzXxX2OAXDN/dUYZXaptJfvbaScwd3Xa3cuu5Kfy/L7ovAl9lsnNOahilDS1UNNt9wyenk8tganIYxxpsHZZOHU5ObFUN1ihI0mvRqhSoFDKsDjeVzXZf3ZWhdIsMIhj2WLBGyYVjotl7ypqqycmh6NQKDlSafbWSFTLYUdzUoxonPRUWrOahS8Zw9wUZ/HtrCa9/V4x5iKTWPyc1HLVCjrOHs+TdUSvlTEsO42idlbAgNfk1Fr/gBFDZ3Mp3hfU8+1U+tX3sTSWE6njrzpmkhAf55WN89MM8GqwOIo7Xs84tbUKrknPttCS/+i9jYg2EBql6lM07pwdb7rxS23MZdEqmJoeSO8CFmgaDzeGhyNFxliaZrK0W0FAigmEPtTo9vuzWJ8iQ8f7OMkoaTv7APcff1IEQolHyk3kZ3H5e6pDpPejUCiYnh3ZYBOjmWSnkHGvsVTGjL+8/37e7xdTq4vY3duDxngy0phYXN72+3bcHua9umZ3iN1MMbeOwGpWcFqeHE7+mC8fHYNCp+Pe2Eq6emuAb47pgdBQLx8UO+JpPc6ub3NJmpiSFsnuY5TbsjTEx+g7Xhg4mEQx7qKjeisvjZfGEWEKD1IQFqUgK03G42sJ980cjIaGUy9CplRi1qj7VKukprUpBfIDTSvXGeRmRHQbDlIi2tZUqhazT9X4yGay4MJPvjzagVclJOWW7YohGyc2zU/jqQDXnpIbj9Hi5/z97+h0I1Qo5V52SkPdU91yQ4TdpMibWwJbCBhZPiGXqaRNgCQHMc3ioykxGVDBH+/lah6rBXKPaGREMe2h8vJG/3Di13fE5o6I6OHtkOS8zgufWtz/++7WHcXkkFHJZh/VgdCoFV09N4MrJ8fzlm7alWC9tOMoNM5L54//yyTnWyIQEIx/tqWTN7v4vm9GpFLS6PNwwI6nT/d2JYf57sT1eiU0Fday+u/161hNLqwLB7vbi8kjIZAzrhA5BagWjY/SoFDLkMhkyoNXlYY4IhsLZaFJSKMFqhS+R7QmnFjY/lUwGExOMPH31BLITjNRZHMQatFSb7fxp3RG/QusD1TPSa5V8+/N5yMA3HtgTz/4vn99cNr7dLTXQbthkoJU2tjAh4cwtXRpIIRol2fEGDlaZ22dVl8s4Z5Aq4HVFBEOh31QKOeekhbPhlLRlJ3bpnOjVJITqmJUeQZWpFa8k8ZcbphKlbwtKUXoNr9w8jSv/GpjclE9fnc2VkxMI0fTu7W5zuIkI1rBkon9p1z1lzXy8p4KjASzIfkIgksoG2pSkUMqaWjotFJWdYOz1z+JMGHotEoal8zIi/YLhzbNSMGhVvgSwd89N9yXAPZ3V4eaZr7pfptIXBq2Sa6cl9aoI1wk6lYIHL26/pOej3RV8daCakB7uU+6P8gD3PgfarLTwbqvlDeY2zq6IGijCgDj3+B5TtULOymsmEBakptbi4MrJ8Vw4JoqUiCAkSaLaZEeSJLxeCVOLiw92lbPo+U1sKexfKYPO3HV+ep8CIbTldzx9DBFg3pgomlqcTO5lst6+aGxxERY0PLLfTOxh2dChtr7wBNEzFAbEuDgD4cFqMqNDuGFGMl6vxPw/baS43kawWsG2okZcHi9ur4RBq6TF6Ql43Y8ovabTWeO+OlpnZVtRI+/ePZu/fltIeLC6V8ucksJ0LBgXw+3npvGDl7/v0TrJOKOOph6sZxxMeo2SYw3dj++qlXKmp/Z8W+qZJHqGwoCQyWSsuDCTWWnhNNmcPLomz5eG3+b00Oo6GfzMdvcZKYB0zdSEXmUW74nwIDX3XJBOi9NDXoWJKybFdf9Fx2mUchLCgvjX1hK+3F/lq9rXnZABKDkQaOPiDZg72Ud/qilJoQFbctZfIhgKA+amWSlYHG7OXfUNq3MGPwFtZgBKE4QFqwkNUjM7I4I7z0/ncLWFJ64Y36PKgDNSw9lW1IDHKxGkVvS4fMNQn0ORyfDbeNCVoXqLDCIYCgNIrZTz0MWjuWD04K+9/Pklo7l2elJAn+OOOWlclBVNeVMLG34xj99ePo5rpyX6ZdU5lfyU37anvzjU4+S8Qz0YJobqqO5hFp9zh1D+wtMN/f63MKzotSpevnkar246yu/X5p/xwuhReg2XZsd2mthhoJ26b/r289JwebwcrrbQ6vJQ2G7pjYxpKWEU1lqx2F2Mizfwxf7+J6EdbDEGLWVN3WfwCVIrzsikU1+JYCgExN1zM5iYGMq9/9l9xlJTqRVy/nn7DMbFD0yJh75QKeT880czqGhqYdnftxNj0GLUqVAr5Vw8LpoN+XWYWl29Wj/Y1z8nWpWcGL0WjUqO1e6m0hSYHTOd9YRPNyMtHJVi6N6MimAoBMys9Ag+v3cOy9/J7VHmlv66cWbyoAbCE+wuDx/vqUQmg4LjvcNXb57GJeNjeeHrtnWXKrkcaz8zlYcGqRgdo6fV6aHB6iBYoyBYo0SjVFBtbqW0oZWSU9Yp6jUKEsODMGhVFNRaByzZR0+3C46NG/yfTVeGbpgWzgrRBi3/uWsWd8xJC/hzLRg7NOrvbi6oo9ps58dzM5iTGcnvrsrmkvFthcuunpKATAbjEwwdlnToqRPpxHYUN5JXYaLSZKeg1saeMhPbixspaWht16O0ODwcqrKwvbgRi93F1OTQPj//qRw9TN/2/s5yai2B28/dXyIYCgGnVMh57LJx/PXGqQHbhjUp0eirXT3Ylk5NxNTqIjkiiLfunMnNs1J8jz2yeCzrH7qAXy8ZS0UPxtnAf2+3SiFjWnIou0qaepRLsTMuj0RehYmxcf0vHWG196wd9VYHF/9pE3e8mUO9dehl9RbBUDhjlkyM46Pl5zEqemCXvExOCuVPP5zc550mA02pkHPB6ChGRXccaDKiQtBrVdjdPbtNtjnb1u+pFDLGxOjZNUCJX10eiYqm1j5XtjuhuN5GfA9rmZhaXXx9uJYH393T75rLA21ovHuEESMzOoSPV5zH5ZPiB+R6sQYtb90505cQdqhweaQuU3x9vq8KbQ+rJBq1KqYkhTIhwcj+SvNANRFoWwCf2M/cmF6JXi9u31xQz7pDNf163oEmgqFwxgWplfzlhik8fvk4VIr+raJ7+ursIZkBxdTq4q5/7eTbw7Ucq7fhPmVczeH2EB/a86pw24ob2V3WHLBSALtKmxnXz8mNg1VmtL3smbdfejS4ht67SBgxbjsvjQmJRpa/vZvqPiRKnZwUyoVjogPQsv6LDFHjcHt9lfvUCjk/Xziau+dmcLjKwn92lA2pbXalDTbGxulxuLyolXJsDjf1Nietzp7dylvsbqanhrGzF6sGDLqhlYBC9AyFQTUtJZzP7pvjl9bJoFUSGqRi3pgonrhiPEunJmI87RdHLoOfzsvwFXMaau48P50nrxzv+9zp8fKHr/LZeayR7AQj01LChlQ2Gquzbaa5qN7G4WoLZU2ttDo9RASrmZUW3m29EpkMFL1MvjgmRo/T7e1xwA20ofOnSRixIkM0/PuOmTz7v3z2V5j49x0z253TZHPy3PojvL+znBCtkt9cNjbgmab746sD1Xx9qJbzR0USpFaQFBZEcb2NQ1VmpqeG88ilWcz/08bBbma3GmxOGoob0Sjbds/sKmnr+elUCsbHG7C7PDS2OKkzO9jeg/RdJxi0SiYnhbI6p5RLs+PQqQc/eYMoIi8MKS6Pt8tdCjaHi1aXF6fby68/2s/fb5k+ZHuH3TG1uKizOqg//tFgdfr+X2dx0mA7/pjFSatraPSepqeEYXd7OVJtxtlJka+euGRcDD+9MJP3dpZx4ZhoLh4XmDWiooi8MGx1t13rlY1FvPBNIQq5jEuzY4dtIAQwBqkwBqnI7MFSI5vDfTxQngyY9Za2/zfY2v5vtrtQyGUU1FpxugemjvXpdpYMzE6i2ekR3Pz37Vgcbjbm1zE1ObRXtWkCQQRDYVipOZ4dxeOVhlS51EAL1igJ1ihJiWhfmOpUWwrrmZkWTkVzK3f9aydHaobWjC20TS4Zg1RYHG3rJyuaW7nxte18cu95aHq43CgQRDAUhpULs6IIPf6LdMWkeKwO95BcWjNYShpaeH9nGfk11iEZCAFunJHsVwERIL/GQq3ZMeDJeHtDzCYLw8qi7DgeWTyWS8bFsLmgnq1HA1M7Zbi6cWYyV05OoNE29La7ASwYG40ElJ+2FTHGoPFVSxwsYgJFEM5CZY0trPjPbvaeVrN4MKVEBBGt17TLYHTNlAQevHh0QHqFYgJFEEa4pPAgPrhnNr//8jCvbynucZqtQIkxaHh4URaPf3IAgCsnxxNr1HL1lASyYodG50QEQ0E4S6kUcn592TgqTa3IZTKi9Vo+z6v0TUKdKZEhGv6wdBJ3/msnzuPbEtUKOQ8vzBpSqwHEbbIgnOXsLo+vIp3L4+Uv3xSyMb+WghoLLa7ALME5ITM6hFlp4Xy4u4KW03aaPH11NkadioRQHVOSA1M+tDe/92ICRRDOcqeW5lQdTy8WpFbi9EiMjglhZlo42QkGggdwF4hRp+KW2SnEGrWsOS0QymXwy0Vj2JBfh06lIHKQ1xeeIG6TBWGEmZYSxs8Xjmbp37b6Lb9RymWMjglhTIyBBpuD3NIm5DIZSrmMVpcH12k7TmQykMtkRIVomJYShkGnZHdpM7PSI/jBtERue2MH9VYnM9PCSY0IpsZiR6OU88tFWWREhfDP748xOyOCIPXQCENDoxWCIARcc4uT36/N52itlZoO0u+PTzDy03kZ6FQK5o6OQpIkZKckX/B4JZxuLxISaoUchVzm93idxcGHueW8m1PG29tL8EoQb9Ty/PWTiTO2XyC/bGYyyiFUIGrotEQQhIAKDVLz0MWjuTArmgars12FvqO1Vh75MI+fvp2L0+31C3TQVgVPp1YQpFaiVMjbPR6l1+CVoKjehssjcVFWNOseuqDDQAgMqUAIomcoCCNKlF7DT+ZlcOPMZDYdqaO51cWHueXsLWvG6nCDo227nLeP86rnZkQgl0FWrIGV10wgeBjtDho+LRUEYcAYdSounxSPJElMTwnjr98WsulIHVmxBm6YmdSrus6nmpQUyn9/ci5j4wx+EzfDgVhaIwgCAJIkUVxvIzUieEit/+uPM7a0ZtWqVchkMh544AHfsVdffZV58+ZhMBiQyWQ0Nzd3e52VK1dyzjnnoNfriY6O5qqrriI/P9/vnHnz5iGTyfw+7rnnnv40XxCEU8hkMtKjQs6aQNhbfQ6GOTk5vPLKK0ycONHveEtLC4sWLeLRRx/t8bU2btzI8uXL2bZtG+vWrcPlcnHJJZdgs9n8zrvrrruoqqryfTzzzDN9bb4gCIKfPo0ZWq1Wli1bxmuvvcZTTz3l99iJXuKGDRt6fL21a9f6ff7mm28SHR3Nrl27mDt3ru94UFAQsbGxfWmyIAhCl/rUM1y+fDlLlixhwYIFA90eAEwmEwDh4eF+x99++20iIyPJzs7mkUceoaWl8xoYDocDs9ns9yEIgtCZXvcMV69eTW5uLjk5OYFoD16vlwceeIDzzjuP7Oxs3/Ebb7yRlJQU4uPj2bdvHw8//DD5+fl8+OGHHV5n5cqVPPHEEwFpoyAIZ59eBcOysjLuv/9+1q1bh1bb8yLYvbF8+XL279/Pd99953f87rvv9v1/woQJxMXFMX/+fI4ePUpGRka76zz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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Read geometry for Area of Interest from geojson file url and plot\n", + "aoi_url = 'https://github.com/jbousquin/test_notebook/raw/main/temperature_data/NewEngland.geojson'\n", + "aoi_gdf = wrangle.as_gdf(aoi_url) # Already 4326 standard\n", + "aoi_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Build query with characteristicNames and the AOI extent\n", + "query = {'characteristicName': ['Phosphorus',\n", + " 'Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " 'Dissolved oxygen (DO)',\n", + " 'Salinity',\n", + " 'pH',\n", + " 'Nitrogen',\n", + " 'Conductivity',\n", + " 'Organic carbon',\n", + " 'Chlorophyll a',\n", + " 'Turbidity',\n", + " 'Sediment',\n", + " 'Fecal Coliform',\n", + " 'Escherichia coli']}\n", + "query['bBox'] = wrangle.get_bounding_box(aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Query stations (can be slow)\n", + "stations, site_md = wqp.what_sites(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9795, 37)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results\n", + "stations.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1USGS-MAUSGS Massachusetts Water Science CenterUSGS-01096544STONY BROOK AT SCHOOL STREET AT CHELMSFORD, MAStreamNaN1070006.041.57sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
2USGS-MAUSGS Massachusetts Water Science CenterUSGS-01096546STONY BROOK AT CHELMSFORD, MAStreamNaN1070006.043.60sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
3USGS-MAUSGS Massachusetts Water Science CenterUSGS-01096548STONY BROOK AT N CHELMSFORD, MAStreamNaN1070006.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
4USGS-MAUSGS Massachusetts Water Science CenterUSGS-01096550MERRIMACK RIVER ABOVE LOWELL, MAStreamNaN1070006.03900.00sq mi3900.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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" + ], + "text/plain": [ + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 USGS-MA USGS Massachusetts Water Science Center \n", + "1 USGS-MA USGS Massachusetts Water Science Center \n", + "2 USGS-MA USGS Massachusetts Water Science Center \n", + "3 USGS-MA USGS Massachusetts Water Science Center \n", + "4 USGS-MA USGS Massachusetts Water Science Center \n", + "\n", + " MonitoringLocationIdentifier \\\n", + "0 USGS-010965305 \n", + "1 USGS-01096544 \n", + "2 USGS-01096546 \n", + "3 USGS-01096548 \n", + "4 USGS-01096550 \n", + "\n", + " MonitoringLocationName \\\n", + "0 MERRIMACK R NR TYNGSBOROUGH BRIDGE TYNGSBOROUG... \n", + "1 STONY BROOK AT SCHOOL STREET AT CHELMSFORD, MA \n", + "2 STONY BROOK AT CHELMSFORD, MA \n", + "3 STONY BROOK AT N CHELMSFORD, MA \n", + "4 MERRIMACK RIVER ABOVE LOWELL, MA \n", + "\n", + " MonitoringLocationTypeName MonitoringLocationDescriptionText \\\n", + "0 Stream NaN \n", + "1 Stream NaN \n", + "2 Stream NaN \n", + "3 Stream NaN \n", + "4 Stream NaN \n", + "\n", + " HUCEightDigitCode DrainageAreaMeasure/MeasureValue \\\n", + "0 1070006.0 4070.00 \n", + "1 1070006.0 41.57 \n", + "2 1070006.0 43.60 \n", + "3 1070006.0 NaN \n", + "4 1070006.0 3900.00 \n", + "\n", + " DrainageAreaMeasure/MeasureUnitCode \\\n", + "0 sq mi \n", + "1 sq mi \n", + "2 sq mi \n", + "3 NaN \n", + "4 sq mi \n", + "\n", + " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 3900.0 ... NaN \n", + "\n", + " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "\n", + " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " ProviderName \n", + "0 NWIS \n", + "1 NWIS \n", + "2 NWIS \n", + "3 NWIS \n", + "4 NWIS \n", + "\n", + "[5 rows x 37 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First 5 rows\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HorizontalCoordinateReferenceSystemDatumName NAD83\n", + "LatitudeMeasure 42.677389\n", + "LongitudeMeasure -71.421056\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns used for an example row\n", + "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", + "stations_gdf = location.harmonize_locations(stations, outEPSG=4326, intermediate_columns=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[1;31mSignature:\u001b[0m\n", + "\u001b[0mlocation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mharmonize_locations\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mdf_in\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mout_EPSG\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4326\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mintermediate_columns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mDocstring:\u001b[0m\n", + "Create harmonized geopandas GeoDataframe from pandas DataFrame.\n", + "\n", + "Takes a :class:`~pandas.DataFrame` with lat/lon in multiple Coordinate\n", + "Reference Systems (CRS), transforms them to out_EPSG CRS, and converts to\n", + ":class:`geopandas.GeoDataFrame`. A 'QA_flag' column is added to the result\n", + "and populated for any row that has location based problems like limited\n", + "decimal precision or an unknown input CRS.\n", + "\n", + "Parameters\n", + "----------\n", + "df_in : pandas.DataFrame\n", + " DataFrame with the required columns (see kwargs for expected defaults)\n", + " to be converted to GeoDataFrame.\n", + "out_EPSG : int, optional\n", + " EPSG factory code for desired output Coordinate Reference System datum.\n", + " The default is 4326, for the WGS84 Datum used by WQP queries.\n", + "intermediate_columns : Boolean, optional\n", + " Return intermediate columns. Default 'False' does not return these.\n", + "**kwargs: optional\n", + " Accepts crs_col, lat_col, and lon_col parameters if non-default:\n", + "crs_col : str, optional\n", + " Name of column in DataFrame with the Coordinate Reference System datum.\n", + " The default is 'HorizontalCoordinateReferenceSystemDatumName'.\n", + "lat_col : str, optional\n", + " Name of column in DataFrame with the latitude coordinate.\n", + " The default is 'LatitudeMeasure'.\n", + "lon_col : str, optional\n", + " Name of column in DataFrame with the longitude coordinate.\n", + " The default is 'LongitudeMeasure'.\n", + "\n", + "Returns\n", + "-------\n", + "gdf : geopandas.GeoDataFrame\n", + " GeoDataFrame of df_in with coordinates in out_EPSG datum.\n", + "\n", + "Examples\n", + "--------\n", + "Build pandas DataFrame to use in example:\n", + "\n", + ">>> df_in = pandas.DataFrame({'LatitudeMeasure': [27.5950355,\n", + "... 27.52183,\n", + "... 28.0661111],\n", + "... 'LongitudeMeasure': [-82.0300865,\n", + "... -82.64476,\n", + "... -82.3775],\n", + "... 'HorizontalCoordinateReferenceSystemDatumName': ['NAD83',\n", + "... 'WGS84',\n", + "... 'NAD27'],\n", + "... })\n", + ">>> df_in\n", + " LatitudeMeasure ... HorizontalCoordinateReferenceSystemDatumName\n", + "0 27.595036 ... NAD83\n", + "1 27.521830 ... WGS84\n", + "2 28.066111 ... NAD27\n", + "\n", + "[3 rows x 3 columns]\n", + "\n", + ">>> from harmonize_wq import location\n", + ">>> location.harmonize_locations(df_in)\n", + " LatitudeMeasure LongitudeMeasure ... QA_flag geometry\n", + "0 27.595036 -82.030086 ... NaN POINT (-82.03009 27.59504)\n", + "1 27.521830 -82.644760 ... NaN POINT (-82.64476 27.52183)\n", + "2 28.066111 -82.377500 ... NaN POINT (-82.37750 28.06611)\n", + "\n", + "[3 rows x 5 columns]\n", + "\u001b[1;31mFile:\u001b[0m c:\\users\\jbousqui\\local_gis\\python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\location.py\n", + "\u001b[1;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Every function has a dostring to help understand input/output and what it does\n", + "location.harmonize_locations?" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9795, 42)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", + "stations_gdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geom_orig (-71.4210556, 42.67738889)\n", + "EPSG 4269.0\n", + "QA_flag NaN\n", + "geom POINT (-71.4210556 42.67738889)\n", + "geometry POINT (-71.4210556 42.67738889)\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Example results for the new columns\n", + "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# geom and geometry look the same but geometry is a special datatype\n", + "stations_gdf['geometry'].dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'HorizontalCoordinateReferenceSystemDatumName: Bad datum OTHER, EPSG:4326 assumed',\n", + " 'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; LongitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at the different QA_flag flags that have been assigned,\n", + "# e.g., for bad datums or limited decimal precision\n", + "set(stations_gdf.loc[stations_gdf['QA_flag'].notna()]['QA_flag'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Clip to area of interest\n", + "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_clipped.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1383" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# How many stations now?\n", + "len(stations_clipped)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# To save the results to a shapefile\n", + "#import os\n", + "#path = '' #specify the path (folder/directory) to save it to\n", + "#stations_clipped.to_file(os.path.join(path,'CapeCod_stations.shp'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Retrieve Characteristic Data" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (8,10,13,15,17,19,20,21,22,23,28,31,32,33,34,36,38,60,62,63,64,65,66,67,68,69,70,71,72) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + } + ], + "source": [ + "# Now query for results\n", + "query['dataProfile'] = 'narrowResult'\n", + "res_narrow, md_narrow = wqp.get_results(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...AnalysisEndTime/TimeZoneCodeResultLaboratoryCommentCodeResultLaboratoryCommentTextResultDetectionQuantitationLimitUrlLaboratoryAccreditationIndicatorLaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderName
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33ESTCRWA-ROBSTORET-591631481130809111433.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.012013-07-2211:01:00EDT11NPSWRD_WQX-CACO_HX30_21STORET-986369728NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
..................................................................
405953USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004662024-01-0410:00:00ESTUSGS-01096548NWIS-126738261NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405954USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744182NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405955USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744192NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405956USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744199NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405957USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744200NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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405958 rows × 78 columns

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AnalysisEndTime/TimeZoneCode \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "405953 NaN ... NaN \n", + "405954 NaN ... NaN \n", + "405955 NaN ... NaN \n", + "405956 NaN ... NaN \n", + "405957 NaN ... NaN \n", + "\n", + " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " ResultDetectionQuantitationLimitUrl \\\n", + "0 NaN \n", + "1 NaN \n", + "2 https://www.waterqualitydata.us/data/providers... \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "405953 NaN \n", + "405954 NaN \n", + "405955 NaN \n", + "405956 NaN \n", + "405957 NaN \n", + "\n", + " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "405953 NaN NWIS \n", + "405954 NaN NWIS \n", + "405955 NaN NWIS \n", + "405956 NaN NWIS \n", + "405957 NaN NWIS \n", + "\n", + "[405958 rows x 78 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = res_narrow\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df, stations_clipped)\n", + "legend_kwds = {\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Harmonize Characteristic Results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic().\n", + "harmonize_all runs functions on all characteristics and lets you specify how to handle errors\n", + "harmonize_generic runs functions only on the characteristic specified with char_val and lets you also\n", + "choose output units, to keep intermediate columns and to do a quick report summarizing changes." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# See Documentation\n", + "#harmonize_WQP.harmonize_all?\n", + "#harmonize_WQP.harmonize?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### secchi disk depth" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 4841.000000\n", + "mean -12.451229\n", + "std 406.357932\n", + "min -9999.000000\n", + "25% 1.600000\n", + "50% 3.500000\n", + "75% 6.000000\n", + "max 17.000000\n", + "dtype: float64\n", + "Unusable results: 264\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 2425.6963639838327): 16\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", + "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", + "\n", + "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", + "df = harmonize.harmonize(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The threshold is based on standard deviations and is currently only used in the histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
1711113300-GRTKINSD3.25mNaNm3.25 meter
13511113300-BEADERD4.25mNaNm4.25 meter
30311113300-ANGSDND3.5mNaNm3.5 meter
328NALMS-F6122422mNaNm2.0 meter
56711113300-GRTKINSD2.25mNaNm2.25 meter
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40541911NPSWRD_WQX-CACO_DUCK_W16.5mNaNm16.5 meter
40542011NPSWRD_WQX-CACO_DUCK_W10.0mNaNm10.0 meter
40542111NPSWRD_WQX-CACO_DUCK_W17.0mNaNm17.0 meter
40542211NPSWRD_WQX-CACO_DUCK_W16.0mNaNm16.0 meter
40542311NPSWRD_WQX-CACO_GREAT_W7.8mNaNm7.8 meter
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5105 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "17 11113300-GRTKINSD 3.25 \n", + "135 11113300-BEADERD 4.25 \n", + "303 11113300-ANGSDND 3.5 \n", + "328 NALMS-F612242 2 \n", + "567 11113300-GRTKINSD 2.25 \n", + "... ... ... \n", + "405419 11NPSWRD_WQX-CACO_DUCK_W 16.5 \n", + "405420 11NPSWRD_WQX-CACO_DUCK_W 10.0 \n", + "405421 11NPSWRD_WQX-CACO_DUCK_W 17.0 \n", + "405422 11NPSWRD_WQX-CACO_DUCK_W 16.0 \n", + "405423 11NPSWRD_WQX-CACO_GREAT_W 7.8 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", + "17 m NaN m 3.25 meter \n", + "135 m NaN m 4.25 meter \n", + "303 m NaN m 3.5 meter \n", + "328 m NaN m 2.0 meter \n", + "567 m NaN m 2.25 meter \n", + "... ... ... ... ... \n", + "405419 m NaN m 16.5 meter \n", + "405420 m NaN m 10.0 meter \n", + "405421 m NaN m 17.0 meter \n", + "405422 m NaN m 16.0 meter \n", + "405423 m NaN m 7.8 meter \n", + "\n", + "[5105 rows x 6 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at a table of just Secchi results and focus on subset of columns\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", + "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", + "sechi_results" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
10232NARS_WQX-NLA12_MA-102NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
28917EPA_OCMA_R1-SS-2darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
31734EPA_OCMA_R1-SS-3darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
33684EPA_OCMA_R1-R1-23darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
35883EPA_OCMA_R1-R1-25darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
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31567911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31575911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31611511NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31686611NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
40541011NPSWRD_WQX-CACO_SLOUGHNaNmResultMeasureValue: missing (NaN) resultmNaN
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264 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "10232 NARS_WQX-NLA12_MA-102 NaN \n", + "28917 EPA_OCMA_R1-SS-2 dark \n", + "31734 EPA_OCMA_R1-SS-3 dark \n", + "33684 EPA_OCMA_R1-R1-23 dark \n", + "35883 EPA_OCMA_R1-R1-25 dark \n", + "... ... ... \n", + "315679 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "315759 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "316115 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "316866 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "405410 11NPSWRD_WQX-CACO_SLOUGH NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "10232 NaN \n", + "28917 m \n", + "31734 m \n", + "33684 m \n", + "35883 m \n", + "... ... \n", + "315679 m \n", + "315759 m \n", + "316115 m \n", + "316866 m \n", + "405410 m \n", + "\n", + " QA_flag Units Secchi \n", + "10232 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "28917 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", + "31734 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", + "33684 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", + "35883 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", + "... ... ... ... \n", + "315679 ResultMeasureValue: missing (NaN) result m NaN \n", + "315759 ResultMeasureValue: missing (NaN) result m NaN \n", + "316115 ResultMeasureValue: missing (NaN) result m NaN \n", + "316866 ResultMeasureValue: missing (NaN) result m NaN \n", + "405410 ResultMeasureValue: missing (NaN) result m NaN \n", + "\n", + "[264 rows x 6 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at unusable(NAN) results\n", + "sechi_results.loc[df['Secchi'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasureValue: missing (NaN) result; ResultMeasure/MeasureUnitCode: MISSING UNITS, m assumed'" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at the QA flag for first row from above\n", + "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
10232NARS_WQX-NLA12_MA-102NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
28883NARS_WQX-NCCA10-1070-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
28917EPA_OCMA_R1-SS-2darkmResultMeasureValue: \"dark\" result cannot be usedmNaN
29057NARS_WQX-NCCA10-1029-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
30246NARS_WQX-NCCA10-1001-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
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31567911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31575911NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31611511NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
31686611NPSWRD_WQX-CACO_GREAT_WNaNmResultMeasureValue: missing (NaN) resultmNaN
40541011NPSWRD_WQX-CACO_SLOUGHNaNmResultMeasureValue: missing (NaN) resultmNaN
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272 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "10232 NARS_WQX-NLA12_MA-102 NaN \n", + "28883 NARS_WQX-NCCA10-1070 -9 \n", + "28917 EPA_OCMA_R1-SS-2 dark \n", + "29057 NARS_WQX-NCCA10-1029 -9 \n", + "30246 NARS_WQX-NCCA10-1001 -9 \n", + "... ... ... \n", + "315679 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "315759 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "316115 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "316866 11NPSWRD_WQX-CACO_GREAT_W NaN \n", + "405410 11NPSWRD_WQX-CACO_SLOUGH NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "10232 NaN \n", + "28883 None \n", + "28917 m \n", + "29057 None \n", + "30246 None \n", + "... ... \n", + "315679 m \n", + "315759 m \n", + "316115 m \n", + "316866 m \n", + "405410 m \n", + "\n", + " QA_flag Units Secchi \n", + "10232 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "28883 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", + "28917 ResultMeasureValue: \"dark\" result cannot be used m NaN \n", + "29057 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", + "30246 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", + "... ... ... ... \n", + "315679 ResultMeasureValue: missing (NaN) result m NaN \n", + "315759 ResultMeasureValue: missing (NaN) result m NaN \n", + "316115 ResultMeasureValue: missing (NaN) result m NaN \n", + "316866 ResultMeasureValue: missing (NaN) result m NaN \n", + "405410 ResultMeasureValue: missing (NaN) result m NaN \n", + "\n", + "[272 rows x 6 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All cases where there was a QA flag\n", + "sechi_results.loc[df['QA_flag'].notna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If both value and unit are missing nothing can be done, a unitless (NaN) value is assumed as to be in default units but a QA_flag is added" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011113300-ANGSDND423.796369
111113300-BEADERD423.644048
211113300-CANWIND226.144000
311113300-CAPSALD242.456262
411113300-COBWINND213.768810
............
682NARS_WQX-NLA_MA-1003010.950000
683NARS_WQX-NLA_MA-1003213.150000
684NARS_WQX-NLA_RI-1005111.965000
685NARS_WQX-NLA_RI-1006212.540000
686U_NH01-SUN05CL75.057143
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687 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11113300-ANGSDND 42 3.796369\n", + "1 11113300-BEADERD 42 3.644048\n", + "2 11113300-CANWIND 22 6.144000\n", + "3 11113300-CAPSALD 24 2.456262\n", + "4 11113300-COBWINND 21 3.768810\n", + ".. ... ... ...\n", + "682 NARS_WQX-NLA_MA-10030 1 0.950000\n", + "683 NARS_WQX-NLA_MA-10032 1 3.150000\n", + "684 NARS_WQX-NLA_RI-10051 1 1.965000\n", + "685 NARS_WQX-NLA_RI-10062 1 2.540000\n", + "686 U_NH01-SUN05CL 7 5.057143\n", + "\n", + "[687 rows x 3 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate secchi data by station\n", + "visualize.station_summary(sechi_results, 'Secchi')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\mapclassify\\classifiers.py:257: UserWarning: Not enough unique values in array to form 5 classes. Setting k to 4.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 116287.000000\n", + "mean 15.990778\n", + "std 7.352724\n", + "min -6.000000\n", + "25% 11.000000\n", + "50% 16.666667\n", + "75% 21.610500\n", + "max 910.000000\n", + "dtype: float64\n", + "Unusable results: 213\n", + "Usable results with inferred units: 217\n", + "Results outside threshold (0.0 to 60.1071225595915): 115\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#'Temperature, water'\n", + "# errors=‘ignore’, invalid dimension conversions will return the NaN.\n", + "df = harmonize.harmonize(df, 'Temperature, water', intermediate_columns=True, report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
0CRWA-ROB23.01deg CNaN23.01 degree_CelsiusdegC
8CRWA-635S5.5deg CNaN5.5 degree_CelsiusdegC
15CRWA-4LONG28.2deg CNaN28.2 degree_CelsiusdegC
2511113300-BCHHSPHAMLF15deg CNaN15.0 degree_CelsiusdegC
28MASSDEP-W076223.7deg CNaN23.7 degree_CelsiusdegC
.....................
405940USGS-011005641.5deg CNaN1.5 degree_CelsiusdegC
405944USGS-011166172.8deg CNaN2.8 degree_CelsiusdegC
405947USGS-011138952.2deg CNaN2.2 degree_CelsiusdegC
405950USGS-010965482.9deg CNaN2.9 degree_CelsiusdegC
405954USGS-010985301.5deg CNaN1.5 degree_CelsiusdegC
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116500 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "0 CRWA-ROB 23.01 \n", + "8 CRWA-635S 5.5 \n", + "15 CRWA-4LONG 28.2 \n", + "25 11113300-BCHHSPHAMLF 15 \n", + "28 MASSDEP-W0762 23.7 \n", + "... ... ... \n", + "405940 USGS-01100564 1.5 \n", + "405944 USGS-01116617 2.8 \n", + "405947 USGS-01113895 2.2 \n", + "405950 USGS-01096548 2.9 \n", + "405954 USGS-01098530 1.5 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Temperature Units \n", + "0 deg C NaN 23.01 degree_Celsius degC \n", + "8 deg C NaN 5.5 degree_Celsius degC \n", + "15 deg C NaN 28.2 degree_Celsius degC \n", + "25 deg C NaN 15.0 degree_Celsius degC \n", + "28 deg C NaN 23.7 degree_Celsius degC \n", + "... ... ... ... ... \n", + "405940 deg C NaN 1.5 degree_Celsius degC \n", + "405944 deg C NaN 2.8 degree_Celsius degC \n", + "405947 deg C NaN 2.2 degree_Celsius degC \n", + "405950 deg C NaN 2.9 degree_Celsius degC \n", + "405954 deg C NaN 1.5 degree_Celsius degC \n", + "\n", + "[116500 rows x 6 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", + "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", + "temperature_results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
96602AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
96603AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
96604AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
96605AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
96606AQUINNAH-MEN TXCO0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
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97944AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
97945AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
97947AQUINNAH-MEN PND Q0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
119174AQUINNAH-MEN PND HC0NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...0.0 degree_CelsiusdegC
359980USGS-414654070002901NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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218 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "96602 AQUINNAH-MEN TXCO 0 \n", + "96603 AQUINNAH-MEN TXCO 0 \n", + "96604 AQUINNAH-MEN TXCO 0 \n", + "96605 AQUINNAH-MEN TXCO 0 \n", + "96606 AQUINNAH-MEN TXCO 0 \n", + "... ... ... \n", + "97944 AQUINNAH-MEN PND Q 0 \n", + "97945 AQUINNAH-MEN PND Q 0 \n", + "97947 AQUINNAH-MEN PND Q 0 \n", + "119174 AQUINNAH-MEN PND HC 0 \n", + "359980 USGS-414654070002901 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "96602 NaN \n", + "96603 NaN \n", + "96604 NaN \n", + "96605 NaN \n", + "96606 NaN \n", + "... ... \n", + "97944 NaN \n", + "97945 NaN \n", + "97947 NaN \n", + "119174 NaN \n", + "359980 NaN \n", + "\n", + " QA_flag Temperature \\\n", + "96602 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "96603 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "96604 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "96605 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "96606 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "... ... ... \n", + "97944 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "97945 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "97947 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "119174 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... 0.0 degree_Celsius \n", + "359980 ResultMeasureValue: missing (NaN) result; Resu... NaN \n", + "\n", + " Units \n", + "96602 degC \n", + "96603 degC \n", + "96604 degC \n", + "96605 degC \n", + "96606 degC \n", + "... ... \n", + "97944 degC \n", + "97945 degC \n", + "97947 degC \n", + "119174 degC \n", + "359980 degC \n", + "\n", + "[218 rows x 6 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine missing units\n", + "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see where the units were missing, the results were assumed to be in degree_Celsius already" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This is also noted in the QA_flag field\n", + "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
262MERRIMACK_RIVER_WATERSHED_WQX-Hayden-Schofield8countNaNNaNcount
2885MERRIMACK_RIVER_WATERSHED_WQX-Manchester8countNaNNaNcount
3358MERRIMACK_RIVER_WATERSHED_WQX-Nina-Scarito8countNaNNaNcount
4164MERRIMACK_RIVER_WATERSHED_WQX-Misserville8countNaNNaNcount
4452MERRIMACK_RIVER_WATERSHED_WQX-Ferrous8countNaNNaNcount
.....................
22179311NPSWRD_WQX-SAIR_SWC_SR3NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
25614911NPSWRD_WQX-SAIR_SWC_SR6NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
25739511NPSWRD_WQX-SAIR_SWC_SR7NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
26187311NPSWRD_WQX-SAIR_SWC_SRT9NaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
359980USGS-414654070002901NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
\n", + "

213 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "262 MERRIMACK_RIVER_WATERSHED_WQX-Hayden-Schofield 8 \n", + "2885 MERRIMACK_RIVER_WATERSHED_WQX-Manchester 8 \n", + "3358 MERRIMACK_RIVER_WATERSHED_WQX-Nina-Scarito 8 \n", + "4164 MERRIMACK_RIVER_WATERSHED_WQX-Misserville 8 \n", + "4452 MERRIMACK_RIVER_WATERSHED_WQX-Ferrous 8 \n", + "... ... ... \n", + "221793 11NPSWRD_WQX-SAIR_SWC_SR3 NaN \n", + "256149 11NPSWRD_WQX-SAIR_SWC_SR6 NaN \n", + "257395 11NPSWRD_WQX-SAIR_SWC_SR7 NaN \n", + "261873 11NPSWRD_WQX-SAIR_SWC_SRT9 NaN \n", + "359980 USGS-414654070002901 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "262 count \n", + "2885 count \n", + "3358 count \n", + "4164 count \n", + "4452 count \n", + "... ... \n", + "221793 deg C \n", + "256149 deg C \n", + "257395 deg C \n", + "261873 deg C \n", + "359980 NaN \n", + "\n", + " QA_flag Temperature Units \n", + "262 NaN NaN count \n", + "2885 NaN NaN count \n", + "3358 NaN NaN count \n", + "4164 NaN NaN count \n", + "4452 NaN NaN count \n", + "... ... ... ... \n", + "221793 ResultMeasureValue: missing (NaN) result NaN degC \n", + "256149 ResultMeasureValue: missing (NaN) result NaN degC \n", + "257395 ResultMeasureValue: missing (NaN) result NaN degC \n", + "261873 ResultMeasureValue: missing (NaN) result NaN degC \n", + "359980 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "\n", + "[213 rows x 6 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look for any without usable results\n", + "temperature_results.loc[df['Temperature'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011113300-00-SPB2110.909524
111113300-00F-KLY320.233333
211113300-01-BAK1020.600000
311113300-01-BVR121.000000
411113300-01-CTP3924.438462
............
5147USGS-42544707123450119.400000
5148USGS-42545007051310118.800000
5149USGS-42545607126090118.000000
5150USGS-425517071041001215.750000
5151U_NH01-SUN05CL1819.583333
\n", + "

5152 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11113300-00-SPB 21 10.909524\n", + "1 11113300-00F-KLY 3 20.233333\n", + "2 11113300-01-BAK 10 20.600000\n", + "3 11113300-01-BVR 1 21.000000\n", + "4 11113300-01-CTP 39 24.438462\n", + "... ... ... ...\n", + "5147 USGS-425447071234501 1 9.400000\n", + "5148 USGS-425450070513101 1 8.800000\n", + "5149 USGS-425456071260901 1 8.000000\n", + "5150 USGS-425517071041001 2 15.750000\n", + "5151 U_NH01-SUN05CL 18 19.583333\n", + "\n", + "[5152 rows x 3 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate temperature data by station\n", + "visualize.station_summary(temperature_results, 'Temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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qVatQW1uLV199FVu3bsWZM2fwjW98w/I627Ztw9133533fcsFUdkCtHwYdPZN3WgdBUDAYIcMTPO0ydm56pSpMuweuYoIngVBNc2C4kLD3Vzc+tDeOdJQPXoWljaSimagqrV492MYZlwIyjR1tKCjowMXXXQRdu7cGbc9rF27FhdccAEefPBBU9tAIIBPfOITqK2txTPPPAO73Z7XPZYsWYJPfOIT+Na3vpW13b/927/hi1/8IoaGhuB0pmf6DIVCCIUSuu5AIIC2trb4imYmQNEgKNgHREdkWc/KZplQzwLNfxIYOgaorriQoFgE8MyD4plV/L5pUdD7f5SCwkj9LVSgeiFE/QqZEpxhCiAQCMDn803ob964xw/tKioLUDENE+HKSKzkxqcxrSD27t2Lnp4erFq1Kr4vFovh5ZdfxsMPP4xQKARVVTE4OIiNGzfC4/Hg6aefzls4/Pa3v8WhQ4fwX//1Xznbrl69GtFoFMePH8fixYvTjjudTkvBMZMQNhdEnjNxxTcH8M2RkdiREITNDkXJ73MbV98UG0TThaD6FTJ6GwBcNTIdCMNMM6QnUgE2iNIzPwAYo4BYt24dDhw4YNp3zTXXYMmSJbjjjjugqioCgQA2bNgAp9OJZ555Bi5X/hGx3/ve93DhhRfi/PPPz9l2//79UBQFjY2NY3kLTA6EUCEcFZN3P9UOVPBnyDClyJgEhMfjwbJly0z7KisrUVdXh2XLliEQCOCyyy7DyMgIfvCDH5iMww0NDVBVqTZYsmQJtm3bhiuuuCJ+nUAggP/5n//Bv/7rv6bdd9euXdi9ezc+9rGPwePxYNeuXbjtttvwuc99DjU1NWN+0+UGaRGZWoNiMu+S3WOZgI9hmImhKF5MJUhRR5F9+/Zh926ZlmHhwoWmY8eOHcO8efMAAIcOHUoLntuxYweICFdffXXadZ1OJ3bs2IG77roLoVAI7e3tuO2223D77bcXs/vTDiICgu8nVDQGoz0gVwOEq3ZqOsYwM4xyVTGNyUg9nZkMg9VkQ6NngZBFPiMDdxOEs3rS+lMsiGLAUCdo6LRMTe70QnjnQTjK43NjJofJNFL/pNJZsJH6M8OhkhufWA8xTSGKydoO2QieBTl806rYDkVHQKd/B0QT1ewQ7AX53wNqlkDULsl9DS0GhPsBLSZrZDu8Cc8sLQZAA4RtWj0XhpkKWEBMVzImu0uCYrL4jm3yjM6FQNEw6MxrslaF+Yj8t/8dwF4F4ZltfT4RMHwaGD6lFznSURygyhZpp4mO6olzbCCjYFIxYzyYGUm5qphYQExXkgfAYrSbQkiLAv2HgFC/jNNQHXKwjwVNdbEBgAbeBapmWf8Yh0/JWhipxEKyJrZR6lTYAJtDBhJGBkHeBSwkmIJgIzVTWih5FvDJt90UQbEo0LNH2hqSfmBCCJDqksFz4aQ0KeGAXGGo5hgX0iKyFoYVQsg8N4pNz1GlR5crGhAeAoa7ZCbc8CAAIQsnuRsyBhUyzEyBBcR0xeaWdaW1SOY2qrv0B7m+t6QqzGL2ZdSioOTkg4D1qijYi6wqNyGksInptbW1sC44bMBot/k5RoeA4U5Q9Tl6CVSGyY6iCCgFrCCUElUx8bp6miKEkDmLMqIAFU2T1p/xQNFRIDKYoxGZVwuqUxqeU4lF8it9YfyISZObFrEUTgABA++CwoMZExkyjEGmmjZj2UoRXkFMY4StAlQ1R9Z1jo4kDtirANc0UJGMns3dRggIoUCvewfhW2D9Y1IUSAmR44eWPNgbQiKjACCg/yCgukCVrTK5YYn+kBlmImABMc0RNjdQ1SYNvRST7pvTJdFdNvWYCSOrbCNQvdC6ibMewPEslyBdNWUhDHIZ8rUwMHhc/q3kLLNMOkIUlrJblKgvCQuIMkGm1phmH6eaXzJFikUg6pcD3nkZvY2EzQlSHABFpDBInukbK4RYivusUKThOl9Pr+FOkLMWwpZ/fjFmZlCwF1OJLkzZBsFMHe6G7Mf1Wb/wzIHwzc/tiupbIIPj0q6j6SVMk1cPihQQsqRe/n0O5qEWY5gJJhaL4c4770R7ezvcbjcWLFiAe++912QvIyJ85StfQUtLC9xuN9avX4/Dhw+P6T4sIJgpQ6gOwDvP+qDxRVcrgJpz8rueqxaoXiQFQiwKRENAZFT3gEoWAkJW3fPOz8MBPaVBPvW0mRmH0KvCFbKNhX/5l3/Bd7/7XTz88MM4ePAg/uVf/gUPPPCAqY7OAw88gIceegiPPPIIdu/ejcrKSmzYsAHBYP713qeZToIpN0TVbJBiAwInzRHUQgV884GKJnOVu/CgDJ5TnYBFnW1R0Qxy1krX1fCQDLaLjupBcgKwe4CqFpmnSiggUOb4CYj0tb+YJvYdZlKZbBXTq6++is985jPYtGkTAGDevHn4z//8T/z+978HIFcPDz74IL785S/jM5/5DADgP/7jP9DU1IQf//jHuOqqq/K6DwsIZsoRFc0gdxMQGZKGdpsbIjUQbrQX1P0HYPT9xE6HD2hcmZZ6Q6gOoKotv3tXtspSrCPdQGgAiZWGhXAAAM6Qy1gwnlWA6Xz9r1EewSBT4bMPf/jDeOyxx/Duu+/inHPOwR//+Ee88sor8RLMx44dQ1dXF9avXx8/x+fzYfXq1di1axcLCGZ6IYQAHB7LYzR6FnTi1+nuqGE/6NSLwKxLIbxzxn9vhxdweGVcRt/byGiTsFXJFQjDTBBtbeaJzVe/+lXcddddae3+8R//EYFAAEuWLIGqqojFYrj//vuxefNmAEBXVxcAoKnJHAvV1NQUP5YPLCCYkoe6/5DV04i6dgOe2QXnUxI2N6j6HCDwnu6Cq0ddA4DDC3jncxwEY0mxVEwdHR2mdN+Zyib/93//N5588kk89dRTOO+887B//37ceuutaG1txec///lx9yMVFhBMSUMhf+6AulgIGOoEMmR5HQvC4QHVrQDCA0BkRHo6OatlvAnDZEAoMt3GuM/XJyJerzevehD/8A//gH/8x3+Mq4qWL1+OEydOYNu2bfj85z+P5maZZaG7uxstLS3x87q7u3HBBRfk3S/2YmJKm5RsrpnbDRXtlkIICGcNRNUsiMoWFg5MyTEyMgJFMQ/fqqpC0+RKu729Hc3NzXj++efjxwOBAHbv3o01a9bkfR9eQTClTZ7BdJb5mRhmkihcxTS2cz/96U/j/vvvx5w5c3Deeefh9ddfxze+8Q389V//dfx6t956K+677z4sWrQI7e3tuPPOO9Ha2orLL7887/uwgGBKG1etNAxnS+onVMAzK6/LEZG8lhaVwsdWwXYFpmAK92Ia27nf+ta3cOedd+Lv/u7v0NPTg9bWVnzxi1/EV77ylXibL33pSxgeHsb111+PgYEBXHLJJXj22WfhcuU/meKa1EzJQ4GToNMvZzwuGldC1J1nfS4REPbLOhKRYWlbMKKthZDV9nwLuN51GTKZNal/M6cOVcr4NfZDmoaPnewtufGJVxBMySO8cwC6GNS1Rw+m072LhArRsAKoXWp5HkVGgP63ZKAcBNKioomk0Oh9E1S3jIUEM24mW8U0WbCAYKYFwtcOeOYAQ6eB6LC0OVTNhlDtlu0pFgZ6/5iUMTbLD5A0wP8e0HBB0fvNzAyEntpr3OcXrytFhQUEM20QigrkGxA33JmfcDCIDoOiIxC2inH3j2HKDRYQTHky2j229kQyXxMLCGYcsIqJYaYYIpL2BNJkvqZshZG0aNKLPH98irW6imFyUXDBIGIBwTDjRut5XVZ1izvdEaiyDaJplV4sKQWbOyl4LillRkYErx6YcaMIAaWAVUAh504kHEnNlCykaSAtBu3YL4DBEwAUQFF1i6AKjHSCjv9KlltNpUJPLyDU/KyHFqnDGWamwysIpqhoQ2eAs29IA7HTBzR+EIo9z2hoHRrpBka6QaTJQbuiESIyJA3JRAD02tJEAEVAvW9BNJxvvkhFk7RDRIZ1AUGZE/4JlWtNMwVRcKAcq5iYckaLhYH3fmou+hMZBIZOQfO0QWm9JK/rkP89eR5RfEYvFBvgrJaRz8FeCEUFkQYpKKC7qJoFhBAKqG45MHBEBspBX0loMZhqPhgrEkdVIW+fmeGwkZphsnH0GYAi1scGO6Ad/TGg2PTZejNQcw6E6pYFgmIRWdVttEe2t1XIgdvA+PHY3BD2SiA6IgUAabpNgvTVhlmVJIQq03f3HpCV5SAAVUnYMYzrOmsh2EDNMGmwgGAKRhs4llk4GLN00gBbJRAdAgZPAqM9IHc9RDQEhPyIrwYAOeO3VcqKcanpC+xVQHREqpqEIs8j/T5WdxcC5FsI9B+UwkjuTDRQnYB37vjeOMPosIqJYTLR96b1ftWpCwd9MI8OyxWEs1Z6GcUiQKg/0V6ogL1SnieEFDqaqhua9RKg+kxfCJFwaFJsWZfowl4BqlsGDHcBwfelsFLsgLsBqGi29oJimDHAKiaGyUTMYvVgcyGe/yh5ACaCCPtB0WGZwVLY9Bm9kEZtIDHDFwJyhaABsOuvSb+MVC2BCKg9N2cXhbFS8M4FJdk3GIbJDAsIpnBUB6CFEq/jrqUi8+xcdcnz5AnpqqRUKArAZg6AIz1hn2/BmLrLwoEpNuWqYuI4CKZwfPPNrxVbXK1kmU3e6YMYi3AApEFaiwJaBKQ4jJ1A/fLsEdUMMwkYKqZCtlKEBQRTOO4msxpJtxcIoaR/8VWHXGEY5JlDXwgha0+TpleZU4CacyE8bGBmmImCVUxMwSgVddCM6GYybAYZZkSp9Z2FEndVzRuhQLR9jGtFMyWDUBSIAgoGiRIt28YCgikOnjnSfZVUOdYrIoMxOPlHlOeyOin/UvwsrkHNlBBsg2CYLChNHwBc9YnCbfpKIt0GQeb/E5njEqwQIiU7K/TAN4YpEQw37EK2EoQFBFM0lNkfBWav1VVNiLulElFCUFi5xBIh62oiFk3PozQzSqkzzJRSkIDYvn07hBC49dZbAQB9fX246aabsHjxYrjdbsyZMwc333wz/H5/1ut84QtfSLPob9y40dSmr68PmzdvhtfrRXV1Na699loMDQ1luCIzVSiuOsDbLt1PhQq46mRMhJEGIzqc1FqYB3rdNdZ0HEgXDkLV4ywYpjQw6kGMeyvRFcS4bRB79uzBo48+ihUrVsT3dXZ2orOzE1//+texdOlSnDhxAjfccAM6Ozvxv//7v1mvt3HjRjzxxBPx106nOQPo5s2bcebMGezcuRORSATXXHMNrr/+ejz11FPjfQvMBCF87SD/UZBaKV1QnV6AFH2814PdtAwrCSNoLi44LH44lS1peZcYZkpRREFGaiiluSIel4AYGhrC5s2b8fjjj+O+++6L71+2bBl++MMfxl8vWLAA999/Pz73uc8hGo3CZst8O6fTiebmZstjBw8exLPPPos9e/bgoosuAgB861vfwqc+9Sl8/etfR2srp2ouJYTDC9SfDxo6mbRT/8cQAIoDpvxLBqmqIyMZn3EJh08axBmGmXDGJfK2bNmCTZs2Yf369Tnb+v1+eL3erMIBAF588UU0NjZi8eLF+Nu//Vv09vbGj+3atQvV1dVx4QAA69evh6Io2L17t+X1QqEQAoGAaWMmD1G9AFDdSSZpvYYDYF4pZEHaLqQQEYCs2VB3Hq8emJKjXAPlxryC2LFjB/bt24c9e/bkbHv27Fnce++9uP7667O227hxIz772c+ivb0dR48exT/90z/hk5/8JHbt2gVVVdHV1YXGxkZzx2021NbWoqury/Ka27Ztw913353/G2OKjvDOB4ZPJO3REgZpIiOrEiCzMpkh0veRdGmtXgjhrJ74TjPMeFCE3Ao5vwQZk4Do6OjALbfcgp07d8Llym4kDAQC2LRpE5YuXYq77rora9urrroq/v/ly5djxYoVWLBgAV588UWsW7duLF2Ms3XrVtx+++2m/rS1tY3rWsw4qWgAhk8mKsMBkAIhyaspEtSL9STUTdIBSkg7hd0H1J5bsjMshilnxiQg9u7di56eHqxatSq+LxaL4eWXX8bDDz+MUCgEVVUxODiIjRs3wuPx4Omnn4bdPrZiLPPnz0d9fT2OHDmCdevWobm5GT09PaY20WgUfX19Ge0WTqczzdDNTC5CCFD9BRBnDwCImmIiBABERwHEgEhArhIUGwgCoBgoFoaoXyHtGQxT4hQcSV0ORup169bhwIEDpn3XXHMNlixZgjvuuAOqqiIQCGDDhg1wOp145plncq40rDh16hR6e3vR0iILz69ZswYDAwPYu3cvLrzwQgDACy+8AE3TsHr16jFfnxk7WngY6H9HrzVdA/gWQlFzJ8kTig1oXAkKD0IMdYBCfgiKpGRl1YDoiP5/ArQYlLmXTdA7YZjiw/UgAHg8Hixbtsy0r7KyEnV1dVi2bBkCgQAuu+wyjIyM4Ac/+IHJONzQ0ABVH1CWLFmCbdu24YorrsDQ0BDuvvtuXHnllWhubsbRo0fxpS99CQsXLsSGDRsAAOeeey42btyI6667Do888ggikQhuvPFGXHXVVezBNMFoWgw49SIQPJvYOXgC6HsLWvU5EHXnyQyrw6eBaBCwV0G469PyJAmHB6hdCoqGQWdeBpD+g4rXeGhYBYZhpp6i5mLat29f3Kto4cKFpmPHjh3DvHnzAACHDh2KB8+pqoo33ngD//7v/46BgQG0trbisssuw7333mtSET355JO48cYbsW7dOiiKgiuvvBIPPfRQMbvPWNHxHBAakP8Xqky2JxQ56+8/CAqcALSktBdCATlrQRXNENUL0upBKDYHtIYLgff3pedq0ov/KBX1E/++GKaIFJyLqUSN1IIsE/aXH4FAAD6fL+52y+RGG+4CTr8kXzi8EKojYUcgAiJDsIxlAACHD6JqFlC92FI3S6SBBjuAkTPyWq56iOr5MvqaYYrAZPzmjXu88dGl8NjG/90djMaw4qW3S2584myuTGb6Dsq/Dq+pFjSEAoqFkFE4AEDYD4pWQ4QHAFdt2mEhFAi9BCjDTHdk7ZMCjNQlmu+bI46YzGhhmVNJdSRUQYpdqpmieWRTDQ4Ao2dzNmMYpjThFQSTGcUBqM6ErUDYAEPNRLHc58dCQHQQ5D8q8yfZKia+zwwzBZSrDYIFBJMZZzUQCyWinFUbSNOAcPbsvHGMWtHhAalyqj4Hwl5V/H4yzBRTrgKCVUyMJdrwGWC407xTqDK4LRZCXtXg7JVJLwgIHLMoIMQwTKnCK4gZBmkxYOAoKNSLeAlPRzVQvQhCTYp4731THjMM0aTHKcTrOYj4+ZaozvT601oYiAxKozfDlBVKoubJuCjNiRMLiDKHiIBgP2jwhDQsUwzCLtNaCCHrRiM2Aur5A1C3AsJRqe9LWiVQVNofKJYo3iOErPGgKOnlQG0VQEW9dXRoNMgCgik7ylXFxAKijCEtBjrzmq4qEoCrRhbvQSK0P+GdZAP1HYBo/pB+dlKkM2kARYBYygxJCKCiWa4MYmE5g7K5zSuRVDhVN8NMG1hAlDHUs89sR3B6MuZ8EUKAoIJGeyHcdTLnqinSmSBiQZBQzR5MWghQXRA2F/KySzh94307DFOylOsKgqdzZQpFR4HA8cQOmzMeyENEoGgQFB0FJZX+FEIAo3rWXFddfgnEwkPmVN7ZznHVQyhjy+zLMNMBLhjETC+GUwopCVXaFiLDQDiAZKMYKQ7p0qrYZFZV0oDGC0EdO+MlQIVQAJtLejJRDIiMyMyusTAo2C/Ph2HU1r/syV96Zy1QxfU4GGY6wQKiXNGSA9lkjQWEB6UXUVrbMDD6PlDRACHsQO8BCN8i0OxPAHrmVTg8plOEwwOKRYCQX8oaLSoFCJE0aNvdMtBOsQOu2rTsrgxTVihCOmyM+/wsaWumEBYQ5Uqyrl9RAGjWwiEOAaFBwF0nhcnAIVkI1FkNowKcEObSoEK1y6pxrjqgapY8T7Fzwj1mxlGuNggWEOWKux6we3ShoKfJoGj2c2KjiQrRQtaNhqICmgYhMs1wZM1oaVtg+wIzMynXgkFspC5ThBAQLaulXUHuyPNMLdHW9DfL+fnkZWIYZtrBK4gyRrhqgDmfAHX/AYiN5HlSBvWQULIIgtKMAmWYyaLwmtSlOVcvzV4xRUM4qiBmXxr3RsqKzW2d016I7CsQdex1xxmmnDBsEIVspQgLiBmAEArQ9CHpVZS5VdxVdWwXV2SENsMwZQcLiBmCUlEH1JxnPdsXNqCyCULNIECI0lcgxj6hsNcSwxir7EK2EoRtEDMIxTcHFO4DhQelPUGLSf9tWwWE4tAH/AxfVC0MmbHSyM8Ukwn9IjFQdISLATEzmnJ1c+UVxEzDMw+CInLmrygQAER0JBFdnbxaMP7GwjICOzIog+3CAT3iWjdaB/um4p0wDDPB8ApipuH0SltELGReLVBMRkWrTkB1ACT01N5aUg0IwNJjiUozCpRhJgshCvRiKtEsxywgZhhCKNBUl17vIRUCYkG5GeSVIoNAsXBmGwbDlDnlGijHAmKGQVoMCPvzScwt0XIEwQlFqphC/SBHNVDVBqGw0ZphygEWEDON6AiEnlAjJ6m1H9IbAPaqhKoqPAAEIiDfwpKdETHMhKAIuRVyfgnCAmLGkVS7gZDDvU7ozW16+1hiv+pIpP9OJjoMRAKAgwsDMTOIAiOpC8oEO4GwgJhp2CsAxQHSwnIlkVVI6CsNw4AmVHl+LoNasI8FBDOjKFcbRGmKLWbCEEIBvHOTFExJrq3JW8avRh5fZC1H1liGYaYFvIKYiVTNkfEMI0lV51SXdHEVCqQ3U1gGxxkurPFVQx6qqVgQNHRKli3lQkHMDIAD5ZiyQQgBVJ9jvAIcXunOKvRIaaFIYWGvkseRFDwXi2S4ahIUA4JngYFDoJGeCXoXDFNClGmqDRYQM5VgLxJeSGr6l9SoAWGrgF5TVO6Pha1zM2VipBMUDhS37wzDTAqsYpqpDHYAELJmdKbZi9Ar0UEvWUoxeU5kWHow5VuMaLRHrlIYpkwRSmFqohINpGYBMWOJDMkBPp+lrV52NJ5mQ3WY3VtzhVVEhuI1rRmmLMlRdDGv80uQEpVbzIQzrimLIlVSiiNFsOShbvIfg3b6ZWgnd0Lr/B1osAPEOZwYZtycPn0an/vc51BXVwe3243ly5fjD3/4Q/w4EeErX/kKWlpa4Ha7sX79ehw+fHhM92ABMVNxN0h31Fy2BKKEYdrmhoyLGNt0h7QoaOBd6TkVC8m0HGf/CDqzC8QusUw5MMlG6v7+flx88cWw2+345S9/ibfffhv/+q//ipqaRPGuBx54AA899BAeeeQR7N69G5WVldiwYQOCwWCWK5thFdNMxTNHurnGgtLF1eoLSgRoEcgVgpKwOViRpZaEECpQ2SRXDJGk1OKhflDf2xD1K4rxjhhmyijUEWms5/7Lv/wL2tra8MQTT8T3tbe3x/9PRHjwwQfx5S9/GZ/5zGcAAP/xH/+BpqYm/PjHP8ZVV12V1314BTFDEQ4P4G6UdR20sNyZWgeCotIgTVp6Sg0rklcj+v8paZ8QCmCvlKsXQ+k6eAoUCxf4bhhmijFyMRWyAQgEAqYtFLLKugw888wzuOiii/Bnf/ZnaGxsxMqVK/H444/Hjx87dgxdXV1Yv359fJ/P58Pq1auxa9eu/N/WOB8HUw7ULJZ/I0NA2C8FRSwiVw1hvTiQYV/I115AWqItUZrtTQghVyKOKn2Ppq8oGIZpa2uDz+eLb9u2bbNs99577+G73/0uFi1ahF/96lf427/9W9x8883493//dwBAV5cMgm1qajKd19TUFD+WD6ximskodmlw1sLSHqEN6Qcs1ruGvSLbWphIJupTnHpUdiaVkwDZKnUBxDDTn2KpmDo6OuD1JlzCnU6nZXtN03DRRRfhn//5nwEAK1euxJtvvolHHnkEn//858ffkRR4BTGDEUIAnrkWR6wM1yQNzJmM2kSApi+H8/CQkjUj9KhtJyf2Y6Y7hRqopYTwer2mLZOAaGlpwdKlS037zj33XJw8eRIA0NzcDADo7u42tenu7o4fy4eCBMT27dshhMCtt94KAOjr68NNN92ExYsXw+12Y86cObj55pvh9/szXiMSieCOO+7A8uXLUVlZidbWVvzVX/0VOjs7Te3mzZsXz5hobNu3by+k+wwAeNoAZ03udgAQHYnbC4hI2hcMgaFFkqrU5XZ7lbYJAjxzIRT72PvNMDOYiy++GIcOHTLte/fddzF3rpzwtbe3o7m5Gc8//3z8eCAQwO7du7FmzZq87zNuFdOePXvw6KOPYsWKhAdKZ2cnOjs78fWvfx1Lly7FiRMncMMNN6CzsxP/+7//a3mdkZER7Nu3D3feeSfOP/989Pf345ZbbsGf/umfmnx6AeCee+7BddddF3/t8XjG231GRwgF1LASGDwJDHUkBnmLYkFEJIPewgHp8qo6AJA5qR8ghYVqPfOJXyc6CrjqIWqWTMC7YphJRkFh0+0xnnvbbbfhwx/+MP75n/8Zf/7nf47f//73eOyxx/DYY48BQHzift9992HRokVob2/HnXfeidbWVlx++eV532dcAmJoaAibN2/G448/jvvuuy++f9myZfjhD38Yf71gwQLcf//9+NznPodoNAqbLf12Pp8PO3fuNO17+OGH8cEPfhAnT57EnDlz4vs9Hs+YlkdMfsgU4PNAnrlSKBgK0eEzwNBpIDoqXVQpkkjlHQ5LY7PNlR4lTTGZooPSYxwMrybhaZPlSTm6mikDJrsexAc+8AE8/fTT2Lp1K+655x60t7fjwQcfxObNm+NtvvSlL2F4eBjXX389BgYGcMkll+DZZ5+Fy+XK+z7jknlbtmzBpk2bTC5UmfD7/fB6vZbCIds5QghUV1eb9m/fvh11dXVYuXIlvva1ryEazRxkFQqF0lzGmOwIISAUG4RQ5VY1G6J5NcTstRCzLgXcZo8IaFEQVAhXrZ7wTwWctUDdCqB2KWBPX+EJxQZRvRDCM4eFA8MUwJ/8yZ/gwIEDCAaDOHjwoEm7Asjf8z333IOuri4Eg0E899xzOOecczJczZoxryB27NiBffv2Yc+ePTnbnj17Fvfeey+uv/76vK8fDAZxxx134OqrrzZZ82+++WasWrUKtbW1ePXVV7F161acOXMG3/jGNyyvs23bNtx9991535fJjlBsEI0rQdElwGgvAA1wVEM4syThq14Iio4CIb9sr7oBp0+uWBimnJjsSLlJQhDlm7dZumBddNFF2LlzZ9z2sHbtWlxwwQV48MEHTW0DgQA+8YlPoLa2Fs888wzs9tyGyEgkgiuvvBKnTp3Ciy++aBIQqfzbv/0bvvjFL2JoaMjS0h8KhUxBJoFAAG1tbfEVDcMw5U0gEIDP55vQ37xxj84bPwmvc/zOFoFQBK0P/7LkxqcxrSD27t2Lnp4erFq1Kr4vFovh5ZdfxsMPP4xQKARVVTE4OIiNGzfC4/Hg6aefzls4/Pmf/zlOnDiBF154IedDWr16NaLRKI4fP47FixenHXc6nRldxBiGYZjcjElArFu3DgcOHDDtu+aaa7BkyRLccccdUFUVgUAAGzZsgNPpxDPPPJOXQcQQDocPH8ZvfvMb1NXV5Txn//79UBQFjY2NY3kLDMMwxScpXca4zy9BxiQgPB4Pli1bZtpXWVmJuro6LFu2DIFAAJdddhlGRkbwgx/8wGQcbmhogKrKfD5LlizBtm3bcMUVVyASieD//J//g3379uFnP/sZYrFYPBS8trYWDocDu3btwu7du/Gxj30MHo8Hu3btwm233YbPfe5zpuyFDMMwU0KZ1oMoaqqNffv2Yffu3QCAhQsXmo4dO3YM8+bNAwAcOnQoHjx3+vRpPPPMMwCACy64wHTOb37zG6xduxZOpxM7duzAXXfdhVAohPb2dtx22224/fbbi9l9hmGYcTHZbq6TRcEC4sUXX4z/f+3atcjH5p3cZt68eTnPWbVqFV577bVx95FhGIYZO5ysj2EYplBYxcQwDMNYIRQBUYChuZBzJxKOWGIYhmEs4RUEwzBMobCKiWEYhrGkTFNtsIqJYRiGsYRXEMy0hEiTNSWEAqguWcaUNCDYB4y+L2tS2NxARRNg95SsnzlTHpTpAoIFBDN9IC0CCpwE/EeB2KgsUkQa4PAC1YuAUD8QGU6cEA4AI92AuwlUvZCFBDNxcKoNhpk6KDwIOvO7RF1so46vYpNV7gaOQNgy5P0a7ZarCc/sSe0zw0x32AbBlDxEGqjrtaRyqCLlr5J7jT58WqqgGGYCEEiomca1TfUbyAALCKb0GekGoiPZ20RHsx/XIkAkxzUYZrwUJB0KNGBMICwgmJKHRnuQc45FsdwrhJEzResTwyRTpvKBBQQzDci75mG2axDgPwoa7CjCxRhmZsACgil5hKsGWaUEEQCRuQmRVDEBwMC7bItgio/hxVTIVoKwgGBKn8pZgJKjbK3u2WRKHU+kbxqgheU+LSJjJRimmJSpjokFBFPyCEWFaP4QIFTzgbgwIMBeBVS2QmgRPT6C5H4tLGMmkjGEBcMwWeE4CGZaIFy1wOyPgwLvAUOn5UpAtQEOH+BbCOGuB8IDgP9wbgFgc09Kn5mZA0dSM8wUI+wVEHXLgLpllsfJUQ3YKrK7xNoqAEf1hPSPmcGUqYRgFRNTNgghgLrzkNklVh7nlBsMkx+8gmDKCuGqAzV9AOg/BIT9iQMOH1CzWKqqGKbICEVuhZxfirCAYMoO4aoFWtaAIsMyPYfqhLBXTnW3mHKmTFVMLCCYskXYKwEWDAwzblhAMAzDFAqXHGUYhmGsEEIU5PxQqo4TLCAYhmEKpUwLBpWo7ZxhGIaZangFwTAMUyjsxcQwDMNYoqBAFVPRelJUWEAwzAyCIkPA8Bk9l5VLJjjMVMubmfGwgGCYGQCRBvS9DQx3IuFTSYD/CMg7H/AtKFlPmulBgaHUJbqEYAHBMDOB/kO6cADSKisF3gNUB+CZM+ndKhvYBsEwzHSEYiFg6FT2Rv73QFWzIVJmwUQEhANAqE/W2bBXAq4GCEXNcCGmnGABwTDlzuhZ5CzsrYVlckNnTXwXxcJA/0EgOoy4WmqUgMHjIN85nPgwmTKNg2ABwcwYiDQ5Ux44DIQHZYU671yImsUQDs9Ud2/ioFh+7bREOyIC+t9Oqq2RXMpVAwbeAdUth7CX8XMbC2WazrU0e8UwRYYoBjr1Eqh7DxAakIOmFgYGjoCO/xI08v5Ud3HisFfl2S4psWF4IHvhJQAY6sx+nJn2sIBgZgZ9B4GRLosDBFAM1PlbkJbnTHu64azJUWZVAK56iOQ2wV7kzCAX6pUrDSahYipkK0FYQDBlD5EG6n83e6NYCBjqmJwOTTJCCKDmXECxA4oTUBxSvSaPyv21S8wnkYacdgsAgFbk3k5TDC+mQrYShG0QTPkTHZUCICsCFOyD8M6bjB6NGYqOSGNzbFQO7s4awFmT5nUUb08ERIaA0R4gMiw9kRS7cTAhIJw+oPqc9GC55NVEfJVAAJIHMwXo/gNIALB7gapWCIevSO94mqEocivk/BKEBQRTdlAsLH3+oyNyUHTm621TerM4IgJGOtPVY2E/MHwGVH0OhOpIOUeTcQ+hvqTBPYnk2WpkBFAshgF3o1xRaZqFkVvoRtUY4quM2Fkg+D7IMw+C4ynKBhYQTFlBgePS3mDMdo0BzOaWK4nMZ0JUtkx4/8ZMqC+D7QSAFgL8h0HVS6TA0CJSII72yvPygaLASDdQNcu0W6hOkLNWHks/KSE04sJGf86Dx0EOD0SSu+yMoEwD5Qpa12zfvh1CCNx6660AgL6+Ptx0001YvHgx3G435syZg5tvvhl+vz/rdYgIX/nKV9DS0gK3243169fj8OHDpjZ9fX3YvHkzvF4vqqurce2112JoaKiQ7jNlBg11ynQSSFaJAIAAVGcWQ60AHD6gomniOzkG5Oohg3AwiI4AZ/cB/sPA4HH5N5SHgTmZYG/6vbUoMDpOz65cQXnliKFiKmQrQcbdqz179uDRRx/FihUr4vs6OzvR2dmJr3/963jzzTfx/e9/H88++yyuvfbarNd64IEH8NBDD+GRRx7B7t27UVlZiQ0bNiAYDMbbbN68GW+99RZ27tyJn/3sZ3j55Zdx/fXXj7f7TJlBRMBAiiFaKICtAnB4ZJyDqw5w1yd08Qb2KojZHy29XERaFIgFMx8nLbElIwSgqMhbSKSeD0jhYLU/7VySWywKRMNyGz0rBQwz7RmXgBgaGsLmzZvx+OOPo6YmsZRctmwZfvjDH+LTn/40FixYgI9//OO4//778dOf/hTRqPUXhojw4IMP4stf/jI+85nPYMWKFfiP//gPdHZ24sc//jEA4ODBg3j22Wfx//7f/8Pq1atxySWX4Fvf+hZ27NiBzk72xWYgDbLJfvtCBWyVSd46ujeP6gIqGnUhoQDNH4KY90mI5BiAkiGLFxFR9gGcKP/gK6sgwVgQeQkY0oBoUKq3KCa3WBg4/TIoNJDf/cuBMvViGpeA2LJlCzZt2oT169fnbOv3++H1emGzWZs7jh07hq6uLtO1fD4fVq9ejV27dgEAdu3aherqalx00UXxNuvXr4eiKNi9e7fldUOhEAKBgGljypjUGavhlZPyw5OrBAG4agFoQKgfCA+Upj+/YgfEOM2E8UEnj4GnwsL2otiRl5trLGy9X4tID6ec3mNlAgsIyY4dO7Bv3z5s27YtZ9uzZ8/i3nvvzaoK6uqSOtamJrP+t6mpKX6sq6sLjY2NpuM2mw21tbXxNqls27YNPp8vvrW1teXsLzONsVck/i9UfbP+0QkhpOePYgdGeoDuPcD7r0vvnxJCCCG9iSwpkkDztkMkPzsDd0Puc3MJVYoBgzPQHlFGjElAdHR04JZbbsGTTz4Jlyt7kZFAIIBNmzZh6dKluOuuuwrp47jYunUr/H5/fOvoKM8gKEYiVKduZDZcMPNAcSRkyGiPdA0tNSqaZIxBKvnKh0wzU2c1UHseRIr3Uvw01QlUzc5+bS2S+/6WXlBlSJkaqce0ft27dy96enqwatWq+L5YLIaXX34ZDz/8MEKhEFRVxeDgIDZu3AiPx4Onn34adrs94zWbm5sBAN3d3WhpSSx1u7u7ccEFF8Tb9PT0mM6LRqPo6+uLn5+K0+mE0+kcy9tjpju1S4Fgf+6ZrYGa8r0c7ABVL4RINWJPIUIoIN9C6Wk00pmk0tES7zOjekIBhAYpNFWgohmoaAVUe34Gee98ee7QKZgkkmIHvO1A79vIGUldYquyCUOgQDfXovWkqIxJQKxbtw4HDhww7bvmmmuwZMkS3HHHHVBVFYFAABs2bIDT6cQzzzyTc6XR3t6O5uZmPP/883GBEAgEsHv3bvzt3/4tAGDNmjUYGBjA3r17ceGFFwIAXnjhBWiahtWrV4/lLTBljLC5Qa0XA32HgMhg1h8skWYxSGpSwFRkUusUH9Ii0sgrVMDmthy4paqpHuT0SXVYsvuuUHSDtMV7rV4IOKohB3FlzF5aQgjANx9U1SYFFEWlkd9VByEEaLhLd4XNJJCFjNRmpi1jEhAejwfLli0z7ausrERdXR2WLVuGQCCAyy67DCMjI/jBD35gMg43NDRAVaVHyZIlS7Bt2zZcccUV8TiK++67D4sWLUJ7ezvuvPNOtLa24vLLLwcAnHvuudi4cSOuu+46PPLII4hEIrjxxhtx1VVXobW1tQiPgSkXhM0NNF4ACpwEhk5mbqdlMK4WS7efA4rquZ/CA4mdih1U2SoT51kJCsUOcjcCo4baRvdkSlWpqS7AMxfCWW3sKKivQrUDlRYrdc8cqZozt9aFle7+6pkZtj8hBEQBCfdKzsVap6iR1Pv27Yt7FS1cuNB07NixY5g3bx4A4NChQ6bguS996UsYHh7G9ddfj4GBAVxyySV49tlnTauPJ598EjfeeCPWrVsHRVFw5ZVX4qGHHipm95lywtMml+2DHYhHVRvqDi2c7vVk4LDQ9xcRigwBQ6fNggG6t5EWAQZPyL+VcuJDRNLTaqRHuvEKIWM7oqOQ70sXEkTSVuFtB+yVeQ84MmfTsDQo2yqkMMgXV60UEoO6IFZssn/JK5rhMzKyWpR5BboyrQchqCT9+4pPIBCAz+eLu90yMwOKRYDgWam7H+6USessVwlSjSMaL5y4vgR7Af+RLC2UxMBat0Lq+gPH9choC2wVcjBWHbox2zOmmSgFTgIjZ2B6HrYKoGaxNFLnOp8I6P6DTOth5HOyur+rHqhbPumz5Mn4zRv36P+3LfBWjN/mGRgJoeavv11y4xPnYmLKGqkekc4PVNEIdL1mndnV5gLqlqXvLxKkRQD/0VytELdWBs9KAZFJOADSdlG/AsIq2V6uOw0ctkyxgegI8P5+UMMFuYVEqA8I9+tR28hs8wmelTahCV6dMcWnNNc1DDMBCJsbaLkY8C2UenrokdXVi4DmD+c1ax43WY25BknHY6E8XEQ160E+110iwznOI2Ag20pHZ/gM4uqxrKsDAQznyCk13SnTQDleQTAzCqE6pHdP9cLcjYtJZDg9dbaht04eHAz9vVCz52FKvu5YGcxsvE9cdxCkaRDZ/PNjYQAZPKhMkLT7lDNlWg+iNHvFMGUEke4+m1pXgTRpLLcyA+Zbw2I8M898BA+QcVCnWFimVY+OAFASCfsyoq/UmGkHryAYZqIZ7Mg+g9aiCQ8gIQBHNYSjCmSvkkkIs5FBr09aNJG80F5lrjyXr0eRkt6ORnqA3jdhVpcZXmKZVhMUtwOVLWVaD4IFBMNMIESa9J7K3RKACjjrAO9cuauiRdZ3yIRil6VHk6+iRaWr7OhZxAdxoYIqmoGq2XrQXYNskw1hS4sop/BgunBIHdishETl7BLNlltEylRAsIqJYSaSaNCiZKcFqlt6JPnaZXoNIginD6jKEGgmbLKWdNLKgEiT1fRSDeIUA4ZPAwOHpWtqRXNuv3ursqE5bRcpaiZhA7wLpBMAM6GkFm8DgGAwiC1btqCurg5VVVW48sor0d09ttxYvIJgmIkk34mhS9ocyP+e9F6iGEjYZARz9TlAaEAPlFNkoj1nHUSqCmikB4hmMVqH+oBwAMLpA9WtAHoPWAuvylYIPd2ItJ/0ASG/7lWVw9ZgqwR882QFP4fPrNoqZ6bQSG1VvA0AbrvtNvz85z/H//zP/8Dn8+HGG2/EZz/7Wfzud7/L+9osIBhmIlHdUhWUK/Op6gbe329uR1GZKG+kB2g4P7cb7mges8PRHsDpg7C5QI0XydXGaI80mNsrgao26ekFgCIjQO9bsvZ1cn3vrO/DDlFhnUCzrJkiFVNy8bb77rsvvt/v9+N73/sennrqKXz84x8HADzxxBM499xz8dprr+FDH/pQXtefIeKdYaYGWcXOkaORKu0UmYSIFs4vLiFT8R5Tm4QHkxACoqIRom4ZRP0KCN+ChHDQonKFoRlBhUlBfNngYLiCSC1yFgplL7iUqXjb3r17EYlETPuXLFmCOXPmxAux5QMLCIaZQCiml+PMpmoRQkYaZyPUD4rmcE81IqqNcqRGjiZTmzxzLY10pwusfLyfMtSXKHsUUfgGoK2tzVToLFthtmzF27q6uuBwOFBdXW3an1yILR9YxcQwRYC0qNTVaxE5CLtqZQqMiJ5gT7FBBozFEoO2ourpuvOsmRAZTpRStcJVrxuSU4QCIVFhL59KcYDuBZWCUABSkLEGRM1iCJtFdbqZQJGS9XV0dJhyMWWqaWMUb9u5c2fOkgqFwAKCYQqAiICRrqSiOrqufvAEqGqWtC0AiNeHVi0GkUKrwxlEhjJfjGKAzZPmFpuRuPE62aUVUtCRERGuv19XrUwv7srz2uVI0ipg3OcD8Hq9eSXry1W87Ve/+hXC4TAGBgZMq4ju7u6MRdasYAExQyAtJgeyaBCwOYGK5nEleWNSGO2RdR3iUOLv0Cmgsg05DbxCBRDL0UYBHJmL71B4MHdeJkUFRs+CnNVxW0NG7JV6oF2q66reF6iyP3XLSraWQTmTq3hbW1sb7HY7nn/+eVx55ZUAZJmFkydPYs2aNXnfh0eIGYA2cBToewuydgDis1mqXQqlesEU9276QqTJ2g7ZGOkETEV+LKhoBGIRKcAzUdma7tZquk9q4R4LQgNylUEEslcCtedmLq+qupC5nCgl+sTCQTLJXky5ircBwLXXXovbb78dtbW18Hq9uOmmm7BmzZq8PZgAFhBlDRGBevbKICkDAcQLzfS9BQ0aFA5kGh/hQemKmg2KAXaPTKdhlbrbUZ0IhtPC0o4RX3Hof90NgGdu9vto2b1dEv3RI50jw0DP66DGC9MED5EGjOQQfEKNx24w0O1Mhdggii9ov/nNb8aLq4VCIWzYsAHf+c53xnQNFhBlDPUdNAuH9BZA30GQd3722SljTS7hEG8Xg/DNB0UapRooFgZUuzQqqxUyCC3UDygOoGq2XE1QBFCcQEUjhMOT+x6KA3nFKhgDkRAANGDwOOBLWUWG+jNX3Iu/Jz3XU7mn0JhGvPjii6bXLpcL3/72t/Htb3973NdkAVGmUMifPY9PctvBkxC+9gnuURmSb/0IPZOpsFcB9qr4booGgbP7gdgoEjEGJGfnNYshkgzKRASE/QnhkhqlXNGYXUUle2B+SQSM9qYLCKuCSlbEQiwgDMo0FxMLiDKFciVjS2b4DMACYuzYKgGbW68PnQHVZTmIyrxJbyUFrqXkTuo7CKo/H8JeKUuVBt4zxyUIG8gzL54SA3YP4KrLbqhOdcM0VhGp5BsrkW+7mQALCGZaEc4ReJVMuReUnyCEECDVLWMd5I7UFoC33dqQG+zNUZeBgOFOkKsOGDhkcTgKBI6AQBAVTbIvNYsB/zF9JZHqfaRmGIQs9jlrc8dnqG7TaigXRCSN5MGzcuXi9AHuhpmTq2mawgKiALRgP9C9JzFrE4rUITdeBMU2geUr8yHv2R3lNoAyltBwlxy8hU2uEpJdR2NhwFaR2X6QT6nQ4FkgEsjeZvAEyO6RQiEyJL+DnrmyLyNdQHgos/HUGKhTEIoK8rQDgSw1tH3z8/ZgomgQeH8fEA7ApEpTnaCGVTJrbaZzSdMj0dXSdssuUqBcqVHCT7y00QZPAZ2/Ne8kTUayDp2GNu9TUBz5z7CKjaiaBRo5k72RHmErKpsmpU/lBBElZvYUlfYBKEkzbw0I+0GREQi7RXSxlkcKcNJy2wNiYaBnj3lfsFcareuWyvTfVjUajH3eedbXrWyVfwePmzO+KnbAtxDCVZe7/wCIYkD375PUcCl1t7t/D2q9RNYLT0KLjACnfweE++OR5+SqhWhcBeHO796Tih4HWdD5JQgLiHFAWhTofCVLgxjQ8QKw4E8nr1OpVLZIFUCmimSGF2XrxezLPh6ioxbPVktXy4ycAXwL5Hdm9H25aZH80msoToCyJOCLRzRboIWB3oNA7VKg/x29b0YBISEFWc2StIHZQAgBVM2ShYZCegoR1Qk4a8amFhruSlS2y/QeBk8ANUukW/bJF4HoYFLENmS/VZsUuB3PgVovgTJTcz5NMiwgxgGd1YPOshEdhhbyQ8myfJ5YBOBqlLYIIcyDAwA4PEDTB6Dk40LJpJOXi6sAtBgoFgb63zavBrLWcNZxN2SPR9ByCBktJD2kmj4gcysF9fxKzhpAt1vkfAeKasrfRJEh0NAp6f0ETcZxeGabPK5M5PSsImDoDDTvAuD4LwBXDYSjTq7QAMBVLb/Do37AZpO2lM5XQQuvKC2VExupmTg5K2vpDJ+x1PFOBtS9Fwgc018lBfFoBKhuiNaPQKjshTJuVDcs4w5Uh/RsMmxA0SE5g09VFQkBIIsh2Fkt7VmhPt0NNgkiXcDkIWSCfRAVTUBFg9wKgEZ6gL43YXrfwbNA8H2QsxZw10vDc7L7b646GIAUtsd+AVQkVEfJwoscHnnPkD9eJ5v8JyBqSigLQJkKiNK0jJQ8eWZXy2eWOAFQsC9JOADxLKJaTA5I0eH86gswGRGqXdfTJ/2wbRWyHoJImndpkfQBPn4RC8Om4pBG5ppz5ezdq7sfG0JBS07hnc+gUpzvIEWDerqW1Gvq/w/1Ab1vA6deAvW+JY3LgO7plL2fpLoAp0xQZ7WqEUIAjqrEIKwoslZFKWH0rZCtBOEVxBihke78f3NVsye0L5kg/zHkiqol/1GIunMnrU9lSc0S3V01JHXmhjF6LD92Q0h4F8jkd4rNNEgKZzWoeolchaStNgzLaBZVk318KkQikquD4U75/rQcyQSJ5MCtxWSSQi0KNJwv04gMncp+s0gIwmltCzFhr0y4BmsxaJFRKPY8zmPGDa8gxoDWvRd0+re64TDHo1OcUJxTpN+PWGThTCVbcBeTF8LmAloulhMB1VXYilGxQah2a7tAZNhaFRVva/Vd1PsyjvKfpMVkhHfvASkAI0OZV0GmviT1faQLpNe/hmeuNEBHQ6DIqNy0qBRCrrr8U5YYwtRYTXXvG/N7mzhEEbbSgwVEnmjv7zerbYSCzB+qANo+Ngm9ykA+qRKUHOmembwQNhdE/Qpp9B+3mkBkDDojkgFzmU+1uqcuHGyu8dmZBg7LfEwFIaQNDgDZvTIeIzoqv5uxkHytxUB1y4DKWQmjdDa0aEIlJ0i6wJYK5SkfWEDkAwV7gQE9aIhIflFj4SRf9hQ99JzLoExR8RTSYnpAEnS7Q0T2N/UH6Gmb/M6VM4VEo7sbMnvkaJH8DL1xlWKSfcI59myrFItI19wxn0jp37FYGDTaK13CrdxxI8PA6d9BNCwDosGMQoIMg3x4VFdljbESHzNu2AaRB1KnT/JLnloY3nA1VByA6oCY/6dTG1cwelb2MRZM+QEJ6cduzCidXFy+qLhqgGErbyP9MzBUMKnfDYc3eyT7uCNsKRHsZuzRorL2NRFgr7IuGhQewLgN26kDts0F6ns7ex+DZ2XRpZGzgHeWHr+X5MFEJNOIDL0vVVFkl+epjtwZZyeTMvViYgGRD8E++aNKFQ7JaGEZlTzFHzQFezMEJpFu4JM/LsH5l4qLu0mqVIxBMtWoS5CDva1KTvYVp4wvcNZk/c4IxSZTaUSy5NYSIn1w9s6H0JMEEmlA4Liuqkq0I3cj4FuQuWhQPhizfko1YhOoogXo3pvjAgLU9y4QGgQGuwB3DcjmSjwTLQIa7ZPqKSIgNCQnY25X5iDBqYAFxAxGCIsvo5BBPE6f9HknDYgMgWJBCHXiiojnxFCFZSIWkv118AqiqCRHR2fy+CFNqv/qV0CM5fl72oCsM/EkjzWHD6hqg3DXy1sSyXNDfemnjfYAkWFQ/QWJeiD59stWISciRNYDtbcdQnXmtxYZPKkP/gF9RR4FKfpKIVW9JiAnY6N+wOGGNtgFxTN2QzyTH2yDyAd3Y0ruHAF422RgkCI9T4Siyh9X75ugyPCUdJPCQzKVQy4UO1cDKzbDesRwPgFs+QZa6ghXLeCbb33QVgE0XQS0fgRovRSiYWVcOACQxmYr4WAQHTZFOwvVaYqctugN4KqFaP4Q0Lwm/XukOKT7b/Ui6fqbs2ZGkhouFpXR35omVaGqU7q2kj67jhc7gjxOGtD1ao7rTxIcBzGDqZoNnH0z8bqiHlCdaaoBYaw0Bt6Vs7LJ/tCTVUtClX7pcbdALTGzrWyZclVY2WFkXc3HcBoaAGnRMaWKEJWtMlp5pFt+zkKRFelctdk/y5ypLiCN0sm5jaqXSFfpqMVEx+YCapbKPtncQOMqGUQXGZZ9cpoLGVH1QqD3rfTrxBvoKxDDRuOuBoQSf0/SFdYr24T8CWeAWBiIafFiTFNPoa5Ipfl7ZAGRB8JVCxJCnxgK/UeQ5QPVwjKxmMMHBPtk7hotKlM/e+dZGweLgU3/sSh284zESOugKtKw5+AqYMVnjD9wLSptA6PdcpZPJFegFc2ZE+jZXIB3jKnZ83F51tuQFpVBbcOn9X0iMSCrTpkAsrI1TbAJmyvx3Uvtc+0S0NBpObhnXFkJ6ZlU1QBApE+8FEXKXWe1VEMJISc7CgDP1ASjzhRYQOSBEAJUvUhGs6qO/LJZhgOg9/fLGZ8+eBAIOPtHoOkiCCOFQjGxe+Sy3mrJaiTsU2yy5jGThuFmOa7VlbNaztaTEyNmRJGrgIF3YYqCjg4DI2dA3oWJSnGFkk+8C8VAp1/RA9aSV0DG7F4Bas8dm91ERyh2YM46meDSfzRhU3DWANEwEBsGIGQqDSvhYKqhLaSQCg0ACAPQIJpXj7lPE0J5LiBYQOSLaFoFGu7MUQUsAQ2eBEZ6jFd6Dh2p4qHTvwMFTgM2h/Q08S2Qs7ACoVhYzsQyDVDGKsjI6snEPXwo8J5Uk0CAKpshfIsgxhLLUtFkmgxkxV2fLhySCRwB2StkDetCqWgCQrmKEwkL4WCgC4neN0HNa8YlPIVih2i8ANSwXHojCRuEzQWt+02g/4AUQI6KPK4t5Mqmsklmkw0OgDpfg5i1Zsx9KjrsxTSzEUIF5n8a1L0XlI9L60gP5I+LgGgIacvrgcOAEHKAOrMHaLoQomF5gb1MSelt+UaQZ+DV9EPT5EAG/3E54NncQP1yKBmCAok0UNdu6c2T2AsMd8lqcU0XQaTEEmRC2NxylTlwGCbDayp6vEzW/EmAdEmtPieve2fFVSdXltncZIly9ycWlMbuPAsFWSGEaooYF43ngXr3A1osP8EjdG8tIaTtIRaR9g0WEBMGezGNASEUKM0fgPAtyPqFJiiJ6OWoHntg2dDYr4G694D6LGoPj6V/+Ro9y9DFVQsHgMM/lBXUoiPSiBnyA6dfgXbsF9ZRuv73UoSDgfREop69clWWJ8JVC9Sfr+dmcsP88xLSO6jhguyDtUFoIO/7ZkWLys9b04M8YxE9q2+GjLCKU3pGqW6YstJCjK3OeR4IIaShuaolpztsQtVkkz027GhTkzB5xsAriPHgbpJLXSsPEVulvmJA9khP4wtP8X9APfuAmkXjLuQuFBvIVSsD+7K1y+QyOZ05/uuEN0yq8A4HQO/9FJi3Ufr9B47LZ2TlpZMMacBQB+DLv+6AsLkAzxzAM0cKpVhQDsg2V1yA0xhGNYqFZZBbNChXHp65EHlmMKXoKNDzhxRDta4yIk0KAKGvchW7/O4mY3PJ73BkSJ43EXWTHW4IuxMUSVnVKnbEhZeWpP6yVej90PS/pSIhytMIUdAnvn37dgghcOutt8b3PfbYY1i7di28Xi+EEBgYGMh5nXnz5slYgpRty5Yt8TZr165NO37DDTcU0v1xI4SA8MwFapdJYeHwyaW37xyg9jy9CDvllwogeTCLjuYXx5DtcvXnZ2/g8KalYJjuaP4TUqWUbZkeHQEd+zmo8xXppRPNI+MtBCjkH3e/hBAQNjeEo8q8ustnBefwgvreAfX8AQj1gaLDQHgAdHY/6P0/glKqyRERSIuZV0q9B7JE/ycFuAk1IRxS/fKT1ULjyO2UE6dHptOAIj8NQ1ApDvl/xQ7YK0CKExACwmZD3Jjt8kmX3FKA4yDM7NmzB48++ihWrFhh2j8yMoKNGzdi48aN2Lp1a97XisUSgWhvvvkmPvGJT+DP/uzPTO2uu+463HPPPfHXFRUWxeAnEWGvlIE8KZBnLvD+/vFdtEAPI1HVCjR9ENS9B2kDoMML0bau/GIg/EehJ/HJ3s6YSeed4XSCZs3u5uwZWgFA00BhP4yZpfGZSbXMqBz8G86XrqnDnTKWQYsCECBXnfSqMpI2Zr4JQApg14PZrJ6fEPpKQ5kY25Wi2/JUO4QWyxhYJxQbKJ7JVcjgOUclRNuHi98nJs64BMTQ0BA2b96Mxx9/HPfdd5/pmLGaePHFF/O+XkODOXJz+/btWLBgAT760Y+a9ldUVKC5uXTC6olI/ghJ05OfyYFHqHag+YOgky+M/aLjtA9QOADyvycDnGxuoO3jEKM9cgYsVAhPG1A1a9zqq5JmDHYCaBEpIOJxLbnaFz8hnLC5QL5FgP+wdYPKNukFlxQwlgpFR4DwMOB/NyX3lp4AL58AOaO9sGUXrkSAsEshVOwsxVoUJFQICKlCyyTohYCAoue0MvqlgQZPQnjnFbdP40GgQCN10XpSVMY1WmzZsgWbNm3C+vXri90fhMNh/OAHP8Bf//Vfp/04nnzySdTX12PZsmXYunUrRkasktJJQqEQAoGAaSsWRATyvwc6/gvQyZ2gjudBx34KrXtf3KgpPHOAmsX5XEz/jwAqmyHGmGWViKB1/wF09Ccy2tv/nvTsOLkTFBmGaL0YSuuHITxtZSccKDIM7fRvpS993j/OZKmQ43kQAYMnQcUyGCch3A1A3fmAqzGhSnHWArXnyeJBSnYvOSEEMHAoQ2LGsXYmTw+iicieGgxAxMKIr9Zy9UX3DqNYRKrISqlokChgK1HGvILYsWMH9u3bhz179kxEf/DjH/8YAwMD+MIXvmDa/xd/8ReYO3cuWltb8cYbb+COO+7AoUOH8KMf/cjyOtu2bcPdd989IX2kvreAvnfMO6NhYOCoHEy8bYDikFGkgRPWsRNxwZDkmmqrAg2e0mf6eX5ret+UnjvJ1zIYOAJSnRCNq/J8Z9MHigZBnb+VqwehAshD/SFSfo2GqsJyKZFoRwPvQTQV/xkKeyVQvTBtPwUHcp5LRBDZYnLyngwI3WCdo70WlQbiYqM6AWgyTkjTS7cqGTINC6H7dGgJTzAtCi0agmLLlfOJGQ9jEhAdHR245ZZbsHPnTrhcE5MD5Xvf+x4++clPorXVbEi9/vrr4/9fvnw5WlpasG7dOhw9ehQLFqR7mWzduhW33357/HUgEEBbW+FFcig8aBYO0ZD88bhrAT36lYJ9ckk82g3RuALUdyQ9YVp8sCK9sI8G9B8G9b8r9cftG2Rqjmx90aKgbHluAKDvIKhu2cSl95giyH9EVy0ZfvGO/FRNqa7ARq4qaLp6Q0nyoNGAaEyvkTCJ5BEgJ/N+ZYldEArkCilbfIM+Y4+F5UBtNSkxJjLRUXO+piKgde4F7Pr30ig7GosCMT3OQUkXWgJCrtLjdTYgXZWnugAWx0EAe/fuRU9PD1atWgWbzQabzYaXXnoJDz30EGw2m8nQPB5OnDiB5557Dn/zN3+Ts+3q1TLE/siRI5bHnU4nvF6vaSsGFDiG+OwyGpI6bacXorLJ7GVlnBAZgqg/F5j/aWnQFkIfhJKS6al26W5ozGRDftDRn4FyGAVpqFMKF6Hqm8XHSVq89GNZMXgSppm/ouoBaNkQ+uBvhZJIK2G4Vca1f5NbO0O462QQX5YKa5RPUkDVIeMarO+S+L5oYd31NeV+xutwAKhemDFH1HjQeg4C4e4MR0ka4q3ePyVVRxQ2+dmURGW5QvRLpatnGtMKYt26dThw4IBp3zXXXIMlS5bgjjvugKoW9kN64okn0NjYiE2bNuVsu3//fgBAS0tLQfccM5FhyC9wNOHVUdEQr3xlSahfJhmLhdIHcSN3j2qXaipAXj8yDPQfBeqs3fi00bNA1+6UAc+YCafUIyilyltFgMiiTgCgl6J0yRkxaYlnayR3Myq6JRtCjcFGi5gHm6RnJqom3y1YeOeDAsfSvlfxfFHuJrmyyapmEjJwLzIkDcyxsHRgEDbpTm1ysR6RqwjFkdivheVzqF4EUeTVA4aOAoqSsDcbWV3jg78AosG0mI/4Zy/0CYEWASpKx3Gl3BiTgPB4PFi2bJlpX2VlJerq6uL7u7q60NXVFZ/ZHzhwAB6PB3PmzEFtrfSjXrduHa644grceOON8etomoYnnngCn//852Gzmbt19OhRPPXUU/jUpz6Furo6vPHGG7jttttw6aWXprnZTjiKA4jnroFM3pdj5kqA7lWSJUcSgNQ6uzRwFHDXgsKjMlFgqE+/hoL4YJd8PiEx26UkoeCszvPNlT5a79vA2QOAzWG9YhICsDmTcl/FgEhSNLsWkQFg8YI0evyEvUo+J+NZxsIy349iA1XNmfT5naiUg55csSZDEJWtEN55oJGezJ5QAOCslmpKh0cmuUu+SrAXGDwFGK60zmqZGdVRLYVOLBiPSSi2W7QWDZqFgxZDWtEhPciQhCpdYJH06xFCz11GICFKw/5QpiqmokdSP/LIIybj8KWXXgpArg4Mw/PRo0dx9qw5Ydxzzz2HkydP4q//+q/TrulwOPDcc8/hwQcfxPDwMNra2nDllVfiy1/+crG7nxPhmS1/tPHlbx5aOkO3bf6aW7RJcb0c6QYd+7mF6kT/MZFiVn/EZ8eqvA9pcpBwjz9/TimhnXlNz3UEXU/tyPzDUhQpJIQNsLvk/2O6vSg8pLexSWFROStN3y1UB6iqBRjphYgOSaEzyYjKZojKZun4EB6S0diuukRMREWjzAs2eCL5LAAE2L1AdWYvOuGqy5xXyeaW20QRPJu0ctDShUMy0WEgpuplSPXIb1MEdYl45pWpgBCUSdFZZgQCAfh8Pvj9/oLsEUQEOvUSMNiR0FnXnpPThZSGu6Shz2q2JC+sG6tTjjly/FAN+0MqWkwuMuZuGFtW0hJFGz0LHH8WSYYBPR+PxQ/TqOpm/K3WI9xHzsjaBIMn5OcmFKCiKWMOq/idlEqIhvMm5H0VA4oGZV2JaFAKPVe9DIos0UFHC/ZDdO0CoLur5hHRLm12trTPimIxKPM2WJ5VrN98Nox79L/0r/BWjV+oBoZGUfPRv5/Qvo4HzsWUgYw2hdGzcqA3vtSkSaOys9qyfVy3Gh2VOwxBkiokrLxS8km+RzHEvVESN5XL8PZPjiuHf0nS+xbMAwnJQDGbKyUyWsjaAqobcFRBeOclnkHVLEB1yYBCQXJTbKbYK5ivJO9E4RI1IUpk/qe5U92NvFFcNUm+VfnMTw31YMz0m5DqpxJZQZQpLCCSIC0G9L8D6nsHiAzJL6B3HkT9MghnNWikG3TiOcRdK0l3IxzuAWwVINVhaVDESFJ+JSEQ95hJRtPMXhtC5CcgMmGvKh/hAGTIbkpS8EaDCd95WwWUtnUZL0N9BwHD999WkXPgJwAimwqEGR8kIMRY0hYCZmGiFK7WKSZlqmJi8atDWhR04leg7j/o2SshB3H/e6D3fgpt6AzozG5Iv3LD0wKID/b+Y8BorxQy0IVDZBgYOp3uaZIasAUkcjCpuvFVsQOq4b5qqJEyfYlSfmZCjCkD6bQgq7DUjc1aFAj2Qxu0znNERHoOJOPzy8/rbkboYCcZMe8y/bnmMzCmtBGKbuQuJfdQdnMta+j9N6T6KP2InNmf+k3C48VACN0mqBugR3tlDWrVgZzDimFQBqSv+uLLZe3d/iMyZYbNJi9hdydSHGsR6ZOeFhCWol6yuSBq80jzMZ3wtudMYx7n5K+hedshZl0CkRqVm6zGiwRAqMv605RzAP6ZFBshVKDlYpldN1cSwLh9T+iTJX1AzRUsyBQMryAAEMWA/kPIOqhn+xKnpew1tNpZZgeU1EYLQ8RGZeqFimYpHIQCVLXI2sT2SulV4vDKpHuu5LTLKfYHmxuYs75kDZTjRVQvyBLkppOcAjtwDNT5qvkaQqQnQ6TMao546GLF7DH2lskH4fQBsz6a7phhapT0/bY5E84FQuj1NkokxqdM032zgABkBlQtV5qGLC6qyaguJB5rsnAwjNNkPesxUlF37ZZ/3Y3xgvPJEdoApFeSkY4hrnoSQMP5EO2fgmKf2jToE4FQnbIiW0ZvMZGew8d/VKZGSW5Vk1TGMxYFAqcAJAkDnfj/o6MgGkO2WGZMKI4qYO4GPUg0eZA0Vgv6520kNNR/A2R4qBWYvaFosIAoY/JKbGbEF+goDr2+sEv3pNFfJ7thJm5gnCT/WMyYCALU+zagBYHKVgi7WxcIAokYCr0tkUy7rLhkwJjNDtQsglJzTrpKpUwgo5iSUJJsMkritaJvqau1wEnza9/8ROAgxQCKAP4O02cSFw6hQWDwNND/7sS8KQaAFBKifplcIajORMI+Y9BUnVJtiiTHD9KAoL9kB9ZygZWrgNTxO7y5C6zYq/SVhv6lTLVH5LPCECqApGWxEdh2cqesZV2zMKHzTvvyy3sIPTkd2R3SLlI5G0rD+bnvPQmQFgECJ0C6PUdUNAKeOfnXyzauExkBhk7FaypT8vNNjSBPJtm2A5GWZkQIJclZTEgPKJuQzgQgULJAjgalvSfYO6a+M+NAQBqdBQBhS6QUEUJ3E9c91bSYLJJkpK0RJTKElakXU4k83alFCAFyN+QWEMm5lCwyTVomF8sFxfS0GAKobJTBQDkHPh1nHVB7LpQSCYSjkfdBp1/W7TW6KiBwHHj/j8Dsj0KYbCfWaFoEOPVbc64gLZY5BXT2HgFOX/puw0stnnRxVP7fiMwmLeEIkCkJIlNcHNUAEqu91N8AkQbEtKT62nqkfIW52BhTXPibb2CvzDEQKInjVoP1eKAkzbfNmVea58TqRYVo+VDpCIfIMOjUi0nG/KT3FguBOn4jI36zXUOLAsd+IXNOGcZICLmiIsr9zNPsOwLkrk9vF7+eLpiN/sZCiVWDgWoHKqdvMrhpkyihsjkPJ4QopFchAGiAIKDm3Eno3MyFVxA6wubSa96muM7F7QC2lH2F3My4j6H+0K+fo4qYIZgIgKhoypneYzKhgSPWKUQMtAio7yBE48rM1+j6vV4AKGm5Hn8eRv6dLLmsUo3/qhMIHAfqzQkm4Z0DvP9m0oTAInARQk8IKCCqz8F0grSo9OIKHJNGdqEClbMgqhfmrDEyVQihgBpXAd1/0D9H+TnHMxpQLN2RpKIFiq1EhjBWMZU53nlAz+u6DtRCnZHPB5jPyiK5epehVjdc+Yz6vBnuRUSye/aqohdvKZjAidxt+t8F1S6xrCtAsbAMYsv0nIUAoMKUpRZIeBQbwXKAfJ6KQ6qlBk+ZBAQZzz8WBuxGAj4hY1FIQzz40djvrJlWyQ5Ji4I6f2cuckQxYKgDNHwKVNEKAU2uoiqaAHdTyTg2CGcNqPViWetj+Iye5TUqV56pAtzdCKX1w1PTUStYQJQ3wuYG1S3Vc/5YkDywJ+esN11EJB1PyvBjKi9qBMfpjz7ZiBoZ0tMYZ+ijEDIGwju/pFYPALLXJYhDoIEjEPXL0w/lEwSXmu0WSAzoQpHxI6nJ+5IECpEG6nhRN0gDiboQurpJqObPUItOu1Tp1P+OnsI77Yh8T8OnQXY9hXeoXzoUNKzM+r2bTIStAqhZAtQsiSv/tJH3Zbr7WEiqgmuXQXGW2EqIBUT5I+rPlx4UvW+lzFRT1E7JBWcyYVpJEBKlH41qcnowXHRUN1RrQGQEZA8CqtPCSEeyzrV3QckFwVEslHATzdU3/zHASkDkjZW3WKYfpzAP8H3v6Kk2dEiDKdCQYmmXFp45BfR1ciEtpq/ksq1iDWGo6/tjo0DvG6DGD5Tc98pAqWhgY/QUwQIiCSGEVEfULpFlOrWIdHvsfBVxFUayu2bqSsIkFERC5RRP7Ef6+BaT8kKo0sU2OqJX+3LJxH6uapC9Kv6DJdKA8CCEt700f8SRETnY5qOq0ELW+121sB78U7E6nikfK8kIbEgBS/2H5G7DrqTFZDZQK4FvxJpUNOXoTwkRHUlXwVmhaWb3lMiQVEk5S8PhYXqif6cKOr/0YAFhgVBsgKdNztpPv4L4oGQM7IYXDGAWDsZmMrIicb4pZ5K+ajBcK41ZuFCA0T5gtB+kOuUp0aDUxcYiENULJ/rtjx0j91S2lVVc7WYDhQYgUlQ3QnWAvPOAtApqqeePAd/8RDlKLaKXizX6bJMJEmNR+X+rTLpzPlFUgUxaVHelJsDuhVBzeO2MlXzVjmlvSQDBfhYQhcAqphnISFeiWpcRsWuomwyVk8mWkJIXKdnmYPn568v9+ACrJdk6hIyq1ksuAnYgFoQ20g2lxGa1wl4JctVJO0KqgZ+S1WuQLq/Hfg6qPReiYaVpABYN54PCAXNgWvLAnclLyqi4Z9hzHB6ImsUyVXtcUKcMnopRdU/om+HyStInv30jlCLp5Yk0wH9UBv7FVZUCVNEM1Jwz5iDCjNgqAFulrMKWDcvgsmniDstMKiwgskD97yLuh58cPU1AWqnPPFNHp9/EqAMhzPsUuxQMplm5AnS9BqpdFledlAqi8QLQyefN/c3m9tp3UBocaxJZZ4ViA2Z/FBg8JYv6RIaQKLZkNYAJWfeifZMMdjRSplsEGwrFBqpo1GtzkJ7OISlinfTZvFoBseDTRVs5EJGsoR1MzRRMwMgZWXek8cKieBIJIYCac0Dvv56lkWpxLwIcFgGFTP7E43YKOL8EKc1elQrBgUR+n1TffCHMq4KCBhQyf0GEkqiSlpbOA6C+N+VMu4QQlS0Qsy6VfY8LvexQ71tydp18HaFAeOdAaVsLZf6fQMz/k4SaKHUZpjogZn0kkcRQtcstw2ch6nR3VyVFuCf/jY2Ajv86Z9/zJthrIRySiAxKQVEsqtqSalGnetkp1rWmVVfm+tRMnogibKUHryCyoahALFVtlIxI/FXUhJ48zwEyDhFMslpJXTmk35cCx6TXVQkhvHNkfMZQB2jgqFTRZSM6CoT80hic6ZpCBWZfCgyeBPUflgOq4oDwzgOqF6a5Z1JMtzUoqlxdJKuwqlpBSlLiQys3ZSIg3A8tNAzFWTmGd5+BZK+pTAydBqqKk1JcCAFRuwRUNQs0eFKuwhSbHiU+mi48hQ2oW16azg/MlMMCIhuu2kQt6UwoSbl6DPWTYcTOVQglGaH/Y9ggsv5gSRoVp5B4tO7Ae3Lwcfggas8BKprl4B0ZAo10I6duO4+CL0Io0p7gnZf5MrEQ6P0D0mZkXNPuAeqWSsEFQOt/L+HwlDUgD8DpF4H5m3L2LSc50ovk3WaMCIcHou68+GsiDRjpBoZPS68zRZUrs6rZMpU6UxjZvlP5nl+CsIDIRkVTIqjKipQ03HJf0mvFloeQ0A2j0XCSzj6T26ZxmJCapXQyocgI6Piz5oCsYB8o8B7gWwjMuhhw1iKncBAKkCX1AxHJpH2xkHQBdtVbznQpFgadfEH3Ukq6Z2QQ1LUb1PeWXJWNns3P24QIiI1kb5Mv+Rigi+3NZIEQClDZIjem+JSpDYIFRAaIYtaZQJPJNtM3fO2hAshW1MQw6CbNpLWoqTiKJaEBUDQEYZv82R91/MYi860+MPuPyOdWv1waoSMjsBYUQkaEGx5IqVcbPAU6+4Y5QtvmBurPh6hqNbftO5guHJIJDyKu+sv7h1ikH2w+93M3FudeDFNkSlNsTSGkRaD17Acd+TFw8rkstoQ8/Z5VO9JTRouE26yiC5lkw6nhjWN1b2NfLAwE3svjHRUXGj0LjPYgbTBW7HqxF7uMRAdBtH7EuogPhCyfmiFxHw2eAnX/Pj19R3QU1PUaKEmvL11Ij6X3x/LC8ZNyt61dkrtNrtuRBoQGcjdk/X8ZwEbqsoe0iHTVDPkRd4VMTbNhoOT5gVIssZrINptUnQm1UXLa47TBjPTIZQKN9k7+12qoE3G1GCBjECx02PT+6xANqyDmfUrO8P3HZKyBzS2zo9YstgwUI9JAZ/+YtQv0/htARYtUN2mRPG09hkDPQ30HQEnS348bLZrd1dfoV4xLmk57OFCu/KHeg7pwQIqKR0+TYRU9nfODzWO2KvTiJ8Imo3qF7hGl6cIlOUlgLJgQWLEMaSsmlKT3o9ilbcCKwHHpRVSzGKL5g0DzBxOpm7Mx+r4eOR5LPF/D1mOcGx2RQXnuOoypolg82y6lvE46Lv+T/zWz3i/P2IZiBcoxU4iCwhQypanMKc1eTQFEGjBwBImVQxLGIKUkqYTkWdnVFXm5ugqgbb2M3lWTgrfixVE0+X9jNqrYER/AxuIlVSzcDYgPsDnsH9T3jvR20sklHGS+pMPyfRk1AUzvP+l5GuoniuUxEOsrh9T7a5rFawLqV+S4Xn4IRQVcFgWLTND0yvfEzCh46mKgRRL1pvPO1EqJ2T5gnpEKAVOKiUwIBYrDA63pIuDU83KQyqWWUJ1ygBznCkJm/TwOGjgsjbu2CoiaRYC3PXdEb2WLjLqNDOc2wFIUGOkBUozKGQkck+korC8mhYShllL1lUvgeMK92MBqZUC6kFD01RppkOrDlHZVs6DU5VeljIhkINxIl14z2a7XWGhIPEdfu546JMNkwVUP4fDmdT+mhGEVU5ljzEJFpuyeWmJWD4F47QCKIW5fMNV9MAxPOVYReplR4fTIzLF558QRsihOBohiuotoWAoUdwOEUECxCOjEr+QxI/V4LAg6sws4+ybQ/qmMnkWAvgqY83Hp5poPOVY5cpA9Cwp05GF0J5lcz+HRs78CNNiRMPJrSYI1LSBMSaxKRKbPhiAaLsj9nqCvOPsOypoKBrEg4B8Ehk6D6pdDqA4IhxfUcL6sMxKv1a3f190I1C7N635MqVOggChRIzWrmHSEYgMqLHzEiYBoSM7WjQysRvlDLSlugWK6sNBXDcm2g2z39c03/ievY9Lx64n6VLtum0iOtrYBGWoV0GAH0PE80LMX6D0A9PwB6HgeNNQpBcHoWWlctrv0uhSqnP3GgqATv85Zx1g4q4G2j+V8bwCy1tmmWBh06jegjheAgcN5xnYYz18XPPEylCKPWZxIEeIWZIt7SSZwwiwckomNAkZqcQDCVQe0XgLULZOVC30LgeY1EPXLS6aaGzO92LZtGz7wgQ/A4/GgsbERl19+OQ4dOmRqEwwGsWXLFtTV1aGqqgpXXnkluru7x3QfFhBJiLql6auHWBgZVUWUwUslObI62yN218sBA5BBZ8agJ4TuHqskDXpCt1HoAwpBFnpP7dJgB9D7RvrMXQsDZ1+XKhxDKBj3St6iw6C+tzP3WUepaMpdbc1eFZ/pp/WTCNT5ihRW8TeUJ5FhWb8akLEW+Z4vLIRwokPSM6z3bWiHfwTt+LOggSNSHZfaVIvlzp8U9oOS0osLocg64r75EN65EPaK3P1lphGT6+b60ksvYcuWLXjttdewc+dORCIRXHbZZRgeTnznbrvtNvz0pz/F//zP/+Cll15CZ2cnPvvZz47pPqxiSkJUNIBaPgR079H3pKSqtkKLmQ3XycFzhCQPpJTreNsh6s9HvHSoMRDFInJmD5gFlen6BCBdOBFpQP/B7P11VEk32Wwz7b63ZTruHCsg0bAKdPqlhOomcQSAgGi8MLNhOtirq7nGAwFDp0CRYQjvPFA+5UoBa3dlILGqIE16SAFAdETGfPQfBuasM6vdIsOZr5VMyJ8kwJiyZpIjqZ991qzi/f73v4/Gxkbs3bsXl156Kfx+P773ve/hqaeewsc//nEAwBNPPIFzzz0Xr732Gj70oQ/ldR9eQaSgeOcAc9ZJFUymQUCxJ8UqpMxG4x908sxcle6Y8U0Gz5nUCw4PEIslrpdtAFekPj2tjvDo2Zw6f6GouSu/kQYa7c18OBYGDZ2WieAaLwIqUiKB3Q0Qsz8K4c7swUNDp2CaNY1HfzvSI5Pc2StzLyCIMhv/UzO6JhPsA3XtSdk5htUOw4yBQCBg2kKh/BxR/H7pnl9bK1fse/fuRSQSwfr16+NtlixZgjlz5mDXrl1594dXEBYozmrQvI0ymjoZVzXgqosHeJEWlUnzQgHEB7u0WtQZBp+h00BDUjbWyJBUA+VSPRjqJkdVuvdL3l5NeQzGkSEA5jrARJqMkh48CdMg6fABs9ZK4aM6IaxSSqdSlFxSJPtiVagorWmOGX/cE8oiMDFwHNS0KvG+7JWQc6sc13Syd9KMoUheTG1tbabdX/3qV3HXXXdlPVXTNNx66624+OKLsWyZTGnf1dUFh8OB6upqU9umpiZ0deXIspwEC4gMCMUOslcBIV19UdkE4aoxGXCFYgO562UVr5FuJFJqJH1ZKCn9d/IXKFU91PcOxqSHbFyVvi+fgVneLXcTNSWNNhGo53Vr3Xs4IA3hsy7NTzgAEE4fKG31leJ2mgMiAZzdr78wnmey/SfeML8LprrLJi4gV2ce+eMVig1U2Zw9lbfdA5HFQM+UG2O3I6SfD3R0dMDrTUwsnM7cuda2bNmCN998E6+88koB97eGVUzZqNcLzNjcEHrNgrRKZUJAOCqkishIzZFqO1DU9AErNRjPSI2tRbLPRIgAWyUUT1v6MVedZdoL0+mKPS/9uXCnFJAJD2QxzMoYBfIfzXndOJ651rP+sczEevZYrJqMADvDrmAYpfOwGWQlpU/euZmrsKnOouRyYmYeXq/XtOUSEDfeeCN+9rOf4Te/+Q1mz07UFGlubkY4HMbAwICpfXd3N5qb051bMsECIgvCVSttDa7qrK6fRKQLCNkW7jpZBCfZRmCKk4AcUE2rCP2jiEX0QK4M99NjL2jwZFqfhBBA7bLsb6oij6C1ipa0WAjy5xGjMNiR00U2jlAB7/yEPUexJ9lvFLmCUZ3mcq8msn11dYFguB3nY1CmbFHxQnqcJe8RKlB3HlB9DuDwypgUWyXgbQcaVnKNhZmGYaQuZBsDRIQbb7wRTz/9NF544QW0t7ebjl944YWw2+14/vnn4/sOHTqEkydPYs2aNXnfh1VMWRD2SlnHWHVkTRMhhACpDojKhni+ISKCsLlkhbNgXyKvkgHFZPSt4eXima1n/iSZntrpSag7DNWLEFJ4aEOg7j3yuvXnm6umVTaDxEVA39sJjxxAupzWngf07AdyBeS5U2wPkRFg8JTZQ8sKioG0GISa/WtFsRDo1Mu6nUMkvT+b7qEFJOJJFEBV9DFfj3Q3Jd7LlxztjWdrdZ5vfrpDACC9vCoa0430zIxDCFFQVb6xnrtlyxY89dRT+MlPfgKPxxO3K/h8Prjdbvh8Plx77bW4/fbbUVtbC6/Xi5tuuglr1qzJ24MJYAGRE1G/HNR3MGeiuXhd5JS/UGwyXiDZK8gYEJPUTKJ2iTQAGzaLoF/PlOpIDF7xmYY+2PmPyqpgKfEQoqIJ5G6UsRWxkJyNO7zynFA/EjNyqwFTmAsBAaD+Q8irlgIRcPYAqPGCjM+KwoOgjhfTU3nnEj4CUoCMRShkXc0kPwMhVwCaRZEgdz1E80X535OZoRTHBpEv3/3udwEAa9euNe1/4okn8IUvfAEA8M1vfhOKouDKK69EKBTChg0b8J3vfGdM92EBkQtnjZzpZ8paCsTVKlaDohACsDml7t+I+iUCnDUmNYSwV4JaPgx0GoYmoQe0Gak/jAHUHG9A/vcgLALmhBBpgWxm9Y/xhbbal/I+jFTd2SqfGdcOHAWqmi0rl1F4EHTyOWsPJtIA5BISqUbsLILOUjgI+RxnXSpdZLWQNCR750kBETgu7SiRUcBeAVG9EPDOzRkPwjCTTT6qXJfLhW9/+9v49re/Pe77FPTN3759O4QQuPXWW+P7HnvsMaxduxZerxdCiDQjiRV33XVXfIlmbEuWmI18xQgbHw/kfw8IDug2g/QPxVhZZFtdEFEi86khTCyMmMLbJl0jbS7AUakbcXVBYQgL85Uzp3uwQAhFGrLNe2EWCgRRYVYxxbOrZtPTJ8V80IC1sZp69md3b6Uc9gLLZzyGmZtQIWZ9BEplM5SGFVCaPgBRey6EzQ2hqBDVC6DMvQzKws9AmfsJCF87CwcmP4zUOuPeCll9TBzj/vbv2bMHjz76KFasMKdGHhkZwcaNG/FP//RPY7reeeedhzNnzsS3VJetYoSNjxWKhoD334A0wHbGC7sQUUJYjMWf3zjHVQthleI5FpauqqpD173bk1JuGBXoDGOuEV8xtlw+onZx9gaKIz3Hk82NuN4/l4eVEJZCi6KjMuupZadSrj0GV1f9ApBfZZG+OaulmqhuGcT8P4HgmszMhGDx3ZupFeWGhoawefNmPP7447jvvvtMx4zVxIsvvji2jthsGd2vihU2PlZo4HDCv55iwOBpkM0F2OWASdEgEA2CfHOyzjSFEKB41TCS0bmkmc6h/nel4Vko0nvHWD3IC6Rc0KbXR9CAqlljek+iahaodqk0YqeqmBQ7xOyPyMSFyedULwSdPTCGm1g8i6S8RLkh3TSQ+qPJ9SNKcS8GIFrWQOSqLc4wjCXjWkFs2bIFmzZtMoVxF8rhw4fR2tqK+fPnY/PmzTh58mT82HjCxkOhUFrY+pjxH0vfFwtJlVOwX9omhAKEhzLqBIlIRlxHg0gMxgQaTsymafiMFA4A4oNcauyE+aLxVUUiG2z+KPXnQbR9XK4UHF5pD6lbBjFvo3TtTaVmkczhRFncb4GEjcBKaCkZ7BcZVyQW6qyaRYBvAfKebSn2rNlkGaZopCa9HM9Wgox5BbFjxw7s27cPe/ak5qcZP6tXr8b3v/99LF68GGfOnMHdd9+Nj3zkI3jzzTfjLlxjDRvftm0b7r777sI6ZpW6ggiAAtidcsYtBKBFQFoUpM+8RZKqRIBAwQFpQ0jOkxQOAJAxCdRrzOahrx6S3FqtMNJtVM6GGGcyOOGuSw+Gy9RWsQNz1oM6XwWiGVYCSWm0hW9B+nGHF7B7gMigftEx/iAqmiFql0IIBVS3FDTUCfS+qav9Mgit6oWcTpuZHCY5Wd9kMaZedXR04JZbbsGTTz4JlyuzV89Y+eQnP4k/+7M/w4oVK7Bhwwb84he/wMDAAP77v/973NfcunUr/H5/fOvo6Bj7RQwX09QP31GREA46IhyQahRNrxmhxeTr0V4IQ02VfA095xKRpuvmLaKrc+F/D9pIz9jf1zgQqhNo+XDSIigpUjm5xkLNuRAOT/r5QkDULx/bTVWHTPzX9EGpKtKfn7C5oFTPh2j7mGxjvpP8U9Es07czDDNuxjQi7d27Fz09PVi1KpEHKBaL4eWXX8bDDz+MUCgEVS18xlZdXY1zzjkHR44cAWAOG09eRWQLG3c6nXnlMckEDXUCigCEXR8ADUEh8y1ZurTG9MJC8cpz8SP6HyXupRM3UptKXqqJfUqOGbaRQqJ7L9D+yfG8xTEjhjpA0PS3JsyCwcDIXWV1vmcWoH0A1LMP+aS+EM2rIbIEoQmHB5i3ARh4DxQ4IVdojiq5gvHMZg8kZhKZ3DiIyWJMAmLdunU4cMBsrLzmmmuwZMkS3HHHHUURDoA0gh89ehR/+Zd/CcAcNn7llVcCGF/YeL7QSBeoR1ehEWSGUqEkoqSBJBWQSKiEgITxOSUZnxFdndihz4YVFeTw6ionID5wmmpbp3YwKXV1ZAhaLAIlW4xCkaBgcgrwDGqdHLUZhG8eqGoWcPwX2VOTq660iG7L66lOoO5ciDzrSFtB0VHAf1RPcS5kXIl3XtbSqwxjokjZXEuNMQkIj8cTTydrUFlZibq6OlOa2a6urvjs/8CBA/B4PJgzZ048V/m6detwxRVX4MYbbwQA/N//+3/x6U9/GnPnzkVnZye++tWvQlVVXH311QBQtLDxfCAiGdEsX5iymsajpIGEuii5lgCRLkhiafMBSlbFCPNsQ9Qslkbq5GhlLSKNrGlZYPWVQyxpcB19H6jKI8dSiaCodlDjhaCu1zI3cteBTr8snZkqGuWAnXe22vyhwQ5ZhlW+kv+OnJH2jVmXZq1pwTDlTtEjqR955BGTcfjSSy8FYA4BP3r0KM6ePRtvc+rUKVx99dXo7e1FQ0MDLrnkErz22mtoaEjMIIsRNp4X4YCeIwhxz5s0dVKqcIjv11cJQgFpUbONQghpbxACcPjMrqTVC2U21+HkbKkkDbCKDfEIYyJp20iZeYtJKmAj3A2gkWzBicKU1I5iIWDwFCg2Kmf6VbPjg7zwzAbwIdD7+81pNxS7fI/Dul0G+sql/xDQssY6fmScUGhAFw4Wz0+LgDp+A6psBBQnRFUrUDmLjd6MNWVqpBaUd/rN6U0gEIDP54Pf7zflW0+FRt8HnXlVvlCc1hHSeQwSFA3qQkEXDpqeWRSQpTirZpvbkwY6+WtzvEDWDKM6QoGYuwHCMfHunBSLgE7ulGk3MnWn+UNSNTRwGNR3EPFcR8Yg7FsIUXde/LkSETDaI+NJSAN6Xs+sjhUKxNzLIGzFqeesdf0eCByHpYAwMKLYAcBWAdFyMdeTnibk+5svxj0GDv4cXs/4y8sGBodRfe6mCe3reChNsTWVFE2NIfSxXY+DMAah6kVAZXqcgBAKUDUHacFeWXWTAnA1TIpwAACh2iFaViM9eltXvdUuleqgwHFQ39tIjvuI4z+iCw79TCEgKpogvHNlNtsckdpkFZsyXoY7kVU4AIla4QAQHQV1vZZ/SnNm5lCmcRAsIFIQ9iqZoK9QVBdE9SJZJ8JeBVTNgmj9CJTapRnzNglfO9Kmz5m+PIoNsLkgmi8svK9jQLjqINrWQdQsBuxeQHHKlOWeOYC7Qa6EkgSAJQPvQotHlicxklArWUN6YaUikU+diNT7RwalzYdhZgCczdUCUb8c1PkKoMVAipo+oGcLYkMi06KoOQei5pz872tzAy2rQWcM422SUTvuMaVHWLvqIRpXTojhNnc/XSCHD4gekfaQWBAID4ICx6Vw1SwG/1T8x4DUvFD5zMzHPKhnwVWXqOSXiTTdsACN9mR1v2VmIgoKm2+X5lydBYQFwlkDtF4C6twNgOJ2hDhZBAQRAVp03BXFRGUrMOcTMovsSJccEF21esU6h4y0rmiBkqMoz0RCwT5Ql3w2+p7EwXyzy46+DyBFQLjrgKFsah+RVtmtEETNOaBMCQQNrOxNxRRSTHnAbq4zC+GsAeZ8DHTi14BQQUgExxFpegEfi8FDi8r9BSSIEw4PRMP5AM4f9zUmEup/twgXSR9khW8haOh0tpPGlXsqIxXNQM1i6SFlRYYU66IYKkiGmQaU5rqmRBCqE6JmCQBNuj3G5AYtIgVBNCj/ajE9u2pM1hUQSE+ZXSaQFs3DVpAHVuk43HUQdecZr5KPyH8bVkI4iufhIdN/nA/Reokp3kXWxHZYpz5R7EDl9Ik5YSaJMjVS8woiF3rCNxo4nBR/IADVDVAEQqhIGyy98yDyiAKelqREiI8PAZFBgIqaxYCzFuQ/AoyeBSCAikaI6oXWmWYL7YkQMvvs4EkgHNBVhBFkSgUimldzLARjAdsgZiRCCMA3H/DOlXWlKQrYKiGcPlBoABg8odebJsDhkyUqy1U4AHIGrdhyF0oSagZhImQN7SyDvahoSK9qN9HYKoDwoIxHVOyy7xRDwlFAlQGOaRX5GKZ8YQGRJ0KoQIrninBWp9V9LneEUEDedmDgCLIak1svBnrfMudmEgrgmSNrT5TakrpqdrzinRACEDak/Ty87ZPfL2Z6wEZqhpGI6kWg4TN61He6kBD1y6U6aNZHQCE/EPZL4eBuGLd314TjqgUqWoCRM9bHndXTKt8VMxWU5iBfCCwgmDEjVAcw61IZEDd4MqFKcnghapbIvEVGW6evII+uyUIIAapfDvgrpdrQsDcJVa4uqhdx+nBmxsECghkXQnVANJwPqjsPiI7KeAHVXXqqozEghACqF4B87UB4EAAB9qq0Gt0MkwarmBgmHaHYLF1WpzNCKNNi1cOUElwwiGEYhrGiTFcQrFRlGIZhLOEVBMMwTMFwoBzDMDnQBjtkplqKAg4vUHseFPvkZ9xlJpkyVTGxgGCYIqBFR4GTLwCx0cTOYB8QOA6t+hwoDSumrnMMM05YQDDTBgoNgQbeTdRwcNZAVC+GqCh+jqYx9YsI6EgRDskMvAvNXgGleuHkdoyZRNiLiWGmDBo8Dep6zZwmPDIMGjoF1C1NygI7BX0bOiVjQbLR9zbAAqJ8KVMVU2laRhgmCQqPJISDUNNqNFDv26DBzinqHQD/e7nbxMLQwsMT3xeGKSK8gmBKHup5Q1bSs7kSRZu0mKzHEQvJ1/3vQHimKFdSvinQtRCAygntynRA06LA0GkgKLMgC1c9UDV7mqdRZxUTw0w6pEWBmN8kHAAAQoFwVIIiilTvhAamrI+we8xZa7O1m8HQaC+o721gtMe8P3AcOPsG0HrxhNT8mBwKLfpTmgKCVUxMaXPmd4BQ03I8Ga+F3a2rnAqscFcIdUtzt3HVQVHtE9+XEoUGO0BnXk0TDnG0MOjUS9CCedY0ZyYFFhBMaROLZD1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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Dissolved Oxygen (DO)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + } + ], + "source": [ + "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", + "df = harmonize.harmonize(df, 'Dissolved oxygen (DO)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
3IRWA-HB4.6mg/LNaN4.6 milligram / liter
6MYRWA-MEB0019.4mg/LNaN9.4 milligram / liter
7NARS_WQX-MARO-102010.3mg/LNaN10.3 milligram / liter
9MASSDEP-W24128.7mg/LNaN8.7 milligram / liter
11MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic10.91mg/LNaN10.91 milligram / liter
..................
402897IRWA-PR1010.6mg/LNaN10.6 milligram / liter
402898IRWA-IP2210.8mg/LNaN10.8 milligram / liter
402900IRWA-LR1210.8mg/LNaN10.8 milligram / liter
402903IRWA-IP1210.0mg/LNaN10.0 milligram / liter
402906IRWA-PR107.6mg/LNaN7.6 milligram / liter
\n", + "

69283 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "3 IRWA-HB 4.6 \n", + "6 MYRWA-MEB001 9.4 \n", + "7 NARS_WQX-MARO-1020 10.3 \n", + "9 MASSDEP-W2412 8.7 \n", + "11 MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic 10.91 \n", + "... ... ... \n", + "402897 IRWA-PR10 10.6 \n", + "402898 IRWA-IP22 10.8 \n", + "402900 IRWA-LR12 10.8 \n", + "402903 IRWA-IP12 10.0 \n", + "402906 IRWA-PR10 7.6 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag DO \n", + "3 mg/L NaN 4.6 milligram / liter \n", + "6 mg/L NaN 9.4 milligram / liter \n", + "7 mg/L NaN 10.3 milligram / liter \n", + "9 mg/L NaN 8.7 milligram / liter \n", + "11 mg/L NaN 10.91 milligram / liter \n", + "... ... ... ... \n", + "402897 mg/L NaN 10.6 milligram / liter \n", + "402898 mg/L NaN 10.8 milligram / liter \n", + "402900 mg/L NaN 10.8 milligram / liter \n", + "402903 mg/L NaN 10.0 milligram / liter \n", + "402906 mg/L NaN 7.6 milligram / liter \n", + "\n", + "[69283 rows x 5 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", + "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", + "do_res" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
3IRWA-HB4.6mg/LNaN4.6 milligram / liter
6MYRWA-MEB0019.4mg/LNaN9.4 milligram / liter
7NARS_WQX-MARO-102010.3mg/LNaN10.3 milligram / liter
9MASSDEP-W24128.7mg/LNaN8.7 milligram / liter
11MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic10.91mg/LNaN10.91 milligram / liter
..................
402897IRWA-PR1010.6mg/LNaN10.6 milligram / liter
402898IRWA-IP2210.8mg/LNaN10.8 milligram / liter
402900IRWA-LR1210.8mg/LNaN10.8 milligram / liter
402903IRWA-IP1210.0mg/LNaN10.0 milligram / liter
402906IRWA-PR107.6mg/LNaN7.6 milligram / liter
\n", + "

67986 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "3 IRWA-HB 4.6 \n", + "6 MYRWA-MEB001 9.4 \n", + "7 NARS_WQX-MARO-1020 10.3 \n", + "9 MASSDEP-W2412 8.7 \n", + "11 MERRIMACK_RIVER_WATERSHED_WQX-Central Catholic 10.91 \n", + "... ... ... \n", + "402897 IRWA-PR10 10.6 \n", + "402898 IRWA-IP22 10.8 \n", + "402900 IRWA-LR12 10.8 \n", + "402903 IRWA-IP12 10.0 \n", + "402906 IRWA-PR10 7.6 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag DO \n", + "3 mg/L NaN 4.6 milligram / liter \n", + "6 mg/L NaN 9.4 milligram / liter \n", + "7 mg/L NaN 10.3 milligram / liter \n", + "9 mg/L NaN 8.7 milligram / liter \n", + "11 mg/L NaN 10.91 milligram / liter \n", + "... ... ... ... \n", + "402897 mg/L NaN 10.6 milligram / liter \n", + "402898 mg/L NaN 10.8 milligram / liter \n", + "402900 mg/L NaN 10.8 milligram / liter \n", + "402903 mg/L NaN 10.0 milligram / liter \n", + "402906 mg/L NaN 7.6 milligram / liter \n", + "\n", + "[67986 rows x 5 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011113300-00F-KLY34.040000
111113300-01-BAK105.697000
211113300-01-BVR16.700000
311113300-01-CTP376.945135
411113300-01-GOL14.400000
............
2251OARS-SUD-096605.291167
2252OARS-SUD-098146.037143
2253OARS-SUD-1441039.205243
2254OARS-SUD-23697.528889
2255U_NH01-SUN05CL186.757222
\n", + "

2256 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11113300-00F-KLY 3 4.040000\n", + "1 11113300-01-BAK 10 5.697000\n", + "2 11113300-01-BVR 1 6.700000\n", + "3 11113300-01-CTP 37 6.945135\n", + "4 11113300-01-GOL 1 4.400000\n", + "... ... ... ...\n", + "2251 OARS-SUD-096 60 5.291167\n", + "2252 OARS-SUD-098 14 6.037143\n", + "2253 OARS-SUD-144 103 9.205243\n", + "2254 OARS-SUD-236 9 7.528889\n", + "2255 U_NH01-SUN05CL 18 6.757222\n", + "\n", + "[2256 rows x 3 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate data by station\n", + "visualize.station_summary(do_res, 'DO')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### pH" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 94211.000000\n", + "mean 6.506891\n", + "std 2.646946\n", + "min -3.124705\n", + "25% 5.700000\n", + "50% 6.610000\n", + "75% 7.320000\n", + "max 715.000000\n", + "dtype: float64\n", + "Unusable results: 17\n", + "Usable results with inferred units: 215\n", + "Results outside threshold (0.0 to 22.38856591595686): 12\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pH, this time looking at a report\n", + "df = harmonize.harmonize(df, 'pH', report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the warnings that occur when a unit is not recognized by the package. These occur even when report=False. Future versions could include these as defined units for pH, but here it wouldn't alter results." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
277.78NoneNaN7.78 dimensionless
517.9NoneNaN7.9 dimensionless
577.69NoneNaN7.69 dimensionless
586.16NoneNaN6.16 dimensionless
607.4NoneNaN7.4 dimensionless
...............
4059417.4std unitsNaN7.4 dimensionless
4059456.8std unitsNaN6.8 dimensionless
4059486.9std unitsNaN6.9 dimensionless
4059517.4std unitsNaN7.4 dimensionless
4059557.5std unitsNaN7.5 dimensionless
\n", + "

94228 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "27 7.78 None NaN \n", + "51 7.9 None NaN \n", + "57 7.69 None NaN \n", + "58 6.16 None NaN \n", + "60 7.4 None NaN \n", + "... ... ... ... \n", + "405941 7.4 std units NaN \n", + "405945 6.8 std units NaN \n", + "405948 6.9 std units NaN \n", + "405951 7.4 std units NaN \n", + "405955 7.5 std units NaN \n", + "\n", + " pH \n", + "27 7.78 dimensionless \n", + "51 7.9 dimensionless \n", + "57 7.69 dimensionless \n", + "58 6.16 dimensionless \n", + "60 7.4 dimensionless \n", + "... ... \n", + "405941 7.4 dimensionless \n", + "405945 6.8 dimensionless \n", + "405948 6.9 dimensionless \n", + "405951 7.4 dimensionless \n", + "405955 7.5 dimensionless \n", + "\n", + "[94228 rows x 4 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Salinity" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\basis.py:171: UserWarning: Mismatched ResultTemperatureBasisText: updated from 25 deg C to @25C (units)\n", + " warn(f'Mismatched {flag}', UserWarning)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'deg C' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 28688.000000\n", + "mean 20.513165\n", + "std 27.673185\n", + "min 0.000000\n", + "25% 0.700000\n", + "50% 29.530000\n", + "75% 31.200000\n", + "max 4003.482834\n", + "dtype: float64\n", + "Unusable results: 217\n", + "Usable results with inferred units: 1\n", + "Results outside threshold (0.0 to 186.55227692882156): 2\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Salinity\n", + "df = harmonize.harmonize(df, 'Salinity', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
2133.3ppthNaN33.3 Practical_Salinity_Units
4832.7ppthNaN32.7 Practical_Salinity_Units
8630.48pptNaN30.48 Practical_Salinity_Units
940.21ppthNaN0.21 Practical_Salinity_Units
9612.3ppthNaN12.3 Practical_Salinity_Units
...............
4048939.9PSUNaN9.9 Practical_Salinity_Units
4054984.6PSUNaN4.6 Practical_Salinity_Units
40559521.0PSUNaN21.0 Practical_Salinity_Units
40561018.7PSUNaN18.7 Practical_Salinity_Units
40571710.1PSUNaN10.1 Practical_Salinity_Units
\n", + "

28905 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "21 33.3 ppth NaN \n", + "48 32.7 ppth NaN \n", + "86 30.48 ppt NaN \n", + "94 0.21 ppth NaN \n", + "96 12.3 ppth NaN \n", + "... ... ... ... \n", + "404893 9.9 PSU NaN \n", + "405498 4.6 PSU NaN \n", + "405595 21.0 PSU NaN \n", + "405610 18.7 PSU NaN \n", + "405717 10.1 PSU NaN \n", + "\n", + " Salinity \n", + "21 33.3 Practical_Salinity_Units \n", + "48 32.7 Practical_Salinity_Units \n", + "86 30.48 Practical_Salinity_Units \n", + "94 0.21 Practical_Salinity_Units \n", + "96 12.3 Practical_Salinity_Units \n", + "... ... \n", + "404893 9.9 Practical_Salinity_Units \n", + "405498 4.6 Practical_Salinity_Units \n", + "405595 21.0 Practical_Salinity_Units \n", + "405610 18.7 Practical_Salinity_Units \n", + "405717 10.1 Practical_Salinity_Units \n", + "\n", + "[28905 rows x 4 columns]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", + "df.loc[df['CharacteristicName']=='Salinity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Nitrogen" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\construction.py:616: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " data = np.array(data, copy=copy)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 2354.000000\n", + "mean 6.604904\n", + "std 108.169229\n", + "min 0.000800\n", + "25% 0.072000\n", + "50% 0.236125\n", + "75% 0.998045\n", + "max 2800.000000\n", + "dtype: float64\n", + "Unusable results: 238\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 655.6202770022996): 6\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Nitrogen\n", + "df = harmonize.harmonize(df, 'Nitrogen', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
6350.926976mg/LNaN0.926976 milligram / liter
7361.571196mg/LNaN1.571196 milligram / liter
7420.816144mg/LNaN0.816144 milligram / liter
9960.848832mg/LNaN0.848832 milligram / liter
10410.770448mg/LNaN0.770448 milligram / liter
...............
4058640.238mg/lNaN0.238 milligram / liter
405872NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
4058810.052mg/lNaN0.052 milligram / liter
405891NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
4059010.119mg/lNaN0.119 milligram / liter
\n", + "

2592 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "635 0.926976 mg/L \n", + "736 1.571196 mg/L \n", + "742 0.816144 mg/L \n", + "996 0.848832 mg/L \n", + "1041 0.770448 mg/L \n", + "... ... ... \n", + "405864 0.238 mg/l \n", + "405872 NaN NaN \n", + "405881 0.052 mg/l \n", + "405891 NaN NaN \n", + "405901 0.119 mg/l \n", + "\n", + " QA_flag \\\n", + "635 NaN \n", + "736 NaN \n", + "742 NaN \n", + "996 NaN \n", + "1041 NaN \n", + "... ... \n", + "405864 NaN \n", + "405872 ResultMeasureValue: missing (NaN) result; Resu... \n", + "405881 NaN \n", + "405891 ResultMeasureValue: missing (NaN) result; Resu... \n", + "405901 NaN \n", + "\n", + " Nitrogen \n", + "635 0.926976 milligram / liter \n", + "736 1.571196 milligram / liter \n", + "742 0.816144 milligram / liter \n", + "996 0.848832 milligram / liter \n", + "1041 0.770448 milligram / liter \n", + "... ... \n", + "405864 0.238 milligram / liter \n", + "405872 NaN \n", + "405881 0.052 milligram / liter \n", + "405891 NaN \n", + "405901 0.119 milligram / liter \n", + "\n", + "[2592 rows x 4 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", + "df.loc[df['CharacteristicName']=='Nitrogen', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Conductivity" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 1682.000000\n", + "mean 1154.592668\n", + "std 3691.822106\n", + "min 0.000000\n", + "25% 325.000000\n", + "50% 448.000000\n", + "75% 590.000000\n", + "max 39960.000000\n", + "dtype: float64\n", + "Unusable results: 80\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 23305.52530406961): 20\n" + ] + }, + { + "data": { + "image/png": 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iY2OVmJio6dOn6/jx499mKgAAoBs564KyZcsWPf/887r66qv9tj/44IP64x//qDfffFPr16/XwYMHdccddzj7W1tblZeXp5aWFm3cuFEvv/yyli1bptmzZ599CgAA0K2cVUE5evSo8vPz9Z//+Z/q3bu3s72xsVEvvvii5s+fr5tvvlnDhw/X0qVLtXHjRm3atEmStGbNGu3evVuvvPKKhg4dqrFjx+qxxx7TokWL1NLS0jmpAABAl9bjbG5UWFiovLw8ZWdn6/HHH3e2V1VVyev1Kjs729k2cOBA9evXTxUVFRo1apQqKiqUkZGhpKQkZ0xubq6mTJmiXbt2adiwYe3uz+PxyOPxONebmpokSV6vV16v92wifKO247nCTace98Rj26ZtXrbO71wJxdyhmFkKzdyhmFkit+25A5lfwAXl9ddf13//939ry5Yt7fbV1NQoKipK8fHxftuTkpJUU1PjjDmxnLTtb9t3KqWlpZozZ0677WvWrFFsbGygETrksRG+Tj/mqlWrOv2YnamsrCzYUwiKUMwdipml0Mwdipklctuqubm5w2MDKiiff/65HnjgAZWVlSk6OjrgiZ2t4uJiFRUVOdebmpqUlpamnJwcud3uTr0vr9ersrIyzdoaLo8vrFOPvfPR3E49Xmdpy3zLLbcoMjIy2NM5b0IxdyhmlkIzdyhmlshte+62d0A6IqCCUlVVpbq6Ol177bXOttbWVm3YsEG//e1v9d5776mlpUUNDQ1+r6LU1tYqOTlZkpScnKzNmzf7HbftLJ+2MSdzuVxyuVzttkdGRp6zhfD4wuRp7dyCYvOTRjq3j6fNQjF3KGaWQjN3KGaWyG2rQOYW0C/Jjh49Wjt27ND27dudy4gRI5Sfn+98HRkZqfLycuc21dXVOnDggLKysiRJWVlZ2rFjh+rq6pwxZWVlcrvdGjRoUCDTAQAA3VRAr6D06tVLQ4YM8dvWs2dP9enTx9k+ceJEFRUVKSEhQW63Wz//+c+VlZWlUaNGSZJycnI0aNAg3XPPPZo3b55qamo0c+ZMFRYWnvJVEgAAEHrO6iye03nmmWcUHh6u8ePHy+PxKDc3V88995yzPyIiQitXrtSUKVOUlZWlnj17qqCgQCUlJZ09FQAA0EV964Kybt06v+vR0dFatGiRFi1a9I236d+/v/VntAAAgODhs3gAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYJ6CCUlpaquuuu069evVSYmKibrvtNlVXV/uNOXbsmAoLC9WnTx9dcMEFGj9+vGpra/3GHDhwQHl5eYqNjVViYqKmT5+u48ePf/s0AACgWwiooKxfv16FhYXatGmTysrK5PV6lZOToy+//NIZ8+CDD+qPf/yj3nzzTa1fv14HDx7UHXfc4exvbW1VXl6eWlpatHHjRr388statmyZZs+e3XmpAABAl9YjkMGrV6/2u75s2TIlJiaqqqpKN910kxobG/Xiiy9q+fLluvnmmyVJS5cu1VVXXaVNmzZp1KhRWrNmjXbv3q33339fSUlJGjp0qB577DHNmDFDjz76qKKiojovHQAA6JICKigna2xslCQlJCRIkqqqquT1epWdne2MGThwoPr166eKigqNGjVKFRUVysjIUFJSkjMmNzdXU6ZM0a5duzRs2LB29+PxeOTxeJzrTU1NkiSv1yuv1/ttIrTTdjxXuOnU4554bNu0zcvW+Z0roZg7FDNLoZk7FDNL5LY9dyDzO+uC4vP5NG3aNN1www0aMmSIJKmmpkZRUVGKj4/3G5uUlKSamhpnzInlpG1/275TKS0t1Zw5c9ptX7NmjWJjY882wmk9NsLX6cdctWpVpx+zM5WVlQV7CkERirlDMbMUmrlDMbNEbls1Nzd3eOxZF5TCwkLt3LlTH3744dkeosOKi4tVVFTkXG9qalJaWppycnLkdrs79b68Xq/Kyso0a2u4PL6wTj32zkdzO/V4naUt8y233KLIyMhgT+e8CcXcoZhZCs3coZhZIrftudveAemIsyooU6dO1cqVK7VhwwZdfPHFzvbk5GS1tLSooaHB71WU2tpaJScnO2M2b97sd7y2s3zaxpzM5XLJ5XK12x4ZGXnOFsLjC5OntXMLis1PGuncPp42C8XcoZhZCs3coZhZIretAplbQGfxGGM0depUvf3221q7dq3S09P99g8fPlyRkZEqLy93tlVXV+vAgQPKysqSJGVlZWnHjh2qq6tzxpSVlcntdmvQoEGBTAcAAHRTAb2CUlhYqOXLl+udd95Rr169nN8ZiYuLU0xMjOLi4jRx4kQVFRUpISFBbrdbP//5z5WVlaVRo0ZJknJycjRo0CDdc889mjdvnmpqajRz5kwVFhae8lUSAAAQegIqKIsXL5Ykfe973/PbvnTpUt17772SpGeeeUbh4eEaP368PB6PcnNz9dxzzzljIyIitHLlSk2ZMkVZWVnq2bOnCgoKVFJS8u2SAACAbiOggmLMmU+9jY6O1qJFi7Ro0aJvHNO/f3/rz2gBAADBw2fxAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdXoEewKhZMDD73Z47Kdz887hTAAAsBuvoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADr9Aj2BHBqAx5+N6Dxn87NO+tjuyKM5o2Uhjz6njytYWd9XAAAOktQX0FZtGiRBgwYoOjoaGVmZmrz5s3BnA4AALBE0F5B+f3vf6+ioiItWbJEmZmZWrBggXJzc1VdXa3ExMRgTavLCvQVFwAAbBa0gjJ//nxNmjRJP/nJTyRJS5Ys0bvvvquXXnpJDz/8cLCmhZOcy+LD20cIhkCe0zxHzw/WBKcSlILS0tKiqqoqFRcXO9vCw8OVnZ2tioqKduM9Ho88Ho9zvbGxUZJUX18vr9fbqXPzer1qbm5WD2+4Wn1hZ75BN9DDZ9Tc7DvvmQ8fPtzhsZml5R0eW1k8ukPj2tb68OHDioyM7PDxu5oTHztXuNHMYT4N/fVb8pxirTv62H3beZxJIPPoyHFPzN0jgOd4IM/RQATyWASq7bEL9vM7kIyB/EN0pjX5NrnP1bqcy++rNsFe7446cuSIJMkYc+bBJgi++OILI8ls3LjRb/v06dPNyJEj241/5JFHjCQuXLhw4cKFSze4fP7552fsCl3iLJ7i4mIVFRU5130+n+rr69WnTx+FhXXu//ibmpqUlpamzz//XG63u1OPbatQzCyFZu5QzCyFZu5QzCyR2/bcxhgdOXJEqampZxwblILSt29fRUREqLa21m97bW2tkpOT2413uVxyuVx+2+Lj48/lFOV2u61e5HMhFDNLoZk7FDNLoZk7FDNL5LZZXFxch8YF5TTjqKgoDR8+XOXl//d+n8/nU3l5ubKysoIxJQAAYJGgvcVTVFSkgoICjRgxQiNHjtSCBQv05ZdfOmf1AACA0BW0gnLXXXfpH//4h2bPnq2amhoNHTpUq1evVlJSUrCmJOnrt5MeeeSRdm8pdWehmFkKzdyhmFkKzdyhmFkid3fKHWZMR871AQAAOH/4sEAAAGAdCgoAALAOBQUAAFiHggIAAKxDQTnBokWLNGDAAEVHRyszM1ObN28O9pQ6rLS0VNddd5169eqlxMRE3XbbbaqurvYb873vfU9hYWF+l5/97Gd+Yw4cOKC8vDzFxsYqMTFR06dP1/Hjx/3GrFu3Ttdee61cLpcuu+wyLVu27FzHO6VHH320XZ6BAwc6+48dO6bCwkL16dNHF1xwgcaPH9/ujwN2pbxtBgwY0C53WFiYCgsLJXWfdd6wYYN+8IMfKDU1VWFhYVqxYoXffmOMZs+erZSUFMXExCg7O1t79+71G1NfX6/8/Hy53W7Fx8dr4sSJOnr0qN+Yjz/+WN/5zncUHR2ttLQ0zZs3r91c3nzzTQ0cOFDR0dHKyMjQqlWrOj2vdPrMXq9XM2bMUEZGhnr27KnU1FT9+Mc/1sGDB/2Ocarnx9y5c63NLJ15re+99952mcaMGeM3pjuttaRTfo+HhYXpqaeecsZ0xbUOSKd8uE438Prrr5uoqCjz0ksvmV27dplJkyaZ+Ph4U1tbG+ypdUhubq5ZunSp2blzp9m+fbu59dZbTb9+/czRo0edMd/97nfNpEmTzKFDh5xLY2Ojs//48eNmyJAhJjs722zbts2sWrXK9O3b1xQXFztj/v73v5vY2FhTVFRkdu/ebRYuXGgiIiLM6tWrz2teY77+jKbBgwf75fnHP/7h7P/Zz35m0tLSTHl5udm6dasZNWqUuf766539XS1vm7q6Or/MZWVlRpL54IMPjDHdZ51XrVplfv3rX5u33nrLSDJvv/223/65c+eauLg4s2LFCvPRRx+ZH/7whyY9Pd189dVXzpgxY8aYa665xmzatMn8+c9/Npdddpm5++67nf2NjY0mKSnJ5Ofnm507d5rXXnvNxMTEmOeff94Z85e//MVERESYefPmmd27d5uZM2eayMhIs2PHjvOauaGhwWRnZ5vf//735q9//aupqKgwI0eONMOHD/c7Rv/+/U1JSYnf+p/4c8C2zGfKbYwxBQUFZsyYMX6Z6uvr/cZ0p7U2xvhlPXTokHnppZdMWFiY2bdvnzOmK651ICgo/9/IkSNNYWGhc721tdWkpqaa0tLSIM7q7NXV1RlJZv369c627373u+aBBx74xtusWrXKhIeHm5qaGmfb4sWLjdvtNh6PxxhjzEMPPWQGDx7sd7u77rrL5Obmdm6ADnjkkUfMNddcc8p9DQ0NJjIy0rz55pvOtj179hhJpqKiwhjT9fJ+kwceeMBceumlxufzGWO63zobY9r9APf5fCY5Odk89dRTzraGhgbjcrnMa6+9ZowxZvfu3UaS2bJlizPmT3/6kwkLCzNffPGFMcaY5557zvTu3dvJbYwxM2bMMFdeeaVz/c477zR5eXl+88nMzDT33Xdfp2Y82an+0TrZ5s2bjSTz2WefOdv69+9vnnnmmW+8jc2ZjTl17oKCAjNu3LhvvE0orPW4cePMzTff7Letq6/1mfAWj6SWlhZVVVUpOzvb2RYeHq7s7GxVVFQEcWZnr7GxUZKUkJDgt/3VV19V3759NWTIEBUXF6u5udnZV1FRoYyMDL8/lpebm6umpibt2rXLGXPi49Q2JliP0969e5WamqpLLrlE+fn5OnDggCSpqqpKXq/Xb64DBw5Uv379nLl2xbwna2lp0SuvvKKf/vSnfh+c2d3W+WT79+9XTU2N3xzj4uKUmZnpt77x8fEaMWKEMyY7O1vh4eGqrKx0xtx0002KiopyxuTm5qq6ulr//Oc/nTG2PhaNjY0KCwtr99lkc+fOVZ8+fTRs2DA99dRTfm/fddXM69atU2Jioq688kpNmTJFhw8fdvZ197Wura3Vu+++q4kTJ7bb1x3Xuk2X+DTjc+1///d/1dra2u6v2CYlJemvf/1rkGZ19nw+n6ZNm6YbbrhBQ4YMcbb/y7/8i/r376/U1FR9/PHHmjFjhqqrq/XWW29Jkmpqak75GLTtO92YpqYmffXVV4qJiTmX0fxkZmZq2bJluvLKK3Xo0CHNmTNH3/nOd7Rz507V1NQoKiqq3Q/upKSkM2Zp23e6McHIeyorVqxQQ0OD7r33Xmdbd1vnU2mb56nmeGKGxMREv/09evRQQkKC35j09PR2x2jb17t37298LNqOESzHjh3TjBkzdPfdd/t9ONwvfvELXXvttUpISNDGjRtVXFysQ4cOaf78+ZK6ZuYxY8bojjvuUHp6uvbt26df/epXGjt2rCoqKhQREdHt1/rll19Wr169dMcdd/ht745rfSIKSjdUWFionTt36sMPP/TbPnnyZOfrjIwMpaSkaPTo0dq3b58uvfTS8z3Nb23s2LHO11dffbUyMzPVv39/vfHGG0H/B/R8efHFFzV27Fi/jy7vbuuM9rxer+68804ZY7R48WK/fUVFRc7XV199taKionTfffeptLS0y/4Z9AkTJjhfZ2Rk6Oqrr9all16qdevWafTo0UGc2fnx0ksvKT8/X9HR0X7bu+Nan4i3eCT17dtXERER7c7wqK2tVXJycpBmdXamTp2qlStX6oMPPtDFF1982rGZmZmSpE8++USSlJycfMrHoG3f6ca43e6gl4L4+HhdccUV+uSTT5ScnKyWlhY1NDT4jTlxTbt63s8++0zvv/++/u3f/u2047rbOkv/N8/Tfc8mJyerrq7Ob//x48dVX1/fKc+BYP1saCsnn332mcrKyvxePTmVzMxMHT9+XJ9++qmkrpn5ZJdccon69u3r95zujmstSX/+859VXV19xu9zqfutNQVFUlRUlIYPH67y8nJnm8/nU3l5ubKysoI4s44zxmjq1Kl6++23tXbt2nYv653K9u3bJUkpKSmSpKysLO3YscPvG73tB+CgQYOcMSc+Tm1jbHicjh49qn379iklJUXDhw9XZGSk31yrq6t14MABZ65dPe/SpUuVmJiovLy8047rbussSenp6UpOTvabY1NTkyorK/3Wt6GhQVVVVc6YtWvXyufzOaUtKytLGzZskNfrdcaUlZXpyiuvVO/evZ0xtjwWbeVk7969ev/999WnT58z3mb79u0KDw933gLpaplP5X/+5390+PBhv+d0d1vrNi+++KKGDx+ua6655oxju91aB/u3dG3x+uuvG5fLZZYtW2Z2795tJk+ebOLj4/3OdLDZlClTTFxcnFm3bp3fKWfNzc3GGGM++eQTU1JSYrZu3Wr2799v3nnnHXPJJZeYm266yTlG2+mnOTk5Zvv27Wb16tXmwgsvPOXpp9OnTzd79uwxixYtCtppt7/85S/NunXrzP79+81f/vIXk52dbfr27Wvq6uqMMV+fZtyvXz+zdu1as3XrVpOVlWWysrK6bN4Ttba2mn79+pkZM2b4be9O63zkyBGzbds2s23bNiPJzJ8/32zbts05Y2Xu3LkmPj7evPPOO+bjjz8248aNO+VpxsOGDTOVlZXmww8/NJdffrnfqacNDQ0mKSnJ3HPPPWbnzp3m9ddfN7Gxse1Ow+zRo4d5+umnzZ49e8wjjzxyzk7DPF3mlpYW88Mf/tBcfPHFZvv27X7f521naWzcuNE888wzZvv27Wbfvn3mlVdeMRdeeKH58Y9/bG3mM+U+cuSI+fd//3dTUVFh9u/fb95//31z7bXXmssvv9wcO3bMOUZ3Wus2jY2NJjY21ixevLjd7bvqWgeCgnKChQsXmn79+pmoqCgzcuRIs2nTpmBPqcMknfKydOlSY4wxBw4cMDfddJNJSEgwLpfLXHbZZWb69Ol+fx/DGGM+/fRTM3bsWBMTE2P69u1rfvnLXxqv1+s35oMPPjBDhw41UVFR5pJLLnHu43y76667TEpKiomKijIXXXSRueuuu8wnn3zi7P/qq6/M/fffb3r37m1iY2PN7bffbg4dOuR3jK6U90TvvfeekWSqq6v9tnendf7ggw9O+ZwuKCgwxnx9qvGsWbNMUlKScblcZvTo0e0ej8OHD5u7777bXHDBBcbtdpuf/OQn5siRI35jPvroI3PjjTcal8tlLrroIjN37tx2c3njjTfMFVdcYaKioszgwYPNu+++e94z79+//xu/z9v+Bk5VVZXJzMw0cXFxJjo62lx11VXmiSee8PuH3LbMZ8rd3NxscnJyzIUXXmgiIyNN//79zaRJk9r957E7rXWb559/3sTExJiGhoZ2t++qax2IMGOMOacv0QAAAASI30EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDr/D8jJcjLwqMfJAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Conductivity\n", + "df = harmonize.harmonize(df, 'Conductivity', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
18349uS/cmNaN349.0 microsiemens / centimeter
228countNaNNaN
35443uS/cmNaN443.0 microsiemens / centimeter
4267.11703531uS/cmNaN67.11703531 microsiemens / centimeter
65590uS/cmNaN590.0 microsiemens / centimeter
...............
245826460.0uS/cmNaN460.0 microsiemens / centimeter
245867431.0uS/cmNaN431.0 microsiemens / centimeter
246083588.0uS/cmNaN588.0 microsiemens / centimeter
246713507.0uS/cmNaN507.0 microsiemens / centimeter
246758589.0uS/cmNaN589.0 microsiemens / centimeter
\n", + "

1762 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "18 349 uS/cm NaN \n", + "22 8 count NaN \n", + "35 443 uS/cm NaN \n", + "42 67.11703531 uS/cm NaN \n", + "65 590 uS/cm NaN \n", + "... ... ... ... \n", + "245826 460.0 uS/cm NaN \n", + "245867 431.0 uS/cm NaN \n", + "246083 588.0 uS/cm NaN \n", + "246713 507.0 uS/cm NaN \n", + "246758 589.0 uS/cm NaN \n", + "\n", + " Conductivity \n", + "18 349.0 microsiemens / centimeter \n", + "22 NaN \n", + "35 443.0 microsiemens / centimeter \n", + "42 67.11703531 microsiemens / centimeter \n", + "65 590.0 microsiemens / centimeter \n", + "... ... \n", + "245826 460.0 microsiemens / centimeter \n", + "245867 431.0 microsiemens / centimeter \n", + "246083 588.0 microsiemens / centimeter \n", + "246713 507.0 microsiemens / centimeter \n", + "246758 589.0 microsiemens / centimeter \n", + "\n", + "[1762 rows x 4 columns]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", + "df.loc[df['CharacteristicName']=='Conductivity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Chlorophyll a" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ppb' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/m3' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 4005.000000\n", + "mean 0.605684\n", + "std 3.345893\n", + "min -0.002400\n", + "25% 0.001900\n", + "50% 0.005500\n", + "75% 0.020400\n", + "max 92.900000\n", + "dtype: float64\n", + "Unusable results: 202\n", + "Usable results with inferred units: 9\n", + "Results outside threshold (0.0 to 20.68103979636355): 29\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Chlorophyll a\n", + "df = harmonize.harmonize(df, 'Chlorophyll a', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
24.0mg/m3NaN0.004000000000000001 milligram / liter
1785.50ug/LNaN0.0055 milligram / liter
3349.48ug/LNaN0.00948 milligram / liter
5743.0mg/m3NaN0.003000000000000001 milligram / liter
762NaNmg/m3ResultMeasureValue: missing (NaN) resultNaN
...............
4057900.5ug/lNaN0.0005 milligram / liter
4057972.5ug/lNaN0.0025 milligram / liter
4058100.7ug/lNaN0.0007 milligram / liter
4058451.1ug/lNaN0.0011 milligram / liter
4058940.7ug/lNaN0.0007 milligram / liter
\n", + "

4207 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "2 4.0 mg/m3 \n", + "178 5.50 ug/L \n", + "334 9.48 ug/L \n", + "574 3.0 mg/m3 \n", + "762 NaN mg/m3 \n", + "... ... ... \n", + "405790 0.5 ug/l \n", + "405797 2.5 ug/l \n", + "405810 0.7 ug/l \n", + "405845 1.1 ug/l \n", + "405894 0.7 ug/l \n", + "\n", + " QA_flag \\\n", + "2 NaN \n", + "178 NaN \n", + "334 NaN \n", + "574 NaN \n", + "762 ResultMeasureValue: missing (NaN) result \n", + "... ... \n", + "405790 NaN \n", + "405797 NaN \n", + "405810 NaN \n", + "405845 NaN \n", + "405894 NaN \n", + "\n", + " Chlorophyll \n", + "2 0.004000000000000001 milligram / liter \n", + "178 0.0055 milligram / liter \n", + "334 0.00948 milligram / liter \n", + "574 0.003000000000000001 milligram / liter \n", + "762 NaN \n", + "... ... \n", + "405790 0.0005 milligram / liter \n", + "405797 0.0025 milligram / liter \n", + "405810 0.0007 milligram / liter \n", + "405845 0.0011 milligram / liter \n", + "405894 0.0007 milligram / liter \n", + "\n", + "[4207 rows x 4 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", + "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Organic Carbon" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 6098.000000\n", + "mean 5324.218754\n", + "std 35714.890350\n", + "min -90000.000000\n", + "25% 1.700000\n", + "50% 4.900000\n", + "75% 8.900000\n", + "max 530000.000000\n", + "dtype: float64\n", + "Unusable results: 79\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 219613.5608563573): 40\n" + ] + }, + { + "data": { + "image/png": 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rlt5++22tXbtW27Zt09GjRzVx4kRn/4aGBmVlZam+vl47d+7USy+9pIKCAs2fP9+Zc+TIEWVlZenmm29WWVmZZs6cqQcffFCbNm1qo8gAACDUdApm8m233Rbw+F//9V+1fPly7dq1S71799bKlSu1evVqjRs3TpK0atUqDRo0SLt27VJaWpoKCwt16NAhbd68WYmJiRo+fLgWL16suXPnasGCBYqKitKKFSuUkpKiJ554QpI0aNAg7dixQ8uWLVNmZmYbxQYAAKEkqEJzroaGBq1du1Zff/21PB6PSktL5fP5lJ6e7swZOHCg+vbtq5KSEqWlpamkpERDhgxRYmKiMyczM1PTp0/XwYMHNWLECJWUlAQcwz9n5syZF12P1+uV1+t1HtfV1UmSfD6ffD5fa2M24T+WK9xccMx2/hyhkud85LNfqGcM9XxS6Gck3+UfO1hBF5r9+/fL4/HozJkz6tKli9544w0NHjxYZWVlioqKUnx8fMD8xMREVVZWSpIqKysDyox/3D92sTl1dXU6ffq0YmJiml1XXl6eFi5c2GR7YWGhYmNjg415SYtHNzbZtmHDhjY/T3sqKipq7yVcUeSzX6hnDPV8UuhnJF/wTp061ar9gi40AwYMUFlZmWpra/Xf//3fmjJlirZt29aqk7el3Nxc5eTkOI/r6urUp08fZWRkyO12t9l5fD6fioqK9Ju94fI2hgWMHVgQGm+J+TOOHz9ekZGR7b2cNkc++4V6xlDPJ4V+RvK1nv8dlmAFXWiioqLUv39/SdKoUaP0/vvv6+mnn9Zdd92l+vp61dTUBLxKU1VVpaSkJElSUlKS9uzZE3A8/11Q5845/86oqqoqud3uC746I0kul0sul6vJ9sjIyCvyyeRtDJO3IbDQhNon7ZV67joK8tkv1DOGej4p9DOSr3XHbI3L/j00jY2N8nq9GjVqlCIjI7VlyxZnrLy8XBUVFfJ4PJIkj8ej/fv3q7q62plTVFQkt9utwYMHO3POPYZ/jv8YAAAA5wvqFZrc3FxNmDBBffv21YkTJ7R69WoVFxdr06ZNiouL09SpU5WTk6Pu3bvL7XbrkUcekcfjUVpamiQpIyNDgwcP1r333qulS5eqsrJS8+bNU3Z2tvPqyrRp0/Tss89qzpw5euCBB7R161atWbNG69evb/v0AAAgJARVaKqrq3Xffffp2LFjiouL09ChQ7Vp0yaNHz9ekrRs2TKFh4dr0qRJ8nq9yszM1HPPPefsHxERoXXr1mn69OnyeDzq3LmzpkyZokWLFjlzUlJStH79es2aNUtPP/20evfurRdeeIFbtgEAwAUFVWhWrlx50fHo6Gjl5+crPz//gnP69et3ybuBxo4dq3379gWzNAAA8C3G33ICAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGC9oApNXl6evv/976tr165KSEjQHXfcofLy8oA5Z86cUXZ2tnr06KEuXbpo0qRJqqqqCphTUVGhrKwsxcbGKiEhQbNnz9bZs2cD5hQXF2vkyJFyuVzq37+/CgoKWpcQAACEvKAKzbZt25Sdna1du3apqKhIPp9PGRkZ+vrrr505s2bN0ttvv621a9dq27ZtOnr0qCZOnOiMNzQ0KCsrS/X19dq5c6deeuklFRQUaP78+c6cI0eOKCsrSzfffLPKyso0c+ZMPfjgg9q0aVMbRAYAAKGmUzCTN27cGPC4oKBACQkJKi0t1ZgxY1RbW6uVK1dq9erVGjdunCRp1apVGjRokHbt2qW0tDQVFhbq0KFD2rx5sxITEzV8+HAtXrxYc+fO1YIFCxQVFaUVK1YoJSVFTzzxhCRp0KBB2rFjh5YtW6bMzMw2ig4AAEJFUIXmfLW1tZKk7t27S5JKS0vl8/mUnp7uzBk4cKD69u2rkpISpaWlqaSkREOGDFFiYqIzJzMzU9OnT9fBgwc1YsQIlZSUBBzDP2fmzJkXXIvX65XX63Ue19XVSZJ8Pp98Pt/lxAzgP5Yr3FxwzHb+HKGS53zks1+oZwz1fFLoZyTf5R87WK0uNI2NjZo5c6Z+8IMf6Prrr5ckVVZWKioqSvHx8QFzExMTVVlZ6cw5t8z4x/1jF5tTV1en06dPKyYmpsl68vLytHDhwibbCwsLFRsb27qQF7F4dGOTbRs2bGjz87SnoqKi9l7CFUU++4V6xlDPJ4V+RvIF79SpU63ar9WFJjs7WwcOHNCOHTtae4g2lZubq5ycHOdxXV2d+vTpo4yMDLnd7jY7j8/nU1FRkX6zN1zexrCAsQMLQuPtMH/G8ePHKzIysr2X0+bIZ79Qzxjq+aTQz0i+1vO/wxKsVhWaGTNmaN26ddq+fbt69+7tbE9KSlJ9fb1qamoCXqWpqqpSUlKSM2fPnj0Bx/PfBXXunPPvjKqqqpLb7W721RlJcrlccrlcTbZHRkZekU8mb2OYvA2BhSbUPmmv1HPXUZDPfqGeMdTzSaGfkXytO2ZrBHWXkzFGM2bM0BtvvKGtW7cqJSUlYHzUqFGKjIzUli1bnG3l5eWqqKiQx+ORJHk8Hu3fv1/V1dXOnKKiIrndbg0ePNiZc+4x/HP8xwAAADhXUK/QZGdna/Xq1XrrrbfUtWtX52de4uLiFBMTo7i4OE2dOlU5OTnq3r273G63HnnkEXk8HqWlpUmSMjIyNHjwYN17771aunSpKisrNW/ePGVnZzuvsEybNk3PPvus5syZowceeEBbt27VmjVrtH79+jaODwAAQkFQr9AsX75ctbW1Gjt2rHr16uV8vPbaa86cZcuW6e///u81adIkjRkzRklJSXr99ded8YiICK1bt04RERHyeDz6x3/8R913331atGiRMyclJUXr169XUVGRhg0bpieeeEIvvPACt2wDAIBmBfUKjTFNb1U+X3R0tPLz85Wfn3/BOf369bvkHUFjx47Vvn37glkeAAD4luJvOQEAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWC/oQrN9+3bddtttSk5OVlhYmN58882AcWOM5s+fr169eikmJkbp6en65JNPAuYcP35ckydPltvtVnx8vKZOnaqTJ08GzPnwww910003KTo6Wn369NHSpUuDTwcAAL4Vgi40X3/9tYYNG6b8/Pxmx5cuXarf//73WrFihXbv3q3OnTsrMzNTZ86cceZMnjxZBw8eVFFRkdatW6ft27fr4Ycfdsbr6uqUkZGhfv36qbS0VI8//rgWLFig//iP/2hFRAAAEOo6BbvDhAkTNGHChGbHjDF66qmnNG/ePN1+++2SpP/6r/9SYmKi3nzzTd1999366KOPtHHjRr3//vsaPXq0JOmZZ57Rj370I/3ud79TcnKyXnnlFdXX1+vFF19UVFSUrrvuOpWVlenJJ58MKD4AAABSKwrNxRw5ckSVlZVKT093tsXFxSk1NVUlJSW6++67VVJSovj4eKfMSFJ6errCw8O1e/du3XnnnSopKdGYMWMUFRXlzMnMzNS///u/66uvvlK3bt2anNvr9crr9TqP6+rqJEk+n08+n6/NMvqP5Qo3FxyznT9HqOQ5H/nsF+oZQz2fFPoZyXf5xw5WmxaayspKSVJiYmLA9sTERGessrJSCQkJgYvo1Endu3cPmJOSktLkGP6x5gpNXl6eFi5c2GR7YWGhYmNjW5nowhaPbmyybcOGDW1+nvZUVFTU3ku4oshnv1DPGOr5pNDPSL7gnTp1qlX7tWmhaU+5ubnKyclxHtfV1alPnz7KyMiQ2+1us/P4fD4VFRXpN3vD5W0MCxg7sCCzzc7TnvwZx48fr8jIyPZeTpsjn/1CPWOo55NCPyP5Ws//Dkuw2rTQJCUlSZKqqqrUq1cvZ3tVVZWGDx/uzKmurg7Y7+zZszp+/Lizf1JSkqqqqgLm+B/755zP5XLJ5XI12R4ZGXlFPpm8jWHyNgQWmlD7pL1Sz11HQT77hXrGUM8nhX5G8rXumK3Rpr+HJiUlRUlJSdqyZYuzra6uTrt375bH45EkeTwe1dTUqLS01JmzdetWNTY2KjU11Zmzffv2gPfRioqKNGDAgGbfbgIAAN9uQReakydPqqysTGVlZZL+9oPAZWVlqqioUFhYmGbOnKnf/va3+p//+R/t379f9913n5KTk3XHHXdIkgYNGqRbb71VDz30kPbs2aP33ntPM2bM0N13363k5GRJ0k9/+lNFRUVp6tSpOnjwoF577TU9/fTTAW8pAQAA+AX9ltPevXt18803O4/9JWPKlCkqKCjQnDlz9PXXX+vhhx9WTU2NbrzxRm3cuFHR0dHOPq+88opmzJihW265ReHh4Zo0aZJ+//vfO+NxcXEqLCxUdna2Ro0apZ49e2r+/Pncsg0AAJoVdKEZO3asjGl6y7JfWFiYFi1apEWLFl1wTvfu3bV69eqLnmfo0KF69913g10eAAD4FuJvOQEAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYD0KDQAAsB6FBgAAWI9CAwAArEehAQAA1qPQAAAA61FoAACA9Sg0AADAehQaAABgPQoNAACwHoUGAABYj0IDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPUoNAAAwHoUGgAAYL1O7b2AUPLdX61vdvtnS7K+4ZUAAPDt0qELTX5+vh5//HFVVlZq2LBheuaZZ3TDDTe097LaDAUIAIC20WELzWuvvaacnBytWLFCqampeuqpp5SZmany8nIlJCS09/KCcqHiEux8ig4AAM3rsIXmySef1EMPPaT7779fkrRixQqtX79eL774on71q1+18+o6luYKEOUHAPBt0iELTX19vUpLS5Wbm+tsCw8PV3p6ukpKSprdx+v1yuv1Oo9ra2slScePH5fP52uztfl8Pp06dUqdfOFqaAxrs+O2RP9frml2e3MX8UJzW8IVbjRvRKOG//p1eb/hjJK0O/eWK3p8/zX88ssvFRkZeUXP1R5CPZ8U+hlDPZ8U+hnJ13onTpyQJBljgtqvQxaav/71r2poaFBiYmLA9sTERH388cfN7pOXl6eFCxc22Z6SknJF1hjqftqO5+75RDueHADQIZw4cUJxcXEtnt8hC01r5ObmKicnx3nc2Nio48ePq0ePHgoLa7tXGerq6tSnTx998cUXcrvdbXbcjiTUM5LPfqGeMdTzSaGfkXytZ4zRiRMnlJycHNR+HbLQ9OzZUxEREaqqqgrYXlVVpaSkpGb3cblccrlcAdvi4+Ov1BLldrtD8pP0XKGekXz2C/WMoZ5PCv2M5GudYF6Z8euQv1gvKipKo0aN0pYtW5xtjY2N2rJlizweTzuuDAAAdEQd8hUaScrJydGUKVM0evRo3XDDDXrqqaf09ddfO3c9AQAA+HXYQnPXXXfpL3/5i+bPn6/KykoNHz5cGzdubPKDwt80l8ulxx57rMnbW6Ek1DOSz36hnjHU80mhn5F837wwE+x9UQAAAB1Mh/wZGgAAgGBQaAAAgPUoNAAAwHoUGgAAYD0KTZDy8/P13e9+V9HR0UpNTdWePXvae0nKy8vT97//fXXt2lUJCQm64447VF5eHjBn7NixCgsLC/iYNm1awJyKigplZWUpNjZWCQkJmj17ts6ePRswp7i4WCNHjpTL5VL//v1VUFDQZD1t/RwtWLCgydoHDhzojJ85c0bZ2dnq0aOHunTpokmTJjX5pYwdNZvfd7/73SYZw8LClJ2dLcm+67d9+3bddtttSk5OVlhYmN58882AcWOM5s+fr169eikmJkbp6en65JNPAuYcP35ckydPltvtVnx8vKZOnaqTJ08GzPnwww910003KTo6Wn369NHSpUubrGXt2rUaOHCgoqOjNWTIEG3YsCHotQSTz+fzae7cuRoyZIg6d+6s5ORk3XfffTp69GjAMZq75kuWLOkQ+S6VUZJ+9rOfNVn/rbfeGjDH1msoqdn/j2FhYXr88cedOR35Grbk+0JH+trZkrVckkGLvfrqqyYqKsq8+OKL5uDBg+ahhx4y8fHxpqqqql3XlZmZaVatWmUOHDhgysrKzI9+9CPTt29fc/LkSWfOD3/4Q/PQQw+ZY8eOOR+1tbXO+NmzZ831119v0tPTzb59+8yGDRtMz549TW5urjPnT3/6k4mNjTU5OTnm0KFD5plnnjERERFm48aNzpwr8Rw99thj5rrrrgtY+1/+8hdnfNq0aaZPnz5my5YtZu/evSYtLc383d/9nRXZ/KqrqwPyFRUVGUnmnXfeMcbYd/02bNhgfv3rX5vXX3/dSDJvvPFGwPiSJUtMXFycefPNN80HH3xgfvzjH5uUlBRz+vRpZ86tt95qhg0bZnbt2mXeffdd079/f3PPPfc447W1tSYxMdFMnjzZHDhwwPzhD38wMTEx5vnnn3fmvPfeeyYiIsIsXbrUHDp0yMybN89ERkaa/fv3B7WWYPLV1NSY9PR089prr5mPP/7YlJSUmBtuuMGMGjUq4Bj9+vUzixYtCrim5/6fbc98l8pojDFTpkwxt956a8D6jx8/HjDH1mtojAnIdezYMfPiiy+asLAwc/jwYWdOR76GLfm+0JG+dl5qLS1BoQnCDTfcYLKzs53HDQ0NJjk52eTl5bXjqpqqrq42ksy2bducbT/84Q/No48+esF9NmzYYMLDw01lZaWzbfny5cbtdhuv12uMMWbOnDnmuuuuC9jvrrvuMpmZmc7jK/EcPfbYY2bYsGHNjtXU1JjIyEizdu1aZ9tHH31kJJmSkpIOn+1CHn30UXPNNdeYxsZGY4zd1+/8bxaNjY0mKSnJPP744862mpoa43K5zB/+8AdjjDGHDh0yksz777/vzPnjH/9owsLCzP/93/8ZY4x57rnnTLdu3Zx8xhgzd+5cM2DAAOfxT37yE5OVlRWwntTUVPPzn/+8xWsJNl9z9uzZYySZzz//3NnWr18/s2zZsgvu01HyGdN8xilTppjbb7/9gvuE2jW8/fbbzbhx4wK22XQNz/++0JG+drZkLS3BW04tVF9fr9LSUqWnpzvbwsPDlZ6erpKSknZcWVO1tbWSpO7duwdsf+WVV9SzZ09df/31ys3N1alTp5yxkpISDRkyJOAXF2ZmZqqurk4HDx505pyb3z/Hn/9KPkeffPKJkpOTdfXVV2vy5MmqqKiQJJWWlsrn8wWcc+DAgerbt69zzo6e7Xz19fV6+eWX9cADDwT8YVWbr9+5jhw5osrKyoDzxMXFKTU1NeCaxcfHa/To0c6c9PR0hYeHa/fu3c6cMWPGKCoqKiBPeXm5vvrqqxZlbsla2kJtba3CwsKa/H25JUuWqEePHhoxYoQef/zxgJfybchXXFyshIQEDRgwQNOnT9eXX34ZsP5QuYZVVVVav369pk6d2mTMlmt4/veFjvS1syVraYkO+5uCO5q//vWvamhoaPKbihMTE/Xxxx+306qaamxs1MyZM/WDH/xA119/vbP9pz/9qfr166fk5GR9+OGHmjt3rsrLy/X6669LkiorK5vN5h+72Jy6ujqdPn1aX3311RV5jlJTU1VQUKABAwbo2LFjWrhwoW666SYdOHBAlZWVioqKavKNIjEx8ZLr7gjZmvPmm2+qpqZGP/vZz5xtNl+/8/nX09x5zl1rQkJCwHinTp3UvXv3gDkpKSlNjuEf69at2wUzn3uMS63lcp05c0Zz587VPffcE/BH/P75n/9ZI0eOVPfu3bVz507l5ubq2LFjevLJJ63Id+utt2rixIlKSUnR4cOH9S//8i+aMGGCSkpKFBEREVLX8KWXXlLXrl01ceLEgO22XMPmvi90pK+dLVlLS1BoQkx2drYOHDigHTt2BGx/+OGHnX8PGTJEvXr10i233KLDhw/rmmuu+aaXGZQJEyY4/x46dKhSU1PVr18/rVmzRjExMe24sitj5cqVmjBhgpKTk51tNl+/bzOfz6ef/OQnMsZo+fLlAWM5OTnOv4cOHaqoqCj9/Oc/V15eXof6dfIXcvfddzv/HjJkiIYOHaprrrlGxcXFuuWWW9pxZW3vxRdf1OTJkxUdHR2w3ZZreKHvC6GGt5xaqGfPnoqIiGjyU9dVVVVKSkpqp1UFmjFjhtatW6d33nlHvXv3vujc1NRUSdKnn34qSUpKSmo2m3/sYnPcbrdiYmK+secoPj5e1157rT799FMlJSWpvr5eNTU1FzynTdk+//xzbd68WQ8++OBF59l8/fzHuth5kpKSVF1dHTB+9uxZHT9+vE2u67njl1pLa/nLzOeff66ioqKAV2eak5qaqrNnz+qzzz676NrPXXd75jvf1VdfrZ49ewZ8Ttp+DSXp3XffVXl5+SX/T0od8xpe6PtCR/ra2ZK1tASFpoWioqI0atQobdmyxdnW2NioLVu2yOPxtOPK/nZL34wZM/TGG29o69atTV7ibE5ZWZkkqVevXpIkj8ej/fv3B3wB8n8RHjx4sDPn3Pz+Of7839RzdPLkSR0+fFi9evXSqFGjFBkZGXDO8vJyVVRUOOe0KduqVauUkJCgrKysi86z+fqlpKQoKSkp4Dx1dXXavXt3wDWrqalRaWmpM2fr1q1qbGx0ypzH49H27dvl8/kC8gwYMEDdunVrUeaWrKU1/GXmk08+0ebNm9WjR49L7lNWVqbw8HDnbZqOnK85f/7zn/Xll18GfE7afA39Vq5cqVGjRmnYsGGXnNuRruGlvi90pK+dLVlLi7T4x4dhXn31VeNyuUxBQYE5dOiQefjhh018fHzAT4C3h+nTp5u4uDhTXFwccPvgqVOnjDHGfPrpp2bRokVm79695siRI+att94yV199tRkzZoxzDP/teRkZGaasrMxs3LjRXHXVVc3enjd79mzz0Ucfmfz8/GZvz2vr5+gXv/iFKS4uNkeOHDHvvfeeSU9PNz179jTV1dXGmL/d7te3b1+zdetWs3fvXuPxeIzH47Ei27kaGhpM3759zdy5cwO223j9Tpw4Yfbt22f27dtnJJknn3zS7Nu3z7nLZ8mSJSY+Pt689dZb5sMPPzS33357s7dtjxgxwuzevdvs2LHDfO973wu45bempsYkJiaae++91xw4cMC8+uqrJjY2tsktsZ06dTK/+93vzEcffWQee+yxZm+JvdRagslXX19vfvzjH5vevXubsrKygP+T/jtDdu7caZYtW2bKysrM4cOHzcsvv2yuuuoqc99993WIfJfKeOLECfPLX/7SlJSUmCNHjpjNmzebkSNHmu9973vmzJkz1l9Dv9raWhMbG2uWL1/eZP+Ofg0v9X3BmI71tfNSa2kJCk2QnnnmGdO3b18TFRVlbrjhBrNr1672XpKR1OzHqlWrjDHGVFRUmDFjxpju3bsbl8tl+vfvb2bPnh3we0yMMeazzz4zEyZMMDExMaZnz57mF7/4hfH5fAFz3nnnHTN8+HATFRVlrr76aucc52rr5+iuu+4yvXr1MlFRUeY73/mOueuuu8ynn37qjJ8+fdr80z/9k+nWrZuJjY01d955pzl27JgV2c61adMmI8mUl5cHbLfx+r3zzjvNfk5OmTLFGPO3W1F/85vfmMTERONyucwtt9zSJPeXX35p7rnnHtOlSxfjdrvN/fffb06cOBEw54MPPjA33nijcblc5jvf+Y5ZsmRJk7WsWbPGXHvttSYqKspcd911Zv369QHjLVlLMPmOHDlywf+T/t8rVFpaalJTU01cXJyJjo42gwYNMv/2b/8WUAbaM9+lMp46dcpkZGSYq666ykRGRpp+/fqZhx56qEnxtfUa+j3//PMmJibG1NTUNNm/o1/DS31fMKZjfe1syVouJez/BwcAALAWP0MDAACsR6EBAADWo9AAAADrUWgAAID1KDQAAMB6FBoAAGA9Cg0AALAehQYAAFiPQgMAAKxHoQEAANaj0AAAAOtRaAAAgPX+H08Wkd3bqX/dAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Organic carbon (%)\n", + "df = harmonize.harmonize(df, 'Organic carbon', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
8177.05mg/LNaN7.05 milligram / liter
9257.57mg/LNaN7.57 milligram / liter
9513.5mg/LNaN3.5 milligram / liter
24873.8mg/LNaN3.8 milligram / liter
32093.7mg/LNaN3.7 milligram / liter
...............
4058335.36mg/lNaN5.36 milligram / liter
4058415.71mg/lNaN5.71 milligram / liter
4058716.75mg/lNaN6.75 milligram / liter
4058805.61mg/lNaN5.61 milligram / liter
4058907.01mg/lNaN7.01 milligram / liter
\n", + "

6177 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "817 7.05 mg/L NaN \n", + "925 7.57 mg/L NaN \n", + "951 3.5 mg/L NaN \n", + "2487 3.8 mg/L NaN \n", + "3209 3.7 mg/L NaN \n", + "... ... ... ... \n", + "405833 5.36 mg/l NaN \n", + "405841 5.71 mg/l NaN \n", + "405871 6.75 mg/l NaN \n", + "405880 5.61 mg/l NaN \n", + "405890 7.01 mg/l NaN \n", + "\n", + " Carbon \n", + "817 7.05 milligram / liter \n", + "925 7.57 milligram / liter \n", + "951 3.5 milligram / liter \n", + "2487 3.8 milligram / liter \n", + "3209 3.7 milligram / liter \n", + "... ... \n", + "405833 5.36 milligram / liter \n", + "405841 5.71 milligram / liter \n", + "405871 6.75 milligram / liter \n", + "405880 5.61 milligram / liter \n", + "405890 7.01 milligram / liter \n", + "\n", + "[6177 rows x 4 columns]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", + "df.loc[df['CharacteristicName']=='Organic carbon', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Turbidity (NTU)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:391: UserWarning: Bad Turbidity unit: count\n", + " warn(f'Bad Turbidity unit: {unit}')\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 25058.000000\n", + "mean 20.555092\n", + "std 83.919118\n", + "min -999.000000\n", + "25% 1.552500\n", + "50% 3.260000\n", + "75% 7.200000\n", + "max 4100.000000\n", + "dtype: float64\n", + "Unusable results: 547\n", + "Usable results with inferred units: 275\n", + "Results outside threshold (0.0 to 524.0698003294133): 159\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Turbidity (NTU)\n", + "df = harmonize.harmonize(df, 'Turbidity', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTurbidity
14.2NTUNaN4.2 Nephelometric_Turbidity_Units
51.3NTUNaN1.3 Nephelometric_Turbidity_Units
107.9NTUNaN7.9 Nephelometric_Turbidity_Units
201.5NTUNaN1.5 Nephelometric_Turbidity_Units
242.1NTUNaN2.1 Nephelometric_Turbidity_Units
...............
4059432.4NTRUNaN2.4 Nephelometric_Turbidity_Units
4059463.4NTRUNaN3.4 Nephelometric_Turbidity_Units
4059493.2NTRUNaN3.2 Nephelometric_Turbidity_Units
4059532.1NTRUNaN2.1 Nephelometric_Turbidity_Units
4059572.9NTRUNaN2.9 Nephelometric_Turbidity_Units
\n", + "

25605 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "1 4.2 NTU NaN \n", + "5 1.3 NTU NaN \n", + "10 7.9 NTU NaN \n", + "20 1.5 NTU NaN \n", + "24 2.1 NTU NaN \n", + "... ... ... ... \n", + "405943 2.4 NTRU NaN \n", + "405946 3.4 NTRU NaN \n", + "405949 3.2 NTRU NaN \n", + "405953 2.1 NTRU NaN \n", + "405957 2.9 NTRU NaN \n", + "\n", + " Turbidity \n", + "1 4.2 Nephelometric_Turbidity_Units \n", + "5 1.3 Nephelometric_Turbidity_Units \n", + "10 7.9 Nephelometric_Turbidity_Units \n", + "20 1.5 Nephelometric_Turbidity_Units \n", + "24 2.1 Nephelometric_Turbidity_Units \n", + "... ... \n", + "405943 2.4 Nephelometric_Turbidity_Units \n", + "405946 3.4 Nephelometric_Turbidity_Units \n", + "405949 3.2 Nephelometric_Turbidity_Units \n", + "405953 2.1 Nephelometric_Turbidity_Units \n", + "405957 2.9 Nephelometric_Turbidity_Units \n", + "\n", + "[25605 rows x 4 columns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Turbidity']\n", + "df.loc[df['CharacteristicName']=='Turbidity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Sediment" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'g / H2O' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + } + ], + "source": [ + "# Sediment\n", + "df = harmonize.harmonize(df, 'Sediment', report=False, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSediment
3698900.012gNaNNaN
3698910.0037gNaNNaN
3698920.0048gNaNNaN
3698930.001gNaNNaN
3698940.0088gNaNNaN
...............
4051750.0051gNaNNaN
4052490.0025gNaNNaN
4053210.002gNaNNaN
4053600.0023gNaNNaN
4054060.0014gNaNNaN
\n", + "

4404 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Sediment\n", + "369890 0.012 g NaN NaN\n", + "369891 0.0037 g NaN NaN\n", + "369892 0.0048 g NaN NaN\n", + "369893 0.001 g NaN NaN\n", + "369894 0.0088 g NaN NaN\n", + "... ... ... ... ...\n", + "405175 0.0051 g NaN NaN\n", + "405249 0.0025 g NaN NaN\n", + "405321 0.002 g NaN NaN\n", + "405360 0.0023 g NaN NaN\n", + "405406 0.0014 g NaN NaN\n", + "\n", + "[4404 rows x 4 columns]" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']\n", + "df.loc[df['CharacteristicName']=='Sediment', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Phosphorus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: must be merged w/ activities (package runs query by site if not already merged)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\construction.py:616: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " data = np.array(data, copy=copy)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + } + ], + "source": [ + "# Phosphorus\n", + "df = harmonize.harmonize(df, 'Phosphorus')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
260.024mg/LNaNNaN
290.05mg/LNaNNaN
370.027mg/LNaNNaN
450.059712mg/LNaNNaN
910.049mg/LNaNNaN
...............
4053820.006mg/l as PNaN0.006 milligram / liter
4053940.016mg/l as PNaNNaN
4053950.008mg/l as PNaN0.008 milligram / liter
4054020.047mg/l as PNaNNaN
4054030.028mg/l as PNaN0.028 milligram / liter
\n", + "

15938 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "26 0.024 mg/L NaN \n", + "29 0.05 mg/L NaN \n", + "37 0.027 mg/L NaN \n", + "45 0.059712 mg/L NaN \n", + "91 0.049 mg/L NaN \n", + "... ... ... ... \n", + "405382 0.006 mg/l as P NaN \n", + "405394 0.016 mg/l as P NaN \n", + "405395 0.008 mg/l as P NaN \n", + "405402 0.047 mg/l as P NaN \n", + "405403 0.028 mg/l as P NaN \n", + "\n", + " TDP_Phosphorus \n", + "26 NaN \n", + "29 NaN \n", + "37 NaN \n", + "45 NaN \n", + "91 NaN \n", + "... ... \n", + "405382 0.006 milligram / liter \n", + "405394 NaN \n", + "405395 0.008 milligram / liter \n", + "405402 NaN \n", + "405403 0.028 milligram / liter \n", + "\n", + "[15938 rows x 4 columns]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All Phosphorus\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']\n", + "df.loc[df['Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
260.024mg/LNaNNaN
290.05mg/LNaNNaN
370.027mg/LNaNNaN
450.059712mg/LNaNNaN
910.049mg/LNaNNaN
...............
4053560.036mg/l as PNaNNaN
4053670.021mg/l as PNaNNaN
4053810.011mg/l as PNaNNaN
4053940.016mg/l as PNaNNaN
4054020.047mg/l as PNaNNaN
\n", + "

10667 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag TDP_Phosphorus\n", + "26 0.024 mg/L NaN NaN\n", + "29 0.05 mg/L NaN NaN\n", + "37 0.027 mg/L NaN NaN\n", + "45 0.059712 mg/L NaN NaN\n", + "91 0.049 mg/L NaN NaN\n", + "... ... ... ... ...\n", + "405356 0.036 mg/l as P NaN NaN\n", + "405367 0.021 mg/l as P NaN NaN\n", + "405381 0.011 mg/l as P NaN NaN\n", + "405394 0.016 mg/l as P NaN NaN\n", + "405402 0.047 mg/l as P NaN NaN\n", + "\n", + "[10667 rows x 4 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total phosphorus\n", + "df.loc[df['TP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
389920.023ppmNaN0.023000000000000003 milligram / liter
409410.035ppmNaN0.03500000000000001 milligram / liter
418860.017ppmNaN0.017000000000000005 milligram / liter
419700.015ppmNaN0.015000000000000003 milligram / liter
426830.015ppmNaN0.015000000000000003 milligram / liter
...............
4053570.015mg/l as PNaN0.015 milligram / liter
4053680.005mg/l as PNaN0.005 milligram / liter
4053820.006mg/l as PNaN0.006 milligram / liter
4053950.008mg/l as PNaN0.008 milligram / liter
4054030.028mg/l as PNaN0.028 milligram / liter
\n", + "

4855 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "38992 0.023 ppm NaN \n", + "40941 0.035 ppm NaN \n", + "41886 0.017 ppm NaN \n", + "41970 0.015 ppm NaN \n", + "42683 0.015 ppm NaN \n", + "... ... ... ... \n", + "405357 0.015 mg/l as P NaN \n", + "405368 0.005 mg/l as P NaN \n", + "405382 0.006 mg/l as P NaN \n", + "405395 0.008 mg/l as P NaN \n", + "405403 0.028 mg/l as P NaN \n", + "\n", + " TDP_Phosphorus \n", + "38992 0.023000000000000003 milligram / liter \n", + "40941 0.03500000000000001 milligram / liter \n", + "41886 0.017000000000000005 milligram / liter \n", + "41970 0.015000000000000003 milligram / liter \n", + "42683 0.015000000000000003 milligram / liter \n", + "... ... \n", + "405357 0.015 milligram / liter \n", + "405368 0.005 milligram / liter \n", + "405382 0.006 milligram / liter \n", + "405395 0.008 milligram / liter \n", + "405403 0.028 milligram / liter \n", + "\n", + "[4855 rows x 4 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total dissolved phosphorus\n", + "df.loc[df['TDP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
283370.03525375mg/LNaNNaN
284440.107028125mg/LNaNNaN
289680.0697675mg/LNaNNaN
291830.04356mg/LNaNNaN
293270.03654875mg/LNaNNaN
...............
393140530.0mg/kgNaNNaN
394475280.0mg/kgNaNNaN
395250270.0mg/kgNaNNaN
395493260.0mg/kgNaNNaN
3957621300.0mg/kgNaNNaN
\n", + "

416 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag TDP_Phosphorus\n", + "28337 0.03525375 mg/L NaN NaN\n", + "28444 0.107028125 mg/L NaN NaN\n", + "28968 0.0697675 mg/L NaN NaN\n", + "29183 0.04356 mg/L NaN NaN\n", + "29327 0.03654875 mg/L NaN NaN\n", + "... ... ... ... ...\n", + "393140 530.0 mg/kg NaN NaN\n", + "394475 280.0 mg/kg NaN NaN\n", + "395250 270.0 mg/kg NaN NaN\n", + "395493 260.0 mg/kg NaN NaN\n", + "395762 1300.0 mg/kg NaN NaN\n", + "\n", + "[416 rows x 4 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All other phosphorus sample fractions\n", + "df.loc[df['Other_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Bacteria" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Fecal Coliform" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 2462.000000\n", + "mean 910.512591\n", + "std 6103.365912\n", + "min 0.000000\n", + "25% 24.000000\n", + "50% 93.000000\n", + "75% 400.000000\n", + "max 250000.000000\n", + "dtype: float64\n", + "Unusable results: 5122\n", + "Usable results with inferred units: 1\n", + "Results outside threshold (0.0 to 37530.70806108734): 7\n" + ] + }, + { + "data": { + "image/png": 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0pbXey46MnrsGeu4a6NkOzR1vq38PzF/+8hd9/PHHSklJkSRlZWXp1KlTKi0tDdfs2LFDtbW1yszMDNcUFxdHXAfz+XwaOHBgg5ePAABA19LiAHPmzBmVlZWprKxMknTs2DGVlZWpoqJCZ86c0bx587Rnzx598MEH2r59u26//XZdddVVysn57HLKNddco4kTJ2rWrFnat2+f3njjDc2ZM0d33323UlNTJUlTp06Vy+XSzJkzdfDgQW3YsEHPPPNMxCUiAADQdbU4wOzfv1/XXXedrrvuOklSfn6+rrvuOi1cuFCxsbE6cOCAbrvtNl199dWaOXOmRo0apd27d0dc3lm7dq0GDRqkcePG6dZbb9XNN98c8R0v8fHxKioq0rFjxzRq1Cg98sgjWrhwIY9QAwAASZdwD8zYsWNlzMUfIX7ttdea3EZiYqLWrVvXaM2wYcO0e/fulg4PAAB0AfwvJAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOi0OMMXFxZo8ebJSU1PlcDi0cePG8LJQKKT58+dr6NCh6tmzp1JTUzV9+nR99NFHEdu48sor5XA4Il7Lli2LqDlw4IBGjx6t7t27Ky0tTcuXL7+0DgEAQKfT4gBz9uxZDR8+XKtWraq3rLq6Wm+//bYef/xxvf3223r55Zd1+PBh3XbbbfVqFy9erOPHj4dfDz30UHhZIBBQdna20tPTVVpaqhUrVqiwsFDPP/98S4cLAAA6oW4tXSE3N1e5ubkNLouPj5fP54uY9+Mf/1g33nijKioq1K9fv/D8Xr16yev1NridtWvX6vz581q9erVcLpeGDBmisrIyrVy5UrNnz27pkAEAQCfT4gDTUlVVVXI4HEpISIiYv2zZMi1ZskT9+vXT1KlTNXfuXHXr9tlwSkpKNGbMGLlcrnB9Tk6OnnzySX3yySfq3bt3vf0Eg0EFg8HwdCAQkPTZZa1QKBS1fuq25Y4xza61XV0fnaWf5qDnroGeuwZ6tktzx+wwxjT9l/hiKzsceuWVV3THHXc0uPzcuXP60pe+pEGDBmnt2rXh+StXrtTIkSOVmJioN998UwUFBfrGN76hlStXSpKys7OVkZGhn/3sZ+F1Dh06pCFDhujQoUO65ppr6u2rsLBQixYtqjd/3bp1iouLu9QWAQBAG6qurtbUqVNVVVUlj8dz0bpWOwMTCoX0ta99TcYYPffccxHL8vPzwz8PGzZMLpdL3/rWt7R06VK53e5L2l9BQUHEdgOBgNLS0pSdnd3oG9BSoVBIPp9Pj++PUbDW0WhteWFO1Pbbnup6njBhgpxOZ3sPp03QMz13VvRMzx1d3RWUprRKgKkLLx9++KF27NjRZIDIzMzUhQsX9MEHH2jgwIHyer2qrKyMqKmbvth9M263u8Hw43Q6W+XgBWsdCtY0HmBs+9A0pbXey46MnrsGeu4a6NkOzR1v1L8Hpi68vP/++9q2bZv69OnT5DplZWWKiYlRUlKSJCkrK0vFxcUR18F8Pp8GDhzY4P0vAACga2nxGZgzZ87oyJEj4eljx46prKxMiYmJSklJ0b/927/p7bff1qZNm1RTUyO/3y9JSkxMlMvlUklJifbu3atbbrlFvXr1UklJiebOnat77703HE6mTp2qRYsWaebMmZo/f77Ky8v1zDPP6KmnnopS2wAAwGYtDjD79+/XLbfcEp6uu+9kxowZKiws1G9+8xtJ0ogRIyLW+/3vf6+xY8fK7XZr/fr1KiwsVDAYVEZGhubOnRtx/0p8fLyKioqUl5enUaNGqW/fvlq4cCGPUAMAAEmXEGDGjh2rxh5cauqhppEjR2rPnj1N7mfYsGHavXt3S4cHAAC6AP4XEgAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgnRYHmOLiYk2ePFmpqalyOBzauHFjxHJjjBYuXKiUlBT16NFD48eP1/vvvx9Rc/LkSU2bNk0ej0cJCQmaOXOmzpw5E1Fz4MABjR49Wt27d1daWpqWL1/e8u4AAECn1OIAc/bsWQ0fPlyrVq1qcPny5cv1ox/9SD/96U+1d+9e9ezZUzk5OTp37ly4Ztq0aTp48KB8Pp82bdqk4uJizZ49O7w8EAgoOztb6enpKi0t1YoVK1RYWKjnn3/+EloEAACdTbeWrpCbm6vc3NwGlxlj9PTTT2vBggW6/fbbJUn//d//reTkZG3cuFF333233nvvPW3dulVvvfWWrr/+eknSs88+q1tvvVU/+MEPlJqaqrVr1+r8+fNavXq1XC6XhgwZorKyMq1cuTIi6AAAgK6pxQGmMceOHZPf79f48ePD8+Lj45WZmamSkhLdfffdKikpUUJCQji8SNL48eMVExOjvXv36qtf/apKSko0ZswYuVyucE1OTo6efPJJffLJJ+rdu3e9fQeDQQWDwfB0IBCQJIVCIYVCoaj1WLctd4xpdq3t6vroLP00Bz13DfTcNdCzXZo75qgGGL/fL0lKTk6OmJ+cnBxe5vf7lZSUFDmIbt2UmJgYUZORkVFvG3XLGgowS5cu1aJFi+rNLyoqUlxc3CV2dHFLrq9tsmbLli1R32978vl87T2ENkfPXQM9dw30bIfq6upm1UU1wLSngoIC5efnh6cDgYDS0tKUnZ0tj8cTtf2EQiH5fD49vj9GwVpHo7XlhTlR2297qut5woQJcjqd7T2cNkHP9NxZ0TM9d3R1V1CaEtUA4/V6JUmVlZVKSUkJz6+srNSIESPCNSdOnIhY78KFCzp58mR4fa/Xq8rKyoiauum6mn/mdrvldrvrzXc6na1y8IK1DgVrGg8wtn1omtJa72VHRs9dAz13DfRsh+aON6rfA5ORkSGv16vt27eH5wUCAe3du1dZWVmSpKysLJ06dUqlpaXhmh07dqi2tlaZmZnhmuLi4ojrYD6fTwMHDmzw8hEAAOhaWhxgzpw5o7KyMpWVlUn67MbdsrIyVVRUyOFw6OGHH9Z3v/td/eY3v9G7776r6dOnKzU1VXfccYck6ZprrtHEiRM1a9Ys7du3T2+88YbmzJmju+++W6mpqZKkqVOnyuVyaebMmTp48KA2bNigZ555JuISEQAA6LpafAlp//79uuWWW8LTdaFixowZWrNmjb7zne/o7Nmzmj17tk6dOqWbb75ZW7duVffu3cPrrF27VnPmzNG4ceMUExOjKVOm6Ec/+lF4eXx8vIqKipSXl6dRo0apb9++WrhwIY9QAwAASZcQYMaOHStjLv4IscPh0OLFi7V48eKL1iQmJmrdunWN7mfYsGHavXt3S4cHAAC6AP4XEgAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOlEPMFdeeaUcDke9V15eniRp7Nix9ZY98MADEduoqKjQpEmTFBcXp6SkJM2bN08XLlyI9lABAIClukV7g2+99ZZqamrC0+Xl5ZowYYL+/d//PTxv1qxZWrx4cXg6Li4u/HNNTY0mTZokr9erN998U8ePH9f06dPldDr1/e9/P9rDBQAAFop6gLn88ssjppctW6YBAwboy1/+cnheXFycvF5vg+sXFRXp0KFD2rZtm5KTkzVixAgtWbJE8+fPV2FhoVwuV7SHDAAALNOq98CcP39ev/rVr3T//ffL4XCE569du1Z9+/bVtddeq4KCAlVXV4eXlZSUaOjQoUpOTg7Py8nJUSAQ0MGDB1tzuAAAwBJRPwPzjzZu3KhTp07p61//enje1KlTlZ6ertTUVB04cEDz58/X4cOH9fLLL0uS/H5/RHiRFJ72+/0X3VcwGFQwGAxPBwIBSVIoFFIoFIpWS+FtuWNMs2ttV9dHZ+mnOei5a6DnroGe7dLcMTuMMU3/Jb5EOTk5crlc+u1vf3vRmh07dmjcuHE6cuSIBgwYoNmzZ+vDDz/Ua6+9Fq6prq5Wz549tWXLFuXm5ja4ncLCQi1atKje/HXr1kXcYwMAADqu6upqTZ06VVVVVfJ4PBeta7UzMB9++KG2bdsWPrNyMZmZmZIUDjBer1f79u2LqKmsrJSki943I0kFBQXKz88PTwcCAaWlpSk7O7vRN6ClQqGQfD6fHt8fo2Cto9Ha8sKcqO23PdX1PGHCBDmdzvYeTpugZ3rurOiZnju6uisoTWm1APPCCy8oKSlJkyZNarSurKxMkpSSkiJJysrK0ve+9z2dOHFCSUlJkiSfzyePx6PBgwdfdDtut1tut7vefKfT2SoHL1jrULCm8QBj24emKa31XnZk9Nw10HPXQM92aO54WyXA1NbW6oUXXtCMGTPUrdvfd3H06FGtW7dOt956q/r06aMDBw5o7ty5GjNmjIYNGyZJys7O1uDBg3Xfffdp+fLl8vv9WrBggfLy8hoMKAAAoOtplQCzbds2VVRU6P7774+Y73K5tG3bNj399NM6e/as0tLSNGXKFC1YsCBcExsbq02bNunBBx9UVlaWevbsqRkzZkR8bwwAAOjaWiXAZGdnq6F7g9PS0rRr164m109PT9eWLVtaY2gAAKAT4H8hAQAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWiXqAKSwslMPhiHgNGjQovPzcuXPKy8tTnz59dNlll2nKlCmqrKyM2EZFRYUmTZqkuLg4JSUlad68ebpw4UK0hwoAACzVrTU2OmTIEG3btu3vO+n2993MnTtXmzdv1ksvvaT4+HjNmTNHd955p9544w1JUk1NjSZNmiSv16s333xTx48f1/Tp0+V0OvX973+/NYYLAAAs0yoBplu3bvJ6vfXmV1VV6Re/+IXWrVunr3zlK5KkF154Qddcc4327Nmjm266SUVFRTp06JC2bdum5ORkjRgxQkuWLNH8+fNVWFgol8vVGkMGAAAWaZV7YN5//32lpqaqf//+mjZtmioqKiRJpaWlCoVCGj9+fLh20KBB6tevn0pKSiRJJSUlGjp0qJKTk8M1OTk5CgQCOnjwYGsMFwAAWCbqZ2AyMzO1Zs0aDRw4UMePH9eiRYs0evRolZeXy+/3y+VyKSEhIWKd5ORk+f1+SZLf748IL3XL65ZdTDAYVDAYDE8HAgFJUigUUigUikZr4e1JkjvGNLvWdnV9dJZ+moOeuwZ67hro2S7NHXPUA0xubm7452HDhikzM1Pp6el68cUX1aNHj2jvLmzp0qVatGhRvflFRUWKi4uL+v6WXF/bZM2WLVuivt/25PP52nsIbY6euwZ67hro2Q7V1dXNqmuVe2D+UUJCgq6++modOXJEEyZM0Pnz53Xq1KmIszCVlZXhe2a8Xq/27dsXsY26p5Qauq+mTkFBgfLz88PTgUBAaWlpys7OlsfjiVo/oVBIPp9Pj++PUbDW0WhteWFO1Pbbnup6njBhgpxOZ3sPp03QMz13VvRMzx1d3RWUprR6gDlz5oyOHj2q++67T6NGjZLT6dT27ds1ZcoUSdLhw4dVUVGhrKwsSVJWVpa+973v6cSJE0pKSpL0WYL0eDwaPHjwRffjdrvldrvrzXc6na1y8IK1DgVrGg8wtn1omtJa72VHRs9dAz13DfRsh+aON+oB5tvf/rYmT56s9PR0ffTRR3riiScUGxure+65R/Hx8Zo5c6by8/OVmJgoj8ejhx56SFlZWbrpppskSdnZ2Ro8eLDuu+8+LV++XH6/XwsWLFBeXl6DAQUAAHQ9UQ8wf/nLX3TPPffo448/1uWXX66bb75Ze/bs0eWXXy5JeuqppxQTE6MpU6YoGAwqJydHP/nJT8Lrx8bGatOmTXrwwQeVlZWlnj17asaMGVq8eHG0hwoAACwV9QCzfv36Rpd3795dq1at0qpVqy5ak56e3ulugAUAANHD/0ICAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKwT9QCzdOlS3XDDDerVq5eSkpJ0xx136PDhwxE1Y8eOlcPhiHg98MADETUVFRWaNGmS4uLilJSUpHnz5unChQvRHi4AALBQt2hvcNeuXcrLy9MNN9ygCxcu6LHHHlN2drYOHTqknj17hutmzZqlxYsXh6fj4uLCP9fU1GjSpEnyer168803dfz4cU2fPl1Op1Pf//73oz1kAABgmagHmK1bt0ZMr1mzRklJSSotLdWYMWPC8+Pi4uT1ehvcRlFRkQ4dOqRt27YpOTlZI0aM0JIlSzR//nwVFhbK5XJFe9gAAMAiUQ8w/6yqqkqSlJiYGDF/7dq1+tWvfiWv16vJkyfr8ccfD5+FKSkp0dChQ5WcnByuz8nJ0YMPPqiDBw/quuuuq7efYDCoYDAYng4EApKkUCikUCgUtX7qtuWOMc2utV1dH52ln+ag566BnrsGerZLc8fsMMY0/Zf4EtXW1uq2227TqVOn9Prrr4fnP//880pPT1dqaqoOHDig+fPn68Ybb9TLL78sSZo9e7Y+/PBDvfbaa+F1qqur1bNnT23ZskW5ubn19lVYWKhFixbVm79u3bqIy1MAAKDjqq6u1tSpU1VVVSWPx3PRulY9A5OXl6fy8vKI8CJ9FlDqDB06VCkpKRo3bpyOHj2qAQMGXNK+CgoKlJ+fH54OBAJKS0tTdnZ2o29AS4VCIfl8Pj2+P0bBWkejteWFOVHbb3uq63nChAlyOp3tPZw2Qc/03FnRMz13dHVXUJrSagFmzpw52rRpk4qLi3XFFVc0WpuZmSlJOnLkiAYMGCCv16t9+/ZF1FRWVkrSRe+bcbvdcrvd9eY7nc5WOXjBWoeCNY0HGNs+NE1prfeyI6PnroGeuwZ6tkNzxxv1x6iNMZozZ45eeeUV7dixQxkZGU2uU1ZWJklKSUmRJGVlZendd9/ViRMnwjU+n08ej0eDBw+O9pABAIBlon4GJi8vT+vWrdOrr76qXr16ye/3S5Li4+PVo0cPHT16VOvWrdOtt96qPn366MCBA5o7d67GjBmjYcOGSZKys7M1ePBg3XfffVq+fLn8fr8WLFigvLy8Bs+yAACAriXqZ2Cee+45VVVVaezYsUpJSQm/NmzYIElyuVzatm2bsrOzNWjQID3yyCOaMmWKfvvb34a3ERsbq02bNik2NlZZWVm69957NX369IjvjQEAAF1X1M/ANPVQU1pamnbt2tXkdtLT07Vly5ZoDQsAAHQi/C8kAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6rfrfqLu6Kx/d3GTNB8smtcFIAADoXDgDAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKzTrb0H0NVd+ejmJms+WDapDUYCAIA9OAMDAACswxkYC3CWBgCASJyBAQAA1iHAAAAA6xBgAACAdTr0PTCrVq3SihUr5Pf7NXz4cD377LO68cYb23tYHVJz7pNpLu6nAQB0dB32DMyGDRuUn5+vJ554Qm+//baGDx+unJwcnThxor2HBgAA2lmHPQOzcuVKzZo1S9/4xjckST/96U+1efNmrV69Wo8++mg7j65z++ezOe5Yo+U3StcWvqZgjUMSZ2kAAO2rQwaY8+fPq7S0VAUFBeF5MTExGj9+vEpKShpcJxgMKhgMhqerqqokSSdPnlQoFIra2EKhkKqrq9UtFKOaWkfUttuRdas1qq6ujej5qm+/2OR6ewvGNVmTuXT75x5fSzRnTNLfj/PHH38sp9NZb3lzxt3cfXUUTfXcGdEzPXdWNvd8+vRpSZIxptG6Dhlg/va3v6mmpkbJyckR85OTk/XHP/6xwXWWLl2qRYsW1ZufkZHRKmPsaqZewjp9fxj1YXxubTmmjtg/ANji9OnTio+Pv+jyDhlgLkVBQYHy8/PD07W1tTp58qT69OkjhyN6Z0oCgYDS0tL05z//WR6PJ2rb7cjomZ47K3qm587K5p6NMTp9+rRSU1MbreuQAaZv376KjY1VZWVlxPzKykp5vd4G13G73XK73RHzEhISWmuI8ng81n0oPi967hrouWug567B1p4bO/NSp0M+heRyuTRq1Cht3/73+wxqa2u1fft2ZWVltePIAABAR9Ahz8BIUn5+vmbMmKHrr79eN954o55++mmdPXs2/FQSAADoujpsgLnrrrv017/+VQsXLpTf79eIESO0devWejf2tjW3260nnnii3uWqzoyeuwZ67hrouWvoCj07TFPPKQEAAHQwHfIeGAAAgMYQYAAAgHUIMAAAwDoEGAAAYB0CTAutWrVKV155pbp3767MzEzt27evvYfULIWFhXI4HBGvQYMGhZefO3dOeXl56tOnjy677DJNmTKl3hcJVlRUaNKkSYqLi1NSUpLmzZunCxcuRNTs3LlTI0eOlNvt1lVXXaU1a9a0RXuSpOLiYk2ePFmpqalyOBzauHFjxHJjjBYuXKiUlBT16NFD48eP1/vvvx9Rc/LkSU2bNk0ej0cJCQmaOXOmzpw5E1Fz4MABjR49Wt27d1daWpqWL19ebywvvfSSBg0apO7du2vo0KHasmVL1PuVmu7561//er3jPnHixIgam3peunSpbrjhBvXq1UtJSUm64447dPjw4Yiatvwst8Xvg+b0PHbs2HrH+YEHHrC25+eee07Dhg0LfwlbVlaWfve734WXd7Zj3JyeO9sxjgqDZlu/fr1xuVxm9erV5uDBg2bWrFkmISHBVFZWtvfQmvTEE0+YIUOGmOPHj4dff/3rX8PLH3jgAZOWlma2b99u9u/fb2666SbzL//yL+HlFy5cMNdee60ZP368eeedd8yWLVtM3759TUFBQbjmT3/6k4mLizP5+fnm0KFD5tlnnzWxsbFm69atbdLjli1bzP/7f//PvPzyy0aSeeWVVyKWL1u2zMTHx5uNGzeaP/zhD+a2224zGRkZ5tNPPw3XTJw40QwfPtzs2bPH7N6921x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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
801640#/100mLNaNNaN
80749#/100mLNaNNaN
808320#/100mLNaNNaN
8226200#/100mLNaNNaN
8390NO DATA#/100mLResultMeasureValue: \"NO DATA\" result cannot be...NaN
...............
4013822400.0cfu/100mLNaNNaN
401384230.0cfu/100mLNaNNaN
40138830.0cfu/100mLNaNNaN
401392NaNcfu/100mLResultMeasureValue: missing (NaN) resultNaN
4020921.0cfu/100mlNaN1.0 Colony_Forming_Units / milliliter
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7584 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "8016 40 #/100mL \n", + "8074 9 #/100mL \n", + "8083 20 #/100mL \n", + "8226 200 #/100mL \n", + "8390 NO DATA #/100mL \n", + "... ... ... \n", + "401382 2400.0 cfu/100mL \n", + "401384 230.0 cfu/100mL \n", + "401388 30.0 cfu/100mL \n", + "401392 NaN cfu/100mL \n", + "402092 1.0 cfu/100ml \n", + "\n", + " QA_flag \\\n", + "8016 NaN \n", + "8074 NaN \n", + "8083 NaN \n", + "8226 NaN \n", + "8390 ResultMeasureValue: \"NO DATA\" result cannot be... \n", + "... ... \n", + "401382 NaN \n", + "401384 NaN \n", + "401388 NaN \n", + "401392 ResultMeasureValue: missing (NaN) result \n", + "402092 NaN \n", + "\n", + " Fecal_Coliform \n", + "8016 NaN \n", + "8074 NaN \n", + "8083 NaN \n", + "8226 NaN \n", + "8390 NaN \n", + "... ... \n", + "401382 NaN \n", + "401384 NaN \n", + "401388 NaN \n", + "401392 NaN \n", + "402092 1.0 Colony_Forming_Units / milliliter \n", + "\n", + "[7584 rows x 4 columns]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", + "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Excherichia Coli" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: '%' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 1262.000000\n", + "mean 632.581038\n", + "std 3483.908019\n", + "min 0.000000\n", + "25% 23.000000\n", + "50% 67.000000\n", + "75% 220.000000\n", + "max 72000.000000\n", + "dtype: float64\n", + "Unusable results: 21265\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 21536.02915370311): 7\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", + "df = harmonize.harmonize(df, 'Escherichia coli', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
496MPN/100mLNaNNaN
1324200MPN/100mLNaNNaN
16110MPN/100mLNaNNaN
1952MPN/100mLNaNNaN
2352MPN/100mLNaNNaN
...............
40593438.0MPN/100 mlNaN38.0 Colony_Forming_Units / milliliter
405938210.0MPN/100 mlNaN210.0 Colony_Forming_Units / milliliter
40594228.0MPN/100 mlNaN28.0 Colony_Forming_Units / milliliter
40595244.0MPN/100 mlNaN44.0 Colony_Forming_Units / milliliter
40595614.0MPN/100 mlNaN14.0 Colony_Forming_Units / milliliter
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22527 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "4 96 MPN/100mL NaN \n", + "13 24200 MPN/100mL NaN \n", + "16 110 MPN/100mL NaN \n", + "19 52 MPN/100mL NaN \n", + "23 52 MPN/100mL NaN \n", + "... ... ... ... \n", + "405934 38.0 MPN/100 ml NaN \n", + "405938 210.0 MPN/100 ml NaN \n", + "405942 28.0 MPN/100 ml NaN \n", + "405952 44.0 MPN/100 ml NaN \n", + "405956 14.0 MPN/100 ml NaN \n", + "\n", + " E_coli \n", + "4 NaN \n", + "13 NaN \n", + "16 NaN \n", + "19 NaN \n", + "23 NaN \n", + "... ... \n", + "405934 38.0 Colony_Forming_Units / milliliter \n", + "405938 210.0 Colony_Forming_Units / milliliter \n", + "405942 28.0 Colony_Forming_Units / milliliter \n", + "405952 44.0 Colony_Forming_Units / milliliter \n", + "405956 14.0 Colony_Forming_Units / milliliter \n", + "\n", + "[22527 rows x 4 columns]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", + "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining Salinity and Conductivity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore Salinity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import convert" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Range: 0.0 to 4003.4828342857154\n", + "Results: 28688 \n", + "Mean: 20.513165146783486 PSU\n" + ] + } + ], + "source": [ + "# First note initial Salinity info\n", + "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", + "q_sum = sum(lst)\n", + "print('Range: {} to {}'.format(min(lst), max(lst)))\n", + "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[4003.4828342857154]" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify extreme outliers\n", + "[x for x in lst if x >3200]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other fields like units and QA_flag may help understand what caused high values and what results might need to be dropped from consideration" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# Columns to focus on\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
22364804ppthNaN804.0 Practical_Salinity_Units
11873071.49ppthNaN71.49 Practical_Salinity_Units
11973970.62ppthNaN70.62 Practical_Salinity_Units
17240377.666667pptNaN77.6666666666667 Practical_Salinity_Units
3746784980.0mg/mL @25CResultTemperatureBasisText: updated from 25 de...4003.4828342857154 Practical_Salinity_Units
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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "22364 804 ppth \n", + "118730 71.49 ppth \n", + "119739 70.62 ppth \n", + "172403 77.666667 ppt \n", + "374678 4980.0 mg/mL @25C \n", + "\n", + " QA_flag \\\n", + "22364 NaN \n", + "118730 NaN \n", + "119739 NaN \n", + "172403 NaN \n", + "374678 ResultTemperatureBasisText: updated from 25 de... \n", + "\n", + " Salinity \n", + "22364 804.0 Practical_Salinity_Units \n", + "118730 71.49 Practical_Salinity_Units \n", + "119739 70.62 Practical_Salinity_Units \n", + "172403 77.6666666666667 Practical_Salinity_Units \n", + "374678 4003.4828342857154 Practical_Salinity_Units " + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for max 5 values\n", + "salinity_series = df['Salinity'][df['Salinity'].notna()]\n", + "salinity_series.sort_values(ascending=False, inplace=True)\n", + "df[cols][df['Salinity'].isin(salinity_series[0:5])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detection limits may help understand what caused low values and what results might need to be dropped or updated" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "df = wrangle.add_detection(df, 'Salinity')\n", + "cols+=['ResultDetectionConditionText',\n", + " 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode']" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityResultDetectionConditionTextDetectionQuantitationLimitTypeNameDetectionQuantitationLimitMeasure/MeasureValueDetectionQuantitationLimitMeasure/MeasureUnitCode
112190PSSNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "11219 0 PSS NaN \n", + "11396 0 PSS NaN \n", + "16821 0 ppm NaN \n", + "18020 0 ppm NaN \n", + "19284 0 ppm NaN \n", + "... ... ... ... \n", + "311046 0.0 ppth NaN \n", + "311140 0.0 ppth NaN \n", + "311193 0.0 ppth NaN \n", + "311198 0.0 ppth NaN \n", + "311223 0.0 ppth NaN \n", + "\n", + " Salinity ResultDetectionConditionText \\\n", + "11219 0.0 Practical_Salinity_Units NaN \n", + "11396 0.0 Practical_Salinity_Units NaN \n", + "16821 0.0 Practical_Salinity_Units NaN \n", + "18020 0.0 Practical_Salinity_Units NaN \n", + "19284 0.0 Practical_Salinity_Units NaN \n", + "... ... ... \n", + "311046 0.0 Practical_Salinity_Units NaN \n", + "311140 0.0 Practical_Salinity_Units NaN \n", + "311193 0.0 Practical_Salinity_Units NaN \n", + "311198 0.0 Practical_Salinity_Units NaN \n", + "311223 0.0 Practical_Salinity_Units NaN \n", + "\n", + " DetectionQuantitationLimitTypeName \\\n", + "11219 NaN \n", + "11396 NaN \n", + "16821 NaN \n", + "18020 NaN \n", + "19284 NaN \n", + "... ... \n", + "311046 NaN \n", + "311140 NaN \n", + "311193 NaN \n", + "311198 NaN \n", + "311223 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureValue \\\n", + "11219 NaN \n", + "11396 NaN \n", + "16821 NaN \n", + "18020 NaN \n", + "19284 NaN \n", + "... ... \n", + "311046 NaN \n", + "311140 NaN \n", + "311193 NaN \n", + "311198 NaN \n", + "311223 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureUnitCode \n", + "11219 NaN \n", + "11396 NaN \n", + "16821 NaN \n", + "18020 NaN \n", + "19284 NaN \n", + "... ... \n", + "311046 NaN \n", + "311140 NaN \n", + "311193 NaN \n", + "311198 NaN \n", + "311223 NaN \n", + "\n", + "[607 rows x 8 columns]" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for min 5 values (often multiple 0.0)\n", + "df[cols][df['Salinity'].isin(salinity_series[-5:])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore conductivity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "18 349.0 microsiemens / centimeter\n", + "35 443.0 microsiemens / centimeter\n", + "42 67.11703531 microsiemens / centimeter\n", + "65 590.0 microsiemens / centimeter\n", + "107 418.375 microsiemens / centimeter\n", + " ... \n", + "245826 460.0 microsiemens / centimeter\n", + "245867 431.0 microsiemens / centimeter\n", + "246083 588.0 microsiemens / centimeter\n", + "246713 507.0 microsiemens / centimeter\n", + "246758 589.0 microsiemens / centimeter\n", + "Name: Conductivity, Length: 1682, dtype: object" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create series for Conductivity values\n", + "cond_series = df['Conductivity'].dropna()\n", + "cond_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conductivity thresholds from Freshwater Explorer: 10 > x < 5000 us/cm, use a higher threshold for coastal waters" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
6189739960uS/cmNaNNaN39960.0 microsiemens / centimeter
6029533604uS/cmNaNNaN33604.0 microsiemens / centimeter
1852030886uS/cmNaNNaN30886.0 microsiemens / centimeter
1734930788uS/cmNaNNaN30788.0 microsiemens / centimeter
2002430518uS/cmNaNNaN30518.0 microsiemens / centimeter
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49200.03uS/cmNaNNaN0.03 microsiemens / centimeter
51600.02uS/cmNaNNaN0.02 microsiemens / centimeter
26730.02uS/cmNaNNaN0.02 microsiemens / centimeter
65630uS/cmNaNNaN0.0 microsiemens / centimeter
30800uS/cmNaNNaN0.0 microsiemens / centimeter
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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", + "61897 39960 uS/cm NaN NaN \n", + "60295 33604 uS/cm NaN NaN \n", + "18520 30886 uS/cm NaN NaN \n", + "17349 30788 uS/cm NaN NaN \n", + "20024 30518 uS/cm NaN NaN \n", + "... ... ... ... ... \n", + "4920 0.03 uS/cm NaN NaN \n", + "5160 0.02 uS/cm NaN NaN \n", + "2673 0.02 uS/cm NaN NaN \n", + "6563 0 uS/cm NaN NaN \n", + "3080 0 uS/cm NaN NaN \n", + "\n", + " Conductivity \n", + "61897 39960.0 microsiemens / centimeter \n", + "60295 33604.0 microsiemens / centimeter \n", + "18520 30886.0 microsiemens / centimeter \n", + "17349 30788.0 microsiemens / centimeter \n", + "20024 30518.0 microsiemens / centimeter \n", + "... ... \n", + "4920 0.03 microsiemens / centimeter \n", + "5160 0.02 microsiemens / centimeter \n", + "2673 0.02 microsiemens / centimeter \n", + "6563 0.0 microsiemens / centimeter \n", + "3080 0.0 microsiemens / centimeter \n", + "\n", + "[1682 rows x 5 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sort and check other relevant columns before converting (e.g. Salinity)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", + "df.sort_values(by=['Conductivity'], ascending=False, inplace=True)\n", + "df.loc[df['Conductivity'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "61897 25.494 dimensionless\n", + "60295 21.046 dimensionless\n", + "18520 19.177 dimensionless\n", + "17349 19.11 dimensionless\n", + "20024 18.926 dimensionless\n", + " ... \n", + "4920 0.012 dimensionless\n", + "5160 0.012 dimensionless\n", + "2673 0.012 dimensionless\n", + "6563 0.012 dimensionless\n", + "3080 0.012 dimensionless\n", + "Name: Salinity, Length: 1682, dtype: object" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert values to PSU and write to Salinity\n", + "cond_series = cond_series.apply(str) # Convert to string to convert to dimensionless (PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "datetime() formats time using dataretrieval and ActivityStart" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode\n", + "61897 2015-09-11 00:15:00 EST\n", + "60295 2015-09-11 00:30:00 EST\n", + "18520 2014-11-01 18:00:00 EST\n", + "17349 2014-11-01 18:15:00 EST\n", + "20024 2014-11-01 17:45:00 EST\n", + "... ... ... ...\n", + "405953 2024-01-04 10:00:00 EST\n", + "405954 2024-01-08 12:00:00 EST\n", + "405955 2024-01-08 12:00:00 EST\n", + "405956 2024-01-08 12:00:00 EST\n", + "405957 2024-01-08 12:00:00 EST\n", + "\n", + "[405958 rows x 3 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First inspect the existing unformated fields\n", + "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", + "df[cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 132649 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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405958 rows × 2 columns

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" + ], + "text/plain": [ + " ActivityStartDate Activity_datetime\n", + "61897 2015-09-11 2015-09-11 05:15:00+00:00\n", + "60295 2015-09-11 2015-09-11 05:30:00+00:00\n", + "18520 2014-11-01 2014-11-01 23:00:00+00:00\n", + "17349 2014-11-01 2014-11-01 23:15:00+00:00\n", + "20024 2014-11-01 2014-11-01 22:45:00+00:00\n", + "... ... ...\n", + "405953 2024-01-04 2024-01-04 15:00:00+00:00\n", + "405954 2024-01-08 2024-01-08 17:00:00+00:00\n", + "405955 2024-01-08 2024-01-08 17:00:00+00:00\n", + "405956 2024-01-08 2024-01-08 17:00:00+00:00\n", + "405957 2024-01-08 2024-01-08 17:00:00+00:00\n", + "\n", + "[405958 rows x 2 columns]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 'ActivityStartDate' presserves date where 'Activity_datetime' is NAT due to no time zone\n", + "df = clean.datetime(df)\n", + "df[['ActivityStartDate', 'Activity_datetime']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a ActivityStartDate column is used to preserve date only." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Depth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Data are often lacking sample depth metadata" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/plain": [ + "79088 0.5\n", + "81204 1.2\n", + "81889 1.0\n", + "76510 0.0\n", + "82479 3.7\n", + " ... \n", + "155348 12.0\n", + "156482 2.0\n", + "157623 2.0\n", + "158902 12.0\n", + "160312 12.0\n", + "Name: ResultDepthHeightMeasure/MeasureValue, Length: 1948, dtype: float64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Depth of sample (default units='meter')\n", + "df = clean.harmonize_depth(df)\n", + "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", + "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Characteristic to Column (long to wide format)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...QA_ConductivityQA_TP_PhosphorusQA_TDP_PhosphorusQA_Other_PhosphorusQA_SalinityQA_TemperatureQA_NitrogenQA_Fecal_ColiformQA_CarbonQA_Turbidity
61897CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_9/11/2015 00:152015-09-1100:15:00-0500CRWA-CrescentPostSTORET-478270434NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
60295CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_9/11/2015 00:302015-09-1100:30:00-0500CRWA-CrescentPostSTORET-478270439NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
18520CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 18:002014-11-0118:00:00-0500CRWA-CrescentPostSTORET-398089476NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
17349CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 18:152014-11-0118:15:00-0500CRWA-CrescentPostSTORET-398089480NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
20024CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 17:452014-11-0117:45:00-0500CRWA-CrescentPostSTORET-398089472NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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405953USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004662024-01-0410:00:00-0500USGS-01096548NWIS-126738261NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405954USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744182NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405955USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744192NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405956USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744199NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405957USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744200NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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371647 rows × 118 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "61897 CRWA \n", + "60295 CRWA \n", + "18520 CRWA \n", + "17349 CRWA \n", + "20024 CRWA \n", + "... ... \n", + "405953 USGS-MA \n", + "405954 USGS-MA \n", + "405955 USGS-MA \n", + "405956 USGS-MA \n", + "405957 USGS-MA \n", + "\n", + " OrganizationFormalName \\\n", + "61897 Charles River Watershed Association (Massachus... \n", + "60295 Charles River Watershed Association (Massachus... \n", + "18520 Charles River Watershed Association (Massachus... \n", + "17349 Charles River Watershed Association (Massachus... \n", + "20024 Charles River Watershed Association (Massachus... \n", + "... ... \n", + "405953 USGS Massachusetts Water Science Center \n", + "405954 USGS Massachusetts Water Science Center \n", + "405955 USGS Massachusetts Water Science Center \n", + "405956 USGS Massachusetts Water Science Center \n", + "405957 USGS Massachusetts Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "61897 CRWA-Stormwater_9/11/2015 00:15 2015-09-11 \n", + "60295 CRWA-Stormwater_9/11/2015 00:30 2015-09-11 \n", + "18520 CRWA-Stormwater_11/01/2014 18:00 2014-11-01 \n", + "17349 CRWA-Stormwater_11/01/2014 18:15 2014-11-01 \n", + "20024 CRWA-Stormwater_11/01/2014 17:45 2014-11-01 \n", + "... ... ... \n", + "405953 nwisma.01.02400466 2024-01-04 \n", + "405954 nwisma.01.02400495 2024-01-08 \n", + "405955 nwisma.01.02400495 2024-01-08 \n", + "405956 nwisma.01.02400495 2024-01-08 \n", + "405957 nwisma.01.02400495 2024-01-08 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "61897 00:15:00 -0500 \n", + "60295 00:30:00 -0500 \n", + "18520 18:00:00 -0500 \n", + "17349 18:15:00 -0500 \n", + "20024 17:45:00 -0500 \n", + "... ... ... \n", + "405953 10:00:00 -0500 \n", + "405954 12:00:00 -0500 \n", + "405955 12:00:00 -0500 \n", + "405956 12:00:00 -0500 \n", + "405957 12:00:00 -0500 \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "61897 CRWA-CrescentPost STORET-478270434 NaN \n", + "60295 CRWA-CrescentPost STORET-478270439 NaN \n", + "18520 CRWA-CrescentPost STORET-398089476 NaN \n", + "17349 CRWA-CrescentPost STORET-398089480 NaN \n", + "20024 CRWA-CrescentPost STORET-398089472 NaN \n", + "... ... ... ... \n", + "405953 USGS-01096548 NWIS-126738261 NaN \n", + "405954 USGS-01098530 NWIS-126744182 NaN \n", + "405955 USGS-01098530 NWIS-126744192 NaN \n", + "405956 USGS-01098530 NWIS-126744199 NaN \n", + "405957 USGS-01098530 NWIS-126744200 NaN \n", + "\n", + " ResultDetectionConditionText ... QA_Conductivity QA_TP_Phosphorus \\\n", + "61897 NaN ... NaN NaN \n", + "60295 NaN ... NaN NaN \n", + "18520 NaN ... NaN NaN \n", + "17349 NaN ... NaN NaN \n", + "20024 NaN ... NaN NaN \n", + "... ... ... ... ... \n", + "405953 NaN ... NaN NaN \n", + "405954 NaN ... NaN NaN \n", + "405955 NaN ... NaN NaN \n", + "405956 NaN ... NaN NaN \n", + "405957 NaN ... NaN NaN \n", + "\n", + " QA_TDP_Phosphorus QA_Other_Phosphorus QA_Salinity QA_Temperature \\\n", + "61897 NaN NaN NaN NaN \n", + "60295 NaN NaN NaN NaN \n", + "18520 NaN NaN NaN NaN \n", + "17349 NaN NaN NaN NaN \n", + "20024 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "405953 NaN NaN NaN NaN \n", + "405954 NaN NaN NaN NaN \n", + "405955 NaN NaN NaN NaN \n", + "405956 NaN NaN NaN NaN \n", + "405957 NaN NaN NaN NaN \n", + "\n", + " QA_Nitrogen QA_Fecal_Coliform QA_Carbon QA_Turbidity \n", + "61897 NaN NaN NaN NaN \n", + "60295 NaN NaN NaN NaN \n", + "18520 NaN NaN NaN NaN \n", + "17349 NaN NaN NaN NaN \n", + "20024 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "405953 NaN NaN NaN NaN \n", + "405954 NaN NaN NaN NaN \n", + "405955 NaN NaN NaN NaN \n", + "405956 NaN NaN NaN NaN \n", + "405957 NaN NaN NaN NaN \n", + "\n", + "[371647 rows x 118 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", + "df2 = wrangle.split_col(df)\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15 new columns\n" + ] + } + ], + "source": [ + "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", + "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "34311 fewer rows\n" + ] + } + ], + "source": [ + "# Note: there are fewer rows because NAN results are also dropped in this step\n", + "print('{} fewer rows'.format(len(df)-len(df2)))" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", + "Index: []" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", + "df2.loc[df2['QA_Carbon'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "# split table into main and characteristics tables\n", + "main_df, chars_df = wrangle.split_table(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", + " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", + " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", + " 'Speciation', 'TOTAL NITROGEN_ MIXED FORMS', 'Conductivity',\n", + " 'Chlorophyll', 'Carbon', 'Turbidity', 'Sediment', 'Phosphorus',\n", + " 'TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus', 'Fecal_Coliform',\n", + " 'E_coli', 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode',\n", + " 'Activity_datetime', 'Depth', 'QA_Chlorophyll', 'QA_Secchi', 'QA_pH',\n", + " 'QA_Sediment', 'QA_DO', 'QA_E_coli', 'QA_Conductivity',\n", + " 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus',\n", + " 'QA_Salinity', 'QA_Temperature', 'QA_Nitrogen', 'QA_Fecal_Coliform',\n", + " 'QA_Carbon', 'QA_Turbidity'],\n", + " dtype='object')" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns still in main table\n", + "main_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierProviderNameSecchiTemperatureDOpHSalinity...QA_ConductivityQA_TP_PhosphorusQA_TDP_PhosphorusQA_Other_PhosphorusQA_SalinityQA_TemperatureQA_NitrogenQA_Fecal_ColiformQA_CarbonQA_Turbidity
61897CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_9/11/2015 00:15CRWA-CrescentPostSTORETNaNNaNNaNNaN25.494 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
60295CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_9/11/2015 00:30CRWA-CrescentPostSTORETNaNNaNNaNNaN21.046 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
18520CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 18:00CRWA-CrescentPostSTORETNaNNaNNaNNaN19.177 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
17349CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 18:15CRWA-CrescentPostSTORETNaNNaNNaNNaN19.11 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
20024CRWACharles River Watershed Association (Massachus...CRWA-Stormwater_11/01/2014 17:45CRWA-CrescentPostSTORETNaNNaNNaNNaN18.926 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 45 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "61897 CRWA \n", + "60295 CRWA \n", + "18520 CRWA \n", + "17349 CRWA \n", + "20024 CRWA \n", + "\n", + " OrganizationFormalName \\\n", + "61897 Charles River Watershed Association (Massachus... \n", + "60295 Charles River Watershed Association (Massachus... \n", + "18520 Charles River Watershed Association (Massachus... \n", + "17349 Charles River Watershed Association (Massachus... \n", + "20024 Charles River Watershed Association (Massachus... \n", + "\n", + " ActivityIdentifier MonitoringLocationIdentifier \\\n", + "61897 CRWA-Stormwater_9/11/2015 00:15 CRWA-CrescentPost \n", + "60295 CRWA-Stormwater_9/11/2015 00:30 CRWA-CrescentPost \n", + "18520 CRWA-Stormwater_11/01/2014 18:00 CRWA-CrescentPost \n", + "17349 CRWA-Stormwater_11/01/2014 18:15 CRWA-CrescentPost \n", + "20024 CRWA-Stormwater_11/01/2014 17:45 CRWA-CrescentPost \n", + "\n", + " ProviderName Secchi Temperature DO pH Salinity ... \\\n", + "61897 STORET NaN NaN NaN NaN 25.494 dimensionless ... \n", + "60295 STORET NaN NaN NaN NaN 21.046 dimensionless ... \n", + "18520 STORET NaN NaN NaN NaN 19.177 dimensionless ... \n", + "17349 STORET NaN NaN NaN NaN 19.11 dimensionless ... \n", + "20024 STORET NaN NaN NaN NaN 18.926 dimensionless ... \n", + "\n", + " QA_Conductivity QA_TP_Phosphorus QA_TDP_Phosphorus QA_Other_Phosphorus \\\n", + "61897 NaN NaN NaN NaN \n", + "60295 NaN NaN NaN NaN \n", + "18520 NaN NaN NaN NaN \n", + "17349 NaN NaN NaN NaN \n", + "20024 NaN NaN NaN NaN \n", + "\n", + " QA_Salinity QA_Temperature QA_Nitrogen QA_Fecal_Coliform QA_Carbon \\\n", + "61897 NaN NaN NaN NaN NaN \n", + "60295 NaN NaN NaN NaN NaN \n", + "18520 NaN NaN NaN NaN NaN \n", + "17349 NaN NaN NaN NaN NaN \n", + "20024 NaN NaN NaN NaN NaN \n", + "\n", + " QA_Turbidity \n", + "61897 NaN \n", + "60295 NaN \n", + "18520 NaN \n", + "17349 NaN \n", + "20024 NaN \n", + "\n", + "[5 rows x 45 columns]" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at main table results (first 5)\n", + "main_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Sediment',\n", + " 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode',\n", + " 'QA_Sediment',\n", + " 'QA_DO',\n", + " 'QA_E_coli',\n", + " 'QA_Conductivity',\n", + " 'QA_TDP_Phosphorus',\n", + " 'QA_Carbon']" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Empty columns that could be dropped (Mostly QA columns)\n", + "cols = list(main_df.columns)\n", + "x = main_df.dropna(axis=1, how='all')\n", + "[col for col in cols if col not in x.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demos/Harmonize_CapeCod_Simple.ipynb b/demos/Harmonize_CapeCod_Simple.ipynb new file mode 100644 index 0000000..37657a8 --- /dev/null +++ b/demos/Harmonize_CapeCod_Simple.ipynb @@ -0,0 +1,1883 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cape Cod - Simple workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardize, clean and wrangle Water Quality Portal data in Cape Cod into more analytic-ready formats using the harmonize_wq package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Simple workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example steps through a typical workflow in Cape Cod to demonstrate commonly used functionality" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Install the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Create dataretrieval query using a polygon for Area Of Interest" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import wrangle" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Read geometry for Area of Interest from geojson file url\n", + "# NOTE: alternatively you can direct it to a local shapefile\n", + "aoi_url = 'https://github.com/jbousquin/test_notebook/raw/main/temperature_data/NewEngland.geojson'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map aoi (geojson is WGS1984 standard)\n", + "wrangle.as_gdf(aoi_url).plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Area Of Interest is made up of many small polygons. The query will be built from the total extent of these polygons, but alternatively could be restricted to the bounding box for just one such polygon." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Bounding box string for total extent\n", + "bBox = wrangle.get_bounding_box(aoi_url)\n", + "# Bounding box string for specific polygon by index\n", + "#bBox = wrangle.get_bounding_box(aoi_url, idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Build query\n", + "query = {'characteristicName': ['Phosphorus',\n", + " 'Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " 'Dissolved oxygen (DO)',\n", + " 'Salinity',\n", + " 'pH',\n", + " 'Nitrogen',\n", + " 'Conductivity',\n", + " 'Organic carbon',\n", + " 'Chlorophyll a',\n", + " 'Turbidity',\n", + " 'Sediment',\n", + " 'Fecal Coliform',\n", + " 'Escherichia coli']}\n", + "query['bBox'] = bBox\n", + "query['dataProfile'] = 'narrowResult'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Retrieve data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stations will be retrieved using the query criteria seperately after results. md_narrow is metadata documenting the query not used here but meant for reproducibility" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (8,10,13,15,17,19,20,21,22,23,28,31,32,33,34,36,38,60,62,63,64,65,66,67,68,69,70,71,72) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + } + ], + "source": [ + "# Query for results\n", + "# Note: large quieries like this can take up a lot of RAM and may give a DtypeWarning,\n", + "# set low_memory=False or provide dataTypes for columns to use less memory. \n", + "res_narrow, md_narrow = wqp.get_results(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...AnalysisEndTime/TimeZoneCodeResultLaboratoryCommentCodeResultLaboratoryCommentTextResultDetectionQuantitationLimitUrlLaboratoryAccreditationIndicatorLaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderName
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33ESTCRWA-ROBSTORET-591631481130809111433.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.012013-07-2211:01:00EDT11NPSWRD_WQX-CACO_HX30_21STORET-986369728NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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405953USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004662024-01-0410:00:00ESTUSGS-01096548NWIS-126738261NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405954USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744182NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405955USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744192NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405956USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744199NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
405957USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744200NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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405958 rows × 78 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 CRWA \n", + "1 11NPSWRD_WQX \n", + "2 MASSDEP \n", + "3 IRWA \n", + "4 CRWA \n", + "... ... \n", + "405953 USGS-MA \n", + "405954 USGS-MA \n", + "405955 USGS-MA \n", + "405956 USGS-MA \n", + "405957 USGS-MA \n", + "\n", + " OrganizationFormalName \\\n", + "0 Charles River Watershed Association (Massachus... \n", + "1 National Park Service Water Resources Division \n", + "2 Massachusetts Department of Environmental Prot... \n", + "3 Ipswich River Watershed Association (Volunteer) \n", + "4 Charles River Watershed Association (Massachus... \n", + "... ... \n", + "405953 USGS Massachusetts Water Science Center \n", + "405954 USGS Massachusetts Water Science Center \n", + "405955 USGS Massachusetts Water Science Center \n", + "405956 USGS Massachusetts Water Science Center \n", + "405957 USGS Massachusetts Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 CRWA-CYN20130809ROBTemp01 2013-08-09 \n", + "1 11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.01 2013-07-22 \n", + "2 MASSDEP-LB-5142 2013-07-30 \n", + "3 IRWA-HB:20130630120000:FM 2013-06-30 \n", + "4 CRWA-VMM20131217609SEC02 2013-12-17 \n", + "... ... ... \n", + "405953 nwisma.01.02400466 2024-01-04 \n", + "405954 nwisma.01.02400495 2024-01-08 \n", + "405955 nwisma.01.02400495 2024-01-08 \n", + "405956 nwisma.01.02400495 2024-01-08 \n", + "405957 nwisma.01.02400495 2024-01-08 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 11:14:33 EST \n", + "1 11:01:00 EDT \n", + "2 14:20:00 EDT \n", + "3 12:00:00 EDT \n", + "4 07:40:00 EST \n", + "... ... ... \n", + "405953 10:00:00 EST \n", + "405954 12:00:00 EST \n", + "405955 12:00:00 EST \n", + "405956 12:00:00 EST \n", + "405957 12:00:00 EST \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 CRWA-ROB STORET-591631481 130809111433.0 \n", + "1 11NPSWRD_WQX-CACO_HX30_21 STORET-986369728 NaN \n", + "2 MASSDEP-W2173 STORET-762955917 NaN \n", + "3 IRWA-HB STORET-853064665 NaN \n", + "4 CRWA-609S STORET-872379847 NaN \n", + "... ... ... ... \n", + "405953 USGS-01096548 NWIS-126738261 NaN \n", + "405954 USGS-01098530 NWIS-126744182 NaN \n", + "405955 USGS-01098530 NWIS-126744192 NaN \n", + "405956 USGS-01098530 NWIS-126744199 NaN \n", + "405957 USGS-01098530 NWIS-126744200 NaN \n", + "\n", + " ResultDetectionConditionText ... AnalysisEndTime/TimeZoneCode \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "405953 NaN ... NaN \n", + "405954 NaN ... NaN \n", + "405955 NaN ... NaN \n", + "405956 NaN ... NaN \n", + "405957 NaN ... NaN \n", + "\n", + " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " ResultDetectionQuantitationLimitUrl \\\n", + "0 NaN \n", + "1 NaN \n", + "2 https://www.waterqualitydata.us/data/providers... \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "405953 NaN \n", + "405954 NaN \n", + "405955 NaN \n", + "405956 NaN \n", + "405957 NaN \n", + "\n", + " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "405953 NaN NWIS \n", + "405954 NaN NWIS \n", + "405955 NaN NWIS \n", + "405956 NaN NWIS \n", + "405957 NaN NWIS \n", + "\n", + "[405958 rows x 78 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at initial results (input)\n", + "df = res_narrow\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Harmonize data using defaults" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import harmonize\n", + "from harmonize_wq import location\n", + "from harmonize_wq import visualize" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ppb' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/m3' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: '%' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\construction.py:616: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " data = np.array(data, copy=copy)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\construction.py:616: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " data = np.array(data, copy=copy)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\basis.py:171: UserWarning: Mismatched ResultTemperatureBasisText: updated from 25 deg C to @25C (units)\n", + " warn(f'Mismatched {flag}', UserWarning)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'deg C' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'g / H2O' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:391: UserWarning: Bad Turbidity unit: count\n", + " warn(f'Bad Turbidity unit: {unit}')\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'count' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...CarbonPhosphorusTP_PhosphorusTDP_PhosphorusOther_PhosphorusSalinitySedimentTemperatureTurbiditypH
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33ESTCRWA-ROBSTORET-591631481130809111433.0NaN...NaNNaNNaNNaNNaNNaNNaN23.01 degree_CelsiusNaNNaN
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.012013-07-2211:01:00EDT11NPSWRD_WQX-CACO_HX30_21STORET-986369728NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN4.2 Nephelometric_Turbidity_UnitsNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00EDTMASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00EDTIRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4CRWACharles River Watershed Association (Massachus...CRWA-VMM20131217609SEC022013-12-1707:40:00ESTCRWA-609SSTORET-872379847NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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405953USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004662024-01-0410:00:00ESTUSGS-01096548NWIS-126738261NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN2.1 Nephelometric_Turbidity_UnitsNaN
405954USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744182NaNNaN...NaNNaNNaNNaNNaNNaNNaN1.5 degree_CelsiusNaNNaN
405955USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744192NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN7.5 dimensionless
405956USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744199NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405957USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00ESTUSGS-01098530NWIS-126744200NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN2.9 Nephelometric_Turbidity_UnitsNaN
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405958 rows × 98 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 CRWA \n", + "1 11NPSWRD_WQX \n", + "2 MASSDEP \n", + "3 IRWA \n", + "4 CRWA \n", + "... ... \n", + "405953 USGS-MA \n", + "405954 USGS-MA \n", + "405955 USGS-MA \n", + "405956 USGS-MA \n", + "405957 USGS-MA \n", + "\n", + " OrganizationFormalName \\\n", + "0 Charles River Watershed Association (Massachus... \n", + "1 National Park Service Water Resources Division \n", + "2 Massachusetts Department of Environmental Prot... \n", + "3 Ipswich River Watershed Association (Volunteer) \n", + "4 Charles River Watershed Association (Massachus... \n", + "... ... \n", + "405953 USGS Massachusetts Water Science Center \n", + "405954 USGS Massachusetts Water Science Center \n", + "405955 USGS Massachusetts Water Science Center \n", + "405956 USGS Massachusetts Water Science Center \n", + "405957 USGS Massachusetts Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 CRWA-CYN20130809ROBTemp01 2013-08-09 \n", + "1 11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.01 2013-07-22 \n", + "2 MASSDEP-LB-5142 2013-07-30 \n", + "3 IRWA-HB:20130630120000:FM 2013-06-30 \n", + "4 CRWA-VMM20131217609SEC02 2013-12-17 \n", + "... ... ... \n", + "405953 nwisma.01.02400466 2024-01-04 \n", + "405954 nwisma.01.02400495 2024-01-08 \n", + "405955 nwisma.01.02400495 2024-01-08 \n", + "405956 nwisma.01.02400495 2024-01-08 \n", + "405957 nwisma.01.02400495 2024-01-08 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 11:14:33 EST \n", + "1 11:01:00 EDT \n", + "2 14:20:00 EDT \n", + "3 12:00:00 EDT \n", + "4 07:40:00 EST \n", + "... ... ... \n", + "405953 10:00:00 EST \n", + "405954 12:00:00 EST \n", + "405955 12:00:00 EST \n", + "405956 12:00:00 EST \n", + "405957 12:00:00 EST \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 CRWA-ROB STORET-591631481 130809111433.0 \n", + "1 11NPSWRD_WQX-CACO_HX30_21 STORET-986369728 NaN \n", + "2 MASSDEP-W2173 STORET-762955917 NaN \n", + "3 IRWA-HB STORET-853064665 NaN \n", + "4 CRWA-609S STORET-872379847 NaN \n", + "... ... ... ... \n", + "405953 USGS-01096548 NWIS-126738261 NaN \n", + "405954 USGS-01098530 NWIS-126744182 NaN \n", + "405955 USGS-01098530 NWIS-126744192 NaN \n", + "405956 USGS-01098530 NWIS-126744199 NaN \n", + "405957 USGS-01098530 NWIS-126744200 NaN \n", + "\n", + " ResultDetectionConditionText ... Carbon Phosphorus TP_Phosphorus \\\n", + "0 NaN ... NaN NaN NaN \n", + "1 NaN ... NaN NaN NaN \n", + "2 NaN ... NaN NaN NaN \n", + "3 NaN ... NaN NaN NaN \n", + "4 NaN ... NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "405953 NaN ... NaN NaN NaN \n", + "405954 NaN ... NaN NaN NaN \n", + "405955 NaN ... NaN NaN NaN \n", + "405956 NaN ... NaN NaN NaN \n", + "405957 NaN ... NaN NaN NaN \n", + "\n", + " TDP_Phosphorus Other_Phosphorus Salinity Sediment \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "405953 NaN NaN NaN NaN \n", + "405954 NaN NaN NaN NaN \n", + "405955 NaN NaN NaN NaN \n", + "405956 NaN NaN NaN NaN \n", + "405957 NaN NaN NaN NaN \n", + "\n", + " Temperature Turbidity \\\n", + "0 23.01 degree_Celsius NaN \n", + "1 NaN 4.2 Nephelometric_Turbidity_Units \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "405953 NaN 2.1 Nephelometric_Turbidity_Units \n", + "405954 1.5 degree_Celsius NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN 2.9 Nephelometric_Turbidity_Units \n", + "\n", + " pH \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "405953 NaN \n", + "405954 NaN \n", + "405955 7.5 dimensionless \n", + "405956 NaN \n", + "405957 NaN \n", + "\n", + "[405958 rows x 98 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Harmonize it and look at how it changed (output)\n", + "# Note: 'ignore' unit dimensionality errors will warn when they are encountered and replace with NaN\n", + "# Note: depending on the Pint version this may cause a UnitStrippedWarning\n", + "df_harmonized = harmonize.harmonize_all(df, errors='ignore')\n", + "df_harmonized" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Get harmonized stations clipped to the Area of Interest\n", + "stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df_harmonized, stations_gdf)\n", + "legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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qVatQW1uLV199FVu3bsWZM2fwjW98w/I627Ztw9133533fcsFUdkCtHwYdPZN3WgdBUDAYIcMTPO0ydm56pSpMuweuYoIngVBNc2C4kLD3Vzc+tDeOdJQPXoWljaSimagqrV492MYZlwIyjR1tKCjowMXXXQRdu7cGbc9rF27FhdccAEefPBBU9tAIIBPfOITqK2txTPPPAO73Z7XPZYsWYJPfOIT+Na3vpW13b/927/hi1/8IoaGhuB0pmf6DIVCCIUSuu5AIIC2trb4imYmQNEgKNgHREdkWc/KZplQzwLNfxIYOgaorriQoFgE8MyD4plV/L5pUdD7f5SCwkj9LVSgeiFE/QqZEpxhCiAQCMDn803ob964xw/tKioLUDENE+HKSKzkxqcxrSD27t2Lnp4erFq1Kr4vFovh5ZdfxsMPP4xQKARVVTE4OIiNGzfC4/Hg6aefzls4/Pa3v8WhQ4fwX//1Xznbrl69GtFoFMePH8fixYvTjjudTkvBMZMQNhdEnjNxxTcH8M2RkdiREITNDkXJ73MbV98UG0TThaD6FTJ6GwBcNTIdCMNMM6QnUgE2iNIzPwAYo4BYt24dDhw4YNp3zTXXYMmSJbjjjjugqioCgQA2bNgAp9OJZ555Bi5X/hGx3/ve93DhhRfi/PPPz9l2//79UBQFjY2NY3kLTA6EUCEcFZN3P9UOVPBnyDClyJgEhMfjwbJly0z7KisrUVdXh2XLliEQCOCyyy7DyMgIfvCDH5iMww0NDVBVqTZYsmQJtm3bhiuuuCJ+nUAggP/5n//Bv/7rv6bdd9euXdi9ezc+9rGPwePxYNeuXbjtttvwuc99DjU1NWN+0+UGaRGZWoNiMu+S3WOZgI9hmImhKF5MJUhRR5F9+/Zh926ZlmHhwoWmY8eOHcO8efMAAIcOHUoLntuxYweICFdffXXadZ1OJ3bs2IG77roLoVAI7e3tuO2223D77bcXs/vTDiICgu8nVDQGoz0gVwOEq3ZqOsYwM4xyVTGNyUg9nZkMg9VkQ6NngZBFPiMDdxOEs3rS+lMsiGLAUCdo6LRMTe70QnjnQTjK43NjJofJNFL/pNJZsJH6M8OhkhufWA8xTSGKydoO2QieBTl806rYDkVHQKd/B0QT1ewQ7AX53wNqlkDULsl9DS0GhPsBLSZrZDu8Cc8sLQZAA4RtWj0XhpkKWEBMVzImu0uCYrL4jm3yjM6FQNEw6MxrslaF+Yj8t/8dwF4F4ZltfT4RMHwaGD6lFznSURygyhZpp4mO6olzbCCjYFIxYzyYGUm5qphYQExXkgfAYrSbQkiLAv2HgFC/jNNQHXKwjwVNdbEBgAbeBapmWf8Yh0/JWhipxEKyJrZR6lTYAJtDBhJGBkHeBSwkmIJgIzVTWih5FvDJt90UQbEo0LNH2hqSfmBCCJDqksFz4aQ0KeGAXGGo5hgX0iKyFoYVQsg8N4pNz1GlR5crGhAeAoa7ZCbc8CAAIQsnuRsyBhUyzEyBBcR0xeaWdaW1SOY2qrv0B7m+t6QqzGL2ZdSioOTkg4D1qijYi6wqNyGksInptbW1sC44bMBot/k5RoeA4U5Q9Tl6CVSGyY6iCCgFrCCUElUx8bp6miKEkDmLMqIAFU2T1p/xQNFRIDKYoxGZVwuqUxqeU4lF8it9YfyISZObFrEUTgABA++CwoMZExkyjEGmmjZj2UoRXkFMY4StAlQ1R9Z1jo4kDtirANc0UJGMns3dRggIoUCvewfhW2D9Y1IUSAmR44eWPNgbQiKjACCg/yCgukCVrTK5YYn+kBlmImABMc0RNjdQ1SYNvRST7pvTJdFdNvWYCSOrbCNQvdC6ibMewPEslyBdNWUhDHIZ8rUwMHhc/q3kLLNMOkIUlrJblKgvCQuIMkGm1phmH6eaXzJFikUg6pcD3nkZvY2EzQlSHABFpDBInukbK4RYivusUKThOl9Pr+FOkLMWwpZ/fjFmZlCwF1OJLkzZBsFMHe6G7Mf1Wb/wzIHwzc/tiupbIIPj0q6j6SVMk1cPihQQsqRe/n0O5qEWY5gJJhaL4c4770R7ezvcbjcWLFiAe++912QvIyJ85StfQUtLC9xuN9avX4/Dhw+P6T4sIJgpQ6gOwDvP+qDxRVcrgJpz8rueqxaoXiQFQiwKRENAZFT3gEoWAkJW3fPOz8MBPaVBPvW0mRmH0KvCFbKNhX/5l3/Bd7/7XTz88MM4ePAg/uVf/gUPPPCAqY7OAw88gIceegiPPPIIdu/ejcrKSmzYsAHBYP713qeZToIpN0TVbJBiAwInzRHUQgV884GKJnOVu/CgDJ5TnYBFnW1R0Qxy1krX1fCQDLaLjupBcgKwe4CqFpmnSiggUOb4CYj0tb+YJvYdZlKZbBXTq6++is985jPYtGkTAGDevHn4z//8T/z+978HIFcPDz74IL785S/jM5/5DADgP/7jP9DU1IQf//jHuOqqq/K6DwsIZsoRFc0gdxMQGZKGdpsbIjUQbrQX1P0HYPT9xE6HD2hcmZZ6Q6gOoKotv3tXtspSrCPdQGgAiZWGhXAAAM6Qy1gwnlWA6Xz9r1EewSBT4bMPf/jDeOyxx/Duu+/inHPOwR//+Ee88sor8RLMx44dQ1dXF9avXx8/x+fzYfXq1di1axcLCGZ6IYQAHB7LYzR6FnTi1+nuqGE/6NSLwKxLIbxzxn9vhxdweGVcRt/byGiTsFXJFQjDTBBtbeaJzVe/+lXcddddae3+8R//EYFAAEuWLIGqqojFYrj//vuxefNmAEBXVxcAoKnJHAvV1NQUP5YPLCCYkoe6/5DV04i6dgOe2QXnUxI2N6j6HCDwnu6Cq0ddA4DDC3jncxwEY0mxVEwdHR2mdN+Zyib/93//N5588kk89dRTOO+887B//37ceuutaG1txec///lx9yMVFhBMSUMhf+6AulgIGOoEMmR5HQvC4QHVrQDCA0BkRHo6OatlvAnDZEAoMt3GuM/XJyJerzevehD/8A//gH/8x3+Mq4qWL1+OEydOYNu2bfj85z+P5maZZaG7uxstLS3x87q7u3HBBRfk3S/2YmJKm5RsrpnbDRXtlkIICGcNRNUsiMoWFg5MyTEyMgJFMQ/fqqpC0+RKu729Hc3NzXj++efjxwOBAHbv3o01a9bkfR9eQTClTZ7BdJb5mRhmkihcxTS2cz/96U/j/vvvx5w5c3Deeefh9ddfxze+8Q389V//dfx6t956K+677z4sWrQI7e3tuPPOO9Ha2orLL7887/uwgGBKG1etNAxnS+onVMAzK6/LEZG8lhaVwsdWwXYFpmAK92Ia27nf+ta3cOedd+Lv/u7v0NPTg9bWVnzxi1/EV77ylXibL33pSxgeHsb111+PgYEBXHLJJXj22WfhcuU/meKa1EzJQ4GToNMvZzwuGldC1J1nfS4REPbLOhKRYWlbMKKthZDV9nwLuN51GTKZNal/M6cOVcr4NfZDmoaPnewtufGJVxBMySO8cwC6GNS1Rw+m072LhArRsAKoXWp5HkVGgP63ZKAcBNKioomk0Oh9E1S3jIUEM24mW8U0WbCAYKYFwtcOeOYAQ6eB6LC0OVTNhlDtlu0pFgZ6/5iUMTbLD5A0wP8e0HBB0fvNzAyEntpr3OcXrytFhQUEM20QigrkGxA33JmfcDCIDoOiIxC2inH3j2HKDRYQTHky2j229kQyXxMLCGYcsIqJYaYYIpL2BNJkvqZshZG0aNKLPH98irW6imFyUXDBIGIBwTDjRut5XVZ1izvdEaiyDaJplV4sKQWbOyl4LillRkYErx6YcaMIAaWAVUAh504kHEnNlCykaSAtBu3YL4DBEwAUQFF1i6AKjHSCjv9KlltNpUJPLyDU/KyHFqnDGWamwysIpqhoQ2eAs29IA7HTBzR+EIo9z2hoHRrpBka6QaTJQbuiESIyJA3JRAD02tJEAEVAvW9BNJxvvkhFk7RDRIZ1AUGZE/4JlWtNMwVRcKAcq5iYckaLhYH3fmou+hMZBIZOQfO0QWm9JK/rkP89eR5RfEYvFBvgrJaRz8FeCEUFkQYpKKC7qJoFhBAKqG45MHBEBspBX0loMZhqPhgrEkdVIW+fmeGwkZphsnH0GYAi1scGO6Ad/TGg2PTZejNQcw6E6pYFgmIRWdVttEe2t1XIgdvA+PHY3BD2SiA6IgUAabpNgvTVhlmVJIQq03f3HpCV5SAAVUnYMYzrOmsh2EDNMGmwgGAKRhs4llk4GLN00gBbJRAdAgZPAqM9IHc9RDQEhPyIrwYAOeO3VcqKcanpC+xVQHREqpqEIs8j/T5WdxcC5FsI9B+UwkjuTDRQnYB37vjeOMPosIqJYTLR96b1ftWpCwd9MI8OyxWEs1Z6GcUiQKg/0V6ogL1SnieEFDqaqhua9RKg+kxfCJFwaFJsWZfowl4BqlsGDHcBwfelsFLsgLsBqGi29oJimDHAKiaGyUTMYvVgcyGe/yh5ACaCCPtB0WGZwVLY9Bm9kEZtIDHDFwJyhaABsOuvSb+MVC2BCKg9N2cXhbFS8M4FJdk3GIbJDAsIpnBUB6CFEq/jrqUi8+xcdcnz5AnpqqRUKArAZg6AIz1hn2/BmLrLwoEpNuWqYuI4CKZwfPPNrxVbXK1kmU3e6YMYi3AApEFaiwJaBKQ4jJ1A/fLsEdUMMwkYKqZCtlKEBQRTOO4msxpJtxcIoaR/8VWHXGEY5JlDXwgha0+TpleZU4CacyE8bGBmmImCVUxMwSgVddCM6GYybAYZZkSp9Z2FEndVzRuhQLR9jGtFMyWDUBSIAgoGiRIt28YCgikOnjnSfZVUOdYrIoMxOPlHlOeyOin/UvwsrkHNlBBsg2CYLChNHwBc9YnCbfpKIt0GQeb/E5njEqwQIiU7K/TAN4YpEQw37EK2EoQFBFM0lNkfBWav1VVNiLulElFCUFi5xBIh62oiFk3PozQzSqkzzJRSkIDYvn07hBC49dZbAQB9fX246aabsHjxYrjdbsyZMwc333wz/H5/1ut84QtfSLPob9y40dSmr68PmzdvhtfrRXV1Na699loMDQ1luCIzVSiuOsDbLt1PhQq46mRMhJEGIzqc1FqYB3rdNdZ0HEgXDkLV4ywYpjQw6kGMeyvRFcS4bRB79uzBo48+ihUrVsT3dXZ2orOzE1//+texdOlSnDhxAjfccAM6Ozvxv//7v1mvt3HjRjzxxBPx106nOQPo5s2bcebMGezcuRORSATXXHMNrr/+ejz11FPjfQvMBCF87SD/UZBaKV1QnV6AFH2814PdtAwrCSNoLi44LH44lS1peZcYZkpRREFGaiiluSIel4AYGhrC5s2b8fjjj+O+++6L71+2bBl++MMfxl8vWLAA999/Pz73uc8hGo3CZst8O6fTiebmZstjBw8exLPPPos9e/bgoosuAgB861vfwqc+9Sl8/etfR2srp2ouJYTDC9SfDxo6mbRT/8cQAIoDpvxLBqmqIyMZn3EJh08axBmGmXDGJfK2bNmCTZs2Yf369Tnb+v1+eL3erMIBAF588UU0NjZi8eLF+Nu//Vv09vbGj+3atQvV1dVx4QAA69evh6Io2L17t+X1QqEQAoGAaWMmD1G9AFDdSSZpvYYDYF4pZEHaLqQQEYCs2VB3Hq8emJKjXAPlxryC2LFjB/bt24c9e/bkbHv27Fnce++9uP7667O227hxIz772c+ivb0dR48exT/90z/hk5/8JHbt2gVVVdHV1YXGxkZzx2021NbWoqury/Ka27Ztw913353/G2OKjvDOB4ZPJO3REgZpIiOrEiCzMpkh0veRdGmtXgjhrJ74TjPMeFCE3Ao5vwQZk4Do6OjALbfcgp07d8Llym4kDAQC2LRpE5YuXYq77rora9urrroq/v/ly5djxYoVWLBgAV588UWsW7duLF2Ms3XrVtx+++2m/rS1tY3rWsw4qWgAhk8mKsMBkAIhyaspEtSL9STUTdIBSkg7hd0H1J5bsjMshilnxiQg9u7di56eHqxatSq+LxaL4eWXX8bDDz+MUCgEVVUxODiIjRs3wuPx4Omnn4bdPrZiLPPnz0d9fT2OHDmCdevWobm5GT09PaY20WgUfX19Ge0WTqczzdDNTC5CCFD9BRBnDwCImmIiBABERwHEgEhArhIUGwgCoBgoFoaoXyHtGQxT4hQcSV0ORup169bhwIEDpn3XXHMNlixZgjvuuAOqqiIQCGDDhg1wOp145plncq40rDh16hR6e3vR0iILz69ZswYDAwPYu3cvLrzwQgDACy+8AE3TsHr16jFfnxk7WngY6H9HrzVdA/gWQlFzJ8kTig1oXAkKD0IMdYBCfgiKpGRl1YDoiP5/ArQYlLmXTdA7YZjiw/UgAHg8Hixbtsy0r7KyEnV1dVi2bBkCgQAuu+wyjIyM4Ac/+IHJONzQ0ABVH1CWLFmCbdu24YorrsDQ0BDuvvtuXHnllWhubsbRo0fxpS99CQsXLsSGDRsAAOeeey42btyI6667Do888ggikQhuvPFGXHXVVezBNMFoWgw49SIQPJvYOXgC6HsLWvU5EHXnyQyrw6eBaBCwV0G469PyJAmHB6hdCoqGQWdeBpD+g4rXeGhYBYZhpp6i5mLat29f3Kto4cKFpmPHjh3DvHnzAACHDh2KB8+pqoo33ngD//7v/46BgQG0trbisssuw7333mtSET355JO48cYbsW7dOiiKgiuvvBIPPfRQMbvPWNHxHBAakP8Xqky2JxQ56+8/CAqcALSktBdCATlrQRXNENUL0upBKDYHtIYLgff3pedq0ov/KBX1E/++GKaIFJyLqUSN1IIsE/aXH4FAAD6fL+52y+RGG+4CTr8kXzi8EKojYUcgAiJDsIxlAACHD6JqFlC92FI3S6SBBjuAkTPyWq56iOr5MvqaYYrAZPzmjXu88dGl8NjG/90djMaw4qW3S2584myuTGb6Dsq/Dq+pFjSEAoqFkFE4AEDYD4pWQ4QHAFdt2mEhFAi9BCjDTHdk7ZMCjNQlmu+bI46YzGhhmVNJdSRUQYpdqpmieWRTDQ4Ao2dzNmMYpjThFQSTGcUBqM6ErUDYAEPNRLHc58dCQHQQ5D8q8yfZKia+zwwzBZSrDYIFBJMZZzUQCyWinFUbSNOAcPbsvHGMWtHhAalyqj4Hwl5V/H4yzBRTrgKCVUyMJdrwGWC407xTqDK4LRZCXtXg7JVJLwgIHLMoIMQwTKnCK4gZBmkxYOAoKNSLeAlPRzVQvQhCTYp4731THjMM0aTHKcTrOYj4+ZaozvT601oYiAxKozfDlBVKoubJuCjNiRMLiDKHiIBgP2jwhDQsUwzCLtNaCCHrRiM2Aur5A1C3AsJRqe9LWiVQVNofKJYo3iOErPGgKOnlQG0VQEW9dXRoNMgCgik7ylXFxAKijCEtBjrzmq4qEoCrRhbvQSK0P+GdZAP1HYBo/pB+dlKkM2kARYBYygxJCKCiWa4MYmE5g7K5zSuRVDhVN8NMG1hAlDHUs89sR3B6MuZ8EUKAoIJGeyHcdTLnqinSmSBiQZBQzR5MWghQXRA2F/KySzh94307DFOylOsKgqdzZQpFR4HA8cQOmzMeyENEoGgQFB0FJZX+FEIAo3rWXFddfgnEwkPmVN7ZznHVQyhjy+zLMNMBLhjETC+GUwopCVXaFiLDQDiAZKMYKQ7p0qrYZFZV0oDGC0EdO+MlQIVQAJtLejJRDIiMyMyusTAo2C/Ph2HU1r/syV96Zy1QxfU4GGY6wQKiXNGSA9lkjQWEB6UXUVrbMDD6PlDRACHsQO8BCN8i0OxPAHrmVTg8plOEwwOKRYCQX8oaLSoFCJE0aNvdMtBOsQOu2rTsrgxTVihCOmyM+/wsaWumEBYQ5Uqyrl9RAGjWwiEOAaFBwF0nhcnAIVkI1FkNowKcEObSoEK1y6pxrjqgapY8T7Fzwj1mxlGuNggWEOWKux6we3ShoKfJoGj2c2KjiQrRQtaNhqICmgYhMs1wZM1oaVtg+wIzMynXgkFspC5ThBAQLaulXUHuyPNMLdHW9DfL+fnkZWIYZtrBK4gyRrhqgDmfAHX/AYiN5HlSBvWQULIIgtKMAmWYyaLwmtSlOVcvzV4xRUM4qiBmXxr3RsqKzW2d016I7CsQdex1xxmmnDBsEIVspQgLiBmAEArQ9CHpVZS5VdxVdWwXV2SENsMwZQcLiBmCUlEH1JxnPdsXNqCyCULNIECI0lcgxj6hsNcSwxir7EK2EoRtEDMIxTcHFO4DhQelPUGLSf9tWwWE4tAH/AxfVC0MmbHSyM8Ukwn9IjFQdISLATEzmnJ1c+UVxEzDMw+CInLmrygQAER0JBFdnbxaMP7GwjICOzIog+3CAT3iWjdaB/um4p0wDDPB8ApipuH0SltELGReLVBMRkWrTkB1ACT01N5aUg0IwNJjiUozCpRhJgshCvRiKtEsxywgZhhCKNBUl17vIRUCYkG5GeSVIoNAsXBmGwbDlDnlGijHAmKGQVoMCPvzScwt0XIEwQlFqphC/SBHNVDVBqGw0ZphygEWEDON6AiEnlAjJ6m1H9IbAPaqhKoqPAAEIiDfwpKdETHMhKAIuRVyfgnCAmLGkVS7gZDDvU7ozW16+1hiv+pIpP9OJjoMRAKAgwsDMTOIAiOpC8oEO4GwgJhp2CsAxQHSwnIlkVVI6CsNw4AmVHl+LoNasI8FBDOjKFcbRGmKLWbCEEIBvHOTFExJrq3JW8avRh5fZC1H1liGYaYFvIKYiVTNkfEMI0lV51SXdHEVCqQ3U1gGxxkurPFVQx6qqVgQNHRKli3lQkHMDIAD5ZiyQQgBVJ9jvAIcXunOKvRIaaFIYWGvkseRFDwXi2S4ahIUA4JngYFDoJGeCXoXDFNClGmqDRYQM5VgLxJeSGr6l9SoAWGrgF5TVO6Pha1zM2VipBMUDhS37wzDTAqsYpqpDHYAELJmdKbZi9Ar0UEvWUoxeU5kWHow5VuMaLRHrlIYpkwRSmFqohINpGYBMWOJDMkBPp+lrV52NJ5mQ3WY3VtzhVVEhuI1rRmmLMlRdDGv80uQEpVbzIQzrimLIlVSiiNFsOShbvIfg3b6ZWgnd0Lr/B1osAPEOZwYZtycPn0an/vc51BXVwe3243ly5fjD3/4Q/w4EeErX/kKWlpa4Ha7sX79ehw+fHhM92ABMVNxN0h31Fy2BKKEYdrmhoyLGNt0h7QoaOBd6TkVC8m0HGf/CDqzC8QusUw5MMlG6v7+flx88cWw2+345S9/ibfffhv/+q//ipqaRPGuBx54AA899BAeeeQR7N69G5WVldiwYQOCwWCWK5thFdNMxTNHurnGgtLF1eoLSgRoEcgVgpKwOViRpZaEECpQ2SRXDJGk1OKhflDf2xD1K4rxjhhmyijUEWms5/7Lv/wL2tra8MQTT8T3tbe3x/9PRHjwwQfx5S9/GZ/5zGcAAP/xH/+BpqYm/PjHP8ZVV12V1314BTFDEQ4P4G6UdR20sNyZWgeCotIgTVp6Sg0rklcj+v8paZ8QCmCvlKsXQ+k6eAoUCxf4bhhmijFyMRWyAQgEAqYtFLLKugw888wzuOiii/Bnf/ZnaGxsxMqVK/H444/Hjx87dgxdXV1Yv359fJ/P58Pq1auxa9eu/N/WOB8HUw7ULJZ/I0NA2C8FRSwiVw1hvTiQYV/I115AWqItUZrtTQghVyKOKn2Ppq8oGIZpa2uDz+eLb9u2bbNs99577+G73/0uFi1ahF/96lf427/9W9x8883493//dwBAV5cMgm1qajKd19TUFD+WD6ximskodmlw1sLSHqEN6Qcs1ruGvSLbWphIJupTnHpUdiaVkwDZKnUBxDDTn2KpmDo6OuD1JlzCnU6nZXtN03DRRRfhn//5nwEAK1euxJtvvolHHnkEn//858ffkRR4BTGDEUIAnrkWR6wM1yQNzJmM2kSApi+H8/CQkjUj9KhtJyf2Y6Y7hRqopYTwer2mLZOAaGlpwdKlS037zj33XJw8eRIA0NzcDADo7u42tenu7o4fy4eCBMT27dshhMCtt94KAOjr68NNN92ExYsXw+12Y86cObj55pvh9/szXiMSieCOO+7A8uXLUVlZidbWVvzVX/0VOjs7Te3mzZsXz5hobNu3by+k+wwAeNoAZ03udgAQHYnbC4hI2hcMgaFFkqrU5XZ7lbYJAjxzIRT72PvNMDOYiy++GIcOHTLte/fddzF3rpzwtbe3o7m5Gc8//3z8eCAQwO7du7FmzZq87zNuFdOePXvw6KOPYsWKhAdKZ2cnOjs78fWvfx1Lly7FiRMncMMNN6CzsxP/+7//a3mdkZER7Nu3D3feeSfOP/989Pf345ZbbsGf/umfmnx6AeCee+7BddddF3/t8XjG231GRwgF1LASGDwJDHUkBnmLYkFEJIPewgHp8qo6AJA5qR8ghYVqPfOJXyc6CrjqIWqWTMC7YphJRkFh0+0xnnvbbbfhwx/+MP75n/8Zf/7nf47f//73eOyxx/DYY48BQHzift9992HRokVob2/HnXfeidbWVlx++eV532dcAmJoaAibN2/G448/jvvuuy++f9myZfjhD38Yf71gwQLcf//9+NznPodoNAqbLf12Pp8PO3fuNO17+OGH8cEPfhAnT57EnDlz4vs9Hs+YlkdMfsgU4PNAnrlSKBgK0eEzwNBpIDoqXVQpkkjlHQ5LY7PNlR4lTTGZooPSYxwMrybhaZPlSTm6mikDJrsexAc+8AE8/fTT2Lp1K+655x60t7fjwQcfxObNm+NtvvSlL2F4eBjXX389BgYGcMkll+DZZ5+Fy+XK+z7jknlbtmzBpk2bTC5UmfD7/fB6vZbCIds5QghUV1eb9m/fvh11dXVYuXIlvva1ryEazRxkFQqF0lzGmOwIISAUG4RQ5VY1G6J5NcTstRCzLgXcZo8IaFEQVAhXrZ7wTwWctUDdCqB2KWBPX+EJxQZRvRDCM4eFA8MUwJ/8yZ/gwIEDCAaDOHjwoEm7Asjf8z333IOuri4Eg0E899xzOOecczJczZoxryB27NiBffv2Yc+ePTnbnj17Fvfeey+uv/76vK8fDAZxxx134OqrrzZZ82+++WasWrUKtbW1ePXVV7F161acOXMG3/jGNyyvs23bNtx9991535fJjlBsEI0rQdElwGgvAA1wVEM4syThq14Iio4CIb9sr7oBp0+uWBimnJjsSLlJQhDlm7dZumBddNFF2LlzZ9z2sHbtWlxwwQV48MEHTW0DgQA+8YlPoLa2Fs888wzs9tyGyEgkgiuvvBKnTp3Ciy++aBIQqfzbv/0bvvjFL2JoaMjS0h8KhUxBJoFAAG1tbfEVDcMw5U0gEIDP55vQ37xxj84bPwmvc/zOFoFQBK0P/7LkxqcxrSD27t2Lnp4erFq1Kr4vFovh5ZdfxsMPP4xQKARVVTE4OIiNGzfC4/Hg6aefzls4/Pmf/zlOnDiBF154IedDWr16NaLRKI4fP47FixenHXc6nRldxBiGYZjcjElArFu3DgcOHDDtu+aaa7BkyRLccccdUFUVgUAAGzZsgNPpxDPPPJOXQcQQDocPH8ZvfvMb1NXV5Txn//79UBQFjY2NY3kLDMMwxScpXca4zy9BxiQgPB4Pli1bZtpXWVmJuro6LFu2DIFAAJdddhlGRkbwgx/8wGQcbmhogKrKfD5LlizBtm3bcMUVVyASieD//J//g3379uFnP/sZYrFYPBS8trYWDocDu3btwu7du/Gxj30MHo8Hu3btwm233YbPfe5zpuyFDMMwU0KZ1oMoaqqNffv2Yffu3QCAhQsXmo4dO3YM8+bNAwAcOnQoHjx3+vRpPPPMMwCACy64wHTOb37zG6xduxZOpxM7duzAXXfdhVAohPb2dtx22224/fbbi9l9hmGYcTHZbq6TRcEC4sUXX4z/f+3atcjH5p3cZt68eTnPWbVqFV577bVx95FhGIYZO5ysj2EYplBYxcQwDMNYIRQBUYChuZBzJxKOWGIYhmEs4RUEwzBMobCKiWEYhrGkTFNtsIqJYRiGsYRXEMy0hEiTNSWEAqguWcaUNCDYB4y+L2tS2NxARRNg95SsnzlTHpTpAoIFBDN9IC0CCpwE/EeB2KgsUkQa4PAC1YuAUD8QGU6cEA4AI92AuwlUvZCFBDNxcKoNhpk6KDwIOvO7RF1so46vYpNV7gaOQNgy5P0a7ZarCc/sSe0zw0x32AbBlDxEGqjrtaRyqCLlr5J7jT58WqqgGGYCEEiomca1TfUbyAALCKb0GekGoiPZ20RHsx/XIkAkxzUYZrwUJB0KNGBMICwgmJKHRnuQc45FsdwrhJEzResTwyRTpvKBBQQzDci75mG2axDgPwoa7CjCxRhmZsACgil5hKsGWaUEEQCRuQmRVDEBwMC7bItgio/hxVTIVoKwgGBKn8pZgJKjbK3u2WRKHU+kbxqgheU+LSJjJRimmJSpjokFBFPyCEWFaP4QIFTzgbgwIMBeBVS2QmgRPT6C5H4tLGMmkjGEBcMwWeE4CGZaIFy1wOyPgwLvAUOn5UpAtQEOH+BbCOGuB8IDgP9wbgFgc09Kn5mZA0dSM8wUI+wVEHXLgLpllsfJUQ3YKrK7xNoqAEf1hPSPmcGUqYRgFRNTNgghgLrzkNklVh7nlBsMkx+8gmDKCuGqAzV9AOg/BIT9iQMOH1CzWKqqGKbICEVuhZxfirCAYMoO4aoFWtaAIsMyPYfqhLBXTnW3mHKmTFVMLCCYskXYKwEWDAwzblhAMAzDFAqXHGUYhmGsEEIU5PxQqo4TLCAYhmEKpUwLBpWo7ZxhGIaZangFwTAMUyjsxcQwDMNYoqBAFVPRelJUWEAwzAyCIkPA8Bk9l5VLJjjMVMubmfGwgGCYGQCRBvS9DQx3IuFTSYD/CMg7H/AtKFlPmulBgaHUJbqEYAHBMDOB/kO6cADSKisF3gNUB+CZM+ndKhvYBsEwzHSEYiFg6FT2Rv73QFWzIVJmwUQEhANAqE/W2bBXAq4GCEXNcCGmnGABwTDlzuhZ5CzsrYVlckNnTXwXxcJA/0EgOoy4WmqUgMHjIN85nPgwmTKNg2ABwcwYiDQ5Ux44DIQHZYU671yImsUQDs9Ud2/ioFh+7bREOyIC+t9Oqq2RXMpVAwbeAdUth7CX8XMbC2WazrU0e8UwRYYoBjr1Eqh7DxAakIOmFgYGjoCO/xI08v5Ud3HisFfl2S4psWF4IHvhJQAY6sx+nJn2sIBgZgZ9B4GRLosDBFAM1PlbkJbnTHu64azJUWZVAK56iOQ2wV7kzCAX6pUrDSahYipkK0FYQDBlD5EG6n83e6NYCBjqmJwOTTJCCKDmXECxA4oTUBxSvSaPyv21S8wnkYacdgsAgFbk3k5TDC+mQrYShG0QTPkTHZUCICsCFOyD8M6bjB6NGYqOSGNzbFQO7s4awFmT5nUUb08ERIaA0R4gMiw9kRS7cTAhIJw+oPqc9GC55NVEfJVAAJIHMwXo/gNIALB7gapWCIevSO94mqEocivk/BKEBQRTdlAsLH3+oyNyUHTm621TerM4IgJGOtPVY2E/MHwGVH0OhOpIOUeTcQ+hvqTBPYnk2WpkBFAshgF3o1xRaZqFkVvoRtUY4quM2Fkg+D7IMw+C4ynKBhYQTFlBgePS3mDMdo0BzOaWK4nMZ0JUtkx4/8ZMqC+D7QSAFgL8h0HVS6TA0CJSII72yvPygaLASDdQNcu0W6hOkLNWHks/KSE04sJGf86Dx0EOD0SSu+yMoEwD5Qpa12zfvh1CCNx6660AgL6+Ptx0001YvHgx3G435syZg5tvvhl+vz/rdYgIX/nKV9DS0gK3243169fj8OHDpjZ9fX3YvHkzvF4vqqurce2112JoaKiQ7jNlBg11ynQSSFaJAIAAVGcWQ60AHD6gomniOzkG5Oohg3AwiI4AZ/cB/sPA4HH5N5SHgTmZYG/6vbUoMDpOz65cQXnliKFiKmQrQcbdqz179uDRRx/FihUr4vs6OzvR2dmJr3/963jzzTfx/e9/H88++yyuvfbarNd64IEH8NBDD+GRRx7B7t27UVlZiQ0bNiAYDMbbbN68GW+99RZ27tyJn/3sZ3j55Zdx/fXXj7f7TJlBRMBAiiFaKICtAnB4ZJyDqw5w1yd08Qb2KojZHy29XERaFIgFMx8nLbElIwSgqMhbSKSeD0jhYLU/7VySWywKRMNyGz0rBQwz7RmXgBgaGsLmzZvx+OOPo6YmsZRctmwZfvjDH+LTn/40FixYgI9//OO4//778dOf/hTRqPUXhojw4IMP4stf/jI+85nPYMWKFfiP//gPdHZ24sc//jEA4ODBg3j22Wfx//7f/8Pq1atxySWX4Fvf+hZ27NiBzk72xWYgDbLJfvtCBWyVSd46ujeP6gIqGnUhoQDNH4KY90mI5BiAkiGLFxFR9gGcKP/gK6sgwVgQeQkY0oBoUKq3KCa3WBg4/TIoNJDf/cuBMvViGpeA2LJlCzZt2oT169fnbOv3++H1emGzWZs7jh07hq6uLtO1fD4fVq9ejV27dgEAdu3aherqalx00UXxNuvXr4eiKNi9e7fldUOhEAKBgGljypjUGavhlZPyw5OrBAG4agFoQKgfCA+Upj+/YgfEOM2E8UEnj4GnwsL2otiRl5trLGy9X4tID6ec3mNlAgsIyY4dO7Bv3z5s27YtZ9uzZ8/i3nvvzaoK6uqSOtamJrP+t6mpKX6sq6sLjY2NpuM2mw21tbXxNqls27YNPp8vvrW1teXsLzONsVck/i9UfbP+0QkhpOePYgdGeoDuPcD7r0vvnxJCCCG9iSwpkkDztkMkPzsDd0Puc3MJVYoBgzPQHlFGjElAdHR04JZbbsGTTz4Jlyt7kZFAIIBNmzZh6dKluOuuuwrp47jYunUr/H5/fOvoKM8gKEYiVKduZDZcMPNAcSRkyGiPdA0tNSqaZIxBKvnKh0wzU2c1UHseRIr3Uvw01QlUzc5+bS2S+/6WXlBlSJkaqce0ft27dy96enqwatWq+L5YLIaXX34ZDz/8MEKhEFRVxeDgIDZu3AiPx4Onn34adrs94zWbm5sBAN3d3WhpSSx1u7u7ccEFF8Tb9PT0mM6LRqPo6+uLn5+K0+mE0+kcy9tjpju1S4Fgf+6ZrYGa8r0c7ABVL4RINWJPIUIoIN9C6Wk00pmk0tES7zOjekIBhAYpNFWgohmoaAVUe34Gee98ee7QKZgkkmIHvO1A79vIGUldYquyCUOgQDfXovWkqIxJQKxbtw4HDhww7bvmmmuwZMkS3HHHHVBVFYFAABs2bIDT6cQzzzyTc6XR3t6O5uZmPP/883GBEAgEsHv3bvzt3/4tAGDNmjUYGBjA3r17ceGFFwIAXnjhBWiahtWrV4/lLTBljLC5Qa0XA32HgMhg1h8skWYxSGpSwFRkUusUH9Ii0sgrVMDmthy4paqpHuT0SXVYsvuuUHSDtMV7rV4IOKohB3FlzF5aQgjANx9U1SYFFEWlkd9VByEEaLhLd4XNJJCFjNRmpi1jEhAejwfLli0z7ausrERdXR2WLVuGQCCAyy67DCMjI/jBD35gMg43NDRAVaVHyZIlS7Bt2zZcccUV8TiK++67D4sWLUJ7ezvuvPNOtLa24vLLLwcAnHvuudi4cSOuu+46PPLII4hEIrjxxhtx1VVXobW1tQiPgSkXhM0NNF4ACpwEhk5mbqdlMK4WS7efA4rquZ/CA4mdih1U2SoT51kJCsUOcjcCo4baRvdkSlWpqS7AMxfCWW3sKKivQrUDlRYrdc8cqZozt9aFle7+6pkZtj8hBEQBCfdKzsVap6iR1Pv27Yt7FS1cuNB07NixY5g3bx4A4NChQ6bguS996UsYHh7G9ddfj4GBAVxyySV49tlnTauPJ598EjfeeCPWrVsHRVFw5ZVX4qGHHipm95lywtMml+2DHYhHVRvqDi2c7vVk4LDQ9xcRigwBQ6fNggG6t5EWAQZPyL+VcuJDRNLTaqRHuvEKIWM7oqOQ70sXEkTSVuFtB+yVeQ84MmfTsDQo2yqkMMgXV60UEoO6IFZssn/JK5rhMzKyWpR5BboyrQchqCT9+4pPIBCAz+eLu90yMwOKRYDgWam7H+6USessVwlSjSMaL5y4vgR7Af+RLC2UxMBat0Lq+gPH9choC2wVcjBWHbox2zOmmSgFTgIjZ2B6HrYKoGaxNFLnOp8I6P6DTOth5HOyur+rHqhbPumz5Mn4zRv36P+3LfBWjN/mGRgJoeavv11y4xPnYmLKGqkekc4PVNEIdL1mndnV5gLqlqXvLxKkRQD/0VytELdWBs9KAZFJOADSdlG/AsIq2V6uOw0ctkyxgegI8P5+UMMFuYVEqA8I9+tR28hs8wmelTahCV6dMcWnNNc1DDMBCJsbaLkY8C2UenrokdXVi4DmD+c1ax43WY25BknHY6E8XEQ160E+110iwznOI2Ag20pHZ/gM4uqxrKsDAQznyCk13SnTQDleQTAzCqE6pHdP9cLcjYtJZDg9dbaht04eHAz9vVCz52FKvu5YGcxsvE9cdxCkaRDZ/PNjYQAZPKhMkLT7lDNlWg+iNHvFMGUEke4+m1pXgTRpLLcyA+Zbw2I8M898BA+QcVCnWFimVY+OAFASCfsyoq/UmGkHryAYZqIZ7Mg+g9aiCQ8gIQBHNYSjCmSvkkkIs5FBr09aNJG80F5lrjyXr0eRkt6ORnqA3jdhVpcZXmKZVhMUtwOVLWVaD4IFBMNMIESa9J7K3RKACjjrAO9cuauiRdZ3yIRil6VHk6+iRaWr7OhZxAdxoYIqmoGq2XrQXYNskw1hS4sop/BgunBIHdishETl7BLNlltEylRAsIqJYSaSaNCiZKcFqlt6JPnaZXoNIginD6jKEGgmbLKWdNLKgEiT1fRSDeIUA4ZPAwOHpWtqRXNuv3ursqE5bRcpaiZhA7wLpBMAM6GkFm8DgGAwiC1btqCurg5VVVW48sor0d09ttxYvIJgmIkk34mhS9ocyP+e9F6iGEjYZARz9TlAaEAPlFNkoj1nHUSqCmikB4hmMVqH+oBwAMLpA9WtAHoPWAuvylYIPd2ItJ/0ASG/7lWVw9ZgqwR882QFP4fPrNoqZ6bQSG1VvA0AbrvtNvz85z/H//zP/8Dn8+HGG2/EZz/7Wfzud7/L+9osIBhmIlHdUhWUK/Op6gbe329uR1GZKG+kB2g4P7cb7mges8PRHsDpg7C5QI0XydXGaI80mNsrgao26ekFgCIjQO9bsvZ1cn3vrO/DDlFhnUCzrJkiFVNy8bb77rsvvt/v9+N73/sennrqKXz84x8HADzxxBM499xz8dprr+FDH/pQXtefIeKdYaYGWcXOkaORKu0UmYSIFs4vLiFT8R5Tm4QHkxACoqIRom4ZRP0KCN+ChHDQonKFoRlBhUlBfNngYLiCSC1yFgplL7iUqXjb3r17EYlETPuXLFmCOXPmxAux5QMLCIaZQCiml+PMpmoRQkYaZyPUD4rmcE81IqqNcqRGjiZTmzxzLY10pwusfLyfMtSXKHsUUfgGoK2tzVToLFthtmzF27q6uuBwOFBdXW3an1yILR9YxcQwRYC0qNTVaxE5CLtqZQqMiJ5gT7FBBozFEoO2ourpuvOsmRAZTpRStcJVrxuSU4QCIVFhL59KcYDuBZWCUABSkLEGRM1iCJtFdbqZQJGS9XV0dJhyMWWqaWMUb9u5c2fOkgqFwAKCYQqAiICRrqSiOrqufvAEqGqWtC0AiNeHVi0GkUKrwxlEhjJfjGKAzZPmFpuRuPE62aUVUtCRERGuv19XrUwv7srz2uVI0ipg3OcD8Hq9eSXry1W87Ve/+hXC4TAGBgZMq4ju7u6MRdasYAExQyAtJgeyaBCwOYGK5nEleWNSGO2RdR3iUOLv0Cmgsg05DbxCBRDL0UYBHJmL71B4MHdeJkUFRs+CnNVxW0NG7JV6oF2q66reF6iyP3XLSraWQTmTq3hbW1sb7HY7nn/+eVx55ZUAZJmFkydPYs2aNXnfh0eIGYA2cBToewuydgDis1mqXQqlesEU9276QqTJ2g7ZGOkETEV+LKhoBGIRKcAzUdma7tZquk9q4R4LQgNylUEEslcCtedmLq+qupC5nCgl+sTCQTLJXky5ircBwLXXXovbb78dtbW18Hq9uOmmm7BmzZq8PZgAFhBlDRGBevbKICkDAcQLzfS9BQ0aFA5kGh/hQemKmg2KAXaPTKdhlbrbUZ0IhtPC0o4RX3Hof90NgGdu9vto2b1dEv3RI50jw0DP66DGC9MED5EGjOQQfEKNx24w0O1Mhdggii9ov/nNb8aLq4VCIWzYsAHf+c53xnQNFhBlDPUdNAuH9BZA30GQd3722SljTS7hEG8Xg/DNB0UapRooFgZUuzQqqxUyCC3UDygOoGq2XE1QBFCcQEUjhMOT+x6KA3nFKhgDkRAANGDwOOBLWUWG+jNX3Iu/Jz3XU7mn0JhGvPjii6bXLpcL3/72t/Htb3973NdkAVGmUMifPY9PctvBkxC+9gnuURmSb/0IPZOpsFcB9qr4booGgbP7gdgoEjEGJGfnNYshkgzKRASE/QnhkhqlXNGYXUUle2B+SQSM9qYLCKuCSlbEQiwgDMo0FxMLiDKFciVjS2b4DMACYuzYKgGbW68PnQHVZTmIyrxJbyUFrqXkTuo7CKo/H8JeKUuVBt4zxyUIG8gzL54SA3YP4KrLbqhOdcM0VhGp5BsrkW+7mQALCGZaEc4ReJVMuReUnyCEECDVLWMd5I7UFoC33dqQG+zNUZeBgOFOkKsOGDhkcTgKBI6AQBAVTbIvNYsB/zF9JZHqfaRmGIQs9jlrc8dnqG7TaigXRCSN5MGzcuXi9AHuhpmTq2mawgKiALRgP9C9JzFrE4rUITdeBMU2geUr8yHv2R3lNoAyltBwlxy8hU2uEpJdR2NhwFaR2X6QT6nQ4FkgEsjeZvAEyO6RQiEyJL+DnrmyLyNdQHgos/HUGKhTEIoK8rQDgSw1tH3z8/ZgomgQeH8fEA7ApEpTnaCGVTJrbaZzSdMj0dXSdssuUqBcqVHCT7y00QZPAZ2/Ne8kTUayDp2GNu9TUBz5z7CKjaiaBRo5k72RHmErKpsmpU/lBBElZvYUlfYBKEkzbw0I+0GREQi7RXSxlkcKcNJy2wNiYaBnj3lfsFcareuWyvTfVjUajH3eedbXrWyVfwePmzO+KnbAtxDCVZe7/wCIYkD375PUcCl1t7t/D2q9RNYLT0KLjACnfweE++OR5+SqhWhcBeHO796Tih4HWdD5JQgLiHFAWhTofCVLgxjQ8QKw4E8nr1OpVLZIFUCmimSGF2XrxezLPh6ioxbPVktXy4ycAXwL5Hdm9H25aZH80msoToCyJOCLRzRboIWB3oNA7VKg/x29b0YBISEFWc2StIHZQAgBVM2ShYZCegoR1Qk4a8amFhruSlS2y/QeBk8ANUukW/bJF4HoYFLENmS/VZsUuB3PgVovgTJTcz5NMiwgxgGd1YPOshEdhhbyQ8myfJ5YBOBqlLYIIcyDAwA4PEDTB6Dk40LJpJOXi6sAtBgoFgb63zavBrLWcNZxN2SPR9ByCBktJD2kmj4gcysF9fxKzhpAt1vkfAeKasrfRJEh0NAp6f0ETcZxeGabPK5M5PSsImDoDDTvAuD4LwBXDYSjTq7QAMBVLb/Do37AZpO2lM5XQQuvKC2VExupmTg5K2vpDJ+x1PFOBtS9Fwgc018lBfFoBKhuiNaPQKjshTJuVDcs4w5Uh/RsMmxA0SE5g09VFQkBIIsh2Fkt7VmhPt0NNgkiXcDkIWSCfRAVTUBFg9wKgEZ6gL43YXrfwbNA8H2QsxZw10vDc7L7b646GIAUtsd+AVQkVEfJwoscHnnPkD9eJ5v8JyBqSigLQJkKiNK0jJQ8eWZXy2eWOAFQsC9JOADxLKJaTA5I0eH86gswGRGqXdfTJ/2wbRWyHoJImndpkfQBPn4RC8Om4pBG5ppz5ezdq7sfG0JBS07hnc+gUpzvIEWDerqW1Gvq/w/1Ab1vA6deAvW+JY3LgO7plL2fpLoAp0xQZ7WqEUIAjqrEIKwoslZFKWH0rZCtBOEVxBihke78f3NVsye0L5kg/zHkiqol/1GIunMnrU9lSc0S3V01JHXmhjF6LD92Q0h4F8jkd4rNNEgKZzWoeolchaStNgzLaBZVk318KkQikquD4U75/rQcyQSJ5MCtxWSSQi0KNJwv04gMncp+s0gIwmltCzFhr0y4BmsxaJFRKPY8zmPGDa8gxoDWvRd0+re64TDHo1OcUJxTpN+PWGThTCVbcBeTF8LmAloulhMB1VXYilGxQah2a7tAZNhaFRVva/Vd1PsyjvKfpMVkhHfvASkAI0OZV0GmviT1faQLpNe/hmeuNEBHQ6DIqNy0qBRCrrr8U5YYwtRYTXXvG/N7mzhEEbbSgwVEnmjv7zerbYSCzB+qANo+Ngm9ykA+qRKUHOmembwQNhdE/Qpp9B+3mkBkDDojkgFzmU+1uqcuHGyu8dmZBg7LfEwFIaQNDgDZvTIeIzoqv5uxkHytxUB1y4DKWQmjdDa0aEIlJ0i6wJYK5SkfWEDkAwV7gQE9aIhIflFj4SRf9hQ99JzLoExR8RTSYnpAEnS7Q0T2N/UH6Gmb/M6VM4VEo7sbMnvkaJH8DL1xlWKSfcI59myrFItI19wxn0jp37FYGDTaK13CrdxxI8PA6d9BNCwDosGMQoIMg3x4VFdljbESHzNu2AaRB1KnT/JLnloY3nA1VByA6oCY/6dTG1cwelb2MRZM+QEJ6cduzCidXFy+qLhqgGErbyP9MzBUMKnfDYc3eyT7uCNsKRHsZuzRorL2NRFgr7IuGhQewLgN26kDts0F6ns7ex+DZ2XRpZGzgHeWHr+X5MFEJNOIDL0vVVFkl+epjtwZZyeTMvViYgGRD8E++aNKFQ7JaGEZlTzFHzQFezMEJpFu4JM/LsH5l4qLu0mqVIxBMtWoS5CDva1KTvYVp4wvcNZk/c4IxSZTaUSy5NYSIn1w9s6H0JMEEmlA4Liuqkq0I3cj4FuQuWhQPhizfko1YhOoogXo3pvjAgLU9y4QGgQGuwB3DcjmSjwTLQIa7ZPqKSIgNCQnY25X5iDBqYAFxAxGCIsvo5BBPE6f9HknDYgMgWJBCHXiiojnxFCFZSIWkv118AqiqCRHR2fy+CFNqv/qV0CM5fl72oCsM/EkjzWHD6hqg3DXy1sSyXNDfemnjfYAkWFQ/QWJeiD59stWISciRNYDtbcdQnXmtxYZPKkP/gF9RR4FKfpKIVW9JiAnY6N+wOGGNtgFxTN2QzyTH2yDyAd3Y0ruHAF422RgkCI9T4Siyh9X75ugyPCUdJPCQzKVQy4UO1cDKzbDesRwPgFs+QZa6ghXLeCbb33QVgE0XQS0fgRovRSiYWVcOACQxmYr4WAQHTZFOwvVaYqctugN4KqFaP4Q0Lwm/XukOKT7b/Ui6fqbs2ZGkhouFpXR35omVaGqU7q2kj67jhc7gjxOGtD1ao7rTxIcBzGDqZoNnH0z8bqiHlCdaaoBYaw0Bt6Vs7LJ/tCTVUtClX7pcbdALTGzrWyZclVY2WFkXc3HcBoaAGnRMaWKEJWtMlp5pFt+zkKRFelctdk/y5ypLiCN0sm5jaqXSFfpqMVEx+YCapbKPtncQOMqGUQXGZZ9cpoLGVH1QqD3rfTrxBvoKxDDRuOuBoQSf0/SFdYr24T8CWeAWBiIafFiTFNPoa5Ipfl7ZAGRB8JVCxJCnxgK/UeQ5QPVwjKxmMMHBPtk7hotKlM/e+dZGweLgU3/sSh284zESOugKtKw5+AqYMVnjD9wLSptA6PdcpZPJFegFc2ZE+jZXIB3jKnZ83F51tuQFpVBbcOn9X0iMSCrTpkAsrI1TbAJmyvx3Uvtc+0S0NBpObhnXFkJ6ZlU1QBApE+8FEXKXWe1VEMJISc7CgDP1ASjzhRYQOSBEAJUvUhGs6qO/LJZhgOg9/fLGZ8+eBAIOPtHoOkiCCOFQjGxe+Sy3mrJaiTsU2yy5jGThuFmOa7VlbNaztaTEyNmRJGrgIF3YYqCjg4DI2dA3oWJSnGFkk+8C8VAp1/RA9aSV0DG7F4Bas8dm91ERyh2YM46meDSfzRhU3DWANEwEBsGIGQqDSvhYKqhLaSQCg0ACAPQIJpXj7lPE0J5LiBYQOSLaFoFGu7MUQUsAQ2eBEZ6jFd6Dh2p4qHTvwMFTgM2h/Q08S2Qs7ACoVhYzsQyDVDGKsjI6snEPXwo8J5Uk0CAKpshfIsgxhLLUtFkmgxkxV2fLhySCRwB2StkDetCqWgCQrmKEwkL4WCgC4neN0HNa8YlPIVih2i8ANSwXHojCRuEzQWt+02g/4AUQI6KPK4t5Mqmsklmkw0OgDpfg5i1Zsx9KjrsxTSzEUIF5n8a1L0XlI9L60gP5I+LgGgIacvrgcOAEHKAOrMHaLoQomF5gb1MSelt+UaQZ+DV9EPT5EAG/3E54NncQP1yKBmCAok0UNdu6c2T2AsMd8lqcU0XQaTEEmRC2NxylTlwGCbDayp6vEzW/EmAdEmtPieve2fFVSdXltncZIly9ycWlMbuPAsFWSGEaooYF43ngXr3A1osP8EjdG8tIaTtIRaR9g0WEBMGezGNASEUKM0fgPAtyPqFJiiJ6OWoHntg2dDYr4G694D6LGoPj6V/+Ro9y9DFVQsHgMM/lBXUoiPSiBnyA6dfgXbsF9ZRuv73UoSDgfREop69clWWJ8JVC9Sfr+dmcsP88xLSO6jhguyDtUFoIO/7ZkWLys9b04M8YxE9q2+GjLCKU3pGqW6YstJCjK3OeR4IIaShuaolpztsQtVkkz027GhTkzB5xsAriPHgbpJLXSsPEVulvmJA9khP4wtP8X9APfuAmkXjLuQuFBvIVSsD+7K1y+QyOZ05/uuEN0yq8A4HQO/9FJi3Ufr9B47LZ2TlpZMMacBQB+DLv+6AsLkAzxzAM0cKpVhQDsg2V1yA0xhGNYqFZZBbNChXHp65EHlmMKXoKNDzhxRDta4yIk0KAKGvchW7/O4mY3PJ73BkSJ43EXWTHW4IuxMUSVnVKnbEhZeWpP6yVej90PS/pSIhytMIUdAnvn37dgghcOutt8b3PfbYY1i7di28Xi+EEBgYGMh5nXnz5slYgpRty5Yt8TZr165NO37DDTcU0v1xI4SA8MwFapdJYeHwyaW37xyg9jy9CDvllwogeTCLjuYXx5DtcvXnZ2/g8KalYJjuaP4TUqWUbZkeHQEd+zmo8xXppRPNI+MtBCjkH3e/hBAQNjeEo8q8ustnBefwgvreAfX8AQj1gaLDQHgAdHY/6P0/glKqyRERSIuZV0q9B7JE/ycFuAk1IRxS/fKT1ULjyO2UE6dHptOAIj8NQ1ApDvl/xQ7YK0CKExACwmZD3Jjt8kmX3FKA4yDM7NmzB48++ihWrFhh2j8yMoKNGzdi48aN2Lp1a97XisUSgWhvvvkmPvGJT+DP/uzPTO2uu+463HPPPfHXFRUWxeAnEWGvlIE8KZBnLvD+/vFdtEAPI1HVCjR9ENS9B2kDoMML0bau/GIg/EehJ/HJ3s6YSeed4XSCZs3u5uwZWgFA00BhP4yZpfGZSbXMqBz8G86XrqnDnTKWQYsCECBXnfSqMpI2Zr4JQApg14PZrJ6fEPpKQ5kY25Wi2/JUO4QWyxhYJxQbKJ7JVcjgOUclRNuHi98nJs64BMTQ0BA2b96Mxx9/HPfdd5/pmLGaePHFF/O+XkODOXJz+/btWLBgAT760Y+a9ldUVKC5uXTC6olI/ghJ05OfyYFHqHag+YOgky+M/aLjtA9QOADyvycDnGxuoO3jEKM9cgYsVAhPG1A1a9zqq5JmDHYCaBEpIOJxLbnaFz8hnLC5QL5FgP+wdYPKNukFlxQwlgpFR4DwMOB/NyX3lp4AL58AOaO9sGUXrkSAsEshVOwsxVoUJFQICKlCyyTohYCAoue0MvqlgQZPQnjnFbdP40GgQCN10XpSVMY1WmzZsgWbNm3C+vXri90fhMNh/OAHP8Bf//Vfp/04nnzySdTX12PZsmXYunUrRkasktJJQqEQAoGAaSsWRATyvwc6/gvQyZ2gjudBx34KrXtf3KgpPHOAmsX5XEz/jwAqmyHGmGWViKB1/wF09Ccy2tv/nvTsOLkTFBmGaL0YSuuHITxtZSccKDIM7fRvpS993j/OZKmQ43kQAYMnQcUyGCch3A1A3fmAqzGhSnHWArXnyeJBSnYvOSEEMHAoQ2LGsXYmTw+iicieGgxAxMKIr9Zy9UX3DqNYRKrISqlokChgK1HGvILYsWMH9u3bhz179kxEf/DjH/8YAwMD+MIXvmDa/xd/8ReYO3cuWltb8cYbb+COO+7AoUOH8KMf/cjyOtu2bcPdd989IX2kvreAvnfMO6NhYOCoHEy8bYDikFGkgRPWsRNxwZDkmmqrAg2e0mf6eX5ret+UnjvJ1zIYOAJSnRCNq/J8Z9MHigZBnb+VqwehAshD/SFSfo2GqsJyKZFoRwPvQTQV/xkKeyVQvTBtPwUHcp5LRBDZYnLyngwI3WCdo70WlQbiYqM6AWgyTkjTS7cqGTINC6H7dGgJTzAtCi0agmLLlfOJGQ9jEhAdHR245ZZbsHPnTrhcE5MD5Xvf+x4++clPorXVbEi9/vrr4/9fvnw5WlpasG7dOhw9ehQLFqR7mWzduhW33357/HUgEEBbW+FFcig8aBYO0ZD88bhrAT36lYJ9ckk82g3RuALUdyQ9YVp8sCK9sI8G9B8G9b8r9cftG2Rqjmx90aKgbHluAKDvIKhu2cSl95giyH9EVy0ZfvGO/FRNqa7ARq4qaLp6Q0nyoNGAaEyvkTCJ5BEgJ/N+ZYldEArkCilbfIM+Y4+F5UBtNSkxJjLRUXO+piKgde4F7Pr30ig7GosCMT3OQUkXWgJCrtLjdTYgXZWnugAWx0EAe/fuRU9PD1atWgWbzQabzYaXXnoJDz30EGw2m8nQPB5OnDiB5557Dn/zN3+Ts+3q1TLE/siRI5bHnU4nvF6vaSsGFDiG+OwyGpI6bacXorLJ7GVlnBAZgqg/F5j/aWnQFkIfhJKS6al26W5ozGRDftDRn4FyGAVpqFMKF6Hqm8XHSVq89GNZMXgSppm/ouoBaNkQ+uBvhZJIK2G4Vca1f5NbO0O462QQX5YKa5RPUkDVIeMarO+S+L5oYd31NeV+xutwAKhemDFH1HjQeg4C4e4MR0ka4q3ePyVVRxQ2+dmURGW5QvRLpatnGtMKYt26dThw4IBp3zXXXIMlS5bgjjvugKoW9kN64okn0NjYiE2bNuVsu3//fgBAS0tLQfccM5FhyC9wNOHVUdEQr3xlSahfJhmLhdIHcSN3j2qXaipAXj8yDPQfBeqs3fi00bNA1+6UAc+YCafUIyilyltFgMiiTgCgl6J0yRkxaYlnayR3Myq6JRtCjcFGi5gHm6RnJqom3y1YeOeDAsfSvlfxfFHuJrmyyapmEjJwLzIkDcyxsHRgEDbpTm1ysR6RqwjFkdivheVzqF4EUeTVA4aOAoqSsDcbWV3jg78AosG0mI/4Zy/0CYEWASpKx3Gl3BiTgPB4PFi2bJlpX2VlJerq6uL7u7q60NXVFZ/ZHzhwAB6PB3PmzEFtrfSjXrduHa644grceOON8etomoYnnngCn//852Gzmbt19OhRPPXUU/jUpz6Furo6vPHGG7jttttw6aWXprnZTjiKA4jnroFM3pdj5kqA7lWSJUcSgNQ6uzRwFHDXgsKjMlFgqE+/hoL4YJd8PiEx26UkoeCszvPNlT5a79vA2QOAzWG9YhICsDmTcl/FgEhSNLsWkQFg8YI0evyEvUo+J+NZxsIy349iA1XNmfT5naiUg55csSZDEJWtEN55oJGezJ5QAOCslmpKh0cmuUu+SrAXGDwFGK60zmqZGdVRLYVOLBiPSSi2W7QWDZqFgxZDWtEhPciQhCpdYJH06xFCz11GICFKw/5QpiqmokdSP/LIIybj8KWXXgpArg4Mw/PRo0dx9qw5Ydxzzz2HkydP4q//+q/TrulwOPDcc8/hwQcfxPDwMNra2nDllVfiy1/+crG7nxPhmS1/tPHlbx5aOkO3bf6aW7RJcb0c6QYd+7mF6kT/MZFiVn/EZ8eqvA9pcpBwjz9/TimhnXlNz3UEXU/tyPzDUhQpJIQNsLvk/2O6vSg8pLexSWFROStN3y1UB6iqBRjphYgOSaEzyYjKZojKZun4EB6S0diuukRMREWjzAs2eCL5LAAE2L1AdWYvOuGqy5xXyeaW20QRPJu0ctDShUMy0WEgpuplSPXIb1MEdYl45pWpgBCUSdFZZgQCAfh8Pvj9/oLsEUQEOvUSMNiR0FnXnpPThZSGu6Shz2q2JC+sG6tTjjly/FAN+0MqWkwuMuZuGFtW0hJFGz0LHH8WSYYBPR+PxQ/TqOpm/K3WI9xHzsjaBIMn5OcmFKCiKWMOq/idlEqIhvMm5H0VA4oGZV2JaFAKPVe9DIos0UFHC/ZDdO0CoLur5hHRLm12trTPimIxKPM2WJ5VrN98Nox79L/0r/BWjV+oBoZGUfPRv5/Qvo4HzsWUgYw2hdGzcqA3vtSkSaOys9qyfVy3Gh2VOwxBkiokrLxS8km+RzHEvVESN5XL8PZPjiuHf0nS+xbMAwnJQDGbKyUyWsjaAqobcFRBeOclnkHVLEB1yYBCQXJTbKbYK5ivJO9E4RI1IUpk/qe5U92NvFFcNUm+VfnMTw31YMz0m5DqpxJZQZQpLCCSIC0G9L8D6nsHiAzJL6B3HkT9MghnNWikG3TiOcRdK0l3IxzuAWwVINVhaVDESFJ+JSEQ95hJRtPMXhtC5CcgMmGvKh/hAGTIbkpS8EaDCd95WwWUtnUZL0N9BwHD999WkXPgJwAimwqEGR8kIMRY0hYCZmGiFK7WKSZlqmJi8atDWhR04leg7j/o2SshB3H/e6D3fgpt6AzozG5Iv3LD0wKID/b+Y8BorxQy0IVDZBgYOp3uaZIasAUkcjCpuvFVsQOq4b5qqJEyfYlSfmZCjCkD6bQgq7DUjc1aFAj2Qxu0znNERHoOJOPzy8/rbkboYCcZMe8y/bnmMzCmtBGKbuQuJfdQdnMta+j9N6T6KP2InNmf+k3C48VACN0mqBugR3tlDWrVgZzDimFQBqSv+uLLZe3d/iMyZYbNJi9hdydSHGsR6ZOeFhCWol6yuSBq80jzMZ3wtudMYx7n5K+hedshZl0CkRqVm6zGiwRAqMv605RzAP6ZFBshVKDlYpldN1cSwLh9T+iTJX1AzRUsyBQMryAAEMWA/kPIOqhn+xKnpew1tNpZZgeU1EYLQ8RGZeqFimYpHIQCVLXI2sT2SulV4vDKpHuu5LTLKfYHmxuYs75kDZTjRVQvyBLkppOcAjtwDNT5qvkaQqQnQ6TMao546GLF7DH2lskH4fQBsz6a7phhapT0/bY5E84FQuj1NkokxqdM032zgABkBlQtV5qGLC6qyaguJB5rsnAwjNNkPesxUlF37ZZ/3Y3xgvPJEdoApFeSkY4hrnoSQMP5EO2fgmKf2jToE4FQnbIiW0ZvMZGew8d/VKZGSW5Vk1TGMxYFAqcAJAkDnfj/o6MgGkO2WGZMKI4qYO4GPUg0eZA0Vgv6520kNNR/A2R4qBWYvaFosIAoY/JKbGbEF+goDr2+sEv3pNFfJ7thJm5gnCT/WMyYCALU+zagBYHKVgi7WxcIAokYCr0tkUy7rLhkwJjNDtQsglJzTrpKpUwgo5iSUJJsMkritaJvqau1wEnza9/8ROAgxQCKAP4O02cSFw6hQWDwNND/7sS8KQaAFBKifplcIajORMI+Y9BUnVJtiiTHD9KAoL9kB9ZygZWrgNTxO7y5C6zYq/SVhv6lTLVH5LPCECqApGWxEdh2cqesZV2zMKHzTvvyy3sIPTkd2R3SLlI5G0rD+bnvPQmQFgECJ0C6PUdUNAKeOfnXyzauExkBhk7FaypT8vNNjSBPJtm2A5GWZkQIJclZTEgPKJuQzgQgULJAjgalvSfYO6a+M+NAQBqdBQBhS6QUEUJ3E9c91bSYLJJkpK0RJTKElakXU4k83alFCAFyN+QWEMm5lCwyTVomF8sFxfS0GAKobJTBQDkHPh1nHVB7LpQSCYSjkfdBp1/W7TW6KiBwHHj/j8Dsj0KYbCfWaFoEOPVbc64gLZY5BXT2HgFOX/puw0stnnRxVP7fiMwmLeEIkCkJIlNcHNUAEqu91N8AkQbEtKT62nqkfIW52BhTXPibb2CvzDEQKInjVoP1eKAkzbfNmVea58TqRYVo+VDpCIfIMOjUi0nG/KT3FguBOn4jI36zXUOLAsd+IXNOGcZICLmiIsr9zNPsOwLkrk9vF7+eLpiN/sZCiVWDgWoHKqdvMrhpkyihsjkPJ4QopFchAGiAIKDm3Eno3MyFVxA6wubSa96muM7F7QC2lH2F3My4j6H+0K+fo4qYIZgIgKhoypneYzKhgSPWKUQMtAio7yBE48rM1+j6vV4AKGm5Hn8eRv6dLLmsUo3/qhMIHAfqzQkm4Z0DvP9m0oTAInARQk8IKCCqz8F0grSo9OIKHJNGdqEClbMgqhfmrDEyVQihgBpXAd1/0D9H+TnHMxpQLN2RpKIFiq1EhjBWMZU53nlAz+u6DtRCnZHPB5jPyiK5epehVjdc+Yz6vBnuRUSye/aqohdvKZjAidxt+t8F1S6xrCtAsbAMYsv0nIUAoMKUpRZIeBQbwXKAfJ6KQ6qlBk+ZBAQZzz8WBuxGAj4hY1FIQzz40djvrJlWyQ5Ji4I6f2cuckQxYKgDNHwKVNEKAU2uoiqaAHdTyTg2CGcNqPViWetj+Iye5TUqV56pAtzdCKX1w1PTUStYQJQ3wuYG1S3Vc/5YkDywJ+esN11EJB1PyvBjKi9qBMfpjz7ZiBoZ0tMYZ+ijEDIGwju/pFYPALLXJYhDoIEjEPXL0w/lEwSXmu0WSAzoQpHxI6nJ+5IECpEG6nhRN0gDiboQurpJqObPUItOu1Tp1P+OnsI77Yh8T8OnQXY9hXeoXzoUNKzM+r2bTIStAqhZAtQsiSv/tJH3Zbr7WEiqgmuXQXGW2EqIBUT5I+rPlx4UvW+lzFRT1E7JBWcyYVpJEBKlH41qcnowXHRUN1RrQGQEZA8CqtPCSEeyzrV3QckFwVEslHATzdU3/zHASkDkjZW3WKYfpzAP8H3v6Kk2dEiDKdCQYmmXFp45BfR1ciEtpq/ksq1iDWGo6/tjo0DvG6DGD5Tc98pAqWhgY/QUwQIiCSGEVEfULpFlOrWIdHvsfBVxFUayu2bqSsIkFERC5RRP7Ef6+BaT8kKo0sU2OqJX+3LJxH6uapC9Kv6DJdKA8CCEt700f8SRETnY5qOq0ELW+121sB78U7E6nikfK8kIbEgBS/2H5G7DrqTFZDZQK4FvxJpUNOXoTwkRHUlXwVmhaWb3lMiQVEk5S8PhYXqif6cKOr/0YAFhgVBsgKdNztpPv4L4oGQM7IYXDGAWDsZmMrIicb4pZ5K+ajBcK41ZuFCA0T5gtB+kOuUp0aDUxcYiENULJ/rtjx0j91S2lVVc7WYDhQYgUlQ3QnWAvPOAtApqqeePAd/8RDlKLaKXizX6bJMJEmNR+X+rTLpzPlFUgUxaVHelJsDuhVBzeO2MlXzVjmlvSQDBfhYQhcAqphnISFeiWpcRsWuomwyVk8mWkJIXKdnmYPn568v9+ACrJdk6hIyq1ksuAnYgFoQ20g2lxGa1wl4JctVJO0KqgZ+S1WuQLq/Hfg6qPReiYaVpABYN54PCAXNgWvLAnclLyqi4Z9hzHB6ImsUyVXtcUKcMnopRdU/om+HyStInv30jlCLp5Yk0wH9UBv7FVZUCVNEM1Jwz5iDCjNgqAFulrMKWDcvgsmniDstMKiwgskD97yLuh58cPU1AWqnPPFNHp9/EqAMhzPsUuxQMplm5AnS9BqpdFledlAqi8QLQyefN/c3m9tp3UBocaxJZZ4ViA2Z/FBg8JYv6RIaQKLZkNYAJWfeifZMMdjRSplsEGwrFBqpo1GtzkJ7OISlinfTZvFoBseDTRVs5EJGsoR1MzRRMwMgZWXek8cKieBIJIYCac0Dvv56lkWpxLwIcFgGFTP7E43YKOL8EKc1elQrBgUR+n1TffCHMq4KCBhQyf0GEkqiSlpbOA6C+N+VMu4QQlS0Qsy6VfY8LvexQ71tydp18HaFAeOdAaVsLZf6fQMz/k4SaKHUZpjogZn0kkcRQtcstw2ch6nR3VyVFuCf/jY2Ajv86Z9/zJthrIRySiAxKQVEsqtqSalGnetkp1rWmVVfm+tRMnogibKUHryCyoahALFVtlIxI/FXUhJ48zwEyDhFMslpJXTmk35cCx6TXVQkhvHNkfMZQB2jgqFTRZSM6CoT80hic6ZpCBWZfCgyeBPUflgOq4oDwzgOqF6a5Z1JMtzUoqlxdJKuwqlpBSlLiQys3ZSIg3A8tNAzFWTmGd5+BZK+pTAydBqqKk1JcCAFRuwRUNQs0eFKuwhSbHiU+mi48hQ2oW16azg/MlMMCIhuu2kQt6UwoSbl6DPWTYcTOVQglGaH/Y9ggsv5gSRoVp5B4tO7Ae3Lwcfggas8BKprl4B0ZAo10I6duO4+CL0Io0p7gnZf5MrEQ6P0D0mZkXNPuAeqWSsEFQOt/L+HwlDUgD8DpF4H5m3L2LSc50ovk3WaMCIcHou68+GsiDRjpBoZPS68zRZUrs6rZMpU6UxjZvlP5nl+CsIDIRkVTIqjKipQ03HJf0mvFloeQ0A2j0XCSzj6T26ZxmJCapXQyocgI6Piz5oCsYB8o8B7gWwjMuhhw1iKncBAKkCX1AxHJpH2xkHQBdtVbznQpFgadfEH3Ukq6Z2QQ1LUb1PeWXJWNns3P24QIiI1kb5Mv+Rigi+3NZIEQClDZIjem+JSpDYIFRAaIYtaZQJPJNtM3fO2hAshW1MQw6CbNpLWoqTiKJaEBUDQEYZv82R91/MYi860+MPuPyOdWv1waoSMjsBYUQkaEGx5IqVcbPAU6+4Y5QtvmBurPh6hqNbftO5guHJIJDyKu+sv7h1ikH2w+93M3FudeDFNkSlNsTSGkRaD17Acd+TFw8rkstoQ8/Z5VO9JTRouE26yiC5lkw6nhjWN1b2NfLAwE3svjHRUXGj0LjPYgbTBW7HqxF7uMRAdBtH7EuogPhCyfmiFxHw2eAnX/Pj19R3QU1PUaKEmvL11Ij6X3x/LC8ZNyt61dkrtNrtuRBoQGcjdk/X8ZwEbqsoe0iHTVDPkRd4VMTbNhoOT5gVIssZrINptUnQm1UXLa47TBjPTIZQKN9k7+12qoE3G1GCBjECx02PT+6xANqyDmfUrO8P3HZKyBzS2zo9YstgwUI9JAZ/+YtQv0/htARYtUN2mRPG09hkDPQ30HQEnS348bLZrd1dfoV4xLmk57OFCu/KHeg7pwQIqKR0+TYRU9nfODzWO2KvTiJ8Imo3qF7hGl6cIlOUlgLJgQWLEMaSsmlKT3o9ilbcCKwHHpRVSzGKL5g0DzBxOpm7Mx+r4eOR5LPF/D1mOcGx2RQXnuOoypolg82y6lvE46Lv+T/zWz3i/P2IZiBcoxU4iCwhQypanMKc1eTQFEGjBwBImVQxLGIKUkqYTkWdnVFXm5ugqgbb2M3lWTgrfixVE0+X9jNqrYER/AxuIlVSzcDYgPsDnsH9T3jvR20sklHGS+pMPyfRk1AUzvP+l5GuoniuUxEOsrh9T7a5rFawLqV+S4Xn4IRQVcFgWLTND0yvfEzCh46mKgRRL1pvPO1EqJ2T5gnpEKAVOKiUwIBYrDA63pIuDU83KQyqWWUJ1ygBznCkJm/TwOGjgsjbu2CoiaRYC3PXdEb2WLjLqNDOc2wFIUGOkBUozKGQkck+korC8mhYShllL1lUvgeMK92MBqZUC6kFD01RppkOrDlHZVs6DU5VeljIhkINxIl14z2a7XWGhIPEdfu546JMNkwVUP4fDmdT+mhGEVU5ljzEJFpuyeWmJWD4F47QCKIW5fMNV9MAxPOVYReplR4fTIzLF558QRsihOBohiuotoWAoUdwOEUECxCOjEr+QxI/V4LAg6sws4+ybQ/qmMnkWAvgqY83Hp5poPOVY5cpA9Cwp05GF0J5lcz+HRs78CNNiRMPJrSYI1LSBMSaxKRKbPhiAaLsj9nqCvOPsOypoKBrEg4B8Ehk6D6pdDqA4IhxfUcL6sMxKv1a3f190I1C7N635MqVOggChRIzWrmHSEYgMqLHzEiYBoSM7WjQysRvlDLSlugWK6sNBXDcm2g2z39c03/ievY9Lx64n6VLtum0iOtrYBGWoV0GAH0PE80LMX6D0A9PwB6HgeNNQpBcHoWWlctrv0uhSqnP3GgqATv85Zx1g4q4G2j+V8bwCy1tmmWBh06jegjheAgcN5xnYYz18XPPEylCKPWZxIEeIWZIt7SSZwwiwckomNAkZqcQDCVQe0XgLULZOVC30LgeY1EPXLS6aaGzO92LZtGz7wgQ/A4/GgsbERl19+OQ4dOmRqEwwGsWXLFtTV1aGqqgpXXnkluru7x3QfFhBJiLql6auHWBgZVUWUwUslObI62yN218sBA5BBZ8agJ4TuHqskDXpCt1HoAwpBFnpP7dJgB9D7RvrMXQsDZ1+XKhxDKBj3St6iw6C+tzP3WUepaMpdbc1eFZ/pp/WTCNT5ihRW8TeUJ5FhWb8akLEW+Z4vLIRwokPSM6z3bWiHfwTt+LOggSNSHZfaVIvlzp8U9oOS0osLocg64r75EN65EPaK3P1lphGT6+b60ksvYcuWLXjttdewc+dORCIRXHbZZRgeTnznbrvtNvz0pz/F//zP/+Cll15CZ2cnPvvZz47pPqxiSkJUNIBaPgR079H3pKSqtkKLmQ3XycFzhCQPpJTreNsh6s9HvHSoMRDFInJmD5gFlen6BCBdOBFpQP/B7P11VEk32Wwz7b63ZTruHCsg0bAKdPqlhOomcQSAgGi8MLNhOtirq7nGAwFDp0CRYQjvPFA+5UoBa3dlILGqIE16SAFAdETGfPQfBuasM6vdIsOZr5VMyJ8kwJiyZpIjqZ991qzi/f73v4/Gxkbs3bsXl156Kfx+P773ve/hqaeewsc//nEAwBNPPIFzzz0Xr732Gj70oQ/ldR9eQaSgeOcAc9ZJFUymQUCxJ8UqpMxG4x908sxcle6Y8U0Gz5nUCw4PEIslrpdtAFekPj2tjvDo2Zw6f6GouSu/kQYa7c18OBYGDZ2WieAaLwIqUiKB3Q0Qsz8K4c7swUNDp2CaNY1HfzvSI5Pc2StzLyCIMhv/UzO6JhPsA3XtSdk5htUOw4yBQCBg2kKh/BxR/H7pnl9bK1fse/fuRSQSwfr16+NtlixZgjlz5mDXrl1594dXEBYozmrQvI0ymjoZVzXgqosHeJEWlUnzQgHEB7u0WtQZBp+h00BDUjbWyJBUA+VSPRjqJkdVuvdL3l5NeQzGkSEA5jrARJqMkh48CdMg6fABs9ZK4aM6IaxSSqdSlFxSJPtiVagorWmOGX/cE8oiMDFwHNS0KvG+7JWQc6sc13Syd9KMoUheTG1tbabdX/3qV3HXXXdlPVXTNNx66624+OKLsWyZTGnf1dUFh8OB6upqU9umpiZ0deXIspwEC4gMCMUOslcBIV19UdkE4aoxGXCFYgO562UVr5FuJFJqJH1ZKCn9d/IXKFU91PcOxqSHbFyVvi+fgVneLXcTNSWNNhGo53Vr3Xs4IA3hsy7NTzgAEE4fKG31leJ2mgMiAZzdr78wnmey/SfeML8LprrLJi4gV2ce+eMVig1U2Zw9lbfdA5HFQM+UG2O3I6SfD3R0dMDrTUwsnM7cuda2bNmCN998E6+88koB97eGVUzZqNcLzNjcEHrNgrRKZUJAOCqkishIzZFqO1DU9AErNRjPSI2tRbLPRIgAWyUUT1v6MVedZdoL0+mKPS/9uXCnFJAJD2QxzMoYBfIfzXndOJ651rP+sczEevZYrJqMADvDrmAYpfOwGWQlpU/euZmrsKnOouRyYmYeXq/XtOUSEDfeeCN+9rOf4Te/+Q1mz07UFGlubkY4HMbAwICpfXd3N5qb051bMsECIgvCVSttDa7qrK6fRKQLCNkW7jpZBCfZRmCKk4AcUE2rCP2jiEX0QK4M99NjL2jwZFqfhBBA7bLsb6oij6C1ipa0WAjy5xGjMNiR00U2jlAB7/yEPUexJ9lvFLmCUZ3mcq8msn11dYFguB3nY1CmbFHxQnqcJe8RKlB3HlB9DuDwypgUWyXgbQcaVnKNhZmGYaQuZBsDRIQbb7wRTz/9NF544QW0t7ebjl944YWw2+14/vnn4/sOHTqEkydPYs2aNXnfh1VMWRD2SlnHWHVkTRMhhACpDojKhni+ISKCsLlkhbNgXyKvkgHFZPSt4eXima1n/iSZntrpSag7DNWLEFJ4aEOg7j3yuvXnm6umVTaDxEVA39sJjxxAupzWngf07AdyBeS5U2wPkRFg8JTZQ8sKioG0GISa/WtFsRDo1Mu6nUMkvT+b7qEFJOJJFEBV9DFfj3Q3Jd7LlxztjWdrdZ5vfrpDACC9vCoa0430zIxDCFFQVb6xnrtlyxY89dRT+MlPfgKPxxO3K/h8Prjdbvh8Plx77bW4/fbbUVtbC6/Xi5tuuglr1qzJ24MJYAGRE1G/HNR3MGeiuXhd5JS/UGwyXiDZK8gYEJPUTKJ2iTQAGzaLoF/PlOpIDF7xmYY+2PmPyqpgKfEQoqIJ5G6UsRWxkJyNO7zynFA/EjNyqwFTmAsBAaD+Q8irlgIRcPYAqPGCjM+KwoOgjhfTU3nnEj4CUoCMRShkXc0kPwMhVwCaRZEgdz1E80X535OZoRTHBpEv3/3udwEAa9euNe1/4okn8IUvfAEA8M1vfhOKouDKK69EKBTChg0b8J3vfGdM92EBkQtnjZzpZ8paCsTVKlaDohACsDml7t+I+iUCnDUmNYSwV4JaPgx0GoYmoQe0Gak/jAHUHG9A/vcgLALmhBBpgWxm9Y/xhbbal/I+jFTd2SqfGdcOHAWqmi0rl1F4EHTyOWsPJtIA5BISqUbsLILOUjgI+RxnXSpdZLWQNCR750kBETgu7SiRUcBeAVG9EPDOzRkPwjCTTT6qXJfLhW9/+9v49re/Pe77FPTN3759O4QQuPXWW+P7HnvsMaxduxZerxdCiDQjiRV33XVXfIlmbEuWmI18xQgbHw/kfw8IDug2g/QPxVhZZFtdEFEi86khTCyMmMLbJl0jbS7AUakbcXVBYQgL85Uzp3uwQAhFGrLNe2EWCgRRYVYxxbOrZtPTJ8V80IC1sZp69md3b6Uc9gLLZzyGmZtQIWZ9BEplM5SGFVCaPgBRey6EzQ2hqBDVC6DMvQzKws9AmfsJCF87CwcmP4zUOuPeCll9TBzj/vbv2bMHjz76KFasMKdGHhkZwcaNG/FP//RPY7reeeedhzNnzsS3VJetYoSNjxWKhoD334A0wHbGC7sQUUJYjMWf3zjHVQthleI5FpauqqpD173bk1JuGBXoDGOuEV8xtlw+onZx9gaKIz3Hk82NuN4/l4eVEJZCi6KjMuupZadSrj0GV1f9ApBfZZG+OaulmqhuGcT8P4HgmszMhGDx3ZupFeWGhoawefNmPP7447jvvvtMx4zVxIsvvji2jthsGd2vihU2PlZo4HDCv55iwOBpkM0F2OWASdEgEA2CfHOyzjSFEKB41TCS0bmkmc6h/nel4Vko0nvHWD3IC6Rc0KbXR9CAqlljek+iahaodqk0YqeqmBQ7xOyPyMSFyedULwSdPTCGm1g8i6S8RLkh3TSQ+qPJ9SNKcS8GIFrWQOSqLc4wjCXjWkFs2bIFmzZtMoVxF8rhw4fR2tqK+fPnY/PmzTh58mT82HjCxkOhUFrY+pjxH0vfFwtJlVOwX9omhAKEhzLqBIlIRlxHg0gMxgQaTsymafiMFA4A4oNcauyE+aLxVUUiG2z+KPXnQbR9XK4UHF5pD6lbBjFvo3TtTaVmkczhRFncb4GEjcBKaCkZ7BcZVyQW6qyaRYBvAfKebSn2rNlkGaZopCa9HM9Wgox5BbFjxw7s27cPe/ak5qcZP6tXr8b3v/99LF68GGfOnMHdd9+Nj3zkI3jzzTfjLlxjDRvftm0b7r777sI6ZpW6ggiAAtidcsYtBKBFQFoUpM+8RZKqRIBAwQFpQ0jOkxQOAJAxCdRrzOahrx6S3FqtMNJtVM6GGGcyOOGuSw+Gy9RWsQNz1oM6XwWiGVYCSWm0hW9B+nGHF7B7gMigftEx/iAqmiFql0IIBVS3FDTUCfS+qav9Mgit6oWcTpuZHCY5Wd9kMaZedXR04JZbbsGTTz4JlyuzV89Y+eQnP4k/+7M/w4oVK7Bhwwb84he/wMDAAP77v/973NfcunUr/H5/fOvo6Bj7RQwX09QP31GREA46IhyQahRNrxmhxeTr0V4IQ02VfA095xKRpuvmLaKrc+F/D9pIz9jf1zgQqhNo+XDSIigpUjm5xkLNuRAOT/r5QkDULx/bTVWHTPzX9EGpKtKfn7C5oFTPh2j7mGxjvpP8U9Es07czDDNuxjQi7d27Fz09PVi1KpEHKBaL4eWXX8bDDz+MUCgEVS18xlZdXY1zzjkHR44cAWAOG09eRWQLG3c6nXnlMckEDXUCigCEXR8ADUEh8y1ZurTG9MJC8cpz8SP6HyXupRM3UptKXqqJfUqOGbaRQqJ7L9D+yfG8xTEjhjpA0PS3JsyCwcDIXWV1vmcWoH0A1LMP+aS+EM2rIbIEoQmHB5i3ARh4DxQ4IVdojiq5gvHMZg8kZhKZ3DiIyWJMAmLdunU4cMBsrLzmmmuwZMkS3HHHHUURDoA0gh89ehR/+Zd/CcAcNn7llVcCGF/YeL7QSBeoR1ehEWSGUqEkoqSBJBWQSKiEgITxOSUZnxFdndihz4YVFeTw6ionID5wmmpbp3YwKXV1ZAhaLAIlW4xCkaBgcgrwDGqdHLUZhG8eqGoWcPwX2VOTq660iG7L66lOoO5ciDzrSFtB0VHAf1RPcS5kXIl3XtbSqwxjokjZXEuNMQkIj8cTTydrUFlZibq6OlOa2a6urvjs/8CBA/B4PJgzZ048V/m6detwxRVX4MYbbwQA/N//+3/x6U9/GnPnzkVnZye++tWvQlVVXH311QBQtLDxfCAiGdEsX5iymsajpIGEuii5lgCRLkhiafMBSlbFCPNsQ9Qslkbq5GhlLSKNrGlZYPWVQyxpcB19H6jKI8dSiaCodlDjhaCu1zI3cteBTr8snZkqGuWAnXe22vyhwQ5ZhlW+kv+OnJH2jVmXZq1pwTDlTtEjqR955BGTcfjSSy8FYA4BP3r0KM6ePRtvc+rUKVx99dXo7e1FQ0MDLrnkErz22mtoaEjMIIsRNp4X4YCeIwhxz5s0dVKqcIjv11cJQgFpUbONQghpbxACcPjMrqTVC2U21+HkbKkkDbCKDfEIYyJp20iZeYtJKmAj3A2gkWzBicKU1I5iIWDwFCg2Kmf6VbPjg7zwzAbwIdD7+81pNxS7fI/Dul0G+sql/xDQssY6fmScUGhAFw4Wz0+LgDp+A6psBBQnRFUrUDmLjd6MNWVqpBaUd/rN6U0gEIDP54Pf7zflW0+FRt8HnXlVvlCc1hHSeQwSFA3qQkEXDpqeWRSQpTirZpvbkwY6+WtzvEDWDKM6QoGYuwHCMfHunBSLgE7ulGk3MnWn+UNSNTRwGNR3EPFcR8Yg7FsIUXde/LkSETDaI+NJSAN6Xs+sjhUKxNzLIGzFqeesdf0eCByHpYAwMKLYAcBWAdFyMdeTnibk+5svxj0GDv4cXs/4y8sGBodRfe6mCe3reChNsTWVFE2NIfSxXY+DMAah6kVAZXqcgBAKUDUHacFeWXWTAnA1TIpwAACh2iFaViM9eltXvdUuleqgwHFQ39tIjvuI4z+iCw79TCEgKpogvHNlNtsckdpkFZsyXoY7kVU4AIla4QAQHQV1vZZ/SnNm5lCmcRAsIFIQ9iqZoK9QVBdE9SJZJ8JeBVTNgmj9CJTapRnzNglfO9Kmz5m+PIoNsLkgmi8svK9jQLjqINrWQdQsBuxeQHHKlOWeOYC7Qa6EkgSAJQPvQotHlicxklArWUN6YaUikU+diNT7RwalzYdhZgCczdUCUb8c1PkKoMVAipo+oGcLYkMi06KoOQei5pz872tzAy2rQWcM422SUTvuMaVHWLvqIRpXTojhNnc/XSCHD4gekfaQWBAID4ICx6Vw1SwG/1T8x4DUvFD5zMzHPKhnwVWXqOSXiTTdsACN9mR1v2VmIgoKm2+X5lydBYQFwlkDtF4C6twNgOJ2hDhZBAQRAVp03BXFRGUrMOcTMovsSJccEF21esU6h4y0rmiBkqMoz0RCwT5Ql3w2+p7EwXyzy46+DyBFQLjrgKFsah+RVtmtEETNOaBMCQQNrOxNxRRSTHnAbq4zC+GsAeZ8DHTi14BQQUgExxFpegEfi8FDi8r9BSSIEw4PRMP5AM4f9zUmEup/twgXSR9khW8haOh0tpPGlXsqIxXNQM1i6SFlRYYU66IYKkiGmQaU5rqmRBCqE6JmCQBNuj3G5AYtIgVBNCj/ajE9u2pM1hUQSE+ZXSaQFs3DVpAHVuk43HUQdecZr5KPyH8bVkI4iufhIdN/nA/Reokp3kXWxHZYpz5R7EDl9Ik5YSaJMjVS8woiF3rCNxo4nBR/IADVDVAEQqhIGyy98yDyiAKelqREiI8PAZFBgIqaxYCzFuQ/AoyeBSCAikaI6oXWmWYL7YkQMvvs4EkgHNBVhBFkSgUimldzLARjAdsgZiRCCMA3H/DOlXWlKQrYKiGcPlBoABg8odebJsDhkyUqy1U4AHIGrdhyF0oSagZhImQN7SyDvahoSK9qN9HYKoDwoIxHVOyy7xRDwlFAlQGOaRX5GKZ8YQGRJ0KoQIrninBWp9V9LneEUEDedmDgCLIak1svBnrfMudmEgrgmSNrT5TakrpqdrzinRACEDak/Ty87ZPfL2Z6wEZqhpGI6kWg4TN61He6kBD1y6U6aNZHQCE/EPZL4eBuGLd314TjqgUqWoCRM9bHndXTKt8VMxWU5iBfCCwgmDEjVAcw61IZEDd4MqFKcnghapbIvEVGW6evII+uyUIIAapfDvgrpdrQsDcJVa4uqhdx+nBmxsECghkXQnVANJwPqjsPiI7KeAHVXXqqozEghACqF4B87UB4EAAB9qq0Gt0MkwarmBgmHaHYLF1WpzNCKNNi1cOUElwwiGEYhrGiTFcQrFRlGIZhLOEVBMMwTMFwoBzDMDnQBjtkplqKAg4vUHseFPvkZ9xlJpkyVTGxgGCYIqBFR4GTLwCx0cTOYB8QOA6t+hwoDSumrnMMM05YQDDTBgoNgQbeTdRwcNZAVC+GqCh+jqYx9YsI6EgRDskMvAvNXgGleuHkdoyZRNiLiWGmDBo8Dep6zZwmPDIMGjoF1C1NygI7BX0bOiVjQbLR9zbAAqJ8KVMVU2laRhgmCQqPJISDUNNqNFDv26DBzinqHQD/e7nbxMLQwsMT3xeGKSK8gmBKHup5Q1bSs7kSRZu0mKzHEQvJ1/3vQHimKFdSvinQtRCAygntynRA06LA0GkgKLMgC1c9UDV7mqdRZxUTw0w6pEWBmN8kHAAAQoFwVIIiilTvhAamrI+we8xZa7O1m8HQaC+o721gtMe8P3AcOPsG0HrxhNT8mBwKLfpTmgKCVUxMaXPmd4BQ03I8Ga+F3a2rnAqscFcIdUtzt3HVQVHtE9+XEoUGO0BnXk0TDnG0MOjUS9CCedY0ZyYFFhBMaROLZD1MRIDNJWMOpgjFXglUL8rcQKhA8wcnr0MlBkVHQWffyEMVpwGnXwKNdE9Kv4qLKMJWerCAYEqenBlihZJWzGmyURrOB+pXAEpKvQtXHTD3MilEZiqDHQDI7IGWCYqBuvaAcnmFlRpck5phShVREoWIlJpzgJpzoIUHgVgYcHhntFrJgML+MZ6hgQInIGqXTEh/JobyTLVRmr1imGQos31BCAEBApDH7HSSUBweKO6ZbXMwIQzvpHxmyXqbTLYKZlJhAcGUNl49uMxKSJChttBmvIdQKSMM9V8+bqxGjEuWSUFJwiomhpl8RPU80OBxmfwOSAwcQgDQZGlQoQKVLVPVxWkJkSZTlgx2ANFhQLEDlbMAz2wIpcgrn8oWoP+QjFsRWhZjdZLB1l1X3D5MOOUZB8ErCKb0mXWxFAKxsBxcKCoD5Iy60Q0XcFnQMUCkgbr/AHr/dVDwLCgaBCJDwMAhoPMVUGSkqPcTQoVo/pD0NhMqICw+K6Hqm+6+7J1X1D4w44N/VUzJIxQ7aNYlgP8oMHgS0PTVhLsR8C2EcNVMbQenGdTzOjB8BsmxIwQBqHaIWBh4/3VQy4eLWl9c2CuB2R8DhrukG2vYD4T8kDNn0gWD/L9ouADCXlW0e08O5bmCYAHBTAuEYgdqloCqF8fVStM7NcPUoA2eAoY6LI4QEAuDVAdEZBAIDwDO4gpeIRSgqhWiSqZEoWAvyH9MT7kBwN0I4ZsPMQ3rgUszwvgH+RI1QbCAYKYXQghAdUx1N6YlRBpw9o/ZG8UigM0JBPuLLiBSEa46CNd0szXMLFhAMMxMYaQ7YbfJCIFIg8g3ASGjU54qJjZSM8xMIV/jMxEw1AViIZE/ZermygKCYWYK+armhABiI8Bw18T2hyl5WEAwzEyhohmpxZbSSVKVDJ2a6B6VEZysj2GYaYxQ7RA1i7M3UmzS2wiIF2Ni8kAohW8lCBupGWYmUX0OBBGo/530Y4rdHHCouiavX9MeNlKnsX37dgghcOutt8b3PfbYY1i7di28Xi+EEBgYGMh5nW3btuEDH/gAPB4PGhsbcfnll+PQoUOmNmvXrpWJ2ZK2G264oZDuM8yMQwghs6Q2rJTpNRSb/Ku60qPRq2ZPTSeZkmHcAmLPnj149NFHsWLFCtP+kZERbNy4Ef/0T/+U97VeeuklbNmyBa+99hp27tyJSCSCyy67DMPD5iLv1113Hc6cORPfHnjggfF2n2FmNMLTBuGqhdBXDWlBXg4fUNk8NZ2bjpSpF9O4VExDQ0PYvHkzHn/8cdx3332mY8Zq4sUXX8z7es8++6zp9fe//300NjZi7969uPTSS+P7Kyoq0NzMX1qGKRQhFFDTB4C+gylpN4RMrld7bsIWweQBq5jibNmyBZs2bcL69euL3R8AgN8vC4zU1poLmD/55JOor6/HsmXLsHXrVoyMZPbrDoVCCAQCpo1hmARCsUHULwdmf1SqnBpWArM/ClG/nJMfMgDGsYLYsWMH9u3bhz179kxEf6BpGm699VZcfPHFWLZsWXz/X/zFX2Du3LlobW3FG2+8gTvuuAOHDh3Cj370I8vrbNu2DXffffeE9JFhygmhOqe8ZOu0p1A1UTmomDo6OnDLLbdg586dcLkmxsNhy5YtePPNN/HKK6+Y9l9//fXx/y9fvhwtLS1Yt24djh49igULFqRdZ+vWrbj99tvjrwOBANra2iakzwzDzHTKU8U0JgGxd+9e9PT0YNWqVfF9sVgML7/8Mh5++GGEQiGo6vgzbN5444342c9+hpdffhmzZ2f3oFi9ejUA4MiRI5YCwul0wumc+jrFDMMw05UxCYh169bhwIEDpn3XXHMNlixZgjvuuGPcwoGIcNNNN+Hpp5/Giy++iPb29pzn7N+/HwDQ0sKVxBiGmWJYxQR4PB6TXQAAKisrUVdXF9/f1dWFrq4uHDlyBABw4MABeDwezJkzJ250XrduHa644grceOONAKRa6amnnsJPfvITeDwedHXJHDA+nw9utxtHjx7FU089hU996lOoq6vDG2+8gdtuuw2XXnppmpstwzDM5FOeKqai+7E98sgjWLlyJa677joAwKWXXoqVK1fimWeeibc5evQozp49G3/93e9+F36/H2vXrkVLS0t8+6//+i8AgMPhwHPPPYfLLrsMS5Yswd///d/jyiuvxE9/+tNid59hGIbREUREuZtNfwKBAHw+H/x+P7xe71R3h2GYCWYyfvPxe3QdgdfrKeA6g/A1Lyy58YmdnRmGYQqmPFVMLCAYhmEKpUyN1BxLzzAMw1gyY1YQhqmFU24wzMzA+K1Phpk1EBhCIWoieX7pMWMExODgIABwNDXDzDAGBwfh8/km5NoOhwPNzc1oW1S4u31zczMcjjzLwk4SM8aLSdM0dHZ2wuPxQAgRT73R0dFRUl4DpQo/r7HBzyt/JupZEREGBwfR2toKRZk4bXowGEQ4HC74Og6HY8JSGI2XGbOCUBTFMn2H1+vlH/AY4Oc1Nvh55c9EPKuJWjkk43K5Sm5gLxZspGYYhmEsYQHBMAzDWDJjBYTT6cRXv/pVzviaJ/y8xgY/r/zhZ1W6zBgjNcMwDDM2ZuwKgmEYhskOCwiGYRjGEhYQDMMwjCUsIBiGYRhLWEAwDMMwlpSlgHjxxRchhLDc9uzZA0CGx3/hC1/A8uXLYbPZcPnll+d17Xnz5qVdc/v27RP4biaeiXxefX192Lx5M7xeL6qrq3HttddiaKg0E5PlSz7PCwDeeOMNfOQjH4HL5UJbWxseeOCBnNe2uuaOHTsm8u1MOBP5vE6ePIlNmzahoqICjY2N+Id/+AdEo9GJfDszCypDQqEQnTlzxrT9zd/8DbW3t5OmaURENDQ0RDfccAM99thjtGHDBvrMZz6T17Xnzp1L99xzj+naQ0NDE/huJp6JfF4bN26k888/n1577TX67W9/SwsXLqSrr756At/NxJPP8/L7/dTU1ESbN2+mN998k/7zP/+T3G43Pfroo1mvDYCeeOIJ07VHR0cn421NGBP1vKLRKC1btozWr19Pr7/+Ov3iF7+g+vp62rp162S9tbKnLAVEKuFwmBoaGuiee+6xPP75z39+TALim9/8ZvE6V4IU63m9/fbbBID27NkT3/fLX/6ShBB0+vTpYnV3yrF6Xt/5zneopqaGQqFQfN8dd9xBixcvznotAPT0009PVFdLgmI9r1/84hekKAp1dXXF9333u98lr9drug4zfspSxZTKM888g97eXlxzzTVFud727dtRV1eHlStX4mtf+1rZLWmL9bx27dqF6upqXHTRRfF969evh6Io2L17d6HdLBmsnteuXbtw6aWXmtI3b9iwAYcOHUJ/f3/W623ZsgX19fX44Ac/iH/7t3+blHoGk0mxnteuXbuwfPlyNDU1mc4JBAJ46623Ju4NzCBmRDbX733ve9iwYYNlNtexcvPNN2PVqlWora3Fq6++iq1bt+LMmTP4xje+UYSelgbFel5dXV1obGw07bPZbKitrUVXV1dB1y4lrJ5XV1cX2tvbTe2Mgayrqws1NTWW17rnnnvw8Y9/HBUVFfj1r3+Nv/u7v8PQ0BBuvvnmiXsDk0yxnldXV5dJOKSewxTOtFpB/OM//mNGY5exvfPOO6ZzTp06hV/96le49tpri9KH22+/HWvXrsWKFStwww034F//9V/xrW99C6FQqCjXLyal8LymE6XwvO68805cfPHFWLlyJe644w586Utfwte+9rWiXLvYlMLzYiaWabWC+Pu//3t84QtfyNpm/vz5ptdPPPEE6urq8Kd/+qcT0qfVq1cjGo3i+PHjWLx48YTcY7xM9fNqbm5GT0+PaV80GkVfXx+am5sLvn6xKebzam5uRnd3t2mf8Xos73316tW49957EQqFSi6Z3VQ/r+bmZvz+978f0znM2JhWAqKhoQENDQ15tyciPPHEE/irv/or2O32CenT/v37oShKmiqlFJjq57VmzRoMDAxg7969uPDCCwEAL7zwAjRNw+rVqwu+frEp5vNas2YN/r//7/9DJBKJH9u5cycWL16cUb1kxf79+1FTU1NywgGY+ue1Zs0a3H///ejp6Yn//nbu3Amv14ulS5eO810xJqbURD7BPPfccwSADh48aHn8rbfeotdff50+/elP09q1a+n111+n119/PX589+7dtHjxYjp16hQREb366qv0zW9+k/bv309Hjx6lH/zgB9TQ0EB/9Vd/NRlvZ8Ip9vMikm6uK1eupN27d9Mrr7xCixYtmvZurgbZntfAwAA1NTXRX/7lX9Kbb75JO3bsoIqKCpPb5o9+9COTl84zzzxDjz/+OB04cIAOHz5M3/nOd6iiooK+8pWvTMr7mWiK/bwMN9fLLruM9u/fT88++yw1NDSwm2sRKWsBcfXVV9OHP/zhjMfnzp1LANI2g9/85jcEgI4dO0ZERHv37qXVq1eTz+cjl8tF5557Lv3zP/8zBYPBiX4rk0KxnxcRUW9vL1199dVUVVVFXq+XrrnmGhocHJzItzFp5Hpef/zjH+mSSy4hp9NJs2bNou3bt5uOP/HEE6bn98tf/pIuuOACqqqqosrKSjr//PPpkUceoVgsNmHvYTIp9vMiIjp+/Dh98pOfJLfbTfX19fT3f//3FIlEJqT/MxGuB8EwDMNYMq28mBiGYZjJgwUEwzAMYwkLCIZhGMYSFhAMwzCMJSwgGIZhGEtYQDAMwzCWsIBgGIZhLGEBwTAMw1jCAoJhGIaxhAUEwzAMYwkLCIZhGMaS/x+8KrPjsw03MAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average temperature results at each station\n", + "gdf_temperature = visualize.map_measure(df_harmonized, stations_gdf, 'Temperature')\n", + "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Clean additional columns of data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 132649 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + } + ], + "source": [ + "df_cleaned = clean.datetime(df_harmonized) # datetime\n", + "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Reduce data to the columns that are most commonly needed" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...QA_E_coliQA_TurbidityQA_NitrogenQA_pHQA_SecchiQA_SalinityQA_CarbonQA_Fecal_ColiformQA_ConductivityQA_DO
0CRWACharles River Watershed Association (Massachus...CRWA-CYN20130809ROBTemp012013-08-0911:14:33-0500CRWA-ROBSTORET-591631481130809111433.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
111NPSWRD_WQXNational Park Service Water Resources Division11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.012013-07-2211:01:00-040011NPSWRD_WQX-CACO_HX30_21STORET-986369728NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-LB-51422013-07-3014:20:00-0400MASSDEP-W2173STORET-762955917NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3IRWAIpswich River Watershed Association (Volunteer)IRWA-HB:20130630120000:FM2013-06-3012:00:00-0400IRWA-HBSTORET-853064665NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
5MASSDEPMassachusetts Department of Environmental Prot...MASSDEP-SM-44522013-09-2509:05:00-0400MASSDEP-W0696STORET-762964497NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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405953USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004662024-01-0410:00:00-0500USGS-01096548NWIS-126738261NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405954USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744182NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405955USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744192NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405956USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744199NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
405957USGS-MAUSGS Massachusetts Water Science Centernwisma.01.024004952024-01-0812:00:00-0500USGS-01098530NWIS-126744200NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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371647 rows × 115 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 CRWA \n", + "1 11NPSWRD_WQX \n", + "2 MASSDEP \n", + "3 IRWA \n", + "5 MASSDEP \n", + "... ... \n", + "405953 USGS-MA \n", + "405954 USGS-MA \n", + "405955 USGS-MA \n", + "405956 USGS-MA \n", + "405957 USGS-MA \n", + "\n", + " OrganizationFormalName \\\n", + "0 Charles River Watershed Association (Massachus... \n", + "1 National Park Service Water Resources Division \n", + "2 Massachusetts Department of Environmental Prot... \n", + "3 Ipswich River Watershed Association (Volunteer) \n", + "5 Massachusetts Department of Environmental Prot... \n", + "... ... \n", + "405953 USGS Massachusetts Water Science Center \n", + "405954 USGS Massachusetts Water Science Center \n", + "405955 USGS Massachusetts Water Science Center \n", + "405956 USGS Massachusetts Water Science Center \n", + "405957 USGS Massachusetts Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 CRWA-CYN20130809ROBTemp01 2013-08-09 \n", + "1 11NPSWRD_WQX-CACO_HX30_21_7/22/2013_SFW_0.01 2013-07-22 \n", + "2 MASSDEP-LB-5142 2013-07-30 \n", + "3 IRWA-HB:20130630120000:FM 2013-06-30 \n", + "5 MASSDEP-SM-4452 2013-09-25 \n", + "... ... ... \n", + "405953 nwisma.01.02400466 2024-01-04 \n", + "405954 nwisma.01.02400495 2024-01-08 \n", + "405955 nwisma.01.02400495 2024-01-08 \n", + "405956 nwisma.01.02400495 2024-01-08 \n", + "405957 nwisma.01.02400495 2024-01-08 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 11:14:33 -0500 \n", + "1 11:01:00 -0400 \n", + "2 14:20:00 -0400 \n", + "3 12:00:00 -0400 \n", + "5 09:05:00 -0400 \n", + "... ... ... \n", + "405953 10:00:00 -0500 \n", + "405954 12:00:00 -0500 \n", + "405955 12:00:00 -0500 \n", + "405956 12:00:00 -0500 \n", + "405957 12:00:00 -0500 \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 CRWA-ROB STORET-591631481 130809111433.0 \n", + "1 11NPSWRD_WQX-CACO_HX30_21 STORET-986369728 NaN \n", + "2 MASSDEP-W2173 STORET-762955917 NaN \n", + "3 IRWA-HB STORET-853064665 NaN \n", + "5 MASSDEP-W0696 STORET-762964497 NaN \n", + "... ... ... ... \n", + "405953 USGS-01096548 NWIS-126738261 NaN \n", + "405954 USGS-01098530 NWIS-126744182 NaN \n", + "405955 USGS-01098530 NWIS-126744192 NaN \n", + "405956 USGS-01098530 NWIS-126744199 NaN \n", + "405957 USGS-01098530 NWIS-126744200 NaN \n", + "\n", + " ResultDetectionConditionText ... QA_E_coli QA_Turbidity QA_Nitrogen \\\n", + "0 NaN ... NaN NaN NaN \n", + "1 NaN ... NaN NaN NaN \n", + "2 NaN ... NaN NaN NaN \n", + "3 NaN ... NaN NaN NaN \n", + "5 NaN ... NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "405953 NaN ... NaN NaN NaN \n", + "405954 NaN ... NaN NaN NaN \n", + "405955 NaN ... NaN NaN NaN \n", + "405956 NaN ... NaN NaN NaN \n", + "405957 NaN ... NaN NaN NaN \n", + "\n", + " QA_pH QA_Secchi QA_Salinity QA_Carbon QA_Fecal_Coliform \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "405953 NaN NaN NaN NaN NaN \n", + "405954 NaN NaN NaN NaN NaN \n", + "405955 NaN NaN NaN NaN NaN \n", + "405956 NaN NaN NaN NaN NaN \n", + "405957 NaN NaN NaN NaN NaN \n", + "\n", + " QA_Conductivity QA_DO \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "5 NaN NaN \n", + "... ... ... \n", + "405953 NaN NaN \n", + "405954 NaN NaN \n", + "405955 NaN NaN \n", + "405956 NaN NaN \n", + "405957 NaN NaN \n", + "\n", + "[371647 rows x 115 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", + "df_expanded = wrangle.split_col(df_cleaned)\n", + "df_expanded" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Split table into main with columns of interest and characteristic specific columns/metadata\n", + "main_df, chars_df = wrangle.split_table(df_expanded)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Drop empty columns (QA columns without flags)\n", + "main_df_small = main_df.dropna(axis=1, how='all')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Transform data from long to wide format" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "transformed_df = wrangle.collapse_results(main_df_small)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demos/Harmonize_GOM.ipynb b/demos/Harmonize_GOM.ipynb index 5dad11a..0b65a01 100644 --- a/demos/Harmonize_GOM.ipynb +++ b/demos/Harmonize_GOM.ipynb @@ -4,14 +4,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Standardize, clean and wrangle Water Quality Portal data in various Gulf of Mexico Estuaries into more analytic-ready formats using the harmonize_wq package. Run one estuary at a time and with less detail than the other demo notebooks." + "# Gulf of Mexico Estuaries - Try the example workflow in other estuaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "##### import the required libraries. Check requirements.txt for dependencies that should be installed." + "## Standardize, clean and wrangle Water Quality Portal data in Gulf of Mexico Estuaries into more analytic-ready formats using the harmonize_wq package. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This demo can be run one estuary at a time, or on all GOM estuaturies (SLOW!), but goes into less detail than the other demo notebooks." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import the required libraries" ] }, { @@ -19,6 +33,20 @@ "execution_count": 1, "metadata": {}, "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "import os\n", "import geopandas\n", @@ -36,91 +64,605 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Gulf of Mexico Estuaries" + "### Define Gulf of Mexico Estuaries" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "# Read geometry for Area of Interest from local file\n", - "# If saving results locally set file names for outputs\n", - "out_dir = r'D:\\code\\harmonize-wq\\harmonize_wq\\tests\\data' # UPDATE ONCE WITH TEMP DIRECTORY\n", - "aoi_dir = os.path.join(out_dir, r'NCCA_dissolved_GOM.shp')\n", - "aoi_gdf_all = wrangle.as_gdf(aoi_dir)\n", - "\n", - "# WGS 1984 for WQP query\n", - "aoi_gdf_all = aoi_gdf_all.to_crs(epsg=4326)" + "# Read geometry for Area of Interest from geojson file url\n", + "# NOTE: alternatively you can direct it to a local shapefile\n", + "aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/new_release_0-3-8/harmonize_wq/tests/data/NCCA_dissolved_GOM.geojson'" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "# Plot all the Gulf of Mexico Estuaries\n", - "aoi_gdf_all.plot()" + "# Plot all the Gulf of Mexico Estuaries (geojson is WGS1984 standard)\n", + "wrangle.as_gdf(aoi_url).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Work through select estuary" + "### Work through select estuary" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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FIDEDACDA_NMShape_LengShape_Areageometry
00_CDA_G045 (Big Cypre2.459210e+054.845854e+07MULTIPOLYGON (((-81.78476 26.15005, -81.78529 ...
11_CDA_G053 (Charlotte3.561144e+052.114096e+08MULTIPOLYGON (((-82.05840 26.46641, -82.05852 ...
22_CDA_G056 (Sarasota1.732806e+052.514034e+07MULTIPOLYGON (((-82.25248 26.86147, -82.25213 ...
33_CDA_G074 (Crystal-P1.709528e+063.854249e+08MULTIPOLYGON (((-82.73757 28.16579, -82.73827 ...
44_CDA_G078 (Waccasass2.614051e+057.605671e+07MULTIPOLYGON (((-82.76983 29.08619, -82.77043 ...
55_CDA_G083 (Waccasass2.257102e+057.069493e+07POLYGON ((-83.05707 29.20088, -83.05660 29.201...
66_CDA_G086 (Econfina-1.298006e+052.603907e+07MULTIPOLYGON (((-83.31348 29.48099, -83.31419 ...
77_CDA_G095 (New)4.171870e+042.324903e+07POLYGON ((-84.44020 29.92805, -84.44102 29.928...
88_CDA_G108 (St. Andre1.521129e+051.893677e+08MULTIPOLYGON (((-85.31034 29.83278, -85.30973 ...
99_CDA_G145 (Perdido B3.018001e+041.046314e+07POLYGON ((-87.69336 30.25454, -87.69204 30.255...
1010_CDA_G268 (Austin-Oy4.475770e+043.038063e+06MULTIPOLYGON (((-95.35666 28.95522, -95.35907 ...
1111_CDA_S206 (Vero Beac6.468599e+054.109646e+08MULTIPOLYGON (((-81.77892 24.57301, -81.77957 ...
1212Apalachee Bay1.069577e+069.114576e+08MULTIPOLYGON (((-83.50628 29.71970, -83.50541 ...
1313Apalachicola Bay5.800803e+056.082343e+08POLYGON ((-84.50646 29.91641, -84.50799 29.916...
1414Aransas Bay5.044692e+055.960332e+08POLYGON ((-96.87502 28.15683, -96.87521 28.157...
1515Atchafalaya_Vermilio1.691485e+062.243404e+09MULTIPOLYGON (((-91.03496 29.26786, -91.03499 ...
1616Barataria Bay1.783860e+068.577051e+08MULTIPOLYGON (((-90.14634 29.20032, -90.14680 ...
1717Brazos River2.456844e+052.463528e+07MULTIPOLYGON (((-95.50778 28.86330, -95.50765 ...
1818Breton_Chandeleur So2.705574e+064.387982e+09POLYGON ((-88.94898 30.15824, -88.95161 30.162...
1919Calcasieu Lake5.724963e+052.800843e+08POLYGON ((-93.20251 30.25729, -93.20253 30.257...
2020Charlotte Harbor1.571643e+066.379013e+08POLYGON ((-81.98701 27.09108, -81.98808 27.091...
2121Choctawhatchee Bay5.046125e+053.503682e+08POLYGON ((-85.86561 30.49899, -85.86584 30.499...
2222Corpus Christi Bay4.005122e+055.026931e+08POLYGON ((-97.11660 27.89432, -97.11650 27.894...
2323East Mississippi Sou5.934189e+054.126285e+08MULTIPOLYGON (((-88.50717 30.35364, -88.50677 ...
2424Florida Bay1.000807e+063.245987e+09POLYGON ((-80.43996 25.23948, -80.43989 25.239...
2525Galveston Bay1.254531e+061.482723e+09MULTIPOLYGON (((-94.65310 29.83876, -94.65318 ...
2626Lower Laguna Madre2.490226e+061.928478e+09MULTIPOLYGON (((-97.31661 26.01005, -97.31729 ...
2727Matagorda Bay1.055632e+061.142351e+09MULTIPOLYGON (((-95.79432 28.82234, -95.79507 ...
2828Mermentau River7.028012e+054.419931e+08MULTIPOLYGON (((-92.64804 29.85044, -92.64912 ...
2929Mississippi River1.485238e+065.321446e+08MULTIPOLYGON (((-89.49636 29.25441, -89.49626 ...
3030Mobile Bay6.687480e+051.120881e+09POLYGON ((-88.12489 30.28214, -88.13061 30.262...
3131North Ten Thousand I9.668944e+052.483397e+08MULTIPOLYGON (((-81.22834 25.58434, -81.22854 ...
3232Pensacola Bay7.071830e+054.944393e+08MULTIPOLYGON (((-87.25782 30.40920, -87.25737 ...
3333Perdido Bay3.080964e+051.352332e+08POLYGON ((-87.44271 30.51168, -87.44279 30.512...
3434Rio Grande9.451517e+045.050264e+06POLYGON ((-97.17422 25.96538, -97.17501 25.965...
3535Rookery Bay2.125044e+053.169879e+07MULTIPOLYGON (((-81.66457 25.98335, -81.66462 ...
3636Sabine Lake4.711833e+052.676789e+08MULTIPOLYGON (((-94.15691 29.68110, -94.15644 ...
3737San Antonio Bay5.030440e+055.627720e+08POLYGON ((-96.79074 28.46439, -96.79102 28.464...
3838Sarasota Bay3.241149e+051.308481e+08POLYGON ((-82.73052 27.53005, -82.72972 27.531...
3939South Ten Thousand I1.022209e+062.197916e+08MULTIPOLYGON (((-81.12956 25.17610, -81.13017 ...
4040St. Andrew Bay8.403541e+052.777813e+08POLYGON ((-85.58253 30.32921, -85.58266 30.329...
4141Suwannee River4.765552e+051.167668e+08MULTIPOLYGON (((-83.16708 29.37686, -83.16719 ...
4242Tampa Bay1.354578e+069.527476e+08POLYGON ((-82.73872 27.66483, -82.73882 27.664...
4343Terrebonne_Timbalier2.084834e+061.240769e+09MULTIPOLYGON (((-90.21292 29.23003, -90.21310 ...
4444Upper Laguna Madre2.890454e+052.320851e+08MULTIPOLYGON (((-97.43237 27.17550, -97.42648 ...
4545West Mississippi Sou2.115368e+064.530289e+09POLYGON ((-89.09146 30.20230, -89.07073 30.203...
\n", + "
" + ], + "text/plain": [ + " FID EDACDA_NM Shape_Leng Shape_Area \\\n", + "0 0 _CDA_G045 (Big Cypre 2.459210e+05 4.845854e+07 \n", + "1 1 _CDA_G053 (Charlotte 3.561144e+05 2.114096e+08 \n", + "2 2 _CDA_G056 (Sarasota 1.732806e+05 2.514034e+07 \n", + "3 3 _CDA_G074 (Crystal-P 1.709528e+06 3.854249e+08 \n", + "4 4 _CDA_G078 (Waccasass 2.614051e+05 7.605671e+07 \n", + "5 5 _CDA_G083 (Waccasass 2.257102e+05 7.069493e+07 \n", + "6 6 _CDA_G086 (Econfina- 1.298006e+05 2.603907e+07 \n", + "7 7 _CDA_G095 (New) 4.171870e+04 2.324903e+07 \n", + "8 8 _CDA_G108 (St. Andre 1.521129e+05 1.893677e+08 \n", + "9 9 _CDA_G145 (Perdido B 3.018001e+04 1.046314e+07 \n", + "10 10 _CDA_G268 (Austin-Oy 4.475770e+04 3.038063e+06 \n", + "11 11 _CDA_S206 (Vero Beac 6.468599e+05 4.109646e+08 \n", + "12 12 Apalachee Bay 1.069577e+06 9.114576e+08 \n", + "13 13 Apalachicola Bay 5.800803e+05 6.082343e+08 \n", + "14 14 Aransas Bay 5.044692e+05 5.960332e+08 \n", + "15 15 Atchafalaya_Vermilio 1.691485e+06 2.243404e+09 \n", + "16 16 Barataria Bay 1.783860e+06 8.577051e+08 \n", + "17 17 Brazos River 2.456844e+05 2.463528e+07 \n", + "18 18 Breton_Chandeleur So 2.705574e+06 4.387982e+09 \n", + "19 19 Calcasieu Lake 5.724963e+05 2.800843e+08 \n", + "20 20 Charlotte Harbor 1.571643e+06 6.379013e+08 \n", + "21 21 Choctawhatchee Bay 5.046125e+05 3.503682e+08 \n", + "22 22 Corpus Christi Bay 4.005122e+05 5.026931e+08 \n", + "23 23 East Mississippi Sou 5.934189e+05 4.126285e+08 \n", + "24 24 Florida Bay 1.000807e+06 3.245987e+09 \n", + "25 25 Galveston Bay 1.254531e+06 1.482723e+09 \n", + "26 26 Lower Laguna Madre 2.490226e+06 1.928478e+09 \n", + "27 27 Matagorda Bay 1.055632e+06 1.142351e+09 \n", + "28 28 Mermentau River 7.028012e+05 4.419931e+08 \n", + "29 29 Mississippi River 1.485238e+06 5.321446e+08 \n", + "30 30 Mobile Bay 6.687480e+05 1.120881e+09 \n", + "31 31 North Ten Thousand I 9.668944e+05 2.483397e+08 \n", + "32 32 Pensacola Bay 7.071830e+05 4.944393e+08 \n", + "33 33 Perdido Bay 3.080964e+05 1.352332e+08 \n", + "34 34 Rio Grande 9.451517e+04 5.050264e+06 \n", + "35 35 Rookery Bay 2.125044e+05 3.169879e+07 \n", + "36 36 Sabine Lake 4.711833e+05 2.676789e+08 \n", + "37 37 San Antonio Bay 5.030440e+05 5.627720e+08 \n", + "38 38 Sarasota Bay 3.241149e+05 1.308481e+08 \n", + "39 39 South Ten Thousand I 1.022209e+06 2.197916e+08 \n", + "40 40 St. Andrew Bay 8.403541e+05 2.777813e+08 \n", + "41 41 Suwannee River 4.765552e+05 1.167668e+08 \n", + "42 42 Tampa Bay 1.354578e+06 9.527476e+08 \n", + "43 43 Terrebonne_Timbalier 2.084834e+06 1.240769e+09 \n", + "44 44 Upper Laguna Madre 2.890454e+05 2.320851e+08 \n", + "45 45 West Mississippi Sou 2.115368e+06 4.530289e+09 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-81.78476 26.15005, -81.78529 ... \n", + "1 MULTIPOLYGON (((-82.05840 26.46641, -82.05852 ... \n", + "2 MULTIPOLYGON (((-82.25248 26.86147, -82.25213 ... \n", + "3 MULTIPOLYGON (((-82.73757 28.16579, -82.73827 ... \n", + "4 MULTIPOLYGON (((-82.76983 29.08619, -82.77043 ... \n", + "5 POLYGON ((-83.05707 29.20088, -83.05660 29.201... \n", + "6 MULTIPOLYGON (((-83.31348 29.48099, -83.31419 ... \n", + "7 POLYGON ((-84.44020 29.92805, -84.44102 29.928... \n", + "8 MULTIPOLYGON (((-85.31034 29.83278, -85.30973 ... \n", + "9 POLYGON ((-87.69336 30.25454, -87.69204 30.255... \n", + "10 MULTIPOLYGON (((-95.35666 28.95522, -95.35907 ... \n", + "11 MULTIPOLYGON (((-81.77892 24.57301, -81.77957 ... \n", + "12 MULTIPOLYGON (((-83.50628 29.71970, -83.50541 ... \n", + "13 POLYGON ((-84.50646 29.91641, -84.50799 29.916... \n", + "14 POLYGON ((-96.87502 28.15683, -96.87521 28.157... \n", + "15 MULTIPOLYGON (((-91.03496 29.26786, -91.03499 ... \n", + "16 MULTIPOLYGON (((-90.14634 29.20032, -90.14680 ... \n", + "17 MULTIPOLYGON (((-95.50778 28.86330, -95.50765 ... \n", + "18 POLYGON ((-88.94898 30.15824, -88.95161 30.162... \n", + "19 POLYGON ((-93.20251 30.25729, -93.20253 30.257... \n", + "20 POLYGON ((-81.98701 27.09108, -81.98808 27.091... \n", + "21 POLYGON ((-85.86561 30.49899, -85.86584 30.499... \n", + "22 POLYGON ((-97.11660 27.89432, -97.11650 27.894... \n", + "23 MULTIPOLYGON (((-88.50717 30.35364, -88.50677 ... \n", + "24 POLYGON ((-80.43996 25.23948, -80.43989 25.239... \n", + "25 MULTIPOLYGON (((-94.65310 29.83876, -94.65318 ... \n", + "26 MULTIPOLYGON (((-97.31661 26.01005, -97.31729 ... \n", + "27 MULTIPOLYGON (((-95.79432 28.82234, -95.79507 ... \n", + "28 MULTIPOLYGON (((-92.64804 29.85044, -92.64912 ... \n", + "29 MULTIPOLYGON (((-89.49636 29.25441, -89.49626 ... \n", + "30 POLYGON ((-88.12489 30.28214, -88.13061 30.262... \n", + "31 MULTIPOLYGON (((-81.22834 25.58434, -81.22854 ... \n", + "32 MULTIPOLYGON (((-87.25782 30.40920, -87.25737 ... \n", + "33 POLYGON ((-87.44271 30.51168, -87.44279 30.512... \n", + "34 POLYGON ((-97.17422 25.96538, -97.17501 25.965... \n", + "35 MULTIPOLYGON (((-81.66457 25.98335, -81.66462 ... \n", + "36 MULTIPOLYGON (((-94.15691 29.68110, -94.15644 ... \n", + "37 POLYGON ((-96.79074 28.46439, -96.79102 28.464... \n", + "38 POLYGON ((-82.73052 27.53005, -82.72972 27.531... \n", + "39 MULTIPOLYGON (((-81.12956 25.17610, -81.13017 ... \n", + "40 POLYGON ((-85.58253 30.32921, -85.58266 30.329... \n", + "41 MULTIPOLYGON (((-83.16708 29.37686, -83.16719 ... \n", + "42 POLYGON ((-82.73872 27.66483, -82.73882 27.664... \n", + "43 MULTIPOLYGON (((-90.21292 29.23003, -90.21310 ... \n", + "44 MULTIPOLYGON (((-97.43237 27.17550, -97.42648 ... \n", + "45 POLYGON ((-89.09146 30.20230, -89.07073 30.203... " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aoi_gdf_all = wrangle.as_gdf(aoi_url)\n", + "aoi_gdf_all" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose an index for the estuary to retrieve" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "i = 2 #Index for the estuary to retrieve" + "i = 25" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Estuary Name: \"_CDA_G056 (Sarasota\" -> \"Estuary__CDA_G056_Sarasota\"\n" + "Estuary Name: \"Galveston Bay\" -> \"Galveston_Bay\"\n" ] } ], "source": [ "# Print reformated estuary name\n", "estuary_name = aoi_gdf_all.iloc[i]['EDACDA_NM']\n", - "out_est_name = 'Estuary_' + str(estuary_name).replace(\" \", \"_\")\n", + "out_est_name = str(estuary_name).replace(\" \", \"_\")\n", "out_est_name = out_est_name.replace(\".\", \"\")\n", "out_est_name = out_est_name.replace(\"(\", \"\")\n", "out_est_name = out_est_name.replace(\")\", \"\")\n", @@ -129,39 +671,37 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Get polygon from polygons\n", - "aoi_gdf = aoi_gdf_all.loc[[i],'geometry']" + "aoi_gdf = aoi_gdf_all.iloc[i:i+1]" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -179,17 +719,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Each estuary may be multi-polygon, so the query will be built around the full extent instead of one row\n", - "bBox = ','.join(map(str, aoi_gdf.total_bounds)) # get bBox string for total extent of multipolygon" + "bBox = wrangle.get_bounding_box(aoi_gdf)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -212,35 +752,471 @@ ] }, { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Query stations and harmonize\n", - "stations, site_md = wqp.what_sites(**query)\n", - "stations_gdf = location.harmonize_locations(stations)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# Clip with geopandas because it is a geoseries instead of a geodataframe\n", - "stations_clipped = geopandas.clip(stations_gdf, aoi_gdf)" + "#### Retrieve Data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (4,5,9,10,15,17,19,22,31,33,34,36,38,61,62,63,70,71) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + }, + { + "data": { + "text/html": [ + "
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... \n", + "249329 NaN NaN \n", + "249330 NaN NaN \n", + "249331 NaN NaN \n", + "249332 NaN NaN \n", + "249333 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "249329 NaN NaN \n", + "249330 NaN NaN \n", + "249331 NaN NaN \n", + "249332 NaN NaN \n", + "249333 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "249329 NaN NWIS \n", + "249330 NaN NWIS \n", + "249331 NaN NWIS \n", + "249332 NaN NWIS \n", + "249333 NaN NWIS \n", + "\n", + "[249334 rows x 78 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Save it\n", - "out_geo = os.path.join(out_dir, out_est_name + \".shp\")\n", - "#stations_clipped.to_file(out_geo)" + "query['dataProfile'] = 'narrowResult'\n", + "res_narrow, md_narrow = wqp.get_results(**query)\n", + "\n", + "# dataframe of downloaded results\n", + "res_narrow" ] }, { @@ -251,7 +1227,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -260,20 +1236,19 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "# Map it\n", - "stations_clipped.plot()" + "# Get harmonized stations clipped to the Area of Interest\n", + "stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_gdf)\n", + "stations_gdf.plot()" ] }, { @@ -283,6 +1258,13 @@ "#### Harmonize characteristic data (all at once)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The harmonize_all() function identifies the characteristics present and uses preset defaults to harmonize each. This function does not has as much flexibility e.g., to keep intermediate columns, produce reports, or convert to non-default units." + ] + }, { "cell_type": "code", "execution_count": 14, @@ -292,22 +1274,70 @@ "name": "stderr", "output_type": "stream", "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\ipykernel_launcher.py:3: DtypeWarning: Columns (9,10,13,19,20,22,60,61,64,65,71,73) have mixed types.Specify dtype option on import or set low_memory=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for E_coli\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'hours' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Fecal_Coliform\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'nu' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'g / H2O' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Turbidity\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'nu' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" ] - } - ], - "source": [ - "# Query results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ + }, { "data": { "text/html": [ @@ -340,101 +1370,101 @@ " DataLoggerLine\n", " ResultDetectionConditionText\n", " ...\n", - " AnalysisEndTime/TimeZoneCode\n", - " ResultLaboratoryCommentCode\n", - " ResultLaboratoryCommentText\n", - " ResultDetectionQuantitationLimitUrl\n", - " LaboratoryAccreditationIndicator\n", - " LaboratoryAccreditationAuthorityName\n", - " TaxonomistAccreditationIndicator\n", - " TaxonomistAccreditationAuthorityName\n", - " LabSamplePreparationUrl\n", - " ProviderName\n", + " Carbon\n", + " Phosphorus\n", + " TP_Phosphorus\n", + " TDP_Phosphorus\n", + " Other_Phosphorus\n", + " Salinity\n", + " Sediment\n", + " Temperature\n", + " Turbidity\n", + " pH\n", " \n", " \n", " \n", " \n", " 0\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-S1312LB213F-128039\n", - " 2013-12-03\n", - " 10:50:00\n", - " EST\n", - " 21FLSARA_WQX-LB-2-12\n", - " STORET-770126858\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702013\n", + " 2013-04-29\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-15224\n", + " STORET-422578803\n", " NaN\n", " NaN\n", + " ...\n", " NaN\n", + " 0.09 milligram / liter\n", " NaN\n", " NaN\n", + " 0.09 milligram / liter\n", + " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " STORET\n", " \n", " \n", " 1\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-13120310352S\n", - " 2013-12-03\n", - " 10:01:00\n", - " EST\n", - " 21FLSARA_WQX-LB-3-12\n", - " STORET-528347606\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13947279\n", + " 2013-07-11\n", + " NaN\n", + " NaN\n", + " TCEQMAIN-11446\n", + " STORET-422881708\n", " NaN\n", " NaN\n", " ...\n", " NaN\n", " NaN\n", " NaN\n", - " https://www.waterqualitydata.us/data/providers...\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " STORET\n", + " NaN\n", + " 7.9 dimensionless\n", " \n", " \n", " 2\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-55361\n", - " 2013-02-27\n", - " 10:01:00\n", - " EST\n", - " 21FLSARA_WQX-WOD-2\n", - " STORET-528324771\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-14329114\n", + " 2013-10-08\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-15906\n", + " STORET-422797456\n", + " NaN\n", " NaN\n", + " ...\n", " NaN\n", + " 0.24 milligram / liter\n", " NaN\n", " NaN\n", + " 0.24 milligram / liter\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " STORET\n", " \n", " \n", " 3\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-1487272F1-22480\n", - " 2013-03-04\n", - " 06:45:00\n", - " EST\n", - " 21FLCHAR_WQX-LBGOT2\n", - " STORET-746345829\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13899297\n", + " 2013-08-01\n", + " NaN\n", + " NaN\n", + " TCEQMAIN-11287\n", + " STORET-422829817\n", " NaN\n", " NaN\n", " ...\n", @@ -447,31 +1477,31 @@ " NaN\n", " NaN\n", " NaN\n", - " STORET\n", + " NaN\n", " \n", " \n", " 4\n", - " 21FLSWFD_WQX\n", - " Southwest Florida Water Management District\n", - " 21FLSWFD_WQX-718131309\n", - " 2013-07-18\n", - " 13:09:00\n", - " EDT\n", - " 21FLSWFD_WQX-735505\n", - " STORET-531297498\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702703\n", + " 2013-05-14\n", + " NaN\n", + " NaN\n", + " TCEQMAIN-15216\n", + " STORET-422577293\n", " NaN\n", " NaN\n", " ...\n", " NaN\n", " NaN\n", " NaN\n", - " https://www.waterqualitydata.us/data/providers...\n", " NaN\n", " NaN\n", + " 28.2 Practical_Salinity_Units\n", + " NaN\n", " NaN\n", " NaN\n", " NaN\n", - " STORET\n", " \n", " \n", " ...\n", @@ -498,15 +1528,15 @@ " ...\n", " \n", " \n", - " 218951\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV001B-01/03/22-FP1\n", - " 2022-01-03\n", - " 08:31:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV001B\n", - " STORET-930057570\n", + " 249329\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " CST\n", + " USGS-08042546\n", + " NWIS-126809215\n", " NaN\n", " NaN\n", " ...\n", @@ -519,18 +1549,18 @@ " NaN\n", " NaN\n", " NaN\n", - " STORET\n", + " 6.6 dimensionless\n", " \n", " \n", - " 218952\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV003-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:35:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV003\n", - " STORET-930057524\n", + " 249330\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " CST\n", + " USGS-08042546\n", + " NWIS-126809227\n", " NaN\n", " NaN\n", " ...\n", @@ -542,19 +1572,19 @@ " NaN\n", " NaN\n", " NaN\n", + " 57.0 Nephelometric_Turbidity_Units\n", " NaN\n", - " STORET\n", " \n", " \n", - " 218953\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV006-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV006\n", - " STORET-930066292\n", + " 249331\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " CST\n", + " USGS-08042554\n", + " NWIS-126809095\n", " NaN\n", " NaN\n", " ...\n", @@ -565,20 +1595,20 @@ " NaN\n", " NaN\n", " NaN\n", + " 16.0 degree_Celsius\n", " NaN\n", " NaN\n", - " STORET\n", " \n", " \n", - " 218954\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-GSV005B-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-GSV005B\n", - " STORET-930061022\n", + " 249332\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " CST\n", + " USGS-08042554\n", + " NWIS-126809105\n", " NaN\n", " NaN\n", " ...\n", @@ -591,18 +1621,18 @@ " NaN\n", " NaN\n", " NaN\n", - " STORET\n", + " 6.5 dimensionless\n", " \n", " \n", - " 218955\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBANG1-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-LBANG1\n", - " STORET-930056399\n", + " 249333\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " CST\n", + " USGS-08042554\n", + " NWIS-126809117\n", " NaN\n", " NaN\n", " ...\n", @@ -614,200 +1644,146 @@ " NaN\n", " NaN\n", " NaN\n", + " 49.0 Nephelometric_Turbidity_Units\n", " NaN\n", - " STORET\n", " \n", " \n", "\n", - "

218956 rows × 78 columns

\n", + "

249334 rows × 98 columns

\n", "" ], "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLSARA_WQX Sarasota County Environmental Services \n", - "1 21FLSARA_WQX Sarasota County Environmental Services \n", - "2 21FLSARA_WQX Sarasota County Environmental Services \n", - "3 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "4 21FLSWFD_WQX Southwest Florida Water Management District \n", - "... ... ... \n", - "218951 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218952 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218953 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218954 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218955 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "\n", - " ActivityIdentifier ActivityStartDate \\\n", - "0 21FLSARA_WQX-S1312LB213F-128039 2013-12-03 \n", - "1 21FLSARA_WQX-13120310352S 2013-12-03 \n", - "2 21FLSARA_WQX-55361 2013-02-27 \n", - "3 21FLCHAR_WQX-1487272F1-22480 2013-03-04 \n", - "4 21FLSWFD_WQX-718131309 2013-07-18 \n", - "... ... ... \n", - "218951 21FLCHAR_WQX-LBV001B-01/03/22-FP1 2022-01-03 \n", - "218952 21FLCHAR_WQX-LBV003-01/03/22-FP1 2022-01-03 \n", - "218953 21FLCHAR_WQX-LBV006-01/03/22-FP1 2022-01-03 \n", - "218954 21FLCHAR_WQX-GSV005B-01/03/22-FP1 2022-01-03 \n", - "218955 21FLCHAR_WQX-LBANG1-01/03/22-FP1 2022-01-03 \n", + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 TCEQMAIN Texas Commission on Environmental Quality \n", + "1 TCEQMAIN Texas Commission on Environmental Quality \n", + "2 TCEQMAIN Texas Commission on Environmental Quality \n", + "3 TCEQMAIN Texas Commission on Environmental Quality \n", + "4 TCEQMAIN Texas Commission on Environmental Quality \n", + "... ... ... \n", + "249329 USGS-TX USGS Texas Water Science Center \n", + "249330 USGS-TX USGS Texas Water Science Center \n", + "249331 USGS-TX USGS Texas Water Science Center \n", + "249332 USGS-TX USGS Texas Water Science Center \n", + "249333 USGS-TX USGS Texas Water Science Center \n", "\n", - " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "0 10:50:00 EST \n", - "1 10:01:00 EST \n", - "2 10:01:00 EST \n", - "3 06:45:00 EST \n", - "4 13:09:00 EDT \n", - "... ... ... \n", - "218951 08:31:00 EST \n", - "218952 07:35:00 EST \n", - "218953 07:40:00 EST \n", - "218954 07:40:00 EST \n", - "218955 07:40:00 EST \n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 TCEQMAIN-13702013 2013-04-29 NaN \n", + "1 TCEQMAIN-13947279 2013-07-11 NaN \n", + "2 TCEQMAIN-14329114 2013-10-08 NaN \n", + "3 TCEQMAIN-13899297 2013-08-01 NaN \n", + "4 TCEQMAIN-13702703 2013-05-14 NaN \n", + "... ... ... ... \n", + "249329 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249330 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249331 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249332 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249333 nwistx.01.02400659 2024-01-25 12:35:00 \n", "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 21FLSARA_WQX-LB-2-12 STORET-770126858 NaN \n", - "1 21FLSARA_WQX-LB-3-12 STORET-528347606 NaN \n", - "2 21FLSARA_WQX-WOD-2 STORET-528324771 NaN \n", - "3 21FLCHAR_WQX-LBGOT2 STORET-746345829 NaN \n", - "4 21FLSWFD_WQX-735505 STORET-531297498 NaN \n", - "... ... ... ... \n", - "218951 21FLCHAR_WQX-LBV001B STORET-930057570 NaN \n", - "218952 21FLCHAR_WQX-LBV003 STORET-930057524 NaN \n", - "218953 21FLCHAR_WQX-LBV006 STORET-930066292 NaN \n", - "218954 21FLCHAR_WQX-GSV005B STORET-930061022 NaN \n", - "218955 21FLCHAR_WQX-LBANG1 STORET-930056399 NaN \n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 NaN TCEQMAIN-15224 \n", + "1 NaN TCEQMAIN-11446 \n", + "2 NaN TCEQMAIN-15906 \n", + "3 NaN TCEQMAIN-11287 \n", + "4 NaN TCEQMAIN-15216 \n", + "... ... ... \n", + "249329 CST USGS-08042546 \n", + "249330 CST USGS-08042546 \n", + "249331 CST USGS-08042554 \n", + "249332 CST USGS-08042554 \n", + "249333 CST USGS-08042554 \n", "\n", - " ResultDetectionConditionText ... AnalysisEndTime/TimeZoneCode \\\n", - "0 NaN ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 NaN ... NaN \n", - "... ... ... ... \n", - "218951 NaN ... NaN \n", - "218952 NaN ... NaN \n", - "218953 NaN ... NaN \n", - "218954 NaN ... NaN \n", - "218955 NaN ... NaN \n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-422578803 NaN NaN ... \n", + "1 STORET-422881708 NaN NaN ... \n", + "2 STORET-422797456 NaN NaN ... \n", + "3 STORET-422829817 NaN NaN ... \n", + "4 STORET-422577293 NaN NaN ... \n", + "... ... ... ... ... \n", + "249329 NWIS-126809215 NaN NaN ... \n", + "249330 NWIS-126809227 NaN NaN ... \n", + "249331 NWIS-126809095 NaN NaN ... \n", + "249332 NWIS-126809105 NaN NaN ... \n", + "249333 NWIS-126809117 NaN NaN ... \n", "\n", - " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "218951 NaN NaN \n", - "218952 NaN NaN \n", - "218953 NaN NaN \n", - "218954 NaN NaN \n", - "218955 NaN NaN \n", + " Carbon Phosphorus TP_Phosphorus TDP_Phosphorus \\\n", + "0 NaN 0.09 milligram / liter NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN 0.24 milligram / liter NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "249329 NaN NaN NaN NaN \n", + "249330 NaN NaN NaN NaN \n", + "249331 NaN NaN NaN NaN \n", + "249332 NaN NaN NaN NaN \n", + "249333 NaN NaN NaN NaN \n", "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 https://www.waterqualitydata.us/data/providers... \n", - "2 NaN \n", - "3 NaN \n", - "4 https://www.waterqualitydata.us/data/providers... \n", - "... ... \n", - "218951 NaN \n", - "218952 NaN \n", - "218953 NaN \n", - "218954 NaN \n", - "218955 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "218951 NaN NaN \n", - "218952 NaN NaN \n", - "218953 NaN NaN \n", - "218954 NaN NaN \n", - "218955 NaN NaN \n", + " Other_Phosphorus Salinity Sediment \\\n", + "0 0.09 milligram / liter NaN NaN \n", + "1 NaN NaN NaN \n", + "2 0.24 milligram / liter NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN 28.2 Practical_Salinity_Units NaN \n", + "... ... ... ... \n", + "249329 NaN NaN NaN \n", + "249330 NaN NaN NaN \n", + "249331 NaN NaN NaN \n", + "249332 NaN NaN NaN \n", + "249333 NaN NaN NaN \n", "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "218951 NaN NaN \n", - "218952 NaN NaN \n", - "218953 NaN NaN \n", - "218954 NaN NaN \n", - "218955 NaN NaN \n", + " Temperature Turbidity \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "249329 NaN NaN \n", + "249330 NaN 57.0 Nephelometric_Turbidity_Units \n", + "249331 16.0 degree_Celsius NaN \n", + "249332 NaN NaN \n", + "249333 NaN 49.0 Nephelometric_Turbidity_Units \n", "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "218951 NaN STORET \n", - "218952 NaN STORET \n", - "218953 NaN STORET \n", - "218954 NaN STORET \n", - "218955 NaN STORET \n", + " pH \n", + "0 NaN \n", + "1 7.9 dimensionless \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "249329 6.6 dimensionless \n", + "249330 NaN \n", + "249331 NaN \n", + "249332 6.5 dimensionless \n", + "249333 NaN \n", "\n", - "[218956 rows x 78 columns]" + "[249334 rows x 98 columns]" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Look at query results\n", - "df = res_narrow\n", - "df" + "# Harmonize all results\n", + "df_harmonized = harmonize.harmonize_all(res_narrow, errors='ignore')\n", + "df_harmonized" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Save it\n", - "out_df = os.path.join(out_dir, out_est_name + \".csv\")\n", - "#df.to_csv(out_df,index=False)" - ] - }, - { - "cell_type": "markdown", + "execution_count": 15, "metadata": {}, - "source": [ - "The harmonize_all() function identifies the characteristics present and uses preset defaults to harmonize each. This function does not has as much flexibility e.g., to keep intermediate columns, produce reports, or convert to non-default units." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "scrolled": true - }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:155: UserWarning: WARNING: 'ppm' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Suspended_Phosphorus\" column for Suspended, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Filterable_Phosphorus\" column for Filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Bed_Sediment_Phosphorus\" column for Bed Sediment, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"__Phosphorus\" column for , may be error\n", - " warn('Warning: ' + prob)\n" + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 217379 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" ] }, { @@ -842,101 +1818,101 @@ " DataLoggerLine\n", " ResultDetectionConditionText\n", " ...\n", + " TP_Phosphorus\n", " TDP_Phosphorus\n", " Other_Phosphorus\n", - " Bed_Sediment_Phosphorus\n", - " Chlorophyll\n", + " Salinity\n", + " Sediment\n", + " Temperature\n", " Turbidity\n", - " Secchi\n", " pH\n", - " Sediment\n", - " Nitrogen\n", - " Salinity\n", + " Activity_datetime\n", + " Depth\n", " \n", " \n", " \n", " \n", " 0\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-S1312LB213F-128039\n", - " 2013-12-03\n", - " 10:50:00\n", - " EST\n", - " 21FLSARA_WQX-LB-2-12\n", - " STORET-770126858\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702013\n", + " 2013-04-29\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-15224\n", + " STORET-422578803\n", " NaN\n", " NaN\n", + " ...\n", + " NaN\n", " NaN\n", + " 0.09 milligram / liter\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " NaT\n", " NaN\n", - " 31.0 Practical_Salinity_Units\n", " \n", " \n", " 1\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-13120310352S\n", - " 2013-12-03\n", - " 10:01:00\n", - " EST\n", - " 21FLSARA_WQX-LB-3-12\n", - " STORET-528347606\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13947279\n", + " 2013-07-11\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-11446\n", + " STORET-422881708\n", + " NaN\n", " NaN\n", + " ...\n", " NaN\n", " NaN\n", " NaN\n", - " 6.9 Nephelometric_Turbidity_Units\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " 7.9 dimensionless\n", + " NaT\n", " NaN\n", " \n", " \n", " 2\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-55361\n", - " 2013-02-27\n", - " 10:01:00\n", - " EST\n", - " 21FLSARA_WQX-WOD-2\n", - " STORET-528324771\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-14329114\n", + " 2013-10-08\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-15906\n", + " STORET-422797456\n", + " NaN\n", " NaN\n", + " ...\n", " NaN\n", " NaN\n", + " 0.24 milligram / liter\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " NaT\n", " NaN\n", - " 0.52 Practical_Salinity_Units\n", " \n", " \n", " 3\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-1487272F1-22480\n", - " 2013-03-04\n", - " 06:45:00\n", - " EST\n", - " 21FLCHAR_WQX-LBGOT2\n", - " STORET-746345829\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13899297\n", + " 2013-08-01\n", + " NaN\n", + " NaN\n", + " TCEQMAIN-11287\n", + " STORET-422829817\n", " NaN\n", " NaN\n", " ...\n", @@ -948,31 +1924,31 @@ " NaN\n", " NaN\n", " NaN\n", + " NaT\n", " NaN\n", - " 18.7 Practical_Salinity_Units\n", " \n", " \n", " 4\n", - " 21FLSWFD_WQX\n", - " Southwest Florida Water Management District\n", - " 21FLSWFD_WQX-718131309\n", - " 2013-07-18\n", - " 13:09:00\n", - " EDT\n", - " 21FLSWFD_WQX-735505\n", - " STORET-531297498\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702703\n", + " 2013-05-14\n", " NaN\n", " NaN\n", - " ...\n", + " TCEQMAIN-15216\n", + " STORET-422577293\n", " NaN\n", " NaN\n", + " ...\n", " NaN\n", " NaN\n", " NaN\n", + " 28.2 Practical_Salinity_Units\n", " NaN\n", " NaN\n", " NaN\n", " NaN\n", + " NaT\n", " NaN\n", " \n", " \n", @@ -1000,15 +1976,15 @@ " ...\n", " \n", " \n", - " 218951\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV001B-01/03/22-FP1\n", - " 2022-01-03\n", - " 08:31:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV001B\n", - " STORET-930057570\n", + " 249329\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " -0600\n", + " USGS-08042546\n", + " NWIS-126809215\n", " NaN\n", " NaN\n", " ...\n", @@ -1017,22 +1993,22 @@ " NaN\n", " NaN\n", " NaN\n", - " 0.9 meter\n", - " NaN\n", " NaN\n", " NaN\n", + " 6.6 dimensionless\n", + " 2024-01-25 14:35:00+00:00\n", " NaN\n", " \n", " \n", - " 218952\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV003-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:35:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV003\n", - " STORET-930057524\n", + " 249330\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " -0600\n", + " USGS-08042546\n", + " NWIS-126809227\n", " NaN\n", " NaN\n", " ...\n", @@ -1042,21 +2018,21 @@ " NaN\n", " NaN\n", " NaN\n", - " 7.84 dimensionless\n", - " NaN\n", + " 57.0 Nephelometric_Turbidity_Units\n", " NaN\n", + " 2024-01-25 14:35:00+00:00\n", " NaN\n", " \n", " \n", - " 218953\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV006-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-LBV006\n", - " STORET-930066292\n", + " 249331\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809095\n", " NaN\n", " NaN\n", " ...\n", @@ -1065,22 +2041,22 @@ " NaN\n", " NaN\n", " NaN\n", - " 0.3 meter\n", - " NaN\n", + " 16.0 degree_Celsius\n", " NaN\n", " NaN\n", + " 2024-01-25 18:35:00+00:00\n", " NaN\n", " \n", " \n", - " 218954\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-GSV005B-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-GSV005B\n", - " STORET-930061022\n", + " 249332\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809105\n", " NaN\n", " NaN\n", " ...\n", @@ -1090,21 +2066,21 @@ " NaN\n", " NaN\n", " NaN\n", - " 7.16 dimensionless\n", - " NaN\n", " NaN\n", + " 6.5 dimensionless\n", + " 2024-01-25 18:35:00+00:00\n", " NaN\n", " \n", " \n", - " 218955\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBANG1-01/03/22-FP1\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", - " 21FLCHAR_WQX-LBANG1\n", - " STORET-930056399\n", + " 249333\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809117\n", " NaN\n", " NaN\n", " ...\n", @@ -1114,135 +2090,213 @@ " NaN\n", " NaN\n", " NaN\n", + " 49.0 Nephelometric_Turbidity_Units\n", " NaN\n", + " 2024-01-25 18:35:00+00:00\n", " NaN\n", - " NaN\n", - " 33.81 Practical_Salinity_Units\n", " \n", " \n", "\n", - "

218956 rows × 97 columns

\n", + "

249334 rows × 100 columns

\n", "" ], "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLSARA_WQX Sarasota County Environmental Services \n", - "1 21FLSARA_WQX Sarasota County Environmental Services \n", - "2 21FLSARA_WQX Sarasota County Environmental Services \n", - "3 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "4 21FLSWFD_WQX Southwest Florida Water Management District \n", - "... ... ... \n", - "218951 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218952 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218953 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218954 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218955 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "\n", - " ActivityIdentifier ActivityStartDate \\\n", - "0 21FLSARA_WQX-S1312LB213F-128039 2013-12-03 \n", - "1 21FLSARA_WQX-13120310352S 2013-12-03 \n", - "2 21FLSARA_WQX-55361 2013-02-27 \n", - "3 21FLCHAR_WQX-1487272F1-22480 2013-03-04 \n", - "4 21FLSWFD_WQX-718131309 2013-07-18 \n", - "... ... ... \n", - "218951 21FLCHAR_WQX-LBV001B-01/03/22-FP1 2022-01-03 \n", - "218952 21FLCHAR_WQX-LBV003-01/03/22-FP1 2022-01-03 \n", - "218953 21FLCHAR_WQX-LBV006-01/03/22-FP1 2022-01-03 \n", - "218954 21FLCHAR_WQX-GSV005B-01/03/22-FP1 2022-01-03 \n", - "218955 21FLCHAR_WQX-LBANG1-01/03/22-FP1 2022-01-03 \n", - "\n", - " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "0 10:50:00 EST \n", - "1 10:01:00 EST \n", - "2 10:01:00 EST \n", - "3 06:45:00 EST \n", - "4 13:09:00 EDT \n", - "... ... ... \n", - "218951 08:31:00 EST \n", - "218952 07:35:00 EST \n", - "218953 07:40:00 EST \n", - "218954 07:40:00 EST \n", - "218955 07:40:00 EST \n", - "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 21FLSARA_WQX-LB-2-12 STORET-770126858 NaN \n", - "1 21FLSARA_WQX-LB-3-12 STORET-528347606 NaN \n", - "2 21FLSARA_WQX-WOD-2 STORET-528324771 NaN \n", - "3 21FLCHAR_WQX-LBGOT2 STORET-746345829 NaN \n", - "4 21FLSWFD_WQX-735505 STORET-531297498 NaN \n", - "... ... ... ... \n", - "218951 21FLCHAR_WQX-LBV001B STORET-930057570 NaN \n", - "218952 21FLCHAR_WQX-LBV003 STORET-930057524 NaN \n", - "218953 21FLCHAR_WQX-LBV006 STORET-930066292 NaN \n", - "218954 21FLCHAR_WQX-GSV005B STORET-930061022 NaN \n", - "218955 21FLCHAR_WQX-LBANG1 STORET-930056399 NaN \n", - "\n", - " ResultDetectionConditionText ... TDP_Phosphorus Other_Phosphorus \\\n", - "0 NaN ... NaN NaN \n", - "1 NaN ... NaN NaN \n", - "2 NaN ... NaN NaN \n", - "3 NaN ... NaN NaN \n", - "4 NaN ... NaN NaN \n", - "... ... ... ... ... \n", - "218951 NaN ... NaN NaN \n", - "218952 NaN ... NaN NaN \n", - "218953 NaN ... NaN NaN \n", - "218954 NaN ... NaN NaN \n", - "218955 NaN ... NaN NaN \n", - "\n", - " Bed_Sediment_Phosphorus Chlorophyll Turbidity \\\n", - "0 NaN NaN NaN \n", - "1 NaN NaN 6.9 Nephelometric_Turbidity_Units \n", - "2 NaN NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN NaN \n", - "... ... ... ... \n", - "218951 NaN NaN NaN \n", - "218952 NaN NaN NaN \n", - "218953 NaN NaN NaN \n", - "218954 NaN NaN NaN \n", - "218955 NaN NaN NaN \n", - "\n", - " Secchi pH Sediment Nitrogen \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "218951 0.9 meter NaN NaN NaN \n", - "218952 NaN 7.84 dimensionless NaN NaN \n", - "218953 0.3 meter NaN NaN NaN \n", - "218954 NaN 7.16 dimensionless NaN NaN \n", - "218955 NaN NaN NaN NaN \n", - "\n", - " Salinity \n", - "0 31.0 Practical_Salinity_Units \n", - "1 NaN \n", - "2 0.52 Practical_Salinity_Units \n", - "3 18.7 Practical_Salinity_Units \n", - "4 NaN \n", - "... ... \n", - "218951 NaN \n", - "218952 NaN \n", - "218953 NaN \n", - "218954 NaN \n", - "218955 33.81 Practical_Salinity_Units \n", - "\n", - "[218956 rows x 97 columns]" + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 TCEQMAIN Texas Commission on Environmental Quality \n", + "1 TCEQMAIN Texas Commission on Environmental Quality \n", + "2 TCEQMAIN Texas Commission on Environmental Quality \n", + "3 TCEQMAIN Texas Commission on Environmental Quality \n", + "4 TCEQMAIN Texas Commission on Environmental Quality \n", + "... ... ... \n", + "249329 USGS-TX USGS Texas Water Science Center \n", + "249330 USGS-TX USGS Texas Water Science Center \n", + "249331 USGS-TX USGS Texas Water Science Center \n", + "249332 USGS-TX USGS Texas Water Science Center \n", + "249333 USGS-TX USGS Texas Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 TCEQMAIN-13702013 2013-04-29 NaN \n", + "1 TCEQMAIN-13947279 2013-07-11 NaN \n", + "2 TCEQMAIN-14329114 2013-10-08 NaN \n", + "3 TCEQMAIN-13899297 2013-08-01 NaN \n", + "4 TCEQMAIN-13702703 2013-05-14 NaN \n", + "... ... ... ... \n", + "249329 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249330 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249331 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249332 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249333 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "\n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 NaN TCEQMAIN-15224 \n", + "1 NaN TCEQMAIN-11446 \n", + "2 NaN TCEQMAIN-15906 \n", + "3 NaN TCEQMAIN-11287 \n", + "4 NaN TCEQMAIN-15216 \n", + "... ... ... \n", + "249329 -0600 USGS-08042546 \n", + "249330 -0600 USGS-08042546 \n", + "249331 -0600 USGS-08042554 \n", + "249332 -0600 USGS-08042554 \n", + "249333 -0600 USGS-08042554 \n", + "\n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-422578803 NaN NaN ... \n", + "1 STORET-422881708 NaN NaN ... \n", + "2 STORET-422797456 NaN NaN ... \n", + "3 STORET-422829817 NaN NaN ... \n", + "4 STORET-422577293 NaN NaN ... \n", + "... ... ... ... ... \n", + "249329 NWIS-126809215 NaN NaN ... \n", + "249330 NWIS-126809227 NaN NaN ... \n", + "249331 NWIS-126809095 NaN NaN ... \n", + "249332 NWIS-126809105 NaN NaN ... \n", + "249333 NWIS-126809117 NaN NaN ... \n", + "\n", + " TP_Phosphorus TDP_Phosphorus Other_Phosphorus \\\n", + "0 NaN NaN 0.09 milligram / liter \n", + "1 NaN NaN NaN \n", + "2 NaN NaN 0.24 milligram / liter \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "249329 NaN NaN NaN \n", + "249330 NaN NaN NaN \n", + "249331 NaN NaN NaN \n", + "249332 NaN NaN NaN \n", + "249333 NaN NaN NaN \n", + "\n", + " Salinity Sediment Temperature \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 28.2 Practical_Salinity_Units NaN NaN \n", + "... ... ... ... \n", + "249329 NaN NaN NaN \n", + "249330 NaN NaN NaN \n", + "249331 NaN NaN 16.0 degree_Celsius \n", + "249332 NaN NaN NaN \n", + "249333 NaN NaN NaN \n", + "\n", + " Turbidity pH \\\n", + "0 NaN NaN \n", + "1 NaN 7.9 dimensionless \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "249329 NaN 6.6 dimensionless \n", + "249330 57.0 Nephelometric_Turbidity_Units NaN \n", + "249331 NaN NaN \n", + "249332 NaN 6.5 dimensionless \n", + "249333 49.0 Nephelometric_Turbidity_Units NaN \n", + "\n", + " Activity_datetime Depth \n", + "0 NaT NaN \n", + "1 NaT NaN \n", + "2 NaT NaN \n", + "3 NaT NaN \n", + "4 NaT NaN \n", + "... ... ... \n", + "249329 2024-01-25 14:35:00+00:00 NaN \n", + "249330 2024-01-25 14:35:00+00:00 NaN \n", + "249331 2024-01-25 18:35:00+00:00 NaN \n", + "249332 2024-01-25 18:35:00+00:00 NaN \n", + "249333 2024-01-25 18:35:00+00:00 NaN \n", + "\n", + "[249334 rows x 100 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Clean up other columns of data\n", + "df_cleaned = clean.datetime(df_harmonized) # datetime\n", + "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth\n", + "df_cleaned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Map results" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df_cleaned, stations_gdf)\n", + "legend_kwds = {\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# Harmonize all\n", - "# Note that errors='skip' or 'ignore' will be needed to supress errors in dimensionality in some cases\n", - "# such errors occur when a unit can not be converted to the desired unit (e.g., degC to m)\n", - "df = harmonize.harmonize_all(df, errors='ignore')\n", - "df" + "# Map average temperature results at each station\n", + "gdf_temperature = visualize.map_measure(df_cleaned, stations_gdf, 'Temperature')\n", + "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Look through results one parameter at a time" ] }, { @@ -1296,39 +2350,39 @@ " \n", " \n", " \n", - " 28\n", - " 0.7\n", + " 13\n", + " 0.41\n", " m\n", " NaN\n", - " 0.7 meter\n", + " 0.41 meter\n", " \n", " \n", - " 30\n", - " 0.3\n", + " 25\n", + " 0.91\n", " m\n", " NaN\n", - " 0.3 meter\n", + " 0.91 meter\n", " \n", " \n", - " 41\n", - " 1.3\n", + " 43\n", + " 0.69\n", " m\n", " NaN\n", - " 1.3 meter\n", + " 0.69 meter\n", " \n", " \n", - " 46\n", - " 1.2\n", + " 51\n", + " 0.20\n", " m\n", " NaN\n", - " 1.2 meter\n", + " 0.2 meter\n", " \n", " \n", - " 48\n", - " 1.2\n", + " 52\n", + " 0.27\n", " m\n", " NaN\n", - " 1.2 meter\n", + " 0.27 meter\n", " \n", " \n", " ...\n", @@ -1338,60 +2392,60 @@ " ...\n", " \n", " \n", - " 218937\n", - " 1\n", - " m\n", + " 249010\n", + " 21.00\n", + " in\n", " NaN\n", - " 1.0 meter\n", + " 0.5334 meter\n", " \n", " \n", - " 218939\n", - " 0.7\n", + " 249019\n", + " 0.41\n", " m\n", " NaN\n", - " 0.7 meter\n", + " 0.41 meter\n", " \n", " \n", - " 218945\n", - " 0.5\n", + " 249023\n", + " 0.20\n", " m\n", " NaN\n", - " 0.5 meter\n", + " 0.2 meter\n", " \n", " \n", - " 218951\n", - " 0.9\n", + " 249025\n", + " 0.28\n", " m\n", " NaN\n", - " 0.9 meter\n", + " 0.28 meter\n", " \n", " \n", - " 218953\n", - " 0.3\n", + " 249118\n", + " 14.00\n", " m\n", " NaN\n", - " 0.3 meter\n", + " 14.0 meter\n", " \n", " \n", "\n", - "

10849 rows × 4 columns

\n", + "

24848 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Secchi\n", - "28 0.7 m NaN 0.7 meter\n", - "30 0.3 m NaN 0.3 meter\n", - "41 1.3 m NaN 1.3 meter\n", - "46 1.2 m NaN 1.2 meter\n", - "48 1.2 m NaN 1.2 meter\n", - "... ... ... ... ...\n", - "218937 1 m NaN 1.0 meter\n", - "218939 0.7 m NaN 0.7 meter\n", - "218945 0.5 m NaN 0.5 meter\n", - "218951 0.9 m NaN 0.9 meter\n", - "218953 0.3 m NaN 0.3 meter\n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Secchi\n", + "13 0.41 m NaN 0.41 meter\n", + "25 0.91 m NaN 0.91 meter\n", + "43 0.69 m NaN 0.69 meter\n", + "51 0.20 m NaN 0.2 meter\n", + "52 0.27 m NaN 0.27 meter\n", + "... ... ... ... ...\n", + "249010 21.00 in NaN 0.5334 meter\n", + "249019 0.41 m NaN 0.41 meter\n", + "249023 0.20 m NaN 0.2 meter\n", + "249025 0.28 m NaN 0.28 meter\n", + "249118 14.00 m NaN 14.0 meter\n", "\n", - "[10849 rows x 4 columns]" + "[24848 rows x 4 columns]" ] }, "execution_count": 19, @@ -1401,7 +2455,7 @@ ], "source": [ "# Secchi\n", - "df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]" + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]" ] }, { @@ -1438,349 +2492,39 @@ " \n", " \n", " \n", - " 6\n", - " 30.4\n", - " deg C\n", - " NaN\n", - " 30.4 degree_Celsius\n", - " \n", - " \n", - " 22\n", - " 28.02\n", - " deg C\n", - " NaN\n", - " 28.02 degree_Celsius\n", - " \n", - " \n", - " 38\n", - " 28.58\n", - " deg C\n", - " NaN\n", - " 28.58 degree_Celsius\n", - " \n", - " \n", - " 47\n", - " 23.3\n", - " deg C\n", - " NaN\n", - " 23.3 degree_Celsius\n", - " \n", - " \n", - " 54\n", - " 17.7\n", - " deg C\n", - " NaN\n", - " 17.7 degree_Celsius\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 218925\n", - " 24.5\n", - " deg C\n", - " NaN\n", - " 24.5 degree_Celsius\n", - " \n", - " \n", - " 218932\n", - " 24.2\n", + " 11538\n", + " 26.2\n", " deg C\n", " NaN\n", - " 24.2 degree_Celsius\n", + " 26.2 degree_Celsius\n", " \n", " \n", - " 218934\n", - " 23.6\n", + " 11887\n", + " 25.8\n", " deg C\n", " NaN\n", - " 23.6 degree_Celsius\n", + " 25.8 degree_Celsius\n", " \n", " \n", - " 218940\n", - " 24\n", + " 11982\n", + " 30.5\n", " deg C\n", " NaN\n", - " 24.0 degree_Celsius\n", + " 30.5 degree_Celsius\n", " \n", " \n", - " 218941\n", - " 24\n", + " 12056\n", + " 26.0\n", " deg C\n", " NaN\n", - " 24.0 degree_Celsius\n", - " \n", - " \n", - "\n", - "

40708 rows × 4 columns

\n", - "" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "6 30.4 deg C NaN \n", - "22 28.02 deg C NaN \n", - "38 28.58 deg C NaN \n", - "47 23.3 deg C NaN \n", - "54 17.7 deg C NaN \n", - "... ... ... ... \n", - "218925 24.5 deg C NaN \n", - "218932 24.2 deg C NaN \n", - "218934 23.6 deg C NaN \n", - "218940 24 deg C NaN \n", - "218941 24 deg C NaN \n", - "\n", - " Temperature \n", - "6 30.4 degree_Celsius \n", - "22 28.02 degree_Celsius \n", - "38 28.58 degree_Celsius \n", - "47 23.3 degree_Celsius \n", - "54 17.7 degree_Celsius \n", - "... ... \n", - "218925 24.5 degree_Celsius \n", - "218932 24.2 degree_Celsius \n", - "218934 23.6 degree_Celsius \n", - "218940 24.0 degree_Celsius \n", - "218941 24.0 degree_Celsius \n", - "\n", - "[40708 rows x 4 columns]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Temperature\n", - "df.loc[df['CharacteristicName']=='Temperature, water', cols + ['Temperature']]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
1513.06mg/lNaN13.06 milligram / liter
236.2mg/lNaN6.2 milligram / liter
241mg/lNaN1.0 milligram / liter
257.4mg/lNaN7.4 milligram / liter
261.8mg/lNaN1.8 milligram / liter
...............
2189042.41mg/lNaN2.41 milligram / liter
2189055.8mg/lNaN5.8 milligram / liter
2189155.11mg/lNaN5.11 milligram / liter
2189262.3mg/lNaN2.3 milligram / liter
2189444.34mg/lNaN4.34 milligram / liter
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38218 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "15 13.06 mg/l NaN \n", - "23 6.2 mg/l NaN \n", - "24 1 mg/l NaN \n", - "25 7.4 mg/l NaN \n", - "26 1.8 mg/l NaN \n", - "... ... ... ... \n", - "218904 2.41 mg/l NaN \n", - "218905 5.8 mg/l NaN \n", - "218915 5.11 mg/l NaN \n", - "218926 2.3 mg/l NaN \n", - "218944 4.34 mg/l NaN \n", - "\n", - " DO \n", - "15 13.06 milligram / liter \n", - "23 6.2 milligram / liter \n", - "24 1.0 milligram / liter \n", - "25 7.4 milligram / liter \n", - "26 1.8 milligram / liter \n", - "... ... \n", - "218904 2.41 milligram / liter \n", - "218905 5.8 milligram / liter \n", - "218915 5.11 milligram / liter \n", - "218926 2.3 milligram / liter \n", - "218944 4.34 milligram / liter \n", - "\n", - "[38218 rows x 4 columns]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Dissolved Oxygen\n", - "df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols + ['DO']]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
77.9NoneNaN7.9 dimensionless
127.9NoneNaN7.9 dimensionless
138.1NoneNaN8.1 dimensionless
147.8NoneNaN7.8 dimensionless
217.3None26.0 degree_Celsius
1215930.5deg CNaN7.3 dimensionless30.5 degree_Celsius
......
2189427.56None24931916.7deg CNaN7.56 dimensionless16.7 degree_Celsius
2189477.54None24932215.8deg CNaN7.54 dimensionless15.8 degree_Celsius
2189507.7None24932516.1deg CNaN7.7 dimensionless16.1 degree_Celsius
2189527.84None24932815.6deg CNaN7.84 dimensionless15.6 degree_Celsius
2189547.16None24933116.0deg CNaN7.16 dimensionless16.0 degree_Celsius
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36339 rows × 4 columns

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8435 rows × 4 columns

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" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "7 7.9 None NaN \n", - "12 7.9 None NaN \n", - "13 8.1 None NaN \n", - "14 7.8 None NaN \n", - "21 7.3 None NaN \n", - "... ... ... ... \n", - "218942 7.56 None NaN \n", - "218947 7.54 None NaN \n", - "218950 7.7 None NaN \n", - "218952 7.84 None NaN \n", - "218954 7.16 None NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "11538 26.2 deg C NaN \n", + "11887 25.8 deg C NaN \n", + "11982 30.5 deg C NaN \n", + "12056 26.0 deg C NaN \n", + "12159 30.5 deg C NaN \n", + "... ... ... ... \n", + "249319 16.7 deg C NaN \n", + "249322 15.8 deg C NaN \n", + "249325 16.1 deg C NaN \n", + "249328 15.6 deg C NaN \n", + "249331 16.0 deg C NaN \n", "\n", - " pH \n", - "7 7.9 dimensionless \n", - "12 7.9 dimensionless \n", - "13 8.1 dimensionless \n", - "14 7.8 dimensionless \n", - "21 7.3 dimensionless \n", - "... ... \n", - "218942 7.56 dimensionless \n", - "218947 7.54 dimensionless \n", - "218950 7.7 dimensionless \n", - "218952 7.84 dimensionless \n", - "218954 7.16 dimensionless \n", + " Temperature \n", + "11538 26.2 degree_Celsius \n", + "11887 25.8 degree_Celsius \n", + "11982 30.5 degree_Celsius \n", + "12056 26.0 degree_Celsius \n", + "12159 30.5 degree_Celsius \n", + "... ... \n", + "249319 16.7 degree_Celsius \n", + "249322 15.8 degree_Celsius \n", + "249325 16.1 degree_Celsius \n", + "249328 15.6 degree_Celsius \n", + "249331 16.0 degree_Celsius \n", "\n", - "[36339 rows x 4 columns]" + "[8435 rows x 4 columns]" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# pH\n", - "df.loc[df['CharacteristicName']=='pH', cols + ['pH']]" + "# Temperature\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Temperature, water', cols + ['Temperature']]" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1898,44 +2642,44 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Salinity\n", + " DO\n", " \n", " \n", " \n", " \n", - " 0\n", - " 31.0\n", - " PSS\n", + " 11084\n", + " 6.70\n", + " mg/L\n", " NaN\n", - " 31.0 Practical_Salinity_Units\n", + " 6.7 milligram / liter\n", " \n", " \n", - " 2\n", - " 0.52\n", - " PSS\n", + " 12779\n", + " 1.70\n", + " mg/L\n", " NaN\n", - " 0.52 Practical_Salinity_Units\n", + " 1.7 milligram / liter\n", " \n", " \n", - " 3\n", - " 18.7\n", - " ppth\n", + " 14367\n", + " 1.70\n", + " mg/L\n", " NaN\n", - " 18.7 Practical_Salinity_Units\n", + " 1.7 milligram / liter\n", " \n", " \n", - " 5\n", - " 0.28\n", - " PSS\n", + " 14585\n", + " 2.10\n", + " mg/L\n", " NaN\n", - " 0.28 Practical_Salinity_Units\n", + " 2.1 milligram / liter\n", " \n", " \n", - " 8\n", - " 36.2\n", - " ppth\n", + " 14623\n", + " 1.30\n", + " mg/L\n", " NaN\n", - " 36.2 Practical_Salinity_Units\n", + " 1.3 milligram / liter\n", " \n", " \n", " ...\n", @@ -1945,88 +2689,88 @@ " ...\n", " \n", " \n", - " 218928\n", - " 35.26\n", - " ppth\n", + " 241652\n", + " 6.60\n", + " mg/L\n", " NaN\n", - " 35.26 Practical_Salinity_Units\n", + " 6.6 milligram / liter\n", " \n", " \n", - " 218929\n", - " 33.14\n", - " ppth\n", + " 241656\n", + " 7.45\n", + " mg/L\n", " NaN\n", - " 33.14 Practical_Salinity_Units\n", + " 7.45 milligram / liter\n", " \n", " \n", - " 218931\n", - " 27.18\n", - " ppth\n", + " 241689\n", + " 8.70\n", + " mg/L\n", " NaN\n", - " 27.18 Practical_Salinity_Units\n", + " 8.7 milligram / liter\n", " \n", " \n", - " 218935\n", - " 29.88\n", - " ppth\n", + " 241690\n", + " 6.90\n", + " mg/L\n", " NaN\n", - " 29.88 Practical_Salinity_Units\n", + " 6.9 milligram / liter\n", " \n", " \n", - " 218955\n", - " 33.81\n", - " ppth\n", + " 241699\n", + " 8.70\n", + " mg/L\n", " NaN\n", - " 33.81 Practical_Salinity_Units\n", + " 8.7 milligram / liter\n", " \n", " \n", "\n", - "

38708 rows × 4 columns

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538 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "0 31.0 PSS NaN \n", - "2 0.52 PSS NaN \n", - "3 18.7 ppth NaN \n", - "5 0.28 PSS NaN \n", - "8 36.2 ppth NaN \n", - "... ... ... ... \n", - "218928 35.26 ppth NaN \n", - "218929 33.14 ppth NaN \n", - "218931 27.18 ppth NaN \n", - "218935 29.88 ppth NaN \n", - "218955 33.81 ppth NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "11084 6.70 mg/L NaN \n", + "12779 1.70 mg/L NaN \n", + "14367 1.70 mg/L NaN \n", + "14585 2.10 mg/L NaN \n", + "14623 1.30 mg/L NaN \n", + "... ... ... ... \n", + "241652 6.60 mg/L NaN \n", + "241656 7.45 mg/L NaN \n", + "241689 8.70 mg/L NaN \n", + "241690 6.90 mg/L NaN \n", + "241699 8.70 mg/L NaN \n", "\n", - " Salinity \n", - "0 31.0 Practical_Salinity_Units \n", - "2 0.52 Practical_Salinity_Units \n", - "3 18.7 Practical_Salinity_Units \n", - "5 0.28 Practical_Salinity_Units \n", - "8 36.2 Practical_Salinity_Units \n", - "... ... \n", - "218928 35.26 Practical_Salinity_Units \n", - "218929 33.14 Practical_Salinity_Units \n", - "218931 27.18 Practical_Salinity_Units \n", - "218935 29.88 Practical_Salinity_Units \n", - "218955 33.81 Practical_Salinity_Units \n", + " DO \n", + "11084 6.7 milligram / liter \n", + "12779 1.7 milligram / liter \n", + "14367 1.7 milligram / liter \n", + "14585 2.1 milligram / liter \n", + "14623 1.3 milligram / liter \n", + "... ... \n", + "241652 6.6 milligram / liter \n", + "241656 7.45 milligram / liter \n", + "241689 8.7 milligram / liter \n", + "241690 6.9 milligram / liter \n", + "241699 8.7 milligram / liter \n", "\n", - "[38708 rows x 4 columns]" + "[538 rows x 4 columns]" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Salinity\n", - "df.loc[df['CharacteristicName']=='Salinity', cols + ['Salinity']]" + "# Dissolved Oxygen\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Dissolved oxygen (DO)', cols + ['DO']]" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -2053,80 +2797,135 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Nitrogen\n", + " pH\n", " \n", " \n", " \n", " \n", - " 59054\n", - " 0.236\n", - " mg/l\n", + " 1\n", + " 7.9\n", + " None\n", " NaN\n", - " 0.236 milligram / liter\n", + " 7.9 dimensionless\n", " \n", " \n", - " 59202\n", - " 0.244\n", - " mg/l\n", + " 5\n", + " 8.2\n", + " None\n", " NaN\n", - " 0.244 milligram / liter\n", + " 8.2 dimensionless\n", " \n", " \n", - " 61052\n", - " 0.21\n", - " mg/l\n", + " 6\n", + " 7.8\n", + " None\n", " NaN\n", - " 0.21 milligram / liter\n", + " 7.8 dimensionless\n", " \n", " \n", - " 61156\n", - " 0.25\n", - " mg/l\n", + " 10\n", + " 7.3\n", + " None\n", + " NaN\n", + " 7.3 dimensionless\n", + " \n", + " \n", + " 17\n", + " 7.5\n", + " None\n", + " NaN\n", + " 7.5 dimensionless\n", + " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 249320\n", + " 6.7\n", + " std units\n", + " NaN\n", + " 6.7 dimensionless\n", + " \n", + " \n", + " 249323\n", + " 6.8\n", + " std units\n", + " NaN\n", + " 6.8 dimensionless\n", + " \n", + " \n", + " 249326\n", + " 6.7\n", + " std units\n", + " NaN\n", + " 6.7 dimensionless\n", + " \n", + " \n", + " 249329\n", + " 6.6\n", + " std units\n", + " NaN\n", + " 6.6 dimensionless\n", + " \n", + " \n", + " 249332\n", + " 6.5\n", + " std units\n", " NaN\n", - " 0.25 milligram / liter\n", + " 6.5 dimensionless\n", " \n", " \n", "\n", + "

79481 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "59054 0.236 mg/l NaN \n", - "59202 0.244 mg/l NaN \n", - "61052 0.21 mg/l NaN \n", - "61156 0.25 mg/l NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "1 7.9 None NaN \n", + "5 8.2 None NaN \n", + "6 7.8 None NaN \n", + "10 7.3 None NaN \n", + "17 7.5 None NaN \n", + "... ... ... ... \n", + "249320 6.7 std units NaN \n", + "249323 6.8 std units NaN \n", + "249326 6.7 std units NaN \n", + "249329 6.6 std units NaN \n", + "249332 6.5 std units NaN \n", "\n", - " Nitrogen \n", - "59054 0.236 milligram / liter \n", - "59202 0.244 milligram / liter \n", - "61052 0.21 milligram / liter \n", - "61156 0.25 milligram / liter " + " pH \n", + "1 7.9 dimensionless \n", + "5 8.2 dimensionless \n", + "6 7.8 dimensionless \n", + "10 7.3 dimensionless \n", + "17 7.5 dimensionless \n", + "... ... \n", + "249320 6.7 dimensionless \n", + "249323 6.8 dimensionless \n", + "249326 6.7 dimensionless \n", + "249329 6.6 dimensionless \n", + "249332 6.5 dimensionless \n", + "\n", + "[79481 rows x 4 columns]" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Nitrogen\n", - "df.loc[df['CharacteristicName']=='Nitrogen', cols + ['Nitrogen']]" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "# Conductivity\n", - "if 'Conductivity' in df.columns:\n", - " df.loc[df['CharacteristicName']=='Conductivity', cols + ['Conductivity']]" + "# pH\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='pH', cols + ['pH']]" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -2153,44 +2952,44 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Chlorophyll\n", + " Salinity\n", " \n", " \n", " \n", " \n", - " 31419\n", - " 3.53\n", - " ug/l\n", + " 4\n", + " 28.2\n", + " ppt\n", " NaN\n", - " 0.0035299999999999997 milligram / liter\n", + " 28.2 Practical_Salinity_Units\n", " \n", " \n", - " 31433\n", - " 2.19\n", - " ug/l\n", + " 7\n", + " 25.6\n", + " ppt\n", " NaN\n", - " 0.00219 milligram / liter\n", + " 25.6 Practical_Salinity_Units\n", " \n", " \n", - " 31447\n", - " 7.26\n", - " ug/l\n", + " 14\n", + " 3.8\n", + " ppt\n", " NaN\n", - " 0.00726 milligram / liter\n", + " 3.8 Practical_Salinity_Units\n", " \n", " \n", - " 31461\n", - " 4.02\n", - " ug/l\n", + " 15\n", + " 12.0\n", + " ppt\n", " NaN\n", - " 0.004019999999999999 milligram / liter\n", + " 12.0 Practical_Salinity_Units\n", " \n", " \n", - " 31475\n", - " 5.3\n", - " ug/l\n", + " 24\n", + " 20.3\n", + " ppt\n", " NaN\n", - " 0.0053 milligram / liter\n", + " 20.3 Practical_Salinity_Units\n", " \n", " \n", " ...\n", @@ -2200,101 +2999,88 @@ " ...\n", " \n", " \n", - " 217203\n", - " NaN\n", - " NaN\n", - " ResultMeasureValue: missing (NaN) result; Resu...\n", + " 243312\n", + " 18.8\n", + " ppt\n", " NaN\n", + " 18.8 Practical_Salinity_Units\n", " \n", " \n", - " 217210\n", - " 33.0\n", - " ug/l\n", + " 243385\n", + " 20.1\n", + " ppt\n", " NaN\n", - " 0.033 milligram / liter\n", + " 20.1 Practical_Salinity_Units\n", " \n", " \n", - " 217233\n", - " 0.9\n", - " ug/l\n", + " 249022\n", + " 10.9\n", + " ppt\n", " NaN\n", - " 0.0009000000000000001 milligram / liter\n", + " 10.9 Practical_Salinity_Units\n", " \n", " \n", - " 217239\n", - " NaN\n", - " NaN\n", - " ResultMeasureValue: missing (NaN) result; Resu...\n", + " 249026\n", + " 6.8\n", + " ppt\n", " NaN\n", + " 6.8 Practical_Salinity_Units\n", " \n", " \n", - " 217245\n", - " 5.4\n", - " ug/l\n", + " 249027\n", + " 12.9\n", + " ppt\n", " NaN\n", - " 0.0054 milligram / liter\n", + " 12.9 Practical_Salinity_Units\n", " \n", " \n", "\n", - "

4253 rows × 4 columns

\n", + "

37421 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "31419 3.53 ug/l \n", - "31433 2.19 ug/l \n", - "31447 7.26 ug/l \n", - "31461 4.02 ug/l \n", - "31475 5.3 ug/l \n", - "... ... ... \n", - "217203 NaN NaN \n", - "217210 33.0 ug/l \n", - "217233 0.9 ug/l \n", - "217239 NaN NaN \n", - "217245 5.4 ug/l \n", - "\n", - " QA_flag \\\n", - "31419 NaN \n", - "31433 NaN \n", - "31447 NaN \n", - "31461 NaN \n", - "31475 NaN \n", - "... ... \n", - "217203 ResultMeasureValue: missing (NaN) result; Resu... \n", - "217210 NaN \n", - "217233 NaN \n", - "217239 ResultMeasureValue: missing (NaN) result; Resu... \n", - "217245 NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "4 28.2 ppt NaN \n", + "7 25.6 ppt NaN \n", + "14 3.8 ppt NaN \n", + "15 12.0 ppt NaN \n", + "24 20.3 ppt NaN \n", + "... ... ... ... \n", + "243312 18.8 ppt NaN \n", + "243385 20.1 ppt NaN \n", + "249022 10.9 ppt NaN \n", + "249026 6.8 ppt NaN \n", + "249027 12.9 ppt NaN \n", "\n", - " Chlorophyll \n", - "31419 0.0035299999999999997 milligram / liter \n", - "31433 0.00219 milligram / liter \n", - "31447 0.00726 milligram / liter \n", - "31461 0.004019999999999999 milligram / liter \n", - "31475 0.0053 milligram / liter \n", - "... ... \n", - "217203 NaN \n", - "217210 0.033 milligram / liter \n", - "217233 0.0009000000000000001 milligram / liter \n", - "217239 NaN \n", - "217245 0.0054 milligram / liter \n", + " Salinity \n", + "4 28.2 Practical_Salinity_Units \n", + "7 25.6 Practical_Salinity_Units \n", + "14 3.8 Practical_Salinity_Units \n", + "15 12.0 Practical_Salinity_Units \n", + "24 20.3 Practical_Salinity_Units \n", + "... ... \n", + "243312 18.8 Practical_Salinity_Units \n", + "243385 20.1 Practical_Salinity_Units \n", + "249022 10.9 Practical_Salinity_Units \n", + "249026 6.8 Practical_Salinity_Units \n", + "249027 12.9 Practical_Salinity_Units \n", "\n", - "[4253 rows x 4 columns]" + "[37421 rows x 4 columns]" ] }, - "execution_count": 26, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Chlorophyll A\n", - "df.loc[df['CharacteristicName']=='Chlorophyll a', cols + ['Chlorophyll']]" + "# Salinity\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Salinity', cols + ['Salinity']]" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -2321,44 +3107,44 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Carbon\n", + " Nitrogen\n", " \n", " \n", " \n", " \n", - " 4\n", - " 5.8\n", - " mg/l\n", + " 3\n", + " 0.62\n", + " mg/L\n", " NaN\n", - " 5.8 milligram / liter\n", + " 0.62 milligram / liter\n", " \n", " \n", - " 51\n", - " 2.7\n", - " mg/l\n", + " 29\n", + " 0.69\n", + " mg/L\n", " NaN\n", - " 2.7 milligram / liter\n", + " 0.69 milligram / liter\n", " \n", " \n", - " 106\n", - " 2.7\n", - " mg/l\n", + " 31\n", + " 2.80\n", + " mg/L\n", " NaN\n", - " 2.7 milligram / liter\n", + " 2.8 milligram / liter\n", " \n", " \n", - " 139\n", - " 22\n", - " mg/l\n", + " 81\n", + " 2.50\n", + " mg/L\n", " NaN\n", - " 22.0 milligram / liter\n", + " 2.5 milligram / liter\n", " \n", " \n", - " 197\n", - " 2.52\n", - " mg/l\n", + " 86\n", + " 2.40\n", + " mg/L\n", " NaN\n", - " 2.52 milligram / liter\n", + " 2.4 milligram / liter\n", " \n", " \n", " ...\n", @@ -2368,88 +3154,99 @@ " ...\n", " \n", " \n", - " 217250\n", - " 28.0\n", - " mg/l\n", + " 247796\n", + " 1.29\n", + " mg/L\n", " NaN\n", - " 28.0 milligram / liter\n", + " 1.29 milligram / liter\n", " \n", " \n", - " 217594\n", - " 18.0\n", - " mg/l\n", + " 247966\n", + " 1.34\n", + " mg/L\n", " NaN\n", - " 18.0 milligram / liter\n", + " 1.34 milligram / liter\n", " \n", " \n", - " 218524\n", - " 18\n", - " mg/l\n", + " 248200\n", + " 1.23\n", + " mg/L\n", " NaN\n", - " 18.0 milligram / liter\n", + " 1.23 milligram / liter\n", " \n", " \n", - " 218526\n", - " 17\n", - " mg/l\n", + " 248380\n", + " 3.53\n", + " mg/L\n", " NaN\n", - " 17.0 milligram / liter\n", + " 3.53 milligram / liter\n", " \n", " \n", - " 218614\n", - " 20\n", - " mg/l\n", + " 248812\n", + " 1.57\n", + " mg/L\n", " NaN\n", - " 20.0 milligram / liter\n", + " 1.57 milligram / liter\n", " \n", " \n", "\n", - "

1948 rows × 4 columns

\n", + "

16388 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "4 5.8 mg/l NaN \n", - "51 2.7 mg/l NaN \n", - "106 2.7 mg/l NaN \n", - "139 22 mg/l NaN \n", - "197 2.52 mg/l NaN \n", - "... ... ... ... \n", - "217250 28.0 mg/l NaN \n", - "217594 18.0 mg/l NaN \n", - "218524 18 mg/l NaN \n", - "218526 17 mg/l NaN \n", - "218614 20 mg/l NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "3 0.62 mg/L NaN \n", + "29 0.69 mg/L NaN \n", + "31 2.80 mg/L NaN \n", + "81 2.50 mg/L NaN \n", + "86 2.40 mg/L NaN \n", + "... ... ... ... \n", + "247796 1.29 mg/L NaN \n", + "247966 1.34 mg/L NaN \n", + "248200 1.23 mg/L NaN \n", + "248380 3.53 mg/L NaN \n", + "248812 1.57 mg/L NaN \n", "\n", - " Carbon \n", - "4 5.8 milligram / liter \n", - "51 2.7 milligram / liter \n", - "106 2.7 milligram / liter \n", - "139 22.0 milligram / liter \n", - "197 2.52 milligram / liter \n", + " Nitrogen \n", + "3 0.62 milligram / liter \n", + "29 0.69 milligram / liter \n", + "31 2.8 milligram / liter \n", + "81 2.5 milligram / liter \n", + "86 2.4 milligram / liter \n", "... ... \n", - "217250 28.0 milligram / liter \n", - "217594 18.0 milligram / liter \n", - "218524 18.0 milligram / liter \n", - "218526 17.0 milligram / liter \n", - "218614 20.0 milligram / liter \n", + "247796 1.29 milligram / liter \n", + "247966 1.34 milligram / liter \n", + "248200 1.23 milligram / liter \n", + "248380 3.53 milligram / liter \n", + "248812 1.57 milligram / liter \n", "\n", - "[1948 rows x 4 columns]" + "[16388 rows x 4 columns]" ] }, - "execution_count": 27, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Carbon\n", - "df.loc[df['CharacteristicName']=='Organic carbon', cols + ['Carbon']]" + "# Nitrogen\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Nitrogen', cols + ['Nitrogen']]" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Conductivity\n", + "if 'Conductivity' in df_cleaned.columns:\n", + " df_cleaned.loc[df_cleaned['CharacteristicName']=='Conductivity', cols + ['Conductivity']]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -2476,44 +3273,44 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Turbidity\n", + " Chlorophyll\n", " \n", " \n", " \n", " \n", - " 1\n", - " 6.9\n", - " NTU\n", + " 11\n", + " 50.30\n", + " ug/L\n", " NaN\n", - " 6.9 Nephelometric_Turbidity_Units\n", + " 0.0503 milligram / liter\n", " \n", " \n", - " 9\n", - " 1.1\n", - " NTU\n", + " 18\n", + " 16.30\n", + " ug/L\n", " NaN\n", - " 1.1 Nephelometric_Turbidity_Units\n", + " 0.016300000000000002 milligram / liter\n", " \n", " \n", - " 36\n", - " 4.4\n", - " NTU\n", + " 35\n", + " 1.29\n", + " ug/L\n", " NaN\n", - " 4.4 Nephelometric_Turbidity_Units\n", + " 0.0012900000000000001 milligram / liter\n", " \n", " \n", - " 52\n", - " 0.70\n", - " NTU\n", + " 61\n", + " 11.60\n", + " ug/L\n", " NaN\n", - " 0.7 Nephelometric_Turbidity_Units\n", + " 0.0116 milligram / liter\n", " \n", " \n", - " 55\n", - " 1.3\n", - " NTU\n", + " 73\n", + " 20.20\n", + " ug/L\n", " NaN\n", - " 1.3 Nephelometric_Turbidity_Units\n", + " 0.0202 milligram / liter\n", " \n", " \n", " ...\n", @@ -2523,88 +3320,88 @@ " ...\n", " \n", " \n", - " 218916\n", - " 2.1\n", - " NTU\n", + " 241681\n", + " 3.72\n", + " ug/L\n", " NaN\n", - " 2.1 Nephelometric_Turbidity_Units\n", + " 0.00372 milligram / liter\n", " \n", " \n", - " 218921\n", - " 1.1\n", - " NTU\n", + " 246877\n", + " 1.00\n", + " ug/L\n", " NaN\n", - " 1.1 Nephelometric_Turbidity_Units\n", + " 0.001 milligram / liter\n", " \n", " \n", - " 218930\n", - " 1.7\n", - " NTU\n", + " 247193\n", + " 2.00\n", + " ug/L\n", " NaN\n", - " 1.7 Nephelometric_Turbidity_Units\n", + " 0.002 milligram / liter\n", " \n", " \n", - " 218936\n", - " 3.5\n", - " NTU\n", + " 249104\n", + " 10.80\n", + " ug/l\n", " NaN\n", - " 3.5 Nephelometric_Turbidity_Units\n", + " 0.0108 milligram / liter\n", " \n", " \n", - " 218946\n", - " 2.8\n", - " NTU\n", + " 249125\n", + " 10.80\n", + " ug/l\n", " NaN\n", - " 2.8 Nephelometric_Turbidity_Units\n", + " 0.0108 milligram / liter\n", " \n", " \n", "\n", - "

20067 rows × 4 columns

\n", + "

7451 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "1 6.9 NTU NaN \n", - "9 1.1 NTU NaN \n", - "36 4.4 NTU NaN \n", - "52 0.70 NTU NaN \n", - "55 1.3 NTU NaN \n", - "... ... ... ... \n", - "218916 2.1 NTU NaN \n", - "218921 1.1 NTU NaN \n", - "218930 1.7 NTU NaN \n", - "218936 3.5 NTU NaN \n", - "218946 2.8 NTU NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "11 50.30 ug/L NaN \n", + "18 16.30 ug/L NaN \n", + "35 1.29 ug/L NaN \n", + "61 11.60 ug/L NaN \n", + "73 20.20 ug/L NaN \n", + "... ... ... ... \n", + "241681 3.72 ug/L NaN \n", + "246877 1.00 ug/L NaN \n", + "247193 2.00 ug/L NaN \n", + "249104 10.80 ug/l NaN \n", + "249125 10.80 ug/l NaN \n", "\n", - " Turbidity \n", - "1 6.9 Nephelometric_Turbidity_Units \n", - "9 1.1 Nephelometric_Turbidity_Units \n", - "36 4.4 Nephelometric_Turbidity_Units \n", - "52 0.7 Nephelometric_Turbidity_Units \n", - "55 1.3 Nephelometric_Turbidity_Units \n", - "... ... \n", - "218916 2.1 Nephelometric_Turbidity_Units \n", - "218921 1.1 Nephelometric_Turbidity_Units \n", - "218930 1.7 Nephelometric_Turbidity_Units \n", - "218936 3.5 Nephelometric_Turbidity_Units \n", - "218946 2.8 Nephelometric_Turbidity_Units \n", + " Chlorophyll \n", + "11 0.0503 milligram / liter \n", + "18 0.016300000000000002 milligram / liter \n", + "35 0.0012900000000000001 milligram / liter \n", + "61 0.0116 milligram / liter \n", + "73 0.0202 milligram / liter \n", + "... ... \n", + "241681 0.00372 milligram / liter \n", + "246877 0.001 milligram / liter \n", + "247193 0.002 milligram / liter \n", + "249104 0.0108 milligram / liter \n", + "249125 0.0108 milligram / liter \n", "\n", - "[20067 rows x 4 columns]" + "[7451 rows x 4 columns]" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Turbidity\n", - "df.loc[df['CharacteristicName']=='Turbidity', cols + ['Turbidity']]" + "# Chlorophyll A\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Chlorophyll a', cols + ['Chlorophyll']]" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -2631,81 +3428,136 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " Sediment\n", + " Carbon\n", " \n", " \n", " \n", " \n", - " 217084\n", - " 1\n", - " %\n", + " 12\n", + " 5.00\n", + " mg/L\n", " NaN\n", - " 10.0 gram / kilogram\n", + " 5.0 milligram / liter\n", " \n", " \n", - " 217085\n", - " 11\n", - " %\n", + " 16\n", + " 7.00\n", + " mg/L\n", + " NaN\n", + " 7.0 milligram / liter\n", + " \n", + " \n", + " 21\n", + " 5.00\n", + " mg/L\n", + " NaN\n", + " 5.0 milligram / liter\n", + " \n", + " \n", + " 36\n", + " 5.00\n", + " mg/L\n", + " NaN\n", + " 5.0 milligram / liter\n", + " \n", + " \n", + " 53\n", + " 8.00\n", + " mg/L\n", + " NaN\n", + " 8.0 milligram / liter\n", + " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 249183\n", + " 6.16\n", + " mg/l\n", + " NaN\n", + " 6.16 milligram / liter\n", + " \n", + " \n", + " 249215\n", + " 11.80\n", + " mg/l\n", " NaN\n", - " 110.0 gram / kilogram\n", + " 11.8 milligram / liter\n", " \n", " \n", - " 217086\n", - " 66\n", - " %\n", + " 249216\n", + " 7.05\n", + " mg/l\n", " NaN\n", - " 660.0 gram / kilogram\n", + " 7.05 milligram / liter\n", " \n", " \n", - " 217087\n", - " 97\n", - " %\n", + " 249280\n", + " 10.70\n", + " mg/l\n", " NaN\n", - " 970.0 gram / kilogram\n", + " 10.7 milligram / liter\n", " \n", " \n", - " 217088\n", - " 100\n", - " %\n", + " 249281\n", + " 6.15\n", + " mg/l\n", " NaN\n", - " 1000.0 gram / kilogram\n", + " 6.15 milligram / liter\n", " \n", " \n", "\n", + "

8284 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "217084 1 % NaN \n", - "217085 11 % NaN \n", - "217086 66 % NaN \n", - "217087 97 % NaN \n", - "217088 100 % NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "12 5.00 mg/L NaN \n", + "16 7.00 mg/L NaN \n", + "21 5.00 mg/L NaN \n", + "36 5.00 mg/L NaN \n", + "53 8.00 mg/L NaN \n", + "... ... ... ... \n", + "249183 6.16 mg/l NaN \n", + "249215 11.80 mg/l NaN \n", + "249216 7.05 mg/l NaN \n", + "249280 10.70 mg/l NaN \n", + "249281 6.15 mg/l NaN \n", + "\n", + " Carbon \n", + "12 5.0 milligram / liter \n", + "16 7.0 milligram / liter \n", + "21 5.0 milligram / liter \n", + "36 5.0 milligram / liter \n", + "53 8.0 milligram / liter \n", + "... ... \n", + "249183 6.16 milligram / liter \n", + "249215 11.8 milligram / liter \n", + "249216 7.05 milligram / liter \n", + "249280 10.7 milligram / liter \n", + "249281 6.15 milligram / liter \n", "\n", - " Sediment \n", - "217084 10.0 gram / kilogram \n", - "217085 110.0 gram / kilogram \n", - "217086 660.0 gram / kilogram \n", - "217087 970.0 gram / kilogram \n", - "217088 1000.0 gram / kilogram " + "[8284 rows x 4 columns]" ] }, - "execution_count": 29, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Sediment\n", - "df.loc[df['CharacteristicName']=='Sediment', cols + ['Sediment']]" + "# Carbon\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Organic carbon', cols + ['Carbon']]" ] }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "scrolled": true - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { @@ -2731,132 +3583,148 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " TDP_Phosphorus\n", + " Turbidity\n", " \n", " \n", " \n", " \n", - " 215119\n", - " 0.000\n", - " mg/l as P\n", + " 302\n", + " 28.0\n", + " NTU\n", " NaN\n", - " 0.0 milligram / liter\n", + " 28.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 216871\n", - " 0.220\n", - " mg/l as P\n", - " NaN\n", - " 0.22 milligram / liter\n", + " 370\n", + " 3.0\n", + " None\n", + " ResultMeasure/MeasureUnitCode: 'None' UNDEFINE...\n", + " 3.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 216942\n", - " 0.160\n", - " mg/l as P\n", - " NaN\n", - " 0.16 milligram / liter\n", + " 565\n", + " 3.0\n", + " None\n", + " ResultMeasure/MeasureUnitCode: 'None' UNDEFINE...\n", + " 3.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 216967\n", - " 0.110\n", - " mg/l as P\n", - " NaN\n", - " 0.11 milligram / liter\n", + " 588\n", + " 2.0\n", + " None\n", + " ResultMeasure/MeasureUnitCode: 'None' UNDEFINE...\n", + " 2.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 216995\n", - " 0.140\n", - " mg/l as P\n", - " NaN\n", - " 0.14 milligram / liter\n", + " 686\n", + " 2.0\n", + " None\n", + " ResultMeasure/MeasureUnitCode: 'None' UNDEFINE...\n", + " 2.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 217037\n", - " 0.190\n", - " mg/l as P\n", - " NaN\n", - " 0.19 milligram / liter\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 217045\n", - " 0.200\n", - " mg/l as P\n", + " 249321\n", + " 35.0\n", + " FNU\n", " NaN\n", - " 0.2 milligram / liter\n", + " 35.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 217059\n", - " 0.120\n", - " mg/l as P\n", + " 249324\n", + " 150.0\n", + " FNU\n", " NaN\n", - " 0.12 milligram / liter\n", + " 150.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 217078\n", - " 0.170\n", - " mg/l as P\n", + " 249327\n", + " 56.0\n", + " FNU\n", " NaN\n", - " 0.17 milligram / liter\n", + " 56.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 217095\n", - " 0.170\n", - " mg/l as P\n", + " 249330\n", + " 57.0\n", + " FNU\n", " NaN\n", - " 0.17 milligram / liter\n", + " 57.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 217593\n", - " 0.020\n", - " mg/l as P\n", + " 249333\n", + " 49.0\n", + " FNU\n", " NaN\n", - " 0.02 milligram / liter\n", + " 49.0 Nephelometric_Turbidity_Units\n", " \n", " \n", "\n", + "

7363 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "215119 0.000 mg/l as P NaN \n", - "216871 0.220 mg/l as P NaN \n", - "216942 0.160 mg/l as P NaN \n", - "216967 0.110 mg/l as P NaN \n", - "216995 0.140 mg/l as P NaN \n", - "217037 0.190 mg/l as P NaN \n", - "217045 0.200 mg/l as P NaN \n", - "217059 0.120 mg/l as P NaN \n", - "217078 0.170 mg/l as P NaN \n", - "217095 0.170 mg/l as P NaN \n", - "217593 0.020 mg/l as P NaN \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "302 28.0 NTU \n", + "370 3.0 None \n", + "565 3.0 None \n", + "588 2.0 None \n", + "686 2.0 None \n", + "... ... ... \n", + "249321 35.0 FNU \n", + "249324 150.0 FNU \n", + "249327 56.0 FNU \n", + "249330 57.0 FNU \n", + "249333 49.0 FNU \n", + "\n", + " QA_flag \\\n", + "302 NaN \n", + "370 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... \n", + "565 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... \n", + "588 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... \n", + "686 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... \n", + "... ... \n", + "249321 NaN \n", + "249324 NaN \n", + "249327 NaN \n", + "249330 NaN \n", + "249333 NaN \n", + "\n", + " Turbidity \n", + "302 28.0 Nephelometric_Turbidity_Units \n", + "370 3.0 Nephelometric_Turbidity_Units \n", + "565 3.0 Nephelometric_Turbidity_Units \n", + "588 2.0 Nephelometric_Turbidity_Units \n", + "686 2.0 Nephelometric_Turbidity_Units \n", + "... ... \n", + "249321 35.0 Nephelometric_Turbidity_Units \n", + "249324 150.0 Nephelometric_Turbidity_Units \n", + "249327 56.0 Nephelometric_Turbidity_Units \n", + "249330 57.0 Nephelometric_Turbidity_Units \n", + "249333 49.0 Nephelometric_Turbidity_Units \n", "\n", - " TDP_Phosphorus \n", - "215119 0.0 milligram / liter \n", - "216871 0.22 milligram / liter \n", - "216942 0.16 milligram / liter \n", - "216967 0.11 milligram / liter \n", - "216995 0.14 milligram / liter \n", - "217037 0.19 milligram / liter \n", - "217045 0.2 milligram / liter \n", - "217059 0.12 milligram / liter \n", - "217078 0.17 milligram / liter \n", - "217095 0.17 milligram / liter \n", - "217593 0.02 milligram / liter " + "[7363 rows x 4 columns]" ] }, - "execution_count": 30, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Phosphorus\n", - "df.loc[df['TDP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']]" + "# Turbidity\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Turbidity', cols + ['Turbidity']]" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -2883,44 +3751,44 @@ " ResultMeasureValue\n", " ResultMeasure/MeasureUnitCode\n", " QA_flag\n", - " TP_Phosphorus\n", + " Sediment\n", " \n", " \n", " \n", " \n", - " 10\n", - " 0.579\n", - " mg/l\n", + " 221899\n", + " 0.0091\n", + " g\n", + " NaN\n", " NaN\n", - " 0.579 milligram / liter\n", " \n", " \n", - " 19\n", - " 0.008\n", - " mg/l\n", + " 221900\n", + " 0.0091\n", + " g\n", + " NaN\n", " NaN\n", - " 0.008 milligram / liter\n", " \n", " \n", - " 49\n", - " 0.749\n", - " mg/l\n", + " 221901\n", + " 0.0000\n", + " g\n", + " NaN\n", " NaN\n", - " 0.749 milligram / liter\n", " \n", " \n", - " 67\n", - " 0.445\n", - " mg/l\n", + " 221921\n", + " 0.0140\n", + " g\n", + " NaN\n", " NaN\n", - " 0.445 milligram / liter\n", " \n", " \n", - " 94\n", - " 0.422\n", - " mg/l\n", + " 221922\n", + " 0.0136\n", + " g\n", + " NaN\n", " NaN\n", - " 0.422 milligram / liter\n", " \n", " \n", " ...\n", @@ -2930,102 +3798,78 @@ " ...\n", " \n", " \n", - " 218933\n", - " 0.045\n", - " mg/l\n", + " 249294\n", + " 0.1214\n", + " g\n", + " NaN\n", " NaN\n", - " 0.045 milligram / liter\n", " \n", " \n", - " 218938\n", - " 0.23\n", - " mg/l\n", + " 249295\n", + " 0.0116\n", + " g\n", + " NaN\n", " NaN\n", - " 0.23 milligram / liter\n", " \n", " \n", - " 218943\n", - " 0.068\n", - " mg/l\n", + " 249296\n", + " 0.1478\n", + " g\n", + " NaN\n", " NaN\n", - " 0.068 milligram / liter\n", " \n", " \n", - " 218948\n", - " 0.096\n", - " mg/l\n", + " 249297\n", + " 0.1410\n", + " g\n", + " NaN\n", " NaN\n", - " 0.096 milligram / liter\n", " \n", " \n", - " 218949\n", - " 0.076\n", - " mg/l\n", + " 249298\n", + " 0.0068\n", + " g\n", + " NaN\n", " NaN\n", - " 0.076 milligram / liter\n", " \n", " \n", "\n", - "

6730 rows × 4 columns

\n", + "

529 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "10 0.579 mg/l NaN \n", - "19 0.008 mg/l NaN \n", - "49 0.749 mg/l NaN \n", - "67 0.445 mg/l NaN \n", - "94 0.422 mg/l NaN \n", - "... ... ... ... \n", - "218933 0.045 mg/l NaN \n", - "218938 0.23 mg/l NaN \n", - "218943 0.068 mg/l NaN \n", - "218948 0.096 mg/l NaN \n", - "218949 0.076 mg/l NaN \n", - "\n", - " TP_Phosphorus \n", - "10 0.579 milligram / liter \n", - "19 0.008 milligram / liter \n", - "49 0.749 milligram / liter \n", - "67 0.445 milligram / liter \n", - "94 0.422 milligram / liter \n", - "... ... \n", - "218933 0.045 milligram / liter \n", - "218938 0.23 milligram / liter \n", - "218943 0.068 milligram / liter \n", - "218948 0.096 milligram / liter \n", - "218949 0.076 milligram / liter \n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Sediment\n", + "221899 0.0091 g NaN NaN\n", + "221900 0.0091 g NaN NaN\n", + "221901 0.0000 g NaN NaN\n", + "221921 0.0140 g NaN NaN\n", + "221922 0.0136 g NaN NaN\n", + "... ... ... ... ...\n", + "249294 0.1214 g NaN NaN\n", + "249295 0.0116 g NaN NaN\n", + "249296 0.1478 g NaN NaN\n", + "249297 0.1410 g NaN NaN\n", + "249298 0.0068 g NaN NaN\n", "\n", - "[6730 rows x 4 columns]" + "[529 rows x 4 columns]" ] }, - "execution_count": 31, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.loc[df['TP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TP_Phosphorus']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Datetime" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "datetime() formats time using dataretrieval and ActivityStart" + "# Sediment\n", + "df_cleaned.loc[df_cleaned['CharacteristicName']=='Sediment', cols + ['Sediment']]" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 30, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -3048,114 +3892,138 @@ " \n", " \n", " \n", - " ActivityStartDate\n", - " ActivityStartTime/Time\n", - " ActivityStartTime/TimeZoneCode\n", + " ResultMeasureValue\n", + " ResultMeasure/MeasureUnitCode\n", + " QA_flag\n", + " TDP_Phosphorus\n", " \n", " \n", " \n", " \n", - " 0\n", - " 2013-12-03\n", - " 10:50:00\n", - " EST\n", + " 201017\n", + " 0.060\n", + " mg/l as P\n", + " NaN\n", + " 0.06 milligram / liter\n", " \n", " \n", - " 1\n", - " 2013-12-03\n", - " 10:01:00\n", - " EST\n", + " 201093\n", + " 0.020\n", + " mg/l as P\n", + " NaN\n", + " 0.02 milligram / liter\n", " \n", " \n", - " 2\n", - " 2013-02-27\n", - " 10:01:00\n", - " EST\n", + " 201142\n", + " 0.070\n", + " mg/l as P\n", + " NaN\n", + " 0.07 milligram / liter\n", " \n", " \n", - " 3\n", - " 2013-03-04\n", - " 06:45:00\n", - " EST\n", + " 201353\n", + " 0.020\n", + " mg/l as P\n", + " NaN\n", + " 0.02 milligram / liter\n", " \n", " \n", - " 4\n", - " 2013-07-18\n", - " 13:09:00\n", - " EDT\n", + " 201426\n", + " 0.030\n", + " mg/l as P\n", + " NaN\n", + " 0.03 milligram / liter\n", " \n", " \n", " ...\n", " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 218951\n", - " 2022-01-03\n", - " 08:31:00\n", - " EST\n", + " 249121\n", + " 0.096\n", + " mg/l as P\n", + " NaN\n", + " 0.096 milligram / liter\n", " \n", " \n", - " 218952\n", - " 2022-01-03\n", - " 07:35:00\n", - " EST\n", + " 249135\n", + " 0.070\n", + " mg/l as P\n", + " NaN\n", + " 0.07 milligram / liter\n", " \n", " \n", - " 218953\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", + " 249141\n", + " 0.050\n", + " mg/l as P\n", + " NaN\n", + " 0.05 milligram / liter\n", " \n", " \n", - " 218954\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", + " 249147\n", + " 0.090\n", + " mg/l as P\n", + " NaN\n", + " 0.09 milligram / liter\n", " \n", " \n", - " 218955\n", - " 2022-01-03\n", - " 07:40:00\n", - " EST\n", + " 249153\n", + " 0.060\n", + " mg/l as P\n", + " NaN\n", + " 0.06 milligram / liter\n", " \n", " \n", "\n", - "

218956 rows × 3 columns

\n", + "

820 rows × 4 columns

\n", "" ], "text/plain": [ - " ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode\n", - "0 2013-12-03 10:50:00 EST\n", - "1 2013-12-03 10:01:00 EST\n", - "2 2013-02-27 10:01:00 EST\n", - "3 2013-03-04 06:45:00 EST\n", - "4 2013-07-18 13:09:00 EDT\n", - "... ... ... ...\n", - "218951 2022-01-03 08:31:00 EST\n", - "218952 2022-01-03 07:35:00 EST\n", - "218953 2022-01-03 07:40:00 EST\n", - "218954 2022-01-03 07:40:00 EST\n", - "218955 2022-01-03 07:40:00 EST\n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "201017 0.060 mg/l as P NaN \n", + "201093 0.020 mg/l as P NaN \n", + "201142 0.070 mg/l as P NaN \n", + "201353 0.020 mg/l as P NaN \n", + "201426 0.030 mg/l as P NaN \n", + "... ... ... ... \n", + "249121 0.096 mg/l as P NaN \n", + "249135 0.070 mg/l as P NaN \n", + "249141 0.050 mg/l as P NaN \n", + "249147 0.090 mg/l as P NaN \n", + "249153 0.060 mg/l as P NaN \n", "\n", - "[218956 rows x 3 columns]" + " TDP_Phosphorus \n", + "201017 0.06 milligram / liter \n", + "201093 0.02 milligram / liter \n", + "201142 0.07 milligram / liter \n", + "201353 0.02 milligram / liter \n", + "201426 0.03 milligram / liter \n", + "... ... \n", + "249121 0.096 milligram / liter \n", + "249135 0.07 milligram / liter \n", + "249141 0.05 milligram / liter \n", + "249147 0.09 milligram / liter \n", + "249153 0.06 milligram / liter \n", + "\n", + "[820 rows x 4 columns]" ] }, - "execution_count": 32, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# First inspect the existing unformated fields\n", - "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", - "df[cols]" + "# Phosphorus\n", + "df_cleaned.loc[df_cleaned['TDP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']]" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -3179,153 +4047,151 @@ " \n", " \n", " \n", - " StartDate\n", - " Activity_datetime\n", + " ResultMeasureValue\n", + " ResultMeasure/MeasureUnitCode\n", + " QA_flag\n", + " TP_Phosphorus\n", " \n", " \n", " \n", " \n", - " 0\n", - " 2013-12-03\n", - " 2013-12-03 15:50:00+00:00\n", + " 309\n", + " 0.16\n", + " mg/L\n", + " NaN\n", + " 0.16 milligram / liter\n", " \n", " \n", - " 1\n", - " 2013-12-03\n", - " 2013-12-03 15:01:00+00:00\n", + " 587\n", + " 0.08\n", + " mg/L\n", + " NaN\n", + " 0.08 milligram / liter\n", " \n", " \n", - " 2\n", - " 2013-02-27\n", - " 2013-02-27 15:01:00+00:00\n", + " 693\n", + " 0.81\n", + " mg/L\n", + " NaN\n", + " 0.81 milligram / liter\n", " \n", " \n", - " 3\n", - " 2013-03-04\n", - " 2013-03-04 11:45:00+00:00\n", + " 767\n", + " 0.18\n", + " mg/L\n", + " NaN\n", + " 0.18 milligram / liter\n", " \n", " \n", - " 4\n", - " 2013-07-18\n", - " 2013-07-18 17:09:00+00:00\n", + " 1074\n", + " 0.33\n", + " mg/L\n", + " NaN\n", + " 0.33 milligram / liter\n", " \n", " \n", " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 218951\n", - " 2022-01-03\n", - " 2022-01-03 13:31:00+00:00\n", + " 249163\n", + " 0.11\n", + " mg/l as P\n", + " NaN\n", + " 0.11 milligram / liter\n", " \n", " \n", - " 218952\n", - " 2022-01-03\n", - " 2022-01-03 12:35:00+00:00\n", + " 249175\n", + " 0.18\n", + " mg/l as P\n", + " NaN\n", + " 0.18 milligram / liter\n", " \n", " \n", - " 218953\n", - " 2022-01-03\n", - " 2022-01-03 12:40:00+00:00\n", + " 249181\n", + " 0.30\n", + " mg/l as P\n", + " NaN\n", + " 0.3 milligram / liter\n", " \n", " \n", - " 218954\n", - " 2022-01-03\n", - " 2022-01-03 12:40:00+00:00\n", + " 249214\n", + " 0.22\n", + " mg/l as P\n", + " NaN\n", + " 0.22 milligram / liter\n", " \n", " \n", - " 218955\n", - " 2022-01-03\n", - " 2022-01-03 12:40:00+00:00\n", + " 249279\n", + " 0.32\n", + " mg/l as P\n", + " NaN\n", + " 0.32 milligram / liter\n", " \n", " \n", "\n", - "

218956 rows × 2 columns

\n", + "

13760 rows × 4 columns

\n", "" ], "text/plain": [ - " StartDate Activity_datetime\n", - "0 2013-12-03 2013-12-03 15:50:00+00:00\n", - "1 2013-12-03 2013-12-03 15:01:00+00:00\n", - "2 2013-02-27 2013-02-27 15:01:00+00:00\n", - "3 2013-03-04 2013-03-04 11:45:00+00:00\n", - "4 2013-07-18 2013-07-18 17:09:00+00:00\n", - "... ... ...\n", - "218951 2022-01-03 2022-01-03 13:31:00+00:00\n", - "218952 2022-01-03 2022-01-03 12:35:00+00:00\n", - "218953 2022-01-03 2022-01-03 12:40:00+00:00\n", - "218954 2022-01-03 2022-01-03 12:40:00+00:00\n", - "218955 2022-01-03 2022-01-03 12:40:00+00:00\n", + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "309 0.16 mg/L NaN \n", + "587 0.08 mg/L NaN \n", + "693 0.81 mg/L NaN \n", + "767 0.18 mg/L NaN \n", + "1074 0.33 mg/L NaN \n", + "... ... ... ... \n", + "249163 0.11 mg/l as P NaN \n", + "249175 0.18 mg/l as P NaN \n", + "249181 0.30 mg/l as P NaN \n", + "249214 0.22 mg/l as P NaN \n", + "249279 0.32 mg/l as P NaN \n", "\n", - "[218956 rows x 2 columns]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Note the input columns are dropped (rename the result to preserve these columns)\n", - "df = clean.datetime(df)\n", - "df[['StartDate', 'Activity_datetime']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a startDate column is used to preserve date only." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Depth" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Series([], Name: ResultDepthHeightMeasure/MeasureValue, dtype: float64)" + " TP_Phosphorus \n", + "309 0.16 milligram / liter \n", + "587 0.08 milligram / liter \n", + "693 0.81 milligram / liter \n", + "767 0.18 milligram / liter \n", + "1074 0.33 milligram / liter \n", + "... ... \n", + "249163 0.11 milligram / liter \n", + "249175 0.18 milligram / liter \n", + "249181 0.3 milligram / liter \n", + "249214 0.22 milligram / liter \n", + "249279 0.32 milligram / liter \n", + "\n", + "[13760 rows x 4 columns]" ] }, - "execution_count": 34, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Depth of sample (default units='meter')\n", - "df = clean.harmonize_depth(df)\n", - "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", - "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" + "df_cleaned.loc[df_cleaned['TP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TP_Phosphorus']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Note: Data are often lacking sample depth metadata" + "### Characteristic to Column (long to wide format)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Characteristic to Column (long to wide format)" + "Note: each parameter should be compared against acceptance criteria before these steps as duplicates and bad data can be problematic" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -3352,38 +4218,38 @@ " OrganizationIdentifier\n", " OrganizationFormalName\n", " ActivityIdentifier\n", + " ActivityStartDate\n", + " ActivityStartTime/Time\n", + " ActivityStartTime/TimeZoneCode\n", " MonitoringLocationIdentifier\n", " ResultIdentifier\n", " DataLoggerLine\n", " ResultDetectionConditionText\n", - " MethodSpecificationName\n", - " CharacteristicName\n", - " ResultSampleFractionText\n", " ...\n", - " QA_TDP_Phosphorus\n", - " QA_Other_Phosphorus\n", - " QA_Bed_Sediment_Phosphorus\n", - " QA_Chlorophyll\n", " QA_Turbidity\n", + " QA_Chlorophyll\n", + " QA_Nitrogen\n", + " QA_DO\n", + " QA_Sediment\n", + " QA_Conductivity\n", " QA_Secchi\n", + " QA_Temperature\n", " QA_pH\n", - " QA_Sediment\n", - " QA_Nitrogen\n", - " QA_Salinity\n", + " QA_Carbon\n", " \n", " \n", " \n", " \n", " 0\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-S1312LB213F-128039\n", - " 21FLSARA_WQX-LB-2-12\n", - " STORET-770126858\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702013\n", + " 2013-04-29\n", " NaN\n", " NaN\n", + " TCEQMAIN-15224\n", + " STORET-422578803\n", " NaN\n", - " Salinity\n", " NaN\n", " ...\n", " NaN\n", @@ -3399,16 +4265,16 @@ " \n", " \n", " 1\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-13120310352S\n", - " 21FLSARA_WQX-LB-3-12\n", - " STORET-528347606\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13947279\n", + " 2013-07-11\n", + " NaN\n", " NaN\n", + " TCEQMAIN-11446\n", + " STORET-422881708\n", " NaN\n", " NaN\n", - " Turbidity\n", - " Total\n", " ...\n", " NaN\n", " NaN\n", @@ -3423,15 +4289,15 @@ " \n", " \n", " 2\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-55361\n", - " 21FLSARA_WQX-WOD-2\n", - " STORET-528324771\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-14329114\n", + " 2013-10-08\n", " NaN\n", " NaN\n", + " TCEQMAIN-15906\n", + " STORET-422797456\n", " NaN\n", - " Salinity\n", " NaN\n", " ...\n", " NaN\n", @@ -3447,15 +4313,15 @@ " \n", " \n", " 3\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-1487272F1-22480\n", - " 21FLCHAR_WQX-LBGOT2\n", - " STORET-746345829\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13899297\n", + " 2013-08-01\n", " NaN\n", " NaN\n", + " TCEQMAIN-11287\n", + " STORET-422829817\n", " NaN\n", - " Salinity\n", " NaN\n", " ...\n", " NaN\n", @@ -3471,16 +4337,16 @@ " \n", " \n", " 4\n", - " 21FLSWFD_WQX\n", - " Southwest Florida Water Management District\n", - " 21FLSWFD_WQX-718131309\n", - " 21FLSWFD_WQX-735505\n", - " STORET-531297498\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702703\n", + " 2013-05-14\n", " NaN\n", " NaN\n", + " TCEQMAIN-15216\n", + " STORET-422577293\n", + " NaN\n", " NaN\n", - " Organic carbon\n", - " Total\n", " ...\n", " NaN\n", " NaN\n", @@ -3518,17 +4384,17 @@ " ...\n", " \n", " \n", - " 218951\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV001B-01/03/22-FP1\n", - " 21FLCHAR_WQX-LBV001B\n", - " STORET-930057570\n", - " NaN\n", + " 249329\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " -0600\n", + " USGS-08042546\n", + " NWIS-126809215\n", " NaN\n", " NaN\n", - " Depth, Secchi disk depth\n", - " NaN\n", " ...\n", " NaN\n", " NaN\n", @@ -3542,17 +4408,17 @@ " NaN\n", " \n", " \n", - " 218952\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV003-01/03/22-FP1\n", - " 21FLCHAR_WQX-LBV003\n", - " STORET-930057524\n", - " NaN\n", + " 249330\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400657\n", + " 2024-01-25\n", + " 08:35:00\n", + " -0600\n", + " USGS-08042546\n", + " NWIS-126809227\n", " NaN\n", " NaN\n", - " pH\n", - " NaN\n", " ...\n", " NaN\n", " NaN\n", @@ -3566,17 +4432,17 @@ " NaN\n", " \n", " \n", - " 218953\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBV006-01/03/22-FP1\n", - " 21FLCHAR_WQX-LBV006\n", - " STORET-930066292\n", - " NaN\n", + " 249331\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809095\n", " NaN\n", " NaN\n", - " Depth, Secchi disk depth\n", - " NaN\n", " ...\n", " NaN\n", " NaN\n", @@ -3590,17 +4456,17 @@ " NaN\n", " \n", " \n", - " 218954\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-GSV005B-01/03/22-FP1\n", - " 21FLCHAR_WQX-GSV005B\n", - " STORET-930061022\n", - " NaN\n", + " 249332\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809105\n", " NaN\n", " NaN\n", - " pH\n", - " NaN\n", " ...\n", " NaN\n", " NaN\n", @@ -3614,17 +4480,17 @@ " NaN\n", " \n", " \n", - " 218955\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-LBANG1-01/03/22-FP1\n", - " 21FLCHAR_WQX-LBANG1\n", - " STORET-930056399\n", - " NaN\n", + " 249333\n", + " USGS-TX\n", + " USGS Texas Water Science Center\n", + " nwistx.01.02400659\n", + " 2024-01-25\n", + " 12:35:00\n", + " -0600\n", + " USGS-08042554\n", + " NWIS-126809117\n", " NaN\n", " NaN\n", - " Salinity\n", - " NaN\n", " ...\n", " NaN\n", " NaN\n", @@ -3639,118 +4505,105 @@ " \n", " \n", "\n", - "

212890 rows × 112 columns

\n", + "

231057 rows × 115 columns

\n", "" ], "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLSARA_WQX Sarasota County Environmental Services \n", - "1 21FLSARA_WQX Sarasota County Environmental Services \n", - "2 21FLSARA_WQX Sarasota County Environmental Services \n", - "3 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "4 21FLSWFD_WQX Southwest Florida Water Management District \n", - "... ... ... \n", - "218951 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218952 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218953 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218954 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "218955 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier \\\n", - "0 21FLSARA_WQX-S1312LB213F-128039 21FLSARA_WQX-LB-2-12 \n", - "1 21FLSARA_WQX-13120310352S 21FLSARA_WQX-LB-3-12 \n", - "2 21FLSARA_WQX-55361 21FLSARA_WQX-WOD-2 \n", - "3 21FLCHAR_WQX-1487272F1-22480 21FLCHAR_WQX-LBGOT2 \n", - "4 21FLSWFD_WQX-718131309 21FLSWFD_WQX-735505 \n", - "... ... ... \n", - "218951 21FLCHAR_WQX-LBV001B-01/03/22-FP1 21FLCHAR_WQX-LBV001B \n", - "218952 21FLCHAR_WQX-LBV003-01/03/22-FP1 21FLCHAR_WQX-LBV003 \n", - "218953 21FLCHAR_WQX-LBV006-01/03/22-FP1 21FLCHAR_WQX-LBV006 \n", - "218954 21FLCHAR_WQX-GSV005B-01/03/22-FP1 21FLCHAR_WQX-GSV005B \n", - "218955 21FLCHAR_WQX-LBANG1-01/03/22-FP1 21FLCHAR_WQX-LBANG1 \n", + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 TCEQMAIN Texas Commission on Environmental Quality \n", + "1 TCEQMAIN Texas Commission on Environmental Quality \n", + "2 TCEQMAIN Texas Commission on Environmental Quality \n", + "3 TCEQMAIN Texas Commission on Environmental Quality \n", + "4 TCEQMAIN Texas Commission on Environmental Quality \n", + "... ... ... \n", + "249329 USGS-TX USGS Texas Water Science Center \n", + "249330 USGS-TX USGS Texas Water Science Center \n", + "249331 USGS-TX USGS Texas Water Science Center \n", + "249332 USGS-TX USGS Texas Water Science Center \n", + "249333 USGS-TX USGS Texas Water Science Center \n", "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText \\\n", - "0 STORET-770126858 NaN NaN \n", - "1 STORET-528347606 NaN NaN \n", - "2 STORET-528324771 NaN NaN \n", - "3 STORET-746345829 NaN NaN \n", - "4 STORET-531297498 NaN NaN \n", - "... ... ... ... \n", - "218951 STORET-930057570 NaN NaN \n", - "218952 STORET-930057524 NaN NaN \n", - "218953 STORET-930066292 NaN NaN \n", - "218954 STORET-930061022 NaN NaN \n", - "218955 STORET-930056399 NaN NaN \n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 TCEQMAIN-13702013 2013-04-29 NaN \n", + "1 TCEQMAIN-13947279 2013-07-11 NaN \n", + "2 TCEQMAIN-14329114 2013-10-08 NaN \n", + "3 TCEQMAIN-13899297 2013-08-01 NaN \n", + "4 TCEQMAIN-13702703 2013-05-14 NaN \n", + "... ... ... ... \n", + "249329 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249330 nwistx.01.02400657 2024-01-25 08:35:00 \n", + "249331 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249332 nwistx.01.02400659 2024-01-25 12:35:00 \n", + "249333 nwistx.01.02400659 2024-01-25 12:35:00 \n", "\n", - " MethodSpecificationName CharacteristicName \\\n", - "0 NaN Salinity \n", - "1 NaN Turbidity \n", - "2 NaN Salinity \n", - "3 NaN Salinity \n", - "4 NaN Organic carbon \n", - "... ... ... \n", - "218951 NaN Depth, Secchi disk depth \n", - "218952 NaN pH \n", - "218953 NaN Depth, Secchi disk depth \n", - "218954 NaN pH \n", - "218955 NaN Salinity \n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 NaN TCEQMAIN-15224 \n", + "1 NaN TCEQMAIN-11446 \n", + "2 NaN TCEQMAIN-15906 \n", + "3 NaN TCEQMAIN-11287 \n", + "4 NaN TCEQMAIN-15216 \n", + "... ... ... \n", + "249329 -0600 USGS-08042546 \n", + "249330 -0600 USGS-08042546 \n", + "249331 -0600 USGS-08042554 \n", + "249332 -0600 USGS-08042554 \n", + "249333 -0600 USGS-08042554 \n", "\n", - " ResultSampleFractionText ... QA_TDP_Phosphorus QA_Other_Phosphorus \\\n", - "0 NaN ... NaN NaN \n", - "1 Total ... NaN NaN \n", - "2 NaN ... NaN NaN \n", - "3 NaN ... NaN NaN \n", - "4 Total ... NaN NaN \n", - "... ... ... ... ... \n", - "218951 NaN ... NaN NaN \n", - "218952 NaN ... NaN NaN \n", - "218953 NaN ... NaN NaN \n", - "218954 NaN ... NaN NaN \n", - "218955 NaN ... NaN NaN \n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-422578803 NaN NaN ... \n", + "1 STORET-422881708 NaN NaN ... \n", + "2 STORET-422797456 NaN NaN ... \n", + "3 STORET-422829817 NaN NaN ... \n", + "4 STORET-422577293 NaN NaN ... \n", + "... ... ... ... ... \n", + "249329 NWIS-126809215 NaN NaN ... \n", + "249330 NWIS-126809227 NaN NaN ... \n", + "249331 NWIS-126809095 NaN NaN ... \n", + "249332 NWIS-126809105 NaN NaN ... \n", + "249333 NWIS-126809117 NaN NaN ... \n", "\n", - " QA_Bed_Sediment_Phosphorus QA_Chlorophyll QA_Turbidity QA_Secchi \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "218951 NaN NaN NaN NaN \n", - "218952 NaN NaN NaN NaN \n", - "218953 NaN NaN NaN NaN \n", - "218954 NaN NaN NaN NaN \n", - "218955 NaN NaN NaN NaN \n", + " QA_Turbidity QA_Chlorophyll QA_Nitrogen QA_DO QA_Sediment \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "249329 NaN NaN NaN NaN NaN \n", + "249330 NaN NaN NaN NaN NaN \n", + "249331 NaN NaN NaN NaN NaN \n", + "249332 NaN NaN NaN NaN NaN \n", + "249333 NaN NaN NaN NaN NaN \n", "\n", - " QA_pH QA_Sediment QA_Nitrogen QA_Salinity \n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "218951 NaN NaN NaN NaN \n", - "218952 NaN NaN NaN NaN \n", - "218953 NaN NaN NaN NaN \n", - "218954 NaN NaN NaN NaN \n", - "218955 NaN NaN NaN NaN \n", + " QA_Conductivity QA_Secchi QA_Temperature QA_pH QA_Carbon \n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "249329 NaN NaN NaN NaN NaN \n", + "249330 NaN NaN NaN NaN NaN \n", + "249331 NaN NaN NaN NaN NaN \n", + "249332 NaN NaN NaN NaN NaN \n", + "249333 NaN NaN NaN NaN NaN \n", "\n", - "[212890 rows x 112 columns]" + "[231057 rows x 115 columns]" ] }, - "execution_count": 35, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df2 = wrangle.split_col(df)\n", + "df2 = wrangle.split_col(df_cleaned)\n", "df2" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -3763,30 +4616,30 @@ ], "source": [ "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", - "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" + "print('{} new columns'.format(len(df2.columns) - len(df_cleaned.columns)))" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "6066 fewer rows\n" + "18277 fewer rows\n" ] } ], "source": [ "# Note: there are fewer rows because NAN results are also dropped in this step\n", - "print('{} fewer rows'.format(len(df)-len(df2)))" + "print('{} fewer rows'.format(len(df_cleaned)-len(df2)))" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -3827,7 +4680,7 @@ "Index: []" ] }, - "execution_count": 38, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -3847,7 +4700,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -3857,7 +4710,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -3865,19 +4718,19 @@ "text/plain": [ "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", - " 'Carbon', 'Speciation', 'Temperature', 'Fecal_Coliform', 'DO', 'E_coli',\n", - " 'Phosphorus', 'TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus',\n", - " 'Bed_Sediment_Phosphorus', 'Chlorophyll', 'Turbidity', 'Secchi', 'pH',\n", - " 'Sediment', 'Nitrogen', 'Salinity', 'StartDate', 'Activity_datetime',\n", - " 'Depth', 'QA_Carbon', 'QA_Temperature', 'QA_Fecal_Coliform', 'QA_DO',\n", + " 'Chlorophyll', 'Conductivity', 'Secchi', 'DO', 'E_coli',\n", + " 'Fecal_Coliform', 'Nitrogen', 'Speciation',\n", + " 'TOTAL NITROGEN_ MIXED FORMS', 'Carbon', 'Phosphorus', 'TP_Phosphorus',\n", + " 'TDP_Phosphorus', 'Other_Phosphorus', 'Salinity', 'Sediment',\n", + " 'Temperature', 'Turbidity', 'pH', 'Activity_datetime', 'Depth',\n", " 'QA_E_coli', 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus',\n", - " 'QA_Other_Phosphorus', 'QA_Bed_Sediment_Phosphorus', 'QA_Chlorophyll',\n", - " 'QA_Turbidity', 'QA_Secchi', 'QA_pH', 'QA_Sediment', 'QA_Nitrogen',\n", - " 'QA_Salinity'],\n", + " 'QA_Other_Phosphorus', 'QA_Salinity', 'QA_Fecal_Coliform',\n", + " 'QA_Turbidity', 'QA_Chlorophyll', 'QA_Nitrogen', 'QA_DO', 'QA_Sediment',\n", + " 'QA_Conductivity', 'QA_Secchi', 'QA_Temperature', 'QA_pH', 'QA_Carbon'],\n", " dtype='object')" ] }, - "execution_count": 40, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -3889,7 +4742,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -3918,31 +4771,31 @@ " ActivityIdentifier\n", " MonitoringLocationIdentifier\n", " ProviderName\n", - " Carbon\n", - " Speciation\n", - " Temperature\n", - " Fecal_Coliform\n", + " Chlorophyll\n", + " Conductivity\n", + " Secchi\n", " DO\n", + " E_coli\n", " ...\n", - " QA_TDP_Phosphorus\n", - " QA_Other_Phosphorus\n", - " QA_Bed_Sediment_Phosphorus\n", - " QA_Chlorophyll\n", " QA_Turbidity\n", + " QA_Chlorophyll\n", + " QA_Nitrogen\n", + " QA_DO\n", + " QA_Sediment\n", + " QA_Conductivity\n", " QA_Secchi\n", + " QA_Temperature\n", " QA_pH\n", - " QA_Sediment\n", - " QA_Nitrogen\n", - " QA_Salinity\n", + " QA_Carbon\n", " \n", " \n", " \n", " \n", " 0\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-S1312LB213F-128039\n", - " 21FLSARA_WQX-LB-2-12\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702013\n", + " TCEQMAIN-15224\n", " STORET\n", " NaN\n", " NaN\n", @@ -3963,10 +4816,10 @@ " \n", " \n", " 1\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-13120310352S\n", - " 21FLSARA_WQX-LB-3-12\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13947279\n", + " TCEQMAIN-11446\n", " STORET\n", " NaN\n", " NaN\n", @@ -3987,10 +4840,10 @@ " \n", " \n", " 2\n", - " 21FLSARA_WQX\n", - " Sarasota County Environmental Services\n", - " 21FLSARA_WQX-55361\n", - " 21FLSARA_WQX-WOD-2\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-14329114\n", + " TCEQMAIN-15906\n", " STORET\n", " NaN\n", " NaN\n", @@ -4011,10 +4864,10 @@ " \n", " \n", " 3\n", - " 21FLCHAR_WQX\n", - " FDEP Charlotte Harbor Aquatic/Buffer Preserves\n", - " 21FLCHAR_WQX-1487272F1-22480\n", - " 21FLCHAR_WQX-LBGOT2\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13899297\n", + " TCEQMAIN-11287\n", " STORET\n", " NaN\n", " NaN\n", @@ -4035,13 +4888,13 @@ " \n", " \n", " 4\n", - " 21FLSWFD_WQX\n", - " Southwest Florida Water Management District\n", - " 21FLSWFD_WQX-718131309\n", - " 21FLSWFD_WQX-735505\n", + " TCEQMAIN\n", + " Texas Commission on Environmental Quality\n", + " TCEQMAIN-13702703\n", + " TCEQMAIN-15216\n", " STORET\n", - " 5.8 milligram / liter\n", - " Organic carbon\n", + " NaN\n", + " NaN\n", " NaN\n", " NaN\n", " NaN\n", @@ -4063,52 +4916,45 @@ "" ], "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLSARA_WQX Sarasota County Environmental Services \n", - "1 21FLSARA_WQX Sarasota County Environmental Services \n", - "2 21FLSARA_WQX Sarasota County Environmental Services \n", - "3 21FLCHAR_WQX FDEP Charlotte Harbor Aquatic/Buffer Preserves \n", - "4 21FLSWFD_WQX Southwest Florida Water Management District \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier ProviderName \\\n", - "0 21FLSARA_WQX-S1312LB213F-128039 21FLSARA_WQX-LB-2-12 STORET \n", - "1 21FLSARA_WQX-13120310352S 21FLSARA_WQX-LB-3-12 STORET \n", - "2 21FLSARA_WQX-55361 21FLSARA_WQX-WOD-2 STORET \n", - "3 21FLCHAR_WQX-1487272F1-22480 21FLCHAR_WQX-LBGOT2 STORET \n", - "4 21FLSWFD_WQX-718131309 21FLSWFD_WQX-735505 STORET \n", + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 TCEQMAIN Texas Commission on Environmental Quality \n", + "1 TCEQMAIN Texas Commission on Environmental Quality \n", + "2 TCEQMAIN Texas Commission on Environmental Quality \n", + "3 TCEQMAIN Texas Commission on Environmental Quality \n", + "4 TCEQMAIN Texas Commission on Environmental Quality \n", "\n", - " Carbon Speciation Temperature Fecal_Coliform DO ... \\\n", - "0 NaN NaN NaN NaN NaN ... \n", - "1 NaN NaN NaN NaN NaN ... \n", - "2 NaN NaN NaN NaN NaN ... \n", - "3 NaN NaN NaN NaN NaN ... \n", - "4 5.8 milligram / liter Organic carbon NaN NaN NaN ... \n", + " ActivityIdentifier MonitoringLocationIdentifier ProviderName Chlorophyll \\\n", + "0 TCEQMAIN-13702013 TCEQMAIN-15224 STORET NaN \n", + "1 TCEQMAIN-13947279 TCEQMAIN-11446 STORET NaN \n", + "2 TCEQMAIN-14329114 TCEQMAIN-15906 STORET NaN \n", + "3 TCEQMAIN-13899297 TCEQMAIN-11287 STORET NaN \n", + "4 TCEQMAIN-13702703 TCEQMAIN-15216 STORET NaN \n", "\n", - " QA_TDP_Phosphorus QA_Other_Phosphorus QA_Bed_Sediment_Phosphorus \\\n", - "0 NaN NaN NaN \n", - "1 NaN NaN NaN \n", - "2 NaN NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN NaN \n", + " Conductivity Secchi DO E_coli ... QA_Turbidity QA_Chlorophyll \\\n", + "0 NaN NaN NaN NaN ... NaN NaN \n", + "1 NaN NaN NaN NaN ... NaN NaN \n", + "2 NaN NaN NaN NaN ... NaN NaN \n", + "3 NaN NaN NaN NaN ... NaN NaN \n", + "4 NaN NaN NaN NaN ... NaN NaN \n", "\n", - " QA_Chlorophyll QA_Turbidity QA_Secchi QA_pH QA_Sediment QA_Nitrogen \\\n", - "0 NaN NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN NaN \n", + " QA_Nitrogen QA_DO QA_Sediment QA_Conductivity QA_Secchi QA_Temperature \\\n", + "0 NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN \n", "\n", - " QA_Salinity \n", - "0 NaN \n", - "1 NaN \n", - "2 NaN \n", - "3 NaN \n", - "4 NaN \n", + " QA_pH QA_Carbon \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", "\n", "[5 rows x 42 columns]" ] }, - "execution_count": 41, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -4120,29 +4966,28 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['Depth',\n", - " 'QA_Carbon',\n", - " 'QA_Temperature',\n", - " 'QA_Fecal_Coliform',\n", - " 'QA_DO',\n", - " 'QA_E_coli',\n", + "['Sediment',\n", + " 'QA_TP_Phosphorus',\n", " 'QA_TDP_Phosphorus',\n", - " 'QA_Bed_Sediment_Phosphorus',\n", - " 'QA_Chlorophyll',\n", - " 'QA_Turbidity',\n", - " 'QA_Secchi',\n", - " 'QA_Sediment',\n", + " 'QA_Other_Phosphorus',\n", + " 'QA_Salinity',\n", " 'QA_Nitrogen',\n", - " 'QA_Salinity']" + " 'QA_DO',\n", + " 'QA_Sediment',\n", + " 'QA_Conductivity',\n", + " 'QA_Secchi',\n", + " 'QA_Temperature',\n", + " 'QA_pH',\n", + " 'QA_Carbon']" ] }, - "execution_count": 42, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -4156,35 +5001,33 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", + "gdf_avg = visualize.map_measure(main_df, stations_gdf, 'Temperature')\n", "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" ] } @@ -4195,7 +5038,7 @@ "notebookRuntimeVersion": "5.0" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4209,9 +5052,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.18" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/demos/Harmonize_Pensacola.Rmd b/demos/Harmonize_Pensacola.Rmd index efff94b..faec75c 100644 --- a/demos/Harmonize_Pensacola.Rmd +++ b/demos/Harmonize_Pensacola.Rmd @@ -1,83 +1,112 @@ --- -title: "R markdown for harmonize-wq Harmonize_Pensacola" +title: "harmonize-wq in R" author: "Justin Bousquin, Cristina Mullin, Marc Weber" date: '2022-08-31' output: rmarkdown::html_vignette vignette: > - %\VignetteIndexEntry{Harmonize_Pensacola R Markdown} + %\VignetteIndexEntry{harmonize-wq in R} %\usepackage[utf8]{inputenc} %\VignetteEngine{knitr::rmarkdown} editor_options: chunk_output_type: console --- -## R Markdown ```{r setup, include = FALSE} +# Set chunk options knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ``` -Standardize, clean and wrangle Water Quality Portal data in Pensacola and Perdido Bays into more analytic-ready formats using the harmonize_wq package -US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonize_wq package is intended to be a flexible water quality specific framework to help: +
+ +## Overview + +Standardize, clean, and wrangle Water Quality Portal data into more analytic-ready formats using the harmonize_wq package. US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonize_wq package is intended to be a flexible water quality specific framework to help: + +* Identify differences in data units (including speciation and basis) +* Identify differences in sampling or analytic methods +* Resolve data errors using transparent assumptions +* Reduce data to the columns that are most commonly needed +* Transform data from long to wide format -Identify differences in data units (including speciation and basis) -Identify differences in sampling or analytic methods -Resolve data errors using transparent assumptions -Reduce data to the columns that are most commonly needed -Transform data from long to wide format Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection. -The first part of this notebook walks through a typical harmonization process on data retrieved from Perdido and Pensacola Bays, FL. The second part of the notebook takes a deeper dive into exactly what is done to each water quality characteristic result and some ways to leverage additional functions in the package for special use cases. +
+ +
+ +## Installation & Setup -## Set up working environment +#### Install the harmonize-wq package (Command Line) -Steps: -1) If needed, re-install [miniforge](https://github.com/conda-forge/miniforge). Once miniforge is installed. Go to your start menu and open the Miniforge Prompt. -2) At the Miniforge Prompt: - - conda create --name wq_harmonize - - activate wq_harmonize - - conda install geopandas pip dataretrieval pint - - may need to update conda - - conda update -n base -c conda-forge conda - - pip install git+https://github.com/USEPA/harmonize-wq.git - -ALTERNATIVELY, you may be able to set up your environment and import the required Python packages using the block of R code below: +To install and set up the harmonize-wq package using the command line: -```{r, results = 'hide', message = FALSE, warning = FALSE} +1. If needed, re-install [miniforge](https://github.com/conda-forge/miniforge). Once miniforge is installed. Go to your start menu and open the Miniforge Prompt. +2. At the Miniforge Prompt: + - conda create --name wq_harmonize + - activate wq_harmonize + - conda install geopandas pip dataretrieval pint + - may need to update conda + - conda update -n base -c conda-forge conda + - pip install harmonize-wq + - pip install git+https://github.com/USEPA/harmonize-wq.git (dev version) + +
+ +#### Install the harmonize-wq package (R) + +**Alternatively**, you may be able to set up your environment and import the required Python packages using the block of R code below: + +```{r, results = 'hide', eval=FALSE} +# If needed, install the reticulate package to use Python in R install.packages("reticulate") +library(reticulate) -#envname may need to be the full path, e.g.: "C:/Users/cmulli01/AppData/Local/miniforge3/envs/wq_harmonize" +# The reticulate package will automatically look for an installation of Conda +# However, you may specify the location if needed using options(reticulate.conda_binary = 'dir') +options(reticulate.conda_binary = '~/AppData/Local/miniforge3/Scripts/conda.exe') + +# Create a new Python environment called "wq-reticulate" +# Note that the environment name may need to include the full path (e.g. "~/AppData/Local/miniforge3/envs/wq_harmonize") conda_create("wq-reticulate") + +# Install the following packages to the newly created environment conda_install("wq-reticulate", "geopandas") conda_install("wq-reticulate", "pint") conda_install("wq-reticulate", "dataretrieval") -# Only works with py install (pip), which defaults to virtualenvs, -#Again, envname may need to be the full path, e.g.: "C:/Users/cmulli01/AppData/Local/miniforge3/envs/wq_harmonize" -py_install("git+https://github.com/USEPA/harmonize-wq.git", pip = TRUE, envname = "C:/Users/cmulli01/AppData/Local/miniforge3/envs/wq_harmonize") +# Install the harmonize-wq package +# This only works with py_install() (pip), which defaults to virtualenvs +# Note that the environment name may need to include the full path (e.g. "~/AppData/Local/miniforge3/envs/wq_harmonize") +py_install("harmonize-wq", pip = TRUE, envname = "wq-reticulate") -``` - -## Specify the environment where the dependencies in the above block were installed, and the load in all the required dependencies -```{r, results = 'hide', message = FALSE, warning = FALSE} -library(reticulate) +# To install the dev version of harmonize-wq from GitHub +# Note that the environment name may need to include the full path (e.g. "~/AppData/Local/miniforge3/envs/wq_harmonize") +py_install("git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8", pip = TRUE, envname = "wq-reticulate") -# If Conda is installed somewhere else other than where reticulate automatically looked, you can specify it -options(reticulate.conda_binary ='C:/Users/cmulli01/AppData/Local/miniforge3/Scripts/conda.exe') +# Specify the Python environment to be used use_condaenv("wq_harmonize") -# use these to test that your environment is set up correctly +# Test that your Python environment is correctly set up +# Both imports should return "Module(package_name)" import("harmonize_wq") import("dataretrieval") ``` -## Import the required libraries. Check requirements.txt for dependencies that should be installed. -```{python} -# Note that outside of a markdown file, you can run python code w/ reticulate using: -# reticulate::repl_python() +
+ +#### Import required libraries + +The full list of dependencies that should be installed to use the harmonize-wq package can be found in [`requirements.txt`](https://github.com/USEPA/harmonize-wq/blob/new_release_0-3-8/requirements.txt). **Note that `reticulate::repl_python()` must be called to execute these commands using the reticulate package in R.** + +```{r} +# Use reticulate to execute python commands +reticulate::repl_python() +``` +```{python} # Use these reticulate imports to test the modules are installed import harmonize_wq import dataretrieval @@ -91,55 +120,54 @@ from harmonize_wq import wrangle from harmonize_wq import clean from harmonize_wq import location from harmonize_wq import visualize - ``` -## Simple example workflow for temperatures +
+ +
+ +## Usage -dataretrieval Query for a geojson +The following example illustrates a typical harmonization process using the harmonize-wq package on WQP data retrieved from Perdido and Pensacola Bays, FL. -```{python include=FALSE} +First, determine an area of interest (AOI), build a query, and retrieve water temperature and Secchi disk depth data from WQP for the AOI using the dataretrieval package: -# File for area of interest +```{python, message=FALSE, warning=FALSE, error=FALSE} +# File for area of interest (Pensacola and Perdido Bays, FL) aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson' -# Build query and get data with dataretrieval +# Build query and get WQP data with dataretrieval query = {'characteristicName': ['Temperature, water', 'Depth, Secchi disk depth', ]} -#use harmonize-wq to wrangle +# Use harmonize-wq to wrangle query['bBox'] = wrangle.get_bounding_box(aoi_url) query['dataProfile'] = 'narrowResult' # Run query res_narrow, md_narrow = wqp.get_results(**query) -# dataframe of downloaded results +# DataFrane of downloaded results res_narrow - ``` -Harmonize and clean all results +Next, harmonize and clean all results: -```{python} +```{python, message=FALSE, warning=FALSE, error=FALSE} df_harmonized = harmonize.harmonize_all(res_narrow, errors='raise') df_harmonized -# Clean up other columns of data -df_cleaned = clean.datetime(df_harmonized) # datetime -df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth +# Clean up the datetime and sample depth columns +df_cleaned = clean.datetime(df_harmonized) +df_cleaned = clean.harmonize_depth(df_cleaned) df_cleaned - ``` -##Transform results from long to wide format +There are many columns in the data frame that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data, these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used. -There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used. - -```{python} - -# Split QA column into multiple characteristic specific QA columns +```{python, message=FALSE, warning=FALSE, error=FALSE} +# Split the QA_flag column into multiple characteristic specific QA columns df_full = wrangle.split_col(df_cleaned) # Divide table into columns of interest (main_df) and characteristic specific metadata (chars_df) @@ -150,25 +178,20 @@ df_wide = wrangle.collapse_results(main_df) # Reduced columns df_wide.columns - +df_wide.head() ``` -## Map results +Finally, the cleaned and wrangled data may be visualized as a map: -```{python} - -# Get harmonized stations clipped to the Area of Interest +```{python, message=FALSE, warning=FALSE, error=FALSE} +# Get harmonized stations clipped to the AOI stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_url) # Map average temperature results at each station gdf_temperature = visualize.map_measure(df_wide, stations_gdf, 'Temperature') gdf_temperature.plot(column='mean', cmap='OrRd', legend=True) - ``` -Download location data using dataretrieval - -```{python} - -``` +
+
\ No newline at end of file diff --git a/demos/Harmonize_Pensacola.ipynb b/demos/Harmonize_Pensacola.ipynb deleted file mode 100644 index 0ba6664..0000000 --- a/demos/Harmonize_Pensacola.ipynb +++ /dev/null @@ -1,10589 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Standardize, clean and wrangle Water Quality Portal data in Pensacola and Perdido Bays into more analytic-ready formats using the harmonize_wq package\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", - "\n", - "- Identify differences in data units (including speciation and basis)\n", - "- Identify differences in sampling or analytic methods\n", - "- Resolve data errors using transparent assumptions\n", - "- Reduce data to the columns that are most commonly needed\n", - "- Transform data from long to wide format\n", - "\n", - "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection.\n", - "\n", - "The first part of this notebook walks through a typical harmonization process on data retrieved from Perdido and Pensacola Bays, FL. The second part of the notebook takes a deeper dive into exactly what is done to each water quality characteristic result and some ways to leverage additional functions in the package for special use cases." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simple example workflow for temperatures & secchi depth" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "Import the required libraries" - ] - }, - { - "cell_type": "code", - "execution_count": 1, -<<<<<<< HEAD - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Use pip to install the package from github\n", - "#!pip install git+https://github.com/USEPA/harmonize-wq.git" -======= - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting git+https://github.com/USEPA/harmonize-wq.git\n", - " Cloning https://github.com/USEPA/harmonize-wq.git to c:\\users\\jbousqui\\appdata\\local\\temp\\pip-req-build-e40w_y8s\n", - " Resolved https://github.com/USEPA/harmonize-wq.git to commit a18a70d00540d7e8a41fb7b3c138c274ded05c35\n", - " Installing build dependencies: started\n", - " Installing build dependencies: finished with status 'done'\n", - " Getting requirements to build wheel: started\n", - " Getting requirements to build wheel: finished with status 'done'\n", - " Installing backend dependencies: started\n", - " Installing backend dependencies: finished with status 'done'\n", - " Preparing metadata (pyproject.toml): started\n", - " Preparing metadata (pyproject.toml): finished with status 'done'\n", - "Requirement already satisfied: geopandas in c:\\users\\jbousqui\\local_gis\\python\\miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages (from harmonize-wq==0.3.0) (0.12.2)\n", - "Requirement already satisfied: pint in c:\\users\\jbousqui\\local_gis\\python\\miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages (from 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--yes\n", - "# Use pip to install the package from pypi or the latest from github\n", - "#!{sys.executable} -m pip install harmonize-wq\n", - "# For latest dev version\n", - "!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git" ->>>>>>> demo_refresh - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### dataretrieval Query for a geojson" - ] - }, - { - "cell_type": "code", - "execution_count": 2, -<<<<<<< HEAD - "metadata": { - "hidden": true - }, -======= - "metadata": {}, - "outputs": [], - "source": [ - "import dataretrieval.wqp as wqp\n", - "from harmonize_wq import wrangle" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# File for area of interest\n", - "# Note: alternatively you can direct it to a local shapefile\n", - "aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson'" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map aoi\n", - "wrangle.as_gdf(aoi_url).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,13,17,23,31,61,62,71) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" - ] - }, - { - "data": { - "text/html": [ - "
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321FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1523813F12013-07-3009:01:00EST21FLPNS_WQX-33010H24STORET-308173571NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN29.78 degree_Celsius
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8624121AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324691_1791876_1732023-01-0411:07:00CDT21AWIC-1152STORET-9740334581791876.0NaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN18.48 degree_Celsius
8624221AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324636_1791827_1732023-03-0711:30:00CST21AWIC-1152STORET-9834559341791827.0NaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN20.5 degree_Celsius
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OF ENVIRONMENTAL MANAGEMENT - WA... \n", - "86245 USGS Alabama Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", - "0 21FLCBA_WQX-BAS219848-162813 2013-09-23 17:15:00 \n", - "1 21FLPNS_WQX-1520821F1 2013-07-23 11:01:00 \n", - "2 21FLPNS_WQX-1540508F1 2013-09-30 11:01:00 \n", - "3 21FLPNS_WQX-1523813F1 2013-07-30 09:01:00 \n", - "4 21FLPNS_WQX-1520121F1 2013-07-16 09:01:00 \n", - "... ... ... ... \n", - "86241 21AWIC-324691_1791876_173 2023-01-04 11:07:00 \n", - "86242 21AWIC-324636_1791827_173 2023-03-07 11:30:00 \n", - "86243 21AWIC-324691_1791875_173 2023-01-04 11:07:00 \n", - "86244 21AWIC-324703_1791933_173 2023-02-01 10:55:00 \n", - "86245 nwisal.01.02200090 2022-09-14 13:15:00 \n", - "\n", - " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", - "0 CST 21FLCBA_WQX-BAS02 \n", - "1 EST 21FLPNS_WQX-33030019 \n", - "2 EST 21FLPNS_WQX-330300G9 \n", - "3 EST 21FLPNS_WQX-33010H24 \n", - "4 EST 21FLPNS_WQX-33010G10 \n", - "... ... ... \n", - "86241 CDT 21AWIC-1152 \n", - "86242 CST 21AWIC-1152 \n", - "86243 CDT 21AWIC-1152 \n", - "86244 CDT 21AWIC-1152 \n", - "86245 CDT USGS-302438087325801 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", - "0 STORET-760593202 NaN NaN ... \n", - "1 STORET-308146799 NaN NaN ... \n", - "2 STORET-308177562 NaN NaN ... \n", - "3 STORET-308173571 NaN NaN ... \n", - "4 STORET-308247950 NaN NaN ... \n", - "... ... ... ... ... \n", - "86241 STORET-974033458 1791876.0 NaN ... \n", - "86242 STORET-983455934 1791827.0 NaN ... \n", - "86243 STORET-974033452 1791875.0 NaN ... \n", - "86244 STORET-974032790 1791933.0 NaN ... \n", - "86245 NWIS-124433236 NaN NaN ... \n", - "\n", - " ResultDetectionQuantitationLimitUrl LaboratoryAccreditationIndicator \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "86241 NaN NaN \n", - "86242 NaN NaN \n", - "86243 NaN NaN \n", - "86244 NaN NaN \n", - "86245 NaN NaN \n", - "\n", - " LaboratoryAccreditationAuthorityName TaxonomistAccreditationIndicator \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "86241 NaN NaN \n", - "86242 NaN NaN \n", - "86243 NaN NaN \n", - "86244 NaN NaN \n", - "86245 NaN NaN \n", - "\n", - " TaxonomistAccreditationAuthorityName LabSamplePreparationUrl \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "86241 NaN NaN \n", - "86242 NaN NaN \n", - "86243 NaN NaN \n", - "86244 NaN NaN \n", - "86245 NaN NaN \n", - "\n", - " ProviderName QA_flag Secchi Temperature \n", - "0 STORET NaN NaN 26.0555555555556 degree_Celsius \n", - "1 STORET NaN NaN 23.12 degree_Celsius \n", - "2 STORET NaN NaN 16.43 degree_Celsius \n", - "3 STORET NaN NaN 29.78 degree_Celsius \n", - "4 STORET NaN NaN 26.72 degree_Celsius \n", - "... ... ... ... ... \n", - "86241 STORET NaN NaN 18.48 degree_Celsius \n", - "86242 STORET NaN NaN 20.5 degree_Celsius \n", - "86243 STORET NaN NaN 18.48 degree_Celsius \n", - "86244 STORET NaN NaN 16.91 degree_Celsius \n", - "86245 NWIS NaN NaN 22.8 degree_Celsius \n", - "\n", - "[86246 rows x 81 columns]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from harmonize_wq import harmonize\n", - "\n", - "# Harmonize all results\n", - "df_harmonized = harmonize.harmonize_all(res_narrow, errors='raise')\n", - "df_harmonized" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 9056 incomplete dates found, consider setting datetime_index to False.\n", - " warnings.warn(\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...LaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderNameQA_flagSecchiTemperatureActivity_datetimeDepth
021FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00-060021FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNSTORETNaNNaN26.0555555555556 degree_Celsius2013-09-23 23:15:00+00:00NaN
121FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520821F12013-07-2311:01:00-050021FLPNS_WQX-33030019STORET-308146799NaNNaN...NaNNaNNaNNaNSTORETNaNNaN23.12 degree_Celsius2013-07-23 16:01:00+00:00NaN
221FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1540508F12013-09-3011:01:00-050021FLPNS_WQX-330300G9STORET-308177562NaNNaN...NaNNaNNaNNaNSTORETNaNNaN16.43 degree_Celsius2013-09-30 16:01:00+00:00NaN
321FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1523813F12013-07-3009:01:00-050021FLPNS_WQX-33010H24STORET-308173571NaNNaN...NaNNaNNaNNaNSTORETNaNNaN29.78 degree_Celsius2013-07-30 14:01:00+00:00NaN
421FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520121F12013-07-1609:01:00-050021FLPNS_WQX-33010G10STORET-308247950NaNNaN...NaNNaNNaNNaNSTORETNaNNaN26.72 degree_Celsius2013-07-16 14:01:00+00:00NaN
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8624121AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324691_1791876_1732023-01-0411:07:00-050021AWIC-1152STORET-9740334581791876.0NaN...NaNNaNNaNNaNSTORETNaNNaN18.48 degree_Celsius2023-01-04 16:07:00+00:00NaN
8624221AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324636_1791827_1732023-03-0711:30:00-060021AWIC-1152STORET-9834559341791827.0NaN...NaNNaNNaNNaNSTORETNaNNaN20.5 degree_Celsius2023-03-07 17:30:00+00:00NaN
8624321AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324691_1791875_1732023-01-0411:07:00-050021AWIC-1152STORET-9740334521791875.0NaN...NaNNaNNaNNaNSTORETNaNNaN18.48 degree_Celsius2023-01-04 16:07:00+00:00NaN
8624421AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-324703_1791933_1732023-02-0110:55:00-050021AWIC-1152STORET-9740327901791933.0NaN...NaNNaNNaNNaNSTORETNaNNaN16.91 degree_Celsius2023-02-01 15:55:00+00:00NaN
86245USGS-ALUSGS Alabama Water Science Centernwisal.01.022000902022-09-1413:15:00-0500USGS-302438087325801NWIS-124433236NaNNaN...NaNNaNNaNNaNNWISNaNNaN22.8 degree_Celsius2022-09-14 18:15:00+00:00NaN
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86246 rows × 83 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLCBA_WQX \n", - "1 21FLPNS_WQX \n", - "2 21FLPNS_WQX \n", - "3 21FLPNS_WQX \n", - "4 21FLPNS_WQX \n", - "... ... \n", - "86241 21AWIC \n", - "86242 21AWIC \n", - "86243 21AWIC \n", - "86244 21AWIC \n", - "86245 USGS-AL \n", - "\n", - " OrganizationFormalName \\\n", - "0 CHOCTAWHATCHEE BASIN ALLIANCE \n", - "1 FL Dept. of Environmental Protection, Northwes... \n", - "2 FL Dept. of Environmental Protection, Northwes... \n", - "3 FL Dept. of Environmental Protection, Northwes... \n", - "4 FL Dept. of Environmental Protection, Northwes... \n", - "... ... \n", - "86241 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", - "86242 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", - "86243 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", - "86244 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", - "86245 USGS Alabama Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", - "0 21FLCBA_WQX-BAS219848-162813 2013-09-23 17:15:00 \n", - "1 21FLPNS_WQX-1520821F1 2013-07-23 11:01:00 \n", - "2 21FLPNS_WQX-1540508F1 2013-09-30 11:01:00 \n", - "3 21FLPNS_WQX-1523813F1 2013-07-30 09:01:00 \n", - "4 21FLPNS_WQX-1520121F1 2013-07-16 09:01:00 \n", - "... ... ... ... \n", - "86241 21AWIC-324691_1791876_173 2023-01-04 11:07:00 \n", - "86242 21AWIC-324636_1791827_173 2023-03-07 11:30:00 \n", - "86243 21AWIC-324691_1791875_173 2023-01-04 11:07:00 \n", - "86244 21AWIC-324703_1791933_173 2023-02-01 10:55:00 \n", - "86245 nwisal.01.02200090 2022-09-14 13:15:00 \n", - "\n", - " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", - "0 -0600 21FLCBA_WQX-BAS02 \n", - "1 -0500 21FLPNS_WQX-33030019 \n", - "2 -0500 21FLPNS_WQX-330300G9 \n", - "3 -0500 21FLPNS_WQX-33010H24 \n", - "4 -0500 21FLPNS_WQX-33010G10 \n", - "... ... ... \n", - "86241 -0500 21AWIC-1152 \n", - "86242 -0600 21AWIC-1152 \n", - "86243 -0500 21AWIC-1152 \n", - "86244 -0500 21AWIC-1152 \n", - "86245 -0500 USGS-302438087325801 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", - "0 STORET-760593202 NaN NaN ... \n", - "1 STORET-308146799 NaN NaN ... \n", - "2 STORET-308177562 NaN NaN ... \n", - "3 STORET-308173571 NaN NaN ... \n", - "4 STORET-308247950 NaN NaN ... \n", - "... ... ... ... ... \n", - "86241 STORET-974033458 1791876.0 NaN ... \n", - "86242 STORET-983455934 1791827.0 NaN ... \n", - "86243 STORET-974033452 1791875.0 NaN ... \n", - "86244 STORET-974032790 1791933.0 NaN ... \n", - "86245 NWIS-124433236 NaN NaN ... \n", - "\n", - " LaboratoryAccreditationAuthorityName TaxonomistAccreditationIndicator \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "86241 NaN NaN \n", - "86242 NaN NaN \n", - "86243 NaN NaN \n", - "86244 NaN NaN \n", - "86245 NaN NaN \n", - "\n", - " TaxonomistAccreditationAuthorityName LabSamplePreparationUrl \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "86241 NaN NaN \n", - "86242 NaN NaN \n", - "86243 NaN NaN \n", - "86244 NaN NaN \n", - "86245 NaN NaN \n", - "\n", - " ProviderName QA_flag Secchi Temperature \\\n", - "0 STORET NaN NaN 26.0555555555556 degree_Celsius \n", - "1 STORET NaN NaN 23.12 degree_Celsius \n", - "2 STORET NaN NaN 16.43 degree_Celsius \n", - "3 STORET NaN NaN 29.78 degree_Celsius \n", - "4 STORET NaN NaN 26.72 degree_Celsius \n", - "... ... ... ... ... \n", - "86241 STORET NaN NaN 18.48 degree_Celsius \n", - "86242 STORET NaN NaN 20.5 degree_Celsius \n", - "86243 STORET NaN NaN 18.48 degree_Celsius \n", - "86244 STORET NaN NaN 16.91 degree_Celsius \n", - "86245 NWIS NaN NaN 22.8 degree_Celsius \n", - "\n", - " Activity_datetime Depth \n", - "0 2013-09-23 23:15:00+00:00 NaN \n", - "1 2013-07-23 16:01:00+00:00 NaN \n", - "2 2013-09-30 16:01:00+00:00 NaN \n", - "3 2013-07-30 14:01:00+00:00 NaN \n", - "4 2013-07-16 14:01:00+00:00 NaN \n", - "... ... ... \n", - "86241 2023-01-04 16:07:00+00:00 NaN \n", - "86242 2023-03-07 17:30:00+00:00 NaN \n", - "86243 2023-01-04 16:07:00+00:00 NaN \n", - "86244 2023-02-01 15:55:00+00:00 NaN \n", - "86245 2022-09-14 18:15:00+00:00 NaN \n", - "\n", - "[86246 rows x 83 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from harmonize_wq import clean\n", - "\n", - "# Clean up other columns of data\n", - "df_cleaned = clean.datetime(df_harmonized) # datetime\n", - "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth\n", - "df_cleaned" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### Transform results from long to wide format" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['OrganizationFormalName', 'ProviderName', 'Secchi', 'Temperature',\n", - " 'Depth', 'QA_Secchi', 'QA_Temperature'],\n", - " dtype='object')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from harmonize_wq import wrangle\n", - "\n", - "# Split QA column into multiple characteristic specific QA columns\n", - "df_full = wrangle.split_col(df_cleaned)\n", - "\n", - "# Divide table into columns of interest (main_df) and characteristic specific metadata (chars_df)\n", - "main_df, chars_df = wrangle.split_table(df_full)\n", - "\n", - "# Combine rows with the same sample organization, activity, location, and datetime\n", - "df_wide = wrangle.collapse_results(main_df)\n", - "\n", - "# Reduced columns\n", - "df_wide.columns" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### Map results" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "from harmonize_wq import location\n", - "from harmonize_wq import visualize\n", - "\n", - "# Get harmonized stations clipped to the Area of Interest\n", - "stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_url)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map average temperature results at each station\n", - "gdf_temperature = visualize.map_measure(df_wide, stations_gdf, 'Temperature')\n", - "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Detailed example workflow for each characteristic" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### import the required libraries. Check requirements.txt for dependencies that should be installed." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "import os\n", - "import pandas\n", - "import geopandas\n", - "from harmonize_wq import harmonize\n", - "from harmonize_wq import convert\n", - "from harmonize_wq import wrangle\n", - "from harmonize_wq import clean\n", - "import dataretrieval.wqp as wqp" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### Download location data using dataretrieval" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 8, - "metadata": { - "hidden": true - }, -======= - "execution_count": 12, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "from harmonize_wq import wrangle\n", - "from harmonize_wq import location\n", - "from harmonize_wq import visualize\n", - "from harmonize_wq import harmonize\n", - "from harmonize_wq import clean\n", - "import dataretrieval.wqp as wqp" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 9, - "metadata": { - "hidden": true - }, -======= - "execution_count": 13, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Read geometry for Area of Interest from test data or local file\n", - "aoi_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson'\n", - "aoi_gdf = wrangle.as_gdf(aoi_url)\n", - "\n", - "# Map aoi\n", - "aoi_gdf.plot()" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 10, - "metadata": { - "hidden": true - }, -======= - "execution_count": 14, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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OBJECTIDEDACDA_NMShape_LengthShape_Areageometry
01Pensacola Bay707182.9864614.944393e+08MULTIPOLYGON (((-87.25782 30.40920, -87.25737 ...
12Perdido Bay308096.3853521.352332e+08POLYGON ((-87.44271 30.51168, -87.44279 30.512...
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" - ], - "text/plain": [ - " OBJECTID EDACDA_NM Shape_Length Shape_Area \\\n", - "0 1 Pensacola Bay 707182.986461 4.944393e+08 \n", - "1 2 Perdido Bay 308096.385352 1.352332e+08 \n", - "\n", - " geometry \n", - "0 MULTIPOLYGON (((-87.25782 30.40920, -87.25737 ... \n", - "1 POLYGON ((-87.44271 30.51168, -87.44279 30.512... " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Note there are actually two polygons (one for each Bay)\n", - "aoi_gdf" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 11, - "metadata": { - "hidden": true - }, -======= - "execution_count": 15, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Spatial query parameters (Note: first poly only)\n", - "bBox = wrangle.get_bounding_box(aoi_gdf, 0)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 12, - "metadata": { - "hidden": true - }, -======= - "execution_count": 16, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Build query\n", - "query = {'characteristicName': ['Phosphorus',\n", - " 'Temperature, water',\n", - " 'Depth, Secchi disk depth',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Salinity',\n", - " 'pH',\n", - " 'Nitrogen',\n", - " 'Conductivity',\n", - " 'Organic carbon',\n", - " 'Chlorophyll a',\n", - " 'Turbidity',\n", - " 'Sediment',\n", - " 'Fecal Coliform',\n", - " 'Escherichia coli']}\n", - "query['bBox'] = bBox" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 13, - "metadata": { - "hidden": true - }, -======= - "execution_count": 17, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Query stations (can be slow)\n", - "stations, site_md = wqp.what_sites(**query)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 14, - "metadata": { - "hidden": true - }, -======= - "execution_count": 18, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "(2019, 37)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results\n", - "stations.shape" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 15, - "metadata": { - "hidden": true - }, -======= - "execution_count": 19, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameMonitoringLocationIdentifierMonitoringLocationNameMonitoringLocationTypeNameMonitoringLocationDescriptionTextHUCEightDigitCodeDrainageAreaMeasure/MeasureValueDrainageAreaMeasure/MeasureUnitCodeContributingDrainageAreaMeasure/MeasureValue...AquiferNameLocalAqfrNameFormationTypeTextAquiferTypeNameConstructionDateTextWellDepthMeasure/MeasureValueWellDepthMeasure/MeasureUnitCodeWellHoleDepthMeasure/MeasureValueWellHoleDepthMeasure/MeasureUnitCodeProviderName
0USGS-ALUSGS Alabama Water Science CenterUSGS-02376115ELEVENMILE CREEK NR WEST PENSACOLA, FLStreamNaN3140107.027.8sq mi27.8...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1USGS-FLUSGS Florida Water Science CenterUSGS-02367320EAST BAY RIVER NR WYNNEHAVEN BEACH FLStreamNaN3140105.062.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
2USGS-FLUSGS Florida Water Science CenterUSGS-02367377LIGHTWOOD KNOT CREEK AT LONGWOOD FLStreamNaN3140102.011.8sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
3USGS-FLUSGS Florida Water Science CenterUSGS-02367388TURTLE CREEK NR FT WALTON BEACH, FLStreamNaN3140105.014.3sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
4USGS-FLUSGS Florida Water Science CenterUSGS-02367390TURTLE CREEK NEAR OCEAN CITY FLStreamNaN3140105.022.3sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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5 rows × 37 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 USGS-AL USGS Alabama Water Science Center \n", - "1 USGS-FL USGS Florida Water Science Center \n", - "2 USGS-FL USGS Florida Water Science Center \n", - "3 USGS-FL USGS Florida Water Science Center \n", - "4 USGS-FL USGS Florida Water Science Center \n", - "\n", - " MonitoringLocationIdentifier MonitoringLocationName \\\n", - "0 USGS-02376115 ELEVENMILE CREEK NR WEST PENSACOLA, FL \n", - "1 USGS-02367320 EAST BAY RIVER NR WYNNEHAVEN BEACH FL \n", - "2 USGS-02367377 LIGHTWOOD KNOT CREEK AT LONGWOOD FL \n", - "3 USGS-02367388 TURTLE CREEK NR FT WALTON BEACH, FL \n", - "4 USGS-02367390 TURTLE CREEK NEAR OCEAN CITY FL \n", - "\n", - " MonitoringLocationTypeName MonitoringLocationDescriptionText \\\n", - "0 Stream NaN \n", - "1 Stream NaN \n", - "2 Stream NaN \n", - "3 Stream NaN \n", - "4 Stream NaN \n", - "\n", - " HUCEightDigitCode DrainageAreaMeasure/MeasureValue \\\n", - "0 3140107.0 27.8 \n", - "1 3140105.0 62.0 \n", - "2 3140102.0 11.8 \n", - "3 3140105.0 14.3 \n", - "4 3140105.0 22.3 \n", - "\n", - " DrainageAreaMeasure/MeasureUnitCode \\\n", - "0 sq mi \n", - "1 sq mi \n", - "2 sq mi \n", - "3 sq mi \n", - "4 sq mi \n", - "\n", - " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", - "0 27.8 ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 NaN ... NaN \n", - "\n", - " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "\n", - " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " ProviderName \n", - "0 NWIS \n", - "1 NWIS \n", - "2 NWIS \n", - "3 NWIS \n", - "4 NWIS \n", - "\n", - "[5 rows x 37 columns]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First 5 rows\n", - "stations.head()" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 16, - "metadata": { - "hidden": true - }, -======= - "execution_count": 20, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "HorizontalCoordinateReferenceSystemDatumName NAD83\n", - "LatitudeMeasure 30.498252\n", - "LongitudeMeasure -87.335809\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns used for an example row\n", - "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 17, - "metadata": { - "hidden": true - }, -======= - "execution_count": 21, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", - "stations_gdf = location.harmonize_locations(stations, out_EPSG=4326, intermediate_columns=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 18, - "metadata": { - "hidden": true - }, - "outputs": [], -======= - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[1;31mSignature:\u001b[0m\n", - "\u001b[0mlocation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mharmonize_locations\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n", - "\u001b[0m \u001b[0mdf_in\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", - "\u001b[0m \u001b[0mout_EPSG\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4326\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", - "\u001b[0m \u001b[0mintermediate_columns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", - "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", - "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mDocstring:\u001b[0m\n", - "Takes a DataFrame with lat/lon in multiple Coordinate Reference Systems,\n", - "transforms them to outCRS and converts to GeoDataFrame\n", - "\n", - "Parameters\n", - "----------\n", - "df_in : pandas.DataFrame\n", - " DataFrame with the required columns to be converted to GeoDataFrame.\n", - "out_EPSG : Integer, optional\n", - " EPSG factory code for desired output Coordinate Reference System datum.\n", - " The default is 4326, for the WGS84 Datum used by WQP queries.\n", - "intermediate_columns : Boolean, optional\n", - " Return intermediate columns. Default 'False' does not return these.\n", - "Keyword Arguments:\n", - "crs_col : string, optional\n", - " Name of column in DataFrame with the Coordinate Reference System datum.\n", - " The default is 'HorizontalCoordinateReferenceSystemDatumName'.\n", - "lat_col : string, optional\n", - " Name of column in DataFrame with the latitude coordinate.\n", - " The default is 'LatitudeMeasure'.\n", - "lon_col : string, optional\n", - " Name of column in DataFrame with the longitude coordinate.\n", - " The default is 'LongitudeMeasure'.\n", - "\n", - "Returns\n", - "-------\n", - "gdf : geopandas.GeoDataFrame\n", - " GeoDataFrame of df_in with coordinates in out_EPSG datum.\n", - "\u001b[1;31mFile:\u001b[0m c:\\users\\jbousqui\\local_gis\\python\\miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\harmonize_wq\\location.py\n", - "\u001b[1;31mType:\u001b[0m function" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], ->>>>>>> demo_refresh - "source": [ - "location.harmonize_locations?" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 19, - "metadata": { - "hidden": true - }, -======= - "execution_count": 23, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "(2019, 42)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", - "stations_gdf.shape" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 20, - "metadata": { - "hidden": true - }, -======= - "execution_count": 24, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "geom_orig (-87.3358086, 30.49825159)\n", - "EPSG 4269.0\n", - "QA_flag NaN\n", - "geom POINT (-87.3358086 30.49825159)\n", - "geometry POINT (-87.3358086 30.49825159)\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Example results for the new columns\n", - "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 21, - "metadata": { - "hidden": true - }, -======= - "execution_count": 25, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# geom and geometry look the same but geometry is a special datatype\n", - "stations_gdf['geometry'].dtype" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 22, - "metadata": { - "hidden": true - }, -======= - "execution_count": 26, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed'" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at QA_flag for one w/ bad datum\n", - "stations_gdf.loc[stations_gdf['QA_flag'].notna()].iloc[0]['QA_flag']" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 23, - "metadata": { - "hidden": true - }, -======= - "execution_count": 27, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "stations_gdf.plot()" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 24, - "metadata": { - "hidden": true - }, -======= - "execution_count": 28, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Clip to area of interest\n", - "aoi_gdf.to_crs(4326, inplace=True)\n", - "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 25, - "metadata": { - "hidden": true - }, -======= - "execution_count": 29, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map it\n", - "stations_clipped.plot()" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 26, - "metadata": { - "hidden": true - }, -======= - "execution_count": 30, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "1040" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# How many stations now?\n", - "len(stations_clipped)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 27, - "metadata": { - "hidden": true - }, -======= - "execution_count": 31, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# To save the results to a shapefile\n", - "#path = '' #specify the path (folder/directory) to save it to\n", - "#stations_clipped.to_file(os.path.join(path, 'PPBEP_stations.shp'))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "#### Retrieve Characteristic Data" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 28, - "metadata": { - "hidden": true - }, -======= - "execution_count": 32, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,20,21,22,23,28,31,33,34,36,58,60,61,64,65,70,71,72,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" - ] - } - ], - "source": [ - "# Now query for results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 29, - "metadata": { - "hidden": true - }, -======= - "execution_count": 33, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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221FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00CST21FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
321FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-0288006181322013-06-1811:01:00EST21FLSEAS_WQX-02SEAS880STORET-310466105NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
421FLBFA_WQXFL Dept of Environmental Protection , Bream Fi...21FLBFA_WQX-1558337F12013-12-0113:01:00EST21FLBFA_WQX-33020LT2STORET-291224060NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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320666USGS-FLUSGS Florida Water Science Centernwisfl.01.958005721958-01-1409:20:00CSTUSGS-02376108NWIS-6891167NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
320667USGS-FLUSGS Florida Water Science Centernwisfl.01.959009261959-02-05NaNNaNUSGS-303820086241802NWIS-6916449NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
320668USGS-FLUSGS Florida Water Science Centernwisfl.01.959008521959-02-02NaNNaNUSGS-302330086482001NWIS-6916173NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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NaN \n", - "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 https://www.waterqualitydata.us/data/providers... \n", - "2 NaN \n", - "3 NaN \n", - "4 NaN \n", - "... ... \n", - "320664 NaN \n", - "320665 NaN \n", - "320666 NaN \n", - "320667 NaN \n", - "320668 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "320664 NaN NaN \n", - "320665 NaN NaN \n", - "320666 NaN NaN \n", - "320667 NaN NaN \n", - "320668 NaN NaN \n", - "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "320664 NaN NaN \n", - "320665 NaN NaN \n", - "320666 NaN NaN \n", - "320667 NaN NaN \n", - "320668 NaN NaN \n", - "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "320664 NaN NWIS \n", - "320665 NaN NWIS \n", - "320666 NaN NWIS \n", - "320667 NaN NWIS \n", - "320668 NaN NWIS \n", - "\n", - "[320669 rows x 78 columns]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = res_narrow\n", - "df" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 30, - "metadata": { - "hidden": true - }, -======= - "execution_count": 34, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(df, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Harmonize Characteristic Results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize_generic runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "# See Documentation\n", - "#harmonize.harmonize_all?\n", - "#harmonize.harmonize_generic?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### secchi disk depth" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "hidden": true, - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 9806.000000\n", - "mean 1.129652\n", - "std 0.831337\n", - "min 0.000000\n", - "25% 0.521250\n", - "50% 1.000000\n", - "75% 1.400000\n", - "max 9.300000\n", - "dtype: float64\n", - "Unusable results: 33\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 6.117675373347332): 7\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", - "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", - "\n", - "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", - "df = harmonize.harmonize_generic(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "The threshold is based on standard deviations and is currently only used in the histogram." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 33, - "metadata": { - "hidden": true - }, -======= - "execution_count": 37, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
3921FLPNS_WQX-33020JF10.60mNaNm0.6 meter
4621FLGW_WQX-3565.3mNaNm0.3 meter
5021FLBFA_WQX-330100161.5mNaNm1.5 meter
9921FLBFA_WQX-330100301.25mNaNm1.25 meter
10521FLBFA_WQX-330300191.3mNaNm1.3 meter
.....................
32024021FLPNS_WQX-G4NW01930.1mNaNm0.1 meter
32025621FLPNS_WQX-3302J2GS81mNaNm1.0 meter
32025821FLPNS_WQX-G4NW05211mNaNm1.0 meter
32026921FLPNS_WQX-G4NW05011.8mNaNm1.8 meter
32027121FLPNS_WQX-3302J7GS124mNaNm4.0 meter
\n", - "

9839 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "39 21FLPNS_WQX-33020JF1 0.60 \n", - "46 21FLGW_WQX-3565 .3 \n", - "50 21FLBFA_WQX-33010016 1.5 \n", - "99 21FLBFA_WQX-33010030 1.25 \n", - "105 21FLBFA_WQX-33030019 1.3 \n", - "... ... ... \n", - "320240 21FLPNS_WQX-G4NW0193 0.1 \n", - "320256 21FLPNS_WQX-3302J2GS8 1 \n", - "320258 21FLPNS_WQX-G4NW0521 1 \n", - "320269 21FLPNS_WQX-G4NW0501 1.8 \n", - "320271 21FLPNS_WQX-3302J7GS12 4 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", - "39 m NaN m 0.6 meter \n", - "46 m NaN m 0.3 meter \n", - "50 m NaN m 1.5 meter \n", - "99 m NaN m 1.25 meter \n", - "105 m NaN m 1.3 meter \n", - "... ... ... ... ... \n", - "320240 m NaN m 0.1 meter \n", - "320256 m NaN m 1.0 meter \n", - "320258 m NaN m 1.0 meter \n", - "320269 m NaN m 1.8 meter \n", - "320271 m NaN m 4.0 meter \n", - "\n", - "[9839 rows x 6 columns]" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at a table of just Secchi results and focus on subset of columns\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", - "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", - "sechi_results" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 34, - "metadata": { - "hidden": true - }, -======= - "execution_count": 38, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
12395921FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12512021FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12557421FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12740521FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13119821FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13289221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13329021FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13619521FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13670221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13812721FLKWAT_WQX-OKA-CB-SANROS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13985221FLKWAT_WQX-ESC-BA-CHICO-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14006721FLKWAT_WQX-OKA-CB-SANROS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14009721FLKWAT_WQX-OKA-N BEACH-5-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14125221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22147521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22172621FLKWAT_WQX-OKA-N BEACH-5-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22249721FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22378521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22504721FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22583921FLKWAT_WQX-ESC-BIG-LAGOON-3Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22619521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29376021FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29403621FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29434821FLCBA_WQX-OKA-CBA-GAP-2-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29437021FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29470421FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29531121FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29534321FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31793121FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31862521FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31868921FLKWAT_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31908221FLKWAT_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31989421FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "123959 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "125120 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "125574 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "127405 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "131198 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "132892 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "133290 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "136195 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "136702 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "138127 21FLKWAT_WQX-OKA-CB-SANROS-1 Not Reported \n", - "139852 21FLKWAT_WQX-ESC-BA-CHICO-2 Not Reported \n", - "140067 21FLKWAT_WQX-OKA-CB-SANROS-2 Not Reported \n", - "140097 21FLKWAT_WQX-OKA-N BEACH-5-1 Not Reported \n", - "141252 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "221475 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "221726 21FLKWAT_WQX-OKA-N BEACH-5-1 Not Reported \n", - "222497 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "223785 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "225047 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "225839 21FLKWAT_WQX-ESC-BIG-LAGOON-3 Not Reported \n", - "226195 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "293760 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294036 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294348 21FLCBA_WQX-OKA-CBA-GAP-2-1 Not Reported \n", - "294370 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294704 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "295311 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "295343 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "317931 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "318625 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "318689 21FLKWAT_WQX-OKA-CBA-GAP-1-1 Not Reported \n", - "319082 21FLKWAT_WQX-OKA-CBA-GAP-1-1 Not Reported \n", - "319894 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "123959 NaN \n", - "125120 NaN \n", - "125574 NaN \n", - "127405 NaN \n", - "131198 NaN \n", - "132892 NaN \n", - "133290 NaN \n", - "136195 NaN \n", - "136702 NaN \n", - "138127 NaN \n", - "139852 NaN \n", - "140067 NaN \n", - "140097 NaN \n", - "141252 NaN \n", - "221475 NaN \n", - "221726 NaN \n", - "222497 NaN \n", - "223785 NaN \n", - "225047 NaN \n", - "225839 NaN \n", - "226195 NaN \n", - "293760 NaN \n", - "294036 NaN \n", - "294348 NaN \n", - "294370 NaN \n", - "294704 NaN \n", - "295311 NaN \n", - "295343 NaN \n", - "317931 NaN \n", - "318625 NaN \n", - "318689 NaN \n", - "319082 NaN \n", - "319894 NaN \n", - "\n", - " QA_flag Units Secchi \n", - "123959 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "125120 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "125574 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "127405 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "131198 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "132892 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "133290 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "136195 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "136702 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "138127 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "139852 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "140067 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "140097 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "141252 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "221475 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "221726 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "222497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "223785 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "225047 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "225839 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "226195 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "293760 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294036 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294348 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294370 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294704 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "295311 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "295343 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "317931 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "318625 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "318689 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "319082 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "319894 ResultMeasureValue: \"Not Reported\" result cann... m NaN " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at unusable(NAN) results\n", - "sechi_results.loc[df['Secchi'].isna()]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 35, - "metadata": { - "hidden": true - }, -======= - "execution_count": 39, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasureValue: \"Not Reported\" result cannot be used; ResultMeasure/MeasureUnitCode: MISSING UNITS, m assumed'" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at the QA flag for first row from above\n", - "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 36, - "metadata": { - "hidden": true - }, -======= - "execution_count": 40, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
12395921FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12512021FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12557421FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
12740521FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13119821FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13289221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13329021FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13619521FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13670221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13812721FLKWAT_WQX-OKA-CB-SANROS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
13985221FLKWAT_WQX-ESC-BA-CHICO-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14006721FLKWAT_WQX-OKA-CB-SANROS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14009721FLKWAT_WQX-OKA-N BEACH-5-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
14125221FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22147521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22172621FLKWAT_WQX-OKA-N BEACH-5-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22249721FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22378521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22504721FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22583921FLKWAT_WQX-ESC-BIG-LAGOON-3Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
22619521FLKWAT_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29376021FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29403621FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29434821FLCBA_WQX-OKA-CBA-GAP-2-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29437021FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29470421FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29531121FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
29534321FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31793121FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31862521FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31868921FLKWAT_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31908221FLKWAT_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
31989421FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "123959 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "125120 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "125574 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "127405 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "131198 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "132892 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "133290 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "136195 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "136702 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "138127 21FLKWAT_WQX-OKA-CB-SANROS-1 Not Reported \n", - "139852 21FLKWAT_WQX-ESC-BA-CHICO-2 Not Reported \n", - "140067 21FLKWAT_WQX-OKA-CB-SANROS-2 Not Reported \n", - "140097 21FLKWAT_WQX-OKA-N BEACH-5-1 Not Reported \n", - "141252 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", - "221475 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "221726 21FLKWAT_WQX-OKA-N BEACH-5-1 Not Reported \n", - "222497 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "223785 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "225047 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "225839 21FLKWAT_WQX-ESC-BIG-LAGOON-3 Not Reported \n", - "226195 21FLKWAT_WQX-OKA-CB-BASS-2 Not Reported \n", - "293760 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294036 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294348 21FLCBA_WQX-OKA-CBA-GAP-2-1 Not Reported \n", - "294370 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "294704 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "295311 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "295343 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "317931 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "318625 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", - "318689 21FLKWAT_WQX-OKA-CBA-GAP-1-1 Not Reported \n", - "319082 21FLKWAT_WQX-OKA-CBA-GAP-1-1 Not Reported \n", - "319894 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "123959 NaN \n", - "125120 NaN \n", - "125574 NaN \n", - "127405 NaN \n", - "131198 NaN \n", - "132892 NaN \n", - "133290 NaN \n", - "136195 NaN \n", - "136702 NaN \n", - "138127 NaN \n", - "139852 NaN \n", - "140067 NaN \n", - "140097 NaN \n", - "141252 NaN \n", - "221475 NaN \n", - "221726 NaN \n", - "222497 NaN \n", - "223785 NaN \n", - "225047 NaN \n", - "225839 NaN \n", - "226195 NaN \n", - "293760 NaN \n", - "294036 NaN \n", - "294348 NaN \n", - "294370 NaN \n", - "294704 NaN \n", - "295311 NaN \n", - "295343 NaN \n", - "317931 NaN \n", - "318625 NaN \n", - "318689 NaN \n", - "319082 NaN \n", - "319894 NaN \n", - "\n", - " QA_flag Units Secchi \n", - "123959 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "125120 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "125574 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "127405 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "131198 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "132892 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "133290 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "136195 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "136702 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "138127 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "139852 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "140067 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "140097 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "141252 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "221475 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "221726 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "222497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "223785 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "225047 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "225839 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "226195 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "293760 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294036 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294348 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294370 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "294704 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "295311 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "295343 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "317931 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "318625 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "318689 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "319082 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "319894 ResultMeasureValue: \"Not Reported\" result cann... m NaN " - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# All cases where there was a QA flag\n", - "sechi_results.loc[df['QA_flag'].notna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "All these were missing both a value and unit so nothing could be done" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 37, - "metadata": { - "hidden": true - }, -======= - "execution_count": 41, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_CMP_PKT0332.333333
121FLBFA_WQX-33010011210.278571
221FLBFA_WQX-33010016831.496386
321FLBFA_WQX-33010021710.964789
421FLBFA_WQX-33010030661.096212
............
662NARS_WQX-NCCA10-143112.500000
663NARS_WQX-NCCA10-143211.075000
664NARS_WQX-NCCA10-143311.423333
665NARS_WQX-NCCA10-143412.400000
666NARS_WQX-NCCA10-243211.600000
\n", - "

667 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11NPSWRD_WQX-GUIS_CMP_PKT03 3 2.333333\n", - "1 21FLBFA_WQX-33010011 21 0.278571\n", - "2 21FLBFA_WQX-33010016 83 1.496386\n", - "3 21FLBFA_WQX-33010021 71 0.964789\n", - "4 21FLBFA_WQX-33010030 66 1.096212\n", - ".. ... ... ...\n", - "662 NARS_WQX-NCCA10-1431 1 2.500000\n", - "663 NARS_WQX-NCCA10-1432 1 1.075000\n", - "664 NARS_WQX-NCCA10-1433 1 1.423333\n", - "665 NARS_WQX-NCCA10-1434 1 2.400000\n", - "666 NARS_WQX-NCCA10-2432 1 1.600000\n", - "\n", - "[667 rows x 3 columns]" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate Secchi data by station\n", - "visualize.station_summary(sechi_results, 'Secchi')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 38, - "metadata": { - "hidden": true - }, -======= - "execution_count": 42, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 39, - "metadata": { - "hidden": true - }, -======= - "execution_count": 43, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map average secchi depth results at each station\n", - "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Temperature" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 40, - "metadata": { - "hidden": true - }, -======= - "execution_count": 44, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 63433.000000\n", - "mean 21.675404\n", - "std 11.308574\n", - "min -12.944444\n", - "25% 16.680000\n", - "50% 21.890000\n", - "75% 26.950000\n", - "max 1876.000000\n", - "dtype: float64\n", - "Unusable results: 1\n", - "Usable results with inferred units: 10\n", - "Results outside threshold (0.0 to 89.52684957328324): 7\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#'Temperature, water'\n", - "# errors=‘ignore’, invalid dimension conversions will return the NaN.\n", - "df = harmonize.harmonize_generic(df, 'Temperature, water', intermediate_columns=True, report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 41, - "metadata": { - "hidden": true - }, -======= - "execution_count": 45, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
221FLCBA_WQX-BAS0278.9deg FNaN26.0555555555556 degree_CelsiusdegF
1721FLPNS_WQX-3303001923.12deg CNaN23.12 degree_CelsiusdegC
2821FLPNS_WQX-330300G916.43deg CNaN16.43 degree_CelsiusdegC
3221FLCBA_WQX-BAS0183.8deg FNaN28.77777777777783 degree_CelsiusdegF
3321FLPNS_WQX-3303001120.26deg CNaN20.26 degree_CelsiusdegC
.....................
320654USGS-30242008714030123.0deg CNaN23.0 degree_CelsiusdegC
320656USGS-30270308713350124.0deg CNaN24.0 degree_CelsiusdegC
320659USGS-30373308644100122.2deg CNaN22.2 degree_CelsiusdegC
320662USGS-30270308713350224.0deg CNaN24.0 degree_CelsiusdegC
320665USGS-0237610824.4deg CNaN24.4 degree_CelsiusdegC
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63434 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "2 21FLCBA_WQX-BAS02 78.9 \n", - "17 21FLPNS_WQX-33030019 23.12 \n", - "28 21FLPNS_WQX-330300G9 16.43 \n", - "32 21FLCBA_WQX-BAS01 83.8 \n", - "33 21FLPNS_WQX-33030011 20.26 \n", - "... ... ... \n", - "320654 USGS-302420087140301 23.0 \n", - "320656 USGS-302703087133501 24.0 \n", - "320659 USGS-303733086441001 22.2 \n", - "320662 USGS-302703087133502 24.0 \n", - "320665 USGS-02376108 24.4 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag \\\n", - "2 deg F NaN \n", - "17 deg C NaN \n", - "28 deg C NaN \n", - "32 deg F NaN \n", - "33 deg C NaN \n", - "... ... ... \n", - "320654 deg C NaN \n", - "320656 deg C NaN \n", - "320659 deg C NaN \n", - "320662 deg C NaN \n", - "320665 deg C NaN \n", - "\n", - " Temperature Units \n", - "2 26.0555555555556 degree_Celsius degF \n", - "17 23.12 degree_Celsius degC \n", - "28 16.43 degree_Celsius degC \n", - "32 28.77777777777783 degree_Celsius degF \n", - "33 20.26 degree_Celsius degC \n", - "... ... ... \n", - "320654 23.0 degree_Celsius degC \n", - "320656 24.0 degree_Celsius degC \n", - "320659 22.2 degree_Celsius degC \n", - "320662 24.0 degree_Celsius degC \n", - "320665 24.4 degree_Celsius degC \n", - "\n", - "[63434 rows x 6 columns]" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", - "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", - "temperature_results" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 42, - "metadata": { - "hidden": true - }, -======= - "execution_count": 46, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
15758521FLCBA-FWB0579.8NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...79.8 degree_CelsiusdegC
15764021FLCBA-FWB0581.7NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...81.7 degree_CelsiusdegC
15851821FLCBA-FWB0282.1NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...82.1 degree_CelsiusdegC
15851921FLCBA-FWB0282.6NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...82.6 degree_CelsiusdegC
15852021FLCBA-FWB0271.8NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...71.8 degree_CelsiusdegC
15852121FLCBA-FWB0279.4NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...79.4 degree_CelsiusdegC
16409321FLCBA-RIV0274.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...74.2 degree_CelsiusdegC
16409421FLCBA-RIV0274.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...74.2 degree_CelsiusdegC
16849321FLCBA-FWB0183.3NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...83.3 degree_CelsiusdegC
16857721FLCBA-FWB0171.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...71.2 degree_CelsiusdegC
\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "157585 21FLCBA-FWB05 79.8 \n", - "157640 21FLCBA-FWB05 81.7 \n", - "158518 21FLCBA-FWB02 82.1 \n", - "158519 21FLCBA-FWB02 82.6 \n", - "158520 21FLCBA-FWB02 71.8 \n", - "158521 21FLCBA-FWB02 79.4 \n", - "164093 21FLCBA-RIV02 74.2 \n", - "164094 21FLCBA-RIV02 74.2 \n", - "168493 21FLCBA-FWB01 83.3 \n", - "168577 21FLCBA-FWB01 71.2 \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "157585 NaN \n", - "157640 NaN \n", - "158518 NaN \n", - "158519 NaN \n", - "158520 NaN \n", - "158521 NaN \n", - "164093 NaN \n", - "164094 NaN \n", - "168493 NaN \n", - "168577 NaN \n", - "\n", - " QA_flag \\\n", - "157585 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "157640 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "158518 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "158519 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "158520 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "158521 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "164093 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "164094 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "168493 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "168577 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", - "\n", - " Temperature Units \n", - "157585 79.8 degree_Celsius degC \n", - "157640 81.7 degree_Celsius degC \n", - "158518 82.1 degree_Celsius degC \n", - "158519 82.6 degree_Celsius degC \n", - "158520 71.8 degree_Celsius degC \n", - "158521 79.4 degree_Celsius degC \n", - "164093 74.2 degree_Celsius degC \n", - "164094 74.2 degree_Celsius degC \n", - "168493 83.3 degree_Celsius degC \n", - "168577 71.2 degree_Celsius degC " - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Examine missing units\n", - "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "We can see where the units were missing, the results were assumed to be in degree_Celsius already" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 43, - "metadata": { - "hidden": true - }, -======= - "execution_count": 47, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# This is also noted in the QA_flag field\n", - "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 44, - "metadata": { - "hidden": true - }, -======= - "execution_count": 48, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
3868311NPSWRD_WQX-GUIS_NALONaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "38683 11NPSWRD_WQX-GUIS_NALO NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag \\\n", - "38683 deg C ResultMeasureValue: missing (NaN) result \n", - "\n", - " Temperature Units \n", - "38683 NaN degC " - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look for any without usable results\n", - "temperature_results.loc[df['Temperature'].isna()]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 45, - "metadata": { - "hidden": true - }, -======= - "execution_count": 49, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_BCCA136.80000
111NPSWRD_WQX-GUIS_BISA3222.69625
211NPSWRD_WQX-GUIS_BOPI132.00000
311NPSWRD_WQX-GUIS_CMP_PKT03230.25000
411NPSWRD_WQX-GUIS_FPPO134.70000
............
1748USGS-303853087164401123.00000
1749USGS-303853087200501120.00000
1750USGS-303857087163501122.00000
1751USGS-303859087200301117.50000
1752USGS-303906087190301120.50000
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1753 rows × 3 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11NPSWRD_WQX-GUIS_BCCA 1 36.80000\n", - "1 11NPSWRD_WQX-GUIS_BISA 32 22.69625\n", - "2 11NPSWRD_WQX-GUIS_BOPI 1 32.00000\n", - "3 11NPSWRD_WQX-GUIS_CMP_PKT03 2 30.25000\n", - "4 11NPSWRD_WQX-GUIS_FPPO 1 34.70000\n", - "... ... ... ...\n", - "1748 USGS-303853087164401 1 23.00000\n", - "1749 USGS-303853087200501 1 20.00000\n", - "1750 USGS-303857087163501 1 22.00000\n", - "1751 USGS-303859087200301 1 17.50000\n", - "1752 USGS-303906087190301 1 20.50000\n", - "\n", - "[1753 rows x 3 columns]" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate temperature data by station\n", - "visualize.station_summary(temperature_results, 'Temperature')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 46, - "metadata": { - "hidden": true - }, -======= - "execution_count": 50, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 47, - "metadata": { - "hidden": true - }, -======= - "execution_count": 51, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map average temperature results at each station\n", - "gdf_temperature = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", - "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Dissolved oxygen" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 48, - "metadata": { - "hidden": true - }, -======= - "execution_count": 52, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", - "df = harmonize.harmonize_generic(df, 'Dissolved oxygen (DO)')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 49, - "metadata": { - "hidden": true - }, -======= - "execution_count": 53, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
721FLPNS_WQX-33030D716.64mg/LNaN6.64 milligram / liter
1521FLCBA_WQX-SRS036.28mg/LNaN6.28 milligram / liter
1621FLPNS_WQX-33020K204.53mg/LNaN4.53 milligram / liter
1921FLPNS_WQX-330300199.32mg/LNaN9.32 milligram / liter
2221FLCMP_WQX-3201BM214.5mg/LNaN4.5 milligram / liter
..................
320564FWCLOCAL-03140105-BB-037.3mg/lNaN7.3 milligram / liter
320568FWCLOCAL-03140105-BB-0110.2mg/lNaN10.2 milligram / liter
320569FWCLOCAL-03140105-BB-018.1mg/lNaN8.1 milligram / liter
320574FWCLOCAL-03140104-BR-117.4mg/lNaN7.4 milligram / liter
320576FWCLOCAL-03140104-BR-1110.4mg/lNaN10.4 milligram / liter
\n", - "

51607 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "7 21FLPNS_WQX-33030D71 6.64 \n", - "15 21FLCBA_WQX-SRS03 6.28 \n", - "16 21FLPNS_WQX-33020K20 4.53 \n", - "19 21FLPNS_WQX-33030019 9.32 \n", - "22 21FLCMP_WQX-3201BM21 4.5 \n", - "... ... ... \n", - "320564 FWCLOCAL-03140105-BB-03 7.3 \n", - "320568 FWCLOCAL-03140105-BB-01 10.2 \n", - "320569 FWCLOCAL-03140105-BB-01 8.1 \n", - "320574 FWCLOCAL-03140104-BR-11 7.4 \n", - "320576 FWCLOCAL-03140104-BR-11 10.4 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag DO \n", - "7 mg/L NaN 6.64 milligram / liter \n", - "15 mg/L NaN 6.28 milligram / liter \n", - "16 mg/L NaN 4.53 milligram / liter \n", - "19 mg/L NaN 9.32 milligram / liter \n", - "22 mg/L NaN 4.5 milligram / liter \n", - "... ... ... ... \n", - "320564 mg/l NaN 7.3 milligram / liter \n", - "320568 mg/l NaN 10.2 milligram / liter \n", - "320569 mg/l NaN 8.1 milligram / liter \n", - "320574 mg/l NaN 7.4 milligram / liter \n", - "320576 mg/l NaN 10.4 milligram / liter \n", - "\n", - "[51607 rows x 5 columns]" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", - "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", - "do_res" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 50, - "metadata": { - "hidden": true - }, -======= - "execution_count": 54, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
721FLPNS_WQX-33030D716.64mg/LNaN6.64 milligram / liter
1521FLCBA_WQX-SRS036.28mg/LNaN6.28 milligram / liter
1621FLPNS_WQX-33020K204.53mg/LNaN4.53 milligram / liter
1921FLPNS_WQX-330300199.32mg/LNaN9.32 milligram / liter
2221FLCMP_WQX-3201BM214.5mg/LNaN4.5 milligram / liter
..................
32025321FLPNS_WQX-G4NW05195.6mg/LNaN5.6 milligram / liter
32026121FLPNS_WQX-G5NW01598.56mg/LNaN8.56 milligram / liter
32026221FLPNS_WQX-G3NW00013.41mg/LNaN3.41 milligram / liter
32026421FLPNS_WQX-G4NW04127.27mg/LNaN7.27 milligram / liter
32027421FLPNS_WQX-G4NW05008.88mg/LNaN8.88 milligram / liter
\n", - "

28834 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "7 21FLPNS_WQX-33030D71 6.64 \n", - "15 21FLCBA_WQX-SRS03 6.28 \n", - "16 21FLPNS_WQX-33020K20 4.53 \n", - "19 21FLPNS_WQX-33030019 9.32 \n", - "22 21FLCMP_WQX-3201BM21 4.5 \n", - "... ... ... \n", - "320253 21FLPNS_WQX-G4NW0519 5.6 \n", - "320261 21FLPNS_WQX-G5NW0159 8.56 \n", - "320262 21FLPNS_WQX-G3NW0001 3.41 \n", - "320264 21FLPNS_WQX-G4NW0412 7.27 \n", - "320274 21FLPNS_WQX-G4NW0500 8.88 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag DO \n", - "7 mg/L NaN 6.64 milligram / liter \n", - "15 mg/L NaN 6.28 milligram / liter \n", - "16 mg/L NaN 4.53 milligram / liter \n", - "19 mg/L NaN 9.32 milligram / liter \n", - "22 mg/L NaN 4.5 milligram / liter \n", - "... ... ... ... \n", - "320253 mg/L NaN 5.6 milligram / liter \n", - "320261 mg/L NaN 8.56 milligram / liter \n", - "320262 mg/L NaN 3.41 milligram / liter \n", - "320264 mg/L NaN 7.27 milligram / liter \n", - "320274 mg/L NaN 8.88 milligram / liter \n", - "\n", - "[28834 rows x 5 columns]" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 51, - "metadata": { - "hidden": true - }, -======= - "execution_count": 55, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_BCCA10.270000
111NPSWRD_WQX-GUIS_BISA327.194375
211NPSWRD_WQX-GUIS_BOPI17.540000
311NPSWRD_WQX-GUIS_FPPO19.950000
411NPSWRD_WQX-GUIS_FPPT16.880000
............
1520NARS_WQX-NCCA10-143286.075000
1521NARS_WQX-NCCA10-1433166.931250
1522NARS_WQX-NCCA10-1434266.280769
1523NARS_WQX-NCCA10-2432126.650000
1524NARS_WQX-NRS_FL-1002813.430000
\n", - "

1525 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 11NPSWRD_WQX-GUIS_BCCA 1 0.270000\n", - "1 11NPSWRD_WQX-GUIS_BISA 32 7.194375\n", - "2 11NPSWRD_WQX-GUIS_BOPI 1 7.540000\n", - "3 11NPSWRD_WQX-GUIS_FPPO 1 9.950000\n", - "4 11NPSWRD_WQX-GUIS_FPPT 1 6.880000\n", - "... ... ... ...\n", - "1520 NARS_WQX-NCCA10-1432 8 6.075000\n", - "1521 NARS_WQX-NCCA10-1433 16 6.931250\n", - "1522 NARS_WQX-NCCA10-1434 26 6.280769\n", - "1523 NARS_WQX-NCCA10-2432 12 6.650000\n", - "1524 NARS_WQX-NRS_FL-10028 1 3.430000\n", - "\n", - "[1525 rows x 3 columns]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate DO data by station\n", - "visualize.station_summary(do_res, 'DO')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 52, - "metadata": { - "hidden": true - }, -======= - "execution_count": 56, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 53, - "metadata": { - "hidden": true - }, -======= - "execution_count": 57, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map Averages at each station\n", - "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### pH" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 54, - "metadata": { - "hidden": true - }, -======= - "execution_count": 58, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 42808.000000\n", - "mean 7.403259\n", - "std 0.878311\n", - "min 0.500000\n", - "25% 6.970000\n", - "50% 7.700000\n", - "75% 8.000000\n", - "max 16.200000\n", - "dtype: float64\n", - "Unusable results: 51\n", - "Usable results with inferred units: 29\n", - "Results outside threshold (0.0 to 12.673122914341388): 1\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# pH, this time looking at a report\n", - "df = harmonize.harmonize_generic(df, 'pH', report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Note the warnings that occur when a unit is not recognized by the package. These occur even when report=False. Future versions could include these as defined units for pH, but here it wouldn't alter results." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 55, - "metadata": { - "hidden": true - }, -======= - "execution_count": 59, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
07.29NoneNaN7.29 dimensionless
106.57NoneNaN6.57 dimensionless
116.57NoneNaN6.57 dimensionless
137.72NoneNaN7.72 dimensionless
186.2NoneNaN6.2 dimensionless
...............
3206635.9std unitsNaN5.9 dimensionless
3206647.9std unitsNaN7.9 dimensionless
3206668.3std unitsNaN8.3 dimensionless
3206676.6std unitsNaN6.6 dimensionless
3206688.1std unitsNaN8.1 dimensionless
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42859 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "0 7.29 None NaN \n", - "10 6.57 None NaN \n", - "11 6.57 None NaN \n", - "13 7.72 None NaN \n", - "18 6.2 None NaN \n", - "... ... ... ... \n", - "320663 5.9 std units NaN \n", - "320664 7.9 std units NaN \n", - "320666 8.3 std units NaN \n", - "320667 6.6 std units NaN \n", - "320668 8.1 std units NaN \n", - "\n", - " pH \n", - "0 7.29 dimensionless \n", - "10 6.57 dimensionless \n", - "11 6.57 dimensionless \n", - "13 7.72 dimensionless \n", - "18 6.2 dimensionless \n", - "... ... \n", - "320663 5.9 dimensionless \n", - "320664 7.9 dimensionless \n", - "320666 8.3 dimensionless \n", - "320667 6.6 dimensionless \n", - "320668 8.1 dimensionless \n", - "\n", - "[42859 rows x 4 columns]" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Salinity" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 56, - "metadata": { - "hidden": true - }, -======= - "execution_count": 60, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 57283.000000\n", - "mean 16.558078\n", - "std 170.356253\n", - "min 0.000000\n", - "25% 6.810000\n", - "50% 16.800000\n", - "75% 23.720000\n", - "max 37782.000000\n", - "dtype: float64\n", - "Unusable results: 400\n", - "Usable results with inferred units: 10\n", - "Results outside threshold (0.0 to 1038.6955976150045): 3\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Salinity\n", - "df = harmonize.harmonize_generic(df, 'Salinity', report=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 57, - "metadata": { - "hidden": true - }, -======= - "execution_count": 61, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
418.9ppthNaN18.9 Practical_Salinity_Units
611.82ppthNaN11.82 Practical_Salinity_Units
120.50ppthNaN0.5 Practical_Salinity_Units
143.3ppthNaN3.3 Practical_Salinity_Units
2421.43ppthNaN21.43 Practical_Salinity_Units
...............
3205232.16ppthNaN2.16 Practical_Salinity_Units
3205252.07ppthNaN2.07 Practical_Salinity_Units
3205262.11ppthNaN2.11 Practical_Salinity_Units
3205301.89ppthNaN1.89 Practical_Salinity_Units
3205332.12ppthNaN2.12 Practical_Salinity_Units
\n", - "

57683 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "4 18.9 ppth NaN \n", - "6 11.82 ppth NaN \n", - "12 0.50 ppth NaN \n", - "14 3.3 ppth NaN \n", - "24 21.43 ppth NaN \n", - "... ... ... ... \n", - "320523 2.16 ppth NaN \n", - "320525 2.07 ppth NaN \n", - "320526 2.11 ppth NaN \n", - "320530 1.89 ppth NaN \n", - "320533 2.12 ppth NaN \n", - "\n", - " Salinity \n", - "4 18.9 Practical_Salinity_Units \n", - "6 11.82 Practical_Salinity_Units \n", - "12 0.5 Practical_Salinity_Units \n", - "14 3.3 Practical_Salinity_Units \n", - "24 21.43 Practical_Salinity_Units \n", - "... ... \n", - "320523 2.16 Practical_Salinity_Units \n", - "320525 2.07 Practical_Salinity_Units \n", - "320526 2.11 Practical_Salinity_Units \n", - "320530 1.89 Practical_Salinity_Units \n", - "320533 2.12 Practical_Salinity_Units \n", - "\n", - "[57683 rows x 4 columns]" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", - "df.loc[df['CharacteristicName']=='Salinity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Nitrogen" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 58, - "metadata": { - "hidden": true - }, -======= - "execution_count": 62, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\harmonize_wq\\harmonize.py:131: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", - " warn(\"WARNING: \" + problem)\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 59.000000\n", - "mean 39.927749\n", - "std 213.320030\n", - "min 0.000700\n", - "25% 0.343605\n", - "50% 0.486780\n", - "75% 1.600000\n", - "max 1630.000000\n", - "dtype: float64\n", - "Unusable results: 4\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 1319.8479306182717): 1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Nitrogen\n", - "df = harmonize.harmonize_generic(df, 'Nitrogen', report=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 59, - "metadata": { - "hidden": true - }, -======= - "execution_count": 63, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
320420.3mg/LNaN0.3 milligram / liter
321990.36mg/LNaN0.36 milligram / liter
323060.33875mg/LNaN0.33875 milligram / liter
32799135mg/kgNaN135.00000000000003 milligram / liter
330040.4075mg/LNaN0.4075 milligram / liter
...............
32045017.76mg/lNaN17.76 milligram / liter
32045218.69mg/lNaN18.69 milligram / liter
32045916.18mg/lNaN16.18 milligram / liter
32046218.72mg/lNaN18.72 milligram / liter
32046417.61mg/lNaN17.61 milligram / liter
\n", - "

63 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "32042 0.3 mg/L NaN \n", - "32199 0.36 mg/L NaN \n", - "32306 0.33875 mg/L NaN \n", - "32799 135 mg/kg NaN \n", - "33004 0.4075 mg/L NaN \n", - "... ... ... ... \n", - "320450 17.76 mg/l NaN \n", - "320452 18.69 mg/l NaN \n", - "320459 16.18 mg/l NaN \n", - "320462 18.72 mg/l NaN \n", - "320464 17.61 mg/l NaN \n", - "\n", - " Nitrogen \n", - "32042 0.3 milligram / liter \n", - "32199 0.36 milligram / liter \n", - "32306 0.33875 milligram / liter \n", - "32799 135.00000000000003 milligram / liter \n", - "33004 0.4075 milligram / liter \n", - "... ... \n", - "320450 17.76 milligram / liter \n", - "320452 18.69 milligram / liter \n", - "320459 16.18 milligram / liter \n", - "320462 18.72 milligram / liter \n", - "320464 17.61 milligram / liter \n", - "\n", - "[63 rows x 4 columns]" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", - "df.loc[df['CharacteristicName']=='Nitrogen', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Conductivity" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 60, - "metadata": { - "hidden": true - }, -======= - "execution_count": 64, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 2.00000\n", - "mean 126.20000\n", - "std 60.52834\n", - "min 83.40000\n", - "25% 104.80000\n", - "50% 126.20000\n", - "75% 147.60000\n", - "max 169.00000\n", - "dtype: float64\n", - "Unusable results: 7\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 489.37004281741076): 0\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Conductivity', report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Note: No report because too few results" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 61, - "metadata": { - "hidden": true - }, -======= - "execution_count": 65, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
15473169uS/cmNaN169.0 microsiemens / centimeter
71293NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
71806NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
72832NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
72878NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
74531NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
75530NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
77005NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
13171083.4uS/cmNaN83.4 microsiemens / centimeter
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "15473 169 uS/cm \n", - "71293 NaN uS/cm \n", - "71806 NaN uS/cm \n", - "72832 NaN uS/cm \n", - "72878 NaN uS/cm \n", - "74531 NaN uS/cm \n", - "75530 NaN uS/cm \n", - "77005 NaN uS/cm \n", - "131710 83.4 uS/cm \n", - "\n", - " QA_flag \\\n", - "15473 NaN \n", - "71293 ResultMeasureValue: missing (NaN) result \n", - "71806 ResultMeasureValue: missing (NaN) result \n", - "72832 ResultMeasureValue: missing (NaN) result \n", - "72878 ResultMeasureValue: missing (NaN) result \n", - "74531 ResultMeasureValue: missing (NaN) result \n", - "75530 ResultMeasureValue: missing (NaN) result \n", - "77005 ResultMeasureValue: missing (NaN) result \n", - "131710 NaN \n", - "\n", - " Conductivity \n", - "15473 169.0 microsiemens / centimeter \n", - "71293 NaN \n", - "71806 NaN \n", - "72832 NaN \n", - "72878 NaN \n", - "74531 NaN \n", - "75530 NaN \n", - "77005 NaN \n", - "131710 83.4 microsiemens / centimeter " - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", - "df.loc[df['CharacteristicName']=='Conductivity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Chlorophyll a" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 62, - "metadata": { - "hidden": true - }, -======= - "execution_count": 66, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\harmonize_wq\\harmonize.py:131: UserWarning: WARNING: 'None' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\harmonize_wq\\harmonize.py:131: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", - " warn(\"WARNING: \" + problem)\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 8116.000000\n", - "mean 1.292809\n", - "std 1.185580\n", - "min -0.840000\n", - "25% 0.021000\n", - "50% 1.160000\n", - "75% 1.960000\n", - "max 9.990000\n", - "dtype: float64\n", - "Unusable results: 183\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 8.40629184427719): 8\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Chlorophyll a\n", - "df = harmonize.harmonize_generic(df, 'Chlorophyll a', report=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 63, - "metadata": { - "hidden": true - }, -======= - "execution_count": 67, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
223580.436969697ug/cm2ResultMeasure/MeasureUnitCode: 'ug/cm2' UNDEFI...0.436969697 milligram / liter
323605.87ug/LNaN0.00587 milligram / liter
340522.86ug/LNaN0.00286 milligram / liter
3408310.69ug/LNaN0.01069 milligram / liter
348642.69ug/LNaN0.00269 milligram / liter
...............
2538473ug/lNaN0.003 milligram / liter
25384810ug/lNaN0.01 milligram / liter
2538493ug/lNaN0.003 milligram / liter
2538502ug/lNaN0.002 milligram / liter
2538534ug/lNaN0.004 milligram / liter
\n", - "

8299 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "22358 0.436969697 ug/cm2 \n", - "32360 5.87 ug/L \n", - "34052 2.86 ug/L \n", - "34083 10.69 ug/L \n", - "34864 2.69 ug/L \n", - "... ... ... \n", - "253847 3 ug/l \n", - "253848 10 ug/l \n", - "253849 3 ug/l \n", - "253850 2 ug/l \n", - "253853 4 ug/l \n", - "\n", - " QA_flag \\\n", - "22358 ResultMeasure/MeasureUnitCode: 'ug/cm2' UNDEFI... \n", - "32360 NaN \n", - "34052 NaN \n", - "34083 NaN \n", - "34864 NaN \n", - "... ... \n", - "253847 NaN \n", - "253848 NaN \n", - "253849 NaN \n", - "253850 NaN \n", - "253853 NaN \n", - "\n", - " Chlorophyll \n", - "22358 0.436969697 milligram / liter \n", - "32360 0.00587 milligram / liter \n", - "34052 0.00286 milligram / liter \n", - "34083 0.01069 milligram / liter \n", - "34864 0.00269 milligram / liter \n", - "... ... \n", - "253847 0.003 milligram / liter \n", - "253848 0.01 milligram / liter \n", - "253849 0.003 milligram / liter \n", - "253850 0.002 milligram / liter \n", - "253853 0.004 milligram / liter \n", - "\n", - "[8299 rows x 4 columns]" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", - "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Organic Carbon" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 64, - "metadata": { - "hidden": true - }, -======= - "execution_count": 68, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 3478.000000\n", - "mean 1086.511682\n", - "std 12428.925112\n", - "min 0.000000\n", - "25% 2.600000\n", - "50% 4.100000\n", - "75% 8.200000\n", - "max 410000.000000\n", - "dtype: float64\n", - "Unusable results: 104\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 75660.06235213253): 19\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Organic carbon (%)\n", - "df = harmonize.harmonize_generic(df, 'Organic carbon', report=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 65, - "metadata": { - "hidden": true - }, -======= - "execution_count": 69, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
962.6mg/LNaN2.6 milligram / liter
1355.2mg/LNaN5.2 milligram / liter
140NaNmg/LResultMeasureValue: missing (NaN) resultNaN
1683.9mg/LNaN3.9 milligram / liter
1912.5mg/LNaN2.5 milligram / liter
...............
3204801.7mg/lNaN1.7 milligram / liter
3204861.5mg/lNaN1.5 milligram / liter
320488NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320489NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320538NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
\n", - "

3582 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "96 2.6 mg/L \n", - "135 5.2 mg/L \n", - "140 NaN mg/L \n", - "168 3.9 mg/L \n", - "191 2.5 mg/L \n", - "... ... ... \n", - "320480 1.7 mg/l \n", - "320486 1.5 mg/l \n", - "320488 NaN NaN \n", - "320489 NaN NaN \n", - "320538 NaN NaN \n", - "\n", - " QA_flag \\\n", - "96 NaN \n", - "135 NaN \n", - "140 ResultMeasureValue: missing (NaN) result \n", - "168 NaN \n", - "191 NaN \n", - "... ... \n", - "320480 NaN \n", - "320486 NaN \n", - "320488 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320489 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320538 ResultMeasureValue: missing (NaN) result; Resu... \n", - "\n", - " Carbon \n", - "96 2.6 milligram / liter \n", - "135 5.2 milligram / liter \n", - "140 NaN \n", - "168 3.9 milligram / liter \n", - "191 2.5 milligram / liter \n", - "... ... \n", - "320480 1.7 milligram / liter \n", - "320486 1.5 milligram / liter \n", - "320488 NaN \n", - "320489 NaN \n", - "320538 NaN \n", - "\n", - "[3582 rows x 4 columns]" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", - "df.loc[df['CharacteristicName']=='Organic carbon', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Turbidity" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 66, - "metadata": { - "hidden": true - }, -======= - "execution_count": 70, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 33490.000000\n", - "mean 8.090895\n", - "std 205.699217\n", - "min -0.100000\n", - "25% 1.400000\n", - "50% 2.400000\n", - "75% 4.600000\n", - "max 32342.452300\n", - "dtype: float64\n", - "Unusable results: 138\n", - "Usable results with inferred units: 10\n", - "Results outside threshold (0.0 to 1242.2861975640938): 22\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Turbidity (NTU)\n", - "df = harmonize.harmonize_generic(df, 'Turbidity', report=True)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 67, - "metadata": { - "hidden": true - }, -======= - "execution_count": 71, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTurbidity
90NTUNaN0.0 Nephelometric_Turbidity_Units
405.6NTUNaN5.6 Nephelometric_Turbidity_Units
4228NTUNaN28.0 Nephelometric_Turbidity_Units
582NTUNaN2.0 Nephelometric_Turbidity_Units
714.7NTUNaN4.7 Nephelometric_Turbidity_Units
...............
32057810NTUNaN10.0 Nephelometric_Turbidity_Units
32057910NTUNaN10.0 Nephelometric_Turbidity_Units
3205900.0JTUNaN-0.0477 Nephelometric_Turbidity_Units
32060950JTUNaN951.2022999999999 Nephelometric_Turbidity_Units
3206171700JTUNaN32342.452299999997 Nephelometric_Turbidity_Units
\n", - "

33628 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "9 0 NTU NaN \n", - "40 5.6 NTU NaN \n", - "42 28 NTU NaN \n", - "58 2 NTU NaN \n", - "71 4.7 NTU NaN \n", - "... ... ... ... \n", - "320578 10 NTU NaN \n", - "320579 10 NTU NaN \n", - "320590 0.0 JTU NaN \n", - "320609 50 JTU NaN \n", - "320617 1700 JTU NaN \n", - "\n", - " Turbidity \n", - "9 0.0 Nephelometric_Turbidity_Units \n", - "40 5.6 Nephelometric_Turbidity_Units \n", - "42 28.0 Nephelometric_Turbidity_Units \n", - "58 2.0 Nephelometric_Turbidity_Units \n", - "71 4.7 Nephelometric_Turbidity_Units \n", - "... ... \n", - "320578 10.0 Nephelometric_Turbidity_Units \n", - "320579 10.0 Nephelometric_Turbidity_Units \n", - "320590 -0.0477 Nephelometric_Turbidity_Units \n", - "320609 951.2022999999999 Nephelometric_Turbidity_Units \n", - "320617 32342.452299999997 Nephelometric_Turbidity_Units \n", - "\n", - "[33628 rows x 4 columns]" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Turbidity']\n", - "df.loc[df['CharacteristicName']=='Turbidity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Sediment" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 68, - "metadata": { - "hidden": true - }, -======= - "execution_count": 72, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# Sediment\n", - "df = harmonize.harmonize_generic(df, 'Sediment', report=False)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 69, - "metadata": { - "hidden": true - }, -======= - "execution_count": 73, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSediment
320476NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320490NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "320476 NaN NaN \n", - "320490 NaN NaN \n", - "\n", - " QA_flag Sediment \n", - "320476 ResultMeasureValue: missing (NaN) result; Resu... NaN \n", - "320490 ResultMeasureValue: missing (NaN) result; Resu... NaN " - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']\n", - "df.loc[df['CharacteristicName']=='Sediment', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Phosphorus" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 70, - "metadata": { - "hidden": true - }, -======= - "execution_count": 74, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# Phosphorus\n", - "# Note: must be merged w/ activities (package runs query by site if not already merged)\n", - "df = harmonize.harmonize_generic(df, 'Phosphorus')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Note the warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 71, - "metadata": { - "hidden": true - }, -======= - "execution_count": 75, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
27890.019mg/LNaN0.019 milligram / liter
62520.002mg/LNaN0.002 milligram / liter
173410.003mg/LNaN0.003 milligram / liter
196140.019mg/LNaN0.019 milligram / liter
420960.002mg/LNaN0.002 milligram / liter
432990.017mg/LNaN0.017 milligram / liter
709060.021mg/LNaN0.021 milligram / liter
727440.003mg/LNaN0.003 milligram / liter
773350.020mg/LNaN0.02 milligram / liter
820450.002mg/LNaN0.002 milligram / liter
1112080.00806mg/LNaN0.00806 milligram / liter
1136010.000031mg/LNaN3.1e-05 milligram / liter
1145620.002542mg/LNaN0.002542 milligram / liter
1149390.00341mg/LNaN0.00341 milligram / liter
1424820.00372mg/LNaN0.00372 milligram / liter
1439100.00961mg/LNaN0.00961 milligram / liter
1446140.00124mg/LNaN0.00124 milligram / liter
1451640.01271mg/LNaN0.01271 milligram / liter
3196830.030mg/l as PNaN0.03 milligram / liter
3196910.033mg/l as PNaN0.033 milligram / liter
3196950.024mg/l as PNaN0.024 milligram / liter
3196990.028mg/l as PNaN0.028 milligram / liter
3197070.021mg/l as PNaN0.021 milligram / liter
3197110.023mg/l as PNaN0.023 milligram / liter
3197230.037mg/l as PNaN0.037 milligram / liter
3198290.023mg/l as PNaN0.023 milligram / liter
3198370.025mg/l as PNaN0.025 milligram / liter
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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "2789 0.019 mg/L NaN \n", - "6252 0.002 mg/L NaN \n", - "17341 0.003 mg/L NaN \n", - "19614 0.019 mg/L NaN \n", - "42096 0.002 mg/L NaN \n", - "43299 0.017 mg/L NaN \n", - "70906 0.021 mg/L NaN \n", - "72744 0.003 mg/L NaN \n", - "77335 0.020 mg/L NaN \n", - "82045 0.002 mg/L NaN \n", - "111208 0.00806 mg/L NaN \n", - "113601 0.000031 mg/L NaN \n", - "114562 0.002542 mg/L NaN \n", - "114939 0.00341 mg/L NaN \n", - "142482 0.00372 mg/L NaN \n", - "143910 0.00961 mg/L NaN \n", - "144614 0.00124 mg/L NaN \n", - "145164 0.01271 mg/L NaN \n", - "319683 0.030 mg/l as P NaN \n", - "319691 0.033 mg/l as P NaN \n", - "319695 0.024 mg/l as P NaN \n", - "319699 0.028 mg/l as P NaN \n", - "319707 0.021 mg/l as P NaN \n", - "319711 0.023 mg/l as P NaN \n", - "319723 0.037 mg/l as P NaN \n", - "319829 0.023 mg/l as P NaN \n", - "319837 0.025 mg/l as P NaN \n", - "\n", - " TDP_Phosphorus \n", - "2789 0.019 milligram / liter \n", - "6252 0.002 milligram / liter \n", - "17341 0.003 milligram / liter \n", - "19614 0.019 milligram / liter \n", - "42096 0.002 milligram / liter \n", - "43299 0.017 milligram / liter \n", - "70906 0.021 milligram / liter \n", - "72744 0.003 milligram / liter \n", - "77335 0.02 milligram / liter \n", - "82045 0.002 milligram / liter \n", - "111208 0.00806 milligram / liter \n", - "113601 3.1e-05 milligram / liter \n", - "114562 0.002542 milligram / liter \n", - "114939 0.00341 milligram / liter \n", - "142482 0.00372 milligram / liter \n", - "143910 0.00961 milligram / liter \n", - "144614 0.00124 milligram / liter \n", - "145164 0.01271 milligram / liter \n", - "319683 0.03 milligram / liter \n", - "319691 0.033 milligram / liter \n", - "319695 0.024 milligram / liter \n", - "319699 0.028 milligram / liter \n", - "319707 0.021 milligram / liter \n", - "319711 0.023 milligram / liter \n", - "319723 0.037 milligram / liter \n", - "319829 0.023 milligram / liter \n", - "319837 0.025 milligram / liter " - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Total dissolved phosphorus\n", - "df.loc[df['TDP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 72, - "metadata": { - "hidden": true - }, -======= - "execution_count": 76, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTP_Phosphorus
1230.003mg/LNaN0.003 milligram / liter
2750.002mg/LNaN0.002 milligram / liter
3100.020mg/LNaN0.02 milligram / liter
19580.033mg/LNaN0.033 milligram / liter
21430.003mg/LNaN0.003 milligram / liter
...............
3203271.30mg/l as PNaN1.3 milligram / liter
3203310.020mg/l as PNaN0.02 milligram / liter
3203350.020mg/l as PNaN0.02 milligram / liter
3203381.43mg/l as PNaN1.43 milligram / liter
3204790.110mg/l as PNaN0.11 milligram / liter
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3120 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "123 0.003 mg/L NaN \n", - "275 0.002 mg/L NaN \n", - "310 0.020 mg/L NaN \n", - "1958 0.033 mg/L NaN \n", - "2143 0.003 mg/L NaN \n", - "... ... ... ... \n", - "320327 1.30 mg/l as P NaN \n", - "320331 0.020 mg/l as P NaN \n", - "320335 0.020 mg/l as P NaN \n", - "320338 1.43 mg/l as P NaN \n", - "320479 0.110 mg/l as P NaN \n", - "\n", - " TP_Phosphorus \n", - "123 0.003 milligram / liter \n", - "275 0.002 milligram / liter \n", - "310 0.02 milligram / liter \n", - "1958 0.033 milligram / liter \n", - "2143 0.003 milligram / liter \n", - "... ... \n", - "320327 1.3 milligram / liter \n", - "320331 0.02 milligram / liter \n", - "320335 0.02 milligram / liter \n", - "320338 1.43 milligram / liter \n", - "320479 0.11 milligram / liter \n", - "\n", - "[3120 rows x 4 columns]" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Total phosphorus\n", - "df.loc[df['TP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TP_Phosphorus']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Bacteria" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Fecal Coliform" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 73, - "metadata": { - "hidden": true - }, -======= - "execution_count": 77, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 9993.000000\n", - "mean 44.742220\n", - "std 448.950753\n", - "min 0.000000\n", - "25% 4.000000\n", - "50% 8.000000\n", - "75% 31.000000\n", - "max 33000.000000\n", - "dtype: float64\n", - "Unusable results: 34019\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 2738.4467362120586): 6\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", - "df = harmonize.harmonize_generic(df, 'Fecal Coliform', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 74, - "metadata": { - "hidden": true - }, -======= - "execution_count": 78, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
180cfu/100mLNaNNaN
32MPN/100mLNaNNaN
5*Non-detectNaNResultMeasureValue: \"*Non-detect\" result canno...NaN
8*Non-detectNaNResultMeasureValue: \"*Non-detect\" result canno...NaN
2140cfu/100mLNaNNaN
...............
319586NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
319620NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
3199152cfu/100mLNaNNaN
3199632cfu/100mLNaNNaN
3202185cfu/100mLNaNNaN
\n", - "

44012 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "1 80 cfu/100mL \n", - "3 2 MPN/100mL \n", - "5 *Non-detect NaN \n", - "8 *Non-detect NaN \n", - "21 40 cfu/100mL \n", - "... ... ... \n", - "319586 NaN NaN \n", - "319620 NaN NaN \n", - "319915 2 cfu/100mL \n", - "319963 2 cfu/100mL \n", - "320218 5 cfu/100mL \n", - "\n", - " QA_flag Fecal_Coliform \n", - "1 NaN NaN \n", - "3 NaN NaN \n", - "5 ResultMeasureValue: \"*Non-detect\" result canno... NaN \n", - "8 ResultMeasureValue: \"*Non-detect\" result canno... NaN \n", - "21 NaN NaN \n", - "... ... ... \n", - "319586 ResultMeasureValue: missing (NaN) result; Resu... NaN \n", - "319620 ResultMeasureValue: missing (NaN) result; Resu... NaN \n", - "319915 NaN NaN \n", - "319963 NaN NaN \n", - "320218 NaN NaN \n", - "\n", - "[44012 rows x 4 columns]" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", - "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "###### Escherichia coli" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 75, - "metadata": { - "hidden": true - }, -======= - "execution_count": 79, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 7.000000\n", - "mean 1111.714286\n", - "std 591.845057\n", - "min 12.000000\n", - "25% 935.000000\n", - "50% 1100.000000\n", - "75% 1550.000000\n", - "max 1700.000000\n", - "dtype: float64\n", - "Unusable results: 2360\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 4662.784627375877): 0\n" - ] - }, - { - "data": { - "image/png": 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AICvxAQBkJT4AgKzEBwCQlfgAALKqOj6ef/75uP7666OtrS0aGhriqaeeGoZlAQD1qur4OHz4cMyaNSseeuih4VgPAFDnzqv2CgsXLoyFCxcOx1oAgHNA1fFRrWKxGMVisf/r7u7uiIgolUpRKpWGdOxj1z/2Z2FsGtLxRrPCmFTx57nMLPqYQ5lZlJlFWb3OotrX1ve+ltbquKfSkFIa9NQbGhriySefjJtuuumk+3R0dMTKlSsHbF+9enWMHz9+sDcNAGTU09MTixYtiq6urmhubh7SsYY9Pk70zkd7e3vs379/yIsvlUrR2dkZ8+fPj8bGxpjR8cyQjjeaFcak+NKc3rh705go9jaM9HJGlFn0MYcysygzi7J6ncVrHR+pav/3vpaeTHd3d7S2ttYkPob9xy6FQiEKhcKA7Y2Njae8k9U4dqzi0fo5eQar2NtgDv/PLPqYQ5lZlJlFWb3NYrCvrad7Xa7Va3aEf+cDAMis6nc+3n777fjhD3/Y//WOHTvi1VdfjYkTJ8ZFF11U08UBAPWn6vjYtGlT/OZv/mb/1ytWrIiIiKVLl8bf//3f12xhAEB9qjo+5s2bF0P4HVUA4Bzndz4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWYkPACAr8QEAZCU+AICsxAcAkJX4AACyEh8AQFbiAwDISnwAAFmJDwAgK/EBAGQlPgCArMQHAJCV+AAAshIfAEBW4gMAyEp8AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWYkPACAr8QEAZCU+AICsxAcAkJX4AACyEh8AQFbiAwDISnwAAFmJDwAgK/EBAGQlPgCArMQHAJCV+AAAshIfAEBW4gMAyEp8AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWYkPACAr8QEAZCU+AICsxAcAkJX4AACyGlR8PPzwwzF9+vQ4//zzY/bs2fHCCy/Uel0AQJ2qOj4ef/zxWL58eXzxi1+MLVu2xIc+9KFYuHBh7Ny5czjWBwDUmarj48EHH4xPf/rT8ZnPfCZ++Zd/Ob7yla9Ee3t7rFq1ajjWBwDUmfOq2fnIkSOxefPmuOuuuyq2L1iwIF566aUTXqdYLEaxWOz/uqurKyIifvrTn0apVKp2vRVKpVL09PTEgQMHorGxMc579/CQjjeandeboqenN84rjYmjvQ0jvZwRZRZ9zKHMLMrMoqxeZ3HgwIGq9n/va+nJHDp0KCIiUkpDWt+xg5yxn/zkJyki0r//+79XbL/vvvvSJZdccsLr3HPPPSkiXFxcXFxcXOrgsmvXrmrS4YSqeufjmIaGykJMKQ3YdswXvvCFWLFiRf/Xvb298dOf/jQuvPDCk17nTHV3d0d7e3vs2rUrmpubh3Ss0c4sysyijzmUmUWZWZSZRZ8znUNKKQ4dOhRtbW1Dvs2q4qO1tTXGjh0be/bsqdi+b9+++MAHPnDC6xQKhSgUChXbfvZnf7a6VZ5Gc3PzOX3iHM8sysyijzmUmUWZWZSZRZ8zmUNLS0tNbquqXzgdN25czJ49Ozo7Oyu2d3Z2xtVXX12TBQEA9a3qH7usWLEilixZEnPmzIm5c+fGV7/61di5c2fcdtttw7E+AKDOVB0fN998cxw4cCD+/M//PHbv3h0zZsyIb37zmzFt2rThWN8pFQqFuOeeewb8WOdcZBZlZtHHHMrMoswsysyiz0jMoSGlWvydGQCAM+OzXQCArMQHAJCV+AAAshIfAEBWozY+Hn744Zg+fXqcf/75MXv27HjhhRdGekk1df/998cHP/jBaGpqikmTJsVNN90Ur7/+esU+n/rUp6KhoaHictVVV1XsUywW44477ojW1taYMGFC3HDDDfHjH/84510Zso6OjgH3c/Lkyf3fTylFR0dHtLW1xQUXXBDz5s2Lbdu2VRyjHuYQEfHzP//zA2bR0NAQy5Yti4j6Pieef/75uP7666OtrS0aGhriqaeeqvh+rc6Dt956K5YsWRItLS3R0tISS5YsiYMHDw7zvavOqWZRKpXizjvvjJkzZ8aECROira0t/uAP/iDefPPNimPMmzdvwLlyyy23VOxzts/idOdErR4PZ/scIk4/ixM9bzQ0NMSXv/zl/n1ynhOjMj4ef/zxWL58eXzxi1+MLVu2xIc+9KFYuHBh7Ny5c6SXVjPr16+PZcuWxYYNG6KzszPefffdWLBgQRw+XPnheR/96Edj9+7d/ZdvfvObFd9fvnx5PPnkk7FmzZp48cUX4+23347rrrsujh49mvPuDNlll11WcT+3bt3a/72//Mu/jAcffDAeeuih2LhxY0yePDnmz5/f/yFIEfUzh40bN1bM4dg/+PeJT3yif596PScOHz4cs2bNioceeuiE36/VebBo0aJ49dVXY+3atbF27dp49dVXY8mSJcN+/6pxqln09PTEK6+8EnfffXe88sor8cQTT8R//dd/xQ033DBg31tvvbXiXHnkkUcqvn+2z+J050REbR4PZ/scIk4/i+NnsHv37vja174WDQ0N8bu/+7sV+2U7J4b86TAj4Nd//dfTbbfdVrHt0ksvTXfdddcIrWj47du3L0VEWr9+ff+2pUuXphtvvPGk1zl48GBqbGxMa9as6d/2k5/8JI0ZMyatXbt2OJdbU/fcc0+aNWvWCb/X29ubJk+enB544IH+be+8805qaWlJf/M3f5NSqp85nMhnP/vZdPHFF6fe3t6U0rlzTkREevLJJ/u/rtV58L3vfS9FRNqwYUP/Pi+//HKKiPSDH/xgmO/V4Lx3Fify3e9+N0VEeuONN/q3ffjDH06f/exnT3qd0TaLE82hFo+H0TaHlM7snLjxxhvTtddeW7Et5zkx6t75OHLkSGzevDkWLFhQsX3BggXx0ksvjdCqhl9XV1dEREycOLFi+7p162LSpElxySWXxK233hr79u3r/97mzZujVCpVzKqtrS1mzJgx6ma1ffv2aGtri+nTp8ctt9wSP/rRjyIiYseOHbFnz56K+1goFOLDH/5w/32spzkc78iRI/GP//iP8Ud/9EcVH9J4rpwTx6vVefDyyy9HS0tLXHnllf37XHXVVdHS0jKq59PV1RUNDQ0DPlfrn/7pn6K1tTUuu+yy+PznP1/xLlG9zGKoj4d6mcPx9u7dG08//XR8+tOfHvC9XOfEoD7VdiTt378/jh49OuCD7D7wgQ8M+MC7epFSihUrVsRv/MZvxIwZM/q3L1y4MD7xiU/EtGnTYseOHXH33XfHtddeG5s3b45CoRB79uyJcePGxfve976K4422WV155ZXxD//wD3HJJZfE3r174957742rr746tm3b1n8/TnQ+vPHGGxERdTOH93rqqafi4MGD8alPfap/27lyTrxXrc6DPXv2xKRJkwYcf9KkSaN2Pu+8807cddddsWjRoooPDVu8eHFMnz49Jk+eHK+99lp84QtfiP/4j//o/1FePcyiFo+HepjDe33961+Ppqam+PjHP16xPec5Meri45jj/59eRN8L9Hu31Yvbb789/vM//zNefPHFiu0333xz/3/PmDEj5syZE9OmTYunn356wEl1vNE2q4ULF/b/98yZM2Pu3Llx8cUXx9e//vX+Xx4bzPkw2ubwXo8++mgsXLiw4uOtz5Vz4mRqcR6caP/ROp9SqRS33HJL9Pb2xsMPP1zxvVtvvbX/v2fMmBG/9Eu/FHPmzIlXXnklrrjiiogY/bOo1eNhtM/hvb72ta/F4sWL4/zzz6/YnvOcGHU/dmltbY2xY8cOqKx9+/YN+H899eCOO+6Ib3zjG/Hcc8/F1KlTT7nvlClTYtq0abF9+/aIiJg8eXIcOXIk3nrrrYr9RvusJkyYEDNnzozt27f3/62XU50P9TiHN954I5599tn4zGc+c8r9zpVzolbnweTJk2Pv3r0Djv8///M/o24+pVIpfv/3fz927NgRnZ2dp/2o9CuuuCIaGxsrzpV6mcUxg3k81NscXnjhhXj99ddP+9wRMbznxKiLj3HjxsXs2bP73wY6prOzM66++uoRWlXtpZTi9ttvjyeeeCL+7d/+LaZPn37a6xw4cCB27doVU6ZMiYiI2bNnR2NjY8Wsdu/eHa+99tqonlWxWIzvf//7MWXKlP63CI+/j0eOHIn169f338d6nMNjjz0WkyZNio997GOn3O9cOSdqdR7MnTs3urq64rvf/W7/Pt/5zneiq6trVM3nWHhs3749nn322bjwwgtPe51t27ZFqVTqP1fqZRbHG8zjod7m8Oijj8bs2bNj1qxZp913WM+Jqn499SyxZs2a1NjYmB599NH0ve99Ly1fvjxNmDAh/fd///dIL61m/viP/zi1tLSkdevWpd27d/dfenp6UkopHTp0KH3uc59LL730UtqxY0d67rnn0ty5c9PP/dzPpe7u7v7j3HbbbWnq1Knp2WefTa+88kq69tpr06xZs9K77747Unetap/73OfSunXr0o9+9KO0YcOGdN1116Wmpqb+/70feOCB1NLSkp544om0devW9MlPfjJNmTKl7uZwzNGjR9NFF12U7rzzzort9X5OHDp0KG3ZsiVt2bIlRUR68MEH05YtW/r/BketzoOPfvSj6fLLL08vv/xyevnll9PMmTPTddddl/3+nsqpZlEqldINN9yQpk6dml599dWK549isZhSSumHP/xhWrlyZdq4cWPasWNHevrpp9Oll16afu3Xfm1UzeJUc6jl4+Fsn0NKp398pJRSV1dXGj9+fFq1atWA6+c+J0ZlfKSU0l//9V+nadOmpXHjxqUrrrii4q+g1oOIOOHlscceSyml1NPTkxYsWJDe//73p8bGxnTRRRelpUuXpp07d1Yc53//93/T7bffniZOnJguuOCCdN111w3Y52x38803pylTpqTGxsbU1taWPv7xj6dt27b1f7+3tzfdc889afLkyalQKKRrrrkmbd26teIY9TC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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", - "df = harmonize.harmonize_generic(df, 'Escherichia coli', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 76, - "metadata": { - "hidden": true - }, -======= - "execution_count": 80, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
165344#/100mLNaNNaN
2000270#/100mLNaNNaN
2124120#/100mLNaNNaN
232592#/100mLNaNNaN
2920740#/100mLNaNNaN
...............
320435NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320442NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320458NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
320469NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
32054012cfu/100mlNaN12.0 Colony_Forming_Units / milliliter
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2367 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "1653 44 #/100mL \n", - "2000 270 #/100mL \n", - "2124 120 #/100mL \n", - "2325 92 #/100mL \n", - "2920 740 #/100mL \n", - "... ... ... \n", - "320435 NaN NaN \n", - "320442 NaN NaN \n", - "320458 NaN NaN \n", - "320469 NaN NaN \n", - "320540 12 cfu/100ml \n", - "\n", - " QA_flag \\\n", - "1653 NaN \n", - "2000 NaN \n", - "2124 NaN \n", - "2325 NaN \n", - "2920 NaN \n", - "... ... \n", - "320435 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320442 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320458 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320469 ResultMeasureValue: missing (NaN) result; Resu... \n", - "320540 NaN \n", - "\n", - " E_coli \n", - "1653 NaN \n", - "2000 NaN \n", - "2124 NaN \n", - "2325 NaN \n", - "2920 NaN \n", - "... ... \n", - "320435 NaN \n", - "320442 NaN \n", - "320458 NaN \n", - "320469 NaN \n", - "320540 12.0 Colony_Forming_Units / milliliter \n", - "\n", - "[2367 rows x 4 columns]" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", - "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "### Combining Salinity and Conductivity" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 77, - "metadata": { - "hidden": true - }, -======= - "execution_count": 81, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "from harmonize_wq import convert" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "There are not enough conductivity results to demonstrate this fully in pensacola Bay. We'll mainly just explore Salinity results." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 78, - "metadata": { - "hidden": true - }, -======= - "execution_count": 82, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "#Notes:\n", - "#df[df['Conductivity'].notna(), 'Salinity'] = df[df['Conductivity'].notna()].apply(convert.conductivity_to_PSU)\n", - "#df['Conductivity'].dropna().equals(df[df['Conductivity'].notna()]['Conductivity'])" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 79, - "metadata": { - "hidden": true - }, -======= - "execution_count": 83, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Range: 0.0 to 37782.0\n", - "Results: 57283 \n", - "Mean: 16.55807829548019 PSU\n" - ] - } - ], - "source": [ - "# First note initial Salinity info\n", - "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", - "q_sum = sum(lst)\n", - "print('Range: {} to {}'.format(min(lst), max(lst)))\n", - "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 80, - "metadata": { - "hidden": true - }, -======= - "execution_count": 84, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "[15030.0, 37782.0]" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Identify extreme outliers\n", - "[x for x in lst if x >3200]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 81, - "metadata": { - "hidden": true - }, -======= - "execution_count": 85, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
5285037782ppthNaN37782.0 Practical_Salinity_Units
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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "52850 37782 ppth NaN \n", - "\n", - " Salinity \n", - "52850 37782.0 Practical_Salinity_Units " - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at important fields for max value\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", - "salinity_series = df['Salinity'][df['Salinity'].notna()]\n", - "x = max(salinity_series)\n", - "idx = df[df['Salinity']==x].index\n", - "df[cols][df['Salinity']==x]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 82, - "metadata": { - "hidden": true - }, -======= - "execution_count": 86, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
1630515030pptNaN15030.0 Practical_Salinity_Units
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "16305 15030 ppt NaN \n", - "\n", - " Salinity \n", - "16305 15030.0 Practical_Salinity_Units " - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at important fields for second max value\n", - "x2 = max(salinity_series.drop(index=idx))\n", - "df[cols][df['Salinity']==x2]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Nothing jumps out as problematic for either value" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 83, - "metadata": { - "hidden": true - }, -======= - "execution_count": 87, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "15473 169.0 microsiemens / centimeter\n", - "131710 83.4 microsiemens / centimeter\n", - "Name: Conductivity, dtype: object" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Create series and inspect Conductivity values\n", - "cond_series = df['Conductivity'].dropna()\n", - "cond_series" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Conductivity thresholds from Freshwater Explorer: 10 > x < 5000 us/cm. The value we have is well within that." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 84, - "metadata": { - "hidden": true - }, -======= - "execution_count": 88, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
15473169uS/cmNaNNaN169.0 microsiemens / centimeter
13171083.4uS/cmNaNNaN83.4 microsiemens / centimeter
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", - "15473 169 uS/cm NaN NaN \n", - "131710 83.4 uS/cm NaN NaN \n", - "\n", - " Conductivity \n", - "15473 169.0 microsiemens / centimeter \n", - "131710 83.4 microsiemens / centimeter " - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Check other relevant columns before converting (e.g. Salinity)\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", - "df.loc[df['Conductivity'].notna(), cols]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 85, - "metadata": { - "hidden": true - }, -======= - "execution_count": 89, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "15473 0.083 dimensionless\n", - "131710 0.044 dimensionless\n", - "Name: Salinity, dtype: object" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Convert values to PSU and write to Salinity\n", - "cond_series = cond_series.apply(str) # Convert to string to convert to dimensionless (PSU)\n", - "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)\n", - "df.loc[df['Conductivity'].notna(), 'Salinity']" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "0.083 is close to expected PSU" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "### Datetime" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "datetime() formats time using dataretrieval and ActivityStart" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 86, - "metadata": { - "hidden": true - }, -======= - "execution_count": 90, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCode
02013-09-1711:01:00EST
12013-07-2310:01:00EST
22013-09-2317:15:00CST
32013-06-1811:01:00EST
42013-12-0113:01:00EST
............
3206641959-02-04NaNNaN
3206651958-01-1409:20:00CST
3206661958-01-1409:20:00CST
3206671959-02-05NaNNaN
3206681959-02-02NaNNaN
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320669 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode\n", - "0 2013-09-17 11:01:00 EST\n", - "1 2013-07-23 10:01:00 EST\n", - "2 2013-09-23 17:15:00 CST\n", - "3 2013-06-18 11:01:00 EST\n", - "4 2013-12-01 13:01:00 EST\n", - "... ... ... ...\n", - "320664 1959-02-04 NaN NaN\n", - "320665 1958-01-14 09:20:00 CST\n", - "320666 1958-01-14 09:20:00 CST\n", - "320667 1959-02-05 NaN NaN\n", - "320668 1959-02-02 NaN NaN\n", - "\n", - "[320669 rows x 3 columns]" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First inspect the existing unformated fields\n", - "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", - "df[cols]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 87, - "metadata": { - "hidden": true - }, -======= - "execution_count": 91, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 33041 incomplete dates found, consider setting datetime_index to False.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/html": [ - "
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ActivityStartDateActivity_datetime
02013-09-172013-09-17 16:01:00+00:00
12013-07-232013-07-23 15:01:00+00:00
22013-09-232013-09-23 23:15:00+00:00
32013-06-182013-06-18 16:01:00+00:00
42013-12-012013-12-01 18:01:00+00:00
.........
3206641959-02-04NaT
3206651958-01-141958-01-14 15:20:00+00:00
3206661958-01-141958-01-14 15:20:00+00:00
3206671959-02-05NaT
3206681959-02-02NaT
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320669 rows × 2 columns

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" - ], - "text/plain": [ - " ActivityStartDate Activity_datetime\n", - "0 2013-09-17 2013-09-17 16:01:00+00:00\n", - "1 2013-07-23 2013-07-23 15:01:00+00:00\n", - "2 2013-09-23 2013-09-23 23:15:00+00:00\n", - "3 2013-06-18 2013-06-18 16:01:00+00:00\n", - "4 2013-12-01 2013-12-01 18:01:00+00:00\n", - "... ... ...\n", - "320664 1959-02-04 NaT\n", - "320665 1958-01-14 1958-01-14 15:20:00+00:00\n", - "320666 1958-01-14 1958-01-14 15:20:00+00:00\n", - "320667 1959-02-05 NaT\n", - "320668 1959-02-02 NaT\n", - "\n", - "[320669 rows x 2 columns]" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Note the input columns are no longer dropped, 'ActivityStartDate' is preserved\n", - "# where timezone makes 'Activity_datetime' NAT\n", - "df = clean.datetime(df)\n", - "df[['ActivityStartDate', 'Activity_datetime']]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a startDate column is used to preserve date only." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "### Depth" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 88, - "metadata": { - "hidden": true - }, -======= - "execution_count": 92, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\Miniforge3\\envs\\jupyter-harmonize\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "data": { - "text/plain": [ - "70869 0.1\n", - "70902 2.2\n", - "70950 2.0\n", - "71029 1.0\n", - "71058 3.0\n", - " ... \n", - "77005 0.1\n", - "77015 0.5\n", - "77068 1.3\n", - "77076 2.0\n", - "77094 2.2\n", - "Name: ResultDepthHeightMeasure/MeasureValue, Length: 173, dtype: float64" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Depth of sample (default units='meter')\n", - "df = clean.harmonize_depth(df)\n", - "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", - "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Data are often lacking sample depth metadata, even this small number including depth is good" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "### Characteristic to Column (long to wide format)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 89, - "metadata": { - "hidden": true - }, -======= - "execution_count": 93, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...QA_TurbidityQA_TP_PhosphorusQA_TDP_PhosphorusQA_Other_PhosphorusQA_ConductivityQA_E_coliQA_ChlorophyllQA_CarbonQA_SecchiQA_Temperature
021FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1536988F12013-09-1711:01:00-050021FLPNS_WQX-33030019STORET-308146602NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
221FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00-060021FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLBFA_WQXFL Dept of Environmental Protection , Bream Fi...21FLBFA_WQX-1558337F12013-12-0113:01:00-050021FLBFA_WQX-33020LT2STORET-291224060NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
621FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-SRS3192155-3323332013-07-0910:40:00-060021FLCBA_WQX-SRS03STORET-760588544NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
721FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1546781F12013-10-1511:01:00-050021FLPNS_WQX-33030D71STORET-308098894NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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320664USGS-FLUSGS Florida Water Science Centernwisfl.01.959009241959-02-04NaNNaNUSGS-303745086442101NWIS-99013887NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
320665USGS-FLUSGS Florida Water Science Centernwisfl.01.958005721958-01-1409:20:00-0600USGS-02376108NWIS-6891163NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
320666USGS-FLUSGS Florida Water Science Centernwisfl.01.958005721958-01-1409:20:00-0600USGS-02376108NWIS-6891167NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
320667USGS-FLUSGS Florida Water Science Centernwisfl.01.959009261959-02-05NaNNaNUSGS-303820086241802NWIS-6916449NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
320668USGS-FLUSGS Florida Water Science Centernwisfl.01.959008521959-02-02NaNNaNUSGS-302330086482001NWIS-6916173NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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283234 rows × 114 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLPNS_WQX \n", - "2 21FLCBA_WQX \n", - "4 21FLBFA_WQX \n", - "6 21FLCBA_WQX \n", - "7 21FLPNS_WQX \n", - "... ... \n", - "320664 USGS-FL \n", - "320665 USGS-FL \n", - "320666 USGS-FL \n", - "320667 USGS-FL \n", - "320668 USGS-FL \n", - "\n", - " OrganizationFormalName \\\n", - "0 FL Dept. of Environmental Protection, Northwes... \n", - "2 CHOCTAWHATCHEE BASIN ALLIANCE \n", - "4 FL Dept of Environmental Protection , Bream Fi... \n", - "6 CHOCTAWHATCHEE BASIN ALLIANCE \n", - "7 FL Dept. of Environmental Protection, Northwes... \n", - "... ... \n", - "320664 USGS Florida Water Science Center \n", - "320665 USGS Florida Water Science Center \n", - "320666 USGS Florida Water Science Center \n", - "320667 USGS Florida Water Science Center \n", - "320668 USGS Florida Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate \\\n", - "0 21FLPNS_WQX-1536988F1 2013-09-17 \n", - "2 21FLCBA_WQX-BAS219848-162813 2013-09-23 \n", - "4 21FLBFA_WQX-1558337F1 2013-12-01 \n", - "6 21FLCBA_WQX-SRS3192155-332333 2013-07-09 \n", - "7 21FLPNS_WQX-1546781F1 2013-10-15 \n", - "... ... ... \n", - "320664 nwisfl.01.95900924 1959-02-04 \n", - "320665 nwisfl.01.95800572 1958-01-14 \n", - "320666 nwisfl.01.95800572 1958-01-14 \n", - "320667 nwisfl.01.95900926 1959-02-05 \n", - "320668 nwisfl.01.95900852 1959-02-02 \n", - "\n", - " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "0 11:01:00 -0500 \n", - "2 17:15:00 -0600 \n", - "4 13:01:00 -0500 \n", - "6 10:40:00 -0600 \n", - "7 11:01:00 -0500 \n", - "... ... ... \n", - "320664 NaN NaN \n", - "320665 09:20:00 -0600 \n", - "320666 09:20:00 -0600 \n", - "320667 NaN NaN \n", - "320668 NaN NaN \n", - "\n", - " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "0 21FLPNS_WQX-33030019 STORET-308146602 NaN \n", - "2 21FLCBA_WQX-BAS02 STORET-760593202 NaN \n", - "4 21FLBFA_WQX-33020LT2 STORET-291224060 NaN \n", - "6 21FLCBA_WQX-SRS03 STORET-760588544 NaN \n", - "7 21FLPNS_WQX-33030D71 STORET-308098894 NaN \n", - "... ... ... ... \n", - "320664 USGS-303745086442101 NWIS-99013887 NaN \n", - "320665 USGS-02376108 NWIS-6891163 NaN \n", - "320666 USGS-02376108 NWIS-6891167 NaN \n", - "320667 USGS-303820086241802 NWIS-6916449 NaN \n", - "320668 USGS-302330086482001 NWIS-6916173 NaN \n", - "\n", - " ResultDetectionConditionText ... QA_Turbidity QA_TP_Phosphorus \\\n", - "0 NaN ... NaN NaN \n", - "2 NaN ... NaN NaN \n", - "4 NaN ... NaN NaN \n", - "6 NaN ... NaN NaN \n", - "7 NaN ... NaN NaN \n", - "... ... ... ... ... \n", - "320664 NaN ... NaN NaN \n", - "320665 NaN ... NaN NaN \n", - "320666 NaN ... NaN NaN \n", - "320667 NaN ... NaN NaN \n", - "320668 NaN ... NaN NaN \n", - "\n", - " QA_TDP_Phosphorus QA_Other_Phosphorus QA_Conductivity QA_E_coli \\\n", - "0 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "6 NaN NaN NaN NaN \n", - "7 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "320664 NaN NaN NaN NaN \n", - "320665 NaN NaN NaN NaN \n", - "320666 NaN NaN NaN NaN \n", - "320667 NaN NaN NaN NaN \n", - "320668 NaN NaN NaN NaN \n", - "\n", - " QA_Chlorophyll QA_Carbon QA_Secchi QA_Temperature \n", - "0 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "6 NaN NaN NaN NaN \n", - "7 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "320664 NaN NaN NaN NaN \n", - "320665 NaN NaN NaN NaN \n", - "320666 NaN NaN NaN NaN \n", - "320667 NaN NaN NaN NaN \n", - "320668 NaN NaN NaN NaN \n", - "\n", - "[283234 rows x 114 columns]" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df2 = wrangle.split_col(df)\n", - "df2" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 90, - "metadata": { - "hidden": true - }, -======= - "execution_count": 94, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "15 new columns\n" - ] - } - ], - "source": [ - "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", - "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 91, - "metadata": { - "hidden": true - }, -======= - "execution_count": 95, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "37435 fewer rows\n" - ] - } - ], - "source": [ - "# Note: there are fewer rows because NAN results are also dropped in this step\n", - "print('{} fewer rows'.format(len(df)-len(df2)))" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 92, - "metadata": { - "hidden": true - }, -======= - "execution_count": 96, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", - "Index: []" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", - "df2.loc[df2['QA_Carbon'].notna(), cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 93, - "metadata": { - "hidden": true - }, -======= - "execution_count": 97, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [], - "source": [ - "# split table into main and characteristics tables\n", - "main_df, chars_df = wrangle.split_table(df2)" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 94, - "metadata": { - "hidden": true - }, -======= - "execution_count": 98, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", - " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", - " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", - " 'Speciation', 'Conductivity', 'Chlorophyll', 'Carbon', 'Turbidity',\n", - " 'Sediment', 'Phosphorus', 'TP_Phosphorus', 'TDP_Phosphorus',\n", - " 'Other_Phosphorus', 'Fecal_Coliform', 'E_coli', 'Activity_datetime',\n", - " 'Depth', 'QA_DO', 'QA_Nitrogen', 'QA_Sediment', 'QA_Salinity',\n", - " 'QA_Fecal_Coliform', 'QA_pH', 'QA_Turbidity', 'QA_TP_Phosphorus',\n", - " 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus', 'QA_Conductivity',\n", - " 'QA_E_coli', 'QA_Chlorophyll', 'QA_Carbon', 'QA_Secchi',\n", - " 'QA_Temperature'],\n", - " dtype='object')" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns still in main table\n", - "main_df.columns" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 95, - "metadata": { - "hidden": true - }, -======= - "execution_count": 99, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/html": [ - "
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021FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1536988F121FLPNS_WQX-33030019STORETNaNNaNNaN7.29 dimensionlessNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
221FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-16281321FLCBA_WQX-BAS02STORETNaN26.0555555555556 degree_CelsiusNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLBFA_WQXFL Dept of Environmental Protection , Bream Fi...21FLBFA_WQX-1558337F121FLBFA_WQX-33020LT2STORETNaNNaNNaNNaN18.9 Practical_Salinity_Units...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
621FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-SRS3192155-33233321FLCBA_WQX-SRS03STORETNaNNaNNaNNaN11.82 Practical_Salinity_Units...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
721FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1546781F121FLPNS_WQX-33030D71STORETNaNNaN6.64 milligram / literNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 41 columns

\n", - "
" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLPNS_WQX FL Dept. of Environmental Protection, Northwes... \n", - "2 21FLCBA_WQX CHOCTAWHATCHEE BASIN ALLIANCE \n", - "4 21FLBFA_WQX FL Dept of Environmental Protection , Bream Fi... \n", - "6 21FLCBA_WQX CHOCTAWHATCHEE BASIN ALLIANCE \n", - "7 21FLPNS_WQX FL Dept. of Environmental Protection, Northwes... \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier ProviderName \\\n", - "0 21FLPNS_WQX-1536988F1 21FLPNS_WQX-33030019 STORET \n", - "2 21FLCBA_WQX-BAS219848-162813 21FLCBA_WQX-BAS02 STORET \n", - "4 21FLBFA_WQX-1558337F1 21FLBFA_WQX-33020LT2 STORET \n", - "6 21FLCBA_WQX-SRS3192155-332333 21FLCBA_WQX-SRS03 STORET \n", - "7 21FLPNS_WQX-1546781F1 21FLPNS_WQX-33030D71 STORET \n", - "\n", - " Secchi Temperature DO \\\n", - "0 NaN NaN NaN \n", - "2 NaN 26.0555555555556 degree_Celsius NaN \n", - "4 NaN NaN NaN \n", - "6 NaN NaN NaN \n", - "7 NaN NaN 6.64 milligram / liter \n", - "\n", - " pH Salinity ... QA_Turbidity \\\n", - "0 7.29 dimensionless NaN ... NaN \n", - "2 NaN NaN ... NaN \n", - "4 NaN 18.9 Practical_Salinity_Units ... NaN \n", - "6 NaN 11.82 Practical_Salinity_Units ... NaN \n", - "7 NaN NaN ... NaN \n", - "\n", - " QA_TP_Phosphorus QA_TDP_Phosphorus QA_Other_Phosphorus QA_Conductivity \\\n", - "0 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "6 NaN NaN NaN NaN \n", - "7 NaN NaN NaN NaN \n", - "\n", - " QA_E_coli QA_Chlorophyll QA_Carbon QA_Secchi QA_Temperature \n", - "0 NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN \n", - "6 NaN NaN NaN NaN NaN \n", - "7 NaN NaN NaN NaN NaN \n", - "\n", - "[5 rows x 41 columns]" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at main table results (first 5)\n", - "main_df.head()" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 96, - "metadata": { - "hidden": true - }, -======= - "execution_count": 100, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "['Sediment',\n", - " 'QA_Sediment',\n", - " 'QA_Fecal_Coliform',\n", - " 'QA_TP_Phosphorus',\n", - " 'QA_TDP_Phosphorus',\n", - " 'QA_Other_Phosphorus',\n", - " 'QA_Conductivity',\n", - " 'QA_E_coli',\n", - " 'QA_Carbon',\n", - " 'QA_Secchi']" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Empty columns that could be dropped (Mostly QA columns)\n", - "cols = list(main_df.columns)\n", - "x = main_df.dropna(axis=1, how='all')\n", - "[col for col in cols if col not in x.columns]" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 97, - "metadata": { - "hidden": true - }, -======= - "execution_count": 101, - "metadata": {}, ->>>>>>> demo_refresh - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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b33IlPn+5FCiB6aHazVNRlCVBLcMlsVgsb4vHi4fD3/jGN/L973+fPXv2APDzn/+cJ554gne84x0A7Nu3j4GBAW688cbsc0KhENdeey1PPvlkTa9/TkbG5z//eS666CKi0SjRaJSrrrqK73znO9nH5xvjGRkZ4YMf/CCrVq0iHA5z/vnn8+1vf3vuV7Ps8OJ0vgD4rVExszngC9kGWxNHkIlj6o6vBdXmuHjHJSYmmDp1Cl+gfI61VWpVj5OinGnU0sjo7++nra0tu23fvr3oOe+8805++7d/m/POO49AIMCll17K1q1b+e3f/m0ABgYGAOjp6cl7Xk9PT/axWjGn6pI1a9bw13/915xzjm01/ZWvfIVbbrmFF154gQsuuCAb47n//vs599xz+au/+ituuOEGdu/eTWtra9ExE4kEN9xwA93d3Xz9619nzZo1HDp0qOTxSg6RLpuTYXz291xJcS/Wb3xBZOQVjJsGx4+0nwOt64rKj4sIxIc8XQcHmroxgebTcSWNg+Or8jj70QpEIjiBAEd/sZs1l27G8Rd/vrguJqDveUVRSnPo0CGi0Wj291CoeJ+qf/u3f+N//I//wQMPPMAFF1zAjh072Lp1K319fbz//e/PHle4DohIzVtTzMnIuPnmm/N+//SnP83nP/95nnrqKTZv3pwX4wFrhPT09PDAAw9w++23Fx3zS1/6EkNDQzz55JMEAgEA1q1bN59rWXaYjk3IoI2xFX1bZAyNzP8xMLzb/ozmv8aSGEOOPwvJnKSfUyBNvZjuSzFOoD4X0WiE2r127GW8Dr5wVhjN8fm44NZbeeb+h1j7+guLHi6ZniZNPUUfVxSlcallg7RMFKES/9//9//xZ3/2Z/zn//yfAbjwwgs5cOAA27dv5/3vfz+9vbYp48DAAKtWrco+b3BwcJZ3Y6HMOycjnU7z4IMPMjExwVVXXTXvGM83v/lNrrrqKj74wQ/S09PDli1b2LZtG+l0+bh3PB6fFZ9adgRaMI6v8hvY8dk8AscHzatg4ijizry+kppCjj6R1+U1y+Rx5NjTmjzqYZxAZWOgZXXe3+RNH/84Lz/8Y579H98EwM15b6dTKRAw7eeqgJqinIk4BhxngdvcjJTJyUmcgiRzn8+XLWFdv349vb29PProo9nHE4kEjz32GFdfffXCrzmHORsZO3fupKWlhVAoxB/90R/x0EMPsXnz5nnHeF577TW+/vWvk06n+fa3v80nP/lJ/u7v/o5Pf/rTZeexffv2vNhUf3//XC/lDKGKN1/GQEhNQnICnACMHZh5ePQ1Lzm0mCHhhVCmBmsy2zOC5tXZ9ux5GAei6zGhjrzd3RdcwHsffZTHP/c/+foH/oIjO14inUiSmJziyC9eJdWyEdOsXgxFUWrDzTffzKc//Wm+9a1vsX//fh566CHuvfdefv3Xfx2wnpGtW7eybds2HnroIV588UV+93d/l6amJm677baazmXOip+bNm1ix44djIyM8I1vfIP3v//9PPbYY9nH5xrjcV2X7u5uvvCFL+Dz+bjssss4evQof/M3f8Of//mfl3zexz/+cT760Y9mf4/FYsvO0DDGIKFOawSUct8bk18NIa5VqJw+hTSvxvhDXsllOU+FQcYPY9SdD3jv8ZY1SFOPzV9xU7aaJ9RRskfBuje+ka0HDvDKt7/Nvp//gkO7x9l0882su+mGWcdKOmH/RsZfWkVUUZSGYDEUP//xH/+R//pf/yt33HEHg4OD9PX1cfvtt+etqR/72MeYmprijjvuYHh4mCuuuIJHHnmk5vmQRhboB3/rW9/K2WefzZ133snZZ5/N888/z6WXXpp9/JZbbqG9vZ2vfOUrRZ9/7bXXEggE+N73vpfd953vfId3vOMdxONxgsHqvmRjsRhtbW2Mjo5WFbM6U5D4KJz6eYkHBRBITs7sC7XNJIpGujFtG3Bf+79UrGyIrMRZdVUtpqyUQFJTMHXcepwy+CLQ1GMVXxVFqRn1XjMy4+951xtorVBdVomxZIpzv/mzhlzfFqyTISLE4/F5x3iuueYa9u7dmyd3umfPHlatWlW1gbGcMaE2aN9kfxGZ2ewOSGbUJ43tZxJoAX8T4gSsgQJVdHk1oItcXZHUpBX5yjUwANJTMLYfSU4syrwURVEWwpyMjE984hP8+Mc/Zv/+/ezcuZO77rqLH/3oR7znPe+pOsbzvve9j49//OPZ3z/wgQ9w6tQpPvKRj7Bnzx6+9a1vsW3bNj74wQ/W7irPcExTD/RcYRulSdq671PTngdDbKVDdB1Euqxgly+ICbaAP4Q7+homWqmaRzCta0/HpSxLRAQmjlHSmyTAxGFNvlWUBsQ4Tk22RmVOPpzjx4/z3ve+l2PHjtHW1sZFF13Eww8/zA032LhyNTGegwcP5mW99vf388gjj/Anf/InXHTRRaxevZqPfOQj3HnnnTW6xOWB8YWQ3iswR38CbgLBSwl1/NCyyv5WmBtjHEhPIuFeCLR61SVFFrKWtZhwx+z9hbgpJD7sdRwVcAKYUKf1nnjnFnEhPoKk4raaItRe87rshiM9DW4ZkS+DzauJj0A1fwdFUZYMy70L64JzMpYKyzUnoxBx0zCyB5k4BuJa4yDQPNvAyBwvAskJzIoLkVO7YPwwWUPDCWDazob2jRUNAUlNw7jt2WGyBoVN+hUnhGlZgzt+GE79MseYMRBsgRUX4rT01egVaDwkEYOJw5UP9IUx0Q31n5CiLANOV07G3v90dU1yMs75xpMNub4t7MqVJYdxfNB5vm0Lf+pFxBeo7CkwBuMLYrovRVZcAIkxa5SE2ktWS+QirmsFqgpEZ7L/T0/jjuy2Boa4uc+05xp4CrfnDTita+ZxxWcApkoV0dR0feehKIpSY9TIOEMxxkE6L4DRPRWOM7a/SeZ3XxAiK+Z2sumTs2KGIq7V5ADbsG10f4GBkXuwCyd2IAUiVsuGTFJtRvmzGJINgCmK0kAs93CJGhlnMMbxIak44g+XXrxFQFxk6JfQthHjm4d8+PQQ4imPiggyMQBTpwB35hyVSmTT08jkcUxzEZGrMxxjDOJvhlSFChJVBFWUhsOYhSduVuNRXqo07syV6vBHynsHjMGkpmDqBJx8YX6dWsU+R0SQsYN2LEp4LcqxnFudN63KL0Eu3ABCc/QwKYqiLDJqZJzhmLaNSHLSGgC5Ob6Z/yfGPElxIDUFE0fncRbHGjLJSchob1Q3u5wNmDqJO/gC7sSxecyhsTG+oDU0ShFsh2AUNzGBO3kCNzFZ+lhFUZYMmQZpC90aFQ2XnOEYx4EVFyPDL2E1M7xwiJuyVR7pmdJJEcGMH4a5amI09yITR5G5eCKML9slNsv0KSuRPnYA1/hh1VU4c80PaWBMuBPxhWD65EyzOl8YwiuQodcgtg/jtZDH+HDTCQitwlmhFSeKsmRxzJwbnBUdo0FRI2MZYBwHs+IC3KM/yeljMjtHwhiDuMm5pxeGOmz/k2z1Q6EeB/nGRG41RSkL3U3C0R/j9l+PE6ytlv5SxgSaIdCc9ToZY3AP/xjjcwAX3MTMsQDpYdzBXTjdFyzKfBVFUcqh4ZLlhJu0VR/lkjDnIZtijEE6zvUWQJPZmWNA5IREMglMVZTVIgIndsx5PmcCGRepOz1uDYzcJne5pCYwTKsaqKIsVWqh9tnAip+NO3Nl7lToiCsiGEkjx59B0nNMAD35IiAFxgUz/zcO4Nif1cYXjbEhlOXMiedLGxgZ3ARyvESTPEVRFpXlnpOhRsZyIrISSSeL3vVm90ka4sPI0ceQsUNVDSup6fIJoxnDw5lHeSzgztXgOZPwVSHU5SbBVaEuRVGWHpqTsYwwbeuR0VdtzN/xZ3UtjDFWECs5gaTjVo/BF0JG94I/jImsLD9wYpSKOhgA7Rth5OW5z/vIDxFfGKLrYRkIdkk6DrEDyNTJ6p90hr8mitKoLHcxLvVkLCNMoBnT83p755uaRtyUNTQAHB+EotC0Ety0LWcFZLi8YqgduLq3kQlEIDzHahEnCBhbBTOyG448dka3PZfJQeTAI1YcbWqwyhwZByRY97kpijIPMp7chW4NihoZywzT0ocJrwCf33ZonRX7czBNXV7nVB+4cSSdKD9oqANMFU6xpm6vPLbaD4wBXzD/Q+amYOBpJJ2scozGQZKTyMBT+TkY8VEqvl7+MKZ3S13npijK/DDOjDdj/ttiX8X8aeCpK/NBRJB03DZEm9X63Q9OAMEBf8TmUPgiyMDPcBNjXmXKbIzjh/YKWg0ta+xd+alfeMUmFax044NAU5E5GkBg9NWqr7lRkNi+2Z4LSSLpMt4MJ4i4Psw8810URVHqieZkLDcSMVvK6vUayWL8ZO6Y8/aLII4PjjyBtPTaZmrxaUzfG/I7rnachyQnvVbxniGQ+Rnuwqy8BBneXdr9n1uF4oSsVn85F+HkAHSeN48XYAkzMUDR3JbEEOJvxQSbQDwPjvEhxg++VkzX+ad1moqizIGcCv4FjdGgqJGx3Jg+WaTm2pTOqzAGI4KEWiF2EDo2YprDtsx1xYU4gYh3mAPdl0HbBiR2AFKT4AthWtdCZKXN/Zg4RsUEUZHKBgaU7uja0JS5ptQYkhqDQCtm5cXg+DHBaEM3TlKUZUEtcioaOCdDjYzlhrgYCrUsnPJtxo3BGD/iBGByEMnkDBz7Ce6qN+EEQt5hBsKdmHBnyXNXP88y84F81dCiTxeYOmENnvS0PT7UgWlaCeEVS7NCJdRp+7+UNMQMhNowka7TOStFUZR5o0bGciPQAkg2alH1Yitp8AcxksoGQjAgAz/Gbe7H6dxUeYxwO0xMU9abYfzVWe0tfdaQmD7lldAa6zEJttqwzbEnrQJpjjy3xIeR0T0QaIXeK6yE9xLCtG1AxstpkwimTfuUKEojscwdGWpkLDsi3TC61yp74ulkIOVjfm4a0lPZQ3IPNYBMHMKND9sEUF/IJnmG2mcZMCa6wQuZlMFrAGbFwTLGiJmdPxJeCUd+ZMMymdyP4ZeQcBdMjyCkvfzSIsmtyTHk6BOw5i0Y39JJmDThDui8ABnaxUxeC9n/m87Npb1EiqIsTbRBmrKcMI4P6TgfhnZ5fcvELsjGNyPMVYhbXnHTAJIY8cIhBiYHECeAZNbJYBum8zxMpAtp3wgjrxQfyBcGY2zJbDqZZ82I4wfHq4hZeQkcfypnXrmdXE9m51RoOWXExzCODaGMHYD2c8pe2+nGdGyEULsVQsuIcUW6MG1nY5q6F3dyiqIoc0SNjGWIiXQhKy+FsQOY6VOAgJuynojcXIis1HhlWW9jfPb4QITcKhVBIBlDjj8NKy/H6dyMKw6M7ZvpKOqzyaNWACzHYJCcZmtuClwX8YcxsX3WuzKfazcGEdvRVMYPY5aYkQFgmlba3BFFURoeDZcoyxITjMKKC632hbi2JHLgaS/nIlPeKt5iXoXqpDHgD4GXVJoNrXifDhGQE88j6fRMGSYBT2zLgWSsyKAy88MYbKvzJEwcWcCV5+CeeYJeiqIsNWqh2Nm4VoYaGcscWy7qlUH2vAFOvADxoew+yRxTqTLEOJBJpJR0ceMkNZW/sBsgPTm3qhM3iRhn3tUhebkeSyzxU1EU5UxDjQwli3Ec6LnM5kOMHUQmT0A6jhiDkQrS4r5wjtaGsbLlbmLGgEgninsOqjIwsvUstcE7p4meVbsxFUVRiuGwcG3tBpbDUSNDmYXxBaD9bEz72YjrIkeeRUzK09goghPMVoXYAYyNjzhBSE9b70Gl/idzmyBlhavwfBUFiawzXgyBplV2UxRFqSOZvlALHaNRaWD7SDkdGMfB6X8DdF7kGRI5izbGtmD3h2fHHLMy4X7Pc1BNN9FqJuSzCarlPBstazGhFXlzsgaGrX4xHedhei5v6A+uoigNwjLvwqqeDKUqnKYuJHItMnkSxveD64JThYVeSfa6mnyPXIPCF7AfOCdgq15yn+sEoe1siK6380onYOwQko6DvwnCHZhg6+JKcacTkBwHXDABCLZUVC9VFEVpVNTIUKrGGINpXgnNtrxSBp+lkodCoIKhMQcL3Qnao920Z937oe0siHQBDhQYEMYXtGGf6s9QP8SFqROQmsjfHz8F4S4IRhdnXoqi1BUtYVWU+eKmrAFR4hMgmWMS41YJNB2ffZAxgM9WpGSfmKPVYXzZMI0hPaOPYa0XCLRgQh1lpymJGEwP23MYn+2vEmyd27UuABEXxg7ZSpqMoFgu0ye96pyW0zYnRVFOE6r4qSjzJDkBoRJ34Bkhr+SkzQMNtFqDQ4qIaBkHQh2QSkNTJ8Re87Q7jHe8U8IbIXDiecS5EhNZgSQnIHYASU1ZB0mwA9KTGF845ykuZmoQmToJreswjoO4KUhYnQ4JtGCmTkJ8xBokLX3zNkjETSNDL1mF06zwWAiaV1nvi6StLHoqDpMnILwCmlctuZ4qiqIo80WNDGX+uElraASaiyqFmsQY1uXgWO2NWbkXxopx+VsgOY1Zex3GGNyOjXDkcTt2plKljL9QhnYhoXYYeiln50wYR4wP2tbbqhlxEV8InCAyfhAZPwrjh5kJ+zje/zwxspO/QFpWY3rf4CWcVoeIixz9MUwez38gHUdi+63CaqAZHB/4Iza/ZPokTB1HohswzVr5oihnBIaFV+A3riNDjQxlATgBSE1DOmUrTBw/IFZnIz1tjQqvqsN2bfXUP/E+M04IcULga8OsujIbRnD8Yei/HndkD0wOYlLj5ecxfQoKG6/lGTwC44eRXEPF1wKJ4QLPSqbZSm5zMmD8KHL0SVj9puorUmL7ZhsYGVpWQ7A1p5utAfzg99vXLfYaEmi2qqyKojQ0WsKqKPOlpd/+lJStmIiPQHzUhgByDIxCsh8XN45pW4vTszlHftxb3B0fxh/BSHnp74oaHBl59HCnzXnIJIbGh4oYGHmzyz2LNRimh8rOJe8ZI3uLPxBqw4TaZn/xZP7vC9s5jB+u+lyKoihLFfVkKPOn7RzbKbSg78ic9DlHX7Pt2WP7rTdC0lZ7o7WfqrQ1iuV4FCMdt2EJXxCmRygu5lVu1gYZO4iJrKjufImx4vvDnaW73WZCQ74gTJ9Cxo9iWvqqO5+iKEsTDZcoyvwwjoP0Xgmjr9g776xsuINIGlONkZCagmNPzoQ1wIYMRl6x4ZhaOdvcFEbSiFfqSmqy8Goqj5GeQ0M1xw/pIgaQL1y9tsjJHYg/ggmXr55RFGXpYhyDWWB1yEKfv5iokaEsCOM40LHJbhmGXkZG91YW4gKsQVJCrtxN2goPX7B4SMQJQqDJ5oVUPI3NFzGkwfEjTqCgl0oV/pe5VH20rrOG0ixDq4rzCF6prrGVNuHLqj+voijKEkJzMpSaYzrPw6z7VZsMWv7IvLbwxRBJW2VMXzD/ASeEBJqsoVH42KzT+PN7q+AW/J49W7mZYNrWlz9P7ik7zvWUPAuuLjE2k3dS9InG5rik43Y+k4Plj1cUZWljarQ1KGpkKHXBOH5Y+bqFjwOIcWzoxN9kEyN9IQhE7GfPGJvUWfJTaCAUzQ9RFPZSyfO4FF/QzYotmEBT9fMONGPWXGfnmsvUKXuWYoaDiJ1bIpaTa5ITRlIUpfHQ3iWKUh9MqB3p3AJDL2b35QULjFfyWmkcYxDXS5Y0PiBfZdT4AkhLL0yP5uda+EIQbJmlb5Hp0EqwFfzhrBS5pBOQnPRCM974gWZM5/lz8mJk5xVZARtuRo48AZkyXH8YUlMYfyRPyyNbBTN5Yka4C8DfvLi9VhRFWRAqK64odcRE1yGRlTD8MkwNYkSsAFVGhTM1VWkEMI41FNyU3eXMXnSN44emFYh0eGqhDsZNU2jEZH8LddihhRl1UScAoTZITEDHJkxTj9cPZf6fcGMc6LoYhl/M+aZI2x4mTmDGiyJipc/dgtyT6Lp5n1tRFGWx0Vskpe6YQBOm+3UQWWnVNjNKl46Pih1I/UEvT8G1yZDphO3EWupcnkFS7u7fZAwXHLvIOwGQnNyQYDOc2gW+QE1EcEy4DTFB27lWcjY3YStp0gkkHpud3BpZCa1rF3x+RVEWkUzvkoVuDYoaGcrpo7kP4y/IUfCHS1eh+IKeAZD5PWCNFH9LfqihGFI8lyGjOWoyOhnZRmwO4MwYFT4/Mrqv4iVVg7hpTCiKkGtkeM3e0ikkMWYNkAz+JujcDN2XaahEURocmzu2wG2xL2IBaLhEOX0U81oY4/XuSHsN1MQu+L6A9XSAlS3P4ISssYEVrirpaRC3TLFoZq8L4uQETR1b2ZGZ69TJ+Vxl/jTEtTkpidGCuRjbU8VxMF2vw4Ra7LEiGKeCd0dRFKVBUCNDOX3ER4ov/MbMLjPNGA+5BgZgJGkrMwJtkBhCinVo9bwFsw2MYiZHzoyMAfESMJHa3D5MnYDEaP4cnED+bIZfRBw/rLgIU6kcV1GUxmKZZ36qL1Y5fVTr9hOscZFJEnV81gBx/LbJWXISxg54lSDJgjyHVE6312oKzWVW6MUYA+kEJtI9zwvNYXIg/3enRD6Jm4ITLyDFVEIVRWlYlnkF69yMjM9//vNcdNFFRKNRotEoV111Fd/5zneyj4sId999N319fUQiEa677jp27dpVdsz7778/2ywqd5uerkLFUWkswlUu2pKaCZUUYhxAoP1s2/AM8o2MhSBiW7RnEjCjZy1sPLCJnRlKGRgzE4Cx/Qs/p6IoyhJhTkbGmjVr+Ou//mueffZZnn32Wd7ylrdwyy23ZA2Je+65h3vvvZf77ruPZ555ht7eXm644QbGxko0i/KIRqMcO3YsbwuHK6lFKo2GCbdbhc5KFFXj9MYATHoKI64V4TKmjCJm9ea/ZDrGSgqSk5hVV2EqKpZWQZ5hUcV8pk/Y3AxFUc4MtLqkem6++Wbe8Y53cO6553Luuefy6U9/mpaWFp566ilEhM9+9rPcddddvPvd72bLli185StfYXJykgceeKDsuMYYent78zblDGXFhaXLVp0Q+NorDiGAxEdgKmZzMyhRbOKLVDWlzFMlnYTm1Zi1N1qNjFrQNI/38vRwbc6tKMris8zjJfPOyUin0zz44INMTExw1VVXsW/fPgYGBrjxxhuzx4RCIa699lqefPLJsmONj4+zbt061qxZw0033cQLL7xQ8fzxeJxYLJa3KUsf4w9D9+XQ3OeJUfmsMmfrOitDHl1deQys+JZp6YT0FBiT9xkUrHqnxPZXIcrthehWXoKz9q04Ky6Yk3x4RSI9VRs7WTLqoIqiKA3OnKtLdu7cyVVXXcX09DQtLS089NBDbN68OWtI9PTk3wH29PRw4MCBkuOdd9553H///Vx44YXEYjE+97nPcc011/Dzn/+cjRs3lnze9u3b+dSnPjXX6StLAOP4IbrebjnIxDHk1C8xgWrCFAKJCYybKG5E+IJWNjyj5pk/g8xB0H4ONPXURHSrGMbxIV0XW8XT1ATVhXAa965FUZR8lnlxydyNjE2bNrFjxw5GRkb4xje+wfvf/34ee+yx7OOFX9ZSTssAuPLKK7nyyiuzv19zzTW87nWv4x//8R/5h3/4h5LP+/jHP85HP/rR7O+xWIz+/v65Xo6yBBA3CaOvQnw0a2BUbIjuJrOS5MVMCAHwxpo9jje6pCAYrZuBkZ2PLwhdFyHjAzC+v/ITgm11nY+iKKeRZW5lzNnICAaDnHPOOQBcfvnlPPPMM3zuc5/jzjvvBGBgYIBVq1Zljx8cHJzl3SiH4zi8/vWv55VXXil7XCgUIhQKlT1GWfqIm4bh3UhqEiMzmhgL/UiZ7L+lgiVex9PRvdB10QLPVuWcWnqR9BRMHS99kL8JgtHTMh9FUeqPcUqLGs9ljEZlwVMXEeLxOOvXr6e3t5dHH300+1gikeCxxx7j6quvntN4O3bsyDNUlDOY6RPgxjFuqvKxhSz0k+f4YGrQJnyeLqJnQUuRvBPj2NyNjk1196woiqKcLubkyfjEJz7B29/+dvr7+xkbG+PBBx/kRz/6EQ8//DDGGLZu3cq2bdvYuHEjGzduZNu2bTQ1NXHbbbdlx3jf+97H6tWr2b59OwCf+tSnuPLKK9m4cSOxWIx/+Id/YMeOHfzTP/1Tba9UWZpMn/L6dlRu+T6buSzGmWOLnCcdL9t0rZYYY6ClHwl1WjXQ1KRNfg13QniF9ipRlDONZR4umdM32vHjx3nve9/Lpk2buP7663n66ad5+OGHueGGGwD42Mc+xtatW7njjju4/PLLOXLkCI888gitra3ZMQ4ePMixY8eyv4+MjPCHf/iHnH/++dx4440cOXKExx9/nDe84Q01ukRlSeMuwItgSit5SraupIoP52kyMCQxhozus43XRDDRszCdmzEdmzCRlWpgKMqZSKHw8Hy3OXLkyBF+53d+hxUrVtDU1MQll1zCc889l318PuKZ88FIaSWjhiIWi9HW1sbo6CjRqMa0lzIyOWg9GIjX6jw505hsrrhpxLZLmxmfaj6T3lH+ZkzP5fM7d7nRRWD6FDJ2EBLj9nz+8MwdSSoOyTim/00Y3/xyiyQ+CuOHrDcEsUJnzX210/hQlDOYeq8ZmfFP/f/+E9Hwwm5kYtNJVvzXb1Q91+HhYS699FLe/OY384EPfIDu7m5effVVzjrrLM4++2wAPvOZz/DpT3+a+++/n3PPPZe/+qu/4vHHH2f37t15joGFog3SlNOGJMZtR1Ip1p+jXJJmmTGNkx0v17gQ719T0tzwbg/az57zOSvOyU0jx5+GiWN2Iq1rMLYhS07beh/4o8jhx6H/zbasdy7nGD8CE4fzd7oJGNuPxIcxHefV4lIURVkgmVYZCx1jLnzmM5+hv7+fL3/5y9l9Z511Vvb/heKZAF/5ylfo6enhgQce4Pbbb1/QfHNR/6xyWhA3Aad+UdTAsIGN4gZGmdqQmcfSScR1IdiG+JshbmXsSxsYM6OYUEcVs58bcnKHNTAAWlZhSANFpMIlhQlHkSM/m9v4qcnZBkYuiVFrhCiKsvjUUFa8UIAyHo8XPeU3v/lNLr/8cn7zN3+T7u5uLr30Ur74xS9mH1+IeOacL7+moylKKWIHKGUyZL0PxpklOV7BD2HvEgIRTFM3pusinJ7LcTbchHEWp7xZUtPetXqzrJRnIWlgjs0Axw6WHxKQicNIonzPIEVRGov+/n7a2tqyW6aAopDXXnuNz3/+82zcuJHvfve7/NEf/RF//Md/zFe/+lXASk1AcfHMzGO1QsMlyulheqjyMeIiU0OYlrVI6xpwwhgjEHsVklZq24ZEZodWJDECx59F/E3QtgET6YKJCnfzmS6utWTy+MzcAq2YYh6MAow/jLip6kMmyYny43kzkEM/gJ7LMcVKZhVFOT3UsLrk0KFDeTkZpbSiXNfl8ssvZ9u2bQBceuml7Nq1i89//vO8733vyxl2buKZ80GNDOX0UKGz6IzZ4CKjeyG21z7N+CF6Noj3WbV7iz/fjcPIIRjZjfijEAhBQVJoHgWy5jUh9zrnUi1Sl86rghx/FkLtmEBzHcZXFKUiDgvvoup9lUSj0aoSP1etWsXmzZvz9p1//vl84xvfAMg2IV2oeGY1aLhEOT04RbKrRWZvoTbyjAhJwehuSI6VaeluMcYB47e6G4kRmJrxnuTmcAhA27mYcOfCrqkYofaZ/yerC1eImyr++pSiggdGIC/3RWL7qh9bUZSG55prrmH37t15+/bs2cO6desAaiaeWQ3qyVBOD029MO7lKpQwFgwgvlCBa9EH4Tbb8Cz/yJyxSlSmuEmYGEQCzRCIgHHsUakEEu6sSxsyE+5Agu220iMURfDZyxGwyZ8FYR6AdHpuLsrWtXBqpPQcAElkQioCkydgRfXDK4pSS2qgKz5Hf8Cf/MmfcPXVV7Nt2zZuvfVWfvazn/GFL3yBL3zhCwBVi2fWAjUylNNDc5/VdKiUo+Cmwd9sO5Y6AYjMrI4zy3DOQu042UdFxHZenTqVM6ADwWaMMTPPCoRg8GmkdR2mdd0CLqo4JroW8XJQ8m0Hx5u7O3MVqSRmza/MbXx/BGlZC+MHZ5XtGrzk09y8jQZWC1SUhmcRFD9f//rX89BDD/Hxj3+cv/zLv2T9+vV89rOf5T3veU/2mI997GNMTU1xxx13MDw8zBVXXDFLPLMWqBiXctqQUy8hiWFMmfyDjL4Fk4PQ1AOmQiFqzocvk7QkyThMnbQ7m3tskUeR8xiA9o2Yprn3yZHEOEwes2EJfwSaV2Mcv13gT/28zBMBXFuym4pjVv0KxucrfXzZOYwhw7+c8QxJ2pbvpnOrVQy0n4Oz4oJ5nUNRzlROlxjX0N/eRjQSrPyEcmNNJej80wcacn1TT4Zy+oj2Y06OIrhlS1PBIP6WyiGEgseN8bwZ/iDgA3+w5A1AdnfsAMzByBA3BUO/hPTUzM7EKEwOIM2rITlZ/vkGwIGOi3CCkarPWwwTbIW2c5Ejj5U/LnrWgs6jKIoyX9TIUIoi4kJq2i7kvnBNyppMoAVxfJCuQkLcHyovD15iPllDI9IBpgqJcTeBpBIYf5V3GkO7CjwFOUwcmaXzMWt+mf/45+e9yEVEbN5Jy2oYP0J+bopnrvW+fl6VJZKctDk06ST4wtC6FuMPL3jOirLsWOa93tXIUPIQN23FniYHZioUnADS1AOt6xZubIQ7MRPHKh9XLnejmjk4TskE01lIEqhsZEh8tLSBkT2omGR6MRb2pSFTJ215aipXM8OxCbK+MDR1Y9o2zMnAEDcFySlPlySW/+DUABJZiek4f0HzVpRlR45i54LGaFDUyFCyiKTh1IuzSy/TCRg/DBNHkRVbMMH5xQRFBMIrYeJYSQ+DLb8USExgIgtQ7RTxFvwqFnNflWGLyWqMoyowvjn3KslF4iPI0R8X0dZwrRHU3IfTdWH146UmYWSv12gN+9oZv/f65RhqUydwJ46Dm4KWNbZ7rCaVKopShsb1wSi1Z2KguLZDZiERF048j3jqm9UiIraXxvGn4eQLdshix2XP5wPHZ59XfMCKXgqz8hJoWVt5csE2jFPlx2C+nWILaepb0NPl1K7y1x97DamgCpodKzkJJ38xY2CA9/c21tAorOlxHKtqOvgc8srXcMdrK0GsKGccmeqShW4NihoZygyVwhgZTYrRV+c27uheu6W9Zj4lQgrGOJi2jTh9V+Oc9Q5M55bigl158ymcoic8HmrH6dhYvu25caB9U/XX4asyJyF6DiUzQUJdmJb5GxmSTthQVtmOtQbGDlU34PDu4vszX2pmxuOS6ReTFQNzk3DkR7hzNDoVZVnhOLXZGhQNlygzVMo3MMaWR0wPIdOnMOHKCk+SiMHE0SIPZAwNB8Kd0NRj+41kHh47iIwdLL5UZ4yLrIelYMFtntG+MO2bEF/YhntyjZtAK3ScP7dkxuY1MH2q/DFOCBNZgYTa7DnjI4BrQzIt/ZjgAvuluImqDpN0vHIP2tQ0uMW7OAI5r2+B2FmO4YGk4fhzsObaqualKMryQo0MZQbjK5+4mLuYn9qJtJ5VuTxy4iglFTkBcK2rfvoU7tBL9rhAFJOqdHfselrhTt4+AxBpn5my61oNi9Z1VtvCTVpxLmfudevGH0bCK8obGm1n22MdPxS8NuKmkNF9yPhhbx5RTHQ9JjIHOU5fmPKvJzasNT6Im37K/p5OY7ovxwQKclyq8UAUU1QNhCGRs2/yeNXTV5RlxyKIcS0l1MhQZois9FzxJTDGLmCZN/zYfpss2rqudCJjaoryrn1s/kBBqEaMU+FO3MFWoBSpQnECyOQgjO3PemcEA+EV0H7ugpIuTds5iBPI77YK4ASh7RyrXVEESU4iRx7Pz32Ij1qPTdsGTNfFVSVRGsePtKyxXpJir6vxY6JrbHJm5nGfD4ZfxE3Ecdbk9CWoUG47+yIyHiQfBJpmVEXr0txNUc4QahHu0HCJckbQstoqbUp6tuWc9WIULGzjh2DiCNJ6lg0HFD7PVPMWEysnnhm7ooFRchQItsHQy5AcsUPlPjp9EgZHke7LMXNpSFaAaV2HNPdbES5JQqAF428qPS8R5NiTnsE1a8Yw+hoEo9C2obrzr9iMTA7kGxL2RJ6BkZz9JDeJCfhxjz6N03eF3Rdso6JXxD55dkjKn2NkLOC1VBTlzKZxzSOl5hh/BLq2gOPd4eYlWgpQIpQiLsReg/GDsx9r6i57ThGxol9Zj8T8VO4lM9eRfUUMjBzcZOlkxzlgHAcT7sBEussaGABMnYBEjHLXJsN7KnaZzZ470IJZ82brecqlua+4gZE9iZsnYW4cByJl/j7i9VkpmJcxJl8cKFpFFY+iLFe0ukRRZjDBKPRcaUMLiDUgJEXRsIR4HojMNrrPVj/kElmJ+EJFF1C7L2NkZD5E9s56zqaGpGFqGILN2VFKEh+2uRqnCZkapMKMbBglVV6SPBcTbMVZ/SbMul+Fzi2AmZXEKiKIuN4209/EncjJoWjtLzLhzKvvet6SwodlppzXF4auS0vOU9w0ko5bBVlFWY4scyNDwyXKLIzjQOf5yFiLVX8sRDzjo9AUkBQMPoP0XJGT92AgFS94um1khrjF7/BT09arUg4naA2axKiVvs7cwRd13Wc+oDlemdRU1iCpO1VbTHP34phAM4Q7ZhrLkfEOTUJiYsYYMH4k2GzDHGMHEVwrslbqlOlEyfnYJnQT1hBd8xYc3+yvEYmPwsgrMOUZNMaHtK61eSu+hTWLUpSGQnMyFKUEzats8uSsihPPA1GM1BSc+gWsfJ1d7EZewTg+707Wi/9nmoS508WTBhMxxBfKuuRzTQQDSDqZX9GQ55XInVeh9Z9ptS4zIaHTgAl3VvbN+ELWAJgPoUxuhde3JT462ysiKbvf+MFvYOzAvE5lBblCsPbtOMHi85Wpk3D8ZwU70xDbD5PHkVVXY3wLUHNVFKVhaFzzSKk7xvHDii358fesF6MM00NIYgziwzA1aMcyjuf2czDGB8bYu/BSSYNTJ/M8IBm5cUmMQ3yo9LlTU9lOrmR/GvINDsdWg5wumns96fLSLk/TdrZ9jeaB8YWgtd96dtLx0mGXYBTjr2JxN8b+XQqrT4wP07oW0/uG0gaGuHDiBYobop4HaejlynNQlDMFQw3CJYt9EfNHPRlKWUyoA+l+vdW7KFU2aY/0fnqPjx0sc6x3pAj4I5AolqwoNhQyy6NfwSOQmEC8MlJT9JPp7Rt9BQm2AA6E2iuHZxaAMQ70XYUc+fHsihCApl7oOHdh5+i6GDnwvfJfRsGWyl1pswMa6/UQnxUui661VTSVDKHJ4xUEw8RWI3Vuxvi0KkU58zHGYBbY4KyRewSpkaFUxPgj0HY2EumGwecKHnTsYpRZfDKejsRo/p1wEXVOYwxSVLMiU1ZZ9ZI46/kVnzV9ChIjdq5jYnU0Qh3QuqH6tu9zmVGoHda+FRl9FcY8Ma5AK6Z9g202tsBWzsYXgLNuQPZ9q/gBgdb53QyF2j1tkSrDS8lxKpfFejkjvrb5zEhRlAZCjQylakywFem6GE54hobxWbd6buWIMYDjVaUUCasYkz1e8kpkS1FoaBRZwBwnLy+j6sU0L9dEbBgmPox0Xrhw+e8iGH8Es2KLDUHVAeP4kUCzl0xbQLVGgr/Z5oc4foh0WeNkLndRxkdVCaynMSdGURYV4+SHnOc7RoOiRoYyJ0y4A3GC1iWeEdqaJcBVxe8i9meeaz2zOBnbEr65F07tIj++7yl3Blpt8qK/yapPkqlWGc89sihiTJnHBYZ/CT1vKPHsEmOmkzYMkJy01RMtq+sagimFaVmNDBUxMsrJxefS1IOpoG1S6fkMv1T+GH+TNWYUZTngGLstdIwGRY0MZU5IatKzzBd4J5oxNPrehEGQ0X22zbwvjGnbgAlZV7q0n4OMvGqTSH1BiG7ACUURN4lICuMmZ3wdxgfhNhv6qHA3XfbmXFJVN4ADkKG9SOwVr+zTU/k49SLSdjZmxZaKngBJp5BjP4OA93EUF9IudF+KE5ijoRJdDyN7Z+d+JMZyclVKYSDcVfLRajCBZqRpFUyW6ejbfm5Dx5gVRakeNTKUuTH6mv3pBIrUbhtPHrw6MguNCTRjuoqHEIxxMB0bZz9wcifG08YoXK7MTLFrXrAl8/+qFrjpU54gWWlk8jjEXkMQTLjNq4AB4jHbM2X0VduDZcUFJcdwhw5hUsetU0hyhK98IKd24DatxYmurjxfD+MPw+o3IUd/YitNcq8+NV2+62xzn9VIWShdF8OJtFdZVPDqd5yHaan+ehSl4dEGaYpSHZKa9hI6nRK3w57+hGdoiKkiATMn8VPclNcPQ2xegC9c1CCQxEQV6pgC/lZIjeXtk3QK41Sj0VDB+zBxBMYO5BkxBmxX9HAU4saWa47sRdo3FhWgclNxTGqwZDWGQZDJg0hrX1WGkbhewm06gel7EyRGrWYFYCJdtjfN2IHiXVOb+zDF1D/ngXF80PN6K8g1cdQmufqbbIJrOSNHUc5EVIxLUaok7TX4KrveCRgfkmm7Xg5fCOMLWm2FyUFIFuQSOEGkedVs4aapMp1iczFixZ/wYWXRbVKqBFZWnlulUIknZjXbi+IFKUKtMx1oJ45BdN3sMY4/azuklrsEBBl4HrPqsrLHydhBr5NtbmfYgNXfCLXP7IuuR1rWwdQxG97xhSHSUxsPRuHcQ22eUJiiKMsVNTKU6jH+qtx2ldQts4mZ0bNthcnEMUhNzD7QTcD4IaRlXb6mQpWNxETS2GU/8xNreLgpxPGXNjSMHxPuLD3u+JGy580GCPxN1uNSqmmZLwDM7g0y+4SF3VsLHh7dNyPfnYubhOGXkY7z8gwN4zjQrCELRTktaLhEUaokUEVZp0h1JaQiyPGfWW9GS1/pw9w0nPw54gtiousxwVar3TBZ2ZthAq05Bk/OrKaGoGklmNzsjcxRTuUS08RoxXMDNlE1NVn6dXOcon3nZmEcZHLQamxMD9twVfMqTNvZ4A8WNzByGX0Vust7QhRFqRNqZCiNTKa75mnJ1p8coLLQUpVIygo3BaMzDdPyHhdIxzHphDUUYgeQ2AHouQzT3IeM+MqXZTohaNsAQy/lJ1Rmr+WErbbwh2eqUdIJ6LsGU0lyvKiAWDFcm1tSqiQ0naxO1MNNIUefIO+1H30Nie3DtBdJip31/CSSmqzckl5RlNqjORlKoyEiMH4IYvuyCovS1A3RszHhjjqd7zBMHMrsYLaxMUfjIxPyyE38HD3mddNJQ2IK4/fNjOz4QVzk+HOwtgM6zoehF0sMbqBzs+290n0pcvwZO7dCQZvEmN1yp3Xg+9B/XXmNi5Z+mD5Z/vIA4uOY3ivKqHn6PW9GvMTjAI5tYT8z6sz/RWypbTVdTZMT82/ApiiKMk8a1zxapogInHgeTu30DAwAsYmTA09WzBeY1/mGXiwwMLxz5h/p/XSodHtuwKsiweYNjB6F5AQm0owJNWNCUUzrKiTUgaS8MlWvuRqODxndjwm3Q9clEIzmjxxsh+7LMF4bd9O6FrPqGntcNbkcbhw58D1bSVNq/v6ITZgsh4DpuxrT3FP6mJ7LkHS8rJqfpBPYnJJS862yZFi7nirK4rDg5mg1CLcsIurJaDRir3kliJmFSXI2bP5CpKt2rbRHX7UiWVkqeCyMsR1HiyVyZp7ppj0NByA+hWnuLBL6cG0pZOsqZPwYxhfwQioGmRoEzrfS310X2XFdt2SFhGnuxTT34k4OwsDTVahfppGRPRhv7KJ0XgwnnwcpktTpBDArXoepUDniOA7uiouRkzswgSarrZF5bZ0Akpiyeh3lSI4hgUh5s844mDxjTFGU08YyV/xUT0YDIeNHrZojDiKCuCn7U3L/jAJjh2pzvsnB/KRCKda+u/BJaU9t0skzf7LPctMwdcL+3ziYpo7Ki76ZMZhsv5PZORZVlWCaEIQ7bEJmJWIHbGltqaF8PkzP66HtXOvVcPzWuGo7F9P9+ooGRgYn2IxZdTUSXIEkp5FUGkkmkOh5mBWbKw/gVlGdouJXiqIsEurJaBBkeghO7bTVFqmpgoXWIL4QOD57t19t9UO587kpGNlTkHBUZd6Fm/Rkw82Mx0IESU7kC08F2quai2legUwOziSHiuCOHcY0r6q+OyhActx2fq3GtpY0kk5i/OU9QibSZRuJLQBjDKZtLbStRdw0cupFOPSoLcE1XvipzI2MCXaCJHLCZzk09WG0XFVRFg9tkKY0BKP77J11cpyi+RDpaSBoY+8LfENKcgKGdhXEAXPloavDOEHoeQOCY0MDw3tsLknekFXUcBqvq2umX0pqCo4/jeAgnZtxOjdVHELEhUwyZ7XxzeHdSNeFp63Phohr5cBzFTnFLd+x1PFD23qML2D7ykwcs1Ur/oht0lZ1JYyiKHVhmYdL9BuoARBxbTVDRkEyj5zFP52wIlORMsmGlc41PQQjL3tDm5zx51g9YvzQeT4mR/TKtG+0ypQZT0uVolrZjq3Yu37Jilu5MPQiLoLTed7sp6UTVlsitj/bNVacgO27QnmBK8Dmv0S6oIyOR00ZP1pc8tt1rUcp53UAwPgwq67OCpUZfxO0nX165qooc0DEhamTtprLAKEOCHVoo7xlgBoZjYCIzUXIU470DIDcD6mIdQw0987vNG4SRnbPPkf2Vy8EUsnYCHVAx7mzSjeNMdB/PXLiBSvL7aatd6JCToYkp7NjSTo5+/xDv0QKziepaeToj/MNM0lBOgVpYw2NUkqcuecefbWsWFjesa5rm4IlRuyOUCeEu6qW7JZM87nZj3ivlbHGW7AV07wKouu1F4iy5JF4DIZ+6YV4ve+PiWPe91raet06N1uhPUAmBm3Cs+OD6FnVlWgvZVSMS1nyFN7BZnIKir3x3Dgy+DysuKC81kMxpk6Qq31ZnApGRus6TMuakg8bYzDdr4Pu1+FODSGndmGCkbxGYxkkc91TJxG/ZxQUNQwEiR3AtK2f2XNqZwnPjz0eyfQyqWAwxYfLP54ZMT7qGWi57dVHbRO1Dq8SphLFciryTiJg/Dj9b6lqTsrSR0RsOXd6CjB2wfU3nTF3+JKatiXw2STqgs+b8dnP6eBzSNMqL9E85/tu8pj3PQB4vYdo6obm1dV9ppYCxixcTKuB3w9qZCxxRARO7sjfWewNZ3wQbLIx+uQ4DD6PBNttLC/pdSwNtlojoNTdb7ZU1RT8LDh3tpolN5/CQZpWQ2IcObHDdlBtWTPri0DSaRuOSY5iRBCfY7UiMOAL5iuYpqZh6hQYgVQFr0NOsqukpm33z3L4QhAI2/NKGuJjJTwqVfRqSU3PhJhm4cLwL5GuS6z3ZHoIGT8Mbsq+Nrl/D19oRj+k3LyVMwJJTXsevbhde43Pvkd8QaS5r/Hv4AEmjuQYGAUY4xnOXs5VpvFh4fdb3u+uVR6eOIoYB9rPK69Foyw6czKvPv/5z3PRRRcRjUaJRqNcddVVfOc738k+LiLcfffd9PX1EYlEuO6669i1a1fV4z/44IMYY/i1X/u1uUzrzGb6JMSH7KLrBLCLYsHdQKAZ07TS3gH5Ql6CpEB8yLolE6N2Gz8Mx36CjOwtcbJiiZ7FDssIxPiwHVcdxBgY+oXV1Rg/AqOvIkd+hHvyF1nDQdIJOPEzSI5mvTMzd2yCTI9AfASmh5GxIzAx4HkvqqlocXEP/Qj31f9ADny3zIEORLowoRZrkDk+W9LatAJChVoSBpqq+AIb21/hAIGx/cjRHyNHHoPR12DsIHJqF7L/OzZvBDDRsyqeqppjlKWPJCdh+CVIjdv3uCTBnYbUmO13M37Ya/DX4EyVV8a15IQTCsO/JZ/i5SgN7UQq3VAsNstcjGtORsaaNWv467/+a5599lmeffZZ3vKWt3DLLbdkDYl77rmHe++9l/vuu49nnnmG3t5ebrjhBsbGxiqMDAcOHOBP//RPedOb3jS/KzlTGc/5APkjzMrD8IWysczMgp3nanVyupdmGDuAFNPSyG0JXgUZ44F0HMa91uFumjxljLGDyMge+/9TO2fuanLmmJ1vIALTIxAftWNlD6g4EWvcTJ2wz0uX8XpEOmeSSAs3f7igmZlg2qtIpEzEKh4i08PWK+ONO+M2FuTEz60GSnSdd/5iF2wg0AxtRVrGKw2FiAujr1Cysio9ZROVE5W/N5c8ZbRmgIJE5jkupJnE9OFSXsQlghoZ1XPzzTfzjne8g3PPPZdzzz2XT3/607S0tPDUU08hInz2s5/lrrvu4t3vfjdbtmzhK1/5CpOTkzzwwANlx02n07znPe/hU5/6FBs2bFjQBZ1x5PS1MI7f6/WRY+EHWmYW+0IyUtzF/syjr814GMRFEqOQzJW4rtCu3RPmkqmTMD1EduGUlK2GKDxXctqW2Zb4sJiMV6NY75Vsr5SiEylyx1NsHzaEY0xJm0XAGjoZVlyICa8ocfSsZ1ZxTOnjZOglW4nTfx1EipwzvAKz5s2YYkaj0ljER4oKyuWRjp8ZRkalfjkZgb9iDRKrwRgQF5mo0Il4McnoZCx0a1DmPfN0Os2DDz7IxMQEV111Ffv27WNgYIAbb7wxe0woFOLaa6/lySefLDvWX/7lX7Jy5Ur+4A/+oOrzx+NxYrFY3nZG4vPyBgAQ8Idyfjc5ctslmJU0mtmfgtSEFd2K7ff0FSbAn38nX3rcNEyezPc4ZBIpC928kra9TypY4yKZ6ytyDSXbzJcY000XCStFypoDBs+r4oSgpa/60IQpLwgmUPmOLjGKpKYw/ghO/5sx627ArLzEbmtvwFn7Zkxgjom8ytIkU31UDklVfs80As2ryj9uMt8Z8+3s7H3+k2fo9/8ZwJwTP3fu3MlVV13F9PQ0LS0tPPTQQ2zevDlrSPT05Mewe3p6OHDgQMnxfvKTn/Av//Iv7NixY07z2L59O5/61KfmOv3Go2W112Ldw/jA+HPKwaqhzEI8dThfhdPx2yZjqclZlRxZj0livKCfSfaIzMBFzrWA9vDGYFZdZd3MI6/YufmboO0cOPho8eeIa8ttjY+ipStlzwcEO6tXEw135cuvFxlOMsm35chpdmZC7XMOXy0nRFxb+RMftoaucaxB7iY8xVmfff3CK5ae96da42GpzXs+RFbavLLpofz9mZuf3Nei1A1RSXKMk6X8WmXisQsdo0GZs5GxadMmduzYwcjICN/4xjd4//vfz2OPPZZ9vPCuWkRK3mmPjY3xO7/zO3zxi1+kq2tu0swf//jH+ehHP5r9PRaL0d/fP6cxGoJQp/2gev0+jDFIIAKpOLgJKzNunAolb2Wyu9NFuo0aL/7vpr2kNHfmbnzimGeU5J4vs4rnOMbSCftFn1moI90QP0lR12j2tMY2BSukqRsTbLVn7Ll85qxuunygwk3b0I0vAE2rvNW+vJvaNnBLzk1rpGWtresvObZTOW/D+GYUSRsIcdMQe80mryYnrAHc2o9p35jNFZrTeFMnbWLy1KBdQELtmLazrXqp974RcWFsn1eijBcyS+cbxeLaz8z0EBLdsLT0RPyRKqT/nTPCyDTGIB3n2yqT8aP5NzTi5hsZ2WoTM/P/ctgPq/1/mbL5RUd1MuZGMBjknHPOAeDyyy/nmWee4XOf+xx33nknAAMDA6xaNeMiGxwcnOXdyPDqq6+yf/9+br755uw+14vn+/1+du/ezdlnF0+8C4VChEJnfjmfMQbputjewY8fAnHtl20gjPi7ygtKZT6kxe6cfGGYPFH+7sHxjIToBhyvnM498EjBOYU84yL75eDdpbjYao5IOzLRZL0QRafqzTVe8OXrb8KsvBQZesnGshHrbWnqgaY1VBbzEghGcXrfgLgJGHy2pGPDfmelINCCM4cafOM43t9oz2wPT7ANWjd4xlkpI8RY0aG59GHBW+BTE/b19kdOe8mjuCkreJZ7lyo2/CZjB6Hvjba3S7Xjxfbb8udc/ZL4MDL4rL0b7rrYvvcnB2YMjIqDpm2ic/u5S0d7ItyV750sRjDakEZnMYwx0LIGaV4NyWkY3ZOvP+OJcTE9NFOpVU34JPO9FulR+fwlzIL/MiJCPB5n/fr19Pb28uijj3LppZcCkEgkeOyxx/jMZz5T9LnnnXceO3fuzNv3yU9+krGxMT73uc+dmZ6JeWCMAx2bkLaz7YdTvIXTH7Z3dSd+Pru1euZDWtQIMdB6lvUsONUsTDkf+OhZcOrFnMeKCIPlNDJDXOi8wP7ecSGceBZI57hLc8aezGlrbhy78EY3wKmf50/HTdpy3KkTEF0Lo/vKT99r2W6cIBJZBVPHZhkakvlnOoZZWabFewmM44fOzTbHJT7qhVzaZr78el6PHHsq92yZZ1oFz87zqz6XiKcVkE249fYHWr1+JafHdSxDL812g9tHQNLIwFNw1jtmKb8WHSs54RkY3vMLie2HyEqkuTd/gapmMXK95nHz8KzUA+MLIS399qahGL4ItK5fOkZRjTDGQDACKy8ufkCwFWleYw2NjKcnNQ1S4DnNeK4Qa7Blvl+WKurJqJ5PfOITvP3tb6e/v5+xsTEefPBBfvSjH/Hwww9jjGHr1q1s27aNjRs3snHjRrZt20ZTUxO33XZbdoz3ve99rF69mu3btxMOh9myZUveOdrb2wFm7Ve8hSyyMn+fcZCVl9ieFxNHvA6tmUqPIl/AxufdNZyy4QTfzJtXROw4XkdXBLugTxyHnqsxgYDNgxh+2bsrl/JZzxkjYnIAwu0Ynw9ZeTmMH8hX9vO3YNo32vMlRsE4SKjTLk7Hnyo9fjqOCXUggZbSapltG3ByqjVM23qrijp9CvEqTbIejOmY7VPSMn/j1v6NZleHmOZVsOZaZHi39WqAjSO3bcC0n5vtP1IJEYGxQ8UT3ZJjVp+k7Zy639mJpCFWwbhLx+21lms1n05agyR2gDwPRrFzjr5mc1XcZM77z8tRqvQlnJpcMkYGgIl0I07IClBl3rtOAMLd0NRzxhkY1WJ8PihSNi6paevJnDxuvWW+kP3sVKpeWQqokVE9x48f573vfS/Hjh2jra2Niy66iIcffpgbbrgBgI997GNMTU1xxx13MDw8zBVXXMEjjzxCa+vMh/vgwYM4C5VYPQOR6WErYiVp2/ujtb/qLxpjjM0h8PIIJDVlF+vklP0ST0/ZN2moA5pXYRw/MnYAcuS1Baxwjj+EETdbhioGjD+EDD4FPVfh+P24a98KB3+YV15b/KI8d+bYQdz2jTiOz36JtG2wW+HhyUlkYsBraJZEQh2YYAWXcXwEs/YG5OROu+hlQif+CKy4ACdHajz7enWcZwW/Rl6xJbiShmAUs/JiaFlTty94E+60Caxu2n5ROsHZOUypKRtqmDhmjcBQGyZ61kzYITVRPpPeTVoDshoRsYWQnJ0YnCXQDIFWayzGR6C5F1NYgZOasl4QL0bvBCJI2wYrrFQqFJKIWQN3Vh6RsYnAZcNNS+9L2oTaINRmDTaxBtNyNS4qYfxh8PfOuy+TsngYKSmy0FjEYjHa2toYHR0lGi1Ubly6SGoajj9jv2wdPzb84C3+bWdjWusTMpLjz5D1RPibkelTnldCin8dGx+SiuOsuTa7yz3x8+J3s+Iyc0eaM1qkG1ZdXdTIlHgMOfRDb+Hyntu0EnyBystD5wX2DheqTIRdmsj0sA0x5OWYeHf30fWYzs0wcdjLTSmDE7CGVLlzuSmbXOmmrIE1VyG25ARy4OH8ncYP0bUYfySrowLGeqSa+2YSQZOTRatxstorI3uLGxrhChU/gZbSnrXo2ZhAA9z1KqeNeq8ZmfGH/9+niDYvLPE4NjFNx01/0XDrG2jvkkVF3DQMPA2Idf9lkzDtJqP7kNQkJtRppcNLfEmKiM1PSI5bl2tzb+W4fDBqvR3iWtEfXxDcZOkFXdK2SiMH07EJKTQyShkYiF3U9v0/ZPU1eSJXIoIMPJ1vYMyJmfPMNXlyoUg6bvND4iN2HpGVdkGdcxJnCjn+syJJrN7rEdtnqw3KqZlmKJMMLCIw/LIN2+ScS4LtmJ7Lqjc2/E12Uc8NU0XXZXurmOz72LuGiSOIsw7jC9skziIYY+xHoGX1bOl7f5hKeiSkE/a4QnyRMyaJUmlAtIRVWTTGD9kv+oxBkHP3LalJmB62styZfS2rMT2X55UGyuQJm32fW7VhfNCxCTrOK31H39SbTa4SSWOqcGgZ4yDpZDZ/wPjDSLjLGjg5PUi8owuf7T2cRA4/AWt+BZNR95weLn53npqqIlfBWNd8nZB0woYfMlUjgRYIddprnxiAEy+QVyI8ecwu4r1XYIJzuOOYOFqx9byMvoqJzg7/zMKU/ljLqRdtFUwhiVHk8GPQ/+aq5m2MscnIg8/ZHYGWymWi06cg3Fm2Gsh45dPiC9mcjgy+UOUvWjcJFMzBCUJ0XUN6thTlTECTIxaT8cNeiCQfSYzZ8tLCksfxo8i+79jHAZkesiWEhWWhkkaGfokMlW5OZ0JtVt/BPoFqPAiS8292nFVXziTUZUtlK32h2/llKdVOPTFeeWbhTkydcnwkMWrbt0+ftAteOm4XytFXbCfVE89TXHgsAQNP25BEteeaPkXF1y0RQ6oxXMKdxc+RnChuYNhHvffNS5XHz9C6DjJhmWC0tLx9huQ4Uo0nBqxnreD3imaCMbZk2BexxmDLGmjfuPTEuJTlxTLvXaKejMVE0rNcwCIuTBUrCwQQmxA5+AJmza/Yu9JyS/DwHltpUOIO0zT3IsEoZvwwMn0yk/5Z6sz2n4IvbOP4of96u+iefNEmmVbD9MmsjHbZCpXJU9C0ori2hS8MbedWd74cJBX3wktj9vUPtFjBrxyDT9IJGDtYepCRVyj72rsJm8gbXVflrKr8EvE3zw5T5OIEoFS/lbFDlK/gEBg/grjJqhZmYwxmxQVIa3/xhntFn1SlQegEbEjGH4ZQFJNOVPT04G/GtK4tf4yinG6WeXWJejIWARFB4qMUXViSE5S/d7cljG58NKsCWvbY8cNljzCBJkzHuYBTsa8HqemibmdjDE5rP6x+I9lkUsdfRQzdc4eXyxhPx2H8+IyCKI51gbesg65L5+TFkHTC5iIMPmtr8adP2TyR2Gsw8DNbaZJh+lTJcYDqxKDKSI0XYsKdVPQmBdtwfH7rQQh1zH7c3wzRDSXLV6WYuuvsowr60VTGBKOYasoujd9rmFX6OBFBxMVEOjGtffan45/t2SiGVh4oSxH1ZCinExEXTu2CRCZEUJDDUJWLXSBeTUMgg6Tj9t7VTcPEMWTSK40MRjHRtZhM47HWdTC2H8EtrYaJ4B55AtOy2pbYFixmBrGekZykR6tKOZ1zF5qTBZVJEvRHkOg6iB0ocblpTKQHs2JzFddcYgg3CUO/tEmumZwA49i5GAO4NpfCd7HNeSnlKZgLhd1oy9G8GoZeKnu3btqsfoAxjlVQbOr15ilWGdVXXgHX+MJVBMVM9u8yJ0LtJRM6s4Q77Hsj1F40RJZpQSDpIqXRxmd76pRqLhbqgPDK4o8pirJoqCfjdDO8Z8bAMEBhIKBad3JVstdiF/DkJHLkR8jJHVbMZvokxPYhh39ke04ATssqu9DhKxwBcQXGjti7/okjyPGfIftnckMAJBGDwednaxUYBxNs9sIs3hLn+CC80oZKMod1X1Za28H4EONUjvmXY+ygp5aaxOZRuFarQpLkiZZV8PxkqRhOMBBqq3p6xvFhet9QJGnTe2+0nT2ro6Vx/JhQOybUUdHAAKB1LeW9JcbqhMxDyMs4fptMXApfZMb7Emzz/l9gzhrHGoPFEkNDHdBxPkQ35BtBTsDmFpVLclaURcXUaGtM1JMxRyQ97S3UnqRzoBWaeqtqBiXpJEwPFnuE7Jso0GyrLcriYIJRpGmV1wOhxMJhHNsv4NiT1psw65zYRD9/M6a5Fye61sbXx49ayfFUEmKvFh87NWWrEdZ7stEjr0ARL4gtSxQIRCCeJOM5KPRKGMeHNHXbO1U35b0kBhy/DYnEXrUu8yIiXpWQdNLLryjxOkkSQl0Q7gDjt6GsYCtMlQkvBFsrhFTEW9Srx4Q6YM11tqJo4phNpA21YaLr8kp+54qkE3DyF5Aat3ksRcMmBoxvTvLms+ffjjh++7pkwknG53kZOmfkxY2x3oxgq9XMkLT9O/ubvO6qQ7baSFw733AnBFo90blV1oOTjmNLv8NqXChLGy1hVapF4iMw/BJ5i1V6GqZPIC1rMZU6ARZ1J+e/e4zjtz0oirZSz+DC2EHMii3I1AmyOv6FI6/YYhtMFfY1KUBG92K8eLYxBtO6GmnpQ0q1UbfPsuqT40eRSGfZrpIZzQTxhWwjr5WXzNJjEDeJGds305StGKN7bVhl/IQt//UHoP3cyiJLE0epmO9g/OCLeEZRCuMEkHBnid4c2NyCpkCRRldeYmXnFkygufw5i04jDB3nenkyFklNI8N7vFCBsaJmLaur8jjI1In8XjOBJustK6xICrVjui+bV+fUvPkHWiDQUp2KpfHNkvo2xrHXF+kufQ5jiuthKIqy5FAjIwdx07YiID1lF5Hm1dnEQnGTVtK41GI1fhAJtJQXMyqaUFekbiLSaXclCg0Nkz1eRl7BNI/bXhtTp/IbpPnCmBWbMdH1uCd32ue5aWyIIDdPwLELTnwEcVPZRUtSUzZBslRpac58ZOJo1YupaT/HGgXFFp2pkwVzm42kE3Dw+2QVPVMgx35iX5E115WuiKiYIAskhjHNNlyTnZ0v7ImWFcl/aVkNoU7bLya2zzvGQKTLJl/OoftoOWT8KJzcQd77bmoQRnYjPVfYUuRSz00nZgwM7zU3AIEI4g9770eB7stxajTfDMb4GvruS1FqxjKvLlEjw0OGd8/uijiyB4mux7RtgMlBimoi5DJx1LqBS1HlXaIxBiIrkFD7TLWJE4DpUa9fiFh3dHrKfo9HOhG31eY5hDvzXdOZPiSSSSjNGDVC1uhw/dkFXtIJLwGxygoDcWcpgZa+/rbSd7UVEl5FPFVUTN7aZbzwixz6AfTfULzaRKrQZigwcEQEEmPI1KDtAYPY0EVkpW1dn8knaVljkzC9vI5auu4lPgonXyj+oJuE408ja95c2rga9jQxSlQE4fdyG6aHrHGkKErtWeZGhiZ+AjJUxMCwj0DsNWT0tbLhgCzF7nhzsGWKxV7y4t4R4/gwoahNIHT8+Q3JChL9jBPAJEas/HhO8qgJtXuLbKESZ+ankKc6OjXoGSSmqFBY4bxNeIUtnazYDdEpv5AF8hNZBR9i/Ijxe3MJYDIejCJt5Y3jty3vi+GvwtOS83qKuMipXciJF2D8qJcjMAyx/ciJnyNTs3MxjDG1zw2IvUZZd4CbtJ63UsRPVfflFC+ly6IoirIwlr2RIW4KJioICcX25VcgLIS22W2MLbk9PyzZ3zLt1rOUqVyYzNdmkGwFR6nFxpZvSiYHxNOKMBn1xHIY34xkc9s55Y+NnlVav8FNWs9Jcy8S7rItsCXltfROInilpuX+BiJIvERYpFyr8Qy5vVSGX8lJ6iw4p5uA4z+zhmm9mRycff5CpoolEntU/Z5t3LskRVn6LG51yfbt2zHGsHXr1uw+EeHuu++mr6+PSCTCddddx65dpRWiF8KyNzLKqjpmker+xtX0fGheBdFzKDpgeCW0boBQu11akpPI5AlbPppb1teyqnQDrkKPy/hhKi5UGIh5hpbkhC2CrdZD4YtYgyOzBVoAH2bV1RhPJMlEuqBzy+zSTuPYssPW4sqXkhy3uS5Tx23/1+lTs6sfJAVuAil3HabMBzHUWb68MnNdYDUaZiVzFpn30C5btovN5ZHEGJIcX1iZ7Syq0Nkol8fiBCsbGiKlFUIVRVk4iyjG9cwzz/CFL3yBiy66KG//Pffcw7333st9993HM888Q29vLzfccANjY+UKDuaH5mRUo9wI2JfKoewXf3NfVSOZlj6kqcdWm6SmbFgisjJH66DPfvmP7kOGX7bHGMdrzhWt2IhKxAU8933Vi553Xb5wtvLAiCC+IDakMpNvIMaHCbXO0jMwTd1IpGvGUHACEO4q78GI7SNrBE2dKr9oluqyCWUXd2MM0nG+ff3GDs7kmzgB2zU13DUT6qhYPpxzzpHX7HzGDs4YZ74w0uYZVSIwfWKmHNPfbDvkVqNeCVZ8qlIoo1wOUNt6a8Blu/sWXoDXGaaEAagoSuMyPj7Oe97zHr74xS/yV3/1V9n9IsJnP/tZ7rrrLt797ncD8JWvfIWenh4eeOABbr/99prOQ42MaltAB1uguWd2CWuGlrXVt8nG5luUFJ/CW9DbN2DaZ3QhJLa/tHvcODavwBeE0VfA+GziaPMqGDtQYTbiCXFhSwfH9tv/pya8fiYmz0lgMomjQ79EmlflGRG2BLFK5cWM1ghe2KqY0mPBPEXcvJyTmTlhDaQSGGOgdS3S0m+rhwTwh+3zMi3vYZbhVJbJAWYZnelpqyw6PWQTYnMX9+QInDiGtPZjqjFIo2fBiXJGhslpclfk0eZVyNjBmXLVjLGRa3R0bK6i062iKPPGUIPET/sjFsvP+wuFQoRCxYX4PvjBD/LOd76Tt771rXlGxr59+xgYGODGG2/MG+faa6/lySefrLmRoeGSqgSTDDStskZE16V2QfZF7KIe7oLOCytrZNSCphLaARkvR26oQtIwfQrjJsCpoAbpC+NEvM6dkS47lut6FR/lcjmAkb1zuYJ8crVAqu2X4c42AkS8QEr35RWfbozB+JtszxbjlfAG262XwfggUG179gpercmBItdkINhsy50r9UYBG+IpakR4r/2KCytrhPS8wYbhskaU573Aga7LsvooiqLUkRqlY/T399PW1pbdtm/fXvR0Dz74IM8//3zRxwcGbDi4pyf/Jrenpyf7WC1Z9p4M4/itKuZEmSz91rOypZHGH7bu5cVwMfsiNn5eTCAqnQR/ETe8G4eVW+D4c+RrcmS8MQ70/Ur2cGMcpGMTDO+urqKmQEtDEmMwug8mj1lDx99sO5G29lvthFJUbekXhIAy1SWd52MCVXqlcueb8aB4Et0E26x6aVkxNMDnr5ymk5yYKRPNzFVsnxHGDlbMhTDGICu2WMMvts+GXTKeougGTLij4vUZY6Bri6ekGQNcq56p3gtFOT3UsIT10KFDRKMzN0LFvBiHDh3iIx/5CI888gjhcAXvbg6Z3kG1ZtkbGWAXKDEULwdsPQvTXqoi5PQh8VGI7bcLv+OzSX25bwg3DmlTXLMiNYXtSVKoDGqwiowF4Z/pIWRisIpcV4F0cqax1dQpOP6Mdw5vzNSEDR9MDCA9r89PWPU3z7jyPQ2M7POMk3PXnUPXJTCSaSRmrFLlHLuxglXRZGS3LVH1PBIS6oD2TZje11vJ9HKhk2p6zBRrdpZJUE1PIOlExfyMjJR2Yd+SuWKMA+H2BY2hKMriEo1G84yMYjz33HMMDg5y2WWXZfel02kef/xx7rvvPnbvtpVxAwMDrFo1870yODg4y7tRC9TI8DAd5yNt51q9jPSUl6S3Zs6L10IQca2XYuoEpKdnkhkTY+Am7fokrrUVmLRhjVyjwrsjL7SajTGIP1RCYMsgw3swPTbUILEDyPFn7H5PybO0dWvAMXDqRWsKTByhZAghPgSjr0LHuTa8MXnKiovFJyBoQxcSipLpV5HteZKOW4+ApCHSjdPSAy0L+yBIahqO/WSm/0V2jsNw/ClYeRlm7VuREz8vXmkSaLGvSZmOqUBpQ0TEM6Lm0KVVUZQGZWElqDNjVMf111/Pzp078/b93u/9Hueddx533nknGzZsoLe3l0cffZRLL70UgEQiwWOPPcZnPvOZBc5zNmpk5GAcn022WwREXBjZA8mxmaCGm7bGhePzQiHGLkypaVvNkBwDE80RzRJkehS70BsIteYkZZaqvhDbAl7S1itx/NmZ/W6yzJ22N0snZI2yRKzyojl2AHd0PwQjNmRgDDgOTAwi+CDcAjkuO2O8fie+EIibNYQWzPDLsw2MXE7+HPrfitN3NW46CeMHrUHkOJimHpsrMfyy9SyVK6stlS+RMdqqrTJRFKVxOc2Kn62trWzZsiVvX3NzMytWrMju37p1K9u2bWPjxo1s3LiRbdu20dTUxG233baweRZBjYwaI27aCwF4HSKrXUjGD2fzAIwdyCZt+kLWiMjNQ/AFbQgks+XIlRuTEfUSq9sQn4Bwa4W7brFJnrED5C2a6TjiC3o2dK4cuWeZh9rA58tceOVrdJM2edUJ2DGNseWwAduOniIxwaxHA+wcF7gwSzpZuWGapKwHo2U1ji9gBdQKdMkkehaMHaJUczocf3EV1EwIKNRVtEpGURSl3nzsYx9jamqKO+64g+HhYa644goeeeQRWlsX1iCxGGpk1AgR16ptJkbIXXTE3wLNfWU7Zoqbnt3EK520BkYmWTJ38RWxd8mup4pZUgchDaFmmKqg/WB84ASQxMjsx3xBxAliUpOeIeHYhT7QbL0QM4OUP0cWJ8+QsFoexctS844xPuTEDkzvG6o8TwnSXh+SshhIjpc/wh9Beq+Awee9MXMSaoPR4n1qMn+ndAo6VJtCUZYFS6B3yY9+9KOC4Qx33303d99994LGrQY1MmqAiFhPRKrIwpQah7F9SOuG0iqd6Snychkyd7ulDJNMlUKgCeKj+c/JWUCtRySNhDtsgmPRN6qB1nU2J8L4yEu+BEjFMc1RCJTIUs6ct8JduWAreYq+BlUIhomITUhNx3NEy+aBqeYtX+a1zx0q1Iasuc4aiPER+/pGVmJC7VamffwIeQqqCDhhaD+vqjbtiqKcAZzelIwlh37T1YLURHEDI4ObtImP1YpUZRa5Uh4K8Kxjv73Dz4QZSlRDGATxBYp0OjU2pNOx0f7W3GcFv3JJTiBuJ9n26sVIJzwjo8BAyT8TBFo9A8mdSX6s0sq3YRPXNi0LtUGoA8IrSncgLYU/YudRqUS1nAx5wbxo6p6lYWICrUj7JhvOcuOAgUD0tCYSK4qiLDb6jVcLqurQOlL6MX9TgSdgDmarL+RVnaQoHQZwPYMk16Y0Noyz+k0znoHmVV7/ldzzi9ecTfKlu3PzJNykNRT84SJz9zI6/BFbCTN1ynpVJo7ZO/2poaICW4XYc2cMlLSVZB/da3uNzAFjDHRsKn9Q82pMoIrOrVWcywSaMKEOTKhdDQxFWY4sYu+SpYB6MmpBkaRKEbFx/ekRW8lgDJKYwLSdjSmI1xvjIJEeK2Bld3gFIhXeWNlSyEIPRSHeMZ2brYCTpGwZpuO35aGTMUAwvjCsuho59qTXtt47fzoOsSOYznPtc8W15bCphP3d8Vu1UePYXI2U1+DMH7Fltq39cPxZmDzBLEMoNWnv9sMrSttWIhhxIRRFcsMMkrbqmdFz5iQiY5p6kBUXwdCLXp5JTj5Fcx+suLDqsRRFUcqzvOMlamTUgoI4v4h395/rkheByeNIthW7V53RcR4m1GYXt9QkJEZt+MNxsp6DoguoyIyRUaFbpxgfuClMIGLPBdYQGD9CfjXJtH0r970R4iPIhFXtNKE2K0qWo14pU4NWZCs3OdVOFjLKmy39mKZeex0iiO2zWmyGkIhZb4dnRJjc8TLeC8CkE9Z4MTkGUGqqdLloCUxrP9Lca70qqQlrJDWvwgRa5jSOoihKWZZA4udiokZGLQi1QzKncU0iVhDzN56iZS5ikwUHnkK6L8NEupC2jZAYwYwfRpIT1lvgC87OzciGLVy7gBvjNTKbjRifDUlEVmLc5Ew+xNQgJfMnpk/YUEpL6SZeJtKNROMwVUbrfvwQEmy3xku6QrdbNwFu0F5HNr+D4qEUN5lfypqeu5EB2HyOqFZ5KIqi1As1MjwkOW51DxJjVra7qReaektXhIBtcjXySk65o2MXu6mC5leegVHSFj2xA+m/3nosQh12E7Fej9G9iC+AyXhLMtUcni5FxuMhGEyhR8ME7J1+oAnTspqMwJaVGa9Q0ZEYg3CnFemaOulVsYjt7RFZaV+XXMMqd14Zo8j4rDFTpR6E8fm951fQ3Ki6fb2iKMoio54MRUZftQ3BcqsjJo+D/xWk5w2zOl2KuMjYYczonjwvg0gakxy3Lv905g7c5PxbagJpKxDVsjq7K1u1MOGVQc6qDJnBtJ1jq0IkbY0Nx9h1OjmNae7FFJafpip4FQBSk0giaPMWcs89dQJi+5DOzTPjiCfmlWu4iGdwTJ+qulIDEwCpIpGz0GjREIeiKEsVNTKWNzIx4BkYMDspcQqOP4Os/hX72Mhea5C4SfBHrPZDobAUYIwPcQL2OMdXXcrO9Kk8I8OO4yDNfVbWuhThlZhIly3LHD+IkbQtN/WFighcGdtYraIYlZdXcmpn8bJYScPQLs9DU8TAyCU1ac9bqVeH8UP362Dw2QrqpCZfwyLQujDdDEVRFKVuaE3d6KtlHhRITSCTx5HDjyMjr9iF0tNmKFvRMFexpVIhhaZeaCrRgTPYBsEokprG+EOYUBsm0IzxR4oraAY9nYqqFmW3uIGRQTz58szPckwehdb15Y9pO9uGYNoqdLwNNM1Y9f4INK8pf7yiKIqyaCxrT4akk1VoXBjr6UhN2N+MqZxjYAw2FdOAm0J8/srejJbii6UxBlrXIpFumD4BqbjNj5g+ZRM6R/chxiBiINiK8Ych1Da7Z4ovAgGvRXCgtaJsNokKYlVgS1idKvw0qSno2GzDPmMHyCsZBYhugLYN9nojXQjnW+Mvt2us8dtW5ZlqllC79WI0sBtRUZRlgIZLljOVm3qJ2PLKsoqXVZDtrFoMfwQTai/7fOMPI81rbIvyxEzCpQBGPKGs6ZN22R4/jDSvwrSssRUUgRZvcfZm4Ava5NJ4iZ4mwahN9qyIC5ROjM1HMCsusI3FJo7ahFRf2FaxFOS8mMgKiKxAEmM23OILz5TeKoqiKA3D8jYynKBd6NLTZQ6S2QaGuLYCpeRTvEoLfxNI0svNCGRGyzc2nAD0XFHdfEdfyzMwKBwrN+9h4pg1FkqpWwaj9tyJ2Mz1+0J2v7/JGiaVEkSr6gOC9TxkKmwCzdC+sbqnBVuLNxpTFEVpFNSTsXwxxtg76+GXyxzkL6KoKTNllMX++MZA2sUEAsBMbw0xAXt4Om7HbVltRa6qkJsWcWH0lbLXAra/R/Y5I3u9XIcSf2Z/xG7FaF41uzNsIU3dVt67XO4GQFOPtjVXFGV5okbGMid6lpffULig2kXbdF+KHP+ZV6ma84fOeCdEZqpMvHJWSafAF7QFsVljxIfTd/X855kcr6gfke3vkcl1EK+FfHOJxNEymGAUaemH8UPFD2haBa3rbPOvRKx0ia2/GVrWzvn8iqIoSuOz7I0MYxyk+zIrsR3bbxdz44PmXoiut/83vuKKmm7SC6U4iOuFSFIJa2z4gohry0lpOxuntX9hE52vAFUZfY1KmOg6JNBs29hnEkUDzdC82gpyGWM7jU4chckB24018zoZv5VKb+4rK2imKIpyZqO9S5Y9xji2iVcRQ0DSKYzjt5Uo5PcSEREMLpKatvLXGU9D61k4q15f20kGmsnzUhS9DjPbFlmgUJWJdEGkKxuGKQx7GONAyxqr55H2qkGcgBoWiqIooOGSxZ7AUsf4/IhxML6AldjO7aUhrg2NZHISjLE5Fj2X1X4ejh9pXQdj+4s+PtOGPfPTWAOjQtVK1eevkFNhjOO1elcURVGyGKfq1gplx2hQ1Miohpa1MH7A9g8xfq+rqGdciGvfAJFuWHkJTrCOEtcd59rS0lS+xkXWwJAcKXPjYLovVR0JRVEUZdFQI6MKTMdGJDUG00NWaMsABLxOoGK9F+3n1H8ejh/pu8aWssZey/YqwZh8Ke6mHkzneZhgtO5zUhRFUcqhORlKFZiVr0MS43Byhy1BBRuO6LrYqmyernk4PujYaDewCqBgQzpea3jjBMqMoCiKopw2DDXIyajJTBYFNTLmgAm2QN8bF3saeRh/Tht5nxoXiqIoytJBjQxFURRFqRea+KkoiqIoSn3QnIwzgkyFRSwWq3CkoiiKstzJrBUyX6FDpSrOGCNjbMy2Ju/vX6CypqIoirJsGBsbo62tjl2eVYzrzKCvr49Dhw7R2tq6JLUhYrEY/f39HDp0iGi0MUtLG/0aGn3+0PjX0Ojzh8a/hkafP9TmGkSEsbEx+vr6ajy7QhxvW+gYjckZY2Q4jsOaNWsWexoViUajDfvBztDo19Do84fGv4ZGnz80/jU0+vxh4ddQVw+GApxBRoaiKIqiLDk0XKIoiqIoSn2ogZGh1SVKJUKhEH/xF39BKBRa7KnMm0a/hkafPzT+NTT6/KHxr6HR5w+Ndg3Lu4TViNbvKIqiKEpNicVitLW1Mfz8vxJtbVrYWGOTdLzuvYyOjjZcHo16MhRFURSlXqjip6IoiqIodWGZJ342rnmkKIqiKMqSRj0ZiqIoilI3lnfipxoZiqIoilIvlnlORuPOfImxZ88ebrnlFrq6uohGo1xzzTX88Ic/zD5+//33Y4wpug0ODpYc9/bbb+fss88mEomwcuVKbrnlFl5++eWGuYahoSE+/OEPs2nTJpqamli7di1//Md/zOjoaMNcA8AXvvAFrrvuOqLRKMYYRkZGGmr+8XicD3/4w3R1ddHc3My73vUuDh8+vCjXkHstF110EeFwmN7eXj70oQ+VHffVV1/l13/911m5ciXRaJRbb72V48ePN8z8BwYGeO9730tvby/Nzc287nWv4+tf/3rN51+va9i/f3/J997Xvva1JT//DD/96U95y1veQnNzM+3t7Vx33XVMTU3VdP7KDGpk1Ih3vvOdpFIpfvCDH/Dcc89xySWXcNNNNzEwMADAb/3Wb3Hs2LG87W1vexvXXnst3d3dJce97LLL+PKXv8xLL73Ed7/7XUSEG2+8kXQ63RDXcPToUY4ePcrf/u3fsnPnTu6//34efvhh/uAP/qDm86/XNQBMTk7yq7/6q3ziE5+oy7zrPf+tW7fy0EMP8eCDD/LEE08wPj7OTTfdtCjvI4B7772Xu+66iz/7sz9j165dfP/73+dtb3tbyTEnJia48cYbMcbwgx/8gJ/85CckEgluvvlmXNdd8vMHeO9738vu3bv55je/yc6dO3n3u9/Nb/3Wb/HCCy/UdP71uob+/v5Z771PfepTNDc38/a3v33Jzx+sgfGrv/qr3HjjjfzsZz/jmWee4UMf+hCOU7+lsJRhNtetYRFlwZw4cUIAefzxx7P7YrGYAPK9732v6HMGBwclEAjIV7/61Tmd6+c//7kAsnfv3gXNuZDTeQ3//u//LsFgUJLJ5ILmXMjpuIYf/vCHAsjw8HAtppxHveY/MjIigUBAHnzwwey+I0eOiOM48vDDD9fuAqS6axgaGpJIJFLymorx3e9+VxzHkdHR0ey+oaEhAeTRRx9d8vMXEWlubp71d+rs7JR//ud/XvjEc6jnNRRyySWXyO///u8vaIxC6jn/K664Qj75yU/WdL6lGB0dFUBGfvE1cfd9a0HbyC++JkDe+79RUE9GDVixYgXnn38+X/3qV5mYmCCVSvHf//t/p6enh8suu6zoc7761a/S1NTEb/zGb1R9nomJCb785S+zfv36mre0P13XAGQFZfz+2qYEnc5rqAf1mv9zzz1HMpnkxhtvzO7r6+tjy5YtPPnkk6f9Gh599FFc1+XIkSOcf/75rFmzhltvvZVDhw6VHDcej2OMyVN4DIfDOI7DE088seTnD/DGN76Rf/u3f2NoaAjXdXnwwQeJx+Ncd911NZt/va8hl+eee44dO3bU3CtZr/kPDg7y9NNP093dzdVXX01PTw/XXnttTd8/ShEW28o5Uzh8+LBcdtllYowRn88nfX198sILL5Q8fvPmzfKBD3ygqrH/6Z/+SZqbmwWQ8847r+ZejAz1vIYMJ0+elLVr18pdd921wNkWp97XUE9Phkh95v8//+f/lGAwOGv/DTfcIH/4h3+40CnPotI1bN++XQKBgGzatEkefvhh+elPfyrXX3+9bNq0SeLxeNExBwcHJRqNykc+8hGZmJiQ8fFx+eAHPyhAza+hHvMXsR6lt73tbQKI3++XaDQqjzzySE3nXu9ryOUDH/iAnH/++Q0z/5/+9KcCSGdnp3zpS1+S559/XrZu3SrBYFD27NlT82vIejJ2fl3c/d9Z0Day8+vqyTgTufvuuyvGyZ599llEhDvuuIPu7m5+/OMf87Of/YxbbrmFm266iWPHjs0a96c//Sm//OUvq74DeM973sMLL7zAY489xsaNG7n11luZnp5uqGsAK7P7zne+k82bN/MXf/EXVT9vKV3DfFiq8xeRqmO9tbwG13VJJpP8wz/8A29729u48sor+V//63/xyiuvFE3uA1i5ciVf+9rX+L//9//S0tJCW1sbo6OjvO51r8Pn8y35+QN88pOfZHh4mO9973s8++yzfPSjH+U3f/M32blzZ0P8DXKZmprigQcemNN7b7Hnn8nduf322/m93/s9Lr30Uv7+7/+eTZs28aUvfanq65g7pkZbg7Jo5k0DcOLECXnppZfKblNTU/K9731vVrxYROScc86R7du3zxr393//9+WSSy6Z15zi8bg0NTXJAw880FDXEIvF5KqrrpLrr79epqamqn7eUroGkfl5MhZ7/t///vcFkKGhobz9F110kfz5n//5ab+GL33pSwLIoUOH8o7p7u6WL3zhC1XNJfP69/T0yD333LPk5793714B5MUXX8zbf/3118vtt99ecf5L4Rpy+epXvyqBQEAGBwermvtSmP9rr70mgPzrv/5r3v5bb71Vbrvttqqvo1qynowX/7e4B767oG3kxf/dsJ4M1ckoQ1dXF11dXRWPm5ycBJiVoew4zqzM9/Hxcf793/+d7du3z3teIkI8Hq/q2KVwDbFYjLe97W2EQiG++c1vEg6Hq3pehqVwDQthsed/2WWXEQgEePTRR7n11lsBOHbsGC+++CL33HPPab+Ga665BoDdu3ezZs0awJY6nzx5knXr1lU1F4Af/OAHDA4O8q53vWvJz7/UuD6fr+rqmMW+hlz+5V/+hXe9612sXLmyqrkvhfmfddZZ9PX1sXv37rz9e/bsqXl1jJLDYls5ZwInTpyQFStWyLvf/W7ZsWOH7N69W/70T/9UAoGA7NixI+/Yf/7nf5ZwODzrrlLExiE3bdokTz/9tIiIvPrqq7Jt2zZ59tln5cCBA/Lkk0/KLbfcIp2dnXL8+PGGuIZYLCZXXHGFXHjhhbJ37145duxYdkulUg1xDSIix44dkxdeeEG++MUvZjPfX3jhBTl16lRDzP+P/uiPZM2aNfK9731Pnn/+eXnLW94iF1988aL9DW655Ra54IIL5Cc/+Yns3LlTbrrpJtm8ebMkEomS1/ClL31JfvrTn8revXvlX//1X6Wzs1M++tGPNsT8E4mEnHPOOfKmN71Jnn76adm7d6/87d/+rRhj5Fvf+lZDXEOGV155RYwx8p3vfKem8z4d8//7v/97iUaj8rWvfU1eeeUV+eQnPynhcLgueW5ZT8au/yPuwUcXtI3s+j8N68lQI6NGPPPMM3LjjTdKZ2entLa2ypVXXinf/va3Zx131VVXlXTN7du3TwD54Q9/KCK2zPDtb3+7dHd3SyAQkDVr1shtt90mL7/8csNcQya8UGzbt29fQ1yDiMhf/MVfFL2GL3/5yw0x/6mpKfnQhz4knZ2dEolE5KabbpKDBw/WdO5zuYbR0VH5/d//fWlvb5fOzk759V//9bz5FLuGO++8U3p6eiQQCMjGjRvl7/7u78R13YaZ/549e+Td7363dHd3S1NTk1x00UVzLv9e7GsQEfn4xz8ua9askXQ6XZe513v+27dvlzVr1khTU5NcddVV8uMf/7gu1zBjZPyHuAe/t6BtZNd/NKyRYURETp/fRFEURVHOfGKxGG1tbYzs+g+irc0LG2tsgvYLbsmW/zcSmpOhKIqiKPVimbd6VyNDURRFUeqFNkhTFEVRFEWpPerJUBRFUZS6UQsxLQ2XKIqiKIpSyDLPydBwiaIoiqIodUE9GYqiKIpSNxwWfj/fuP4ANTIURVEUpV4s83CJGhmKoiiKUi+WuZHRuD4YRVEURVGWNOrJUBRFUZS6sbxzMhp35oqiKIqy1MmESxa6zYHt27fz+te/ntbWVrq7u/m1X/u1WS3uRYS7776bvr4+IpEI1113Hbt27arllQNqZCiKoijKGcVjjz3GBz/4QZ566ikeffRRUqkUN954IxMTE9lj7rnnHu69917uu+8+nnnmGXp7e7nhhhsYGxur6Vy0C6uiKIqi1JhsF9ZXvk+0tWVhY42N077x+nl3YT1x4gTd3d089thj/Mqv/AoiQl9fH1u3buXOO+8EIB6P09PTw2c+8xluv/32Bc03F/VkKIqiKEq9qGG4JBaL5W3xeLyqKYyOjgLQ2dkJwL59+xgYGODGG2/MHhMKhbj22mt58skna3r5amQoiqIoSgPQ399PW1tbdtu+fXvF54gIH/3oR3njG9/Ili1bABgYGACgp6cn79ienp7sY7VCq0sURVEUpW7UrkHaoUOH8sIloVCo4jM/9KEP8Ytf/IInnnhi9qgFCaUiMmvfQlEjQ1EURVHqRQ3FuKLR6JxyMj784Q/zzW9+k8cff5w1a9Zk9/f29gLWo7Fq1ars/sHBwVnejYWi4RJFURRFOYMQET70oQ/xv//3/+YHP/gB69evz3t8/fr19Pb28uijj2b3JRIJHnvsMa6++uqazkU9GYqiKIpSN06/GNcHP/hBHnjgAf7jP/6D1tbWbJ5FW1sbkUgEYwxbt25l27ZtbNy4kY0bN7Jt2zaampq47bbbFjjXfNTIUBRFUZR6sQi9Sz7/+c8DcN111+Xt//KXv8zv/u7vAvCxj32Mqakp7rjjDoaHh7niiit45JFHaG1tXdhcC1CdDEVRFEWpMVmdjNeeqI1OxoY3zlsnYzHRnAxFURRFUeqChksURVEUpV4s81bvamQoiqIoSt2onU5GI6LhEkVRFEVR6oJ6MhRFURSlbtQgXNLAngw1MhRFURSlbmi4RFEURVEUpeaoJ0NRFEVR6oVWlyiKoiiKUh9Ov6z4UqJxZ64oiqIoypJGPRmKoiiKUi80XKIoiqIoSn1Y3tUlamQoiqIoSt1Y3kaG5mQoiqIoilIX1JOhKIqiKHXCpmQszBPRwCkZamQoiqIoSv3QcImiKIqiKErNUU+GoiiKotQLLWFVFEVRFKU+aLhEURRFURSl5qgnQ1EURVHqhXHsttAxGhQ1MhRFURSlbmi4RFEURVEUpeaoJ0NRFEVR6oVWlyiKoiiKUh+Wd7hEjQxFURRFqRfL3JOhORmKoiiKotQF9WQoiqIoSt3QcImiKIqiKPVAwyWKoiiKoii1Rz0ZiqIoilI3NFyiKIqiKEo9WOay4o07c0VRFEVRljTqyVAURVGUuqHhEkVRFEVR6oFWlyiKoiiKotQe9WQoiqIoSp2IxcZZaLjDjtGYqJGhKIqiKDUmGAzS29tL/8aLajJeb28vwWCwJmOdToyIyGJPQlEURVHONKanp0kkEjUZKxgMEg6HazLW6USNDEVRFEVR6oImfiqKoiiKUhfUyFAURVEUpS6okaEoiqIoSl1QI0NRFEVRlLqgRoaiKIqiKHVBjQxFURRFUeqCGhmKoiiKotSF/z9jMQJjBw16IQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - } - ], - "metadata": { - "esriNotebookRuntime": { - "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", - "notebookRuntimeVersion": "5.0" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.17" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/demos/Harmonize_Pensacola_Detailed.ipynb b/demos/Harmonize_Pensacola_Detailed.ipynb new file mode 100644 index 0000000..eeec613 --- /dev/null +++ b/demos/Harmonize_Pensacola_Detailed.ipynb @@ -0,0 +1,8587 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pensacola Bay FL - Detailed step-by-step" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Standardize, clean and wrangle Water Quality Portal data in Pensacola and Perdido Bays into more analytic-ready formats using the harmonize_wq package\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "### Detailed step-by-step workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example workflow takes a deeper dive into some of the expanded functionality to examine results for different water quality parameters in Pensacola and Perdido Bays" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Install and import the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "#!python -m pip install harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp\n", + "from harmonize_wq import wrangle\n", + "from harmonize_wq import location\n", + "from harmonize_wq import harmonize\n", + "from harmonize_wq import visualize\n", + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Download location data using dataretrieval" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Read geometry for Area of Interest from geojson file url and plot\n", + "aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson'\n", + "aoi_gdf = wrangle.as_gdf(aoi_url).to_crs(epsg=4326) # already standard 4326\n", + "aoi_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Note there are actually two polygons (one for each Bay)\n", + "aoi_gdf\n", + "# Spatial query parameters can be updated to run just one\n", + "bBox = wrangle.get_bounding_box(aoi_gdf)\n", + "# For only one bay, e.g., first is Pensacola Bay:\n", + "#bBox = wrangle.get_bounding_box(aoi_gdf, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Build query with characteristicNames and the AOI extent\n", + "query = {'characteristicName': ['Phosphorus',\n", + " 'Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " 'Dissolved oxygen (DO)',\n", + " 'Salinity',\n", + " 'pH',\n", + " 'Nitrogen',\n", + " 'Conductivity',\n", + " 'Organic carbon',\n", + " 'Chlorophyll a',\n", + " 'Turbidity',\n", + " 'Sediment',\n", + " 'Fecal Coliform',\n", + " 'Escherichia coli']}\n", + "query['bBox'] = bBox" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Query stations (can be slow)\n", + "stations, site_md = wqp.what_sites(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2631, 37)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results\n", + "stations.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameMonitoringLocationIdentifierMonitoringLocationNameMonitoringLocationTypeNameMonitoringLocationDescriptionTextHUCEightDigitCodeDrainageAreaMeasure/MeasureValueDrainageAreaMeasure/MeasureUnitCodeContributingDrainageAreaMeasure/MeasureValue...AquiferNameLocalAqfrNameFormationTypeTextAquiferTypeNameConstructionDateTextWellDepthMeasure/MeasureValueWellDepthMeasure/MeasureUnitCodeWellHoleDepthMeasure/MeasureValueWellHoleDepthMeasure/MeasureUnitCodeProviderName
0USGS-ALUSGS Alabama Water Science CenterUSGS-02376115ELEVENMILE CREEK NR WEST PENSACOLA, FLStreamNaN3140107.027.8sq mi27.8...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1USGS-ALUSGS Alabama Water Science CenterUSGS-02377570STYX RIVER NEAR ELSANOR, AL.StreamNaN3140106.0192.0sq mi192.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
2USGS-ALUSGS Alabama Water Science CenterUSGS-02377920BLACKWATER RIVER AT US HWY 90 NR ROBERTSDALE, AL.StreamNaN3140106.023.1sq mi23.1...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
3USGS-ALUSGS Alabama Water Science CenterUSGS-02377960BLACKWATER RIVER AT CO RD 87 NEAR ELSANOR, AL.StreamNaN3140106.056.6sq mi56.6...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
4USGS-ALUSGS Alabama Water Science CenterUSGS-02377975BLACKWATER RIVER ABOVE SEMINOLE ALStreamNaN3140106.040.2sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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5 rows × 37 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 USGS-AL USGS Alabama Water Science Center \n", + "1 USGS-AL USGS Alabama Water Science Center \n", + "2 USGS-AL USGS Alabama Water Science Center \n", + "3 USGS-AL USGS Alabama Water Science Center \n", + "4 USGS-AL USGS Alabama Water Science Center \n", + "\n", + " MonitoringLocationIdentifier \\\n", + "0 USGS-02376115 \n", + "1 USGS-02377570 \n", + "2 USGS-02377920 \n", + "3 USGS-02377960 \n", + "4 USGS-02377975 \n", + "\n", + " MonitoringLocationName \\\n", + "0 ELEVENMILE CREEK NR WEST PENSACOLA, FL \n", + "1 STYX RIVER NEAR ELSANOR, AL. \n", + "2 BLACKWATER RIVER AT US HWY 90 NR ROBERTSDALE, AL. \n", + "3 BLACKWATER RIVER AT CO RD 87 NEAR ELSANOR, AL. \n", + "4 BLACKWATER RIVER ABOVE SEMINOLE AL \n", + "\n", + " MonitoringLocationTypeName MonitoringLocationDescriptionText \\\n", + "0 Stream NaN \n", + "1 Stream NaN \n", + "2 Stream NaN \n", + "3 Stream NaN \n", + "4 Stream NaN \n", + "\n", + " HUCEightDigitCode DrainageAreaMeasure/MeasureValue \\\n", + "0 3140107.0 27.8 \n", + "1 3140106.0 192.0 \n", + "2 3140106.0 23.1 \n", + "3 3140106.0 56.6 \n", + "4 3140106.0 40.2 \n", + "\n", + " DrainageAreaMeasure/MeasureUnitCode \\\n", + "0 sq mi \n", + "1 sq mi \n", + "2 sq mi \n", + "3 sq mi \n", + "4 sq mi \n", + "\n", + " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", + "0 27.8 ... NaN \n", + "1 192.0 ... NaN \n", + "2 23.1 ... NaN \n", + "3 56.6 ... NaN \n", + "4 NaN ... NaN \n", + "\n", + " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "\n", + " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " ProviderName \n", + "0 NWIS \n", + "1 NWIS \n", + "2 NWIS \n", + "3 NWIS \n", + "4 NWIS \n", + "\n", + "[5 rows x 37 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First 5 rows\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HorizontalCoordinateReferenceSystemDatumName NAD83\n", + "LatitudeMeasure 30.498252\n", + "LongitudeMeasure -87.335809\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns used for an example row\n", + "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", + "stations_gdf = location.harmonize_locations(stations, out_EPSG=4326, intermediate_columns=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[1;31mSignature:\u001b[0m\n", + "\u001b[0mlocation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mharmonize_locations\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mdf_in\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mout_EPSG\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4326\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mintermediate_columns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mDocstring:\u001b[0m\n", + "Create harmonized geopandas GeoDataframe from pandas DataFrame.\n", + "\n", + "Takes a :class:`~pandas.DataFrame` with lat/lon in multiple Coordinate\n", + "Reference Systems (CRS), transforms them to out_EPSG CRS, and converts to\n", + ":class:`geopandas.GeoDataFrame`. A 'QA_flag' column is added to the result\n", + "and populated for any row that has location based problems like limited\n", + "decimal precision or an unknown input CRS.\n", + "\n", + "Parameters\n", + "----------\n", + "df_in : pandas.DataFrame\n", + " DataFrame with the required columns (see kwargs for expected defaults)\n", + " to be converted to GeoDataFrame.\n", + "out_EPSG : int, optional\n", + " EPSG factory code for desired output Coordinate Reference System datum.\n", + " The default is 4326, for the WGS84 Datum used by WQP queries.\n", + "intermediate_columns : Boolean, optional\n", + " Return intermediate columns. Default 'False' does not return these.\n", + "**kwargs: optional\n", + " Accepts crs_col, lat_col, and lon_col parameters if non-default:\n", + "crs_col : str, optional\n", + " Name of column in DataFrame with the Coordinate Reference System datum.\n", + " The default is 'HorizontalCoordinateReferenceSystemDatumName'.\n", + "lat_col : str, optional\n", + " Name of column in DataFrame with the latitude coordinate.\n", + " The default is 'LatitudeMeasure'.\n", + "lon_col : str, optional\n", + " Name of column in DataFrame with the longitude coordinate.\n", + " The default is 'LongitudeMeasure'.\n", + "\n", + "Returns\n", + "-------\n", + "gdf : geopandas.GeoDataFrame\n", + " GeoDataFrame of df_in with coordinates in out_EPSG datum.\n", + "\n", + "Examples\n", + "--------\n", + "Build pandas DataFrame to use in example:\n", + "\n", + ">>> df_in = pandas.DataFrame({'LatitudeMeasure': [27.5950355,\n", + "... 27.52183,\n", + "... 28.0661111],\n", + "... 'LongitudeMeasure': [-82.0300865,\n", + "... -82.64476,\n", + "... -82.3775],\n", + "... 'HorizontalCoordinateReferenceSystemDatumName': ['NAD83',\n", + "... 'WGS84',\n", + "... 'NAD27'],\n", + "... })\n", + ">>> df_in\n", + " LatitudeMeasure ... HorizontalCoordinateReferenceSystemDatumName\n", + "0 27.595036 ... NAD83\n", + "1 27.521830 ... WGS84\n", + "2 28.066111 ... NAD27\n", + "\n", + "[3 rows x 3 columns]\n", + "\n", + ">>> from harmonize_wq import location\n", + ">>> location.harmonize_locations(df_in)\n", + " LatitudeMeasure LongitudeMeasure ... QA_flag geometry\n", + "0 27.595036 -82.030086 ... NaN POINT (-82.03009 27.59504)\n", + "1 27.521830 -82.644760 ... NaN POINT (-82.64476 27.52183)\n", + "2 28.066111 -82.377500 ... NaN POINT (-82.37750 28.06611)\n", + "\n", + "[3 rows x 5 columns]\n", + "\u001b[1;31mFile:\u001b[0m c:\\users\\jbousqui\\local_gis\\python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\location.py\n", + "\u001b[1;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "location.harmonize_locations?" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2631, 42)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", + "stations_gdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geom_orig (-87.3358086, 30.49825159)\n", + "EPSG 4269.0\n", + "QA_flag NaN\n", + "geom POINT (-87.3358086 30.49825159)\n", + "geometry POINT (-87.3358086 30.49825159)\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Example results for the new columns\n", + "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# geom and geometry look the same but geometry is a special datatype\n", + "stations_gdf['geometry'].dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'HorizontalCoordinateReferenceSystemDatumName: Bad datum OTHER, EPSG:4326 assumed',\n", + " 'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed'}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at the different QA_flag flags that have been assigned,\n", + "# e.g., for bad datums or limited decimal precision\n", + "set(stations_gdf.loc[stations_gdf['QA_flag'].notna()]['QA_flag'])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Clip to area of interest\n", + "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_clipped.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1261" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# How many stations now?\n", + "len(stations_clipped)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# To save the results to a shapefile\n", + "#import os\n", + "#path = '' #specify the path (folder/directory) to save it to\n", + "#stations_clipped.to_file(os.path.join(path, 'PPBEP_stations.shp'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Retrieve Characteristic Data" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,20,21,22,23,28,31,33,34,36,58,60,61,64,65,69,70,71,72,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + } + ], + "source": [ + "# Now query for results\n", + "query['dataProfile'] = 'narrowResult'\n", + "res_narrow, md_narrow = wqp.get_results(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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021FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1536988F12013-09-1711:01:00EST21FLPNS_WQX-33030019STORET-308146602NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
121FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520810L2013-07-2310:01:00EST21FLPNS_WQX-33020146STORET-308157908NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
221FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00CST21FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
321FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-0288006181322013-06-1811:01:00EST21FLSEAS_WQX-02SEAS880STORET-310466105NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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38441521FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0509-10/17/232023-10-1711:05:00EST21FLPNS_WQX-G4NW0509STORET-993424039NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNELACNaNNaNNaNSTORET
38441621FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0509-10/17/23-FP12023-10-1711:05:00EST21FLPNS_WQX-G4NW0509STORET-993436286NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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38441821FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0508-10/17/23-FP22023-10-1711:55:00EST21FLPNS_WQX-G4NW0508STORET-993431681NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
38441921AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-333164_1852026_1732023-10-0410:30:00CDT21AWIC-1152STORET-9985487711852026.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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+ "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "384415 NaN NaN \n", + "384416 NaN NaN \n", + "384417 NaN NaN \n", + "384418 NaN NaN \n", + "384419 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "384415 NaN STORET \n", + "384416 NaN STORET \n", + "384417 NaN STORET \n", + "384418 NaN STORET \n", + "384419 NaN STORET \n", + "\n", + "[384420 rows x 78 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = res_narrow\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df, stations_clipped)\n", + "legend_kwds = {\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Harmonize Characteristic Results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize_generic runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# See Documentation\n", + "#harmonize.harmonize_all?\n", + "#harmonize.harmonize?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### secchi disk depth" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 12978.000000\n", + "mean 1.186557\n", + "std 2.433313\n", + "min 0.000000\n", + "25% 0.600000\n", + "50% 1.000000\n", + "75% 1.500000\n", + "max 260.000000\n", + "dtype: float64\n", + "Unusable results: 66\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 15.78643488828023): 1\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", + "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", + "\n", + "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", + "df = harmonize.harmonize(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The threshold is based on standard deviations and is currently only used in the histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
4821FLPNS_WQX-33020JF10.60mNaNm0.6 meter
5521FLGW_WQX-3565.3mNaNm0.3 meter
5921FLBFA_WQX-330100161.5mNaNm1.5 meter
10021AWIC-7290.94mNaNm0.94 meter
11921AWIC-1208.49mNaNm0.49 meter
.....................
38435621FLPNS_WQX-G4NW00321mNaNm1.0 meter
38436721FLPNS_WQX-G5NW00350.7mNaNm0.7 meter
38438021FLPNS_WQX-G5NW00070.9mNaNm0.9 meter
38438121FLPNS_WQX-G4NW00351.2mNaNm1.2 meter
38438321FLPNS_WQX-G4NW05081.4mNaNm1.4 meter
\n", + "

13044 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "48 21FLPNS_WQX-33020JF1 0.60 \n", + "55 21FLGW_WQX-3565 .3 \n", + "59 21FLBFA_WQX-33010016 1.5 \n", + "100 21AWIC-7290 .94 \n", + "119 21AWIC-1208 .49 \n", + "... ... ... \n", + "384356 21FLPNS_WQX-G4NW0032 1 \n", + "384367 21FLPNS_WQX-G5NW0035 0.7 \n", + "384380 21FLPNS_WQX-G5NW0007 0.9 \n", + "384381 21FLPNS_WQX-G4NW0035 1.2 \n", + "384383 21FLPNS_WQX-G4NW0508 1.4 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", + "48 m NaN m 0.6 meter \n", + "55 m NaN m 0.3 meter \n", + "59 m NaN m 1.5 meter \n", + "100 m NaN m 0.94 meter \n", + "119 m NaN m 0.49 meter \n", + "... ... ... ... ... \n", + "384356 m NaN m 1.0 meter \n", + "384367 m NaN m 0.7 meter \n", + "384380 m NaN m 0.9 meter \n", + "384381 m NaN m 1.2 meter \n", + "384383 m NaN m 1.4 meter \n", + "\n", + "[13044 rows x 6 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at a table of just Secchi results and focus on subset of columns\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", + "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", + "sechi_results" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
15604521FLCBA_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15609121FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15641921FLCBA_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15650821FLCBA_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15747621FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
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38335921FLCBA_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38349721FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38362821FLCBA_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38386221FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38386521FLCBA_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
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66 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "156045 21FLCBA_WQX-OKA-CB-BASS-1 Not Reported \n", + "156091 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "156419 21FLCBA_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "156508 21FLCBA_WQX-OKA-CB-BASS-1 Not Reported \n", + "157476 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", + "... ... ... \n", + "383359 21FLCBA_WQX-OKA-CBA-GAP-1-1 Not Reported \n", + "383497 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", + "383628 21FLCBA_WQX-OKA-CBA-GAP-1-1 Not Reported \n", + "383862 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", + "383865 21FLCBA_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "156045 NaN \n", + "156091 NaN \n", + "156419 NaN \n", + "156508 NaN \n", + "157476 NaN \n", + "... ... \n", + "383359 NaN \n", + "383497 NaN \n", + "383628 NaN \n", + "383862 NaN \n", + "383865 NaN \n", + "\n", + " QA_flag Units Secchi \n", + "156045 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156091 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156419 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156508 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "157476 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "... ... ... ... \n", + "383359 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383628 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383862 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383865 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "\n", + "[66 rows x 6 columns]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at unusable(NAN) results\n", + "sechi_results.loc[df['Secchi'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasureValue: \"Not Reported\" result cannot be used; ResultMeasure/MeasureUnitCode: MISSING UNITS, m assumed'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at the QA flag for first row from above\n", + "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
15604521FLCBA_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15609121FLKWAT_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15641921FLCBA_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15650821FLCBA_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
15747621FLKWAT_WQX-OKA-CB-BASS-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
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38335921FLCBA_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38349721FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38362821FLCBA_WQX-OKA-CBA-GAP-1-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38386221FLCBA_WQX-OKA-CB-BASS-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
38386521FLCBA_WQX-OKA-CBA-GAP-3-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
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66 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "156045 21FLCBA_WQX-OKA-CB-BASS-1 Not Reported \n", + "156091 21FLKWAT_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "156419 21FLCBA_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "156508 21FLCBA_WQX-OKA-CB-BASS-1 Not Reported \n", + "157476 21FLKWAT_WQX-OKA-CB-BASS-1 Not Reported \n", + "... ... ... \n", + "383359 21FLCBA_WQX-OKA-CBA-GAP-1-1 Not Reported \n", + "383497 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", + "383628 21FLCBA_WQX-OKA-CBA-GAP-1-1 Not Reported \n", + "383862 21FLCBA_WQX-OKA-CB-BASS-2 Not Reported \n", + "383865 21FLCBA_WQX-OKA-CBA-GAP-3-1 Not Reported \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "156045 NaN \n", + "156091 NaN \n", + "156419 NaN \n", + "156508 NaN \n", + "157476 NaN \n", + "... ... \n", + "383359 NaN \n", + "383497 NaN \n", + "383628 NaN \n", + "383862 NaN \n", + "383865 NaN \n", + "\n", + " QA_flag Units Secchi \n", + "156045 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156091 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156419 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "156508 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "157476 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "... ... ... ... \n", + "383359 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383628 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383862 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "383865 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "\n", + "[66 rows x 6 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All cases where there was a QA flag\n", + "sechi_results.loc[df['QA_flag'].notna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If both value and unit are missing nothing can be done, a unitless (NaN) value is assumed as to be in default units but a QA_flag is added" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_CMP_PKT01122.333333
111NPSWRD_WQX-GUIS_CMP_PKT02172.411765
211NPSWRD_WQX-GUIS_CMP_PKT0332.333333
321AWIC-10631160.767931
421AWIC-1122562.790786
............
903NARS_WQX-NCCA10-143211.075000
904NARS_WQX-NCCA10-143311.423333
905NARS_WQX-NCCA10-143412.400000
906NARS_WQX-NCCA10-148810.736667
907NARS_WQX-NCCA10-243211.600000
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908 rows × 3 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11NPSWRD_WQX-GUIS_CMP_PKT01 12 2.333333\n", + "1 11NPSWRD_WQX-GUIS_CMP_PKT02 17 2.411765\n", + "2 11NPSWRD_WQX-GUIS_CMP_PKT03 3 2.333333\n", + "3 21AWIC-1063 116 0.767931\n", + "4 21AWIC-1122 56 2.790786\n", + ".. ... ... ...\n", + "903 NARS_WQX-NCCA10-1432 1 1.075000\n", + "904 NARS_WQX-NCCA10-1433 1 1.423333\n", + "905 NARS_WQX-NCCA10-1434 1 2.400000\n", + "906 NARS_WQX-NCCA10-1488 1 0.736667\n", + "907 NARS_WQX-NCCA10-2432 1 1.600000\n", + "\n", + "[908 rows x 3 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate Secchi data by station\n", + "visualize.station_summary(sechi_results, 'Secchi')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average secchi depth results at each station\n", + "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 74485.000000\n", + "mean 21.884964\n", + "std 10.684321\n", + "min -12.944444\n", + "25% 16.920000\n", + "50% 22.190000\n", + "75% 27.100000\n", + "max 1876.000000\n", + "dtype: float64\n", + "Unusable results: 2\n", + "Usable results with inferred units: 10\n", + "Results outside threshold (0.0 to 85.99088705900843): 6\n" + ] + }, + { + "data": { + "image/png": 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hfzUvdGeHQy+++KJuv/32bgsoKirSX//6V7366qt2gHnsscf07LPPqqGhIWR+enq6li5dqvnz5ys/P1/Z2dn6yU9+Yq8/cuSIxowZoyNHjmjUqFFdHq+yslJLly7tMr5lyxYlJSVd6lMEAACXUVtbm+666y6dOHHCzg7d6ZM9MIFAQF/72tf0l7/8Rbt37w4pwO12q7m5OWT+mTNn1NLSIrfbbc9pamoKmdO53DnnXIsXL1Z5ebm97PP5lJWVpfz8/Av+AS5FIBCQx+PR9OnT5XQ6w7rt/mBs5U5J6nZPy/n2wJx7n/PN687EZTu0PCcY0q/uarhYXd3NP3duT+vq3N65z+lCupvX07+BSXh/mYV+mSfae9Z5BOViwh5gOsPLu+++q9///vcaMmRIyPrc3Fy1traqrq5OEydOlCTt3r1bwWBQkydPtuc89NBDCgQC9h/X4/Ho6quv7vbwkSS5XC65XK4u406ns88a1JfbjmX+Dockdfu383c4zjt+9n3ON6/bxwv+733Pvv+5NVysru7mnzv3fHV1Xvb93srCkO2d+5wupLt5sfz64/1lFvplnmjtWU9r6vVJvCdPnlR9fb3q6+slSceOHVN9fb0aGxsVCAT0z//8zzp48KA2b96sjo4Oeb1eeb1etbe3S5JGjRqlW265RXPnztX+/fv1hz/8QWVlZZo1a5YyMzMlSXfddZcSEhI0Z84cHT58WM8//7yeeuqpkD0sQDjxuTIAYJZeB5iDBw9qwoQJmjBhgiSpvLxcEyZMUEVFhT744AO99NJL+utf/6rx48dr6NCh9s++ffvsbWzevFkjR47UtGnTNHPmTE2dOjXkM15SUlJUXV2tY8eOaeLEifre976niooKLqFGxBF0ACA69PoQ0k033aQLnffbk3OC09LStGXLlgvOueaaa/Taa6/1tjwAANAP8F1IAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACM06ffhQR8Eud++Ft/xyXcAPC/2AMDAACMwx4Y4ByXe88Pe1YAoPfYAwP0kRGLXiGcAEAfIcAAAADjEGCAPsZeGAAIPwIMAAAwDgEGMY29HwAQmwgwAADAOAQYRD32ogAAzkWAAWIAIQ9Af0OAAQAAxiHAAAAA4xBgAACAcQgwAADAOHyZI2ISJ7UCQGwjwKBP9ZdvdiYwAcDlRYBBRF3ugBNpBB0ACA/OgQEAAMYhwAAAAONwCAm4AA75AEB0Yg8MAAAwDntggF5irwwARB57YAAAgHEIMAAAwDgEGAAAYBwCDAAAME6vA8zevXt16623KjMzUw6HQ1u3bg1Zb1mWKioqNHToUA0cOFB5eXl69913Q+a0tLSouLhYycnJSk1N1Zw5c3Ty5MmQOW+99Za+8IUvKDExUVlZWaqqqur9swMAADGp1wHm1KlTuvbaa7Vu3bpu11dVVWnNmjVav369amtrNWjQIBUUFOj06dP2nOLiYh0+fFgej0fbtm3T3r17NW/ePHu9z+dTfn6+hg8frrq6Oj3xxBOqrKzUhg0bLuEpAgCAWNPry6hnzJihGTNmdLvOsiytXr1aDz/8sG677TZJ0s9//nNlZGRo69atmjVrlo4ePaodO3bowIEDysnJkSStXbtWM2fO1JNPPqnMzExt3rxZ7e3teuaZZ5SQkKAxY8aovr5eq1atCgk6QH/HJd0A+quwngNz7Ngxeb1e5eXl2WMpKSmaPHmyampqJEk1NTVKTU21w4sk5eXlKS4uTrW1tfacG2+8UQkJCfacgoICNTQ06MMPPwxnyQAAwEBh/SA7r9crScrIyAgZz8jIsNd5vV6lp6eHFhEfr7S0tJA52dnZXbbRue7KK6/s8th+v19+v99e9vl8kqRAIKBAIPBJnlYXndsL93ZjkWuAJSn0b3X22LnrXQOskNvn6m5ed48XMhZ34Rou9FjdjZ+vnguNXQ6x8nrk/WUW+mWeaO9ZT+tyWJZ1yf/KOhwOvfjii7r99tslSfv27dMNN9yg48ePa+jQofa8r33ta3I4HHr++ef12GOP6dlnn1VDQ0PIttLT07V06VLNnz9f+fn5ys7O1k9+8hN7/ZEjRzRmzBgdOXJEo0aN6lJLZWWlli5d2mV8y5YtSkpKutSnCAAALqO2tjbdddddOnHihJKTk887L6x7YNxutySpqakpJMA0NTVp/Pjx9pzm5uaQ+505c0YtLS32/d1ut5qamkLmdC53zjnX4sWLVV5ebi/7fD5lZWUpPz//gn+ASxEIBOTxeDR9+nQ5nc6wbjvWjK3cKUk6VFnQ7di568dW7gy5fa7u5nX3eGdzxVlanhO0+3X2nIs9VnfjF3Ohbfal7v4eJuL9ZRb6ZZ5o71nnEZSLCWuAyc7Oltvt1q5du+zA4vP5VFtbq/nz50uScnNz1draqrq6Ok2cOFGStHv3bgWDQU2ePNme89BDDykQCNh/XI/Ho6uvvrrbw0eS5HK55HK5uow7nc4+a1BfbjtW+DsckhTydzp77Nz1/g5HyO1zdTevu8frTme/zp5zsce60PYu9DgXq6UvxNprkfeXWeiXeaK1Zz2tqdcn8Z48eVL19fWqr6+X9PGJu/X19WpsbJTD4dCCBQv0yCOP6KWXXtLbb7+tb37zm8rMzLQPM40aNUq33HKL5s6dq/379+sPf/iDysrKNGvWLGVmZkqS7rrrLiUkJGjOnDk6fPiwnn/+eT311FMhe1gAAED/1es9MAcPHtTNN99sL3eGipKSEm3atEkPPPCATp06pXnz5qm1tVVTp07Vjh07lJiYaN9n8+bNKisr07Rp0xQXF6eioiKtWbPGXp+SkqLq6mqVlpZq4sSJuuqqq1RRUcEl1AAAQNIlBJibbrpJFzrv1+FwaNmyZVq2bNl556SlpWnLli0XfJxrrrlGr732Wm/LA85rbOXOy35YBwDQN8J6DgwQSy71Q+L4cDkA6Ht8mSMAADAOAQYAABiHQ0iIOhyCAQBcDHtgAACAcQgwAADAOBxCQr/G4SoAMBN7YAAAgHEIMIgZ7E0BgP6DQ0gwCiEFACCxBwYAABiIAAMAAIxDgIGxRix6hUNKANBPEWAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYBAxfAgdAOBSEWAAAIBx+DZqXDbscQEAhAt7YAAAgHHYA4OowN4ZAEBvsAcGAAAYhwADAACMQ4ABAADG4RwYGI/zZwCg/2EPDAAAMA4BBgAAGCfsAaajo0NLlixRdna2Bg4cqM985jNavny5LMuy51iWpYqKCg0dOlQDBw5UXl6e3n333ZDttLS0qLi4WMnJyUpNTdWcOXN08uTJcJcLAAAMFPYA8/jjj+vpp5/Wj370Ix09elSPP/64qqqqtHbtWntOVVWV1qxZo/Xr16u2tlaDBg1SQUGBTp8+bc8pLi7W4cOH5fF4tG3bNu3du1fz5s0Ld7kAAMBAYT+Jd9++fbrttttUWFgoSRoxYoR++ctfav/+/ZI+3vuyevVqPfzww7rtttskST//+c+VkZGhrVu3atasWTp69Kh27NihAwcOKCcnR5K0du1azZw5U08++aQyMzPDXTYAADBI2APM9ddfrw0bNuidd97R5z73Of3xj3/U66+/rlWrVkmSjh07Jq/Xq7y8PPs+KSkpmjx5smpqajRr1izV1NQoNTXVDi+SlJeXp7i4ONXW1uqOO+7o8rh+v19+v99e9vl8kqRAIKBAIBDW59i5vXBvNxa5Bnx86DAQCNi3L3sNcVbI71gVK69H3l9moV/mifae9bSusAeYRYsWyefzaeTIkRowYIA6Ojr06KOPqri4WJLk9XolSRkZGSH3y8jIsNd5vV6lp6eHFhofr7S0NHvOuVasWKGlS5d2Ga+urlZSUtInfl7d8Xg8fbLdWFI16ePf27dvt29HyvKcYGQL6GPbt2+PdAlhxfvLLPTLPNHas7a2th7NC3uA+dWvfqXNmzdry5YtGjNmjOrr67VgwQJlZmaqpKQk3A9nW7x4scrLy+1ln8+nrKws5efnKzk5OayPFQgE5PF4NH36dDmdzrBuO9aMrdwpSTpUWWDfvtxccZaW5wS15GCc/EFHRGq4HA5VFkS6hLDg/WUW+mWeaO9Z5xGUiwl7gFm4cKEWLVqkWbNmSZLGjRunv/zlL1qxYoVKSkrkdrslSU1NTRo6dKh9v6amJo0fP16S5Ha71dzcHLLdM2fOqKWlxb7/uVwul1wuV5dxp9PZZw3qy23HCn/Hx4HB6XTatyNWS9AR8Rr6Uqy9Fnl/mYV+mSdae9bTmsJ+FVJbW5vi4kI3O2DAAAWDH+++z87Oltvt1q5du+z1Pp9PtbW1ys3NlSTl5uaqtbVVdXV19pzdu3crGAxq8uTJ4S4ZAAAYJux7YG699VY9+uijGjZsmMaMGaP/+I//0KpVq3T33XdLkhwOhxYsWKBHHnlEn/3sZ5Wdna0lS5YoMzNTt99+uyRp1KhRuuWWWzR37lytX79egUBAZWVlmjVrFlcgARfR+dUK760sjHAlANB3wh5g1q5dqyVLlui73/2umpublZmZqX/9139VRUWFPeeBBx7QqVOnNG/ePLW2tmrq1KnasWOHEhMT7TmbN29WWVmZpk2bpri4OBUVFWnNmjXhLhcAABgo7AFm8ODBWr16tVavXn3eOQ6HQ8uWLdOyZcvOOyctLU1btmwJd3noQ/yfPwDgcuG7kAAAgHEIMAAAwDgEGFwWnYeXAAAIBwIMAAAwDgEGAAAYhwADAACME/bLqNH/cH4LAOByYw8MAAAwDntg0CfYKwMA6EvsgUHYEV4AAH2NAAMAAIxDgAEAAMYhwAAAAONwEi8QIzj3CEB/wh4YAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAME6fBJgPPvhA3/jGNzRkyBANHDhQ48aN08GDB+31lmWpoqJCQ4cO1cCBA5WXl6d33303ZBstLS0qLi5WcnKyUlNTNWfOHJ08ebIvygUAAIYJe4D58MMPdcMNN8jpdOrf//3fdeTIEf3bv/2brrzySntOVVWV1qxZo/Xr16u2tlaDBg1SQUGBTp8+bc8pLi7W4cOH5fF4tG3bNu3du1fz5s0Ld7m4RCMWvaIRi16JdBkAgH4qPtwbfPzxx5WVlaWNGzfaY9nZ2fZty7K0evVqPfzww7rtttskST//+c+VkZGhrVu3atasWTp69Kh27NihAwcOKCcnR5K0du1azZw5U08++aQyMzPDXTYAADBI2APMSy+9pIKCAn31q1/Vnj179KlPfUrf/e53NXfuXEnSsWPH5PV6lZeXZ98nJSVFkydPVk1NjWbNmqWamhqlpqba4UWS8vLyFBcXp9raWt1xxx1dHtfv98vv99vLPp9PkhQIBBQIBML6HDu3F+7tmsQ1wJL08d+g83a0csVZIb/7C1Nfn7y/zEK/zBPtPetpXWEPMH/+85/19NNPq7y8XN///vd14MAB3XvvvUpISFBJSYm8Xq8kKSMjI+R+GRkZ9jqv16v09PTQQuPjlZaWZs8514oVK7R06dIu49XV1UpKSgrHU+vC4/H0yXZNUDXp49/bt2+3b0e75TnBSJdwWW3fvj3SJXwi/fn9ZSL6ZZ5o7VlbW1uP5oU9wASDQeXk5Oixxx6TJE2YMEGHDh3S+vXrVVJSEu6Hsy1evFjl5eX2ss/nU1ZWlvLz85WcnBzWxwoEAvJ4PJo+fbqcTmdYt22KsZU7JUmHKgvs29HKFWdpeU5QSw7GyR90RLqcy+ZQZUGkS7gkvL/MQr/ME+096zyCcjFhDzBDhw7V6NGjQ8ZGjRqlX//615Ikt9stSWpqatLQoUPtOU1NTRo/frw9p7m5OWQbZ86cUUtLi33/c7lcLrlcri7jTqezzxrUl9uOdv6Oj4OA0+m0b0c7f9BhTK3hYPprsz+/v0xEv8wTrT3raU1hvwrphhtuUENDQ8jYO++8o+HDh0v6+IRet9utXbt22et9Pp9qa2uVm5srScrNzVVra6vq6ursObt371YwGNTkyZPDXTI+Aa5EAgBEQtj3wNx///26/vrr9dhjj+lrX/ua9u/frw0bNmjDhg2SJIfDoQULFuiRRx7RZz/7WWVnZ2vJkiXKzMzU7bffLunjPTa33HKL5s6dq/Xr1ysQCKisrEyzZs3iCiQAABD+AHPdddfpxRdf1OLFi7Vs2TJlZ2dr9erVKi4utuc88MADOnXqlObNm6fW1lZNnTpVO3bsUGJioj1n8+bNKisr07Rp0xQXF6eioiKtWbMm3OUCAAADhT3ASNKXv/xlffnLXz7veofDoWXLlmnZsmXnnZOWlqYtW7b0RXkAAMBwfBcSAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBg0GsjFr0S6RIAAP0cAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYHBRIxa9wom7AICoQoABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGCcPg8wK1eulMPh0IIFC+yx06dPq7S0VEOGDNEVV1yhoqIiNTU1hdyvsbFRhYWFSkpKUnp6uhYuXKgzZ870dbm4AK5GAgBEiz4NMAcOHNBPfvITXXPNNSHj999/v15++WW98MIL2rNnj44fP64777zTXt/R0aHCwkK1t7dr3759evbZZ7Vp0yZVVFT0ZbnoBoHFXPQOQCzrswBz8uRJFRcX66c//amuvPJKe/zEiRP62c9+plWrVulLX/qSJk6cqI0bN2rfvn164403JEnV1dU6cuSIfvGLX2j8+PGaMWOGli9frnXr1qm9vb2vSgYAAIaI76sNl5aWqrCwUHl5eXrkkUfs8bq6OgUCAeXl5dljI0eO1LBhw1RTU6MpU6aopqZG48aNU0ZGhj2noKBA8+fP1+HDhzVhwoQuj+f3++X3++1ln88nSQoEAgoEAmF9bp3bC/d2o5FrgBXpEj4xV5wV8rs/MfE12p/eX7GAfpkn2nvW07r6JMA899xzevPNN3XgwIEu67xerxISEpSamhoynpGRIa/Xa885O7x0ru9c150VK1Zo6dKlXcarq6uVlJR0KU/jojweT59sN5pUTYp0BeGzPCcY6RIuu+3bt0e6hEvWH95fsYR+mSdae9bW1tajeWEPMO+//77uu+8+eTweJSYmhnvz57V48WKVl5fbyz6fT1lZWcrPz1dycnJYHysQCMjj8Wj69OlyOp1h3XYkja3cqUOVBV3GTOeKs7Q8J6glB+PkDzoiXc5ldW4/TRCr769YRb/ME+096zyCcjFhDzB1dXVqbm7W5z//eXuso6NDe/fu1Y9+9CPt3LlT7e3tam1tDdkL09TUJLfbLUlyu93av39/yHY7r1LqnHMul8sll8vVZdzpdPZZg/py25Hg73B0eT7+jtj5D74/6Iip59MTJr8+Y+39Fevol3mitWc9rSnsJ/FOmzZNb7/9turr6+2fnJwcFRcX27edTqd27dpl36ehoUGNjY3Kzc2VJOXm5urtt99Wc3OzPcfj8Sg5OVmjR48Od8kAAMAwYd8DM3jwYI0dOzZkbNCgQRoyZIg9PmfOHJWXlystLU3Jycm65557lJubqylTpkiS8vPzNXr0aM2ePVtVVVXyer16+OGHVVpa2u1eFgAA0L/02VVIF/LDH/5QcXFxKioqkt/vV0FBgX784x/b6wcMGKBt27Zp/vz5ys3N1aBBg1RSUqJly5ZFolwAABBlLkuAefXVV0OWExMTtW7dOq1bt+689xk+fLjRV1AA0aDzw+zeW1kY4UoAILz4LiQAAGAcAgwAADAOAQYAABgnIifxIvrxRYAAgGjGHhgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgnPhIF4DoMmLRK5EuAX2gs6/vrSyMcCUAEB7sgQEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxuGTeMGn7wIAjBP2PTArVqzQddddp8GDBys9PV233367GhoaQuacPn1apaWlGjJkiK644goVFRWpqakpZE5jY6MKCwuVlJSk9PR0LVy4UGfOnAl3uQAAwEBhDzB79uxRaWmp3njjDXk8HgUCAeXn5+vUqVP2nPvvv18vv/yyXnjhBe3Zs0fHjx/XnXfeaa/v6OhQYWGh2tvbtW/fPj377LPatGmTKioqwl0uAAAwUNgPIe3YsSNkedOmTUpPT1ddXZ1uvPFGnThxQj/72c+0ZcsWfelLX5Ikbdy4UaNGjdIbb7yhKVOmqLq6WkeOHNHvfvc7ZWRkaPz48Vq+fLkefPBBVVZWKiEhIdxlAwAAg/T5OTAnTpyQJKWlpUmS6urqFAgElJeXZ88ZOXKkhg0bppqaGk2ZMkU1NTUaN26cMjIy7DkFBQWaP3++Dh8+rAkTJnR5HL/fL7/fby/7fD5JUiAQUCAQCOtz6txeuLcbKa4BVqRL6FOuOCvkd39mwms21t5fsY5+mSfae9bTuvo0wASDQS1YsEA33HCDxo4dK0nyer1KSEhQampqyNyMjAx5vV57ztnhpXN957rurFixQkuXLu0yXl1draSkpE/6VLrl8Xj6ZLuXW9WkSFdweSzPCUa6hIjbvn17pEvosVh5f/UX9Ms80dqztra2Hs3r0wBTWlqqQ4cO6fXXX+/Lh5EkLV68WOXl5fayz+dTVlaW8vPzlZycHNbHCgQC8ng8mj59upxOZ1i3fTmNrdwZ6RIuC1ecpeU5QS05GCd/0BHpciLqUGVBpEu4qFh5f/UX9Ms80d6zziMoF9NnAaasrEzbtm3T3r179elPf9oed7vdam9vV2tra8hemKamJrndbnvO/v37Q7bXeZVS55xzuVwuuVyuLuNOp7PPGtSX2+5rH1863b/+Y+4POuTv6F/P+VyfXVKt91YWRrqMHjH5/dUf0S/zRGvPelpT2K9CsixLZWVlevHFF7V7925lZ2eHrJ84caKcTqd27dpljzU0NKixsVG5ubmSpNzcXL399ttqbm6253g8HiUnJ2v06NHhLhkAABgm7HtgSktLtWXLFv32t7/V4MGD7XNWUlJSNHDgQKWkpGjOnDkqLy9XWlqakpOTdc899yg3N1dTpkyRJOXn52v06NGaPXu2qqqq5PV69fDDD6u0tLTbvSwAAKB/CXuAefrppyVJN910U8j4xo0b9a1vfUuS9MMf/lBxcXEqKiqS3+9XQUGBfvzjH9tzBwwYoG3btmn+/PnKzc3VoEGDVFJSomXLloW7XAAAYKCwBxjLuvilqomJiVq3bp3WrVt33jnDhw836ooJAABw+fBljgAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYoJ8ZseiV//9t5ABgLgIM0E8RZACYjAADAACME/Yvc0R04/+4AQCxgADTTxBcAACxhENIAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcD0A1xCDQCINQQYAABgHAIMAAAwDgEGAAAYhwADAACMw3chxTBO3gUAxCr2wMQYQgsAoD8gwAAAAONwCClGsOcFl+rs1857KwsjWAkA9Bx7YAAAgHHYAxOD2BsDAIh1BBgANg4nATBFVB9CWrdunUaMGKHExERNnjxZ+/fvj3RJUWHEolfYywIA6Ne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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#'Temperature, water'\n", + "# errors=‘ignore’, invalid dimension conversions will return the NaN.\n", + "df = harmonize.harmonize(df, 'Temperature, water', intermediate_columns=True, report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
221FLCBA_WQX-BAS0278.9deg FNaN26.0555555555556 degree_CelsiusdegF
2121FLPNS_WQX-3303001923.12deg CNaN23.12 degree_CelsiusdegC
3321FLPNS_WQX-330300G916.43deg CNaN16.43 degree_CelsiusdegC
3421FLPNS_WQX-33010H2429.78deg CNaN29.78 degree_CelsiusdegC
3621FLPNS_WQX-33010G1026.72deg CNaN26.72 degree_CelsiusdegC
.....................
38439521FLPNS_WQX-G5NW000726.8deg CNaN26.8 degree_CelsiusdegC
38440821FLPNS_WQX-G5NW000727.5deg CNaN27.5 degree_CelsiusdegC
38440921FLPNS_WQX-G5NW003527.8deg CNaN27.8 degree_CelsiusdegC
38441821FLPNS_WQX-G4NW050824.5deg CNaN24.5 degree_CelsiusdegC
38441921AWIC-115219.94deg CNaN19.94 degree_CelsiusdegC
\n", + "

74487 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "2 21FLCBA_WQX-BAS02 78.9 \n", + "21 21FLPNS_WQX-33030019 23.12 \n", + "33 21FLPNS_WQX-330300G9 16.43 \n", + "34 21FLPNS_WQX-33010H24 29.78 \n", + "36 21FLPNS_WQX-33010G10 26.72 \n", + "... ... ... \n", + "384395 21FLPNS_WQX-G5NW0007 26.8 \n", + "384408 21FLPNS_WQX-G5NW0007 27.5 \n", + "384409 21FLPNS_WQX-G5NW0035 27.8 \n", + "384418 21FLPNS_WQX-G4NW0508 24.5 \n", + "384419 21AWIC-1152 19.94 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Temperature \\\n", + "2 deg F NaN 26.0555555555556 degree_Celsius \n", + "21 deg C NaN 23.12 degree_Celsius \n", + "33 deg C NaN 16.43 degree_Celsius \n", + "34 deg C NaN 29.78 degree_Celsius \n", + "36 deg C NaN 26.72 degree_Celsius \n", + "... ... ... ... \n", + "384395 deg C NaN 26.8 degree_Celsius \n", + "384408 deg C NaN 27.5 degree_Celsius \n", + "384409 deg C NaN 27.8 degree_Celsius \n", + "384418 deg C NaN 24.5 degree_Celsius \n", + "384419 deg C NaN 19.94 degree_Celsius \n", + "\n", + " Units \n", + "2 degF \n", + "21 degC \n", + "33 degC \n", + "34 degC \n", + "36 degC \n", + "... ... \n", + "384395 degC \n", + "384408 degC \n", + "384409 degC \n", + "384418 degC \n", + "384419 degC \n", + "\n", + "[74487 rows x 6 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", + "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", + "temperature_results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
141086NARS_WQX-OWW04440-0401NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
20945321FLCBA-FWB0579.8NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...79.8 degree_CelsiusdegC
20951921FLCBA-FWB0581.7NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...81.7 degree_CelsiusdegC
21040021FLCBA-FWB0282.1NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...82.1 degree_CelsiusdegC
21040121FLCBA-FWB0282.6NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...82.6 degree_CelsiusdegC
21040221FLCBA-FWB0271.8NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...71.8 degree_CelsiusdegC
21040321FLCBA-FWB0279.4NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...79.4 degree_CelsiusdegC
21608321FLCBA-RIV0274.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...74.2 degree_CelsiusdegC
21608421FLCBA-RIV0274.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...74.2 degree_CelsiusdegC
22071521FLCBA-FWB0183.3NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...83.3 degree_CelsiusdegC
22079921FLCBA-FWB0171.2NaNResultMeasure/MeasureUnitCode: MISSING UNITS, ...71.2 degree_CelsiusdegC
\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "141086 NARS_WQX-OWW04440-0401 NaN \n", + "209453 21FLCBA-FWB05 79.8 \n", + "209519 21FLCBA-FWB05 81.7 \n", + "210400 21FLCBA-FWB02 82.1 \n", + "210401 21FLCBA-FWB02 82.6 \n", + "210402 21FLCBA-FWB02 71.8 \n", + "210403 21FLCBA-FWB02 79.4 \n", + "216083 21FLCBA-RIV02 74.2 \n", + "216084 21FLCBA-RIV02 74.2 \n", + "220715 21FLCBA-FWB01 83.3 \n", + "220799 21FLCBA-FWB01 71.2 \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "141086 NaN \n", + "209453 NaN \n", + "209519 NaN \n", + "210400 NaN \n", + "210401 NaN \n", + "210402 NaN \n", + "210403 NaN \n", + "216083 NaN \n", + "216084 NaN \n", + "220715 NaN \n", + "220799 NaN \n", + "\n", + " QA_flag \\\n", + "141086 ResultMeasureValue: missing (NaN) result; Resu... \n", + "209453 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "209519 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "210400 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "210401 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "210402 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "210403 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "216083 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "216084 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "220715 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "220799 ResultMeasure/MeasureUnitCode: MISSING UNITS, ... \n", + "\n", + " Temperature Units \n", + "141086 NaN degC \n", + "209453 79.8 degree_Celsius degC \n", + "209519 81.7 degree_Celsius degC \n", + "210400 82.1 degree_Celsius degC \n", + "210401 82.6 degree_Celsius degC \n", + "210402 71.8 degree_Celsius degC \n", + "210403 79.4 degree_Celsius degC \n", + "216083 74.2 degree_Celsius degC \n", + "216084 74.2 degree_Celsius degC \n", + "220715 83.3 degree_Celsius degC \n", + "220799 71.2 degree_Celsius degC " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine missing units\n", + "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see where the units were missing, the results were assumed to be in degree_Celsius already" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasureValue: missing (NaN) result; ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This is also noted in the QA_flag field\n", + "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
4937911NPSWRD_WQX-GUIS_NALONaNdeg CResultMeasureValue: missing (NaN) resultNaNdegC
141086NARS_WQX-OWW04440-0401NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "49379 11NPSWRD_WQX-GUIS_NALO NaN \n", + "141086 NARS_WQX-OWW04440-0401 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "49379 deg C \n", + "141086 NaN \n", + "\n", + " QA_flag Temperature Units \n", + "49379 ResultMeasureValue: missing (NaN) result NaN degC \n", + "141086 ResultMeasureValue: missing (NaN) result; Resu... NaN degC " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look for any without usable results\n", + "temperature_results.loc[df['Temperature'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_ADEM_ALPT3024.986667
111NPSWRD_WQX-GUIS_BCCA136.800000
211NPSWRD_WQX-GUIS_BISA3222.696250
311NPSWRD_WQX-GUIS_BOPI132.000000
411NPSWRD_WQX-GUIS_CMP_PKT012025.125000
............
2232UWFCEDB_WQX-SRC-AI31-221023.020000
2233UWFCEDB_WQX-SRC-AI36-221023.230000
2234UWFCEDB_WQX-SRC-AI42-221022.650000
2235UWFCEDB_WQX-SRC-AI44-221022.890000
2236UWFCEDB_WQX-SRC-AK41-22821.462500
\n", + "

2237 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11NPSWRD_WQX-GUIS_ADEM_ALPT 30 24.986667\n", + "1 11NPSWRD_WQX-GUIS_BCCA 1 36.800000\n", + "2 11NPSWRD_WQX-GUIS_BISA 32 22.696250\n", + "3 11NPSWRD_WQX-GUIS_BOPI 1 32.000000\n", + "4 11NPSWRD_WQX-GUIS_CMP_PKT01 20 25.125000\n", + "... ... ... ...\n", + "2232 UWFCEDB_WQX-SRC-AI31-22 10 23.020000\n", + "2233 UWFCEDB_WQX-SRC-AI36-22 10 23.230000\n", + "2234 UWFCEDB_WQX-SRC-AI42-22 10 22.650000\n", + "2235 UWFCEDB_WQX-SRC-AI44-22 10 22.890000\n", + "2236 UWFCEDB_WQX-SRC-AK41-22 8 21.462500\n", + "\n", + "[2237 rows x 3 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate temperature data by station\n", + "visualize.station_summary(temperature_results, 'Temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average temperature results at each station\n", + "gdf_temperature = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", + "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Dissolved oxygen" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + } + ], + "source": [ + "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", + "df = harmonize.harmonize(df, 'Dissolved oxygen (DO)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
721FLPNS_WQX-33030D716.64mg/LNaN6.64 milligram / liter
1921FLCBA_WQX-SRS036.28mg/LNaN6.28 milligram / liter
2021FLPNS_WQX-33020K204.53mg/LNaN4.53 milligram / liter
2421FLPNS_WQX-330300199.32mg/LNaN9.32 milligram / liter
2721FLCMP_WQX-3201BM214.5mg/LNaN4.5 milligram / liter
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38439721AWIC-11528.89mg/LNaN8.89 milligram / liter
38439821FLPNS_WQX-G4NW00358.64mg/LNaN8.64 milligram / liter
38440021FLPNS_WQX-G4NW05087.97mg/LNaN7.97 milligram / liter
38441021FLPNS_WQX-G5NW00689.13mg/LNaN9.13 milligram / liter
38441221FLPNS_WQX-G4NW05098.02mg/LNaN8.02 milligram / liter
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62058 rows × 5 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "7 21FLPNS_WQX-33030D71 6.64 \n", + "19 21FLCBA_WQX-SRS03 6.28 \n", + "20 21FLPNS_WQX-33020K20 4.53 \n", + "24 21FLPNS_WQX-33030019 9.32 \n", + "27 21FLCMP_WQX-3201BM21 4.5 \n", + "... ... ... \n", + "384397 21AWIC-1152 8.89 \n", + "384398 21FLPNS_WQX-G4NW0035 8.64 \n", + "384400 21FLPNS_WQX-G4NW0508 7.97 \n", + "384410 21FLPNS_WQX-G5NW0068 9.13 \n", + "384412 21FLPNS_WQX-G4NW0509 8.02 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag DO \n", + "7 mg/L NaN 6.64 milligram / liter \n", + "19 mg/L NaN 6.28 milligram / liter \n", + "20 mg/L NaN 4.53 milligram / liter \n", + "24 mg/L NaN 9.32 milligram / liter \n", + "27 mg/L NaN 4.5 milligram / liter \n", + "... ... ... ... \n", + "384397 mg/L NaN 8.89 milligram / liter \n", + "384398 mg/L NaN 8.64 milligram / liter \n", + "384400 mg/L NaN 7.97 milligram / liter \n", + "384410 mg/L NaN 9.13 milligram / liter \n", + "384412 mg/L NaN 8.02 milligram / liter \n", + "\n", + "[62058 rows x 5 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", + "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", + "do_res" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
721FLPNS_WQX-33030D716.64mg/LNaN6.64 milligram / liter
1921FLCBA_WQX-SRS036.28mg/LNaN6.28 milligram / liter
2021FLPNS_WQX-33020K204.53mg/LNaN4.53 milligram / liter
2421FLPNS_WQX-330300199.32mg/LNaN9.32 milligram / liter
2721FLCMP_WQX-3201BM214.5mg/LNaN4.5 milligram / liter
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38439721AWIC-11528.89mg/LNaN8.89 milligram / liter
38439821FLPNS_WQX-G4NW00358.64mg/LNaN8.64 milligram / liter
38440021FLPNS_WQX-G4NW05087.97mg/LNaN7.97 milligram / liter
38441021FLPNS_WQX-G5NW00689.13mg/LNaN9.13 milligram / liter
38441221FLPNS_WQX-G4NW05098.02mg/LNaN8.02 milligram / liter
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38980 rows × 5 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "7 21FLPNS_WQX-33030D71 6.64 \n", + "19 21FLCBA_WQX-SRS03 6.28 \n", + "20 21FLPNS_WQX-33020K20 4.53 \n", + "24 21FLPNS_WQX-33030019 9.32 \n", + "27 21FLCMP_WQX-3201BM21 4.5 \n", + "... ... ... \n", + "384397 21AWIC-1152 8.89 \n", + "384398 21FLPNS_WQX-G4NW0035 8.64 \n", + "384400 21FLPNS_WQX-G4NW0508 7.97 \n", + "384410 21FLPNS_WQX-G5NW0068 9.13 \n", + "384412 21FLPNS_WQX-G4NW0509 8.02 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag DO \n", + "7 mg/L NaN 6.64 milligram / liter \n", + "19 mg/L NaN 6.28 milligram / liter \n", + "20 mg/L NaN 4.53 milligram / liter \n", + "24 mg/L NaN 9.32 milligram / liter \n", + "27 mg/L NaN 4.5 milligram / liter \n", + "... ... ... ... \n", + "384397 mg/L NaN 8.89 milligram / liter \n", + "384398 mg/L NaN 8.64 milligram / liter \n", + "384400 mg/L NaN 7.97 milligram / liter \n", + "384410 mg/L NaN 9.13 milligram / liter \n", + "384412 mg/L NaN 8.02 milligram / liter \n", + "\n", + "[38980 rows x 5 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
011NPSWRD_WQX-GUIS_ADEM_ALPT306.698000
111NPSWRD_WQX-GUIS_BCCA10.270000
211NPSWRD_WQX-GUIS_BISA327.194375
311NPSWRD_WQX-GUIS_BOPI17.540000
411NPSWRD_WQX-GUIS_FPPO19.950000
............
1845UWFCEDB_WQX-SRC-AI31-22203.723390
1846UWFCEDB_WQX-SRC-AI36-22203.513705
1847UWFCEDB_WQX-SRC-AI42-22203.677337
1848UWFCEDB_WQX-SRC-AI44-22203.658370
1849UWFCEDB_WQX-SRC-AK41-22162.706512
\n", + "

1850 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 11NPSWRD_WQX-GUIS_ADEM_ALPT 30 6.698000\n", + "1 11NPSWRD_WQX-GUIS_BCCA 1 0.270000\n", + "2 11NPSWRD_WQX-GUIS_BISA 32 7.194375\n", + "3 11NPSWRD_WQX-GUIS_BOPI 1 7.540000\n", + "4 11NPSWRD_WQX-GUIS_FPPO 1 9.950000\n", + "... ... ... ...\n", + "1845 UWFCEDB_WQX-SRC-AI31-22 20 3.723390\n", + "1846 UWFCEDB_WQX-SRC-AI36-22 20 3.513705\n", + "1847 UWFCEDB_WQX-SRC-AI42-22 20 3.677337\n", + "1848 UWFCEDB_WQX-SRC-AI44-22 20 3.658370\n", + "1849 UWFCEDB_WQX-SRC-AK41-22 16 2.706512\n", + "\n", + "[1850 rows x 3 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate DO data by station\n", + "visualize.station_summary(do_res, 'DO')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map Averages at each station\n", + "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### pH" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 53275.000000\n", + "mean 7.351911\n", + "std 0.904735\n", + "min 0.500000\n", + "25% 6.890000\n", + "50% 7.700000\n", + "75% 8.000000\n", + "max 16.200000\n", + "dtype: float64\n", + "Unusable results: 51\n", + "Usable results with inferred units: 36\n", + "Results outside threshold (0.0 to 12.780318316667021): 1\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pH, this time looking at a report\n", + "df = harmonize.harmonize(df, 'pH', report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the warnings that occur when a unit is not recognized by the package. These occur even when report=False. Future versions could include these as defined units for pH, but here it wouldn't alter results." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
07.29NoneNaN7.29 dimensionless
117.45NoneNaN7.45 dimensionless
136.57NoneNaN6.57 dimensionless
146.57NoneNaN6.57 dimensionless
167.72NoneNaN7.72 dimensionless
...............
3844067.2NoneNaN7.2 dimensionless
3844077.3NoneNaN7.3 dimensionless
3844117.64NoneNaN7.64 dimensionless
3844144.98NoneNaN4.98 dimensionless
3844167.93NoneNaN7.93 dimensionless
\n", + "

53326 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "0 7.29 None NaN \n", + "11 7.45 None NaN \n", + "13 6.57 None NaN \n", + "14 6.57 None NaN \n", + "16 7.72 None NaN \n", + "... ... ... ... \n", + "384406 7.2 None NaN \n", + "384407 7.3 None NaN \n", + "384411 7.64 None NaN \n", + "384414 4.98 None NaN \n", + "384416 7.93 None NaN \n", + "\n", + " pH \n", + "0 7.29 dimensionless \n", + "11 7.45 dimensionless \n", + "13 6.57 dimensionless \n", + "14 6.57 dimensionless \n", + "16 7.72 dimensionless \n", + "... ... \n", + "384406 7.2 dimensionless \n", + "384407 7.3 dimensionless \n", + "384411 7.64 dimensionless \n", + "384414 4.98 dimensionless \n", + "384416 7.93 dimensionless \n", + "\n", + "[53326 rows x 4 columns]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Salinity" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 67623.000000\n", + "mean 16.269404\n", + "std 157.060309\n", + "min 0.000000\n", + "25% 6.600000\n", + "50% 16.400000\n", + "75% 23.580000\n", + "max 37782.000000\n", + "dtype: float64\n", + "Unusable results: 416\n", + "Usable results with inferred units: 10\n", + "Results outside threshold (0.0 to 958.6312594284706): 4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Salinity\n", + "df = harmonize.harmonize(df, 'Salinity', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
418.9ppthNaN18.9 Practical_Salinity_Units
611.82ppthNaN11.82 Practical_Salinity_Units
10.03pptNaN0.03 Practical_Salinity_Units
150.50ppthNaN0.5 Practical_Salinity_Units
173.3ppthNaN3.3 Practical_Salinity_Units
...............
38438426.3ppthNaN26.3 Practical_Salinity_Units
38438710.06ppthNaN10.06 Practical_Salinity_Units
38439317.88ppthNaN17.88 Practical_Salinity_Units
38440321.01ppthNaN21.01 Practical_Salinity_Units
384413.02pptNaN0.02 Practical_Salinity_Units
\n", + "

68039 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "4 18.9 ppth NaN \n", + "6 11.82 ppth NaN \n", + "10 .03 ppt NaN \n", + "15 0.50 ppth NaN \n", + "17 3.3 ppth NaN \n", + "... ... ... ... \n", + "384384 26.3 ppth NaN \n", + "384387 10.06 ppth NaN \n", + "384393 17.88 ppth NaN \n", + "384403 21.01 ppth NaN \n", + "384413 .02 ppt NaN \n", + "\n", + " Salinity \n", + "4 18.9 Practical_Salinity_Units \n", + "6 11.82 Practical_Salinity_Units \n", + "10 0.03 Practical_Salinity_Units \n", + "15 0.5 Practical_Salinity_Units \n", + "17 3.3 Practical_Salinity_Units \n", + "... ... \n", + "384384 26.3 Practical_Salinity_Units \n", + "384387 10.06 Practical_Salinity_Units \n", + "384393 17.88 Practical_Salinity_Units \n", + "384403 21.01 Practical_Salinity_Units \n", + "384413 0.02 Practical_Salinity_Units \n", + "\n", + "[68039 rows x 4 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", + "df.loc[df['CharacteristicName']=='Salinity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Nitrogen" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'cm3/g' UNDEFINED UNIT for Nitrogen\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 109.000000\n", + "mean 26.920174\n", + "std 160.257726\n", + "min 0.000700\n", + "25% 0.410000\n", + "50% 0.629000\n", + "75% 1.120000\n", + "max 1630.000000\n", + "dtype: float64\n", + "Unusable results: 4\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 988.466532186079): 1\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Nitrogen\n", + "df = harmonize.harmonize(df, 'Nitrogen', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
408750.3mg/LNaN0.3 milligram / liter
410750.36mg/LNaN0.36 milligram / liter
412100.33875mg/LNaN0.33875 milligram / liter
413270.53125mg/LNaN0.53125 milligram / liter
41836135mg/kgNaN135.00000000000003 milligram / liter
...............
38287718.69mg/lNaN18.69 milligram / liter
38288416.18mg/lNaN16.18 milligram / liter
38288518.99mg/lNaN18.99 milligram / liter
38288818.72mg/lNaN18.72 milligram / liter
38289017.61mg/lNaN17.61 milligram / liter
\n", + "

113 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "40875 0.3 mg/L NaN \n", + "41075 0.36 mg/L NaN \n", + "41210 0.33875 mg/L NaN \n", + "41327 0.53125 mg/L NaN \n", + "41836 135 mg/kg NaN \n", + "... ... ... ... \n", + "382877 18.69 mg/l NaN \n", + "382884 16.18 mg/l NaN \n", + "382885 18.99 mg/l NaN \n", + "382888 18.72 mg/l NaN \n", + "382890 17.61 mg/l NaN \n", + "\n", + " Nitrogen \n", + "40875 0.3 milligram / liter \n", + "41075 0.36 milligram / liter \n", + "41210 0.33875 milligram / liter \n", + "41327 0.53125 milligram / liter \n", + "41836 135.00000000000003 milligram / liter \n", + "... ... \n", + "382877 18.69 milligram / liter \n", + "382884 16.18 milligram / liter \n", + "382885 18.99 milligram / liter \n", + "382888 18.72 milligram / liter \n", + "382890 17.61 milligram / liter \n", + "\n", + "[113 rows x 4 columns]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", + "df.loc[df['CharacteristicName']=='Nitrogen', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Conductivity" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 1818.000000\n", + "mean 17085.221414\n", + "std 16116.889030\n", + "min 0.040000\n", + "25% 130.000000\n", + "50% 16994.750000\n", + "75% 30306.650000\n", + "max 54886.200000\n", + "dtype: float64\n", + "Unusable results: 8\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 113786.55559242623): 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Conductivity\n", + "df = harmonize.harmonize(df, 'Conductivity', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
819204.2umho/cmNaN19204.2 microsiemens / centimeter
45222.3umho/cmNaN222.3 microsiemens / centimeter
221102.8umho/cmNaN102.8 microsiemens / centimeter
37411017.5umho/cmNaN11017.5 microsiemens / centimeter
69132umho/cmNaN32.0 microsiemens / centimeter
...............
384180110umho/cmNaN110.0 microsiemens / centimeter
38418765umho/cmNaN65.0 microsiemens / centimeter
384188110umho/cmNaN110.0 microsiemens / centimeter
384191390umho/cmNaN390.0 microsiemens / centimeter
38419365umho/cmNaN65.0 microsiemens / centimeter
\n", + "

1826 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "8 19204.2 umho/cm NaN \n", + "45 222.3 umho/cm NaN \n", + "221 102.8 umho/cm NaN \n", + "374 11017.5 umho/cm NaN \n", + "691 32 umho/cm NaN \n", + "... ... ... ... \n", + "384180 110 umho/cm NaN \n", + "384187 65 umho/cm NaN \n", + "384188 110 umho/cm NaN \n", + "384191 390 umho/cm NaN \n", + "384193 65 umho/cm NaN \n", + "\n", + " Conductivity \n", + "8 19204.2 microsiemens / centimeter \n", + "45 222.3 microsiemens / centimeter \n", + "221 102.8 microsiemens / centimeter \n", + "374 11017.5 microsiemens / centimeter \n", + "691 32.0 microsiemens / centimeter \n", + "... ... \n", + "384180 110.0 microsiemens / centimeter \n", + "384187 65.0 microsiemens / centimeter \n", + "384188 110.0 microsiemens / centimeter \n", + "384191 390.0 microsiemens / centimeter \n", + "384193 65.0 microsiemens / centimeter \n", + "\n", + "[1826 rows x 4 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", + "df.loc[df['CharacteristicName']=='Conductivity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Chlorophyll a" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'ug/cm2' UNDEFINED UNIT for Chlorophyll\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 9235.000000\n", + "mean 1.173530\n", + "std 1.200244\n", + "min -0.840000\n", + "25% 0.008460\n", + "50% 0.970000\n", + "75% 1.850000\n", + "max 9.990000\n", + "dtype: float64\n", + "Unusable results: 551\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 8.374993385424874): 8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Chlorophyll a\n", + "df = harmonize.harmonize(df, 'Chlorophyll a', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
251NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
525NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
6212.3mg/m3NaN0.0023000000000000004 milligram / liter
1135NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
12702.9mg/m3NaN0.0029000000000000007 milligram / liter
...............
3840066.73ug/LNaN0.006730000000000001 milligram / liter
3840131.89ug/LNaN0.00189 milligram / liter
3840504.08ug/LNaN0.00408 milligram / liter
3841211.62ug/LNaN0.0016200000000000001 milligram / liter
384373NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
\n", + "

9786 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "251 NaN NaN \n", + "525 NaN NaN \n", + "621 2.3 mg/m3 \n", + "1135 NaN NaN \n", + "1270 2.9 mg/m3 \n", + "... ... ... \n", + "384006 6.73 ug/L \n", + "384013 1.89 ug/L \n", + "384050 4.08 ug/L \n", + "384121 1.62 ug/L \n", + "384373 NaN NaN \n", + "\n", + " QA_flag \\\n", + "251 ResultMeasureValue: missing (NaN) result; Resu... \n", + "525 ResultMeasureValue: missing (NaN) result; Resu... \n", + "621 NaN \n", + "1135 ResultMeasureValue: missing (NaN) result; Resu... \n", + "1270 NaN \n", + "... ... \n", + "384006 NaN \n", + "384013 NaN \n", + "384050 NaN \n", + "384121 NaN \n", + "384373 ResultMeasureValue: missing (NaN) result; Resu... \n", + "\n", + " Chlorophyll \n", + "251 NaN \n", + "525 NaN \n", + "621 0.0023000000000000004 milligram / liter \n", + "1135 NaN \n", + "1270 0.0029000000000000007 milligram / liter \n", + "... ... \n", + "384006 0.006730000000000001 milligram / liter \n", + "384013 0.00189 milligram / liter \n", + "384050 0.00408 milligram / liter \n", + "384121 0.0016200000000000001 milligram / liter \n", + "384373 NaN \n", + "\n", + "[9786 rows x 4 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", + "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Organic Carbon" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 4428.000000\n", + "mean 1240.193144\n", + "std 12094.529994\n", + "min 0.000000\n", + "25% 2.600000\n", + "50% 4.300000\n", + "75% 8.600000\n", + "max 410000.000000\n", + "dtype: float64\n", + "Unusable results: 161\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 73807.37310572137): 22\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Organic carbon (%)\n", + "df = harmonize.harmonize(df, 'Organic carbon', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
1212.6mg/LNaN2.6 milligram / liter
1705.2mg/LNaN5.2 milligram / liter
176NaNmg/LResultMeasureValue: missing (NaN) resultNaN
2083.9mg/LNaN3.9 milligram / liter
2402.5mg/LNaN2.5 milligram / liter
...............
3843395.9mg/LNaN5.9 milligram / liter
3843581.353mg/LNaN1.353 milligram / liter
3843606.7mg/LNaN6.7 milligram / liter
3843712.7mg/LNaN2.7 milligram / liter
3843902.5mg/LNaN2.5 milligram / liter
\n", + "

4589 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "121 2.6 mg/L \n", + "170 5.2 mg/L \n", + "176 NaN mg/L \n", + "208 3.9 mg/L \n", + "240 2.5 mg/L \n", + "... ... ... \n", + "384339 5.9 mg/L \n", + "384358 1.353 mg/L \n", + "384360 6.7 mg/L \n", + "384371 2.7 mg/L \n", + "384390 2.5 mg/L \n", + "\n", + " QA_flag Carbon \n", + "121 NaN 2.6 milligram / liter \n", + "170 NaN 5.2 milligram / liter \n", + "176 ResultMeasureValue: missing (NaN) result NaN \n", + "208 NaN 3.9 milligram / liter \n", + "240 NaN 2.5 milligram / liter \n", + "... ... ... \n", + "384339 NaN 5.9 milligram / liter \n", + "384358 NaN 1.353 milligram / liter \n", + "384360 NaN 6.7 milligram / liter \n", + "384371 NaN 2.7 milligram / liter \n", + "384390 NaN 2.5 milligram / liter \n", + "\n", + "[4589 rows x 4 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", + "df.loc[df['CharacteristicName']=='Organic carbon', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Turbidity" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 37839.000000\n", + "mean 9.069313\n", + "std 211.094933\n", + "min -0.840000\n", + "25% 1.400000\n", + "50% 2.500000\n", + "75% 4.810000\n", + "max 32342.452300\n", + "dtype: float64\n", + "Unusable results: 167\n", + "Usable results with inferred units: 10\n", + "Results outside threshold (0.0 to 1275.6389091265294): 45\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Turbidity (NTU)\n", + "df = harmonize.harmonize(df, 'Turbidity', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTurbidity
120NTUNaN0.0 Nephelometric_Turbidity_Units
495.6NTUNaN5.6 Nephelometric_Turbidity_Units
5128NTUNaN28.0 Nephelometric_Turbidity_Units
702NTUNaN2.0 Nephelometric_Turbidity_Units
851.4NTUNaN1.4 Nephelometric_Turbidity_Units
...............
3843552.2NTUNaN2.2 Nephelometric_Turbidity_Units
3843593.3NTUNaN3.3 Nephelometric_Turbidity_Units
3843916.2NTUNaN6.2 Nephelometric_Turbidity_Units
3844022.7NTUNaN2.7 Nephelometric_Turbidity_Units
3844171.2NTUNaN1.2 Nephelometric_Turbidity_Units
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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "12 0 NTU NaN \n", + "49 5.6 NTU NaN \n", + "51 28 NTU NaN \n", + "70 2 NTU NaN \n", + "85 1.4 NTU NaN \n", + "... ... ... ... \n", + "384355 2.2 NTU NaN \n", + "384359 3.3 NTU NaN \n", + "384391 6.2 NTU NaN \n", + "384402 2.7 NTU NaN \n", + "384417 1.2 NTU NaN \n", + "\n", + " Turbidity \n", + "12 0.0 Nephelometric_Turbidity_Units \n", + "49 5.6 Nephelometric_Turbidity_Units \n", + "51 28.0 Nephelometric_Turbidity_Units \n", + "70 2.0 Nephelometric_Turbidity_Units \n", + "85 1.4 Nephelometric_Turbidity_Units \n", + "... ... \n", + "384355 2.2 Nephelometric_Turbidity_Units \n", + "384359 3.3 Nephelometric_Turbidity_Units \n", + "384391 6.2 Nephelometric_Turbidity_Units \n", + "384402 2.7 Nephelometric_Turbidity_Units \n", + "384417 1.2 Nephelometric_Turbidity_Units \n", + "\n", + "[38006 rows x 4 columns]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Turbidity']\n", + "df.loc[df['CharacteristicName']=='Turbidity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Sediment" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "# Sediment\n", + "df = harmonize.harmonize(df, 'Sediment', report=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSediment
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, QA_flag, Sediment]\n", + "Index: []" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']\n", + "df.loc[df['CharacteristicName']=='Sediment', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Phosphorus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: must be merged w/ activities (package runs query by site if not already merged)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + } + ], + "source": [ + "# Phosphorus\n", + "df = harmonize.harmonize(df, 'Phosphorus')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
18.061mg/LNaNNaN
140.13mg/LNaNNaN
1540.003mg/LNaNNaN
3400.002mg/LNaNNaN
3890.020mg/LNaNNaN
...............
3843530.03mg/LNaNNaN
3843660.003mg/LNaNNaN
384379.038mg/LNaNNaN
3843960.012mg/LNaNNaN
3843990.041mg/LNaNNaN
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5423 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag TDP_Phosphorus\n", + "18 .061 mg/L NaN NaN\n", + "140 .13 mg/L NaN NaN\n", + "154 0.003 mg/L NaN NaN\n", + "340 0.002 mg/L NaN NaN\n", + "389 0.020 mg/L NaN NaN\n", + "... ... ... ... ...\n", + "384353 0.03 mg/L NaN NaN\n", + "384366 0.003 mg/L NaN NaN\n", + "384379 .038 mg/L NaN NaN\n", + "384396 0.012 mg/L NaN NaN\n", + "384399 0.041 mg/L NaN NaN\n", + "\n", + "[5423 rows x 4 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All Phosphorus\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']\n", + "df.loc[df['Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
18.061mg/LNaNNaN
140.13mg/LNaNNaN
1540.003mg/LNaNNaN
3400.002mg/LNaNNaN
3890.020mg/LNaNNaN
...............
3843530.03mg/LNaNNaN
3843660.003mg/LNaNNaN
384379.038mg/LNaNNaN
3843960.012mg/LNaNNaN
3843990.041mg/LNaNNaN
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4693 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag TDP_Phosphorus\n", + "18 .061 mg/L NaN NaN\n", + "140 .13 mg/L NaN NaN\n", + "154 0.003 mg/L NaN NaN\n", + "340 0.002 mg/L NaN NaN\n", + "389 0.020 mg/L NaN NaN\n", + "... ... ... ... ...\n", + "384353 0.03 mg/L NaN NaN\n", + "384366 0.003 mg/L NaN NaN\n", + "384379 .038 mg/L NaN NaN\n", + "384396 0.012 mg/L NaN NaN\n", + "384399 0.041 mg/L NaN NaN\n", + "\n", + "[4693 rows x 4 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total phosphorus\n", + "df.loc[df['TP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
34120.019mg/LNaN0.019 milligram / liter
76020.002mg/LNaN0.002 milligram / liter
218040.003mg/LNaN0.003 milligram / liter
248360.019mg/LNaN0.019 milligram / liter
532710.002mg/LNaN0.002 milligram / liter
549580.017mg/LNaN0.017 milligram / liter
696270.021mg/LNaN0.021 milligram / liter
722330.003mg/LNaN0.003 milligram / liter
962040.020mg/LNaN0.02 milligram / liter
1012920.002mg/LNaN0.002 milligram / liter
1407630.00806mg/LNaN0.00806 milligram / liter
1438960.000031mg/LNaN3.1e-05 milligram / liter
1451770.002542mg/LNaN0.002542 milligram / liter
1456640.00341mg/LNaN0.00341 milligram / liter
1916130.00372mg/LNaN0.00372 milligram / liter
1934950.00961mg/LNaN0.00961 milligram / liter
1944130.00124mg/LNaN0.00124 milligram / liter
1951220.01271mg/LNaN0.01271 milligram / liter
3819700.030mg/l as PNaN0.03 milligram / liter
3819790.033mg/l as PNaN0.033 milligram / liter
3819820.024mg/l as PNaN0.024 milligram / liter
3819880.028mg/l as PNaN0.028 milligram / liter
3819970.021mg/l as PNaN0.021 milligram / liter
3820020.023mg/l as PNaN0.023 milligram / liter
3820140.037mg/l as PNaN0.037 milligram / liter
3820750.023mg/l as PNaN0.023 milligram / liter
3820830.02mg/l as PNaN0.02 milligram / liter
3820990.04mg/l as PNaN0.04 milligram / liter
3821140.03mg/l as PNaN0.03 milligram / liter
3821230.025mg/l as PNaN0.025 milligram / liter
3821500.05mg/l as PNaN0.05 milligram / liter
3821590.15mg/l as PNaN0.15 milligram / liter
3821790.03mg/l as PNaN0.03 milligram / liter
3822050.02mg/l as PNaN0.02 milligram / liter
3822270.07mg/l as PNaN0.07 milligram / liter
3822350.08mg/l as PNaN0.08 milligram / liter
3822500.02mg/l as PNaN0.02 milligram / liter
3822700.02mg/l as PNaN0.02 milligram / liter
3822820.04mg/l as PNaN0.04 milligram / liter
3823020.02mg/l as PNaN0.02 milligram / liter
3823150.05mg/l as PNaN0.05 milligram / liter
3826220.03mg/l as PNaN0.03 milligram / liter
3826290.05mg/l as PNaN0.05 milligram / liter
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "3412 0.019 mg/L NaN \n", + "7602 0.002 mg/L NaN \n", + "21804 0.003 mg/L NaN \n", + "24836 0.019 mg/L NaN \n", + "53271 0.002 mg/L NaN \n", + "54958 0.017 mg/L NaN \n", + "69627 0.021 mg/L NaN \n", + "72233 0.003 mg/L NaN \n", + "96204 0.020 mg/L NaN \n", + "101292 0.002 mg/L NaN \n", + "140763 0.00806 mg/L NaN \n", + "143896 0.000031 mg/L NaN \n", + "145177 0.002542 mg/L NaN \n", + "145664 0.00341 mg/L NaN \n", + "191613 0.00372 mg/L NaN \n", + "193495 0.00961 mg/L NaN \n", + "194413 0.00124 mg/L NaN \n", + "195122 0.01271 mg/L NaN \n", + "381970 0.030 mg/l as P NaN \n", + "381979 0.033 mg/l as P NaN \n", + "381982 0.024 mg/l as P NaN \n", + "381988 0.028 mg/l as P NaN \n", + "381997 0.021 mg/l as P NaN \n", + "382002 0.023 mg/l as P NaN \n", + "382014 0.037 mg/l as P NaN \n", + "382075 0.023 mg/l as P NaN \n", + "382083 0.02 mg/l as P NaN \n", + "382099 0.04 mg/l as P NaN \n", + "382114 0.03 mg/l as P NaN \n", + "382123 0.025 mg/l as P NaN \n", + "382150 0.05 mg/l as P NaN \n", + "382159 0.15 mg/l as P NaN \n", + "382179 0.03 mg/l as P NaN \n", + "382205 0.02 mg/l as P NaN \n", + "382227 0.07 mg/l as P NaN \n", + "382235 0.08 mg/l as P NaN \n", + "382250 0.02 mg/l as P NaN \n", + "382270 0.02 mg/l as P NaN \n", + "382282 0.04 mg/l as P NaN \n", + "382302 0.02 mg/l as P NaN \n", + "382315 0.05 mg/l as P NaN \n", + "382622 0.03 mg/l as P NaN \n", + "382629 0.05 mg/l as P NaN \n", + "\n", + " TDP_Phosphorus \n", + "3412 0.019 milligram / liter \n", + "7602 0.002 milligram / liter \n", + "21804 0.003 milligram / liter \n", + "24836 0.019 milligram / liter \n", + "53271 0.002 milligram / liter \n", + "54958 0.017 milligram / liter \n", + "69627 0.021 milligram / liter \n", + "72233 0.003 milligram / liter \n", + "96204 0.02 milligram / liter \n", + "101292 0.002 milligram / liter \n", + "140763 0.00806 milligram / liter \n", + "143896 3.1e-05 milligram / liter \n", + "145177 0.002542 milligram / liter \n", + "145664 0.00341 milligram / liter \n", + "191613 0.00372 milligram / liter \n", + "193495 0.00961 milligram / liter \n", + "194413 0.00124 milligram / liter \n", + "195122 0.01271 milligram / liter \n", + "381970 0.03 milligram / liter \n", + "381979 0.033 milligram / liter \n", + "381982 0.024 milligram / liter \n", + "381988 0.028 milligram / liter \n", + "381997 0.021 milligram / liter \n", + "382002 0.023 milligram / liter \n", + "382014 0.037 milligram / liter \n", + "382075 0.023 milligram / liter \n", + "382083 0.02 milligram / liter \n", + "382099 0.04 milligram / liter \n", + "382114 0.03 milligram / liter \n", + "382123 0.025 milligram / liter \n", + "382150 0.05 milligram / liter \n", + "382159 0.15 milligram / liter \n", + "382179 0.03 milligram / liter \n", + "382205 0.02 milligram / liter \n", + "382227 0.07 milligram / liter \n", + "382235 0.08 milligram / liter \n", + "382250 0.02 milligram / liter \n", + "382270 0.02 milligram / liter \n", + "382282 0.04 milligram / liter \n", + "382302 0.02 milligram / liter \n", + "382315 0.05 milligram / liter \n", + "382622 0.03 milligram / liter \n", + "382629 0.05 milligram / liter " + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total dissolved phosphorus\n", + "df.loc[df['TDP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
9580.5mg/LNaNNaN
9684.036mg/LNaNNaN
10920.089mg/LNaNNaN
11887.017mg/LNaNNaN
12938.067mg/LNaNNaN
...............
384150.18mg/LNaNNaN
384161.25mg/LNaNNaN
384173.16mg/LNaNNaN
384176.18mg/LNaNNaN
384185.31mg/LNaNNaN
\n", + "

687 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag TDP_Phosphorus\n", + "9580 .5 mg/L NaN NaN\n", + "9684 .036 mg/L NaN NaN\n", + "10920 .089 mg/L NaN NaN\n", + "11887 .017 mg/L NaN NaN\n", + "12938 .067 mg/L NaN NaN\n", + "... ... ... ... ...\n", + "384150 .18 mg/L NaN NaN\n", + "384161 .25 mg/L NaN NaN\n", + "384173 .16 mg/L NaN NaN\n", + "384176 .18 mg/L NaN NaN\n", + "384185 .31 mg/L NaN NaN\n", + "\n", + "[687 rows x 4 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All other phosphorus sample fractions\n", + "df.loc[df['Other_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Bacteria" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Fecal Coliform" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 10035.000000\n", + "mean 45.537618\n", + "std 448.839329\n", + "min 0.000000\n", + "25% 4.000000\n", + "50% 8.000000\n", + "75% 33.000000\n", + "max 33000.000000\n", + "dtype: float64\n", + "Unusable results: 40551\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 2738.5735941387825): 6\n" + ] + }, + { + "data": { + "image/png": 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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
180cfu/100mLNaNNaN
32MPN/100mLNaNNaN
5*Non-detectNaNResultMeasureValue: \"*Non-detect\" result canno...NaN
9*Non-detectNaNResultMeasureValue: \"*Non-detect\" result canno...NaN
2640cfu/100mLNaNNaN
...............
383681120cfu/100mLNaNNaN
38380952cfu/100mLNaNNaN
38409554cfu/100mLNaNNaN
38436261cfu/100mLNaNNaN
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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "1 80 cfu/100mL \n", + "3 2 MPN/100mL \n", + "5 *Non-detect NaN \n", + "9 *Non-detect NaN \n", + "26 40 cfu/100mL \n", + "... ... ... \n", + "383681 120 cfu/100mL \n", + "383809 52 cfu/100mL \n", + "384095 54 cfu/100mL \n", + "384362 61 cfu/100mL \n", + "384415 3 cfu/100mL \n", + "\n", + " QA_flag Fecal_Coliform \n", + "1 NaN NaN \n", + "3 NaN NaN \n", + "5 ResultMeasureValue: \"*Non-detect\" result canno... NaN \n", + "9 ResultMeasureValue: \"*Non-detect\" result canno... NaN \n", + "26 NaN NaN \n", + "... ... ... \n", + "383681 NaN NaN \n", + "383809 NaN NaN \n", + "384095 NaN NaN \n", + "384362 NaN NaN \n", + "384415 NaN NaN \n", + "\n", + "[50586 rows x 4 columns]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", + "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Escherichia coli" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 22.000000\n", + "mean 501.863636\n", + "std 610.053260\n", + "min 4.000000\n", + "25% 9.500000\n", + "50% 77.500000\n", + "75% 1000.000000\n", + "max 1700.000000\n", + "dtype: float64\n", + "Unusable results: 2863\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 4162.183198738116): 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", + "df = harmonize.harmonize(df, 'Escherichia coli', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
278190MPN/100mLNaNNaN
107936MPN/100mLNaNNaN
184863MPN/100mLNaNNaN
203244#/100mLNaNNaN
2458270#/100mLNaNNaN
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38404574.0MPN/100mLNaNNaN
3840914611MPN/100mLNaNNaN
38434075MPN/100mLNaNNaN
384351130MPN/100mLNaNNaN
38438941MPN/100mLNaNNaN
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2885 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag E_coli\n", + "278 190 MPN/100mL NaN NaN\n", + "1079 36 MPN/100mL NaN NaN\n", + "1848 63 MPN/100mL NaN NaN\n", + "2032 44 #/100mL NaN NaN\n", + "2458 270 #/100mL NaN NaN\n", + "... ... ... ... ...\n", + "384045 74.0 MPN/100mL NaN NaN\n", + "384091 4611 MPN/100mL NaN NaN\n", + "384340 75 MPN/100mL NaN NaN\n", + "384351 130 MPN/100mL NaN NaN\n", + "384389 41 MPN/100mL NaN NaN\n", + "\n", + "[2885 rows x 4 columns]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", + "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining Salinity and Conductivity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore Salinity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import convert" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Range: 0.0 to 37782.0\n", + "Results: 67623 \n", + "Mean: 16.269403694009615 PSU\n" + ] + } + ], + "source": [ + "# Salinity summary statistics\n", + "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", + "q_sum = sum(lst)\n", + "print('Range: {} to {}'.format(min(lst), max(lst)))\n", + "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[15030.0, 37782.0]" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify extreme outliers\n", + "[x for x in lst if x >3200]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other fields like units and QA_flag may help understand what caused high values and what results might need to be dropped from consideration" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "# Columns to focus on\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
2041415030pptNaN15030.0 Practical_Salinity_Units
29522322ppthNaN322.0 Practical_Salinity_Units
404042150ppthNaN2150.0 Practical_Salinity_Units
6580637782ppthNaN37782.0 Practical_Salinity_Units
1362162190pptNaN2190.0 Practical_Salinity_Units
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "20414 15030 ppt NaN \n", + "29522 322 ppth NaN \n", + "40404 2150 ppth NaN \n", + "65806 37782 ppth NaN \n", + "136216 2190 ppt NaN \n", + "\n", + " Salinity \n", + "20414 15030.0 Practical_Salinity_Units \n", + "29522 322.0 Practical_Salinity_Units \n", + "40404 2150.0 Practical_Salinity_Units \n", + "65806 37782.0 Practical_Salinity_Units \n", + "136216 2190.0 Practical_Salinity_Units " + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for max 5 values\n", + "salinity_series = df['Salinity'][df['Salinity'].notna()]\n", + "salinity_series.sort_values(ascending=False, inplace=True)\n", + "df[cols][df['Salinity'].isin(salinity_series[0:5])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detection limits may help understand what caused low values and what results might need to be dropped or updated" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import wrangle" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "df = wrangle.add_detection(df, 'Salinity')\n", + "cols+=['ResultDetectionConditionText',\n", + " 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode']" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityResultDetectionConditionTextDetectionQuantitationLimitTypeNameDetectionQuantitationLimitMeasure/MeasureValueDetectionQuantitationLimitMeasure/MeasureUnitCode
20680.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
35260.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
177080.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
256490.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
308500.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
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2997490.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
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3329930.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
3484830.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
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2324 rows × 8 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "2068 0.00 ppth NaN \n", + "3526 0.00 ppth NaN \n", + "17708 0.0 ppth NaN \n", + "25649 0.0 ppth NaN \n", + "30850 0.0 ppth NaN \n", + "... ... ... ... \n", + "299749 0.0 ppth NaN \n", + "299788 0.0 ppth NaN \n", + "332789 0.0 ppth NaN \n", + "332993 0.0 ppth NaN \n", + "348483 0.0 ppth NaN \n", + "\n", + " Salinity ResultDetectionConditionText \\\n", + "2068 0.0 Practical_Salinity_Units NaN \n", + "3526 0.0 Practical_Salinity_Units NaN \n", + "17708 0.0 Practical_Salinity_Units NaN \n", + "25649 0.0 Practical_Salinity_Units NaN \n", + "30850 0.0 Practical_Salinity_Units NaN \n", + "... ... ... \n", + "299749 0.0 Practical_Salinity_Units NaN \n", + "299788 0.0 Practical_Salinity_Units NaN \n", + "332789 0.0 Practical_Salinity_Units NaN \n", + "332993 0.0 Practical_Salinity_Units NaN \n", + "348483 0.0 Practical_Salinity_Units NaN \n", + "\n", + " DetectionQuantitationLimitTypeName \\\n", + "2068 NaN \n", + "3526 NaN \n", + "17708 NaN \n", + "25649 NaN \n", + "30850 NaN \n", + "... ... \n", + "299749 NaN \n", + "299788 NaN \n", + "332789 NaN \n", + "332993 NaN \n", + "348483 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureValue \\\n", + "2068 NaN \n", + "3526 NaN \n", + "17708 NaN \n", + "25649 NaN \n", + "30850 NaN \n", + "... ... \n", + "299749 NaN \n", + "299788 NaN \n", + "332789 NaN \n", + "332993 NaN \n", + "348483 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureUnitCode \n", + "2068 NaN \n", + "3526 NaN \n", + "17708 NaN \n", + "25649 NaN \n", + "30850 NaN \n", + "... ... \n", + "299749 NaN \n", + "299788 NaN \n", + "332789 NaN \n", + "332993 NaN \n", + "348483 NaN \n", + "\n", + "[2324 rows x 8 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for min 5 values (often multiple 0.0)\n", + "df[cols][df['Salinity'].isin(salinity_series[-5:])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore Conductivity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8 19204.2 microsiemens / centimeter\n", + "45 222.3 microsiemens / centimeter\n", + "221 102.8 microsiemens / centimeter\n", + "374 11017.5 microsiemens / centimeter\n", + "691 32.0 microsiemens / centimeter\n", + " ... \n", + "384180 110.0 microsiemens / centimeter\n", + "384187 65.0 microsiemens / centimeter\n", + "384188 110.0 microsiemens / centimeter\n", + "384191 390.0 microsiemens / centimeter\n", + "384193 65.0 microsiemens / centimeter\n", + "Name: Conductivity, Length: 1818, dtype: object" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create series and inspect Conductivity values\n", + "cond_series = df['Conductivity'].dropna()\n", + "cond_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conductivity thresholds from Freshwater Explorer: 10 > x < 5000 us/cm, use a higher threshold for coastal waters" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
12320454886.2umho/cmNaNNaN54886.2 microsiemens / centimeter
12641154871.3umho/cmNaNNaN54871.3 microsiemens / centimeter
11998654860.6umho/cmNaNNaN54860.6 microsiemens / centimeter
12518954859.3umho/cmNaNNaN54859.3 microsiemens / centimeter
11941454850.8umho/cmNaNNaN54850.8 microsiemens / centimeter
..................
817886.8umho/cmNaNNaN6.8 microsiemens / centimeter
488652umho/cmNaNNaN2.0 microsiemens / centimeter
1363442umho/cmNaNNaN2.0 microsiemens / centimeter
348871umho/cmNaNNaN1.0 microsiemens / centimeter
137479.04umho/cmNaNNaN0.04 microsiemens / centimeter
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1818 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", + "123204 54886.2 umho/cm NaN NaN \n", + "126411 54871.3 umho/cm NaN NaN \n", + "119986 54860.6 umho/cm NaN NaN \n", + "125189 54859.3 umho/cm NaN NaN \n", + "119414 54850.8 umho/cm NaN NaN \n", + "... ... ... ... ... \n", + "81788 6.8 umho/cm NaN NaN \n", + "48865 2 umho/cm NaN NaN \n", + "136344 2 umho/cm NaN NaN \n", + "34887 1 umho/cm NaN NaN \n", + "137479 .04 umho/cm NaN NaN \n", + "\n", + " Conductivity \n", + "123204 54886.2 microsiemens / centimeter \n", + "126411 54871.3 microsiemens / centimeter \n", + "119986 54860.6 microsiemens / centimeter \n", + "125189 54859.3 microsiemens / centimeter \n", + "119414 54850.8 microsiemens / centimeter \n", + "... ... \n", + "81788 6.8 microsiemens / centimeter \n", + "48865 2.0 microsiemens / centimeter \n", + "136344 2.0 microsiemens / centimeter \n", + "34887 1.0 microsiemens / centimeter \n", + "137479 0.04 microsiemens / centimeter \n", + "\n", + "[1818 rows x 5 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sort and check other relevant columns before converting (e.g. Salinity)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", + "df.sort_values(by=['Conductivity'], ascending=False, inplace=True)\n", + "df.loc[df['Conductivity'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
12320454886.2umho/cmNaNNaN54886.2 microsiemens / centimeter
12641154871.3umho/cmNaNNaN54871.3 microsiemens / centimeter
11998654860.6umho/cmNaNNaN54860.6 microsiemens / centimeter
12518954859.3umho/cmNaNNaN54859.3 microsiemens / centimeter
11941454850.8umho/cmNaNNaN54850.8 microsiemens / centimeter
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817886.8umho/cmNaNNaN6.8 microsiemens / centimeter
488652umho/cmNaNNaN2.0 microsiemens / centimeter
1363442umho/cmNaNNaN2.0 microsiemens / centimeter
348871umho/cmNaNNaN1.0 microsiemens / centimeter
137479.04umho/cmNaNNaN0.04 microsiemens / centimeter
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1818 rows × 5 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", + "123204 54886.2 umho/cm NaN NaN \n", + "126411 54871.3 umho/cm NaN NaN \n", + "119986 54860.6 umho/cm NaN NaN \n", + "125189 54859.3 umho/cm NaN NaN \n", + "119414 54850.8 umho/cm NaN NaN \n", + "... ... ... ... ... \n", + "81788 6.8 umho/cm NaN NaN \n", + "48865 2 umho/cm NaN NaN \n", + "136344 2 umho/cm NaN NaN \n", + "34887 1 umho/cm NaN NaN \n", + "137479 .04 umho/cm NaN NaN \n", + "\n", + " Conductivity \n", + "123204 54886.2 microsiemens / centimeter \n", + "126411 54871.3 microsiemens / centimeter \n", + "119986 54860.6 microsiemens / centimeter \n", + "125189 54859.3 microsiemens / centimeter \n", + "119414 54850.8 microsiemens / centimeter \n", + "... ... \n", + "81788 6.8 microsiemens / centimeter \n", + "48865 2.0 microsiemens / centimeter \n", + "136344 2.0 microsiemens / centimeter \n", + "34887 1.0 microsiemens / centimeter \n", + "137479 0.04 microsiemens / centimeter \n", + "\n", + "[1818 rows x 5 columns]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check other relevant columns before converting (e.g. Salinity)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", + "df.loc[df['Conductivity'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "123204 36.356 dimensionless\n", + "126411 36.345 dimensionless\n", + "119986 36.338 dimensionless\n", + "125189 36.336 dimensionless\n", + "119414 36.33 dimensionless\n", + " ... \n", + "81788 0.013 dimensionless\n", + "48865 0.012 dimensionless\n", + "136344 0.012 dimensionless\n", + "34887 0.012 dimensionless\n", + "137479 0.012 dimensionless\n", + "Name: Salinity, Length: 1818, dtype: object" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert values to PSU and write to Salinity\n", + "cond_series = cond_series.apply(str) # Convert to string to convert to dimensionless (PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "datetime() formats time using dataretrieval and ActivityStart" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1264112007-08-0912:15:00CST
1199862007-08-0912:15:00CST
1251892007-08-0912:15:00CST
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3844152023-10-1711:05:00EST
3844162023-10-1711:05:00EST
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3844192023-10-0410:30:00CDT
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384420 rows × 3 columns

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" + ], + "text/plain": [ + " ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode\n", + "123204 2007-08-09 12:15:00 CST\n", + "126411 2007-08-09 12:15:00 CST\n", + "119986 2007-08-09 12:15:00 CST\n", + "125189 2007-08-09 12:15:00 CST\n", + "119414 2007-08-09 12:15:00 CST\n", + "... ... ... ...\n", + "384415 2023-10-17 11:05:00 EST\n", + "384416 2023-10-17 11:05:00 EST\n", + "384417 2023-10-17 09:10:00 EST\n", + "384418 2023-10-17 11:55:00 EST\n", + "384419 2023-10-04 10:30:00 CDT\n", + "\n", + "[384420 rows x 3 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First inspect the existing unformated fields\n", + "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", + "df[cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 35994 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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1264112007-08-092007-08-09 18:15:00+00:00
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3844152023-10-172023-10-17 16:05:00+00:00
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3844182023-10-172023-10-17 16:55:00+00:00
3844192023-10-042023-10-04 15:30:00+00:00
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384420 rows × 2 columns

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" + ], + "text/plain": [ + " ActivityStartDate Activity_datetime\n", + "123204 2007-08-09 2007-08-09 18:15:00+00:00\n", + "126411 2007-08-09 2007-08-09 18:15:00+00:00\n", + "119986 2007-08-09 2007-08-09 18:15:00+00:00\n", + "125189 2007-08-09 2007-08-09 18:15:00+00:00\n", + "119414 2007-08-09 2007-08-09 18:15:00+00:00\n", + "... ... ...\n", + "384415 2023-10-17 2023-10-17 16:05:00+00:00\n", + "384416 2023-10-17 2023-10-17 16:05:00+00:00\n", + "384417 2023-10-17 2023-10-17 14:10:00+00:00\n", + "384418 2023-10-17 2023-10-17 16:55:00+00:00\n", + "384419 2023-10-04 2023-10-04 15:30:00+00:00\n", + "\n", + "[384420 rows x 2 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 'ActivityStartDate' presserves date where 'Activity_datetime' is NAT due to no time zone\n", + "df = clean.datetime(df)\n", + "df[['ActivityStartDate', 'Activity_datetime']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a ActivityStartDate column is used to preserve date only." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Depth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Data are often lacking sample depth metadata" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/plain": [ + "2975 7.0\n", + "5566 7.0\n", + "69583 0.1\n", + "69623 2.2\n", + "69689 2.0\n", + " ... \n", + "78338 2.2\n", + "80018 16.0\n", + "81262 16.0\n", + "82395 1.0\n", + "131202 35.0\n", + "Name: ResultDepthHeightMeasure/MeasureValue, Length: 179, dtype: float64" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Depth of sample (default units='meter')\n", + "df = clean.harmonize_depth(df)\n", + "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", + "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Characteristic to Column (long to wide format)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...QA_CarbonQA_ConductivityQA_SecchiQA_SalinityQA_ChlorophyllQA_E_coliQA_NitrogenQA_Fecal_ColiformQA_pHQA_Temperature
12320421AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230231_1732007-08-0912:15:00-060021AWIC-1122STORET-170383613230231.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12641121AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230230_1732007-08-0912:15:00-060021AWIC-1122STORET-170383607230230.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11998621AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230228_1732007-08-0912:15:00-060021AWIC-1122STORET-170383595230228.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12518921AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230229_1732007-08-0912:15:00-060021AWIC-1122STORET-170383601230229.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11941421AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230227_1732007-08-0912:15:00-060021AWIC-1122STORET-170383589230227.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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38441421FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0068-10/17/23-FP12023-10-1709:10:00-050021FLPNS_WQX-G5NW0068STORET-993431688NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
38441621FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0509-10/17/23-FP12023-10-1711:05:00-050021FLPNS_WQX-G4NW0509STORET-993436286NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
38441721FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0068-10/17/232023-10-1709:10:00-050021FLPNS_WQX-G5NW0068STORET-993415132NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
38441821FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0508-10/17/23-FP22023-10-1711:55:00-050021FLPNS_WQX-G4NW0508STORET-993431681NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
38441921AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-333164_1852026_1732023-10-0410:30:00-050021AWIC-1152STORET-9985487711852026.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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339323 rows × 117 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "123204 21AWIC \n", + "126411 21AWIC \n", + "119986 21AWIC \n", + "125189 21AWIC \n", + "119414 21AWIC \n", + "... ... \n", + "384414 21FLPNS_WQX \n", + "384416 21FLPNS_WQX \n", + "384417 21FLPNS_WQX \n", + "384418 21FLPNS_WQX \n", + "384419 21AWIC \n", + "\n", + " OrganizationFormalName \\\n", + "123204 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "126411 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "119986 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "125189 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "119414 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "... ... \n", + "384414 FL Dept. of Environmental Protection, Northwes... \n", + "384416 FL Dept. of Environmental Protection, Northwes... \n", + "384417 FL Dept. of Environmental Protection, Northwes... \n", + "384418 FL Dept. of Environmental Protection, Northwes... \n", + "384419 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "123204 21AWIC-51908_230231_173 2007-08-09 \n", + "126411 21AWIC-51908_230230_173 2007-08-09 \n", + "119986 21AWIC-51908_230228_173 2007-08-09 \n", + "125189 21AWIC-51908_230229_173 2007-08-09 \n", + "119414 21AWIC-51908_230227_173 2007-08-09 \n", + "... ... ... \n", + "384414 21FLPNS_WQX-G5NW0068-10/17/23-FP1 2023-10-17 \n", + "384416 21FLPNS_WQX-G4NW0509-10/17/23-FP1 2023-10-17 \n", + "384417 21FLPNS_WQX-G5NW0068-10/17/23 2023-10-17 \n", + "384418 21FLPNS_WQX-G4NW0508-10/17/23-FP2 2023-10-17 \n", + "384419 21AWIC-333164_1852026_173 2023-10-04 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "123204 12:15:00 -0600 \n", + "126411 12:15:00 -0600 \n", + "119986 12:15:00 -0600 \n", + "125189 12:15:00 -0600 \n", + "119414 12:15:00 -0600 \n", + "... ... ... \n", + "384414 09:10:00 -0500 \n", + "384416 11:05:00 -0500 \n", + "384417 09:10:00 -0500 \n", + "384418 11:55:00 -0500 \n", + "384419 10:30:00 -0500 \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "123204 21AWIC-1122 STORET-170383613 230231.0 \n", + "126411 21AWIC-1122 STORET-170383607 230230.0 \n", + "119986 21AWIC-1122 STORET-170383595 230228.0 \n", + "125189 21AWIC-1122 STORET-170383601 230229.0 \n", + "119414 21AWIC-1122 STORET-170383589 230227.0 \n", + "... ... ... ... \n", + "384414 21FLPNS_WQX-G5NW0068 STORET-993431688 NaN \n", + "384416 21FLPNS_WQX-G4NW0509 STORET-993436286 NaN \n", + "384417 21FLPNS_WQX-G5NW0068 STORET-993415132 NaN \n", + "384418 21FLPNS_WQX-G4NW0508 STORET-993431681 NaN \n", + "384419 21AWIC-1152 STORET-998548771 1852026.0 \n", + "\n", + " ResultDetectionConditionText ... QA_Carbon QA_Conductivity QA_Secchi \\\n", + "123204 NaN ... NaN NaN NaN \n", + "126411 NaN ... NaN NaN NaN \n", + "119986 NaN ... NaN NaN NaN \n", + "125189 NaN ... NaN NaN NaN \n", + "119414 NaN ... NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "384414 NaN ... NaN NaN NaN \n", + "384416 NaN ... NaN NaN NaN \n", + "384417 NaN ... NaN NaN NaN \n", + "384418 NaN ... NaN NaN NaN \n", + "384419 NaN ... NaN NaN NaN \n", + "\n", + " QA_Salinity QA_Chlorophyll QA_E_coli QA_Nitrogen QA_Fecal_Coliform \\\n", + "123204 NaN NaN NaN NaN NaN \n", + "126411 NaN NaN NaN NaN NaN \n", + "119986 NaN NaN NaN NaN NaN \n", + "125189 NaN NaN NaN NaN NaN \n", + "119414 NaN NaN NaN NaN NaN \n", + "... ... ... ... ... ... \n", + "384414 NaN NaN NaN NaN NaN \n", + "384416 NaN NaN NaN NaN NaN \n", + "384417 NaN NaN NaN NaN NaN \n", + "384418 NaN NaN NaN NaN NaN \n", + "384419 NaN NaN NaN NaN NaN \n", + "\n", + " QA_pH QA_Temperature \n", + "123204 NaN NaN \n", + "126411 NaN NaN \n", + "119986 NaN NaN \n", + "125189 NaN NaN \n", + "119414 NaN NaN \n", + "... ... ... \n", + "384414 NaN NaN \n", + "384416 NaN NaN \n", + "384417 NaN NaN \n", + "384418 NaN NaN \n", + "384419 NaN NaN \n", + "\n", + "[339323 rows x 117 columns]" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", + "df2 = wrangle.split_col(df)\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14 new columns\n" + ] + } + ], + "source": [ + "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", + "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "45097 fewer rows\n" + ] + } + ], + "source": [ + "# Note: there are fewer rows because NAN results are also dropped in this step\n", + "print('{} fewer rows'.format(len(df)-len(df2)))" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", + "Index: []" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", + "df2.loc[df2['QA_Carbon'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "# split table into main and characteristics tables\n", + "main_df, chars_df = wrangle.split_table(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", + " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", + " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", + " 'Speciation', 'TOTAL NITROGEN_ MIXED FORMS', 'Conductivity',\n", + " 'Chlorophyll', 'Carbon', 'Turbidity', 'Sediment', 'Phosphorus',\n", + " 'TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus', 'Fecal_Coliform',\n", + " 'E_coli', 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode',\n", + " 'Activity_datetime', 'Depth', 'QA_Turbidity', 'QA_DO',\n", + " 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus',\n", + " 'QA_Carbon', 'QA_Conductivity', 'QA_Secchi', 'QA_Salinity',\n", + " 'QA_Chlorophyll', 'QA_E_coli', 'QA_Nitrogen', 'QA_Fecal_Coliform',\n", + " 'QA_pH', 'QA_Temperature'],\n", + " dtype='object')" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns still in main table\n", + "main_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierProviderNameSecchiTemperatureDOpHSalinity...QA_CarbonQA_ConductivityQA_SecchiQA_SalinityQA_ChlorophyllQA_E_coliQA_NitrogenQA_Fecal_ColiformQA_pHQA_Temperature
12320421AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230231_17321AWIC-1122STORETNaNNaNNaNNaN36.356 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12641121AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230230_17321AWIC-1122STORETNaNNaNNaNNaN36.345 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11998621AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230228_17321AWIC-1122STORETNaNNaNNaNNaN36.338 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12518921AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230229_17321AWIC-1122STORETNaNNaNNaNNaN36.336 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11941421AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-51908_230227_17321AWIC-1122STORETNaNNaNNaNNaN36.33 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 44 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "123204 21AWIC \n", + "126411 21AWIC \n", + "119986 21AWIC \n", + "125189 21AWIC \n", + "119414 21AWIC \n", + "\n", + " OrganizationFormalName \\\n", + "123204 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "126411 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "119986 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "125189 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "119414 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "\n", + " ActivityIdentifier MonitoringLocationIdentifier ProviderName \\\n", + "123204 21AWIC-51908_230231_173 21AWIC-1122 STORET \n", + "126411 21AWIC-51908_230230_173 21AWIC-1122 STORET \n", + "119986 21AWIC-51908_230228_173 21AWIC-1122 STORET \n", + "125189 21AWIC-51908_230229_173 21AWIC-1122 STORET \n", + "119414 21AWIC-51908_230227_173 21AWIC-1122 STORET \n", + "\n", + " Secchi Temperature DO pH Salinity ... QA_Carbon \\\n", + "123204 NaN NaN NaN NaN 36.356 dimensionless ... NaN \n", + "126411 NaN NaN NaN NaN 36.345 dimensionless ... NaN \n", + "119986 NaN NaN NaN NaN 36.338 dimensionless ... NaN \n", + "125189 NaN NaN NaN NaN 36.336 dimensionless ... NaN \n", + "119414 NaN NaN NaN NaN 36.33 dimensionless ... NaN \n", + "\n", + " QA_Conductivity QA_Secchi QA_Salinity QA_Chlorophyll QA_E_coli \\\n", + "123204 NaN NaN NaN NaN NaN \n", + "126411 NaN NaN NaN NaN NaN \n", + "119986 NaN NaN NaN NaN NaN \n", + "125189 NaN NaN NaN NaN NaN \n", + "119414 NaN NaN NaN NaN NaN \n", + "\n", + " QA_Nitrogen QA_Fecal_Coliform QA_pH QA_Temperature \n", + "123204 NaN NaN NaN NaN \n", + "126411 NaN NaN NaN NaN \n", + "119986 NaN NaN NaN NaN \n", + "125189 NaN NaN NaN NaN \n", + "119414 NaN NaN NaN NaN \n", + "\n", + "[5 rows x 44 columns]" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at main table results (first 5)\n", + "main_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Sediment',\n", + " 'QA_TP_Phosphorus',\n", + " 'QA_TDP_Phosphorus',\n", + " 'QA_Other_Phosphorus',\n", + " 'QA_Carbon',\n", + " 'QA_Conductivity',\n", + " 'QA_Secchi',\n", + " 'QA_E_coli',\n", + " 'QA_Fecal_Coliform']" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Empty columns that could be dropped (Mostly QA columns)\n", + "cols = list(main_df.columns)\n", + "x = main_df.dropna(axis=1, how='all')\n", + "[col for col in cols if col not in x.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demos/Harmonize_Pensacola_Simple.ipynb b/demos/Harmonize_Pensacola_Simple.ipynb new file mode 100644 index 0000000..41faaa2 --- /dev/null +++ b/demos/Harmonize_Pensacola_Simple.ipynb @@ -0,0 +1,1731 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pensacola Bay FL - Simple workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardize, clean and wrangle Water Quality Portal data in Pensacola and Perdido Bays into more analytic-ready formats using the harmonize_wq package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple workflow (Temperature and Secchi Disk Depth only)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example steps through a typical workflow in Pensacola and Perdido Bays to demonstrate commonly used functionality" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Install the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### dataretrieval Query for a geojson" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp\n", + "from harmonize_wq import wrangle" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Read geometry for Area of Interest from geojson file url\n", + "# NOTE: alternatively you can direct it to a local shapefile\n", + "aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map aoi (geojson is WGS1984 standard)\n", + "wrangle.as_gdf(aoi_url).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Build query\n", + "query = {'characteristicName': ['Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " ]}\n", + "query['bBox'] = wrangle.get_bounding_box(aoi_url)\n", + "query['dataProfile'] = 'narrowResult'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,13,17,23,31,61,62,71) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + }, + { + "data": { + "text/html": [ + "
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221FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1540508F12013-09-3011:01:00EST21FLPNS_WQX-330300G9STORET-308177562NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
321FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1523813F12013-07-3009:01:00EST21FLPNS_WQX-33010H24STORET-308173571NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
421FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520121F12013-07-1609:01:00EST21FLPNS_WQX-33010G10STORET-308247950NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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8752921FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0508-10/17/23-FP22023-10-1711:55:00EST21FLPNS_WQX-G4NW0508STORET-993431681NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 21FLCBA_WQX-BAS219848-162813 2013-09-23 \n", + "1 21FLPNS_WQX-1520821F1 2013-07-23 \n", + "2 21FLPNS_WQX-1540508F1 2013-09-30 \n", + "3 21FLPNS_WQX-1523813F1 2013-07-30 \n", + "4 21FLPNS_WQX-1520121F1 2013-07-16 \n", + "... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007-10/05/23-FP1 2023-10-05 \n", + "87527 21FLPNS_WQX-G5NW0007-10/05/23-FP2 2023-10-05 \n", + "87528 21FLPNS_WQX-G5NW0035-10/05/23-FP1 2023-10-05 \n", + "87529 21FLPNS_WQX-G4NW0508-10/17/23-FP2 2023-10-17 \n", + "87530 21AWIC-333164_1852026_173 2023-10-04 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 17:15:00 CST \n", + "1 11:01:00 EST \n", + "2 11:01:00 EST \n", + "3 09:01:00 EST \n", + "4 09:01:00 EST \n", + "... ... ... \n", + "87526 12:40:00 EST \n", + "87527 12:40:00 EST \n", + "87528 13:10:00 EST \n", + "87529 11:55:00 EST \n", + "87530 10:30:00 CDT \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 21FLCBA_WQX-BAS02 STORET-760593202 NaN \n", + "1 21FLPNS_WQX-33030019 STORET-308146799 NaN \n", + "2 21FLPNS_WQX-330300G9 STORET-308177562 NaN \n", + "3 21FLPNS_WQX-33010H24 STORET-308173571 NaN \n", + "4 21FLPNS_WQX-33010G10 STORET-308247950 NaN \n", + "... ... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007 STORET-993431665 NaN \n", + "87527 21FLPNS_WQX-G5NW0007 STORET-993427061 NaN \n", + "87528 21FLPNS_WQX-G5NW0035 STORET-993418970 NaN \n", + "87529 21FLPNS_WQX-G4NW0508 STORET-993431681 NaN \n", + "87530 21AWIC-1152 STORET-998548771 1852026.0 \n", + "\n", + " ResultDetectionConditionText ... AnalysisEndTime/TimeZoneCode \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "87526 NaN ... NaN \n", + "87527 NaN ... NaN \n", + "87528 NaN ... NaN \n", + "87529 NaN ... NaN \n", + "87530 NaN ... NaN \n", + "\n", + " ResultLaboratoryCommentCode ResultLaboratoryCommentText \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " ResultDetectionQuantitationLimitUrl LaboratoryAccreditationIndicator \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " LaboratoryAccreditationAuthorityName TaxonomistAccreditationIndicator \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " TaxonomistAccreditationAuthorityName LabSamplePreparationUrl \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " ProviderName \n", + "0 STORET \n", + "1 STORET \n", + "2 STORET \n", + "3 STORET \n", + "4 STORET \n", + "... ... \n", + "87526 STORET \n", + "87527 STORET \n", + "87528 STORET \n", + "87529 STORET \n", + "87530 STORET \n", + "\n", + "[87531 rows x 78 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Run query\n", + "res_narrow, md_narrow = wqp.get_results(**query)\n", + "\n", + "# dataframe of downloaded results\n", + "res_narrow" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "#### Harmonize and clean all results" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import harmonize\n", + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/html": [ + "
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021FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00CST21FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN26.0555555555556 degree_Celsius
121FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520821F12013-07-2311:01:00EST21FLPNS_WQX-33030019STORET-308146799NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN23.12 degree_Celsius
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321FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1523813F12013-07-3009:01:00EST21FLPNS_WQX-33010H24STORET-308173571NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN29.78 degree_Celsius
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..................................................................
8752621FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0007-10/05/23-FP12023-10-0512:40:00EST21FLPNS_WQX-G5NW0007STORET-993431665NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN26.8 degree_Celsius
8752721FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0007-10/05/23-FP22023-10-0512:40:00EST21FLPNS_WQX-G5NW0007STORET-993427061NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN27.5 degree_Celsius
8752821FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0035-10/05/23-FP12023-10-0513:10:00EST21FLPNS_WQX-G5NW0035STORET-993418970NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN27.8 degree_Celsius
8752921FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0508-10/17/23-FP22023-10-1711:55:00EST21FLPNS_WQX-G4NW0508STORET-993431681NaNNaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN24.5 degree_Celsius
8753021AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-333164_1852026_1732023-10-0410:30:00CDT21AWIC-1152STORET-9985487711852026.0NaN...NaNNaNNaNNaNNaNNaNSTORETNaNNaN19.94 degree_Celsius
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87531 rows × 81 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLCBA_WQX \n", + "1 21FLPNS_WQX \n", + "2 21FLPNS_WQX \n", + "3 21FLPNS_WQX \n", + "4 21FLPNS_WQX \n", + "... ... \n", + "87526 21FLPNS_WQX \n", + "87527 21FLPNS_WQX \n", + "87528 21FLPNS_WQX \n", + "87529 21FLPNS_WQX \n", + "87530 21AWIC \n", + "\n", + " OrganizationFormalName \\\n", + "0 CHOCTAWHATCHEE BASIN ALLIANCE \n", + "1 FL Dept. of Environmental Protection, Northwes... \n", + "2 FL Dept. of Environmental Protection, Northwes... \n", + "3 FL Dept. of Environmental Protection, Northwes... \n", + "4 FL Dept. of Environmental Protection, Northwes... \n", + "... ... \n", + "87526 FL Dept. of Environmental Protection, Northwes... \n", + "87527 FL Dept. of Environmental Protection, Northwes... \n", + "87528 FL Dept. of Environmental Protection, Northwes... \n", + "87529 FL Dept. of Environmental Protection, Northwes... \n", + "87530 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 21FLCBA_WQX-BAS219848-162813 2013-09-23 \n", + "1 21FLPNS_WQX-1520821F1 2013-07-23 \n", + "2 21FLPNS_WQX-1540508F1 2013-09-30 \n", + "3 21FLPNS_WQX-1523813F1 2013-07-30 \n", + "4 21FLPNS_WQX-1520121F1 2013-07-16 \n", + "... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007-10/05/23-FP1 2023-10-05 \n", + "87527 21FLPNS_WQX-G5NW0007-10/05/23-FP2 2023-10-05 \n", + "87528 21FLPNS_WQX-G5NW0035-10/05/23-FP1 2023-10-05 \n", + "87529 21FLPNS_WQX-G4NW0508-10/17/23-FP2 2023-10-17 \n", + "87530 21AWIC-333164_1852026_173 2023-10-04 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 17:15:00 CST \n", + "1 11:01:00 EST \n", + "2 11:01:00 EST \n", + "3 09:01:00 EST \n", + "4 09:01:00 EST \n", + "... ... ... \n", + "87526 12:40:00 EST \n", + "87527 12:40:00 EST \n", + "87528 13:10:00 EST \n", + "87529 11:55:00 EST \n", + "87530 10:30:00 CDT \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 21FLCBA_WQX-BAS02 STORET-760593202 NaN \n", + "1 21FLPNS_WQX-33030019 STORET-308146799 NaN \n", + "2 21FLPNS_WQX-330300G9 STORET-308177562 NaN \n", + "3 21FLPNS_WQX-33010H24 STORET-308173571 NaN \n", + "4 21FLPNS_WQX-33010G10 STORET-308247950 NaN \n", + "... ... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007 STORET-993431665 NaN \n", + "87527 21FLPNS_WQX-G5NW0007 STORET-993427061 NaN \n", + "87528 21FLPNS_WQX-G5NW0035 STORET-993418970 NaN \n", + "87529 21FLPNS_WQX-G4NW0508 STORET-993431681 NaN \n", + "87530 21AWIC-1152 STORET-998548771 1852026.0 \n", + "\n", + " ResultDetectionConditionText ... ResultDetectionQuantitationLimitUrl \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "87526 NaN ... NaN \n", + "87527 NaN ... NaN \n", + "87528 NaN ... NaN \n", + "87529 NaN ... NaN \n", + "87530 NaN ... NaN \n", + "\n", + " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName QA_flag Secchi \\\n", + "0 NaN STORET NaN NaN \n", + "1 NaN STORET NaN NaN \n", + "2 NaN STORET NaN NaN \n", + "3 NaN STORET NaN NaN \n", + "4 NaN STORET NaN NaN \n", + "... ... ... ... ... \n", + "87526 NaN STORET NaN NaN \n", + "87527 NaN STORET NaN NaN \n", + "87528 NaN STORET NaN NaN \n", + "87529 NaN STORET NaN NaN \n", + "87530 NaN STORET NaN NaN \n", + "\n", + " Temperature \n", + "0 26.0555555555556 degree_Celsius \n", + "1 23.12 degree_Celsius \n", + "2 16.43 degree_Celsius \n", + "3 29.78 degree_Celsius \n", + "4 26.72 degree_Celsius \n", + "... ... \n", + "87526 26.8 degree_Celsius \n", + "87527 27.5 degree_Celsius \n", + "87528 27.8 degree_Celsius \n", + "87529 24.5 degree_Celsius \n", + "87530 19.94 degree_Celsius \n", + "\n", + "[87531 rows x 81 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Harmonize all results\n", + "df_harmonized = harmonize.harmonize_all(res_narrow, errors='raise')\n", + "df_harmonized" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 9056 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...LaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderNameQA_flagSecchiTemperatureActivity_datetimeDepth
021FLCBA_WQXCHOCTAWHATCHEE BASIN ALLIANCE21FLCBA_WQX-BAS219848-1628132013-09-2317:15:00-060021FLCBA_WQX-BAS02STORET-760593202NaNNaN...NaNNaNNaNNaNSTORETNaNNaN26.0555555555556 degree_Celsius2013-09-23 23:15:00+00:00NaN
121FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520821F12013-07-2311:01:00-050021FLPNS_WQX-33030019STORET-308146799NaNNaN...NaNNaNNaNNaNSTORETNaNNaN23.12 degree_Celsius2013-07-23 16:01:00+00:00NaN
221FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1540508F12013-09-3011:01:00-050021FLPNS_WQX-330300G9STORET-308177562NaNNaN...NaNNaNNaNNaNSTORETNaNNaN16.43 degree_Celsius2013-09-30 16:01:00+00:00NaN
321FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1523813F12013-07-3009:01:00-050021FLPNS_WQX-33010H24STORET-308173571NaNNaN...NaNNaNNaNNaNSTORETNaNNaN29.78 degree_Celsius2013-07-30 14:01:00+00:00NaN
421FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-1520121F12013-07-1609:01:00-050021FLPNS_WQX-33010G10STORET-308247950NaNNaN...NaNNaNNaNNaNSTORETNaNNaN26.72 degree_Celsius2013-07-16 14:01:00+00:00NaN
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8752621FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0007-10/05/23-FP12023-10-0512:40:00-050021FLPNS_WQX-G5NW0007STORET-993431665NaNNaN...NaNNaNNaNNaNSTORETNaNNaN26.8 degree_Celsius2023-10-05 17:40:00+00:00NaN
8752721FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0007-10/05/23-FP22023-10-0512:40:00-050021FLPNS_WQX-G5NW0007STORET-993427061NaNNaN...NaNNaNNaNNaNSTORETNaNNaN27.5 degree_Celsius2023-10-05 17:40:00+00:00NaN
8752821FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G5NW0035-10/05/23-FP12023-10-0513:10:00-050021FLPNS_WQX-G5NW0035STORET-993418970NaNNaN...NaNNaNNaNNaNSTORETNaNNaN27.8 degree_Celsius2023-10-05 18:10:00+00:00NaN
8752921FLPNS_WQXFL Dept. of Environmental Protection, Northwes...21FLPNS_WQX-G4NW0508-10/17/23-FP22023-10-1711:55:00-050021FLPNS_WQX-G4NW0508STORET-993431681NaNNaN...NaNNaNNaNNaNSTORETNaNNaN24.5 degree_Celsius2023-10-17 16:55:00+00:00NaN
8753021AWICALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA...21AWIC-333164_1852026_1732023-10-0410:30:00-050021AWIC-1152STORET-9985487711852026.0NaN...NaNNaNNaNNaNSTORETNaNNaN19.94 degree_Celsius2023-10-04 15:30:00+00:00NaN
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87531 rows × 83 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLCBA_WQX \n", + "1 21FLPNS_WQX \n", + "2 21FLPNS_WQX \n", + "3 21FLPNS_WQX \n", + "4 21FLPNS_WQX \n", + "... ... \n", + "87526 21FLPNS_WQX \n", + "87527 21FLPNS_WQX \n", + "87528 21FLPNS_WQX \n", + "87529 21FLPNS_WQX \n", + "87530 21AWIC \n", + "\n", + " OrganizationFormalName \\\n", + "0 CHOCTAWHATCHEE BASIN ALLIANCE \n", + "1 FL Dept. of Environmental Protection, Northwes... \n", + "2 FL Dept. of Environmental Protection, Northwes... \n", + "3 FL Dept. of Environmental Protection, Northwes... \n", + "4 FL Dept. of Environmental Protection, Northwes... \n", + "... ... \n", + "87526 FL Dept. of Environmental Protection, Northwes... \n", + "87527 FL Dept. of Environmental Protection, Northwes... \n", + "87528 FL Dept. of Environmental Protection, Northwes... \n", + "87529 FL Dept. of Environmental Protection, Northwes... \n", + "87530 ALABAMA DEPT. OF ENVIRONMENTAL MANAGEMENT - WA... \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "0 21FLCBA_WQX-BAS219848-162813 2013-09-23 \n", + "1 21FLPNS_WQX-1520821F1 2013-07-23 \n", + "2 21FLPNS_WQX-1540508F1 2013-09-30 \n", + "3 21FLPNS_WQX-1523813F1 2013-07-30 \n", + "4 21FLPNS_WQX-1520121F1 2013-07-16 \n", + "... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007-10/05/23-FP1 2023-10-05 \n", + "87527 21FLPNS_WQX-G5NW0007-10/05/23-FP2 2023-10-05 \n", + "87528 21FLPNS_WQX-G5NW0035-10/05/23-FP1 2023-10-05 \n", + "87529 21FLPNS_WQX-G4NW0508-10/17/23-FP2 2023-10-17 \n", + "87530 21AWIC-333164_1852026_173 2023-10-04 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "0 17:15:00 -0600 \n", + "1 11:01:00 -0500 \n", + "2 11:01:00 -0500 \n", + "3 09:01:00 -0500 \n", + "4 09:01:00 -0500 \n", + "... ... ... \n", + "87526 12:40:00 -0500 \n", + "87527 12:40:00 -0500 \n", + "87528 13:10:00 -0500 \n", + "87529 11:55:00 -0500 \n", + "87530 10:30:00 -0500 \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "0 21FLCBA_WQX-BAS02 STORET-760593202 NaN \n", + "1 21FLPNS_WQX-33030019 STORET-308146799 NaN \n", + "2 21FLPNS_WQX-330300G9 STORET-308177562 NaN \n", + "3 21FLPNS_WQX-33010H24 STORET-308173571 NaN \n", + "4 21FLPNS_WQX-33010G10 STORET-308247950 NaN \n", + "... ... ... ... \n", + "87526 21FLPNS_WQX-G5NW0007 STORET-993431665 NaN \n", + "87527 21FLPNS_WQX-G5NW0007 STORET-993427061 NaN \n", + "87528 21FLPNS_WQX-G5NW0035 STORET-993418970 NaN \n", + "87529 21FLPNS_WQX-G4NW0508 STORET-993431681 NaN \n", + "87530 21AWIC-1152 STORET-998548771 1852026.0 \n", + "\n", + " ResultDetectionConditionText ... LaboratoryAccreditationAuthorityName \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "87526 NaN ... NaN \n", + "87527 NaN ... NaN \n", + "87528 NaN ... NaN \n", + "87529 NaN ... NaN \n", + "87530 NaN ... NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "87526 NaN NaN \n", + "87527 NaN NaN \n", + "87528 NaN NaN \n", + "87529 NaN NaN \n", + "87530 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName QA_flag Secchi \\\n", + "0 NaN STORET NaN NaN \n", + "1 NaN STORET NaN NaN \n", + "2 NaN STORET NaN NaN \n", + "3 NaN STORET NaN NaN \n", + "4 NaN STORET NaN NaN \n", + "... ... ... ... ... \n", + "87526 NaN STORET NaN NaN \n", + "87527 NaN STORET NaN NaN \n", + "87528 NaN STORET NaN NaN \n", + "87529 NaN STORET NaN NaN \n", + "87530 NaN STORET NaN NaN \n", + "\n", + " Temperature Activity_datetime Depth \n", + "0 26.0555555555556 degree_Celsius 2013-09-23 23:15:00+00:00 NaN \n", + "1 23.12 degree_Celsius 2013-07-23 16:01:00+00:00 NaN \n", + "2 16.43 degree_Celsius 2013-09-30 16:01:00+00:00 NaN \n", + "3 29.78 degree_Celsius 2013-07-30 14:01:00+00:00 NaN \n", + "4 26.72 degree_Celsius 2013-07-16 14:01:00+00:00 NaN \n", + "... ... ... ... \n", + "87526 26.8 degree_Celsius 2023-10-05 17:40:00+00:00 NaN \n", + "87527 27.5 degree_Celsius 2023-10-05 17:40:00+00:00 NaN \n", + "87528 27.8 degree_Celsius 2023-10-05 18:10:00+00:00 NaN \n", + "87529 24.5 degree_Celsius 2023-10-17 16:55:00+00:00 NaN \n", + "87530 19.94 degree_Celsius 2023-10-04 15:30:00+00:00 NaN \n", + "\n", + "[87531 rows x 83 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Clean up other columns of data\n", + "df_cleaned = clean.datetime(df_harmonized) # datetime\n", + "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth\n", + "df_cleaned" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "#### Transform results from long to wide format" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OrganizationFormalName', 'ProviderName', 'Secchi', 'Temperature',\n", + " 'Depth', 'QA_Secchi', 'QA_Temperature'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from harmonize_wq import wrangle\n", + "\n", + "# Split QA column into multiple characteristic specific QA columns\n", + "df_full = wrangle.split_col(df_cleaned)\n", + "\n", + "# Divide table into columns of interest (main_df) and characteristic specific metadata (chars_df)\n", + "main_df, chars_df = wrangle.split_table(df_full)\n", + "\n", + "# Combine rows with the same sample organization, activity, location, and datetime\n", + "df_wide = wrangle.collapse_results(main_df)\n", + "\n", + "# Reduced columns\n", + "df_wide.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "#### Map results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "from harmonize_wq import location\n", + "from harmonize_wq import visualize\n", + "\n", + "# Get harmonized stations clipped to the Area of Interest\n", + "stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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iCVJKAY2LchfnEtFrbCRj+mG402tsjB7UF9FjkIgAQ38oXOsiPozePftwQtepMNwuGO7M82YYenqqxMf1vojomDChAOPuu+/G6tWrEQwGEQwG0dXVhV/84hep1yORCK6//nq0traioaEB69evR09PT8n9vvrqq/joRz+KUCiE+vp6nHnmmXjnnSJZ50QzTLn8QGiZHgIQa/aDGddJnmYcuvvCAJRbLy0uJhD+g1675FgTHypZDyTU2YzjTl8Fw5W/l0IZBpQygb6XIbGhvNsQ1SJ7iGSqj1o0oQBj4cKF+PrXv44dO3bghRdewHnnnYdLLrkEu3fvBgDcdNNNePTRR/HQQw/h6aefxqFDh3D55ZcX3eebb76Jc845BytWrMBTTz2F3//+97j11lvh97MsMM1uyuWBql8AJKNAZED3Wojk79p0efW6Jd1b9boc0KuKSngf5OCzkP2/hBx8BhJ+U0+DrSXx0ZKb+BvrUbLYlggQGwSO7oKE/8DeDDomKGWkEj0n/VC1OdigZIr/iltaWvDP//zPuOKKKzB//nw8+OCDuOKKKwAAr732GlauXImtW7fi7LPPzvv+q6++Gh6PB//+7/8+6TYMDQ0hFAohHA4jGAxOej9EkyF9u/WFEUbxsdJEVE9pVUr3fvTv1nkK2Vx+XViqRtbekNHDOveilMQ4ShbcMpPpbZpOhqrrmGrziHJMxzXD/ow/XPl+NHqnNp9iOJbAif/5bM1d4yYdFiWTSfzkJz/B6Ogourq6sGPHDsTjcaxduza1zYoVK7B48WJs3bo17z5M08TPf/5znHzyyVi3bh3a2tpw1lln4ZFHHin62dFoFENDQxkPohkTXIKSwYWITmKMj+pth96yLrh5JKNA30tVaGiVeBtLbjJypB8Dbx+EmEXyULLvdUYOsBeDap5daGuqj1o04QDjpZdeQkNDA3w+H/76r/8aDz/8MFatWoXu7m54vV40NTVlbN/e3o7u7u68++rt7cXIyAi+/vWv48ILL8T/+3//D5dddhkuv/xyPP300wXbsGnTJoRCodRj0aJFEz0MospxByaQ5W3lasCaxllom+gAJLug12zlri8+qwbA2KiBJ756J5Rh5A8yXH49nbWuTVc+9TXp81TOWi9Es5mhKvOoQRMOMJYvX45du3Zh27Zt+PSnP41rr70Wr7zyyqQ+3LS+aC655BLcdNNNOO2003DLLbfg4osvxj333FPwfRs3bkQ4HE499u/fP6nPJ6oEpRTgLlZMy3rdPw9oWKQvnoZXr2NSTLQ2euaUUkDwRH1M+fha0bbmj9F5zjr81w3/gMiQztlI9U54GvX5sceZldL78jUDsRLrvBDRrDXhgSGv14ulS5cCANasWYPt27fj29/+Nq666irEYjEMDg5m9GL09PSgoyP/OOq8efPgdruxatWqjOdXrlyJX//61wXb4PP54PMVuvsjmgH1C4Dwm7nPKxfgDQJwzmV3AS6XdUEeQMG8hKxeEUlEdSErM6b35w1C+UIQEchYL2BGAXcDVKB12pPClMsLaV6hi2xFB3QuhcsPBFoBdz2UUnj/Lbfg8K4L8eS378Hi1Qvx7kv+WBctMzy5PUB2+fDoUYg3COXyTOvxEFVMBSp5Tnm59xky5UqepmkiGo1izZo18Hg82LJlC9avXw8A2LNnD9555x10dXXlfa/X68WZZ56JPXv2ZDz/+uuv4/jj5/gKlFRb/POA6CAQ6UvPJAH0SqAZwQUcfzYAf4t+Tw6lX7PI6GGopK4ToZTSNTWiAzBHDgKjh62gw9rW5Ye0rILR0FnpoyxKKQPwt+pHAQtOOw0X332Pbn/PtuI9P3aQMd4DcE0XqlFc7KxMGzduxEUXXYTFixdjeHgYDz74IJ566ils3rwZoVAIGzZswM0334yWlhYEg0F85jOfQVdXV8YMkhUrVmDTpk247LLLAACf//zncdVVV+EDH/gAzj33XDz++ON49NFH8dRTT1X0QImqSSkFCS0FTFP3MsDQhbaMIv/ElNLDA5EBAFl5CfULoKwcDRk/CpUcT3+OmQQS47p65viR3P0mI8CRF2EqBaN+QWUOsMKUMiDNq4Dx/PlZGRJjqcCKiGrHhAKM3t5efOITn8Dhw4cRCoWwevVqbN68GR/60IcAALfffjsMw8D69esRjUaxbt063HXXXRn72LNnD8LhcOrvl112Ge655x5s2rQJn/3sZ7F8+XL87Gc/wznnnFOBwyOaPkopoGU5JOwFht8CVH1mb0b+N+mpq87pqr4WoHll+u/RfohyARBgrBeIhq2qoMVmWAjQtxtS1zF7L8zeYHkBhpjQARhLiVPtmctrkUy5DsZswDoYNNtIMgH0v2wlL5b4coiGdZlttx+oPw7wt6aCAknEgFEriXl4fyoQ0f9s8/3TtT/Leq3lFBihJVM+nmqR8Bt6kbNSU3zrjoPylZ4OS1SO6ayD8fa1axGcYh2MoVgCx9//y5q7xnE1VaIqUC43pO44ID5YfEMx9VRM5QJa352bnGnG9bBIbDh/Ua7UBxoA0mO9qQBk4FV9EZ93GlTd/KkcUnV4m/SQUr6eHvvex0wA4df1IJIJGB1rprmRRJOnjKn3QNRoIU8udkZULap+vi6mVaiTUARIRKwLq6mXd8/m9urS4eMD0L0TyvrGciaNuuAMLgA7Kcx6mAngyA7IeL5k0hnmb9XrtQDpNV2yz1cyCkgCShJQhoJ5eNv0t5OIJowBBlE1NS1Lz/CwL5z2/5NRwErehAgwcijn7crw6MRRM2I9YQcRmf/Pl2eRyl63Z2P0vVyBA6osvTLt8ekgw2aaVgA2DohjgTiJQ7l9rPBJtUNV6FGmZDKJW2+9FUuWLEEgEMBJJ52Er371qxn/ZkQEX/7yl7FgwQIEAgGsXbsWe/funfqxZmGAQVRFyh0A3A1AbEgHGsm4DiyiYSDhWCRMKSAehvS+mFvp0i5gla+Hoty+U6WA5DhkpIw1Q6aZcnmA0ElAXafOOTHjuqZHfDhj+m2KGYV0Pz/9DSWajOzFDyf7KNM3vvEN3H333fjXf/1XvPrqq/jGN76Bb37zm/jOd76T2uab3/wm7rjjDtxzzz3Ytm0b6uvrsW7dOkQikYoeOnMwiKrNFwRGD+rVVgt8UYiIrlopAjX4OtCyIv1ipDf/fq3gYkKzRMJ7IENvAK2rZ1fSZGwYOPIilCcAmGX0TrDwFlFev/3tb3HJJZfgT/7kTwAAJ5xwAn784x/j+ed1UC4i+Na3voUvfelLuOSSSwAADzzwANrb2/HII4/g6quvrlhb2INBVG2+Zj1LBMjTta97IZTLDQTm6aAh2gdJJtObJKN5d2sPgehd5h86yfMunVja9ztIdHaU4Zb4GND9XGaPDtExopIdGNmLfEajud8N733ve7Flyxa8/vrrAIDf/e53+PWvf42LLroIALBv3z50d3dnLEwaCoVw1llnFVyYdLLYg0FUZUopSPMKSP+rUG7Heh1ZwxtKKYjLqyeYdv8a4gkCsbguuFUgyNDvS/0p6//ZG7rSG4sAA68BHWdO4ogqLPxmOgCLR6A8ZSwDUE4vB9FsUInFyqz3Zy/s+fd///f4yle+kvHcLbfcgqGhIaxYsQIulwvJZBK33XYbrrnmGgBILT7a3t6e8b5iC5NOFgMMoungbdCdB2JaQxqOhb0cdI+E6HU8xvuh/E36olt050V6K5y1MlzO4EbpXIZkDMrxvCQi1lBNUi/D7q6raqEuEQFGD6XaqRIjgCeAnMqmToYXat7qqrWJaLbav39/Rh2MfGty/ed//id+9KMf4cEHH8Qpp5yCXbt24cYbb0RnZyeuvfba6WwuAwyiaRHpB5xrEhRKzhSBkoSeWurxAMlRKAMQ8ULlS3gsmV5uve7yW9NZswy9BfHUAUYdMPiqLjPuaAugIE0nAY3HVynQkFTvReqZ8SGoQBB5gwzlhpgeGPmOhWgWmmCOZsF9AEAwGCxZaOvzn/88brnlllQuxbvf/W68/fbb2LRpE6699trU4qM9PT1YsCC9lEBPTw9OO+20qTU0C3MwiKaDiL6W2jkY+b51RPSsCTOR83blckPc/sl9tnLpi7iZyK0xMfKOHirp26mnhOZUBxVg4HWg7+WqTA1VytCrqTqfQxQydgQClxUUGTqwUG6Iux1G+7sq3g6i6qlEAkb5EcrY2BiMrNVXXS4XTGt22pIlS9DR0YEtW7akXh8aGsK2bdsKLkw6WezBIJoOngYAJWZ8iGmtu5GfUgbgqXcECSpvdU9J7cfeLgkYrvRnu/z6vdk9BNlNs+tnKEMPY9R36uXXK61xcc5S90oBGLdmzygD6OiC4QtV/rOJjjEf+chHcNttt2Hx4sU45ZRT8OKLL+Jf/uVf8Jd/+ZcA9HfQjTfeiK997WtYtmwZlixZgltvvRWdnZ249NJLK9oWBhhE08HXBOXyQcyYnjUiJlJ3NjbJ7bnIy5lLkTQyghKRZJ4gxQRME2K4dZCSjACGv8jn6aERAI6kUAWM7K9OgBFcopecz9uDAqBxMRSDC6pVBqY+VjCB93/nO9/Brbfeiv/1v/4Xent70dnZib/6q7/Cl7/85dQ2X/jCFzA6OorrrrsOg4ODOOecc/D444/D759kL2kBXOyMaJpIbBjo+70OApRbF5hySkRQfIVUi7vBWsMkBsRGYfdE6J6LZPH3Gh6ruqcbRRMpnd0ZIvrzPPVQne8r3b5JkGQU6HsFGOtG6hwYVgGu4JLZuyIs1aTpXOzs4P+6EEHf1Oq2DEXjOO6ux2vuGsceDKJporyNkPl/BDVyABjv0TM4MvIPsmZ95N+L1atg6AqfajT9liLDKyliWjkZifKrgNqM6n1dKJcPaDtdBxqxEd02Xyh38TeiWlPJLM8awwCDaBopd0CvT9K0DEgmIUd3WqupKsfQSRF2QGIHGe6AIw+jjN4PMQFMZgaGAPULSm9W1q7M9HCI4c0Y8lEuHxAoow4GEc16DDCIZohyuaDaz4TEhiBHXwXMcYjhAiAFcsZVzowLuPzFl3GfKnvZd5dfJ3lOdV/RAb0uS0Z9Dh/gn8/y33RMmsMdGAwwiGaa8gahOs8CAJgHXgAMfXfvSLVEqrfCOWTgLNiln0DJXozU+9N7FjvHAgLAsIYlUuMuekil7Y8AZUCScd2u+LB+zRuCKmPoRBLjQN9uSDSs64F4gxBfE5QZB+KjQHRQ19rw1JfcF1FNqWAlz1rDAINoFjEWngFJxoG+l6GS4zogUK7MMt8ZHAGF4cpbQyODI8AQgbVyaTxrj1ZPieGF8jZAjABweGtGES5x7E8aj4dqWVkw0JChtyG9OzPaKmYMgAnx1OnDMmNA/26IrxkIncTcC6JjAP8VE80yyuWBajsdgNLDB4Y7f3AhYs08sd5nByOF2NNUYej9JWM5wYW1Y/28JCHjR4GRPwDJ8fz7FBMY2gc5/JyexZL98vhRSO8OZARCgXlQwcV6VooydNBjeHSNj9gQMLi38DEQ1RpVoUcNYg8G0WyllJUAmifAsHMjEpkXfmW4IHBbPR7WdmYSgFWm3NqPntJarLdD9Pv9TUBkoPT012g/MHJAF81y7mXgdWQM3XjqoOrmWYfnOCa7qJfbD0QHIZF+KH9L8c8kqgH2qsdT3UctYg8G0WwVaAPiI3r4wC5Xk/p/0kqWBDL+GRseKMMNZVi5FIYLyu3Vy8E7v6RKDaUA6eDF34xybqFk6O3Mv4sAYz3I6L3wNxcuOZ6qNOoFBl7VU1aJqGYxwCCarRoX656IxBgQC+tkyMQYEA3r4EJMx3oFrqwprNYfU39QjjoWJYZSMlif4Q6U3jQ+mufJrGCi1OqsSulcEjGB4XfKbCPRLDaHh0gYYBDNUspwA/PXWFU3rYXQkrHCwxUl58MJABfgrZ9AkS1reMMdADx1VqBR4DOcJcxhdet6s6sOlpjlYi0KBxFg5GBVFlgjmk7KUBV51CLmYNCUiZkExnuA8SNW17sB+IJA3QIoT91MN6+mKW8DZME5uoT2WI/uychYyCy1pbUwWYkvIrdXb+OpK10/w+VL9TaIYUAhoD/XUwdJRHJ6LFTjotz2Ny21ZpBYYqMQX7B4L4ZpLVcPSVceJaKawwCDpkQS40D/K1l31Ukg0qeT9RoWQtW1z1j7jgXKMICGTv0AIN3bdG7G5PYGiEC5PHr5d8cslJztHMGhAqyhCwFgQnkCOsSJj+pXXX6g8fjc3TQerwOjkYP675F+wBeEiOQGGXZvRXwUOsnUmHg5c6LZphJDHLXZgcEhEpo8ERMYeK1wl70kgdGDkNHe6W3YsW7+GbrEdoYyei8A66JtbedrAtx5epgMN+APQRnOngNr1oreID3jQ7n0miGd74NyZbfJyqBvfw9Q16H3m4wCI4f1Hp2Jq/afo2E9FASle8BqNHueKCWVJzXFRw1iDwZNXnSwQB0FBzMJjB2EjHcDzSvyXoRoYpTLBRz3fkj/q8BYrzWMUM4b3enpoPbUOX8IIo1AIgodpLj1jJO8QaMVxAigp71C5120nVF0KEwppYMZw9BBhTKgEhGrvod1j2MmgfhYut6GcgHBPD0iRDWGpcKJJiMWLmMjx7TK/lcgrat1lz9NXXAJEB9O/13EqraZJzFSGekkzKxvK6UMwBNI76NUzQv9LqQCjmQkYzglm8RHgPiQ1Qx7uqzkBqcuj05i9dQBrav0wnBEVLMm9E1/9913Y/Xq1QgGgwgGg+jq6sIvfvGL1OuRSATXX389Wltb0dDQgPXr16Onp6foPv/iL/4iVYjEflx44YWTOxqaXhPJ8LcvKqMHqtacOSe7loWyciEML/Q/bYXUsu4uf3q77Joa9p/t4l0l1zNxBChiZu47n0h//vfm26+vEarjPVCehuL7JKoV9lokU33UoAkFGAsXLsTXv/517NixAy+88ALOO+88XHLJJdi9ezcA4KabbsKjjz6Khx56CE8//TQOHTqEyy+/vOR+L7zwQhw+fDj1+PGPfzy5o6Hp5W2c+HuiA5Vvx1yVL3/Crnfh9usppW6/o/6FQ77gUMwyei8cgYiZBDwNpWcKia4kWt5sEIFEJ5vASjT7KFQgBWOmD2KSJjRE8pGPfCTj77fddhvuvvtuPPfcc1i4cCHuvfdePPjggzjvvPMAAPfddx9WrlyJ5557DmeffXbB/fp8PnR0dEyi+TSj/C26GFKxi5JzkS6rFyPvDAKaMGUYEE8wNfwwYSIlyoXn/VT9czRNXemz7YzSb3FZ01vLFekFfOzBIKp1kx4MTyaT+MlPfoLR0VF0dXVhx44diMfjWLt2bWqbFStWYPHixdi6dWvRfT311FNoa2vD8uXL8elPfxp9fX1Ft49GoxgaGsp40PRTygU0LUPh+FrlTjMUAcJ7IWWN81NJTUutQlyVUTIMsJd2NxPA/DXlrRcSmIcJ3YMl+btBx5A5PItkwgHGSy+9hIaGBvh8Pvz1X/81Hn74YaxatQrd3d3wer1oamrK2L69vR3d3d0F93fhhRfigQcewJYtW/CNb3wDTz/9NC666CIki3zJbNq0CaFQKPVYtCi3wA9ND+UNAq3vBvzOi4jVTZ+9CqizzsEwczEqQRluYN5qwNeMCV3EC+TPlN6DAYROBo77AFSgtfw2hk60CoSVweMrbzuiGjCH44uJzyJZvnw5du3ahXA4jJ/+9Ke49tpr8fTTT0+6AVdffXXqz+9+97uxevVqnHTSSXjqqadw/vnn533Pxo0bcfPNN6f+PjQ0xCBjBim3HwidCGlYCPTvtp7M+heRfUGL9kPMTih7/QyaNGW4gaZlkJEDuuJnORdye7oqDABlXvgBoL49tRrqhNoYmA8xPED4jdIbcxVVomPChAMMr9eLpUuXAgDWrFmD7du349vf/jauuuoqxGIxDA4OZvRi9PT0TCi/4sQTT8S8efPwxhtvFAwwfD4ffD7e5cw2yuWFNC0Hwq/rJ+ygolD4HR/V9RFoSsQ0dZl2uyZGuVI1LSZgEhVERZLAaDckfABwiQ6IkP7ojN8ObxPgrs/dR2wEGD0ImFHoUvTNuhAXpzzTbFeJWSBzYRZJPqZpIhqNYs2aNfB4PNiyZUvqtT179uCdd95BV1dX2fs7cOAA+vr6sGDBgqk2jWaCNRs1ZwokVYVE+oAjO4CRtyeRsImJ971OcF0QGT8K7N8CGfwDlNdjVQfVs1AURP+6JBP6Kf98IHRiTgKwhP8AhPcAiRFdO8OMAuPdQN8uSLzEeipEM20Oj5FMKMDYuHEjnnnmGbz11lt46aWXsHHjRjz11FO45pprEAqFsGHDBtx888341a9+hR07duCTn/wkurq6MmaQrFixAg8//DAAYGRkBJ///Ofx3HPP4a233sKWLVtwySWXYOnSpVi3bl1lj5SqTkSA4f3lvyHfNEsqm8SGgPCbmHg3xBT4y8u7AACJDQM92yGmgvLWFawOqlxuSGIMKni8LvrlfHX0EBArNLVZgMHXIEwKJZqVJjRE0tvbi0984hM4fPgwQqEQVq9ejc2bN+NDH/oQAOD222+HYRhYv349otEo1q1bh7vuuitjH3v27EE4HAYAuFwu/P73v8f999+PwcFBdHZ24oILLsBXv/pVDoHUosSYruqYGt8vwtvEsuFTNfTW1N4/mZ6lwPzyt7WDn0ATiud5iF48zUykhk9SxooX6gMEOLoTMv805vPQrMRS4WW69957i77u9/tx55134s477yy4jTi+1AKBADZv3jyRJtBslnSuzGmPleShDKBh4XS06Jglppl1vidBqYycDUGpWSRGTg9DISICjB0GYNc8KRXMKGCkGwimfy8kEUN5CagmcOR3QHsZNTmIptscjjCYIUWV47z4KAXkXafYuqiNc4XVKckuE16GvJd4ZQDKDUF2bkXmz0+AiSfkpoIXBf1V43zkaV0ye+G8chNWFRA5qoeMiGYZZVTmUYu42BlVjieIjJ6LVNRt/V8ESET0ctyxYYgZBxoW5naLU2mTOGc590COoSylFERcEJhQ2Vsqa3l2f+nhEYkN6wqfLp+u4OkL5jZAgLzTY+vaMv+esyR9AWZc73ysB/AGS25ORNOD3+xUMcpwQQLz9JTJbGYciIaRcR8dfgMY2geZdxqUv3na2nksUIYBcfmAZHQSb3bkyDi6XpVSVqeD5HbJKgUMvQnxNeedGirjfcDo/sxETn8o/7hLKgZNBxmSTMDwZU5PLbsUemzUasQEpugSTZc5PETCAIMqq26BXnI7Fnas2mnmBhfKpZcPV4aeCeCfDzQugXIVnwYpYur6GRC90Fat9h06iJkAxo9aNSYE8IaAwLzSx1bXCQzvm8QH5gkgbAWeTw2UjB4EGjOL2sl4HzDyVoH9FWhDqjfDijbcBWanBJcA/S8XXu8mPoZUT0iBFVgl0qcrxybH9ROGF6g/Dqq+vUDjiCoo30jxZPZRgxhgUEUppXRFz74BpP5VJMeREVzYq3zaFzoRIB4G+nZCQsug8oz1m/ExYOA1XanSzj8wvEBoCdC0rGYDDYkOAoNvIHWRFNErzg6/BalfCNXQWfjNgXl6O6ueRFlK3AmpUjOAogM5AQZG3in30zOJ/VtRD2P+yYU3smtduLzp9ptJHWjaPTjKDdSlC/pJIqIX4osPOY5HBzNixqCG98EMvwl46oGWVTBcnIFCVGkMMKjilOGGeEO6FwPQPRo2l08HF0D6YuHM1QjvhbScCuXW4+9ixiGDe/XFIhkDDI++0JhJwIxDht8GooP6oudvhXLVzvRmSYwBg3uR2bPjyFcZ2Q8x41DB4/PvIKrrQ5QOLpwBw1RvhTKHISQaznmuXKIA5QlCNRUKLgD07QZKJm8qYN5qq4iXVfVz8DXrQxxBrBWEKqs3RBkGZKwbCO+D2boSRvPySR0HUTFKqSmvHl2rq08zwKDqqO8E4sO54+J2cJGPPfNk6A2Iy6+HDGJhK7BwA97GjH9oVnqi/tPIfn1B9s8HgifURo/GaDcKT+W1LoqjByH+VihvZve/RPqs4ARFUsyrUIDLFcj8e2LylTQVAPgKF+6SxLjusSpl/h9B1TkSUMN7HR+SFcTagYaY+ux4G3VPSN9umK56GEFOn6YKY6lwospSbj/QdLKu1mmXl1au0vOtRPQU1sE39R26mPo97kDeKF5lDw9EjgDDb1fsOKoqWqhCpYMygP6X9MXWImICQ6VzL/KGFyKFh0BEMurU5JU9PFLuTI+cz7LaMrgXMnoo/+fmOz9W+0X5gEA7UL8AGDsEs3cnzKN79ZBToXwNwDF92vqv8/ex/+XJHQsR5cUAg6pGuQNQzcuB5hUTe6MoAKYeX1cKyu0rEFyk3pD5wngvZDKzK6ZbqYt56pgFOPoiZPSgDi5i4cw6GHlnTxTat514m/W6iDXhQ6yVQvIItENll3ef8DLxjj+MD+hjOfoS0Pdy6eBGBCImpG4+lD8IIGmtTRKHggklw3o4rRRHkAEgXbI+MQaTZcep0rgWCVH1qLo2IHiivhCWc1G170BFADNR+sKDzLtyXUWyBgp5ueuKnw9xBAMiujT4wKtAIk/wJKYVaKT3V/grqXjwkTfpvfEEqOAJOe9QhlG6fLgrALj8VhuTOmlzvA8ZuRujh/TDKV9hL3+Ls/RXVvPNiY9Vi+hEzxQGGFRhBtLDJJN+zPRBTA5zMGhaqNCJEE+DNa3SlT8iF9EXITOe/nsyrhNDS0nGACvJDyJApC+3O3+2qWsHhkosf24mkHEhjvQVT60Qq/+h5IXWClocdSqKvqPIOh+qYZHuWYkczX3REwSCJwHDb+mposUMvQ00HJfer7sOEmiz6qro3gvlqdO/HyK6YFsiooMW5dKzkwwPROWUCssk6T4apRQkVbRMwXB5ISOHgdED+ndKGXq2TnAJC8IRTRD/xdC0UXVtEG8T0P/73EJP9pd+1DFjoJxF0+z3mgl9sbFzMuKjkO7tQMtyqNla3dHfoi/K0UH994xERAW9/Hqe4Y9on5XPUqBmiFhRQ1k386VXIAGgky39LQVfVo3HQ+qPA0YP6+XUDQ8QWJCeDVROGe/4MEQksxei9V1Az/NAbFj/3UxYU3kH04GofkHXwZhAcOF4Uv/P16R/Z8xo+mdgJnSF0LEeXRDOm7/WBlFhlaj1XZtdGLXZaqpZyu0FWt+tL0D2kImYOjiIDOZN0Cva7W33cphx5Fw4ov1A9zZItIyL2wxQSulEWEf9htQFMBkrnqwoyeLB1xRmd+TfX6RkXosy3FCNi6BCS6Eaj08FF9ark/pY5fICHV1AyyrrGdHTVs2sdUsCrekeLCfnMJP9fucCbyK6tLly6QDKtOtq5Jl9cvR3kzoGmuOYg0E0fZTLBzXvVF3LYuwoMN6vpwpmJyum7uQL5G7YuQnFLnxiAv2vVPYAKkgppetcBBdbPRZJK7BwnAvl0rM1XD79f8ON1PRcKOvuSDl3qocPyiidLYloeZNZJQH0/R7S+wJk8E1dfXQiAvNKbKAA/7z8ybyGS58jT5M+5Oyfty9U/AvYDtrMZG5wYQ8VHfdBqIyiXNmN0OdbRsuYNkvkNOX8iwpMc50hDDBo5rSstK6TBYIHQBfVspMXc7aTzCJehcTCkPjoFBtbZYGO/DUhDI81HOK8ozbSOREZF1ZHeqbhBSL9+qJqcdzDQyIjkPH+1OaFg4zslE8BYv3A0d9Zy6kXJvFRSKQPEh/RvTQuX9a+MrYGQicU3Z9qPRmS7+ddbKpsqgcinQCbOlZlAMGlMBavhZKEblupQIWrABOVjTkYNGOUrwnStBwY3JM/yHDWzUjNkjB0BcjUWHqZxaQSY1mzBWYXpRSk6WQ93j/0B+tJq6ciNa3SkbeSqkwpyLwwSuYpiQ7o/dh1RJJxqGQE8DdDVEOJgYusYYIMpq6WOW91zisy2q1rkZhRIDYOIKHXVwkt1cXBzHSQICK6Z8LrhRp+G+bQW4ApUG2npypzploTmA/pezPfySt6FPp1F+wgVRluoGERlHO9l3IXSisnJ4jIqRLrrddC4cA8GGDQjFKhJXqmwMCr1oJoADx1gLcJQBJIWsMGyq3HyOs7oI78DpIYmdiofpFZELOFUgqo74AoNzD4ih4KyemhQHroqPCOdHKinQQqCWshNQAQwN9aOhnSua9CzCgkMZaqjSHJGNC/W3+eYQBGQM/sENHDYH2/B9rW6F6n8SOQyBBUXUhvb5fvBnS/6tEXYTacDKMuM0FXtb0LOPRMOS3PcxwGEGjRwUX2jBBfqLzzmm/qLFExc7iSJwMMmnHKWw+0n1FyO0lEgO7nAUmm7zwVAJTIB3D59R10rYgO6DYXmspblPWeugVQHl2WXZIxvc/ooFVZtcwvq3K2iwwADXWQZFIHEPl6lJQC6lqBsSM6H+a4DwJ1HVADu3OTNVMEamQPUHdm5tOxMFDX5tjM1MNA+RI8nXwtQOPiglNNlcsL8dTrXKBC510poGGWT30mmkUYYNCsIOP9eilwAKhfAGUlBYppAuM9evpq9Ch0b4bjjYYBiDuzsmW25pNra7Gg2OAkgwsHlzfzz4E2wBu0pvJObnGyokbeQcnhKl+zntkTHYD0vw7lLhEUADB7fg9V1wL4gnoKbHw4cwNllDFBxdCFwowS3cyt7wJ6tqeHSzKmUANoOrn0PoiyVWIWSC19fzkwwKAZJfFRyOFtgBlLBwGjh2AqFxA8ESrap4MIIL3EuxnPvPO170rzBRl17ZnTQKtI7AJQhmdqAY1y5FtMhuFJXQhFBEg6ilFNJLgoNWQAAP5m/f9of+n9uayfU2IM8PisWTMlmGNA3wFdDdTXWHr7bMoNNK8oKzBQLi+k4yxg8HWdIGsHFp56ILQUyjdL66nQ7GYY6e+wqeyjBjHAoBkjZhxy6DfIW+LZTACDr0P8zVDOyU5Kpe/O7SBDKcDlsXIWXEgtkObyAhLXdRN81RkiEUlChvcDI4eAxKg+DpcP0rAYaFw04VVdZeyoI+FwcoGGRCJWDqi1fHl0CEiMQ7lcJRNdU2W34uM6F6bYdobPsTbJBAIXw4syM0DSAU45CbrKCzR06N4upQB/K9QEcyaU4XbU3CCiqWCAQTOn/zWoAmWtlVL67js+Ariact9reHLH75UC3HnKio/3VjzAEDMBGdgDhP+A9MVVQVxefekM7wWig5B5q8vuzZDRbmuoIfXMxNsFQAXq4Zxho3yNgC8EGemFMmKZwyf59pFM6JkmyZjuocjTfCUCGe/TszKyZ7kUY3iAwDzIyP7yQgx7Kmw5d3AShwq06eEgotliDg+R1Ga/Cx0TZKy79EJmyUJJgEgPjZRS4aqWYiZ0z0v4DQCOaqRmAkiMp2s1RI4AY4fL22d0yBFcTO7LJF30O985NaEa2iCxMuqB2GW5Yeq1TxLRzIqYiQgQ6Ycyo3ooASgvidZMAs3LrV4dHwqWOk9xQSWGS2zjVJtfwnSMs4dIpvqoQbXZajo2lFj9svSdf9brqkDAUek55OE/6ERMsatD2hUi7bLnjiBjpMQCXwDETOqaEulnJtUsBZS4aJs6EIiP5k8YNbxQjSfm9nDER3QgMd6n/+8sWja0T/+/8cTSDfS1QDUerz+q7V36uAsGBQoSG3c0vYx8Da4TQjSrcIiEqkaiYWD4HZ1kCOgaAg2LoexhDOWCmImCgURZy7Q7FerR8OepkDkFYl9UM5ZHV45ARq9vIVBQJSqISiIC9L+cLp412TbBvlQXD6aUtx6IjOtenWRCBxP1C4D643TNipH9UMoNoIwKqQAkchRIRKDcfkjTKmDwVeQNkBqXpGYGpdoy/48gvS9Auf0ZxbdgeCCR4czei9hwOqG0kPqFZbWZZgex6qEgMQqYVt6UJwgE5ut8oWMFh0iIKkv6XtNFl+JD+uJhxnQuxJEXIN1bIYN79RdJqX84xfIFUne1OrEy7z9C5QIC8yd9HNlETGtWhqOKqOHW7bRXOFVuXb46GbPXdi2wr6QuMJY9LXLirbK+oD0T60qVpP5yD7+pcyN6ngcG9gDJcZQ73KCAVOVR5a2HajsDaFxi1dtwIRV4jbwDGXwjo9S3MlwwOs6CxKOQ6LD+//gAMHIod2jEjAPFhncaF+ul3CmTmEB8TPc6TXT9mCqSSB9wdBcwekD3isUG9UykkbeA3ucg3dsh3c9BDm+FHP6t/nP385DeXZDooJ6+XitmYLGzgwcP4s///M/R2tqKQCCAd7/73XjhhRdSr4sIvvzlL2PBggUIBAJYu3Yt9u7dW+kjZw8GVZ6E/wDE+opsYOpgwxR9ic5eohuO3gtPgW7vZAw6sKjTa5qEX7eSPh3JhoYHCC2DqmgVTyuh0XADyaTVa2IX/VL6our26+etZdPl8HPWrBYf0LhQDxUoZU2FTGR+eZTZk5EKXKJhKEnq3iGJA0mrjfYCaM4CVKLPd7rMupnam/TugMquMQHoc+ip0/uz8y/sHinbyEFI88r0z9DlT2/jLGEeDwP9L0P8863cDVPfsY73wjkLRay25wSfiTHdhsZOPctFQf9+1C/KWrmVIAIZ70lPt1VKB76eRqi6+eXnL1WjafERK3/J4vw5i1iBaTLd7tQ/BxMwI0C/7iUTVwMwb1XB4mmzxjRPUx0YGMD73vc+nHvuufjFL36B+fPnY+/evWhuTvcAfvOb38Qdd9yB+++/H0uWLMGtt96KdevW4ZVXXoHf759aW53NnsjGd999N1avXo1gMIhgMIiuri784he/SL0eiURw/fXXo7W1FQ0NDVi/fj16enrK3v9f//VfQymFb33rWxNpFs0iImbZiY3KsAIEZA6HpP7srssN3O2l3SH64ukP6TvX1tVA8ES9amdgvv5z62qoCq8/opTSJcvtmRPOhcjcAd2N7w7oZcZdXj19VkH34MSH9Zdj7wuQZEJX18wbS5S+W1HJKFR0EKquE/A363al7nSs4EGSuYudjR3VfzHjEJHUA7E8S9r7mnSBK8OtAwzDBXjr9fE7STKzpsXQGyhM9O/H6CFdOGtwT/pcpjbRQ08ZvxOA/rkuOBuq6WSo+adCzTsVKnTSrAouJBmFjB6GjByAjB/V/x6muw2mCQm/ode1MeP6Z2PGdc9UtA8yfAB2afYZMVrk+yE72M5+zv67MoDkKNDz/MRX9j3GfeMb38CiRYtw33334T3veQ+WLFmCCy64ACeddBIA/f36rW99C1/60pdwySWXYPXq1XjggQdw6NAhPPLIIxVty4QCjIULF+LrX/86duzYgRdeeAHnnXceLrnkEuzevRsAcNNNN+HRRx/FQw89hKeffhqHDh3C5ZdfXta+H374YTz33HPo7Oyc+FHQ7DFepOciD2UonRfg9kGUoe9e3T4ob52+CU9GrC7ecSAxrnsunF2GVn6FUgaUvxWq8QT98LdOuAZFOSQZs4pWudN39YBOkPQ26OXXrbbZfxYg844xGQWO/k5/6eeLJVTqP/nFRqyZMQIkrTVG8n4xA4CZvlBHBwHRw1ViZl5gcnoLvI2Fy28rpatyphip5FKJDpS+eBmuzGRU+4LhJDpAElM/0LAIqv0Mna8xC4mYuufuyIt6obeRg/ouvXcHxJ5pM13GugvPnLKHxex1f2ZCdLBy+xJTDzPOZgoVGCLRuxoaGsp4RKPRnI/77//+b5xxxhn40z/9U7S1teH000/H97///dTr+/btQ3d3N9auXZt6LhQK4ayzzsLWrVsreugT+gb+yEc+gg9/+MNYtmwZTj75ZNx2221oaGjAc889h3A4jHvvvRf/8i//gvPOOw9r1qzBfffdh9/+9rd47rnniu734MGD+MxnPoMf/ehH8Hhm/6JUVES+bvZilNJ3/IYLyu3Tj3wXNsNakdB5IXTXW4uiTaP4sP637vIiIwjw1BVMSk31Lji3T47r6Z+FqJw/6D8nYzroMpN6eKDY+Gxq+mwMMn7UWvBMHIW8inCV+HdopIMK1C9IB3OxMi9cjnol6UPN93Wkh3NUqIxZKjNp6K2spdztab1JXTBueL9euj4xnu/dFSNiApGjJTZKQCp5kZ+wEkOAE8k3UC5db2YW52QopfSN1FQe1jlZtGgRQqFQ6rFp06acz/vDH/6Au+++G8uWLcPmzZvx6U9/Gp/97Gdx//33AwC6u7sBAO3t7Rnva29vT71WKZMevEomk3jooYcwOjqKrq4u7NixA/F4PCMqWrFiBRYvXoytW7fi7LPPzrsf0zTx8Y9/HJ///OdxyimnlPXZ0Wg0I3IbGsrTvUszYzK9Bp5GnRQYOYqMHApAX0STUTjnSQCin29aMWNrjCili2rZiXOq1AXZXl7deXcvpqO3osAiYQAg1v+TEd17ocdc9JdrsXLeqdLr1houVjskz2fZwZFdibQs7jqdPBg6yfmh5b03p6mqYOqJal5e8aEuJ4kOAEPv6ODIcOvS8g2Liv5MJRHRM6TGj0AP15X4Kh3r1sNLAMTlB+oX6mG0SkuMo6xpzmZ5s4Sqwl2ne1EKKXc2VSpfSXRuhnHsJ/nu378fwWC6ZL3Pl/tv1TRNnHHGGfinf/onAMDpp5+Ol19+Gffccw+uvfbaaWsrMIkA46WXXkJXVxcikQgaGhrw8MMPY9WqVdi1axe8Xi+ampoyti8VFX3jG9+A2+3GZz/72bLbsGnTJvzDP/zDRJtO08HfnF60bCLv8c/XeQDj3TqgMHx61Uxvk74QR45aX0qGzgHwNM5McOENIhUQuAO6V2AKy4bA8AFmNDN+chLrP7Hh9PBQKhFugu12+9OhjIgODuyudEk6kuXKPK9KAaETM2dv+OeVvoMG9JBXzu4UBK50EOauh2o+GWg4Tg8zRPr074KnHgh0QLnK+/oSMXXwYCZ0AqqnIV0pdnCPnkXjDPKiA0D4TUjH2VDe3PVPZPwo0PtCuifI5c/MxcnbCKtWijJ0oDj8FiR4YuUTFMvO+ZiZwByADuCG3sz/2kSmamdsO4sTPZUxuRuv7H0AqfzHYhYsWIBVqzLL3a9cuRI/+9nPAAAdHXptpp6eHixYsCC1TU9PD0477bSptTPLhH8qy5cvx65duxAOh/HTn/4U1157LZ5++ulJffiOHTvw7W9/Gzt37pzQxWLjxo24+eabU38fGhrCokVcRnlW8AT10EWxOxQnwwv45+mfvy+Uv6S3culFy2YBZXggdR3A2GGrF0PPmBAzAShXid/j7LodHkBcuh5F9oXGDjgkaY2XO3oq7P+bCaBIgmNqyCbQnPEFpwCIUlDeBojLk9q/SBJKuSDJGBTKuBs040DDcRlPKU89xPAWv0NOxpF37RJPA9SC9+qgR7msO90IcPQla+qsJaqnskrweKgivxcionsORvZnJqG6ApDQSbo3KGxf6LJ+NmZMJxAuPDc9/CMCSYwCfbuRvkAXGaLKbZCjE85K8q3gFGoAegZTOfIETtPG36oDvsjRzB64VMBQKNrOQ5KA8syqRN8chtKPqe6jTO973/uwZ8+ejOdef/11HH+8LnK3ZMkSdHR0YMuWLamAYmhoCNu2bcOnP/3pqbUzy4QDDK/Xi6VLlwIA1qxZg+3bt+Pb3/42rrrqKsRiMQwODmb0YvT09KQipmzPPvssent7sXjx4tRzyWQSn/vc5/Ctb30Lb731Vt73+Xy+vF1DNAvEh3V+QmwYuhvfmi6Z70vY8AAtp1QlGbNSxDSBMWvGg53cWX8c4B0DYmEolweilL4QFurGT5XZzrqoxuOAO2klU4p1jdPnSQAgMghlJnLPnb2fWBhwWcWrCq3nYibznt/U1i5fel0XMfXdvjIgpll6BVKXH8odyH2+eTnQ/0r+ZE8x0+XFs7n9wKFf6/d56vV5jvTlTosFAJjA0D6I4YHKntViGz0EjLyd+3xyXNdoyZ59oAxd6dTTAJ3vEtG9cfULdU9VbAhKkpDg8frvdhAtUt6dd/bPITZY8QBDGR6IN1QiF8bQPYYzRCkFCZ6oe9WG33b8HCTdywM4pqkWGQaECTQcPx3Nrhk33XQT3vve9+Kf/umfcOWVV+L555/H9773PXzve98DoM//jTfeiK997WtYtmxZappqZ2cnLr300oq2Zcr9SqZpIhqNYs2aNfB4PNiyZQvWr18PANizZw/eeecddHV15X3vxz/+8YycDQBYt24dPv7xj+OTn/zkVJtG00hEdNb86CFkdDfbXxjeJt1bYUahv+BadaGtQjMVZgFJRoHenUhNiVUKQBIy/JY+robjdZCRjOqLMuzplY7vQ/vCkzVrA57G3Omd+g0AAAUFcTcC8UHHS87KoZb4CMTTAIhVGcPq+reDC+jl5IrfD3obMy/6YgLRMCTQXPh9sVFg/mn5XxMBPM16GqEZ0002XHo4KPwGcnNOlE4qjQ2nn4+P6OELd33xHoLht1PTZiUZs2Zw7NfDSd7GIu/NSnZ1+XQgYV/c7FyURAQyehjK+jmlkiizg6dSvRjZCcq6wcXfM1kNxwGDY7mLAeqGAMETSucMVZlSSgdXgfmQRBQY3KsDP8MA/B1AfED/PhQK3MTU/3YCHVCNs7z3eporeZ555pl4+OGHsXHjRvzjP/4jlixZgm9961u45pprUtt84QtfwOjoKK677joMDg7inHPOweOPP17RGhjABAOMjRs34qKLLsLixYsxPDyMBx98EE899RQ2b96MUCiEDRs24Oabb0ZLSwuCwSA+85nPoKurKyPBc8WKFdi0aRMuu+wytLa2orU1s4yzx+NBR0cHli9fXpkjpOkxesgKLoCci6CYgBmHan3XtDdrSo7sypj9kVrdNTYKQHSCn8sPNC2FBE+AGtgDjHVbUymtwEkk60KiAE8DJBEtMSwrUG4PJOb8bnGUJbclIlCJBOBrhBiu1BeyxEZ1Tkt9R9HgQg+XZAV5ygA6zoYSUxcwc365mabO3WhZCbi8kJED+u8KgKte3zmn6qBYgYRyAy0roeraIf5WXflz/IjexBUAlOQPngqtLeOUjOpAUEzg8G/TvR3lJFC6PEDcOrb643KDAPvPiVGI4YZSLt1Dly+4KNWDYfdyOPdf0QJwjuYYHkjTyXpWi523AqV7Z+o7oMpN4p0myu0D5mV/N6SH3iQR02vexMLpxGhvEGg8AaoW1p+Z5kJbAHDxxRfj4osvLvi6Ugr/+I//iH/8x3+cWrtKmFCA0dvbi0984hM4fPgwQqEQVq9ejc2bN+NDH/oQAOD222+HYRhYv349otEo1q1bh7vuuitjH3v27EE4XOZUNqoJIqIz6ouJDUFiQ1De4glKs4VEB/UdkpW8JyJAZMCa0eKQjED6XtZJgWZc35mlqlha9R4ML9CwUAcjkW4AScDlztN7kd2IJOBu0LUuUnfb+cIFu2iXY2pkuccJwJ4qDGXoC23oJBhWz5K4TwOG3gbs0t2BVmD+6fpCa6/JYu9o/J2s+gt2exJA30v6Ih1oBQKtVn6ICYz16uGKfMq9azPjVp6G82dT5heyMvRwTKkkTTMJMVTh+hJFgwzrDtYeYrNl1BKpLGW4gfpOSN0C2DkNMzXjaqqU2wu08IazFk0owLj33nuLvu73+3HnnXfizjvvLLhNqQWsCuVd0CyWGLeqa1oKRduRAWsWRg0YPph50UlEcoMLp8S4lUvh+BIXa6VVM6bvlhsW6HLZiTGoiVwAxdFzoYx0QqiZyOjm1zMjsvI8zCTEcBVZsxR6qKr9PRnPSzIKDOy1xvId/2aTEX1Osi+0ZrLwxdcWftNRGE0BcEFiQ8gdMrEbUeaMgmRMr2OR2aDy3iumTiYtvWHptTwygoyshFwg83hc/mmp4aKy66/Q9JvmIZLZZBbP7aFaIKPdOqHPOWvAVPquPSPQKHARmYVktFsHAs78kBKrogLQwweuAoHDwOv6Amv1Loi3SH6DU8Ja78RM6DVBUmucAHAr/XzcquqZT2wY8DcVz8Ooz5wJIomIXogq3wVVTF2l0u3XvR62vImY2W0ZgiTGMxNDi07tTAAo0Z3vrssf2CTjpb/dPEE9rFOqJymljJ9Y6njybGtf7L1NQF3brE5upgpigEE0cTL0DjDwSr5XrGROnyPIkBmdGifJqO6Ot9fc8Ab1l3zWeLTEhoDhP1jxkGPMPDtJM/+nFH7JjALK8VnxMcBTaizcAJIDEGVA+ZrST2fkCbh0F398xPE+RzCXjOjgyFOfnVap/xtallvwqf/l0nfriYgevkkV8Cqzx8CMA3AEGP7W4sNrZqx44a/giZlDNSmie5UKrrCqkx3hrtdJoYlSAZKy1mRx1OmYCOUGGk9MVa2lOWQGcjBmCwYYM0BEgJED+ovVjOsvrfpOnd1dI18+YpoFggsHMwoY1sXE5QN8BaYTVpiYCX0H6/JBGYYu0hR+ExkBQGIUGOuGhJZC+R1j4UNvZe0MSK0lULIDpkQ6pZlMJdwpZUI8dVAodLFSkIg1PGF4dDPy3cUoBcCAGB5rhVm70Q6xYR3Q+IJWYqGRHroJ74V4T08VfJLoQBkXW5sAnhAQG0DZOQ+urCx1X4ueFhofzW03YAU6Kjdp0/DpCqIDWb1nTvaQltufOUXUFQBCJ0FZK/VK/XFWkFLkB2zVOBFPo55eWlSen1NoSW0kJBJVEAOMaSZmEuh+LrNLWZLA8D5gZL+uHjhLF3TKUO4CQ6apLw4t76p6kpmMH9GBhOOCI+56fZHK+9l6aq24350+54mRPNsB8ASsMt1FlCqylbrz1X9W472QwHyonHwBAxINpxcycxfv6RBAn+NkDAi06YTP7HwRSQKRMOBt0LMhrM9BMgoc/i2keRVU3TxgpLyVcAHonJrYQPrv7oA+14WmRwbm5fSWKKUg804Djuywylw7treZcf0wfEDoRF2MzV0H9L9kJeIa6Voe2ZJR/WhYqIeC3D7A3ZDxu6gMF6S+05oFlSfI8AT1ZyT18I5IssCaO3Y7HAGPOwA0LIbKV0CO5gYOkdC0OfKiVZUw+xdG6S/Lnu3Ace+fiZZNzFhv6W0AXe9h3ruqHjTJyAE9/TFbYhS6e9tbOMgY7wUaF+d5zcFdl56eWtBEvgT0MIYa74UYft39brh0b4OZnUxqFA3OdHKn0hfe4PFQfcMQVwB65dRkqpcDhrdA8SwF9L8CCby/dKKmTQRQJiCOL0+l0seR0QtiPd+0LH/73X5IR5f+nRrYUzgnwozpacANnTpQjw2nP9dTrwPAfO8NtAGt73IEVnna4KmDNC7WSa0xa1E4l08vWe+u0+ffTACJcShvk655Mn7EqjpqTQENtOtjSYxbAZEbcAVqdvYGVcg0V/KcTRhgTCNJxqys/CI5/WYMEhnI7LafZcReYKgcHn/1gwvTzB9cpLfQX/iFaiNEB9MBRsYYu5maVqgMFyTQqu/ac+ogWO8p+h1Q6EXrPNo9AYY3vUqqiO6VkARECgcZAugS3fNOgxo9qHNLEhEgFs9MVJUYkHRZuQRZ9R6U0hf3ctc4cS4lnf28ILNHwd8KNJ8MVWS2hlIGxNtQIuFSgOgAJD6WGVzY//c26M9MxpAq8ObyAm1nlHWRVy5vqvhTXoY7lUekAB185NuPO4CMPBOiOYoBxjQRMYGB18rZUpcnnsUBBiB6XDtWxoqM7mmYljr8dhkbmbmFjvIJtDkKRSFdpEgpKJcXUtdmdbtbx+7y6cRRSQJw6YuT3Z2vDGu4okROg93N76nTa4HYlTghUJ4AREyoIm1XANB4PFTkiO66T0aLlIpO6hmc2ZUcxSocFlwMDJeYMVPqPNo9Gc4S0CMHIaZ14TfculS1vzXzwl9qCMoWHwEkz3CIsnI17EDSuUIs0Uyp4GJntaY2W11jREQHF4XWYMh9Q3UbNEVK6e72UkS59EJb1RYv88JUqNfFWZujYXHWsaUrTKaWNHf79Z2st1EHD2ZSD6EEWvT//fP0a556oHER0Hh80fOl7OXnrX+O9gUxfWFUetw/dRiSfgB62qOn0araKOm7+4KShX/H6jpQ9GvB+b5SQYYt0g8M77dyYQzoYaluYPDVzLod5QYCdun57Pbk3bY2kqbpGGYPkUz1UYMYYEyHyBF9J6usRa2KUrpa4mznqdcXtQJEGYDhgxx4GjKwp2SBtSmZanQfaHPsygXMO02PqadY6x5Yi5JJMq5nZYwd0XfLjcdB1bfpwEPiVo+F4y7f8ACNC3NXTE19aHZAkf2y0kGIN6Qv0nbior2sfeikdI+FJMqbRpmv3LXh1dN2W1flnlM7oDHjVo9LiS+8nJ+3Ffg460SImTlF1deCknksygB8TXpGRrHqm/bn1x9ffH9EVDUcIpkOo936/4ahi1AVLHtkPR/o0Hd2dsKdu67qRXkkNqSnziYievij/rjime/BpUDi9/owklG95Lh1URXDoy+q4wMAkpD+VwEzAdV6SnUaX98JRPtKbGQVOcrWeAJUVq0EZbiBllMgZjzdO+Kuh0pGgMigLhgVH9FTFwG9jXLp4RKXB4CpE3ldVvltpQAxdGloew0Oiw68iidx6kYpK7E2ewpqGOjdrmdJRMcdMymUnjFhl6a2cxOKVcxsO02/09cEaTtDJ7+OHkonPQJ6H8ooPrNFJH9dDHvNkNQ5gc6pMBdBGS69Mm3Dcfr3sJCGRakptWhZBfS9lM5XyV7221UH1big8L6IpgNnkVBVOaffZUxjswONrBJI4b3A+NF0wpty6y/exsUVDzRETL2Ow+gBR1uUXgq7/jhg3ur8y327PZCWd+s6BIYHcFnLfdvLs48fRUa55sG9kNCJ+Zf3niLlb4YYvjyzLxz8LfpuPzakD9MTAurbU7UQ8u7X8AC+Zl2kK/yGvkCapp5iahhWoSlYyZhRHRCKX1987YXRzARg+AFvnR6KcQQYqV4dSWIq/xQlGYMaekfn7YhL58bYS8fbF1/DradM2jMtsi/G7nq96JR97C6vHuLKHm5RLv3+ZDw3WdS5v2S+qarQw0nOaqeGS8/0sYepmpbpIGa8Fxm/jxA9fBM6Md0UbxDSuhrofxVAPLPXJNAO1bS0xJkjmgZKTb1QFgMMKshwWXf41p/hs+40nbMxDKtioQmMdWe+XxI6kTE+Amk5pbJJa4OvW8EFHG2x/j96ULepZWXetyq3FxJcAgm/ASURAApIRK0luvPcKQ/vB5pPrlzbneadrmsp5Ev+8zZDtWT2nojoSo8yetCqGWHoWQjepvQdMqwAbPCN9DFJQg+LOFYu1SuJevSxJ8bSUzVhV/BLAKO91tCXfdF0nB8zmUrsLC7/MJMCrGDUCiScwYXz/yJ6pkY0rNdCsWcD+edBta7KPT+Db+T5MENPTbWqg8LlcZwH63MK9ZQ4t7H/LNkvG5DWd+lAcPRwupJn/YK8C+UpbyPQ8R49bJUcBwxfRqBERDOHAcZ08M93XMRhlY71ZSXM2ZnGrsJf0JE+/QjMq0izxEwUKLPsMPQWpGmpvpvPfn+kHzj6O50fYNGjAR7A67bqRiC1LLXER6q27JJyeyEdZwNjPbpbX5L6whQ8IefCJGLVvsiuyBiJ6i77+kXpqbWRgXSPk1hFw+weneyAwO3Tn5uM6QqmqQuoCXh8kLGedIluGNB1JASpnp5CszPy5q8Y6R4EEavAlZUnUihQMbx6yKS+TlfU9M2D8heY5RMdzF8hUyn985SkDjISVnGp1LEWybUxPJl5KHZeR9b0VaWUrukxgeJUyuXJnRlDNBtwiISqqr5DT33Ml1iX/ov+n4i+SJgmUuthOL+0Rw9XLMDQsw5KrSFhAuN9+hgcREy9yFmeC4ou/AQ9q8LlS92Zi8T10ubNK6tSEl0ppduZ1dYc8aHC5Z7FBEYPQIIn6qGh6EDma8Vmz4joC7edt5ERGIi+23YO4yQdvw9mIn9vQGoYxfFzcvkyFz1z9qDATPew2JRbv0epdIAncSByGBIPAw0Lc3tP8lbjtPen9D7FBdQvsPbv0Ymv4z2F35e9Fo1SgKcxo8eI6JjDAIOqSbl8utu3/9UC6yYYmd3ZYgAuZ4Ek06opIOVXWixHuYs25dsu0ld4DQhAF35SmcmLShm6/f27gXmrJ9raysmeLiymtV7HKFJ1GpIJSKA989gNo3AvA+D4IlGZPROp15E5FOJc3jsZg/hboBLj1kwQK/fA8OigxZ4lYnjTUy/zFbkyrWNx+XSyruFKBRd5Jcd0UmXjoszny8mVUUoPXfj1GjN6OMlrJWk684usHgl76MI+hwK94BjRsWwO18FggDFNlKdBZ+Yf3eVI+swaI09tnH0xUOnKiJW828szpl32dsUCHUMPIxRcnMuMQqIDUL7m8j6/gkTMzMAoGdezfOxAwu0D7DoN4916Jog9BFDuAI89nJTTO5Q1e0gZjm2snBBvY+Z5s3uwXD5rWmqexMrU/hy/J8mo3r+njHOcHNOJos5Kp54Ga5XWIkW3XH49Myb18QbQfDIkeLxOZjUTehvDrWf5pII1ZSXZLqj67CgimjkMMKaRUgrin6eTJ7PZU/uUyo1WU9PwXEBde+Xa42mA+FqsYYACY+fueqsIVPabi/zqlBoLF9FDPRUIMMSuzWDXGBnrsWaKKF2i2t+aeRFLWGWmE1atCjORvsjnSw40o5klxsup/2C4kL/ktVVkCkq3N9Cu22r3TkQHrSTNOt3TAehqnoDOUyinEqmy9i1JIBGzPquMwCg2mFkPRClI8wqgdycK/m60rMgbRCqXT0+bdQrMs4pqKVbWpLllAvcmRfdRgxhgTLe69sxVGyUJxMcz76oNj+6idvZW2BcOf4F1EiZr3mrg8G8LDHdYd8RD+zKmBwLQeSCDewrsVGV2/+er+1FsjL8MYiaAgdf1mL8dIDiLOAH6PLsCkPmn6lk84Td1/oXdIjuYc/sK56KIqQtnufzW5I906fDcba2AJWd11PS+lK9J9wi562AoBfE1Qca6rWm9AowfhcT9gDcIMTyOnAlr9kq5a8DYp6Hci7mZGxDpehhrgMG9maXHPY1A07IJr5fD3gqak5iDQdNFubyQ5uV6YSkzoe9gsy4aYsahYnGdFJc9e6PCv2fKU6/bM7g3c80Mw2tNmxVg9JCuidC4OF3G2uXTdTLy9cYkIulchlSp5mT64mw9JBnX2f95SDKqL7qxIatXwNCVLP2tOijofi7PkuT2Hb7jfCbGgIO/RmqdCiAz2TH1D9dAwYt3MmrVb/DrHAd7impOImaevIvU57gh4/1QTSdlXGiVUlD1CyB1bZDYqA70khE9M8c+X0UXAMvDDpakzPVXgIILwSlfCGg/A5IY00mkLi+UPQ2WiKgIBhgzQPmaIPNPA7q3Ie8sDPvZ2Ii+43XemZfIwRARINIHGXpLj58bHqjGhboyp+GCxEeBkYNA1Ep09Ib0RdjbAJh1+kKKPBelkf36eWdSXtMyfRFzLg5mH4DLShJ0Du+Ima7/kYwCR3dB5p2aMfYvyagOvsZ7M3foDujAZfwIUoWtck6cswdD0j0KhhsF811yGl4gyBCrRHfTcl0IzWVVK4Wpe6CSUatXxEhPx7TzNpQbEglDhU4seBevlAvKF9THH407muOcyqwy/57TRjsocfQcSQJAkbwNm7d4b4Ry1+VMJyWiMrAHg6admEUX6bImdkISY+k7Rn8rVJHFm0QEcmSXtbpo+mIp472AZy/QvBwYejPjNV1Z0s4LcMyCsNtoxtPJeUP7IP5WPd0S1sW0ZSWk8XjdAxLt04GEK2t59owAybGMdzIKDL2VKr4lZhzofSGz8ql1HnSVzKS1qFe/fcAQOxhSBlRG9471ZzsgK1VJr9TFG9A9J4FWvbR6LKwDnkQ6CVIBuo3JJMR06wtyMgrl8cFoPqnwMIx9lHY+SeoJM0+8UyAIspNBnYGXcumpo6WSeT2hqkwbJiLM6QCDg6IzJV56uqkA6WXBlSs3cS5b+A3H0uVZF6HEKCT8Zp7XnHe7Zvoim4xZS39H9EXPjOuLfPdzkKwAQHnq0hdaw1P4Qm3nPDj/sYwf0fkUgK70mRNcOKSWSReImYSk9mcFFyrrkVsmsvC+y1E3Xw8RhU4CfK1FZ9IoMw4VHYBKjALj3Tp4Kmd8y7nPfAFJRgDoGJoxE+nEVUAPcbn9+u+xYavEeZ6fiycEVapuCBHRJDDAmCll3DHalxIxE0Dru9LVJfMQMSH5Sjvb7HyKwjuwPlRZK3YWuNCbMaB7W8Yy22Im0/kbxVa4TH2O89gdd93FFrlKfX4UYudBwMphKGemhHN584LtKkIZQOMJ1mcagLceJRMuU8MhAkSH9DLu7tz8hdSaJPEh5NYcyfMZjsBKB4bJ9NCTcgENi4COs4D5f6STgpUBJEasAASAcuvpq8FlDC6Iqk5V6FF7OEQyU7whZNZBKMJMllwkTGLD+fMSbIa7+PRA52vF9gPo3oqxHl3F0Wpf3v3k/RxYxw1dg0JMvTqpK1C0cFeKmADMokNFmR/mqISpihTKUkrPNLGGUjLmvSi9hHtGxcnxgew95O7P3hGgAzZPQPcqJHxWr4I1HGJ4IOM9BY4/zwycjM9wAU0n6Vk9ZjL355w9+4eIphenqdJ0U0pBfM26ImbxDUvWlRAR4Ojvp94oexpmyVkLSi8dbgcYibHUXbgqNo3T/gx7uMXW9xLgegO6Q61UnoL+/HRFzBJBk7NnwkzmnwGilF5wzE42FVPnT7g8ujZEoF2vnpq974lw9hB5GvTDPmdKQSSeu8hdObxBIGAN3bjYIUlEswcDjJk071TIgSeLXCL1hRSNS/QwxOhhPbvCTnZsXKQTQPtfA6LhgnsBAJhxiHIV7sVIrXlSTs+AZHTly+hhnczo9uu7cKPQapbWRTZfnkVyHGXN9HB5ADPqOGdF7vDzfb6ZAJy9H1ZipdjDDYYXaFkFI3vdjGyB1swF7HI+yjm0ofRS6tmcx9mwWM+UGT2cHm4yPECgQyeqjh3OXARPGUDdAqsaZo3e3hDNBXM4yZMBxjSS2HA6QHDXAXUdgK9Zl812rtsApH+hDA+UtwE49Gzm0EVkABh+G9K0HDL8FkrmAyRigMuff1nwjAW17DaU2J9zZkJiBDATutw0AIErPZyQ+izRu0yMFdh3GcGFcuuHmQTcWb+6+YY+lALgGIZKXfSTgCmAGdOzUKCgOt+fmh1TFl8LUhUz87ZVOYaOROdFFKGUAgJtEP/8dD6F4U39rCQwXwdmkkjVKGFgQVQDGGBQNYmZAPpetmpPOC64g28A/jYgNgyRJDLuxEV08aOO9wI9z6dnk6Q30P8b3IOiBZ7cAWvhKmsqpySRcYHPWa3TrllRbJhEAXXtkNFuHfQ4F+wyk4ArAXH5rJVHjfS/jWS0cAXPkrkbBuCp18MJMFKltNOzRVSBIMPQwVAymQqE9IXfhMCA8jYDHWdOeEVPpRSk/czcWiaphbwc9ShaTim7OJVyFgTLft7DOhRENWcOBxgTGrS9++67sXr1agSDQQSDQXR1deEXv/hF6vVIJILrr78era2taGhowPr169HTU2T5ZgBf+cpXsGLFCtTX16O5uRlr167Ftm3bJnc0s4CIQCJ9MPtfgdn3MmT4HUjf79OFrWAPRQCACRXp1j0U3karOJOh8wS8jVB1HVCxQavLPH+Pgk5JyHP3b61bogKtVpDh1wWtPHXWbIa69B6ygw7lyr/+iB0ANZ6gp8SOHdbHpYz0sIMk9WyFaFjX2IgOOhpbKL+ijBoUzuPzNaZmRKRmYFh9EamPAgDl0cehDN10+/g99XqZ8KaVUJ1dk14uXLnrgM736ymryoVUNpeZ1A2o6wDaz4JqOG5S+yciqmUT+mZduHAhvv71r2PZsmUQEdx///245JJL8OKLL+KUU07BTTfdhJ///Od46KGHEAqFcMMNN+Dyyy/Hb37zm4L7PPnkk/Gv//qvOPHEEzE+Po7bb78dF1xwAd544w3Mn1/hdTeqTJJRSPd2vXBUulSW/r/LV7iYUTKma0lk37kmRoFRa8GqAgGGvos30q/aF+HAvFSRqZyu9OS4rsLpDugCWWO96f27AnrmQV2brqkx9FY6ITMwTyc9RjNnUChlQLwN+fNAklGImHpqZ7mzWPJxBCfK5YF4GvSQk8sDMayLuyQhySQQPAHK49fvcXl1efFkAgi/rutB+OdDNZ1Q/PPKpAw3MP/UiuyLiI5Fc3caiRIp59axsJaWFvzzP/8zrrjiCsyfPx8PPvggrrjiCgDAa6+9hpUrV2Lr1q04++yzy9rf0NAQQqEQfvnLX+L888+f0HvC4TCCwTKXIK8wEYEcelZPPyy4Mqm/8IJP7vr8F1nTzFxoqtDnO9cRcfmgAvOKv8FdD9Wy0npvXI/vGy7AXZcTkIiZRKrA08Cr+aexikBiQ9baKlm8QShPwJqSOpynMWXkX8AAfI6fbdPJkFgC6NthraYKwDcPquNM5iYQUVHTcc2wP2Ng820I1heuYVTWvkYjaF73dzN6jZuMSedgJJNJPPTQQxgdHUVXVxd27NiBeDyOtWvXprZZsWIFFi9eXHaAEYvF8L3vfQ+hUAinnlr4rjAajSIaTV/khobyXNSm23hv/ourUzKef0lwAPlnQyir7HbxACMnnCmUzOmUGIWYCSjDrRccKzIV1u55kWS0cI0MpaB8IYi7Xs8ksZdQD8yHalyse3VGDuiCXzn7EOQsUZ9zTPZKokoHLN4glBdAw4eKv4+IiGbEhAOMl156CV1dXYhEImhoaMDDDz+MVatWYdeuXfB6vWhqasrYvr29Hd3dxef3P/bYY7j66qsxNjaGBQsW4IknnsC8eYXvwDdt2oR/+Id/mGjTq0pGu1Fy9oUki1z48z0nQH0HEDlaeLYCoIMQZw9G2XfwE+y8KqMomHK5gcbjoOo7M1/w1EECbXodkfEeYOxIViJpsRoYjlogvhYguGRi7SYimilzOMlzwgHG8uXLsWvXLoTDYfz0pz/Ftddei6effnpKjTj33HOxa9cuHD16FN///vdx5ZVXYtu2bWhra8u7/caNG3HzzTen/j40NIRFi4pPA6w6SWDCF2yb4SlQXdIF1M0HjFOB3hfz79/wQLn9ENWczo1Ixspb+TIRAbzFi3hlcHlR1hRWV/6qo8pw69yOujZIi2ktxZ60hodcQN/vc/I74AroIMtdpxd7K7CsOBHRrMQAo3xerxdLly4FAKxZswbbt2/Ht7/9bVx11VWIxWIYHBzM6MXo6elBR0fx9Q7q6+uxdOlSLF26FGeffTaWLVuGe++9Fxs3bsy7vc/ng89XaKhh8kSsGRXFClIVknfWRTaVu1/lsqZz5m6L0Em6JHZgPmRBlw4y7BklyqWHWwyvHp5w+yHGfL2IWjIKQKwZk4WOQwGDeyHBJVD5ikDle4dyQfytukel4EYuwBcqY18G4GvKfLJtDSQR0TNTRABfCKqs80pERLPNlOtgmKaJaDSKNWvWwOPxYMuWLVi/fj0AYM+ePXjnnXfQ1dU1qX1OF0lGgeEDuuteTAAGpK4NaFhYdIExJ9W4GDK4t/hGngYA1lCHcgH1nUDjYj1sMGavRaEAXzNQ36lnlthcfisJM1+Cj1Vy2nDpKZxJR0XNQmtv2EMyQ/sg3lBuKexC6hdYq6zm+/koPYOjVD5FEcrtB9ydpTckIqoJc3cWyYQCjI0bN+Kiiy7C4sWLMTw8jAcffBBPPfUUNm/ejFAohA0bNuDmm29GS0sLgsEgPvOZz6CrqysjwXPFihXYtGkTLrvsMoyOjuK2227DRz/6USxYsABHjx7FnXfeiYMHD+JP//RPK36w+UhiHDj6O12AKcXU60KMH4XMX63rHZSg3AGg5RRI/+78G/iaoDq69L7NJODypi/E9brkszjWpshoowgQfrNAIqQAojJ//5SesolkRA+/2OW/U2t3ZHXZjR8B6ttLHiOghzmkabkOxsYduSHeEFDXkRkUERHNdRwiKU9vby8+8YlP4PDhwwiFQli9ejU2b96MD31IZ/LffvvtMAwD69evRzQaxbp163DXXXdl7GPPnj0Ih/WsCJfLhddeew33338/jh49itbWVpx55pl49tlnccopp1ToEEsY3JsVXDhIAhjYW3adAxVaArgDuifDnlpqePRdfWipNRvDZV3087y/0C9RpE/Pwii0CmhGm6HrX5iie2OcK3QavtxaGyJ632UGGIDVU1LfCalbYA0pGVPqtSAiomPPlOtgzAaTndMs8THgyM7SG84/vexSz6l9J2P64uvyTfniK30vA/GR3BdKLVyWU5Zbl9vO2dbTANV88pTaSERUK6a1DsaWbyBYnz/xvex9jY6j+fwvzp06GMeExGh528XHci/MJVR0tkN8rPQ2GR/uGArJLaCdy986uXYREVFptTnCMWVzO8Aot2dhprv/lZr0DNjM/WSVKrd7OvwtFdg5ERHlmMM5GHN74NwbKiN4MMqadllV+QKAsn7hsqIS5dZBRWpUzASaV7K0NhERVdycDjCU4QbqS6x02dA56dU2K6ZuAXL62DICBeR5LasqpqdRJ5faz/uagNZTOeuDiKiqVIUetWduD5EAug6FGdN1KFKs3IVAG9B4/Ey1LN0aTx2k+WQ94yU7cMiuc2EHHfbMGMMHNC4C6hawp4KIaLrN4SGSOR9gKKWApmWQ+k69bLkZ09Ux69omPHOkmpSvGTL/j3TtifiI/oUzvEBsQK+EanP5AE9Q91B46wHDx8CCiIim3ZwPMGzKUw+EZvciWnpIJ7vs+iJdidRM6OJdBWpsEBHRDGAPBtUy5fLpngsiIppd5m6l8GMjwLBrhQ0NDc1wS4iIaLazrxXHQJ3JWe2YCDCGh4cBYOaXbCciopoxPDyMUKjKZQhmeIjk61//OjZu3Ii/+Zu/wbe+9S0AQCQSwec+9zn85Cc/yVjWo729/CUjynFMBBidnZ3Yv38/Ghsbay6hcWhoCIsWLcL+/ftrqgRsNfBcpPFcaDwPaTwXWiXOg4hgeHgYnZ3TsXLzzI2RbN++Hd/97nexevXqjOdvuukm/PznP8dDDz2EUCiEG264AZdffjl+85vfTLGdmY6JAMMwDCxcuHCmmzElwWBwTn9pOPFcpPFcaDwPaTwX2lTPQ9V7Lmwz1IMxMjKCa665Bt///vfxta99LfV8OBzGvffeiwcffBDnnXceAOC+++7DypUr8dxzz2Wsfj5Vc7rQFhERUa0YGhrKeESj0YLbXn/99fiTP/kTrF27NuP5HTt2IB6PZzy/YsUKLF68GFu3bq1oexlgEBERVYvdgzHVB3SeYSgUSj02bdqU9yN/8pOfYOfOnXlf7+7uhtfrRVNTU8bz7e3t6O7uruihHxNDJLXM5/Ph7//+7+HzcZopz0Uaz4XG85DGc6HV3Hmo4BBJdt5JvnOwf/9+/M3f/A2eeOIJ+P3+qX3uFCnhPB0iIqKKGhoaQigUwsBv7kCwITC1fY2Mo/l9n0U4HC6Zd/LII4/gsssug8uVXj07mUxCKQXDMLB582asXbsWAwMDGb0Yxx9/PG688UbcdNNNU2qrE3swiIiIjhHnn38+XnrppYznPvnJT2LFihX44he/iEWLFsHj8WDLli1Yv349AGDPnj1455130NXVVdG2MMAgIiKqlmmeRdLY2Ih3vetdGc/V19ejtbU19fyGDRtw8803o6WlBcFgEJ/5zGfQ1dVV0RkkAAMMIiKiOeX222+HYRhYv359RqGtSmMOBhERUYWlcjC2/mtlcjC6bigrB2M24TTVafD666/jkksuwbx58xAMBnHOOefgV7/6Ver1H/7wh1BK5X309vYW3ffPf/5znHXWWQgEAmhubsall15a5aOZvGqeBwCIRqM47bTToJTCrl27qngkU1eNc/HWW29hw4YNWLJkCQKBAE466ST8/d//PWKx2HQd1oRV63eiv78f11xzDYLBIJqamrBhwwaMjIxMxyFNWqlzYfvhD3+I1atXw+/3o62tDddff33R/XZ3d+PjH/84Ojo6UF9fjz/6oz/Cz372s2odxpRV6zwAwNatW3Heeeehvr4ewWAQH/jABzA+Pl6Nw0ir4DTVWsMAYxpcfPHFSCQSePLJJ7Fjxw6ceuqpuPjii1Nzjq+66iocPnw447Fu3Tr88R//Mdra2gru92c/+xk+/vGP45Of/CR+97vf4Te/+Q3+7M/+bLoOa8KqdR5sX/jCF6ap9O/UVeNcvPbaazBNE9/97nexe/du3H777bjnnnvwv//3/57OQ5uQav1OXHPNNdi9ezeeeOIJPPbYY3jmmWdw3XXXTddhTUqpcwEA//Iv/4K/+7u/wy233ILdu3fjl7/8JdatW1d0v5/4xCewZ88e/Pd//zdeeuklXH755bjyyivx4osvVvuQJqVa52Hr1q248MILccEFF+D555/H9u3bccMNN8AweBmsGqGqOnLkiACQZ555JvXc0NCQAJAnnngi73t6e3vF4/HIAw88UHC/8XhcjjvuOPm3f/u3ire5Gqp1Hmz/8z//IytWrJDdu3cLAHnxxRcr1fSKq/a5cPrmN78pS5YsmVJ7q6Va5+GVV14RALJ9+/bUc7/4xS9EKSUHDx6s3AFUUDnnor+/XwKBgPzyl7+c0L7r6+tzzldLS4t8//vfn3rDK6ya5+Gss86SL33pSxVtbzHhcFgAyMBzd0ny5fum9Bh47i4BIOFweNraXwkM3aqstbUVy5cvxwMPPIDR0VEkEgl897vfRVtbG9asWZP3PQ888ADq6upwxRVXFNzvzp07cfDgQRiGgdNPPx0LFizARRddhJdffrlahzIl1ToPANDT04NPfepT+Pd//3fU1dVVo/kVVc1zkS0cDqOlpaUSza64ap2HrVu3oqmpCWeccUbqubVr18IwDGzbtq3ix1EJ5ZyLJ554AqZp4uDBg1i5ciUWLlyIK6+8Evv37y+67/e+9734j//4D/T398M0TfzkJz9BJBLBBz/4wWk4somp1nno7e3Ftm3b0NbWhve+971ob2/HH//xH+PXv/519Q9qDg+RsAdjGuzfv1/WrFkjSilxuVyyYMEC2blzZ8HtV65cKZ/+9KeL7vPHP/6xAJDFixfLT3/6U3nhhRfkYx/7mLS2tkpfX1+lD6EiqnEeTNOUCy+8UL761a+KiMi+fftmfQ+GSHXORba9e/dKMBiU733ve1NtbtVU4zzcdtttcvLJJ+c8P3/+fLnrrrum3OZqKXUuNm3aJB6PR5YvXy6PP/64bN26Vc4//3xZvny5RKPRgvsdGBiQCy64QACI2+2WYDAomzdvno5DmpRqnIetW7cKAGlpaZEf/OAHsnPnTrnxxhvF6/XK66+/XpXjSPVgPP9dSb7ywJQeA89/lz0Yc8ktt9xSMPnMfrz22msQEVx//fVoa2vDs88+i+effx6XXnopPvKRj+Dw4cM5+926dSteffVVbNiwoejnm6YJAPi7v/s7rF+/HmvWrMF9990HpRQeeuihqhxzPjN9Hr7zne9geHgYGzdurNYhlm2mz4XTwYMHceGFF+JP//RP8alPfaqSh1nSbDoPM62S58I0TcTjcdxxxx1Yt24dzj77bPz4xz/G3r178yZB2m699VYMDg7il7/8JV544QXcfPPNuPLKK3OKMVXTTJ8H+/vyr/7qr/DJT34Sp59+Om6//XYsX74cP/jBD6btPMw1nKY6SUeOHEFfX1/RbU488UQ8++yzuOCCCzAwMJAxvWjZsmXYsGEDbrnlloz3bNiwATt37iyZgPWrX/0K5513Hp599lmcc845qefPOussrF27FrfddtskjmriZvo8XHrppXj00UehHF2IyWQSLpcL11xzDe6///5JHNXkzPS5sB06dAgf/OAHcfbZZ+OHP/zhtCexzfR5+MEPfoDPfe5zGBgYSD2XSCTg9/vx0EMP4bLLLpvEUU1OJc/Ffffdh7/8y7/E/v37sXDhwtQ27e3t+NrXvpY3kHzzzTexdOlSvPzyyzjllFNSz69duxZLly7FPffcU4GjLG2mz8O+fftw4okn4t///d/x53/+56nnr7rqKrjdbvzoRz+qwFFmSk1Tff57lZmm+p7ram6aKgttTdL8+fMxf/78ktuNjY0BQM6XvGEYqajaNjIygv/8z/8suEKe05o1a+Dz+bBnz55UgBGPx/HWW2/h+OOPL/cwpmymz8Mdd9yBr33ta6m/Hzp0COvWrcN//Md/4KyzzirnECpmps8FoHsuzj333FSP1kxkyM/0eejq6sLg4CB27NiRGrd/8sknYZpmTf9OvO997wOgyzrbF9b+/n4cPXq04L/5Qvt1uVw557iaZvo8nHDCCejs7MSePXsynn/99ddx0UUXTexgJkqhApU8K9KS6TdzozNzw5EjR6S1tVUuv/xy2bVrl+zZs0f+9m//Vjwej+zatStj23/7t38Tv98vAwMDOfvZtm2bLF++XA4cOJB67m/+5m/kuOOOk82bN8trr70mGzZskLa2Nunv76/2YU1YNc+DUy3kYFTrXBw4cECWLl0q559/vhw4cEAOHz6cesxG1fyduPDCC+X000+Xbdu2ya9//WtZtmyZfOxjH6v2IU1auefikksukVNOOUV+85vfyEsvvSQXX3yxrFq1SmKxmIjo34Hly5fLtm3bREQkFovJ0qVL5f3vf79s27ZN3njjDfk//+f/iFJKfv7zn8/IsRZTrfMgInL77bdLMBiUhx56SPbu3Stf+tKXxO/3yxtvvFGVY0nlYGz/niRf/f9P6TGw/Xs1mYPBAGMabN++XS644AJpaWmRxsZGOfvss+V//ud/crbr6uqSP/uzP8u7j1/96lcCQPbt25d6LhaLyec+9zlpa2uTxsZGWbt2rbz88svVOowpq9Z5cKqFAEOkOufivvvuEwB5H7NVtX4n+vr65GMf+5g0NDRIMBiUT37ykzI8PFytw6iIcs5FOByWv/zLv5SmpiZpaWmRyy67TN55553U6/bv/69+9avUc6+//rpcfvnl0tbWJnV1dbJ69eoJT3eeTtU6DyI6QXThwoVSV1cnXV1d8uyzz1btOFIBxgv/JsnXHpzSY+CFf6vJAIM5GERERBWWysF44V4EG6Y2fX5oZAzNZ2youRwMziIhIiKiimOSJxERUbVM83LtswkDDCIioqoxMPXBgtocbKjNVhMREdGsxh4MIiKiauEQCREREVVeJRYrY4BBREREGRSmHiDUZoDBHAwiIiKqOPZgEBERVYsy9GOq+6hBDDCIiIiqZQ4nedZmWERERESzGnswiIiIqmbuJnkywCAiIqqWOZyDUZutJiIiolmNPRhERERVopSCmmKS5lTfP1MYYBAREVXN3M3B4BAJERERVRx7MIiIiKpFqQokedZmDwYDDCIioqqZu0MkDDCIiIiqhZU8iYiIiCqHPRhERETVMocLbTHAICIiqpq5m4NRm2ERERERzWrswSAiIqqWOZzkyQCDiIioWuZwDkZttpqIiIhmNfZgEBERVc3cTfJkgEFERFQtczgHg0MkREREVHHswSAiIqoaA1O/l6/NvgAGGERERNUyh4dIGGAQERFVyxwOMGqz34WIiIhmNfZgEBERVQ1zMIiIiKjSOERCREREVDnswSAiIqqq2uyBmCoGGERERNXCIRIiIiKiymGAQUREVDWqQo/ybNq0CWeeeSYaGxvR1taGSy+9FHv27MnYJhKJ4Prrr0draysaGhqwfv169PT0TPE4czHAICIiqhZ7iGSqjzI9/fTTuP766/Hcc8/hiSeeQDwexwUXXIDR0dHUNjfddBMeffRRPPTQQ3j66adx6NAhXH755ZU/dBGRiu+ViIhoDhsaGkIoFMLgm08h2NgwtX0Nj6DppA8iHA4jGAxO6L1HjhxBW1sbnn76aXzgAx9AOBzG/Pnz8eCDD+KKK64AALz22mtYuXIltm7dirPPPntKbXViDwYREVHVGBV66KDF+YhGoyU/PRwOAwBaWloAADt27EA8HsfatWtT26xYsQKLFy/G1q1bp364DgwwiIiIqqWCQySLFi1CKBRKPTZt2lT0o03TxI033oj3ve99eNe73gUA6O7uhtfrRVNTU8a27e3t6O7uruihc5oqERFR1UwsSbPwPoD9+/dnDJH4fL6i77r++uvx8ssv49e//vUUP39yGGAQERHVgGAwWHYOxg033IDHHnsMzzzzDBYuXJh6vqOjA7FYDIODgxm9GD09Pejo6KhoezlEQkREVC3TPItERHDDDTfg4YcfxpNPPoklS5ZkvL5mzRp4PB5s2bIl9dyePXvwzjvvoKurq2KHDbAHg4iIqIoqN0RSjuuvvx4PPvgg/u///b9obGxM5VWEQiEEAgGEQiFs2LABN998M1paWhAMBvGZz3wGXV1dFZ1BAjDAICIiOmbcfffdAIAPfvCDGc/fd999+Iu/+AsAwO233w7DMLB+/XpEo1GsW7cOd911V8XbwjoYREREFZaqg7FvK4LBKdbBGBpB05KuSdXBmEnswSAiIqqa6R0imU2Y5ElEREQVxx4MIiKiapnDy7UzwCAiIqqadKnvqe2j9tRmq4mIiGhWYw8GERFRtXCIhIiIiCpv7s4iYYBBRERUNXM3wGAOBhEREVUcezCIiIiqRKdgTK0HokZTMBhgEBERVQ+HSIiIiIgqhj0YRERE1cJpqkRERFR5HCIhIiIiqhj2YBAREVWLMvRjqvuoQQwwiIiIqoZDJEREREQVwx4MIiKiauEsEiIiIqq8uTtEwgCDiIioWuZwDwZzMIiIiKji2INBRERUNRwiISIiokrjEAkRERFR5bAHg4iIqGo4REJERESVNodLhddmq4mIiGhWYw8GERFR1XCIhIiIiCqNs0iIiIiIKoc9GERERFUyNDSCqQ5x6H3UHgYYREREFeb1etHR0YFFy1ZXZH8dHR3wer0V2dd0USIiM90IIiKiY00kEkEsFqvIvrxeL/x+f0X2NV0YYBAREVHFMcmTiIiIKo4BBhEREVUcAwwiIiKqOAYYREREVHEMMIiIiKjiGGAQERFRxTHAICIioor7/wDm9m3dYvygpwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average temperature results at each station\n", + "gdf_temperature = visualize.map_measure(df_wide, stations_gdf, 'Temperature')\n", + "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demos/Harmonize_Tampa.ipynb b/demos/Harmonize_Tampa.ipynb deleted file mode 100644 index 03fb1ea..0000000 --- a/demos/Harmonize_Tampa.ipynb +++ /dev/null @@ -1,9630 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Standardize, clean and wrangle Water Quality Portal data in Tampa Bay, FL into more analytic-ready formats using the harmonize_wq package" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", - "- Identify differences in data units (including speciation and basis)\n", - "- Identify differences in sampling or analytic methods\n", - "- Resolve data errors using transparent assumptions\n", - "- Reduce data to the columns that are most commonly needed\n", - "- Transform data from long to wide format\n", - "\n", - "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection.\n", - "\n", - "The first part of this notebook walks through a typical harmonization process on data retrieved from Tampa Bay, FL. The second part of the notebook takes a deeper dive into exactly what is done to each water quality characteristic result and some ways to leverage additional functions in the package for special use cases." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "### Simple workflow" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### import the required libraries. Check requirements.txt for additional dependencies to install." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Use pip to install the package from github\n", - "#!pip install git+git://github.com/USEPA/harmonize-wq.git\n", - "#!pip install git+https://github.com/USEPA/harmonize-wq.git#egg=harmonize-wq" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "import dataretrieval.wqp as wqp\n", - "from harmonize_wq import harmonize\n", - "from harmonize_wq import convert\n", - "from harmonize_wq import wrangle\n", - "from harmonize_wq import clean\n", - "from harmonize_wq import location\n", - "from harmonize_wq import visualize" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Create dataretrieval query using a polygon for Area Of Interest" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Read geometry for Area of Interest from url to it in public repo\n", - "aoi_url = r'https://github.com/USEPA/Coastal_Ecological_Indicators/raw/master/DGGS_Coastal/temperature_data/TampaBay.geojson'\n", - "# Note: alternatively you can direct it to a local shapefile\n", - "aoi_gdf = wrangle.as_gdf(aoi_url)\n", - "# Map aoi\n", - "aoi_gdf.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Build query with characteristicNames and the AOI extent\n", - "query = {'characteristicName': ['Phosphorus',\n", - " 'Temperature, water',\n", - " 'Depth, Secchi disk depth',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Salinity',\n", - " 'pH',\n", - " 'Nitrogen',\n", - " 'Conductivity',\n", - " 'Organic carbon',\n", - " 'Chlorophyll a',\n", - " 'Turbidity',\n", - " 'Sediment',\n", - " 'Fecal Coliform',\n", - " 'Escherichia coli']}\n", - "query['bBox'] = wrangle.get_bounding_box(aoi_gdf)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Retrieve data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Stations and results meeting the query criteria are retrieved seperately. site_md and md_narrow are not used here but contain metadata to document and help reproduce the query/results in the future." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Query for stations\n", - "stations, site_md = wqp.what_sites(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\ipykernel_launcher.py:3: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,58,60,61,63,64,65,70,71,73) have mixed types.Specify dtype option on import or set low_memory=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - } - ], - "source": [ - "# Query for results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...AnalysisEndTime/TimeZoneCodeResultLaboratoryCommentCodeResultLaboratoryCommentTextResultDetectionQuantitationLimitUrlLaboratoryAccreditationIndicatorLaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderName
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W2013-06-1211:01:00EST21FLHILL_WQX-585STORET-301235413NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-4819011191342013-11-1914:01:00EST21FLSEAS_WQX-48SEAS190STORET-310535134NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M2013-07-0211:01:00EST21FLHILL_WQX-047STORET-300620295NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-1307160212013-07-1611:01:00EST21FLHILL_WQX-021STORET-300666279NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M2013-12-1612:01:00EST21FLHILL_WQX-112STORET-301229196NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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1376882USGS-FLUSGS Florida Water Science Centernwisfl.01.958009241957-10-2114:05:00ESTUSGS-02306001NWIS-6895122NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376883USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843253NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376884USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843256NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376885USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6843653NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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"1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", - "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", - "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", - "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", - "... ... ... ... \n", - "1376882 nwisfl.01.95800924 1957-10-21 14:05:00 \n", - "1376883 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376884 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376885 nwisfl.01.95500782 1955-04-08 NaN \n", - "1376886 nwisfl.01.95500782 1955-04-08 NaN \n", - "\n", - " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", - "0 EST 21FLHILL_WQX-585 \n", - "1 EST 21FLSEAS_WQX-48SEAS190 \n", - "2 EST 21FLHILL_WQX-047 \n", - "3 EST 21FLHILL_WQX-021 \n", - "4 EST 21FLHILL_WQX-112 \n", - "... ... ... \n", - "1376882 EST USGS-02306001 \n", - "1376883 NaN USGS-273926082304501 \n", - "1376884 NaN USGS-273926082304501 \n", - "1376885 NaN USGS-274455082253601 \n", - "1376886 NaN USGS-274455082253601 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", - "0 STORET-301235413 NaN NaN ... \n", - "1 STORET-310535134 NaN NaN ... \n", - "2 STORET-300620295 NaN NaN ... \n", - "3 STORET-300666279 NaN NaN ... \n", - "4 STORET-301229196 NaN NaN ... \n", - "... ... ... ... ... \n", - "1376882 NWIS-6895122 NaN NaN ... \n", - "1376883 NWIS-6843253 NaN NaN ... \n", - "1376884 NWIS-6843256 NaN NaN ... \n", - "1376885 NWIS-6843653 NaN NaN ... \n", - "1376886 NWIS-6843656 NaN NaN ... \n", - "\n", - " AnalysisEndTime/TimeZoneCode ResultLaboratoryCommentCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "1376882 NaN NaN \n", - "1376883 NaN NaN \n", - "1376884 NaN NaN \n", - "1376885 NaN NaN \n", - "1376886 NaN NaN \n", - "\n", - " ResultLaboratoryCommentText \\\n", - "0 NaN \n", - "1 NaN \n", - "2 NaN \n", - "3 NaN \n", - "4 NaN \n", - "... ... \n", - "1376882 NaN \n", - "1376883 NaN \n", - "1376884 NaN \n", - "1376885 NaN \n", - "1376886 NaN \n", - "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 NaN \n", - "2 NaN \n", - "3 https://www.waterqualitydata.us/data/providers... \n", - "4 NaN \n", - "... ... \n", - "1376882 NaN \n", - "1376883 NaN \n", - "1376884 NaN \n", - "1376885 NaN \n", - "1376886 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "1376882 NaN NaN \n", - "1376883 NaN NaN \n", - "1376884 NaN NaN \n", - "1376885 NaN NaN \n", - "1376886 NaN NaN \n", - "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "1376882 NaN NaN \n", - "1376883 NaN NaN \n", - "1376884 NaN NaN \n", - "1376885 NaN NaN \n", - "1376886 NaN NaN \n", - "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "1376882 NaN NWIS \n", - "1376883 NaN NWIS \n", - "1376884 NaN NWIS \n", - "1376885 NaN NWIS \n", - "1376886 NaN NWIS \n", - "\n", - "[1376887 rows x 78 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at initial results (input)\n", - "df = res_narrow\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Harmonize data using defaults" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:155: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Bed_Sediment_Phosphorus\" column for Bed Sediment, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Unfiltered_Phosphorus\" column for Unfiltered, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Non-filterable_Phosphorus\" column for Non-filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Suspended_Phosphorus\" column for Suspended, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Filterable_Phosphorus\" column for Filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Total_Recoverable_Phosphorus\" column for Total Recoverable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"__Phosphorus\" column for , may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:155: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", - " warn(\"WARNING: \" + problem)\n" - ] - }, - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...ChlorophyllSalinityConductivityFecal_ColiformE_coliTurbidityTemperatureSecchipHDO
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W2013-06-1211:01:00EST21FLHILL_WQX-585STORET-301235413NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN9.32 milligram / liter
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-4819011191342013-11-1914:01:00EST21FLSEAS_WQX-48SEAS190STORET-310535134NaNNaN...NaN40.0 Practical_Salinity_UnitsNaNNaNNaNNaNNaNNaNNaNNaN
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M2013-07-0211:01:00EST21FLHILL_WQX-047STORET-300620295NaNNaN...NaNNaNNaNNaNNaNNaN28.19 degree_CelsiusNaNNaNNaN
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-1307160212013-07-1611:01:00EST21FLHILL_WQX-021STORET-300666279NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M2013-12-1612:01:00EST21FLHILL_WQX-112STORET-301229196NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN7.48 dimensionlessNaN
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1376882USGS-FLUSGS Florida Water Science Centernwisfl.01.958009241957-10-2114:05:00ESTUSGS-02306001NWIS-6895122NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN7.7 dimensionlessNaN
1376883USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843253NaNNaN...NaNNaNNaNNaNNaNNaN25.7 degree_CelsiusNaNNaNNaN
1376884USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843256NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN7.8 dimensionlessNaN
1376885USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6843653NaNNaN...NaNNaNNaNNaNNaNNaN26.1 degree_CelsiusNaNNaNNaN
1376886USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6843656NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN7.6 dimensionlessNaN
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1376887 rows × 99 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLHILL_WQX \n", - "1 21FLSEAS_WQX \n", - "2 21FLHILL_WQX \n", - "3 21FLHILL_WQX \n", - "4 21FLHILL_WQX \n", - "... ... \n", - "1376882 USGS-FL \n", - "1376883 USGS-FL \n", - "1376884 USGS-FL \n", - "1376885 USGS-FL \n", - "1376886 USGS-FL \n", - "\n", - " OrganizationFormalName \\\n", - "0 Environmental Protection Commission of Hillsbo... \n", - "1 Florida Department of Environmental Protection \n", - "2 Environmental Protection Commission of Hillsbo... \n", - "3 Environmental Protection Commission of Hillsbo... \n", - "4 Environmental Protection Commission of Hillsbo... \n", - "... ... \n", - "1376882 USGS Florida Water Science Center \n", - "1376883 USGS Florida Water Science Center \n", - "1376884 USGS Florida Water Science Center \n", - "1376885 USGS Florida Water Science Center \n", - "1376886 USGS Florida Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", - "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", - "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", - "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", - "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", - "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", - "... ... ... ... \n", - "1376882 nwisfl.01.95800924 1957-10-21 14:05:00 \n", - "1376883 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376884 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376885 nwisfl.01.95500782 1955-04-08 NaN \n", - "1376886 nwisfl.01.95500782 1955-04-08 NaN \n", - "\n", - " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", - "0 EST 21FLHILL_WQX-585 \n", - "1 EST 21FLSEAS_WQX-48SEAS190 \n", - "2 EST 21FLHILL_WQX-047 \n", - "3 EST 21FLHILL_WQX-021 \n", - "4 EST 21FLHILL_WQX-112 \n", - "... ... ... \n", - "1376882 EST USGS-02306001 \n", - "1376883 NaN USGS-273926082304501 \n", - "1376884 NaN USGS-273926082304501 \n", - "1376885 NaN USGS-274455082253601 \n", - "1376886 NaN USGS-274455082253601 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", - "0 STORET-301235413 NaN NaN ... \n", - "1 STORET-310535134 NaN NaN ... \n", - "2 STORET-300620295 NaN NaN ... \n", - "3 STORET-300666279 NaN NaN ... \n", - "4 STORET-301229196 NaN NaN ... \n", - "... ... ... ... ... \n", - "1376882 NWIS-6895122 NaN NaN ... \n", - "1376883 NWIS-6843253 NaN NaN ... \n", - "1376884 NWIS-6843256 NaN NaN ... \n", - "1376885 NWIS-6843653 NaN NaN ... \n", - "1376886 NWIS-6843656 NaN NaN ... \n", - "\n", - " Chlorophyll Salinity Conductivity \\\n", - "0 NaN NaN NaN \n", - "1 NaN 40.0 Practical_Salinity_Units NaN \n", - "2 NaN NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN NaN \n", - "... ... ... ... \n", - "1376882 NaN NaN NaN \n", - "1376883 NaN NaN NaN \n", - "1376884 NaN NaN NaN \n", - "1376885 NaN NaN NaN \n", - "1376886 NaN NaN NaN \n", - "\n", - " Fecal_Coliform E_coli Turbidity Temperature Secchi \\\n", - "0 NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN 28.19 degree_Celsius NaN \n", - "3 NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN \n", - "... ... ... ... ... ... \n", - "1376882 NaN NaN NaN NaN NaN \n", - "1376883 NaN NaN NaN 25.7 degree_Celsius NaN \n", - "1376884 NaN NaN NaN NaN NaN \n", - "1376885 NaN NaN NaN 26.1 degree_Celsius NaN \n", - "1376886 NaN NaN NaN NaN NaN \n", - "\n", - " pH DO \n", - "0 NaN 9.32 milligram / liter \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 7.48 dimensionless NaN \n", - "... ... ... \n", - "1376882 7.7 dimensionless NaN \n", - "1376883 NaN NaN \n", - "1376884 7.8 dimensionless NaN \n", - "1376885 NaN NaN \n", - "1376886 7.6 dimensionless NaN \n", - "\n", - "[1376887 rows x 99 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Harmonize it and look at how it changed (output)\n", - "# Note: although we ignore unit dimensionality errors, it will warn when they are encountered and there are a lot of them\n", - "df_harmonized = harmonize.harmonize_all(df, errors='ignore')\n", - "df_harmonized" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Harmonize and clip sample locations\n", - "gdf_harmonized = location.harmonize_locations(stations) # Harmonize" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "stations_clipped = wrangle.clip_stations(gdf_harmonized, aoi_gdf) # Clip to area of interest" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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hE/emT5eMLEgNd/4wO+QvYQDMmuCYw4fSsnkDVY2ukIk/4A8Muv6oAqwmZbvjFaSUFFe1UNXoosXtY2uDizXlTXT07mmaSlOzE/DP5e9+5svWn2FEvzyS4gOnBQDvfDGrU/fjHys3787tAtC4tZLNZTX8smIrru3O73R5mLOqlBHp4YKnYXbMX8IARFo1BhblMGlETyr/mMc7v64LCr6RUrK2qoU5Fc0MLUyhR2oUydEWDilI4qHTB9AtIZJGp48tNU7WlDdTUe+iox3x+nTWrC+lqqYBgLhoO4N7d8PlA48BA3rnsvrbB1n65b2kJES3Hzd78QaefutHXG4vLQ43TS0umltcnHXzi/Tpnrbb99xU30RtQzPzF6zgsde+az+30+Xh3a/mcNP97+ARnWsmhAkDf4Gy4Ib0D3ddHp0pC0uYv7qE2dPnccHRQzj/xJFoqoqUsKCkng+XVGBI/9vb69MZlxVHfnLwWxvaVuslDqcbVVXZXFrFnQ++SV1DCwDD++cx9cUbUJRgz0FNfQs9jrg9YHtWahzjhxfS4vAwbc5K3B4fx43vyxsPXrjrDwg4758fUVnTyJJl66mra8RqMZGeHEtlTSPNDjcIQdGokUSnJPLuFUNJS4rbrevsKuFcgIOLgzZdzOXVKal1YjKpfLGglPdmb8bt0emZEcPfrjmN7Dg7y0qaafHqTFm5FZ/PoLHFg8WsEmk3o6oKH/9Rwm1HFHSSIwC608H9T35CZXUDxSWV7d9pmkK/gsygzu8/TpAQG8GwvjnMXVrcvn1LRR1vfT4LALNZ47pzD8Nm2v0BWGRiAp9/PbN9iuJye9mwpcNqvxBsdSv46hxc9Moivrl9wm5fK8xfl4PSANQ3u2nyQnp8BP/6bDlT5pfg9Pgj+uavrWZdWSOPnjUQi6ZS4/CwZmMtG8saUYR/vt+3WxyZGTE02E2UNbpIj7YGGAEpJT6fjtQsqKpC2dbagOtbTBpXnTkxYJuUkqpGN+X1LuIizAzsncvcpcUIAdsPslRFYeKIQgYWZO72M3ju6ols3FLNr9/PCPm9oplQLFYi9RZqnXaen7qIK44esNvX2xMWLFiQrGnay0Af/iLTzoMEA1jm8/kuGTx4cGWoHQ46AyClxG0IEiNNVDW5+WjulgC/vs+QNDm9zF1XzdjCFNaWNVJc1ohhSM4dm8t1R/ZE1yVmTaG4zsmMdbUkRVrQlEBf55sf/cSZJ43n7hvP4Pm3vuXbnxfi8frolZ/BU3edQU5mYlDbDOn/V9vsYcCAAnj/Z2Kj7DhdXlweLyaTxpHjBzLpkP5065bBojXljB+cu9vP4puHTuPUqGi+/uw7pO7bZmkUheiCPiiqgqqARwremb4+yAD4fDrFZTXoqgm71UJWgj3oWRuGwSWPfcO6eh+jeqXyx/ISFixZh7u+DmnomKNjue3sUdx+fqBB7IimaS+npqb2SkpKqlMU5cCbc/5FMQxDVFVVFVVUVLwMHB9qn4POAFQ1uom0WRBCsKqsEbOmBAX2uH0Gf2yqY1h+Ip8vKEECk0dkc8NRBVg7VAvOS7ATYVZ5d2EZdk1Br6qiobaelauKUTQTQvjDgK+/5Diuu/hYDENiNqn0zowKapeUtLsMJdA9J53H/u98Gmtr8eoG3/66lFuuOZXE+GhUVWVrgxtTVAybtjbSLSU66Hxd5aO7juR44Le5K/A21KFZ7dizclBtEbgry6nPSMNk6FRW1AQcd9V97/Lm138gTCZ0lxPVaiUuvydnj0zm6wXV1G/aSPXWahRVITkrk+jMPLzNTWxcW8wpY3sSFx3B/MXrmLVgNfc9/w0ThnRneO9unTWzT7jz738URZFJSUkNFRUVnQabHHQGQJcdqvZEW0Mq+qiKICvezuZmNwYwfmgWF43LC+j8ACZVIS3aSt9EMzfc+TJ1dY10S4tnc1k1kRE2rr342PZ9hRCoqsDp8nDP019w5+VHY+gGZrMJTVUoq3Pi8m4zRCZN4YQJ/UiIsqAbBmdNHk9VgzsgM09RFMqbfGQnhy5K0lW+uOtIxvytiS3OHISmgQRnaTHReChb00RBz25sdbe07/+PZ7/ktSmtCUpuv1tTuAwG5yTx64pmihctwuvxuxZ13WDr5hJUn5uN8X148d7zUBQFs0nj8EMGsL64nL/d/yYn3PERFV/8rbMmKrvS+aVE1SVxUmISAq8qqBOCcDG23aD1uXc67Tro5mNSgiENvyhoejR5KZFo28XUm1TBOWNysJlVeucnEGUzkRRpDnk+RcD07+dQW1OP1+Pl/646Fp/PoLa+meff/AaX24vXp6MbBk6Xh+m/L+XNT2dSdPRd3Prvj/jwu4X8sbGGqiZPwHkFYDOrrT8L6po9IdNyhVACDMfukmyD/GhJlmgmum4LTcXrKNm4mZYtxSyc9iuNFbUMOMufyvHwy9+1Xltw2mlHcOf/XcEzT9zMI5ePw+SsRfcFlkIzDIOKimomDcnFajFjbg1fttss5Oemc+S4/jib9o6yklcn1a3Tz2fQTZek+wy6uXX6eXVS98oFwgRw0BmAmmYXNQ4vEv8c9aVLhjGsewJmVcFqUkmKsvDUeYPJTY5kRWkDY/MTuXdST+wmtdPCHG9+/ju+1rTgCcN7kdQa5//5d3O5/NZneWfKL7z/2Qxu+scrrFi7GYmkocnJe1/N4a7HPqTZ6QmI9hOAzaS2GwBFESGjAcE/XVD24O3fxpT7TqWyyYVJU1m7fBXSMEC2XlNKvE0N1FTV8p+3p/nbqKr0Pepo5tebeXXGJh76cgWn/GcWNkWGTB9WFYWyitqg7TarmcMOGYBq3vOYA69Oqi7JIPjvUtElGfvTCHzzzTeRRUVFvTRNG/zaa6/tEx9qTU2NOnHixPyCgoKi/Pz83k899VTo3O59yEE3BZCqSoLd3N5p4iLMvHzJMOpaPDg8OumxNiTQ7PJRWtnCjRPzQ4b/tuHTdTyebZF0LU437z1xORPP/zcAW8qqefOjnwEwm1Se/OclfP/rkvb9G5udXHPnC9xw6QkM6JOLKgRxkSYy4+0Bw3qrIqlu8WLbTsHYblawmPyRiDc99CGvfjoLj9dHTJSNp+44ndOP6rpL3evysLy0Ek1T8Xm3K2hqGHg9Hu54fAomTSGpV2/q3RKP7jcSTo+OC51NThWzWcOznbSaISW52cmEwuP1cfy4Xl1uZyhah/07jIzSJWmapFII9nzItBPy8vI8r732WvFDDz2Usq+u8eijjyYVFBQ4p02btq6srEzr1atXn8svv7zWarXut7WSA34E8Ov8Ndzw0Ec8/tY0Smod5CXYManBWXvRNhPJ0Va8usHWBhcbKpu54fAeIW/QkLK9go9J0xjad1vy0GufzKQgL51PnrmSyA7iojkZCXzx+l1YLCbuuekMLBaTv06AqlBeVc+r387jnaXlxMeYyYq3BSQdeXWDYoePzQ0uPF4fTpcHn0/HrAl6pPhr9R135TM8/+EMPK0dt6HJyQV3vs5/35/epefk9hl8cf9p3HnOmKDn04ZHB82koSgKpsTU9hTlNiTgiU7FZtmuwKiiEBUbTVZGSlDlI6fLw2/LSnj9zsAaCbuKLolj53+PSut++5yCggLP8OHDnaFiPfYWQgiamppUwzBobGxUYmJifCaTab8ulB6wIwCfz0f/yfezYUt1+7bfVpTzxj/O7PSY5SUdq/UIbCY1ZPafz5Ag/TkEAE/9/SwmXfQ4bo+Xx1/7jr4FmRw2sojinx9FIHB4dNZvbW4PDR42sCdTX7+dJUvX0tjswpqWxmqn/w/l3T/KuHxIOiZVwW6z4NENKls8/Ly+Fo8uiYkwMzAzGk0IElrjD2Yv3shPc1aHvKebH/6IiyaPwrKDIbZuSFaXt5AZb+OiowfyyNMf43QFrkkoiiA1LQmfo4UtZdVoioI7xLKaYjbx0kOXc9U/3qCmuh5FVUhKT+XwMUXMW1HMyL65qIpANyQCQWlNM+/+PaSHaZeQki7NIbq638HArbfeWnnkkUfmp6Sk9GtpaVFfffXVDep+1qM8YA3AJXe/FdD5AeYvWEmTWyfOHhx+2+gKruHf5PKRLCFU3Y0PFpdxav80BIK87GTmTbmHR177gebGJqrrmjCkgSFV1lc04dxukU4R/tDeQfljAH8H/Ne0ddQ7fVQ2ezj/0S/INOkcc8phlDa6WVPVggQyY6wcWpgcVHegZ146kXaLP4R3OyTw1fSlnHz4oKDvPB4fZ97yMpmZqTx0g7/W6oLlmxg5oDvfzVyGqip4WvXMYmIiee7W4znp2ucBMLfU4otMCiiMIgQUpEWztcFNeu/BHJJmJT/VRtnWJnTd4I7ThvLYe79giozHbjHTM1lw7riC4Ie7GwiBtyvFC4Vg16q7HsB89tlnMX369HHOmjVrzYoVKyyTJk3qecQRRyyPj4/f51OcNg5YA/DZT8GVbCur6pmxuoIj+2VgUraV+ZbA1vrgslfNLh8NDi8xdhOqIvyBLRJKap1k2C2U1TrJiLe3VgxykR4fwbXXHx9Q3y/KZsLtc7e//YXwF9yIjdj2IlIEXDY8i//M3ITD48PlM/hy1jK03n0xdXhzD86MDq02ZEgOG1XEZz+GrvC7pbwuaJuUkv6T76N0az0zPzqN6iY3L733E8+8/RNutxdDSlRFIT0lntTuOfzy5LnMW1FCYlwUJRW1rJw7n1EnnUB5kxevz8CiKVhMKv84uQ83PfkFNaVbWfLLJpx/PBNw3ZvPHB+yjXuKKqjz+cvH7WjMbaiC4IdxkPLGG28k3H777RWKotCnTx93VlaWe/HixdYJEyY4dn703uGAXQPw6aGN4MVX/ZtpKyvZVOf0z+Vbi3xCYCSf0Sr4sanaweItDayoaOKP0kbeW1iKEDC+IJHcpAjMqsCkKnz2w3ycLg/6dtdNj7OSGW8j2qYRYVFJj7XSMzUyYOVeCEFypIV7juiBCcnGFetwNLWAlKRHW0iKMNPi9NLU7KazBX/zDioDDdkuwOblj2eSNu4WECofPH8rTl1h4ZoKnnrjB5wuT/s83e31UVffxAPnj0bTNAYVZnL6CWP9c3zDYP4XXzIk2slZw9P521E9eOXiIbh9kiSbSum6TZ22Z18gBLoqKN/RPqqgfH8sAO6M3Nzc3nvjPBkZGZ7vv/8+GmDLli3ahg0brIWFhZ6dHbc3OWBHAP17ZrBw5Zag7YZu0C3GQo8EO2vKGqh16djMCmZVpazRg5TgNSSqgGizRq3bxy/Fte3Cnif2TqZbgj3I9eZye/n42wXccP7hdJxlCiGIsWkkRPkXBDtTEhJCYFLgqOwImgbmMrhoHKcdVYjZojFrdTXv/7gGT72DCQXJ2C2Bj13TFH7qpDhIfIyd0YO6t39+47NZ3PbYFBwuD8/860qio2wYEuYuWhvSneh0efhs2mKS0tNpdPoYM6Y/tXUNfPfLIsoq6/nph9lcGKVSp6XjzExASsmICUP5+ttZDO2THfqXs48wqVSg+1f7CXw5Gaqg3KRSsb/aMn36dPtpp52W39jYqP7000+xDzzwQPq6deuWl5eXa1LKPffbAg888ED52WefndOzZ88iKaX4xz/+UZKWlrZf9egOWAPwxkMXMmDy/UFv5MvOOYIeaVGoKvTKiqG+xcfPa6rIS4ggzmris9VVtHh1hqdHoyGYX9bY3vnz4m2MyY0P2YGPHNuXp9+exq2Pfsijt56OtzUuQFUVGpucpCYFSoS1lQ8X+OP/1dYpyfgBOQwrTMdu9cuQ6Ybk7x8twe01mLW2hu+WlDOpXxpWk4puGPh8Onc+8Qk19cHFRiNsZqa/+beA9t73369xuDx0y0wiPjaqPSPRajEhQpUaFgKXLmhw+v+uYqxmjj9uHOMmDKNsSxluQ9AtJ42c1hoGhpTQGgY95T9Xdel3tTcxqVRoksoQkYD79c0/btw4x9atW5dsv/2XX36JuOSSS0Im1uwqOTk53t9++y1UMd39xgFrAPKzk1n/3f3c+NCH/PbHBhLjo7n98mM5/pAiLB3SaGMjNI7pm8zq8mai7RoTcuL4cWMtG+udmGMkDR0EPo/vndJpyO3Aom6cdexw3vtqDt/8upRDRxaBEETHRnPv1ccBrVmChqSmyeVfPJPQ6PRiSOieEkmERUUIEaAHuLGqGZd323L7nR8uYcq8Eg7tnYLD4eSNV6ewpnhrUHueuPVUzj1xRJC2YHm1vyCJpgUGNo0cXMjj8vOQ9zZ+VL+AzzFWE9EWjezEwqB9DQmJESaKf3wwqPDp/kIIDE1Qs/M99z9nnnlmw5/dhr3JAWsAAFISonn30Ut2up9ZU6nYUsqXM1dw/mlHcGRuPKtqWshKjMC8tRlP6wpeWtSOy2M/9LdTOXr8AN74Yg5eqXDY2P707pnVWsHXb3R+Wl1NaoQ5KMW3ssFFbnKw/p7drAWVKJu/sZb5G2sxWpqoDNH5bVYTV5w5LmQbc9IT2FBSzcbNW/F4vNhbDUSE3cp9t57N3Y++i8+nt49gJh81nKyMYKEVIUTQdEY3DJZVNnNc72SaXS7WLFzHmEH5O3hiYQ52DthFwF2lrtHBe5/PYsJpd1Nc3Ui/1CgSI830T4lsF/ho9gSqAMG2oKD6Fg8ltU7iU1K44dLjufbiY+nVw69pYtaU9o7SI8Ee1PmBkHn/AOlxNnqkRgXNz21mlQsOyaFHtxTOP2k0x4zv174Q+NQdp3d6nw/ccCI2qwnDkNz/1Ec4XR7crZGMvXpk8a/bz2lfBIzMK6DYnIY3RMJUG2333+zxsa7OyVG9kkmOtpIQG8n5d7zGJ98v7PTYMAc/XREG6Uwe/AOgzQkcC9RLKQeEOP56/BoCAnhJSvnkXmn5dowZlI/Xp+P1+rjuxicAiLBZmDPlbryGZHlVC9PWVnNsUUp7h5ZSUtfiobLB3WlCjqYqRLZqggshOo3bb3T6OnVj/+f8wZz33CwqG5y4PT5MFhPjipK57bQB3HbaMNxeHZ9PR9cNtpRVMrRPTqf3eeKhA9BUhavue5eFS9dz/vVPMmn8QBLjo1m4ZD2/zV+FYRjYM3OwZ2RTWu9i9rpqhuXFYzX776PtzS+EaPecRJo1ipJMpMdaW+8V6hud3PjQh5x02ICQ1Y/CHPzstjy4lLL9NSWEeAwImhsJIfrg7/zDAA/wrRDiKynlur3T/G2kJ8dyw3mH8vQ7P+NwtublS8lFt77Ep/+9lqKyZnQpqGp0kRhlQeJfuFtX3YJJ+jtDaqyF2ma/XxwgwqqSkxgRMEy2W1QqG12Yt1Pl9OiSDxaVcUr/NBT8sQFe3cDp9LB5UwU5js0sXbSR7MJ8hg3pj81u5qGfN3DtmByiLCZoDb+Njc5BSjp1FwIcO74fLU4PF9z5OtW1jbwzZVu4sBCCi888nN8bbdS1+EcGL0xby/rN0RzaOw27zUxcTGS7QMm24yApyp+n4PHp/PDbchwuD1JKyqoayEzZPzUFAby6oVY1eeK8PmkyacKbFGWuM6lKOB14H9AVYZBy8PtnpZRNQog2efAV0C4ddhp+ebDt6QXMkVI6WvedDkwGHtkrrd+Of1x9HKMHduelj2bS2OLilCMGce7xw7GYTYzuYcHlMahu9vDLyq28Nn0j67Y2kR5n4/9O7EuERSE1xkparA2vz0AI/9t/e+xmhaVbGuiXHdsuJiKBRRWNrKpxsKHWyaCMaCy6mymf/MynP/yByaTidPtIyU5n5LgBaCYNty7xOr18sqSCC4YGlgZr8y7siFMnDeKye95qj/Rr45G7zmfogHx+fnH2tvNJWF+v8+7tL6C7nBw6ph+3XXMyqrJtahNrNxFpVXG4fazaUM41970D+KcIsVGBlYL2JZuqnakVDe40Q26bnm6pcWWlxljKuyXa9psb8H+FXVoE3E4evI2xwFYpZSh3xjLgASFEAuDErxgUstyvEOIyWuXFsrN33/98+KgiDh9VFPI7q1khM95KZnw6xw9Mo7LJzQeLKvho5VZuH5/Xvl+b1FZ7gFFrJ3F6fDz69SqSo620uLxsrGphS42DGasrsVs0unWLpQ74aV0NAjjh0EHcetERrNq4lc82OrDHxwa0x5CwfGsThpS7nBKsKAqf/OcKjrvy2fZtedkpjBiUT2F6NMO6JzB9VWX7ukRmgo3a0WPYMHcu035fRnFpNWecMIaCghzKXTrzF6/DU13L+jXFLFvjj78wayonHTYwIClqX7Kp2plaVu8Oko83JErb9v1lBNauXWs+55xzchobGzVd17nvvvtKTz/99D32AHzzzTeRN998c9aaNWvsL7300oYLL7wwILKxtrZW6dWrV59JkybVv/nmm7svHNFFumwAQsiDt3Em8F6oY6SUK4UQDwPfAy3AIghd2UVK+SLwIvjLgne1XbuLEIKUaCve1vBgu1n1+/OF/61XUuOg0ekjJcZClNWE06tz14eLWbalgYfPGMAdHy6mutHVHmMggC21DsYOycKkKRhSUiYiOD43lYLcVL77eFnXG9eVIQDw/tfzAj737ZVDTlIEqiK49dhezN9Yi8ur49Mlv62p4YIx+dTm2lm4qpS6qio+mLYYy++rOHZULy45YiDVFZXMS7BSXllHXWMzR4/rw7N/7zz5am/i1Q21osG9w3TgigZ3WkacpVJTlX0eE3D33XenTZ48ue62226rWrBggfX444/vcfrppy/d0/PuLM345ptvzhg2bNjeqa7SBfZEHpxWYdDJhNAIbENK+Qp+dWGEEP8CSvakwXubCd3jKW0sx6MbWFpLhpXUOKlt8SIllNS68GufQotbJzsxgiWb62lweOi4uC7xawmUbm0ixuSjsa6RTdLMm+9OJSfGTn10AtmFeXTM9hJA93gbihC4PV7MJg3RGvHSlSW3D74JHEwJaRBh8Z8jNzmSL28+hNd+3cDiTfV0T47kxGHZ5Kf0ZnNZDd/PXIaUkgmj+9Lk87cpPTud6wflcfNFk/hu5nLOOmrQHpUq2xWqmjxxHYf9oTAkSlWTJy4t1rrPYwSEEDQ2NqoAdXV1anJy8l5JQiooKPAAIRdVZ8yYYa+qqjIdccQRDfPnzw/2Ke8D9kQeHOAwYJWUstNOLYRIllJWCiGy8RuLEXvS4L3NgIxovl9TjTT87rAWl4/aTsp3nT6yG09/t5qqJndI+TGPz2DZ3GVULl3Uvq1f7zxW1TVRUbOOxIwUrDYrJosZr8eLz+OhuHgtr5RtZmt1I9effxgRttBin6Foa0NGSiwv3XcBg3rnBHyfGmvjjuODw9az0xO45LRx/ixKp4+mSn+9QCmhvkWnW5KdIw/px9KSZorSI0KuhextvD7ZpTRfTxf321MefPDBssMPP7zHyy+/nOx0OpWvv/56zb68nq7r3HzzzVnvvffehq+//nr3q8TuIl35zbbJg08UQixq/dem/nsG2w3/hRDpQoiOasCfCCFWAF8CV0sp6/dCu/caihDcOsEvJb50cyM/ran21wsIQazdTEJyJHaLGnLOLg2dxspAKe4lyzdQXdeEy+Hkk2ffQS8vp0eshVHZcZzeL5NIm42/Pfwhr02Z2d75Q6Uvh2JwUTaKIvjqhRsY0jcXi1kL+cburBSaEALLdqnJLp+BEAK7RaO8soHZq4IDlfYFJk106Q1r7uJ+e8prr70Wf+aZZ9Zs3bp1yZQpU9ZecMEFubq+7xwRDz/8cNIRRxxR37179/2a7rxH8uBSygtCbNteHnzsHrRvv6AIQUKEGVecjs+QyBCTcENKqhwebj6sBw3NTj6cq+LVjW1pwoDu8eCqCk5os1s0emR3IzEhlrMPHxRQFuzQsf3ZUlbD1WeMBkATO3YBduSthy/k6vvfJyE2EtN2bsm2XAUp/S7JUEgpaXYH5p60xTwAfPX9LE49cQKLV5fQfw9ETLpCUpS5bkuNK2tH0wBFYCRFmfdLOvDbb7+d+O23364BOOyww1rcbrdSUVGhZWRk7JNkndmzZ0fOmzcv8rXXXkt2OByK1+tVIiMj9eeee650X1yvjXB0RyuqChmxNgrTIv2ducMoQEqJbkg2lNdy531vcPL5/2Ltd1PR6yoxqQKTppAab6Vmwe9+qeDtqKhq4MMnr+DCMw8LqglotZi5+oIjGVSYhVkFbRcKwuRkJPLevy8NOUQXQuBw+1i/tRmvboQUSzUkbG3YVoREVQTJ0f4Vf69P56ozxxNh0Xj89R+63qjdxKQqemqMZYfpwKkxlvL9sQAIkJ6e7pk6dWo0wMKFC60ej0e0ZertrXTgjnzxxRcby8vLl5aWli795z//WTJ58uSafd354QDPBdjfqCokRpkYFRlPXYuX0joXHp+Bpiis3drIq89+QHlVvb/Cr2FQuXgBkRE2Xv/PjUTaLBz56Wchz5uZGo/NaiYmKvS6jm6AKnZPGyDSbsETYmTq0w1qmr04PTq/zl3NxpJKLj7lkIBrNDj8AVOqAlFWE+lx1vZqRbpukBgXSaTdinv7AqP7iDYX3/ZxAIrA2N9xAE888cSWSy+9NOfZZ59NEULw/PPPFyuKwp6mA3eWZrw3274rhA1ACBQBCZEmEiK3rTd9//sS6hpaAtKTpQSv18fM2cs47vBhnHrMCD6ZOge9wyjAZjVz1xXHoggRUsUIwGpSdnu1XRH+fx2XLXw+HUNKshJsZCfY+GzNBu597ituffRjAOxWMwlxkaQmRtPQ6OT5e88nJTm13QvS4nDz9fTFZKbGM3JAd+6/wV/w0+FwcdG/PsEWE83gHilcc+Kw3WrzjuiWaKvIiLNUVjV54jw+aTK3RgLurzd/G4MHD3YtXLhw1fbb9zQduLM0445cd911NbB/siHDBqALGIZBVVUjrhBvQpfby5ZSf+3Cqy88hozUBN78+GdqGxykJERz99XHc9Lhg5BSEmFWaHF6MHWo/iMNg26Je+bxMSngM6CuyZ9rEBtlC6gwNGZwD7wd2u5weXCU11Jb30xh9zSOufwJLpw8ltOOGorT7eG1T2by1c+LmfHuHQghSIyPxjb42gAr8z6wYGMDhw3O5fRR3dG0vecu1FTF2B+uvt3hr5YOHF4D6AIzF6wjLTURi6YybEAPTjtuNKOGFKIoClaLCZ8lgk1VzXh8BsdNGsG8T++lbMbjrPzmAc48djjgjxOoaXRw96PvsHTlJhqbHCxfs5m7HnqbDcVle9Q+IeA/b/5Atwm3sHxdGep2CwlJ8VHcefkx2FqLlADYbWb6FWZz//WTAXju3WmMP/dhjrrkCT79YSH9CjLJzUzk3RmrKTrp3sAhRivvv/k5tz31FXd+uLg9fyLMwYXozEX0ZzJkyBA5f37IiOH9zqbKJjZWu9nS5MLm9RAXE4HZpOLx+KhrbOHuf7/HD6/cyJZ6b3vYrRCQHmslIcqCIraFEvt0gwXLijnq0icCFuUmDCtg6gvX7lE7Y4bdQGpyHLM/uAubJfTAbvbi9bzx6W80Njs5fuJAjj90IDaLiY++mcctj36IT/dXKBoxoDuvPnAh8bGRuH06qSOv3+G1Y3v04spTR3P3qQMQQiyQUgaomSxevLi4f//+1Z0dH2bfsnjx4sT+/fvnhPouPAXYCau2unAZBrlxEShiW2agpmmYzCZuv/lcfttQT1bctmG8lFBa56K0zoUABuTE+o9RFQYUZTNxRGFADcAFy/e8AKfH66NXj0x+W7iGicMLQ0aajejfnRH9/fUFHR4fW2oc5KdonHrUUE48fBDrN1cSFx1BSuK2OJRQMmHb07hpA8srBu7xPYTZ/4QNwA74cUUFDR5JaqQlZDlvk6aSmxKFbhhoiggZQGS3BA7HNVVh5IDuAQZge7Wd3eXn35dSVVnLqAH52G3b3I3bJzU53D5+XF6BWVGItmrERZgwmTQKclODFiO7sjhpeD00OPaep6DFo6tzNtfHNbh8phir5h2eHVsXYVbD6cD7gLAB2AG/rq+jKC2mU6kt8Cv/LitpYGhefGuRkQ7fCciItwH+Tre5xonTozN+/DB0zcpTL3+Jw+mmT4/0PW5rfIyd2gYHC1ds4sybn+fhv51KQW4qDU1OfvtjPV5LBBlJ0dQ2u/l6UTlH9E1jYu8Ubnr0Ew4fVURuegz9emYFnVdVBJHRkTQ3BhctbcMcFU3MXkoY/HTZ1tTpG+rSvLpsf+hfrKjKGpcXV35Sn5RwOvBeJrwIuAMqG91oitJpKK1uGCwvqSc+wkyUzUTP1EhibBpmTRBrN1GQGondrOLxGaytaMbZ6rBXFIVxI/rw0J3nYTVr3HvNnktrxcdsm4L8Om8NI09/gITh1zHygic595YXufDaxznhiif5bcFaHjtnEMcOykACd1xxHBOH9WDV+or24b5hGHi8PlweLx8tKuW0G85H60S3QCgKqUV9ee7CoXt8D58u25r649rajI6dH8CrS+XHtbUZny7buk/VgV999dW4/Pz83oqiDP7111+DiiCsXbvWbLfbB9599917RTC0oqJCHT58eE+73T7wvPPOC8iBHzZsWEFOTk6fwsLCosLCwqLS0tJ98rIOjwB2gM2iUlnnJCM6OEGnLZHm3d+LefaCoURaNGqb3XRLighY+JNSUtXoCqoXaDZr5Oem8cYjlzB2SI89buuhIwopLqvB5+sYpyCpr6zmxtsu5W/H9W6XK2/DYlKJsmnYLRq//7GOY8f3x24zs3bTVr6ctpj3p87FY7ExaPxwTr/hAio2lfH7j7NxOt3gdqIoCoMnHsIHdxxFQoxtj9rf4tHV6RvqdpgOPH1DXdoRPRMrI8zqPnE5DBgwwPnJJ5+su/TSS3NCfX/ttddmjhs3bq+5Ae12u7z33nvLFi9ebFu2bFnQA3zzzTc3HHLIIftUJSg8AtgBtx/eg3UVje1vRt2QeHwGbq/OFwtLeOCzpdx7Sj+a3f4MwtRYG4LAebMQAqfHCJldaLOaGT24515p6y0XTyI6wobaYbpisZi4+KzDWVbW1JrfEIjLo+P2GQjg2nMO5V/Pf4XT5SE1KZbczER8Xh/lG7Yw7d0v+OSNr1my2UFMv+GkDj+E5DGHY4uLZ1iiJC12zzo/wJzN9XHbv/m3x6tLZc7mhn1Wm2zQoEGu/v37Bws0Am+99VZst27dPL169QrWoNtNoqOjjUmTJjVbrdY/zYcaNgA7ICXGyogeCe11/VXFH83X6PIwoSiF5y8ehllTkRIcbh2Xz0AJsVhoM4eeRgj8hUj2BhnJscz98A4mHzmMrPREBvXN495bzuLko0fSPTmKuetqcHq2LdS5vDoe3WjXVOyencztlx/Dpz8s5NMfFhAbbWfuJ3dTNfs/bPr5UWKLBqBat3V0RVGwZHXn0070DHeVBpevS2m+DS7vflcHbmhoUB577LHURx55ZM8CNnaRSy65JKewsLDolltuSTNC5JjsDcJTgJ1w2rBM1pTXU9OyLUMwKcrfEZpd2xamhRAUV7dQmBoVlJwTZVHY6HRjtZjb39CKgBibFjQs3xMykmO59YoTaHIFLpifMiyLX1dtZXlJA0f2TyPCqqEKv3y6V5dUNLhIjbESYTNz1nFdL9eg2SO6nLm4M2KsWpfSYGOspv2uDnzLLbekX3PNNVtjYmL225v6gw8+2JCbm+utq6tTjj322O7PPfdcwjXXXLPXoyPDBqAL9EyLxevT+X1DHVFmDXcnHq8Wl48Wr050B+Vip8vDgmUbuered7ni3CMZNrAHEVYziVEWMuKtO60AvKskR5tpcTsDAveEEBzaO40+WdFBQiDvT/mF8qp6rjx9LCP65wWJhUgpWVMeukKV4XIy+fBOi0HtEsOzY+u+WFGVtaNpgEkVxvDsmP2uDrxgwYKIr7/+Ou6ee+7JbGxsVBVFwWq1GnfeeWfVzo/ePXJzc70AcXFxxumnn147d+7cCPZBfkB4CtBFTJoKPoOF5c2degXsZg27yS8PVt/ooKSilide/54zbnyBiso6/vHYe5x62cPUV1eRHm9DIvDooQVFpPRnCRoy9Pcd9zMkVDd6eGzqaq54dT6bqlvav29LFspNjgjy6eu6ZPnqTXz543xOve5Z/vbwBx3OK9vrBVz4why2R+o6Sd46brv0iJ08ua4RYVb1cXlxO0wHHpcXV76vFgB3xIIFC1aXlpYuLS0tXXrppZdWXn/99eVtnf+kk07K+fnnn/dq2WSv10t5ebkG4Ha7xdSpU2P69Onj3JvXaCM8AtgF+mbG8GvJFgoT7O1qQx1Jjt4WMHT8tf9l6YqNQfsoQlBc0cAhrZ8ltBcjbcPrV8gNwKwGF/bw6eCTUN3k5qQnZtDo9OLxGSzavIiijGjuOakvabE2YiNMoWsGAKs2+Ptci9PDB1PncuyE/kwY3gshBF6fzufzS4m0atQ53O1H2VQ4eUA8d515dLvYyN6gzc+/fRyASRXG/ogDePPNN2NvueWW7Lq6Ou2kk07q0atXL8fMmTN3KN65cuVKe3Z29m5PSzIyMvo2NzerXq9XfPfdd7FTp05d06NHD89hhx3Ww+v1CsMwxNixYxtvuummfTLaCBuAXSA+2oJJEayvc9Ij3h70RrWYtpUKGzygJ+s2lOJ0Bcq9e306fQoCy57rhj8nH8Dj1XH7ZEDGIIBHB4u6bbqgG/7OD/DSz+tocHjaJcCkhOUljVzx6lx+vH18yChGwzB447PfAlSJW5wevvx5MROG9/LvIyExygICDF2n9o/ZvP3P0zhh4r4L+z2pT0rFET0TK+dsbohrcHlNMVaTd3h2TN3+ePOfd9559eedd179jvZ5/PHH2xcCa2trldzcXNeelPEqLS0NWWl4+fLlofXi9zLhKcAukmI3sayymXpX8EJAs8vX7jI89aih9OiWgr1DBSChqER1L2Th5m1V1aWUGEi21jRy4Z2v8elPSwJceR3pOCjomHw3fWVlSP0/l9fgqGueZ86i9fh8evuw3uF0c99zX3Lrox8F7K8qgojW9hqG5Pt567nhzflsLKmmftkf+JqbGDVg34uFRphVY2J+fM1JfVIqJubH1/wZw/6uEB8fb3zzzTcb/ux27AnhEUAXaGpx0dDsJD0phgtGZvHCjE3ML2tgQm48WmvSjRAQZVVbRUIlIwtSuOKKU/nl96V8+fNiUE3YMrJRo2N57sd1xEWYOXl4tn+9oMnJmLMfoXRrPWceN6oTHT6JlKK9VGHH7h4XYWZTdXC8iM+QnH/8MPoWZiERLN7UgAScTjfPvz89aC3DZNI449jhOFwe1m+q5Mrbn8fhNZA+v7E774QRJMVH7YUnGuZAITwC2AHNDjfn3v4qWRNvp98J95J3xN/5fNpizhmSxqZlq/ng69ms2VyJy6uTEGlur8nf9u/MMXn80WQlps9gYnr1wxwdC4DTq/Psj9umlh98M5faBn8H/mLaIlqcwbEohiED1gAE25J8LjwkD5tp+6QjwYBusVxw3HAibBZMmkJ8pAkhwGazcN+tZ2GzmrHbLP7vTSr9CjL59telXHLXa0w4/xFanB6kz0dCjJ1n/n4mz99z9t59wGH+dMIjgE7YXF7LoJPvp8W5bQ7vdHs557ZXMZk0FPxZfG+99z2nHz+GJ289OSgISDckTSGmCgBVje72fX7/Y0P7WsE7X87m/JNGk5eVRITNgq4buD0+qmsbyM9Ogla3oSbA0/oCP7xvKmsqmnjp5/WYNQWfblCQFs2T5wa66LIS7FhNbqqaPAwb0IMf3/k/VqzcgK7rDO+fy3X3v8f9//0q4BibxcTmaQ+F1YH/ouwPefAbgUtaj10KXCil3GvhlPuCH35fwfFXPxfyO1030PXAhb2Pp/7OU7edHLSvqggy4myU1gV7cHKTI1or80q6ZydjtZhwub243F6OuOgxTjtqKMeM709VbSNf/ryI9x67or34pypAU+DrnxZxxNi+mE0a1xzRk3NG57C6vJHkaCu5yZFB1xRCkBxjJSna0r6AWZTtNxK6YTCsXy4z5gfqX+iGpLbBQWJc8Pn2FXUtHnXKvJK4yka3KTna4p08NLMuLsIcTgfeB+xrefAM4DqgSErpFEJ8iF9M5PW90vp9xKk3vtjpd1aLGZc70AC4nB7Wba6iR7fkgO1SSm45ppDbP1iMy7ttHctiUrj1WL+rzaQKLj9tDC9/8DMut38x2eX28uZnv/PW57NIjI3gyxeuDwzgkZKPv13Ilf94i8NH9+aKM8aTm5lEWlIMw/MTA9pgGAZS0unCYvs9uLxsrW4M2q4qgpjIPY/17yoPfbky9Y0ZxWkur9He4H9PXZ11/tic8tuP6xVOB97L7HRcJ6Usl1IubP25CWiTBwcC5MFDCoTiNzK2Vh1BO7Bf46l3lZr6ZtyezotbqCFkeyQwe/GGkAFCidFWnjhnEEUZ0URaNIoyonnugiGMKdhmLFISYvj6hevpV5CJSVPRVIWi7mk8/fezWPb1/RTkbp8kJxg/rBC3x8dXPy/m2MufYvy5DwVd2zAMmh1uZi1aj8vtpdnhxu3xBbkmwV+u7POfQsf1m0x7L1x5Rzz05crUF6ZtyOjY+QFcXkN5YdqGjIe+XPmnpAOvXr3abLVaB7Wl5p511lm7L1/dgU8//TS6d+/evXr27FnUu3fvXl988UX7CutLL70U17Nnz6L8/PzeV155ZZBi8t5in8qDSylLhRD/Bjbjlwf/Xkr5fSfn3ivy4HvKzorzeL3BI1GrxcRJhw1ECIFPN/DqEqdHR9d1BubEIYDxRSntaj2hZMX69Mxk+tu309DswKRpmEwaLo8PcyedLzY6MPisqraZBcs2MrhPbvtoobqumesfeJfpc1czsCib2y8/hhH9u7O0uI7ECK19Rb+qponzb3+ZppbgmZnTvX9C7+taPOobM4p3mA78xozitCsO7V4Zazfv93TgrKws96pVq1bszeslJyd7v/7663U5OTneefPmWY855pielZWVSyoqKtS77747c8GCBSvT09N9kydPzvn888+jTjjhhL2uGrxP5cGFEHHACUAuUA98JIQ4R0r59vb77m958M7Y0Vw3MS6S048ZwWffz6egexo3nX8E3TIS2VhaTYTNTJPTy/rKlnYjUtCqMtTWIYUQ7av3oUpvSSkxhMqHc0uYv6GWRZtqmXH34SFzBXx6cB84+5aXWfbVfWiqX2cgOSGa9x6/Yru9JHOXbGRtcQUpiTEsXVHMN7/80Wl48/5iyrySuO3f/Nvj8hrKlHmlcReNy90nJcMHDRq0X9emRo8e3b44NHjwYJfb7VacTqdYvXq1JScnx52enu4DOPTQQxs/+uijuD/NAOyBPPhhwEYpZVXr/lOAUUCQATiQiI22U9+4za+uqgpP3nkmp0zyF7u999rjkYDaujKekRKLlJLNNY6AEYTNrO6S4IcQgli7mae+Xd2+ZuBw+7BbAkU/pZR8NW1R0PEOl4eVJQ307dZ5ynxDk4uBffMZ0r8HJpPG2OG9GTeqL3c8+BahUk6T4vbP/L+y0d2lNN/KRtd+TwcGKCkpMffq1asoMjJSv++++0qPPPLIzmuk7QZvvPFGXO/evR02m00WFRW5N2zYYF29erU5Ly/P88UXX8R5vd59otO+0zWAPZQH3wyMEELYW89zKP41hAOaz5++MuDzrRcfyeTDB2G1mLBaTCiK0t75wd9xfYbE6+v6W3RH+d09UrcF27z6y/rgY6XkhQ+ntxf+1FQFm8XEQ387Da8Ba0vrWt/obaHBEt0wqGtoZkVpE1aLqT3U2G6z0Kcwmwmj+oZsy+hBe6dgyc5IjrZ0aa6RHG3d7+nA2dnZ3o0bNy5ZuXLliscff3zLBRdckFdbW7vX/KLz58+33n333RkvvfTSJoCkpCT9iSee2HTqqafmDR06tDA7O9utKMo+GaLtU3lwKeUc4GNgIX4XoELrMP9AZli/XP557fFYLCZMmsplp4/Hbttx1Us1hJ/c4wstylnf5OC7mcsDZMY6UtO8bZHu+WnBBkBVFD5/7lr+fetpnHDoQC6cPIZ3nrqGwqJ8VEVQVl7N1f98m5KtDTQ5vWyqdrBkcyNrK92hC5ZYLRw6tl/Itnw7Yzlvfj5rh/e+N5g8NLPOatqx/JfVpBiTh2bs93Rgm80mU1NTdYCxY8c6srOz3cuWLQuuE7cbrF+/3nTKKafkv/LKKxt79+7dHgF21llnNSxZsmTVokWLVhUUFLjy8/NDViraU7riBZgppRRSyn5SygGt/9o6+AVSyue3279MStlRHvweKWWhlLKPlPJcKeU+uZG9za0XHcGP79/DRWccRlTEzn/XqiKI2K4E+MYqR6tE97Y3sSEl597yEn9/cgrNDhde37ZFRSkljS4vZR3iBgwJH83ZHGRIzCaNkcP6kJmRzOatdfTMSSU3OYJ+3WI5ZHA+D/7tFCqaddZtbaGuxf/SNJnUoCSjNjydeD5cHh93PvlZp8ZqbxEXYdbPH5uzw3Tg88fmlO+rBcAdUVZWpvlaw6FXrFhhLi4uthQUFLhhz9KBq6ur1aOPPrrHP//5z5IjjjiipeN3bUVAq6qq1Jdffjn5qquu2ifZgOHwrh3Q4vLwxkfTWLhi58IduiGD3q4Ot4+Nlc2tIbyS6gYn//fU56zbXIkiBF9MWxSUpnvPR0vby4RZTQoRFo3embHti4RSSny6wZYaJ3UOHyceM5r7b5hMRkIE8ZEWFCFQFAW3oaCqXXPfOV1upv40n6zUOG6/7Gj+8/ezOOnwQe1ta3a4qWlo2clZ9pzbj+tVcfnEvNLtRwJWk2JcPjGvdF/HAbz55puxKSkp/RYtWhRx0kkn9RgzZkwPgO+//z6ysLCwd2FhYdEpp5zS/cknn9yUkpKiw56lAz/yyCPJmzdvtjz44IPp21f/veKKK7K6d+/ee8SIEYU33XRTeb9+/fbJizMsDbYDbnnhR1594xvGDOnB249ciqooKIrwq/9KEMo2HYDyOidVTcH+dUVAYpQZi6ZQUuciJdpCSow15FAcwKsb/LRsKwuLa8mMt3HcoEziIrZl6K0qa8K9nQ5fv+yYoJTfqkY3pbXOoFKgPp8/Y9Hr01Fa7+eL7+ayek0xbz5yCZqqYDGbaHa4WFtcyTGXPYEQgvJfHwkQHO2MvSENVu/wKFPmlcZVNrpMydFW7+ShGXV/xpt/Z9TW1ipnn312zoGeERiWBttNemUn8+VrdyBUjbVbW0iJtmAzq7S4fWypakbVNEyqX/K7MzNqSKhq8mDRFKT0z++TYzqfUphUhSP7p3Fk/0CXuG4YGAZEWjXczYGGxqcbqErg2z7GbqK0NjgEWdcl19z1ApnpiURGWPlj6QYqqupY892DRHRY54i0WynIS+WKM8dj6HqXOv/eItZuNvaVq29vEk4H/ouiG5LVZc0U9cxuf8O7vQabazp0KEXFkAS9jUOhiG3rAF5dsn5rM90S7ZhUBdGW4dtBR6Cpxa8j4PZ4sVnNRNr9Q3u1EwnurQ1uMuJtAaMAr9fL6tUb6ZabGVB38LUPfmT9pgrWb9o2mu7bMzNkB7dbzVxyyiFkp0QHfRfmr0HYAGyHlJI/NtbjI1Dma08wJCRFmSmrd2NIaHHrrChtwqQKLJpCn8yo1v0kb3w5ny9/WcLv81cxamB33nz40oAYALPWGkzU4fw1zR6koZMSY8Xr09FUhfe+nsPt//6Y+NgoxgzrhaoozJy3korK4EV0t8fb6ZQkIyUOLfxX8pcl/KvdjtnLtmCOikbodDqsh66JZoJftXfpymI+XLOBS849iiaX3v5GlhK6p9gRAupavKypaKGwV3eKevdAIkmM0ILi8OMjLVQ0uAMaZxgGGypaOOS0f5KSGENFdUN7WG9VTQOffjN7h21cU7yV8sp68rKSgtJ+tfAy8V+asAHYjqXFNYzoH4t3B0P7tq7fmYHwr9aD1+fjh18X8cxrX+Px+Hjlk99Y+/1DuAyBSVOIsZkwqQKvz2BNRQuG9GvttWr5UuPQSfbqWDoYAbOmkJccQXFlC00Ot9941Lfw90feprHFhcenU5CbSnVdE6Vb67t83+fc8hI/vHYzUREdxD9EcCHS/UFtQ4v69pdz4iqqG0ypiTHec44bXhcfExFOB94HhA1AB2rqm0mMj8HlNYixazQ4fEGdXBUQH2Uhzm5qjfv3d/Y2f78uYWFpHQ/+43maml0BEX8+w+CbGUs5/ehh7dt0CTVNob1IUkJts4e07cJxo6watRUVvP7ZLM4+fgQF6Qn8/fKj2bCliivPmoBhSEwmlXlLizn/tpcDwpo7Y3N5DeUVNcT3yGxNWPpzOv9dT36W+t/3p6c53d72scc/nvky68ozxpU/cMOJ4XTgvUx4gNcBq8XE1up6dOlfjY+LMLUm84CmCLol2OjXLZbMeBsRVo0+WdF0S7STFmslyqqytcXDV2uqWLd2C16vHhTuaxiSj78Ndm/uqPa/ESKScHN5DW9+/jvP3X0Whw4vIL9bMiceNoi/XXwkkXYr0ZE2bBYzw/vl8cbDl4Q8b6Tdgt1mJjrCSqTdwrN/P5N+BZmoin/Y/2d1/sff+DGjY+cHcLq9yuNv/Jhx15Of7dN04MsvvzwzNze3d8+ePYsOP/zw7tXV1SqAy+USp5xySk7Pnj2LCgoKir766qudFka8/vrr03v27FlUWFhYNHr06B7FxcWmnZ1r7NixPQoKCory8/N7n3XWWdltwUcAL7/8clz37t175+fn9z7uuONyAdasWWMuKirqVVhYWJSfn9/7kUceSdrVew4bgA5E2Cxs3lSOruvUNHvw6ga90iPplR5FUUYUNrOK3kFyRxGC2AgzidF+95lVUxiUEUV+bOdhw6HSe6Nt2rZ5RQf88mEmDCn9wqQeH59PW8yYsx7i7quOx26ztM/Z1dYMwI5YzBpD++SQkRIbsP3KM8ZROfPf/PL6zUx5+kq2THuIM48Zxp9JbUOL+t/3p+8wHfi/709Pq2to2Wd/s5MmTWpcs2bN8jVr1qzIz893/d///V8qwBNPPJEIsGbNmhXTpk1bc9ttt2Xq+o5nJPfcc0/FmjVrVqxatWrFUUcd1XDnnXem7excn3/++frVq1evWLNmzfKamhrTq6++GgewdOlSy2OPPZY2e/bsVevWrVv+/PPPbwF/jsKCBQtWrVq1asWCBQtWPvXUU6lthqarhA3Adtx12SRSY61I/Np/q8qbWb+1mWVbGlhX6Y+G6xg8ZRgSl8c/TzcMySn9Uxg7tKCTmHszZxwzPGi7xaSSEm0JSPtVBMRGmLBbVJaXNLK6rIlFm+tJSE3lk5duIystvkv3I4TghvMOZVBRFsdP7Meaqffy+G2nIoSgb88MRg/sjtXypyTYBfD2l3Pitn/zb4/T7VXe/mruPlMHnjx5cqPJ5H8WI0eObCktLTUDrFixwjZhwoRGgIyMDF90dLTesWBIKOLj49uHfy0tLUqbcd7RudqO8Xq9wuv1irZjnn322aRLL720MikpSW87DsBqtUqbzSYBnE6n2B0B0bAB6IAhQdM0MhMi6JsVQ/eUCArSoijMiCYtzoZP9+vktbh1DCnx6gaz1lbz2YISpCFJjrSwpd5NRoKd/7v+dGxWM1aLqT26bvTQQo4Y3Tvgmm3hvamxVnqkRpIYZSYh0kRecgTZCXYQAl2XuH0GJk0jMsKKyWTqsqCgxaxx9ZkT+O2d2/jgscu6bDj2NxXVDV2yQhVVXdtvT3n99dcTjzzyyAaA/v37O7766qtYr9fLqlWrzMuWLbNv2rTJvLNzXHvttRmpqan9Pv7444RHH320rCvnGjNmTI+kpKT+ERER+oUXXlgHsG7dOsuaNWusgwYNKuzfv3/hxx9/3B6YsW7dOlPPnj2LcnNz+1133XUVOTk5uxSWHF4E7EDH6baqCKJs2/7W2lR8HR6dS16ay7qtjTg9OoYEi6awflgzJw/NwqMb2KQXA8nrT1zP3MVraWp2MLhvd374ZSEX3vEKb//7MoQQGNI/xze1xtxHWDQiLFqH9vjj/ttchh2panSREGn2axZut3/7NikxKWKvio/uK1ITY7r0h5ua1LX99oTbbrstVVVVecUVV9QCXH/99dUrV6609e3btygjI8M9aNCg5q7kWTz99NOlTz/9dOkdd9yR+uijjyY/8cQTZTs718yZM9c6HA5x0kkn5X355ZfRJ510UqOu62L9+vWWWbNmrd64caNp/PjxhePHj1+emJio5+fne9esWbOiuLjYdNxxx+Wfc845dVlZWZ3XtNuO8AigA511FENKHK0leZdurmdVeUPrKMD/vdtnMGXuFhZvqSc33obT5eHex96jpaGO844fwd8uPIITxxby1B2nMX54L5aVNLJoUwNLNzeg7WC1TQK1jaGL1JTXu1lfUovL7aWx2YnD5eGF939hyvfzQUoEYFIF2v4p57fHnHPc8DqbxbTDMazNYjLOOXbYPk0H/s9//pPw3XffxU6ZMmVj2/qKyWTilVde2bJq1aoVP/300/rGxkatqKioy9WDLrrootqvvvoqrqvnstvt8rjjjqv/9NNPYwHS0tI8xx57bL3FYpGFhYWe3Nxc1/LlywMWmnJycryFhYXOH3/8cZeUW8IGoAOhXF+y1cfXVsf/j011uL2h/07L6h2YVIVu6QkcOqIXR4zqRXZSJEnRVswmFbvNwolHDm9/m28r2REah9ON1aSE3MfpcnP/819TeNSdHHXJExx2/qNE2kycPmkQVpPAom3TGzwYiI+J0K88Y9wO04GvPGNceVxMxD5LCvr444+jn3rqqdSpU6eui4qKar9OU1OT0tjYqIC/kKeqqnLw4MEu6DwdeOnSpe0d9MMPP4zt3r27c0fnamhoUDZt2mQCfxj3N998E1NYWOgEmDx5cv306dOjAMrLy7WNGzdaCwoK3OvXrzc1NzcL8KcNz5s3L7J37967VNYsPAXYDpPi193TpcSQ4HTrbKlx4NUlqbEW8pLtaKrAt50WnxAwIDOm9WfBQ387GVuIxTWj9bxt1DZ7SIg0B63gSyl598vZXHb6eDKkoKTGiSEliqLgdHnYUlbD978uwuv1cc+Np2OOjmZAXhJCNeHVYUeFfMtrGnn6/d/ZuKWK7PR4rjtzNBlJsbv9zPYWbX7+7eMAbBaTsT/iAG666aZsj8ejTJw4sSfAoEGDmt99993NZWVl2qRJk3oqiiJTU1O97777brvsc2fpwH/7298yN2zYYBVCyMzMTM8rr7yyCfy1BUKdq7GxUTnmmGPyPR6PkFKKUaNGNd5yyy1V4F+c/Pbbb6O7d+/eW1VVee+9925JTU3VP/3004jbbrstsy1V/JprrqkYNmzYLsmIh9OBO+G5mRsZkRmPIf0JPNkJNmIjzJTWOjjh8V8D6vwDWE0qC+8/HJtZparJzafzS6lp9jC6ZxJD8+LbO3izy8faim3l5ISA/OQIIqwd5/7w1ue/M3FkL7JS/Yt2r382i4p6J7HREfw6ZwU/zliM1+tDKAqpw8ZgjY5GShiUE8ezFwzG5/XxzFs/8M5Xc9ANyelHDeGOS49k+cZqTr/hvzQ7XDhdHqwWMzariXceu4IJg3P3+LntjXTguoYW5e2v5sZVVDWYUpNivOccO6xuX775d5dwOvABSJPTx9rKFjw+g4w4Kxlx1pBluHeEw+tjUFocUTYTNc0eNEUQF2FGUQTZiRH86/T+3PXBElRFtL6VBVce0QObWeXXVVVc8doCDMO/cv/2zGKG5yfw9PlDUBXRXuxDEdsCgNZVthBr18DjYlNpNW6PjzOPHR6QoRcXaeWuxz7C0aGmvxACzR6BtEbgbF2jWLCxlud+XMf3U6byx4pNeFrLmD/33i98/9sK4hNiqa1v9tc0AFxuDx6vl7uf/pwZr9+wJ49+rxEXE2Fce/aEcDrwfuAvYQDcXoOSOhfl9S7qnD7mljf4O4QhGZwRQ4zdBEgSo8wMyIjGvJPJ8cuzShiaHouUflUds1nBX9Hfb0iO6p/O+F4pzN9QgyElqqIyODcaj8/g2jcXtndG8HsNZq+t4cuFJRw3KJONlc0YhkFCtAW3119HICHSTHykGYggKSGWzTUOalu8xEUINFVBVQTHTezP7MXreW3KTMwmzR9/IBVieg8KfBY+gw9mFVO6pqS98wN4vDqrN1YgNlW2d/42DEOycOl6PB4PZvNOvVth/kIc9AbA6dFZWtKEV5dEWU0kx1jJS7RT1+zBAFaVNjBndSUTi1L578y1uHSDO44vpF/rfH17fLqkT5J/IbXB4femeLwGYrtQPZtZZWR+AlNnLGPp6k0c1vt45q6vJVQshtOr88HszeQmRWFIfwGPuAgzkdbgct+bqh24fQbl9W7K693ERZiIizCjKvDgzadw7bmHMW/pRmKiI7j6o7UB6wltuDx6u8xYR3RDohB6JN2maLyPMAzDEPuqsm2YzjEMQ0Anv3QOYgPg9OhsrHLQ4NRBSnqkRgb40LMS7KytaKZXRgwxdjPfLinj/EPyeHnaOr5dXIHdaqbZo1Nc62BIVjSZMVaklCwvb8Jm8o8Q2hICfYakrsVDpFXF0mFY7vb6ePCFr1i1vpxTDhuIaoloHSkEI6V/yK8bBmaTFlTrH8Dh1vFuV3yzrsVLXYsXm1mlMN1EenIsJxw6EIBev1eyvCRQklFVoCjFyuZWyxCfmsjIo8aRnJGCz+tl9cIV/PHL7ACFI1VVGDWkkLYouH3AsqqqqqKkpKSGsBHYfxiGIaqqqmKAZZ3tc1AagBaXj8Vb/CIpbYq3kRYtIPxWCMhJtDN/Uz01Hh91PoNGj49rjyygZ1okszfV43brRJpV/tjUyDpTM1nxNtJibCixgspGNw2ObW/RzTVOfpu5gHNPHEWU3cqiVZu57dGPWLXe77n653Nf8eETl2PRVFrcgXHiNrPKyUMz/ZLirdt0QwbV8WsLNtoeAcTYg39VD5zaj3P+Owuvz8DtM7CZVaKsGg+dM5Rv3/uUyNgojjn/JEwW/7DeZDFTOKQ3UbFRzPziJwzdQNNU4uOieOSmE3fhN7Br+Hy+SyoqKl6uqKjoQ9j1vD8xgGU+ny90Rhj7WB5cCFEAfNBhUx5wt5Tyya7fQyAOj49f1tYSbzNTXu8kKcpCUrQlKPZeEQKbWeXn+Stoik4iLt7OdxtqiTQp9K11kGo3sbCqmYoWD1nRFibkJlDV7KWq2YtZU0iMtrCyqpnqZg+JNhORJoV/vfA1//fUpyHbVdfoQFMVXrhoMBe8ONdfD0A3UBXBkf1SOWd0NoaUzF5XD0Blo5u0WGuAEdB1g4w4GyV1zsCoRFWQFBWcYFSQHs23t43nk7lbWFPeSPcEK0f0SWbWPL/2Su/h/VG2i1jTTCYy8rtR1CuHIUU5dEuL5+pThmG17lj3YE8YPHhwJXD8PrtAmN1mn8qDSylXAwNa91GBUiB0D+oij/y8gVxF54kZGxjdP4djB2ZgCqHYC6Aogtsmj+DOd39HSU4BoNlrMKekgUGpkUSYVKLMCiPTo1m7vpT6+kYsNgsJmem8sagMgb8T+wxJXYMLNTYRsbU8pI7e6UcNBWBIXjyz/nEo3y2poK7Fy+ieCRRl+NcbNpfVMO3XxYwe0Zcq/CHECZFmf2yAYeDz6SRGW7CaVSobXDS7dXRD4msVG42yBb88EyItXDYxHwDD6+HxN37k8dd/8H+XmogaIhRQ13VavAb/ueWEXX7+Yf5a7NQASCnLgfLWn5uEEG3y4CsgQB584k5OdSiwXkq58yL7nfDZb6t57sHXcDpc6IZkxQwb/e85nz5ZMSEFNwEsFo1JBYl8V2PgcXmw2q0YwPyKZrKiLRzVPQlNFeTlpAPpxNpVnp+7BZ9sPZcQaKogLsZK3tCBLPuuGpM08Hh9tBXnS4qP5LJTx7RfM8pq4pRhWa0LfuD2QUVVHUNP+RctLg8nrCvl3FMmIKVk0bpyfp+znEkjCxgxwN+RI60adnMEy0q2abCW1jkpbM1N2L4ikT/sFxTNzN+vOJrp81Yzc+F6qsuqSMpIDTICqqrS0tBImDC7FAjUKg/+K9CnTSFYCHEI8Pj2wR8hjn0VWCilfKaT7zvKgw/etCnQTtQ2OsmddBee7bTt7VYzl5w6lgtPHku39IR2AY3WcwJQXFrNwBP/AYCiKBx57FhOP2EsaZGWoFj8WqeHHzfW4tGDn0tNvZNZCzcT0VJNboTB7AWrOOuYYTxx2ylo21XO9Or+ACIhtin/NjncFB11Jy1O/z2ce/J4Rg8rYsyAbqTFbosmFQIaHB58hj+uod7hRQCDcmNRxbYQ37Zf3fZ2L3ro9Xh9OhExUZx0xRmYzKb2Z+HzeNmybhO/TvmeuR/eSVH3Habg7zKhAoHCHLh0eUFmd+TBOxxrxj8H/KizfaSUL0oph0gphyQlBRc2+e9ns0M21un28Ow7PzPxvEdocnqpbnJTVudk2ZZGVpc34fb4WLm+rH1/wzCY+sV0KotLCBVlL3dQnQdA0UyYUrO58/pTqPn9cZ6+64yAzu9w65TXufDq/gChjtLgUXYLP751BwCJ8VGcNXkcPfPSqWz0sqqsibJ6F6V1Tqqb3MTYzSRGWchOtNMzLRKLJjCrUFZZy6OvfMfbX85GSiNkAlOk3T+fb2lo4uvXplCxqQxDN3C73KyYt4TpU35ANyRHXPIkbs9+19oMcwCxr+XB2zgK/9t/6+40stHhpaqqGa83OMvRn6sjsVotrClvCpDD8rl11m5t4dFXvg067odfFzGwT17Q9ri2Qp3bOdh9ukFJhd/z0C3RzuDs2O3aISmuduLVpd8dGaJjCiHIz0ygX0EmMTHReH06FrN/WO/2Ge0JR9E2jaRov3iIqghsJpWkSI2sibdRXbdNouvKf77Ll89dzfhhBQHXufy0sfz7tR/w6QZ1lTV88+ZnwY0Baupb6HXsP7jx/MO48vRD0A6W1MEwe419LQ/exk5HCZ1hGAbLy1roV5QTkPveRoTNwgdPXsmLD14aMijGp0seuOlUxgzuEbB95tyV/nn8dkhDMjErEqV1GGAY/hz7qloHpZXNmDWF/zu+EKs58NE1OH0kRlnJiLdjNamh+j/g79Af/+cqhJDYraGj7szb1eJWFEFxSWVA5/ffm8FxVz0bVHvwzsuOZnBRdictCKS8qoF/PPMFZ97ycpf2D/PXYp/Kg7d+jgAOB6awG1Q3e5FSktMtjcH98gPKV9msZgb37sbEEYWkJceHNBBCQGF+Bh88cSVHj9smge1wuimvbgzoqE6nm0XLN3D25f9mwaffMCojikSzyoaNtaxeX8OA7Fg+uGYEQ/MT2wN7fAboBkgEqipQFYHVrAYF9LRRWusgITaK/959NtYQfn8hCOnycziDdQfBbwTemzovYJvJpPL1C9cSG9U10VqHy8uPs1by/e8r2FrvYFO1k5JaJy5vuBL3X52ueAFmEnJA65cHD7GtDOgoD94CJOxuA4tb9e1afAZ333QGP/66iO9/WYAi4OxjR3DuiaNQFIVou0aT2xc0f5eA3axiMak8dPMpTJ2+BICkpDiOGZaLlPDetwspq25k5pwVzPljDVJKVqzZwi/fz+KiMw7n6F4p7edLibG2+vjBYFtJcKtJbZ/vq4rglW9XcMlRfVqrCvsXAb26wYwlmzhjfC+S46NIRLChshmX12jfr1uiPcgwtDjcvDZlZqfPqLwyyANLhM3CL2/cxGEXP0l1XXOIowJxuX2cfP3zCCEYM7SI26+eTEmdie5JNpKi912MQJg/lwM+HfiNuSX0iIugwe1DRRJlNZMZH/xHqbcq53o7CHUKAXERJrolRgDg8+l0m3ALDpeHQycM4dV/no3dpJBxyM0hpwOx0RFMeeWOgG2qAgO7xaLLbclBQJAbsqHJweOfLeLoET3ITopkbXkTS9aUcO7EQgwp0Exae8kxt7ettNi2RUNDStwuL0IRvPf1HG5+6AM6Y92395GRErpWpsPp4dgrn2HW4l1LWlNVhQtOm8iZJ45leH78DisXdSTsBTi4OOBDgWvdPhrdXmKs5vYCmj/PXsHRY3oRad+msqsqgoK0SLY2uKl3eFFah9IJUdvm2S6PF1frqvfmLZWYVYFPN+isxLPLHTzs9ultBT2CO0RHIxATZefus0YwZ+kGpq8rJjcjnquOG4BXl5z+nxkUVzu5/fgizhjZrV35Rzck1Y1u/vvWt6wp3kp8TCS//7GODVuqOn0+g4qyO+38AHabmWmv38S197/Hy5/81ul+26PrBq+89yOvvPcj6cmxvHzfuUzYbrExzMHPAR+XbVVVbHYTMVatfZh83zOfUdfgCPIKaKpCRryN3pnRFKZHkRhtae+QLU43L7w/HaN1pXDtus1sqGjEYtbo0zMz6LpCCAb3yw/aXtPsDvi8fcyBbhjthkpVBaP65RBttRCbkMh7szYx6eFfWF3Rgttn8PCXK9qTeQwp8fgMyutdVNW18N3M5bz9xawddv6cjAR+e+fWLj3HFRt2WG1rh5RV1nP05U9z33+/2u1zhDkwOeANQFKEmT6pUTg8vvZO1tTs5NALHuWj7+aFDMtt64A+n06L04PD5eGNT3/jXy9s+wO2mjVOu+YpDCl58s4zibBb2kU7rBYTMZE2rjz/qKBzfjJ3M4qARocH3Qgc9gshcHt8lFXWYVYFFlVw1GVPceGDUzj+3z9z/2cr2NqwrWSb22vw4exNGFJS7/CytqIZCVxw8tiArEMAk6ZSlJfGceP6ctTY3kx9/hpWfvXPLj/HVRt2ywMbwL9eDHanhjm4OeCnAMOyYzAM/9vd1+ruGj2sF1N/WsDV/3wHs6Zx8iT/lLNtsa0tt11KA8MwmHDuw6zf7k3q1Q0uuPgUVpQ0UpSfzuwP/s7LH//KirWlDOmTw2ETBiM0S7uBaXR6efmXdYzqkYDb68Ph1om2B7vxTKpCSUUt3TPicbk8zF68EUtSaEUrCcxeUcriIdtcdkLAkF4ZfPD4pVzxz3eorW9BNyTjh/bglfvPJzEucreeY49uycxZsnHnO+6E6fPXMG5Izz0+T5gDgwN+EbDWoeNw+9AU2FjlxKsbVDU6uPyGJ2hxuNFUhfU/PkxUhDVkLoDb4+OVj3/lricCvZCqPYKUjFTuuOgIvvp6Bv+47iSy0uJpcPoorWlG00y4vf5knPs/W0Zlk4useDsfXTuSteVN2G1mshIiglJ6m1pc6D4vsREWNpTXYrfaMBSVIx/9Fe924cWG7uPKQ3swrnc64C8TlhlnJSPev7YhpaRkaz2Rdgtx0V1z6XXGz3NWc/INz+N0hY78a01r2Cmz3r+NAQVZnX4fXgQ8uDjgpwBer49Iq0ZVoweX18e366vxCIVrbz4PRVEY17ow1Vk1G4tZY2jfbcUuhclM/KCRJA4ehS85l/unriehWw51HsGaiha2NrjRNBMer4+ECJVN1Y2MK0zk4dP7cc+kLIafej/F5fV+5eDWaUEbfg0/g4v//gYvfPw7uZkppCRGk54QyXWTemI1qe1xxobuI9mmcNlh+aTFWkiPtdAnM6q987fdU1Zq3B53foAJwwt4++GLyM0I9MhazRoRNjMfPH5pyDiKjqiqssPOH+bg44CfAvh8OpuqnXy4uJS1ZU1kpkfz25YGPvjPexiGQUykXz7L5dHRNIGmKEHHryneVk06rvdAhKrhaahHi4jEZDFz1qRBWC2Bw3lNVSkuq+Wicf5w4eq6ZoqOu4emFjfriitISYplTXkz3ZLs7YU8Wlw+7n7qU2YuXMdHT10dYJQumZDPgG5xvPLTGr79fSWj82J47+6TMKkK8RH76ukFcvQhfTn6kL643B4+n7aEGQvWkp0Wz7nHjyAtKYYvnr2Ks255hWaHE68veDww5T+X75+GhtlvHPAGoNHp5emf1+HRDaIjLURbNfon2HiloZmYKBvnnDCCKLsFn+EPyvHpBlqHop8en84zb/8EgDBbaNq4Fm9DLW16W3m9eqIowSNWRRFopm2xBu9PnYevtUbYWx//zND++SiKwpryZlTFXzEwPlLjrc9nMXxIL254awG/r63BZlY5Y2Q2l03MZ0heAgO6DSPpxXc449wL2yXB9jdWi5nTjxrC6UcF3vf4YQVs/ulBFqzYjKoqTJ+7hq+mL6EwN5Wn7jg1XDD0L8gBbwB+Xl6OYVIpKW/kkP7pHNotFm9rSvB7j1/OoKJuCCHai4LohsRn+It41jo8PPHJbEwpqVhKqvEYur/zA7SW864t3dLptcu21iBlBhLYVF6Hs7XQ5rricm574A2uvvAY8nNS8XoNuiVFEmnSESYzm2wZbFm+FUNCi9vHy9PWs7a8iSfPG4zb7XddPvnmT5xyxM5yqPY/mqYyvJ9/yjSkdzduvvDwP7lFYfYlB7wBmF3cgBphpXzFCp7+7DOebPUE5HdLpn9hdns2XUf+KGlkaUUjTq/EHZ/M+KNSiczIY/YngQuBhiGpb3Ty1Q/zOOawodg6JOe43B5WrtqI+4h+SCkZ1i+PiCm/0eL0xwEsXbWJK257DrvVzBfPX0dKbCIgGTlxFOscSsCKmstn8MvKSjZVN/P193MB/0glTJg/mwPeAKTE25n6/RzKV60K2J6REucPBNouo05VBEOyYhiS5S/DpRuSOz5aglntPM//+be+xevzccKkEVjMJmrqm3jjgx958PoT2t2KRx3Sl+7ZSazZWIHL43+L2ywmRg/qweDeOa1nEiRnZrBhfW3QNUyawifTV3Ffqzfi4sljgvYJE2Z/c8AbgKsm5PHsw8GpqsvWlIZ8+0OgR0BV4OHT+zNt6VZmfPRpeyRgR8wmjevPPIRXP5nB2uKtSMOgf88MslsrDIF/aDz1pRt59p1pfDh1Lpqmct6Jo7j0tHEB5ypIj2F2CAPQ5HDz4NMfA9C7exqXnho2AGH+fA54A5CbGIEMEatfU9/Myx/9yoUnjyHC1nm2mmhd7IvAyRGj+/DtjKUB31vMGmcdO5yMlDj+76rjcbo8FB51F9YQ54ywWbj1kqO45eIjqWl2kxhlDdrn1OFZvDEjMOBGU0DzuRmUl8iFk0/gghNHdvX2w4TZpxzwcQAA9k46+P899Sm3PPIh6zZtDflm78iQomz6FqQzanBPzCaNCJsFq8XEyAHdue+GyYA/X+ChF6fS2OykuWXHIqtPfbsmKEff4fLy0/IOIbdSYlIFKSYvVYvmsnh1CR9+M4+K6nBBzjAHBgd8JCDALc9O5ZmXpwbt939XH8fVZ01EU1WEInYqAlrX4mZztZPNZdVsKqkiOyORwYWZxNhNbKps4rGXv+LTb+bQp0cGP77+NyxmU1Car5SS1eWNPPTFCobHuDjtyKFE2C3ousHbvxXznx/W+UU/DQOqy4h2bGVtcWVAOywmjeIf/0XsXgjwOdAIRwIeXBzwUwCAi08eh9vh442PfmoXvJz90d/p2c1fqKMtB6Cz0uBtNDr9efeZaYlkpiUCfoGOTdUtvDFjA4v0JAp75fHIjccHKPN2NJKbqlt44LPlPHnuIKbPXk7PI+8gOSsTkd4dabHR4SCsztqgzg9+SbE7n/yU5+4+e4+eS5gwe8pBYQCcbp0zThzLaSeM5YfZK/ns81/o2S0lKBNv+9Dc7Y1BZzUtJP7MPJdHp2DQYAa2xhZ0PEe9w8OaskZi7GbeumoUUkoM3UARgpraRuIyVfB5W49RiKrbwkmH9iUhZiQ/zlrBT7NWBrTtp9mr98ajCRNmjzgoDECt08sXX//Gq+//hN1i4osXbgi5X5sR8OlGyLj2+EgzNc2eIHeggmDRpjoksKHGFXIUEWs3Myw/sf2z0+Xl1U9m+lV9mhqo/H0a5pg4zPFJHHfYIB47/xhUBcyayrknjGTe0mJOvu5Z9Fb/f2Ls7mX1hQmzNzngDUBJrYOH3/+dhX+sY9SwIt596AJojff3+Axqmtz+MGGriZgIEwK/om5StNLekaVsreIjIS3WSnmdC4dHRyIRCB7/ZiXu1jDf+EgLm8qq6ZkTnMIrpUTXDbyt+QUf/ecqbBYzi1dt5m8Pf8iKGi+JeXk8cu7wAKFPu83CIUN7MuOd23l/6lw0ReGwUUXMXrqZb2cs5ayjB4e8Xpgw+5oDehHw47lb+PvHy3C5vZhUhdn3HUmERcOQkmanj9I6JxZNweU12juw3ayQFG1FVSCmNV+/vsVDVZMHw5D0TIvEZ0hen76R2euqWbCxtv1Ym0nl2iN7cEhRCrkJEe1Fv3RD+kcOhuSVD35i5IDujBzQPSBysLnFxeh//sCAvCSeuWAwUdbgGAX/FIV2tSDw1+xbt3krGUlRZCTH7ruHup8ILwIeXBywI4DqJjd//2gZbp+BUFRG9EjE3vpWFfgr8hakR7V3Up8uWbe1GYfHYEuNg4Qoc7sB0A2Jw+3DkP4CnBaTyvmH5LC2ohEJRFo0fIbBRePyKHHrvDK3hB5JEQxPi8HTscgoMGhgIaMGdAsoTw6gmVS8KPh0o1NNAH+hksBtdpuZvKwkHnnpGx65+aS98OTChOk6+1QevPX4WOBloE/r8RdJKWft7Lo/r6gMKLaRk+zPmW3rzNE2U4DbT1OhID2KlaVNeHwG1U0e0mJtqIogPtKMy2tQ2ehmbUUz3ZIiiLJqPHzmAO44wUtlg4vMBDtmVeGRXzbg1nXqHV4cHj2gDRLIyUgKGcdvMWnE2Ews2lSH22ew/QxfN2RQ8ZA2Iu1WivLTd/ZIwoTZ63QlEKhNHrwIGAFcLYQoklKeLqUc0NrpP6Fz4Y+ngG+llIVAf2BlVxq2/Zty0aZ6Gp1elm1pwGZWg3z+QvhTclNi/EFDAtqFLYQQpMdZKcqIIi8lsj2yUAhBXISZgvRoIiwazW4vdU7/Sn6c1RTSa6BLf/RgKK4+vAcmVeGqV+fT5PTS7PLi9Pjw6QbuHYhs+OsI1u/8oYQJs5fZqQGQUpZLKRe2/tyEvwNntH3fQR48SPpLCBEDHIJfWgwppUdKWd+Vhk0oSkbvEN23tqKJjZUODOnP1Q+FEIJIi9babtCUwPgAi0lFE/DkG9/T0ORsLweu6zoOp5u7X5nWPtwvr6jG6QouC97Q5GTlhvKAKMC2dZSzR+dw/ZEFFFe3cMh9P/LwlyuZs66GklpHSBWgNnRdZ/m60q48ljBh9iq7FArcKg8+EJjTYfNYYKuUcm2IQ3KBKuA1IcQfQoiXW6XCQp37MiHEfCHE/KqqKhIiLTx4Wl8smoJFUxiSG4+z9S3a4vJ1Wg24bUEPwOX1tRcIbcPp9vLKxzMYcvK9fDtjGW6PF0VRaGx2Edkq1KH7fHzx7te4Pd52t13rBYiKsOJ2eZn662Jq6pvxeH0sWL4JV2vV4gvH5fHbPYcx9dbxXD6xO3bDjaZ7MQwDl9uLYUgMw8Dn02lqcVFb38KFd7zCU7ef1qXfQZgwe5MuewFa5cGnAw9spxD8X2CdlPKxEMcMAWYDo6WUc4QQTwGNUsr/29G1OoYCV9S7+GZJOXazRnZiFAAWTaEwI6pdJ6AN3ZCs39pMi1snwqzQMz0apIHTa6Abkjnra1i+qZp/3PsyZx41mEdvPS0gz8Dt1flwSTmLZi/hrbe/IykhhtuuOZminlmoikKERaVboh2LScXh9HDHYx/y5uezAbhw8hgeuGkyPp9fF0ARgnNufYnpc/0BP3mZiRw6qjdx0XZ+nbea2oYWrBYT8TF23nn4IuL/InEBYS/AwUWXDECrPPhXwHcdFYJb5cFLgcGhFIKFEKnAbCllTuvnscDtUspjdnS9jgbAMAym/PgHzU4PBb17te9j0gR5SRHt/nafISmpcVLv8JIQ6ZcPEwIue3kuCzbW4vT63+RWk4JV6Hxy/RjSQ7jdnB6d16fM4J6nPsXr8484Vn7zAEnx0UGLeHOXbmTSRdvsXkJsJBOGF+LyeJk2ayWO1ilEdISVtd/ex9K1pdz++BS2lNcxZlA+z99zNpERwRmFBzNhA3Bw0RUvwG7Lg0spK4QQW4QQBVLK1cChwIquNm7qr8s4/aYX21fdT5g0jGsvOhZFUfD6JKvLm1EEaKogMcpCTpK9rc0ALNxYy4LiuvbOD+DyGmhWLWTnB//oIjctnsF9ujFvSTERNjPxMcHlvwF65aUFfK6pb+bj7+YHbDvj6CG89M9zaGxxc+u/p/DHyi0oiuDbmcv56LsFXDh5dFcfR5gwe52uxAG0yYMvFUIsat12p5RyKp3IgwMvSynbFIKvBd4RQpiBDcCFXWmYy+Xh1BtewJCSmy+axMWnjMVi1vhpzhryumejqFpbXU+ibSaSO8iAtbGwuK61ek/g9maXTrPLS2SIYJ2yqnrGDS+kd0EmR178OM0ON26PLyA5qI2SrXWdtj8rNY5X7z+PMYN7UFHXwtBr3kbEdCdhWC7O8i20bNnI9Q9+QFZaPIeN7NXpecKE2ZfsD3nwRcAuDwmffGsahpT88OrNDO6T0965Tzl8IC0ON1aLCafXwGpWQ1bXlVLy/mcz0JU4FC3wNhUBCzbWckhhcoDRcDg91DW0kJ4Uw5ZGg4LDjmDd1mbem7WJC8fnB+QXtDjdPPj81522f0tFHZfc/TbzP76TIx+ajpqYhlD8x0d0y8cUE0f90gU8+OI3YQMQ5k/jgC0IUlZZz7C+OQGdH/zD+wi7BbMmSIw0YdUUFBF8I1f94y0Wzv4DkEEeA0PCU9+u5oeZS9lUVoOuG2wsqeLKf7xJWlIMs9bVcPXr81hZ1oRXlzz5/Tpe/Hk9zQ43Hq+Pqtombvv3R3z586Id3sPmykZ6X/cJdU5fe+cHUFQVc2w8WmQ0G7ZU7+GTChNm9zlgQ4HPOGYYvXv6VWiklDQ4vFQ2utENSYzNhF2TpMbbadXzREpw635Za1VV+O63ZUhDx1NfiyUhOej8xdUOZq9ycvpNLwZsv+H8w3nsu824OqwbSAnPfL+WZ75ehmPR7zQ53CHdkNsTP3A4wh6BECHsrARTVDT986J34amECbN3OWBHAKMG5KG3rsKX17vYVO2gxa23h/QW17jwddDamzZ3FcvXluJye1lTXMG4YYUAKJopZHqvpgjGjewTtP2hF6eyobI5ZJukZqLR6elS5zfHJaJabAihdLq/4Xby+G2n7PRcYcLsKw5YAwAwtG8mXp9BZYObjiX/JODVJVsb/TX6f12wjkG98+jdI4MIu4WeOak8+39nc/KkIbhrqzBCFBX1+AwG5CXw4I2TA7Z//9tyTPhCtkf6dDC6Vs9fs0cEFRVpP49hgM/DB/eeRl5W8OgkTJj9xQFtAAYW5vDJD4uC8gLAX6a73uHvqDHRkQGpueDPwb/3uhNxlG1G+rxIY5sRsJlUjh+UwcYqFyNGDWLGx//kvBNHMml0Ea//6wJO6Z8YVInY0H00b1rf5bb7HM1Bb/62sOT0GDOz/3UMk0b37vL5woTZFxywawBSgo7CcRP6sb6yJeQ+Fs1vGbqlJ4T8PiUhmpRBI4h1VZGbmU2lx0R1TQMXHdqH0YWp7ZWBfFLl6ouOp1+WP9IwafTN+KISiepegKKZkLpO86b1OEo2hrxOKDx1NeguJ8JuD1gATIyy8NPfJwYUDAkT5s/igB0B+Az/UD/CqmHWgpupCEhtzfyrqmsKeY7GFhfSFsnAEYN4+apDWPTlF5xQEMnw/KSA/STQ0OKm3uHB6da59LRxJAkHVb9Pw7dsFoXeLWRqjl2+h9pFs3FWliN1HWkYZNoNvrx5TLjzhzlgOGBHAG1zfiEE+SmRbKhswenV2+P/85KsRFhUmlw+6ptcxEW7ibRvi+tvcbp5/PXvMek6JwzO4O//+RzdkGSmJaKFqBeoCEGjw0dSjInbLvWLf0ybs4pDR/TC7fFi0jSWrS3hjJteYGCvTH6Zs7q9jYlxkRTkprG5vIYt5dtUgaTPR+OqpTSu8ouR1Js1uHEcYAu6fpgwfwYHrAHoiElTKEiPwuMz8OkG0TYVt1dn7vp6XB4fPl1lZVkTyZEu0hIicLg8PP7a9zzz1o8oisKgO8dzwdR5ACxavoE+hcEVfVRVJTbS6k8bbpUcO/qQvggh2vftX5jNS/edz4Qh+Vz8f2/w+bQlPHLLqZxz/EjcHi9ms8aM+Wu58PZX2vMAOqKpCt//toLzw8pAYQ4QDtgpgBpi4c+sKURYNASweFMjBgKXDlJR0TSNsgY3Y856mLxDb+Ppt34E/MlEvY+/F1erLPeXP8zD4XC1J/q07RMfaQ6aamy/em8xa4wZ3IOyqnqmzV7NZacdwpnHDsdqMRETZcdmMTN2SE8evTV0aq8QAovloLC5Yf5HOGD/GlUFDB06Ot0Mw+Cqf7zJwpUl9B/Sh3WeSKqbPUigZ2oUl43PY+yI3qwtLg84V8fO3tTs5PLbnuP80yYyYlABLQ43dhMMys3vUrt8ukFVbTNWi4krz5oYpEtos5iYPGkwNz74Ph5voDvRMCRHjw2OPQgT5s/igDUAQoBJ9S/QGRI2llYz/NQHcLq9CJOZhkxQNHf7/qvLG/nXlys5NC1QbkuoGrbUDMyxCejOFhxlW6ipa+LxFz5v32fC8EJG980mwh7YmUMpDbU43Awqyuby08YSExl6Lq8KhSPHFPHtzOWYNBUhBIYheffRi4nu5JgwYf4MDlgDAK3ls/Gv+E+6+Amcbn+9PltKelDRQENCk8vL9CXb3v7CZCZx8CgUkwmhakjDwJaRTf3SBXjqty3W/TxnFW989hsXTvZLdvt0A0UReDw+rFYzNosJn67j8ehMn7uSc48bzjHj+vL7H2uZNKYv6nbJSCaTyvuPXUZFdQM//L4Cs1nj6LF9drvzfzNjBfPXbiUxIYYtpVWM65/FpNFFu3WuMGE6ckDrAnTENvCa9p+je/bGnp4ddJymQO3q5ThKNwMQld8Le3pWgB8ewOdyUj37l6Dj87slM2FYIY0tLqZOX4JJU7nk1EMYN7SA6vomYiItTBpVRG19M9mH3kG3jESmvXELVosZi1nD59PRNAWTIgiRoLhbfD1zJQN65xJlM+P1GWypaWFrbQs15WWcdfSBV3cjXBDk4OKAHgF0REB7wU5PQz3W5PSgNF+vV8fTUN/+2ZqYEtT5AVSTGcVixXC7Arav21TJuk2BYp6PvPwNL37wC6W/PIzSqkh09zNfohuSDVuqGHXGv7jqrAkM65fHmuIKhDS4aC8V+TAkjBtagKr46xqaNYUeadFYNJWlK4v3yjXC/G9z0BiAkQPy+H3RBgBcVeVEduuOUBREa6c0dB1vQy2+5kY0VeGmCycxvc7Gphpn8MkEAaHBO6O+yUni6Jt595GLqW10MGfJtojAssp6/v7kp+2fjx3fd48MgJT+0uMC8BpGe+dvQ1UEWYl2BvTJ2+1rhAnTxkFjAKY+fy3dDruDhmYXGAY1C2cRmZNPcm4uhq5TuWE9LVv8BuK5f5zLMeP6k/NHGY9+taq9mjD4E3E8DXVIr3eXru90eTnpuucBsNqsjJw0Aac5Ck0BX2UZi2b5pywDCrJ26/68Pgg2SSJkJqMiBD5v6ISlMGF2hYPGAFgsJipm/Jt3v57LG5/NIicjgfuuO4Hk+Ch8Ph9RQ28AICMlluMmDMBqMXH6iG4s3dLA1EVlaKrA6zPITo5i9pxfdqsNmqaiqCo9D5tEicOLt3VR0hyRwujjjmLO1O+45aIjdumcUoJH3za9CSS0/oEEFi5ey5GDM3fpWmHCbM9Bswi4M36ctZLjrnqWCcMLee3Bi4iJ2uYOLKl1sLykgbRYK0NzY7njiU958aOZIYU/QtG3sBvXX3IcOVnJ+HTJL6sqeXvmRnwdcpRNqsC1fB7Hj+7JM38/s8vt9ung28GvYHtXpG5IVmysoE92PLbtYhAOBMKLgAcXfxkD0MaMBWsZ2CcPTQ2x+NcaW+Dz6dz2+BRenfI7iiIwDAOvzwgUAQGsZo27rz2JEcP7Bbgd3V6dBRtreeaHNdv21RTiXVUsnDmXT566gqMP6YNXN6hp9qLrkhi7RqQ1cMC1bF0pCI38bildujcpJV6fTqRFa1NIP+AIG4CDi4NmCtBVxg7ugUcnoIBIG22uOU1TeezWU7nv2hOoqmsiLSkGr0/nhQ9+5ZMf/gBg3eZKZn/4dxy6RqMrcL5tMakMyUsg1m6m3tE6ihDgavFnDN7//NeMHFzAmooWvD4dKf1GZ/bC1aRFa1xw4kg++GY+F9z5OtPeuKXL9yaEwGzS8BpgOUANQJiDi/2hDlwMNOFf4/Ltj7eDSfGnE7dVDBP43/zbl/a328x0s/lrCZhNGjddcDg3XXA4ANUNDixmC+urQqcBe3WD5GgL9Q4PAv8IYNXi5WSlxvHag5ewtqIFQ/qTjMBvdIYN7MnDz3yCx+vltn/7xZW+/mUJA3plh1zs6wyJf+1gFw4JEyYkXRkBtKkDLxRCRAELhBA/SClPb9tBCPEY0LCDc0yQUu638rdtYcSa3PZ5V4mKsCMBu1nF6QlenzepCnUtbsyaQqxNo2rRXAxD8t4TVxAbF0V9CMNht1k4YvxA7nzio1a9Av9bvW2e7/XpvP/1HN77ag6qqnDuCSM5ZdKQ9viDjkg6WyIME6brdEUXoBwob/25SQjRpg68AgLUgSfuw3buFnvjDZkSY6GuxRMwpVAEpMdayPBUUr++hCUbtwDQo1sKuZlJ6LLzCwshaOmgLJyaFI2iKBiGwek3/Jc5ize0pxIvXLGJ72cu5+UHgrVUwp0/zN5gX6sDg/9l9b0QYoEQ4rLdauWfQFtmsMWk0jMtikirX4lIUwQZcVbyU+x8+tDZXHnCYDJSYkmMi+Tc44djs5iIsIa2q06nm+9+WYimKSTG+kWSp89dQ7PDxa/z1jB3ycaAOgIOp4epvy5lyeotAefxF0XZJ7cd5n+MLi8CtqoDfwLcIKVs7PDVmWwnD7YdY6SUpUKIZOAHIcQqKeWvIc5/GXAZQHZ2cJz//kZV/AuJugSbWaVHaiQCMKuBne/G8w/jxvMPA7ZpEwggNzmCjZUt7fN1n0/n9/mrmDl3JReeNJKrz5rAyDMfYuqvS1izcSu/zF1Fi9Md1A6frjNj/hr6dQgwClEhLUyY3aJLBqBVHfgT4J3tpME1YDIwuLNjpZSlrf9XCiE+BYYBQQZASvki8CL43YC7cA/7jLZ1hLbGhNAHDUAI0ITfrx9tM1GUGU1Vw/+3d38hUpVhHMe/z5njrM7Euuq2SphZkVBZWJtikchuW2AYXRRe1FXQTVSgKFFWN4GQEgiBBNFFhBAJ/bnZ0Fj7A0ZStrmpEERRkEu0F2JRKGpPF+eddltnbMb5e+b8PvCyZ+bMGd7n4jx7znveeZ8znPr9L7bteIvx4z+ycf1K9rz4CACnDu/mtbc/453RL/A4z9x8/O/YQEk+jlk0q3T4ub+T5DRHSwtKnZpaHdjMikAUxg6KwH3AS3X2uaVKP0muVpyDyJOnEPlcxLJFBRbOhVefe5gbr11CYd708uVRFPHko0MA7Bv7lr3vH7ro+3KRsXFo1UXvX3DI+f8nJZFLqeZislQdeNjMjoZWKv5ZtjqwmX0YXi4GDpnZBPAlMOru+xvU944VWXKr0BMnCaGvt8DgTcv+c/LPtmnkVh7YcCcL5he5otBDsdDD4v5e3tvzFMUKx5Wb6yBSi66bCZhm589fYNebB5n64ywjq29g3eD1zInjinME4qjzxgM0EzBdum4mYJrFcY7tj0//mMg9+S9/rkI1snILp4rUosP+f8hMZsnTiLhcabRIjwKlfroCSIE4lwz4lRYKiUwnvzSGEkBKlB4xijSSbgFEMkwJQCTDlABEMkwJQCTDlABEMqwjZwKa2RTwc7v7UaN+oGWLnrRQrXFd4+5XNqsz0lgdmQDSyMyOdOMU2G6NSxK6BRDJMCUAkQxTAmic19vdgSbp1rgEjQGIZJquAEQyTAlAJMOUAKpkZqvM7HBYEu2Ima0J798bljw/Fv5WrI9gZk+b2XdmdsLMdrWu95fWiNjC57eamZtZf2t6LnVzd7UqGvARsCFs3w98GrZvA64K2yuBkxWOHwLGgJ7weqDdMTUqtrD/auAAyQSu/nbHpFZd0xVA9RzoDdvzgUkAd//G3SfD+yeAeWZWrm73E8DL7n42HPdbk/tbi3pjA9gNPMP0KuqSAloQpHqbgQNm9grJrdNdZT7zEDBeOslnWQGsM7MdwBlgm7t/1azO1mgzdcRmZg+SXB1M1FLkVNpPCWAGMxsDlpTZ9TxwD7DF3d81s00ktRJGZhx7M7CTpPZBOTGwEFgLrAb2mdl1Hq6fm61ZsZlZAdhebp90Ps0DqJKZnQb63N1DsZTT7t4b9i0FPgYec/fPKxy/H9jp7p+E1z8Aa919qjURVFZPbGZ2C3AQKJVDXkpyC7HG3X9tSQBy2TQGUL1JYH3YHga+BzCzPmAUeLbSyR98QDIQiJmtAPJ0zq8HLzs2dz/m7gPuvtzdlwO/ALfr5E+Jdo9CpqUBdwNfAxMk1ZEHw/svAH8CR2e0gbDvDeCOsJ0H9gLHgXFguN0xNSq2Wd/1E3oKkJqmWwCRDNMtgEiGKQGIZJgSgEiGKQGIZJgSgEiGKQGIZJgSgEiG/QOCWrV7FVMNCQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(df_harmonized, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average temperature results at each station\n", - "gdf_temperature = visualize.map_measure(df_harmonized, stations_clipped, 'Temperature')\n", - "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Clean additional columns of data" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "df_cleaned = clean.datetime(df_harmonized) # datetime\n", - "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Reduce data to the columns that are most commonly needed" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "hidden": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionTextMethodSpecificationNameCharacteristicNameResultSampleFractionText...QA_ChlorophyllQA_SalinityQA_ConductivityQA_Fecal_ColiformQA_E_coliQA_TurbidityQA_TemperatureQA_SecchiQA_pHQA_DO
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W21FLHILL_WQX-585STORET-301235413NaNNaNNaNDissolved oxygen (DO)Total...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-48190111913421FLSEAS_WQX-48SEAS190STORET-310535134NaNNaNNaNSalinityNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M21FLHILL_WQX-047STORET-300620295NaNNaNNaNTemperature, waterTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-13071602121FLHILL_WQX-021STORET-300666279NaNNaNNaNOrganic carbonTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M21FLHILL_WQX-112STORET-301229196NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1376882USGS-FLUSGS Florida Water Science Centernwisfl.01.95800924USGS-02306001NWIS-6895122NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376883USGS-FLUSGS Florida Water Science Centernwisfl.01.95500762USGS-273926082304501NWIS-6843253NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376884USGS-FLUSGS Florida Water Science Centernwisfl.01.95500762USGS-273926082304501NWIS-6843256NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376885USGS-FLUSGS Florida Water Science Centernwisfl.01.95500782USGS-274455082253601NWIS-6843653NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376886USGS-FLUSGS Florida Water Science Centernwisfl.01.95500782USGS-274455082253601NWIS-6843656NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1346838 rows × 116 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLHILL_WQX \n", - "1 21FLSEAS_WQX \n", - "2 21FLHILL_WQX \n", - "3 21FLHILL_WQX \n", - "4 21FLHILL_WQX \n", - "... ... \n", - "1376882 USGS-FL \n", - "1376883 USGS-FL \n", - "1376884 USGS-FL \n", - "1376885 USGS-FL \n", - "1376886 USGS-FL \n", - "\n", - " OrganizationFormalName \\\n", - "0 Environmental Protection Commission of Hillsbo... \n", - "1 Florida Department of Environmental Protection \n", - "2 Environmental Protection Commission of Hillsbo... \n", - "3 Environmental Protection Commission of Hillsbo... \n", - "4 Environmental Protection Commission of Hillsbo... \n", - "... ... \n", - "1376882 USGS Florida Water Science Center \n", - "1376883 USGS Florida Water Science Center \n", - "1376884 USGS Florida Water Science Center \n", - "1376885 USGS Florida Water Science Center \n", - "1376886 USGS Florida Water Science Center \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier \\\n", - "0 21FLHILL_WQX-130612585-W 21FLHILL_WQX-585 \n", - "1 21FLSEAS_WQX-481901119134 21FLSEAS_WQX-48SEAS190 \n", - "2 21FLHILL_WQX-130702047-M 21FLHILL_WQX-047 \n", - "3 21FLHILL_WQX-130716021 21FLHILL_WQX-021 \n", - "4 21FLHILL_WQX-131216112-M 21FLHILL_WQX-112 \n", - "... ... ... \n", - "1376882 nwisfl.01.95800924 USGS-02306001 \n", - "1376883 nwisfl.01.95500762 USGS-273926082304501 \n", - "1376884 nwisfl.01.95500762 USGS-273926082304501 \n", - "1376885 nwisfl.01.95500782 USGS-274455082253601 \n", - "1376886 nwisfl.01.95500782 USGS-274455082253601 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText \\\n", - "0 STORET-301235413 NaN NaN \n", - "1 STORET-310535134 NaN NaN \n", - "2 STORET-300620295 NaN NaN \n", - "3 STORET-300666279 NaN NaN \n", - "4 STORET-301229196 NaN NaN \n", - "... ... ... ... \n", - "1376882 NWIS-6895122 NaN NaN \n", - "1376883 NWIS-6843253 NaN NaN \n", - "1376884 NWIS-6843256 NaN NaN \n", - "1376885 NWIS-6843653 NaN NaN \n", - "1376886 NWIS-6843656 NaN NaN \n", - "\n", - " MethodSpecificationName CharacteristicName \\\n", - "0 NaN Dissolved oxygen (DO) \n", - "1 NaN Salinity \n", - "2 NaN Temperature, water \n", - "3 NaN Organic carbon \n", - "4 NaN pH \n", - "... ... ... \n", - "1376882 NaN pH \n", - "1376883 NaN Temperature, water \n", - "1376884 NaN pH \n", - "1376885 NaN Temperature, water \n", - "1376886 NaN pH \n", - "\n", - " ResultSampleFractionText ... QA_Chlorophyll QA_Salinity \\\n", - "0 Total ... NaN NaN \n", - "1 NaN ... NaN NaN \n", - "2 Total ... NaN NaN \n", - "3 Total ... NaN NaN \n", - "4 Total ... NaN NaN \n", - "... ... ... ... ... \n", - "1376882 Total ... NaN NaN \n", - "1376883 NaN ... NaN NaN \n", - "1376884 Total ... NaN NaN \n", - "1376885 NaN ... NaN NaN \n", - "1376886 Total ... NaN NaN \n", - "\n", - " QA_Conductivity QA_Fecal_Coliform QA_E_coli QA_Turbidity \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "1376882 NaN NaN NaN NaN \n", - "1376883 NaN NaN NaN NaN \n", - "1376884 NaN NaN NaN NaN \n", - "1376885 NaN NaN NaN NaN \n", - "1376886 NaN NaN NaN NaN \n", - "\n", - " QA_Temperature QA_Secchi QA_pH QA_DO \n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "1376882 NaN NaN NaN NaN \n", - "1376883 NaN NaN NaN NaN \n", - "1376884 NaN NaN NaN NaN \n", - "1376885 NaN NaN NaN NaN \n", - "1376886 NaN NaN NaN NaN \n", - "\n", - "[1346838 rows x 116 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df_expanded = wrangle.split_col(df_cleaned)\n", - "df_expanded" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Split table into main with columns of interest and characteristic specific columns/metadata\n", - "#116 columns into 47 and 69\n", - "main_df, chars_df = wrangle.split_table(df_expanded)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "# Drop empty columns (QA columns without flags)\n", - "main_df_small = main_df.dropna(axis=1, how='all')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "#### Transform data from long to wide format" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "hidden": true - }, - "outputs": [], - "source": [ - "transformed_df = wrangle.collapse_results(main_df_small)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hidden": true - }, - "source": [ - "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Detailed step-by-step workflow" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Download location data using dataretrieval" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# Build query with characteristicNames and the AOI extent\n", - "query = {'characteristicName': ['Phosphorus',\n", - " 'Temperature, water',\n", - " 'Depth, Secchi disk depth',\n", - " 'Dissolved oxygen (DO)',\n", - " 'Salinity',\n", - " 'pH',\n", - " 'Nitrogen',\n", - " 'Conductivity',\n", - " 'Organic carbon',\n", - " 'Chlorophyll a',\n", - " 'Turbidity',\n", - " 'Sediment',\n", - " 'Fecal Coliform',\n", - " 'Escherichia coli']}\n", - "query['bBox'] = wrangle.get_bounding_box(aoi_gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# Query stations (can be slow)\n", - "stations, site_md = wqp.what_sites(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(15167, 37)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results\n", - "stations.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameMonitoringLocationIdentifierMonitoringLocationNameMonitoringLocationTypeNameMonitoringLocationDescriptionTextHUCEightDigitCodeDrainageAreaMeasure/MeasureValueDrainageAreaMeasure/MeasureUnitCodeContributingDrainageAreaMeasure/MeasureValue...AquiferNameLocalAqfrNameFormationTypeTextAquiferTypeNameConstructionDateTextWellDepthMeasure/MeasureValueWellDepthMeasure/MeasureUnitCodeWellHoleDepthMeasure/MeasureValueWellHoleDepthMeasure/MeasureUnitCodeProviderName
0USGS-FLUSGS Florida Water Science CenterUSGS-02300009MANATEE RIVER AT DEVILS ELBOW NEAR FT HAMER FLEstuaryNaN3100202.0139.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1USGS-FLUSGS Florida Water Science CenterUSGS-02300018GAMBLE CREEK NEAR PARRISH FLStreamNaN3100202.050.6sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
2USGS-FLUSGS Florida Water Science CenterUSGS-02300021MANATEE RIVER AT FORT HAMER FLEstuaryNaN3100202.0216.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
3USGS-FLUSGS Florida Water Science CenterUSGS-02300062GLEN CREEK NEAR BRADENTON FLStreamNaN3100202.02.5sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
4USGS-FLUSGS Florida Water Science CenterUSGS-02300064BRADEN RIVER AT BRADENTON FLStreamNaN3100202.083.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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5 rows × 37 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 USGS-FL USGS Florida Water Science Center \n", - "1 USGS-FL USGS Florida Water Science Center \n", - "2 USGS-FL USGS Florida Water Science Center \n", - "3 USGS-FL USGS Florida Water Science Center \n", - "4 USGS-FL USGS Florida Water Science Center \n", - "\n", - " MonitoringLocationIdentifier \\\n", - "0 USGS-02300009 \n", - "1 USGS-02300018 \n", - "2 USGS-02300021 \n", - "3 USGS-02300062 \n", - "4 USGS-02300064 \n", - "\n", - " MonitoringLocationName MonitoringLocationTypeName \\\n", - "0 MANATEE RIVER AT DEVILS ELBOW NEAR FT HAMER FL Estuary \n", - "1 GAMBLE CREEK NEAR PARRISH FL Stream \n", - "2 MANATEE RIVER AT FORT HAMER FL Estuary \n", - "3 GLEN CREEK NEAR BRADENTON FL Stream \n", - "4 BRADEN RIVER AT BRADENTON FL Stream \n", - "\n", - " MonitoringLocationDescriptionText HUCEightDigitCode \\\n", - "0 NaN 3100202.0 \n", - "1 NaN 3100202.0 \n", - "2 NaN 3100202.0 \n", - "3 NaN 3100202.0 \n", - "4 NaN 3100202.0 \n", - "\n", - " DrainageAreaMeasure/MeasureValue DrainageAreaMeasure/MeasureUnitCode \\\n", - "0 139.0 sq mi \n", - "1 50.6 sq mi \n", - "2 216.0 sq mi \n", - "3 2.5 sq mi \n", - "4 83.0 sq mi \n", - "\n", - " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", - "0 NaN ... NaN \n", - "1 NaN ... NaN \n", - "2 NaN ... NaN \n", - "3 NaN ... NaN \n", - "4 NaN ... NaN \n", - "\n", - " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "\n", - " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - " ProviderName \n", - "0 NWIS \n", - "1 NWIS \n", - "2 NWIS \n", - "3 NWIS \n", - "4 NWIS \n", - "\n", - "[5 rows x 37 columns]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First 5 rows\n", - "stations.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "HorizontalCoordinateReferenceSystemDatumName NAD83\n", - "LatitudeMeasure 27.520872\n", - "LongitudeMeasure -82.40176\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns used for an example row\n", - "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", - "stations_gdf = location.harmonize_locations(stations, outEPSG=4326, intermediate_columns=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# Every function has a dostring to help understand input/output and what it does\n", - "location.harmonize_locations?" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(15167, 42)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", - "stations_gdf.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "geom_orig (-82.4017604, 27.5208719)\n", - "EPSG 4269.0\n", - "QA_flag NaN\n", - "geom POINT (-82.4017604 27.5208719)\n", - "geometry POINT (-82.4017604 27.5208719)\n", - "Name: 0, dtype: object" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Example results for the new columns\n", - "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# geom and geometry look the same but geometry is a special datatype\n", - "stations_gdf['geometry'].dtype" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed'" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at QA_flag for one w/ bad datum\n", - "stations_gdf.loc[stations_gdf['QA_flag'].notna()].iloc[0]['QA_flag']" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map it\n", - "stations_gdf.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "# Clip it to area of interest\n", - "aoi_gdf.to_crs(4326, inplace=True)\n", - "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map it\n", - "stations_clipped.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "9972" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# How many stations now?\n", - "len(stations_clipped)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "# To save the results to a shapefile\n", - "#import os\n", - "#path = '' #specify the path (folder/directory) to save it to\n", - "#stations_clipped.to_file(os.path.join(path, 'Tampa_stations.shp'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Retrieve Characteristic Data" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\ipykernel_launcher.py:3: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,58,60,61,63,64,65,70,71,73) have mixed types.Specify dtype option on import or set low_memory=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - } - ], - "source": [ - "# Now query for results\n", - "query['dataProfile'] = 'narrowResult'\n", - "res_narrow, md_narrow = wqp.get_results(**query)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...AnalysisEndTime/TimeZoneCodeResultLaboratoryCommentCodeResultLaboratoryCommentTextResultDetectionQuantitationLimitUrlLaboratoryAccreditationIndicatorLaboratoryAccreditationAuthorityNameTaxonomistAccreditationIndicatorTaxonomistAccreditationAuthorityNameLabSamplePreparationUrlProviderName
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W2013-06-1211:01:00EST21FLHILL_WQX-585STORET-301235413NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-4819011191342013-11-1914:01:00EST21FLSEAS_WQX-48SEAS190STORET-310535134NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M2013-07-0211:01:00EST21FLHILL_WQX-047STORET-300620295NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-1307160212013-07-1611:01:00EST21FLHILL_WQX-021STORET-300666279NaNNaN...NaNNaNNaNhttps://www.waterqualitydata.us/data/providers...NaNNaNNaNNaNNaNSTORET
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M2013-12-1612:01:00EST21FLHILL_WQX-112STORET-301229196NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNSTORET
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1376882USGS-FLUSGS Florida Water Science Centernwisfl.01.958009241957-10-2114:05:00ESTUSGS-02306001NWIS-6895122NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376883USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843253NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376884USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6843256NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376885USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6843653NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1376886USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6843656NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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1376887 rows × 78 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLHILL_WQX \n", - "1 21FLSEAS_WQX \n", - "2 21FLHILL_WQX \n", - "3 21FLHILL_WQX \n", - "4 21FLHILL_WQX \n", - "... ... \n", - "1376882 USGS-FL \n", - "1376883 USGS-FL \n", - "1376884 USGS-FL \n", - "1376885 USGS-FL \n", - "1376886 USGS-FL \n", - "\n", - " OrganizationFormalName \\\n", - "0 Environmental Protection Commission of Hillsbo... \n", - "1 Florida Department of Environmental Protection \n", - "2 Environmental Protection Commission of Hillsbo... \n", - "3 Environmental Protection Commission of Hillsbo... \n", - "4 Environmental Protection Commission of Hillsbo... \n", - "... ... \n", - "1376882 USGS Florida Water Science Center \n", - "1376883 USGS Florida Water Science Center \n", - "1376884 USGS Florida Water Science Center \n", - "1376885 USGS Florida Water Science Center \n", - "1376886 USGS Florida Water Science Center \n", - "\n", - " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", - "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", - "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", - "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", - "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", - "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", - "... ... ... ... \n", - "1376882 nwisfl.01.95800924 1957-10-21 14:05:00 \n", - "1376883 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376884 nwisfl.01.95500762 1955-04-08 NaN \n", - "1376885 nwisfl.01.95500782 1955-04-08 NaN \n", - "1376886 nwisfl.01.95500782 1955-04-08 NaN \n", - "\n", - " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", - "0 EST 21FLHILL_WQX-585 \n", - "1 EST 21FLSEAS_WQX-48SEAS190 \n", - "2 EST 21FLHILL_WQX-047 \n", - "3 EST 21FLHILL_WQX-021 \n", - "4 EST 21FLHILL_WQX-112 \n", - "... ... ... \n", - "1376882 EST USGS-02306001 \n", - "1376883 NaN USGS-273926082304501 \n", - "1376884 NaN USGS-273926082304501 \n", - "1376885 NaN USGS-274455082253601 \n", - "1376886 NaN USGS-274455082253601 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"1376884 NaN \n", - "1376885 NaN \n", - "1376886 NaN \n", - "\n", - " ResultDetectionQuantitationLimitUrl \\\n", - "0 NaN \n", - "1 NaN \n", - "2 NaN \n", - "3 https://www.waterqualitydata.us/data/providers... \n", - "4 NaN \n", - "... ... \n", - "1376882 NaN \n", - "1376883 NaN \n", - "1376884 NaN \n", - "1376885 NaN \n", - "1376886 NaN \n", - "\n", - " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "1376882 NaN NaN \n", - "1376883 NaN NaN \n", - "1376884 NaN NaN \n", - "1376885 NaN NaN \n", - "1376886 NaN NaN \n", - "\n", - " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "... ... ... \n", - "1376882 NaN NaN \n", - "1376883 NaN NaN \n", - "1376884 NaN NaN \n", - "1376885 NaN NaN \n", - "1376886 NaN NaN \n", - "\n", - " LabSamplePreparationUrl ProviderName \n", - "0 NaN STORET \n", - "1 NaN STORET \n", - "2 NaN STORET \n", - "3 NaN STORET \n", - "4 NaN STORET \n", - "... ... ... \n", - "1376882 NaN NWIS \n", - "1376883 NaN NWIS \n", - "1376884 NaN NWIS \n", - "1376885 NaN NWIS \n", - "1376886 NaN NWIS \n", - "\n", - "[1376887 rows x 78 columns]" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = res_narrow\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(df, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Harmonize Characteristic Results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize_generic runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# See Documentation\n", - "#harmonize.harmonize_all?\n", - "#harmonize.harmonize_generic?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### secchi disk depth" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:155: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 79394.000000\n", - "mean 1.470750\n", - "std 0.899446\n", - "min -9.000000\n", - "25% 0.900000\n", - "50% 1.300000\n", - "75% 1.900000\n", - "max 32.004000\n", - "dtype: float64\n", - "Unusable results: 164\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 6.867423887235477): 45\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", - "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", - "\n", - "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", - "df = harmonize.harmonize_generic(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The threshold is based on standard deviations and is currently only used in the histogram." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
7821FLHILL_WQX-1710.60mNaNm0.6 meter
10321FLHILL_WQX-0925.00mNaNm5.0 meter
11821FLHILL_WQX-1610.50mNaNm0.5 meter
13021FLHILL_WQX-144341.30mNaNm1.3 meter
13221FLCOSP_WQX-COSPE6-42.6mNaNm2.6 meter
.....................
137653121FLHILL_WQX-323.5mNaNm3.5 meter
137654121FLHILL_WQX-6100.3mNaNm0.3 meter
137654721FLPDEM_WQX-W6-B-21-081.874mNaNm1.874 meter
137655221FLPDEM_WQX-E2-D-21-080.9mNaNm0.9 meter
137657221FLHILL_WQX-521.5mNaNm1.5 meter
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79558 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "78 21FLHILL_WQX-171 0.60 \n", - "103 21FLHILL_WQX-092 5.00 \n", - "118 21FLHILL_WQX-161 0.50 \n", - "130 21FLHILL_WQX-14434 1.30 \n", - "132 21FLCOSP_WQX-COSPE6-4 2.6 \n", - "... ... ... \n", - "1376531 21FLHILL_WQX-32 3.5 \n", - "1376541 21FLHILL_WQX-610 0.3 \n", - "1376547 21FLPDEM_WQX-W6-B-21-08 1.874 \n", - "1376552 21FLPDEM_WQX-E2-D-21-08 0.9 \n", - "1376572 21FLHILL_WQX-52 1.5 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", - "78 m NaN m 0.6 meter \n", - "103 m NaN m 5.0 meter \n", - "118 m NaN m 0.5 meter \n", - "130 m NaN m 1.3 meter \n", - "132 m NaN m 2.6 meter \n", - "... ... ... ... ... \n", - "1376531 m NaN m 3.5 meter \n", - "1376541 m NaN m 0.3 meter \n", - "1376547 m NaN m 1.874 meter \n", - "1376552 m NaN m 0.9 meter \n", - "1376572 m NaN m 1.5 meter \n", - "\n", - "[79558 rows x 6 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at a table of just Secchi results and focus on subset of columns\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", - "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", - "sechi_results" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
73943721FLKWAT_WQX-HIL-PRETTY-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74362921FLKWAT_WQX-HIL-PRETTY-3Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
75458421FLKWAT_WQX-HIL-FLYNN-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
76610521FLKWAT_WQX-HIL-PRETTY-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
77418221FLPDEM_WQX-14-02Not ReportedmResultMeasureValue: \"Not Reported\" result cann...mNaN
.....................
1357364USGS-273631082452600NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357701USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357706USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357895USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1358159USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
\n", - "

164 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "739437 21FLKWAT_WQX-HIL-PRETTY-1 Not Reported \n", - "743629 21FLKWAT_WQX-HIL-PRETTY-3 Not Reported \n", - "754584 21FLKWAT_WQX-HIL-FLYNN-2 Not Reported \n", - "766105 21FLKWAT_WQX-HIL-PRETTY-2 Not Reported \n", - "774182 21FLPDEM_WQX-14-02 Not Reported \n", - "... ... ... \n", - "1357364 USGS-273631082452600 NaN \n", - "1357701 USGS-275100082280500 NaN \n", - "1357706 USGS-275100082280500 NaN \n", - "1357895 USGS-275530082383300 NaN \n", - "1358159 USGS-275530082383300 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "739437 NaN \n", - "743629 NaN \n", - "754584 NaN \n", - "766105 NaN \n", - "774182 m \n", - "... ... \n", - "1357364 NaN \n", - "1357701 NaN \n", - "1357706 NaN \n", - "1357895 NaN \n", - "1358159 NaN \n", - "\n", - " QA_flag Units Secchi \n", - "739437 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "743629 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "754584 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "766105 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "774182 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "... ... ... ... \n", - "1357364 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357701 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357706 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357895 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1358159 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "\n", - "[164 rows x 6 columns]" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at unusable(NAN) results\n", - "sechi_results.loc[df['Secchi'].isna()]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasureValue: \"Not Reported\" result cannot be used; ResultMeasure/MeasureUnitCode: MISSING UNITS, m assumed'" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at the QA flag for first row from above\n", - "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
303392NARS_WQX-NCCA10-1674-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
73943721FLKWAT_WQX-HIL-PRETTY-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74362921FLKWAT_WQX-HIL-PRETTY-3Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
75458421FLKWAT_WQX-HIL-FLYNN-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
76610521FLKWAT_WQX-HIL-PRETTY-2Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
.....................
1357364USGS-273631082452600NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357701USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357706USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1357895USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1358159USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
\n", - "

165 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "303392 NARS_WQX-NCCA10-1674 -9 \n", - "739437 21FLKWAT_WQX-HIL-PRETTY-1 Not Reported \n", - "743629 21FLKWAT_WQX-HIL-PRETTY-3 Not Reported \n", - "754584 21FLKWAT_WQX-HIL-FLYNN-2 Not Reported \n", - "766105 21FLKWAT_WQX-HIL-PRETTY-2 Not Reported \n", - "... ... ... \n", - "1357364 USGS-273631082452600 NaN \n", - "1357701 USGS-275100082280500 NaN \n", - "1357706 USGS-275100082280500 NaN \n", - "1357895 USGS-275530082383300 NaN \n", - "1358159 USGS-275530082383300 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "303392 None \n", - "739437 NaN \n", - "743629 NaN \n", - "754584 NaN \n", - "766105 NaN \n", - "... ... \n", - "1357364 NaN \n", - "1357701 NaN \n", - "1357706 NaN \n", - "1357895 NaN \n", - "1358159 NaN \n", - "\n", - " QA_flag Units Secchi \n", - "303392 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", - "739437 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "743629 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "754584 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "766105 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "... ... ... ... \n", - "1357364 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357701 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357706 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1357895 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1358159 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "\n", - "[165 rows x 6 columns]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# All cases where there was a QA flag\n", - "sechi_results.loc[df['QA_flag'].notna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All these were missing both a value and unit so nothing could be done" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
021FLBRA-1530-A20.375000
121FLBRA-1541B-A31.166667
221FLBRA-1574-A10.250000
321FLBRA-1574A-A20.250000
421FLBRA-1574A-B11.250000
............
10891USGS-28063008235090031.966667
10892USGS-28063508232210022.100000
10893USGS-28064008243470032.302933
10894USGS-28071908229140021.000000
10895USGS-28073008243180031.947333
\n", - "

10896 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 21FLBRA-1530-A 2 0.375000\n", - "1 21FLBRA-1541B-A 3 1.166667\n", - "2 21FLBRA-1574-A 1 0.250000\n", - "3 21FLBRA-1574A-A 2 0.250000\n", - "4 21FLBRA-1574A-B 1 1.250000\n", - "... ... ... ...\n", - "10891 USGS-280630082350900 3 1.966667\n", - "10892 USGS-280635082322100 2 2.100000\n", - "10893 USGS-280640082434700 3 2.302933\n", - "10894 USGS-280719082291400 2 1.000000\n", - "10895 USGS-280730082431800 3 1.947333\n", - "\n", - "[10896 rows x 3 columns]" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate secchi data by station\n", - "visualize.station_summary(sechi_results, 'Secchi')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:239: UserWarning: Warning: Not enough unique values in array to form k classes\n", - " \"Warning: Not enough unique values in array to form k classes\", UserWarning\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:241: UserWarning: Warning: setting k to 2\n", - " Warn(\"Warning: setting k to %d\" % k_q, UserWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Temperature" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 284315.000000\n", - "mean 25.306150\n", - "std 82.072548\n", - "min 0.000000\n", - "25% 21.180000\n", - "50% 25.910000\n", - "75% 29.200000\n", - "max 43696.000000\n", - "dtype: float64\n", - "Unusable results: 66\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 517.7414355978229): 1\n" - ] - }, - { - "data": { - "image/png": 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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
221FLHILL_WQX-04728.19deg CNaN28.19 degree_CelsiusdegC
2321FLHILL_WQX-150927.67deg CNaN27.67 degree_CelsiusdegC
2521FLHILL_WQX-06030.24deg CNaN30.24 degree_CelsiusdegC
2721FLTBW_WQX-NAB30.67deg CNaN30.67 degree_CelsiusdegC
2821FLTBW_WQX-DISM26.5deg CNaN26.5 degree_CelsiusdegC
.....................
1376871USGS-27321708233570128.9deg CNaN28.9 degree_CelsiusdegC
1376874USGS-27432208224550124.4deg CNaN24.4 degree_CelsiusdegC
1376878USGS-27430208228080125.0deg CNaN25.0 degree_CelsiusdegC
1376883USGS-27392608230450125.7deg CNaN25.7 degree_CelsiusdegC
1376885USGS-27445508225360126.1deg CNaN26.1 degree_CelsiusdegC
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284381 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "2 21FLHILL_WQX-047 28.19 \n", - "23 21FLHILL_WQX-1509 27.67 \n", - "25 21FLHILL_WQX-060 30.24 \n", - "27 21FLTBW_WQX-NAB 30.67 \n", - "28 21FLTBW_WQX-DISM 26.5 \n", - "... ... ... \n", - "1376871 USGS-273217082335701 28.9 \n", - "1376874 USGS-274322082245501 24.4 \n", - "1376878 USGS-274302082280801 25.0 \n", - "1376883 USGS-273926082304501 25.7 \n", - "1376885 USGS-274455082253601 26.1 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag Temperature Units \n", - "2 deg C NaN 28.19 degree_Celsius degC \n", - "23 deg C NaN 27.67 degree_Celsius degC \n", - "25 deg C NaN 30.24 degree_Celsius degC \n", - "27 deg C NaN 30.67 degree_Celsius degC \n", - "28 deg C NaN 26.5 degree_Celsius degC \n", - "... ... ... ... ... \n", - "1376871 deg C NaN 28.9 degree_Celsius degC \n", - "1376874 deg C NaN 24.4 degree_Celsius degC \n", - "1376878 deg C NaN 25.0 degree_Celsius degC \n", - "1376883 deg C NaN 25.7 degree_Celsius degC \n", - "1376885 deg C NaN 26.1 degree_Celsius degC \n", - "\n", - "[284381 rows x 6 columns]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", - "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", - "temperature_results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
73461021FLPDEM_WQX-12-02Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73584421FLPDEM_WQX-35-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73847221FLPDEM_WQX-05-07Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73873621FLPDEM_WQX-22-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73877121FLPDEM_WQX-23-08Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
.....................
111584721FLPDEM_WQX-04-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1260433USGS-280228082343000NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
131847721FLPDEM_WQX-19-10Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1354959USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1355242USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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64 rows × 6 columns

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" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "734610 21FLPDEM_WQX-12-02 Not Reported \n", - "735844 21FLPDEM_WQX-35-01 Not Reported \n", - "738472 21FLPDEM_WQX-05-07 Not Reported \n", - "738736 21FLPDEM_WQX-22-01 Not Reported \n", - "738771 21FLPDEM_WQX-23-08 Not Reported \n", - "... ... ... \n", - "1115847 21FLPDEM_WQX-04-04 Not Reported \n", - "1260433 USGS-280228082343000 NaN \n", - "1318477 21FLPDEM_WQX-19-10 Not Reported \n", - "1354959 USGS-02306028 NaN \n", - "1355242 USGS-02306028 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "734610 NaN \n", - "735844 NaN \n", - "738472 NaN \n", - "738736 NaN \n", - "738771 NaN \n", - "... ... \n", - "1115847 NaN \n", - "1260433 NaN \n", - "1318477 NaN \n", - "1354959 NaN \n", - "1355242 NaN \n", - "\n", - " QA_flag Temperature Units \n", - "734610 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "735844 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738472 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738736 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738771 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "... ... ... ... \n", - "1115847 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1260433 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1318477 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1354959 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1355242 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "\n", - "[64 rows x 6 columns]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Examine missing units\n", - "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see where the units were missing, the results were assumed to be in degree_Celsius already" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'ResultMeasureValue: \"Not Reported\" result cannot be used; ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# This is also noted in the QA_flag field\n", - "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
73461021FLPDEM_WQX-12-02Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73584421FLPDEM_WQX-35-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73847221FLPDEM_WQX-05-07Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73873621FLPDEM_WQX-22-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73877121FLPDEM_WQX-23-08Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
.....................
111584721FLPDEM_WQX-04-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1260433USGS-280228082343000NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
131847721FLPDEM_WQX-19-10Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1354959USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1355242USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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66 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "734610 21FLPDEM_WQX-12-02 Not Reported \n", - "735844 21FLPDEM_WQX-35-01 Not Reported \n", - "738472 21FLPDEM_WQX-05-07 Not Reported \n", - "738736 21FLPDEM_WQX-22-01 Not Reported \n", - "738771 21FLPDEM_WQX-23-08 Not Reported \n", - "... ... ... \n", - "1115847 21FLPDEM_WQX-04-04 Not Reported \n", - "1260433 USGS-280228082343000 NaN \n", - "1318477 21FLPDEM_WQX-19-10 Not Reported \n", - "1354959 USGS-02306028 NaN \n", - "1355242 USGS-02306028 NaN \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "734610 NaN \n", - "735844 NaN \n", - "738472 NaN \n", - "738736 NaN \n", - "738771 NaN \n", - "... ... \n", - "1115847 NaN \n", - "1260433 NaN \n", - "1318477 NaN \n", - "1354959 NaN \n", - "1355242 NaN \n", - "\n", - " QA_flag Temperature Units \n", - "734610 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "735844 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738472 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738736 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "738771 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "... ... ... ... \n", - "1115847 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1260433 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1318477 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1354959 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1355242 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "\n", - "[66 rows x 6 columns]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look for any without usable results\n", - "temperature_results.loc[df['Temperature'].isna()]" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifiercntmean
021FLBRA-1530-A1227.593333
121FLBRA-1530-B726.290000
221FLBRA-1541A-A626.016667
321FLBRA-1541B-A626.743333
421FLBRA-1574-A527.890000
............
13964USGS-280726082313300428.025000
13965USGS-2807280823011015425.083333
13966USGS-280729082313501127.400000
13967USGS-280730082313201124.700000
13968USGS-2807300824318001122.018182
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13969 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 21FLBRA-1530-A 12 27.593333\n", - "1 21FLBRA-1530-B 7 26.290000\n", - "2 21FLBRA-1541A-A 6 26.016667\n", - "3 21FLBRA-1541B-A 6 26.743333\n", - "4 21FLBRA-1574-A 5 27.890000\n", - "... ... ... ...\n", - "13964 USGS-280726082313300 4 28.025000\n", - "13965 USGS-280728082301101 54 25.083333\n", - "13966 USGS-280729082313501 1 27.400000\n", - "13967 USGS-280730082313201 1 24.700000\n", - "13968 USGS-280730082431800 11 22.018182\n", - "\n", - "[13969 rows x 3 columns]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate temperature data by station\n", - "visualize.station_summary(temperature_results, 'Temperature')" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:239: UserWarning: Warning: Not enough unique values in array to form k classes\n", - " \"Warning: Not enough unique values in array to form k classes\", UserWarning\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:241: UserWarning: Warning: setting k to 4\n", - " Warn(\"Warning: setting k to %d\" % k_q, UserWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Dissolved oxygen" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", - "df = harmonize.harmonize_generic(df, 'Dissolved oxygen (DO)')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
021FLHILL_WQX-5859.32mg/lNaN9.32 milligram / liter
921FLHILL_WQX-16114.90mg/lNaN4.9 milligram / liter
1121FLHILL_WQX-16062.56mg/lNaN2.56 milligram / liter
1421FLPDEM_WQX-24-0168.7%NaN5.676222371166 milligram / liter
1921FLTBW_WQX-DISN6.36mg/lNaN6.36 milligram / liter
..................
137655121FLHILL_WQX-16155.27mg/lNaN5.27 milligram / liter
137655521FLHILL_WQX-744.78mg/lNaN4.78 milligram / liter
137655721FLHILL_WQX-505.75mg/lNaN5.75 milligram / liter
137656921FLHILL_WQX-1805.16mg/lNaN5.16 milligram / liter
137658121FLPDEM_WQX-FD-A-21-087.83mg/lNaN7.83 milligram / liter
\n", - "

253813 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "0 21FLHILL_WQX-585 9.32 \n", - "9 21FLHILL_WQX-1611 4.90 \n", - "11 21FLHILL_WQX-1606 2.56 \n", - "14 21FLPDEM_WQX-24-01 68.7 \n", - "19 21FLTBW_WQX-DISN 6.36 \n", - "... ... ... \n", - "1376551 21FLHILL_WQX-1615 5.27 \n", - "1376555 21FLHILL_WQX-74 4.78 \n", - "1376557 21FLHILL_WQX-50 5.75 \n", - "1376569 21FLHILL_WQX-180 5.16 \n", - "1376581 21FLPDEM_WQX-FD-A-21-08 7.83 \n", - "\n", - " ResultMeasure/MeasureUnitCode QA_flag \\\n", - "0 mg/l NaN \n", - "9 mg/l NaN \n", - "11 mg/l NaN \n", - "14 % NaN \n", - "19 mg/l NaN \n", - "... ... ... \n", - "1376551 mg/l NaN \n", - "1376555 mg/l NaN \n", - "1376557 mg/l NaN \n", - "1376569 mg/l NaN \n", - "1376581 mg/l NaN \n", - "\n", - " DO \n", - "0 9.32 milligram / liter \n", - "9 4.9 milligram / liter \n", - "11 2.56 milligram / liter \n", - "14 5.676222371166 milligram / liter \n", - "19 6.36 milligram / liter \n", - "... ... \n", - "1376551 5.27 milligram / liter \n", - "1376555 4.78 milligram / liter \n", - "1376557 5.75 milligram / liter \n", - "1376569 5.16 milligram / liter \n", - "1376581 7.83 milligram / liter \n", - "\n", - "[253813 rows x 5 columns]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at what was changed\n", - "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", - "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", - "do_res" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
1421FLPDEM_WQX-24-0168.7%NaN5.676222371166 milligram / liter
16621FLPDEM_WQX-W8-D-13-0698%NaN8.09708576964 milligram / liter
22121FLPDEM_WQX-W5-A-13-0179.4%NaN6.560291939892 milligram / liter
25221FLPDEM_WQX-19-0976.3%NaN6.304159634934 milligram / liter
31221FLPDEM_WQX-W7-A-13-03106%NaN8.75807236308 milligram / liter
..................
110850621FLPDEM_WQX-13-05Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaN
111051921FLPDEM_WQX-35-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaN
111065521FLPDEM_WQX-06-06Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaN
111384421FLPDEM_WQX-12-02Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaN
131416621FLPDEM_WQX-19-10Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaN
\n", - "

1158 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "14 21FLPDEM_WQX-24-01 68.7 \n", - "166 21FLPDEM_WQX-W8-D-13-06 98 \n", - "221 21FLPDEM_WQX-W5-A-13-01 79.4 \n", - "252 21FLPDEM_WQX-19-09 76.3 \n", - "312 21FLPDEM_WQX-W7-A-13-03 106 \n", - "... ... ... \n", - "1108506 21FLPDEM_WQX-13-05 Not Reported \n", - "1110519 21FLPDEM_WQX-35-01 Not Reported \n", - "1110655 21FLPDEM_WQX-06-06 Not Reported \n", - "1113844 21FLPDEM_WQX-12-02 Not Reported \n", - "1314166 21FLPDEM_WQX-19-10 Not Reported \n", - "\n", - " ResultMeasure/MeasureUnitCode \\\n", - "14 % \n", - "166 % \n", - "221 % \n", - "252 % \n", - "312 % \n", - "... ... \n", - "1108506 NaN \n", - "1110519 NaN \n", - "1110655 NaN \n", - "1113844 NaN \n", - "1314166 NaN \n", - "\n", - " QA_flag \\\n", - "14 NaN \n", - "166 NaN \n", - "221 NaN \n", - "252 NaN \n", - "312 NaN \n", - "... ... \n", - "1108506 ResultMeasureValue: \"Not Reported\" result cann... \n", - "1110519 ResultMeasureValue: \"Not Reported\" result cann... \n", - "1110655 ResultMeasureValue: \"Not Reported\" result cann... \n", - "1113844 ResultMeasureValue: \"Not Reported\" result cann... \n", - "1314166 ResultMeasureValue: \"Not Reported\" result cann... \n", - "\n", - " DO \n", - "14 5.676222371166 milligram / liter \n", - "166 8.09708576964 milligram / liter \n", - "221 6.560291939892 milligram / liter \n", - "252 6.304159634934 milligram / liter \n", - "312 8.75807236308 milligram / liter \n", - "... ... \n", - "1108506 NaN \n", - "1110519 NaN \n", - "1110655 NaN \n", - "1113844 NaN \n", - "1314166 NaN \n", - "\n", - "[1158 rows x 5 columns]" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
MonitoringLocationIdentifiercntmean
021FLBRA-1530-A122.785000
121FLBRA-1530-B74.042857
221FLBRA-1541A-A64.721667
321FLBRA-1541B-A66.600000
421FLBRA-1574-A54.378000
............
12540NARS_WQX-NCCA10-167285.437500
12541NARS_WQX-NCCA10-1673204.115000
12542NARS_WQX-NCCA10-167462.466667
12543NARS_WQX-NLA06608-016156.500000
12544NARS_WQX-NLA_FL-1012739.033333
\n", - "

12545 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " MonitoringLocationIdentifier cnt mean\n", - "0 21FLBRA-1530-A 12 2.785000\n", - "1 21FLBRA-1530-B 7 4.042857\n", - "2 21FLBRA-1541A-A 6 4.721667\n", - "3 21FLBRA-1541B-A 6 6.600000\n", - "4 21FLBRA-1574-A 5 4.378000\n", - "... ... ... ...\n", - "12540 NARS_WQX-NCCA10-1672 8 5.437500\n", - "12541 NARS_WQX-NCCA10-1673 20 4.115000\n", - "12542 NARS_WQX-NCCA10-1674 6 2.466667\n", - "12543 NARS_WQX-NLA06608-0161 5 6.500000\n", - "12544 NARS_WQX-NLA_FL-10127 3 9.033333\n", - "\n", - "[12545 rows x 3 columns]" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Aggregate data by station\n", - "visualize.station_summary(do_res, 'DO')" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:239: UserWarning: Warning: Not enough unique values in array to form k classes\n", - " \"Warning: Not enough unique values in array to form k classes\", UserWarning\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\mapclassify\\classifiers.py:241: UserWarning: Warning: setting k to 4\n", - " Warn(\"Warning: setting k to %d\" % k_q, UserWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map number of usable results at each station\n", - "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", - "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)})" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average results at each station\n", - "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", - "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### pH" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 260652.000000\n", - "mean 7.767352\n", - "std 0.470477\n", - "min 0.370000\n", - "25% 7.540000\n", - "50% 7.900000\n", - "75% 8.070000\n", - "max 12.970000\n", - "dtype: float64\n", - "Unusable results: 73\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 10.59021371503252): 7\n" - ] - }, - { - "data": { - "image/png": "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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# pH, this time looking at a report\n", - "df = harmonize.harmonize_generic(df, 'pH', report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the warnings that occur when a unit is not recognized by the package. These occur even when report=False. Future versions could include these as defined units for pH, but here it wouldn't alter results." - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
47.48NoneNaN7.48 dimensionless
58.18NoneNaN8.18 dimensionless
77.81NoneNaN7.81 dimensionless
127.92NoneNaN7.92 dimensionless
137.8NoneNaN7.8 dimensionless
...............
13768806.8std unitsNaN6.8 dimensionless
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260725 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "4 7.48 None NaN \n", - "5 8.18 None NaN \n", - "7 7.81 None NaN \n", - "12 7.92 None NaN \n", - "13 7.8 None NaN \n", - "... ... ... ... \n", - "1376880 6.8 std units NaN \n", - "1376881 7.3 std units NaN \n", - "1376882 7.7 std units NaN \n", - "1376884 7.8 std units NaN \n", - "1376886 7.6 std units NaN \n", - "\n", - " pH \n", - "4 7.48 dimensionless \n", - "5 8.18 dimensionless \n", - "7 7.81 dimensionless \n", - "12 7.92 dimensionless \n", - "13 7.8 dimensionless \n", - "... ... \n", - "1376880 6.8 dimensionless \n", - "1376881 7.3 dimensionless \n", - "1376882 7.7 dimensionless \n", - "1376884 7.8 dimensionless \n", - "1376886 7.6 dimensionless \n", - "\n", - "[260725 rows x 4 columns]" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Salinity" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 251908.000000\n", - "mean 22.007564\n", - "std 98.146406\n", - "min -0.020000\n", - "25% 18.650000\n", - "50% 25.000000\n", - "75% 28.790000\n", - "max 48930.000000\n", - "dtype: float64\n", - "Unusable results: 1165\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 610.886002518654): 4\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Salinity\n", - "df = harmonize.harmonize_generic(df, 'Salinity', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
140ppthNaN40.0 Practical_Salinity_Units
629PSSNaN29.0 Practical_Salinity_Units
826.04PSSNaN26.04 Practical_Salinity_Units
150.18ppthNaN0.18 Practical_Salinity_Units
175.9ppthNaN5.9 Practical_Salinity_Units
...............
13765781.66ppthNaN1.66 Practical_Salinity_Units
137657915.44ppthNaN15.44 Practical_Salinity_Units
137658329.5ppthNaN29.5 Practical_Salinity_Units
137658915.24ppthNaN15.24 Practical_Salinity_Units
137659126.0ppthNaN26.0 Practical_Salinity_Units
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253073 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "1 40 ppth NaN \n", - "6 29 PSS NaN \n", - "8 26.04 PSS NaN \n", - "15 0.18 ppth NaN \n", - "17 5.9 ppth NaN \n", - "... ... ... ... \n", - "1376578 1.66 ppth NaN \n", - "1376579 15.44 ppth NaN \n", - "1376583 29.5 ppth NaN \n", - "1376589 15.24 ppth NaN \n", - "1376591 26.0 ppth NaN \n", - "\n", - " Salinity \n", - "1 40.0 Practical_Salinity_Units \n", - "6 29.0 Practical_Salinity_Units \n", - "8 26.04 Practical_Salinity_Units \n", - "15 0.18 Practical_Salinity_Units \n", - "17 5.9 Practical_Salinity_Units \n", - "... ... \n", - "1376578 1.66 Practical_Salinity_Units \n", - "1376579 15.44 Practical_Salinity_Units \n", - "1376583 29.5 Practical_Salinity_Units \n", - "1376589 15.24 Practical_Salinity_Units \n", - "1376591 26.0 Practical_Salinity_Units \n", - "\n", - "[253073 rows x 4 columns]" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", - "df.loc[df['CharacteristicName']=='Salinity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Nitrogen" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 163.000000\n", - "mean 1.575389\n", - "std 4.532429\n", - "min 0.024000\n", - "25% 0.202720\n", - "50% 0.315560\n", - "75% 0.500170\n", - "max 22.500000\n", - "dtype: float64\n", - "Unusable results: 2\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 28.769965070579048): 0\n" - ] - }, - { - "data": { - "image/png": "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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Nitrogen\n", - "df = harmonize.harmonize_generic(df, 'Nitrogen', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
2808470.39mg/lNaN0.39 milligram / liter
2969420.4475mg/lNaN0.4475 milligram / liter
2997100.425mg/lNaN0.425 milligram / liter
3132880.4625mg/lNaN0.4625 milligram / liter
3148930.33625mg/lNaN0.33625 milligram / liter
...............
13715720.084mg/lNaN0.084 milligram / liter
13715800.166mg/lNaN0.166 milligram / liter
13715900.091mg/lNaN0.091 milligram / liter
13716240.057mg/lNaN0.057 milligram / liter
13717790.030mg/lNaN0.03 milligram / liter
\n", - "

165 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "280847 0.39 mg/l NaN \n", - "296942 0.4475 mg/l NaN \n", - "299710 0.425 mg/l NaN \n", - "313288 0.4625 mg/l NaN \n", - "314893 0.33625 mg/l NaN \n", - "... ... ... ... \n", - "1371572 0.084 mg/l NaN \n", - "1371580 0.166 mg/l NaN \n", - "1371590 0.091 mg/l NaN \n", - "1371624 0.057 mg/l NaN \n", - "1371779 0.030 mg/l NaN \n", - "\n", - " Nitrogen \n", - "280847 0.39 milligram / liter \n", - "296942 0.4475 milligram / liter \n", - "299710 0.425 milligram / liter \n", - "313288 0.4625 milligram / liter \n", - "314893 0.33625 milligram / liter \n", - "... ... \n", - "1371572 0.084 milligram / liter \n", - "1371580 0.166 milligram / liter \n", - "1371590 0.091 milligram / liter \n", - "1371624 0.057 milligram / liter \n", - "1371779 0.03 milligram / liter \n", - "\n", - "[165 rows x 4 columns]" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", - "df.loc[df['CharacteristicName']=='Nitrogen', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Conductivity" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 10.000000\n", - "mean 703.700000\n", - "std 79.037333\n", - "min 606.000000\n", - "25% 627.750000\n", - "50% 731.500000\n", - "75% 775.750000\n", - "max 776.000000\n", - "dtype: float64\n", - "Unusable results: 8\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 1177.9239977057257): 0\n" - ] - }, - { - "data": { - "image/png": "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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df = harmonize.harmonize_generic(df, 'Conductivity', report=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: No report because too few results" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
394014775uS/cmNaN775.0 microsiemens / centimeter
396762776uS/cmNaN776.0 microsiemens / centimeter
397732776uS/cmNaN776.0 microsiemens / centimeter
399843776uS/cmNaN776.0 microsiemens / centimeter
405118775uS/cmNaN775.0 microsiemens / centimeter
540640NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
545756NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
546804NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
549384NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
549800NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
552131NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
556942NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
572975NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
630150626uS/cmNaN626.0 microsiemens / centimeter
634771688uS/cmNaN688.0 microsiemens / centimeter
652326606uS/cmNaN606.0 microsiemens / centimeter
653188606uS/cmNaN606.0 microsiemens / centimeter
656303633uS/cmNaN633.0 microsiemens / centimeter
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "394014 775 uS/cm \n", - "396762 776 uS/cm \n", - "397732 776 uS/cm \n", - "399843 776 uS/cm \n", - "405118 775 uS/cm \n", - "540640 NaN uS/cm \n", - "545756 NaN uS/cm \n", - "546804 NaN uS/cm \n", - "549384 NaN uS/cm \n", - "549800 NaN uS/cm \n", - "552131 NaN uS/cm \n", - "556942 NaN uS/cm \n", - "572975 NaN uS/cm \n", - "630150 626 uS/cm \n", - "634771 688 uS/cm \n", - "652326 606 uS/cm \n", - "653188 606 uS/cm \n", - "656303 633 uS/cm \n", - "\n", - " QA_flag \\\n", - "394014 NaN \n", - "396762 NaN \n", - "397732 NaN \n", - "399843 NaN \n", - "405118 NaN \n", - "540640 ResultMeasureValue: missing (NaN) result \n", - "545756 ResultMeasureValue: missing (NaN) result \n", - "546804 ResultMeasureValue: missing (NaN) result \n", - "549384 ResultMeasureValue: missing (NaN) result \n", - "549800 ResultMeasureValue: missing (NaN) result \n", - "552131 ResultMeasureValue: missing (NaN) result \n", - "556942 ResultMeasureValue: missing (NaN) result \n", - "572975 ResultMeasureValue: missing (NaN) result \n", - "630150 NaN \n", - "634771 NaN \n", - "652326 NaN \n", - "653188 NaN \n", - "656303 NaN \n", - "\n", - " Conductivity \n", - "394014 775.0 microsiemens / centimeter \n", - "396762 776.0 microsiemens / centimeter \n", - "397732 776.0 microsiemens / centimeter \n", - "399843 776.0 microsiemens / centimeter \n", - "405118 775.0 microsiemens / centimeter \n", - "540640 NaN \n", - "545756 NaN \n", - "546804 NaN \n", - "549384 NaN \n", - "549800 NaN \n", - "552131 NaN \n", - "556942 NaN \n", - "572975 NaN \n", - "630150 626.0 microsiemens / centimeter \n", - "634771 688.0 microsiemens / centimeter \n", - "652326 606.0 microsiemens / centimeter \n", - "653188 606.0 microsiemens / centimeter \n", - "656303 633.0 microsiemens / centimeter " - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", - "df.loc[df['CharacteristicName']=='Conductivity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Chlorophyll a" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 43859.000000\n", - "mean 0.014293\n", - "std 0.022686\n", - "min -0.003000\n", - "25% 0.004510\n", - "50% 0.008670\n", - "75% 0.016290\n", - "max 1.552000\n", - "dtype: float64\n", - "Unusable results: 1115\n", - "Usable results with inferred units: 4\n", - "Results outside threshold (0.0 to 0.15041190114990327): 207\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Chlorophyll a\n", - "df = harmonize.harmonize_generic(df, 'Chlorophyll a', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
2730614.1mg/m3NaN0.0041 milligram / liter
2730904mg/m3NaN0.004000000000000001 milligram / liter
27309145.5mg/m3NaN0.04550000000000001 milligram / liter
273102NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
2731132.5mg/m3NaN0.0025000000000000005 milligram / liter
...............
137435418.16ug/lNaN0.01816 milligram / liter
137435541.09ug/lNaN0.04109 milligram / liter
137436623.55ug/lNaN0.02355 milligram / liter
137436837.07ug/lNaN0.03707 milligram / liter
137436961.95ug/lNaN0.061950000000000005 milligram / liter
\n", - "

44974 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "273061 4.1 mg/m3 \n", - "273090 4 mg/m3 \n", - "273091 45.5 mg/m3 \n", - "273102 NaN NaN \n", - "273113 2.5 mg/m3 \n", - "... ... ... \n", - "1374354 18.16 ug/l \n", - "1374355 41.09 ug/l \n", - "1374366 23.55 ug/l \n", - "1374368 37.07 ug/l \n", - "1374369 61.95 ug/l \n", - "\n", - " QA_flag \\\n", - "273061 NaN \n", - "273090 NaN \n", - "273091 NaN \n", - "273102 ResultMeasureValue: missing (NaN) result; Resu... \n", - "273113 NaN \n", - "... ... \n", - "1374354 NaN \n", - "1374355 NaN \n", - "1374366 NaN \n", - "1374368 NaN \n", - "1374369 NaN \n", - "\n", - " Chlorophyll \n", - "273061 0.0041 milligram / liter \n", - "273090 0.004000000000000001 milligram / liter \n", - "273091 0.04550000000000001 milligram / liter \n", - "273102 NaN \n", - "273113 0.0025000000000000005 milligram / liter \n", - "... ... \n", - "1374354 0.01816 milligram / liter \n", - "1374355 0.04109 milligram / liter \n", - "1374366 0.02355 milligram / liter \n", - "1374368 0.03707 milligram / liter \n", - "1374369 0.061950000000000005 milligram / liter \n", - "\n", - "[44974 rows x 4 columns]" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", - "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Organic Carbon" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 1.894200e+04\n", - "mean 2.804181e+04\n", - "std 2.033080e+06\n", - "min 0.000000e+00\n", - "25% 4.500000e+00\n", - "50% 7.100000e+00\n", - "75% 1.200000e+01\n", - "max 2.000000e+08\n", - "dtype: float64\n", - "Unusable results: 1909\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 12226523.0091774): 8\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Organic carbon (%)\n", - "df = harmonize.harmonize_generic(df, 'Organic carbon', report=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
33.8mg/lNaN3.8 milligram / liter
6828.0mg/lNaN28.0 milligram / liter
2723.4mg/lNaN3.4 milligram / liter
2876.7mg/lNaN6.7 milligram / liter
3465.8mg/lNaN5.8 milligram / liter
...............
137651011.9mg/lNaN11.9 milligram / liter
13765454.4mg/lNaN4.4 milligram / liter
13765493.9mg/lNaN3.9 milligram / liter
137658723.4mg/lNaN23.4 milligram / liter
137658826.4mg/lNaN26.4 milligram / liter
\n", - "

20851 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "3 3.8 mg/l NaN \n", - "68 28.0 mg/l NaN \n", - "272 3.4 mg/l NaN \n", - "287 6.7 mg/l NaN \n", - "346 5.8 mg/l NaN \n", - "... ... ... ... \n", - "1376510 11.9 mg/l NaN \n", - "1376545 4.4 mg/l NaN \n", - "1376549 3.9 mg/l NaN \n", - "1376587 23.4 mg/l NaN \n", - "1376588 26.4 mg/l NaN \n", - "\n", - " Carbon \n", - "3 3.8 milligram / liter \n", - "68 28.0 milligram / liter \n", - "272 3.4 milligram / liter \n", - "287 6.7 milligram / liter \n", - "346 5.8 milligram / liter \n", - "... ... \n", - "1376510 11.9 milligram / liter \n", - "1376545 4.4 milligram / liter \n", - "1376549 3.9 milligram / liter \n", - "1376587 23.4 milligram / liter \n", - "1376588 26.4 milligram / liter \n", - "\n", - "[20851 rows x 4 columns]" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", - "df.loc[df['CharacteristicName']=='Organic carbon', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Turbidity" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 87515.000000\n", - "mean 16.776686\n", - "std 895.605508\n", - "min -0.047700\n", - "25% 1.500000\n", - "50% 2.500000\n", - "75% 4.100000\n", - "max 200000.000000\n", - "dtype: float64\n", - "Unusable results: 1004\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 5390.409736632069): 154\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Turbidity (NTU)\n", - "df = harmonize.harmonize_generic(df, 'Turbidity', report=True, errors='ignore')" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTurbidity
1202.3NTUNaN2.3 Nephelometric_Turbidity_Units
1432.6NTUNaN2.6 Nephelometric_Turbidity_Units
2840.9NTUNaN0.9 Nephelometric_Turbidity_Units
2963.0NTUNaN3.0 Nephelometric_Turbidity_Units
3132.0NTUNaN2.0 Nephelometric_Turbidity_Units
...............
13764662.7NTUNaN2.7 Nephelometric_Turbidity_Units
13764954.4NTUNaN4.4 Nephelometric_Turbidity_Units
13765231.3NTUNaN1.3 Nephelometric_Turbidity_Units
13765532.3NTUNaN2.3 Nephelometric_Turbidity_Units
13765865.9NTUNaN5.9 Nephelometric_Turbidity_Units
\n", - "

88519 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "120 2.3 NTU NaN \n", - "143 2.6 NTU NaN \n", - "284 0.9 NTU NaN \n", - "296 3.0 NTU NaN \n", - "313 2.0 NTU NaN \n", - "... ... ... ... \n", - "1376466 2.7 NTU NaN \n", - "1376495 4.4 NTU NaN \n", - "1376523 1.3 NTU NaN \n", - "1376553 2.3 NTU NaN \n", - "1376586 5.9 NTU NaN \n", - "\n", - " Turbidity \n", - "120 2.3 Nephelometric_Turbidity_Units \n", - "143 2.6 Nephelometric_Turbidity_Units \n", - "284 0.9 Nephelometric_Turbidity_Units \n", - "296 3.0 Nephelometric_Turbidity_Units \n", - "313 2.0 Nephelometric_Turbidity_Units \n", - "... ... \n", - "1376466 2.7 Nephelometric_Turbidity_Units \n", - "1376495 4.4 Nephelometric_Turbidity_Units \n", - "1376523 1.3 Nephelometric_Turbidity_Units \n", - "1376553 2.3 Nephelometric_Turbidity_Units \n", - "1376586 5.9 Nephelometric_Turbidity_Units \n", - "\n", - "[88519 rows x 4 columns]" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Turbidity']\n", - "df.loc[df['CharacteristicName']=='Turbidity', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Sediment" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# Sediment\n", - "df = harmonize.harmonize_generic(df, 'Sediment', report=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSediment
134486328.0%NaN280.0 gram / kilogram
134486438.0%NaN380.0 gram / kilogram
135704497.0%NaN970.0 gram / kilogram
135704599.0%NaN990.0 gram / kilogram
1357046100.0%NaN1000.0 gram / kilogram
1357047100.0%NaN1000.0 gram / kilogram
1357048100.0%NaN1000.0 gram / kilogram
1357049100.0%NaN1000.0 gram / kilogram
1369653NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaN
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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "1344863 28.0 % \n", - "1344864 38.0 % \n", - "1357044 97.0 % \n", - "1357045 99.0 % \n", - "1357046 100.0 % \n", - "1357047 100.0 % \n", - "1357048 100.0 % \n", - "1357049 100.0 % \n", - "1369653 NaN NaN \n", - "\n", - " QA_flag \\\n", - "1344863 NaN \n", - "1344864 NaN \n", - "1357044 NaN \n", - "1357045 NaN \n", - "1357046 NaN \n", - "1357047 NaN \n", - "1357048 NaN \n", - "1357049 NaN \n", - "1369653 ResultMeasureValue: missing (NaN) result; Resu... \n", - "\n", - " Sediment \n", - "1344863 280.0 gram / kilogram \n", - "1344864 380.0 gram / kilogram \n", - "1357044 970.0 gram / kilogram \n", - "1357045 990.0 gram / kilogram \n", - "1357046 1000.0 gram / kilogram \n", - "1357047 1000.0 gram / kilogram \n", - "1357048 1000.0 gram / kilogram \n", - "1357049 1000.0 gram / kilogram \n", - "1369653 NaN " - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']\n", - "df.loc[df['CharacteristicName']=='Sediment', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Phosphorus" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: must be merged w/ activities (package runs query by site if not already merged)" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:155: UserWarning: WARNING: 'percent' UNDEFINED UNIT for Phosphorus\n", - " warn(\"WARNING: \" + problem)\n", - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Bed_Sediment_Phosphorus\" column for Bed Sediment, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Unfiltered_Phosphorus\" column for Unfiltered, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Non-filterable_Phosphorus\" column for Non-filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Suspended_Phosphorus\" column for Suspended, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Filterable_Phosphorus\" column for Filterable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"Total_Recoverable_Phosphorus\" column for Total Recoverable, may be error\n", - " warn('Warning: ' + prob)\n", - "D:\\code\\harmonize-wq\\harmonize_wq\\harmonize.py:433: UserWarning: Warning: \"__Phosphorus\" column for , may be error\n", - " warn('Warning: ' + prob)\n" - ] - } - ], - "source": [ - "# Phosphorus\n", - "# Note: must be merged w/ activities (package runs query by site if not already merged)\n", - "df = harmonize.harmonize_generic(df, 'Phosphorus')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
153440.003mg/lNaN0.003 milligram / liter
195230.050mg/lNaN0.05 milligram / liter
295890.009mg/lNaN0.009 milligram / liter
1787780.050mg/lNaN0.05 milligram / liter
1839320.002mg/lNaN0.002 milligram / liter
...............
13615300.2mg/l as PNaN0.2 milligram / liter
13615350.22mg/l as PNaN0.22 milligram / liter
13615600.18mg/l as PNaN0.18 milligram / liter
13615630.33mg/l as PNaN0.33 milligram / liter
13649160.166mg/l as PNaN0.166 milligram / liter
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1099 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "15344 0.003 mg/l NaN \n", - "19523 0.050 mg/l NaN \n", - "29589 0.009 mg/l NaN \n", - "178778 0.050 mg/l NaN \n", - "183932 0.002 mg/l NaN \n", - "... ... ... ... \n", - "1361530 0.2 mg/l as P NaN \n", - "1361535 0.22 mg/l as P NaN \n", - "1361560 0.18 mg/l as P NaN \n", - "1361563 0.33 mg/l as P NaN \n", - "1364916 0.166 mg/l as P NaN \n", - "\n", - " TDP_Phosphorus \n", - "15344 0.003 milligram / liter \n", - "19523 0.05 milligram / liter \n", - "29589 0.009 milligram / liter \n", - "178778 0.05 milligram / liter \n", - "183932 0.002 milligram / liter \n", - "... ... \n", - "1361530 0.2 milligram / liter \n", - "1361535 0.22 milligram / liter \n", - "1361560 0.18 milligram / liter \n", - "1361563 0.33 milligram / liter \n", - "1364916 0.166 milligram / liter \n", - "\n", - "[1099 rows x 4 columns]" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Total dissolved phosphorus\n", - "df.loc[df['TDP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']]" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTP_Phosphorus
33780.049mg/lNaN0.049 milligram / liter
91470.049mg/lNaN0.049 milligram / liter
106150.004mg/lNaN0.004 milligram / liter
109480.036mg/lNaN0.036 milligram / liter
120300.053mg/lNaN0.053 milligram / liter
...............
13764590.162mg/lNaN0.162 milligram / liter
13765050.153mg/lNaN0.153 milligram / liter
13765280.185mg/lNaN0.185 milligram / liter
13765610.116mg/lNaN0.116 milligram / liter
13765850.148mg/lNaN0.148 milligram / liter
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21663 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "3378 0.049 mg/l NaN \n", - "9147 0.049 mg/l NaN \n", - "10615 0.004 mg/l NaN \n", - "10948 0.036 mg/l NaN \n", - "12030 0.053 mg/l NaN \n", - "... ... ... ... \n", - "1376459 0.162 mg/l NaN \n", - "1376505 0.153 mg/l NaN \n", - "1376528 0.185 mg/l NaN \n", - "1376561 0.116 mg/l NaN \n", - "1376585 0.148 mg/l NaN \n", - "\n", - " TP_Phosphorus \n", - "3378 0.049 milligram / liter \n", - "9147 0.049 milligram / liter \n", - "10615 0.004 milligram / liter \n", - "10948 0.036 milligram / liter \n", - "12030 0.053 milligram / liter \n", - "... ... \n", - "1376459 0.162 milligram / liter \n", - "1376505 0.153 milligram / liter \n", - "1376528 0.185 milligram / liter \n", - "1376561 0.116 milligram / liter \n", - "1376585 0.148 milligram / liter \n", - "\n", - "[21663 rows x 4 columns]" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Total phosphorus\n", - "df.loc[df['TP_Phosphorus'].notna(), ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TP_Phosphorus']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Bacteria" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Fecal Coliform" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 3.912500e+04\n", - "mean 1.366509e+03\n", - "std 6.202050e+04\n", - "min 0.000000e+00\n", - "25% 5.000000e+00\n", - "50% 2.200000e+01\n", - "75% 1.800000e+02\n", - "max 1.000000e+07\n", - "dtype: float64\n", - "Unusable results: 23367\n", - "Usable results with inferred units: 5\n", - "Results outside threshold (0.0 to 373489.5029052042): 18\n" - ] - }, - { - "data": { - "image/png": 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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
10760cfu/100mlNaN760.0 Colony_Forming_Units / milliliter
31300#/100mlNaN300.0 Colony_Forming_Units / milliliter
41280#/100mlNaN280.0 Colony_Forming_Units / milliliter
625cfu/100mlNaN5.0 Colony_Forming_Units / milliliter
65260#/100mlNaN260.0 Colony_Forming_Units / milliliter
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13764171.0cfu/100mlNaN1.0 Colony_Forming_Units / milliliter
1376491156.0cfu/100mlNaN156.0 Colony_Forming_Units / milliliter
13765112600.0cfu/100mlNaN2600.0 Colony_Forming_Units / milliliter
13765821.0cfu/100mlNaN1.0 Colony_Forming_Units / milliliter
13765942.0cfu/100mlNaN2.0 Colony_Forming_Units / milliliter
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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "10 760 cfu/100ml NaN \n", - "31 300 #/100ml NaN \n", - "41 280 #/100ml NaN \n", - "62 5 cfu/100ml NaN \n", - "65 260 #/100ml NaN \n", - "... ... ... ... \n", - "1376417 1.0 cfu/100ml NaN \n", - "1376491 156.0 cfu/100ml NaN \n", - "1376511 2600.0 cfu/100ml NaN \n", - "1376582 1.0 cfu/100ml NaN \n", - "1376594 2.0 cfu/100ml NaN \n", - "\n", - " Fecal_Coliform \n", - "10 760.0 Colony_Forming_Units / milliliter \n", - "31 300.0 Colony_Forming_Units / milliliter \n", - "41 280.0 Colony_Forming_Units / milliliter \n", - "62 5.0 Colony_Forming_Units / milliliter \n", - "65 260.0 Colony_Forming_Units / milliliter \n", - "... ... \n", - "1376417 1.0 Colony_Forming_Units / milliliter \n", - "1376491 156.0 Colony_Forming_Units / milliliter \n", - "1376511 2600.0 Colony_Forming_Units / milliliter \n", - "1376582 1.0 Colony_Forming_Units / milliliter \n", - "1376594 2.0 Colony_Forming_Units / milliliter \n", - "\n", - "[62492 rows x 4 columns]" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", - "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### Escherichia coli" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-Usable results-\n", - "count 3827.000000\n", - "mean 734.305932\n", - "std 1941.042641\n", - "min 0.000000\n", - "25% 80.000000\n", - "50% 250.000000\n", - "75% 640.000000\n", - "max 41000.000000\n", - "dtype: float64\n", - "Unusable results: 336\n", - "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 12380.561776238974): 21\n" - ] - }, - { - "data": { - "image/png": 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\n", 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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
40728328MPN/100mlNaN28.0 Colony_Forming_Units / milliliter
408022250MPN/100mlNaN250.0 Colony_Forming_Units / milliliter
408112580MPN/100mlNaN580.0 Colony_Forming_Units / milliliter
40842493MPN/100mlNaN93.0 Colony_Forming_Units / milliliter
4146351000.0MPN/100mlNaN1000.0 Colony_Forming_Units / milliliter
...............
137627892.0cfu/100mlNaN92.0 Colony_Forming_Units / milliliter
13762878.0cfu/100mlNaN8.0 Colony_Forming_Units / milliliter
13763459000.0cfu/100mlNaN9000.0 Colony_Forming_Units / milliliter
137648920.0cfu/100mlNaN20.0 Colony_Forming_Units / milliliter
137656070.0cfu/100mlNaN70.0 Colony_Forming_Units / milliliter
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4163 rows × 4 columns

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" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "407283 28 MPN/100ml NaN \n", - "408022 250 MPN/100ml NaN \n", - "408112 580 MPN/100ml NaN \n", - "408424 93 MPN/100ml NaN \n", - "414635 1000.0 MPN/100ml NaN \n", - "... ... ... ... \n", - "1376278 92.0 cfu/100ml NaN \n", - "1376287 8.0 cfu/100ml NaN \n", - "1376345 9000.0 cfu/100ml NaN \n", - "1376489 20.0 cfu/100ml NaN \n", - "1376560 70.0 cfu/100ml NaN \n", - "\n", - " E_coli \n", - "407283 28.0 Colony_Forming_Units / milliliter \n", - "408022 250.0 Colony_Forming_Units / milliliter \n", - "408112 580.0 Colony_Forming_Units / milliliter \n", - "408424 93.0 Colony_Forming_Units / milliliter \n", - "414635 1000.0 Colony_Forming_Units / milliliter \n", - "... ... \n", - "1376278 92.0 Colony_Forming_Units / milliliter \n", - "1376287 8.0 Colony_Forming_Units / milliliter \n", - "1376345 9000.0 Colony_Forming_Units / milliliter \n", - "1376489 20.0 Colony_Forming_Units / milliliter \n", - "1376560 70.0 Colony_Forming_Units / milliliter \n", - "\n", - "[4163 rows x 4 columns]" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", - "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Combining Salinity and Conductivity" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Start by exploring Salinity results." - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [], - "source": [ - "#Notes:\n", - "#df[df['Conductivity'].notna(), 'Salinity'] = df[df['Conductivity'].notna()].apply(convert.conductivity_to_PSU)\n", - "#df['Conductivity'].dropna().equals(df[df['Conductivity'].notna()]['Conductivity'])" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Range: -0.02 to 48930.0\n", - "Results: 251908 \n", - "Mean: 22.00756371929444 PSU\n" - ] - } - ], - "source": [ - "# First note initial Salinity info\n", - "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", - "q_sum = sum(lst)\n", - "print('Range: {} to {}'.format(min(lst), max(lst)))\n", - "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [], - "source": [ - "# Columns to focus on\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[48930.0]" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Identify extreme outliers\n", - "[x for x in lst if x >3200]" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
50276648930ppthNaN48930.0 Practical_Salinity_Units
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "502766 48930 ppth NaN \n", - "\n", - " Salinity \n", - "502766 48930.0 Practical_Salinity_Units " - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at important fields for max value\n", - "salinity_series = df['Salinity'][df['Salinity'].notna()]\n", - "x = max(salinity_series)\n", - "idx = df[df['Salinity']==x].index\n", - "df[cols][df['Salinity']==x]" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
5817132976ppthNaN2976.0 Practical_Salinity_Units
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "581713 2976 ppth NaN \n", - "\n", - " Salinity \n", - "581713 2976.0 Practical_Salinity_Units " - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Look at important fields for second max value\n", - "x2 = max(salinity_series.drop(index=idx))\n", - "df[cols][df['Salinity']==x2]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Nothing jumps out as problematic for either value, though first is clearly an outlier" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "394014 775.0 microsiemens / centimeter\n", - "396762 776.0 microsiemens / centimeter\n", - "397732 776.0 microsiemens / centimeter\n", - "399843 776.0 microsiemens / centimeter\n", - "405118 775.0 microsiemens / centimeter\n", - "630150 626.0 microsiemens / centimeter\n", - "634771 688.0 microsiemens / centimeter\n", - "652326 606.0 microsiemens / centimeter\n", - "653188 606.0 microsiemens / centimeter\n", - "656303 633.0 microsiemens / centimeter\n", - "Name: Conductivity, dtype: object" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Create series and inspect Conductivity values\n", - "cond_series = df['Conductivity'].dropna()\n", - "cond_series" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Conductivity thresholds from Freshwater Explorer: 10 > x < 5000 us/cm. The values we have are well within that." - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
394014775uS/cmNaNNaN775.0 microsiemens / centimeter
396762776uS/cmNaNNaN776.0 microsiemens / centimeter
397732776uS/cmNaNNaN776.0 microsiemens / centimeter
399843776uS/cmNaNNaN776.0 microsiemens / centimeter
405118775uS/cmNaNNaN775.0 microsiemens / centimeter
630150626uS/cmNaNNaN626.0 microsiemens / centimeter
634771688uS/cmNaNNaN688.0 microsiemens / centimeter
652326606uS/cmNaNNaN606.0 microsiemens / centimeter
653188606uS/cmNaNNaN606.0 microsiemens / centimeter
656303633uS/cmNaNNaN633.0 microsiemens / centimeter
\n", - "
" - ], - "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", - "394014 775 uS/cm NaN NaN \n", - "396762 776 uS/cm NaN NaN \n", - "397732 776 uS/cm NaN NaN \n", - "399843 776 uS/cm NaN NaN \n", - "405118 775 uS/cm NaN NaN \n", - "630150 626 uS/cm NaN NaN \n", - "634771 688 uS/cm NaN NaN \n", - "652326 606 uS/cm NaN NaN \n", - "653188 606 uS/cm NaN NaN \n", - "656303 633 uS/cm NaN NaN \n", - "\n", - " Conductivity \n", - "394014 775.0 microsiemens / centimeter \n", - "396762 776.0 microsiemens / centimeter \n", - "397732 776.0 microsiemens / centimeter \n", - "399843 776.0 microsiemens / centimeter \n", - "405118 775.0 microsiemens / centimeter \n", - "630150 626.0 microsiemens / centimeter \n", - "634771 688.0 microsiemens / centimeter \n", - "652326 606.0 microsiemens / centimeter \n", - "653188 606.0 microsiemens / centimeter \n", - "656303 633.0 microsiemens / centimeter " - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Check other relevant columns before converting (e.g. Salinity)\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", - "df.loc[df['Conductivity'].notna(), cols]" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "394014 775.0 microsiemens / centimeter\n", - "396762 776.0 microsiemens / centimeter\n", - "397732 776.0 microsiemens / centimeter\n", - "399843 776.0 microsiemens / centimeter\n", - "405118 775.0 microsiemens / centimeter\n", - "630150 626.0 microsiemens / centimeter\n", - "634771 688.0 microsiemens / centimeter\n", - "652326 606.0 microsiemens / centimeter\n", - "653188 606.0 microsiemens / centimeter\n", - "656303 633.0 microsiemens / centimeter\n", - "Name: Conductivity, dtype: object" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Original series values\n", - "cond_series = cond_series.apply(str) # Convert to string to convert to dimensionless (PSU)\n", - "cond_series" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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SalinityConductivity
3940140.379 dimensionless775.0 microsiemens / centimeter
3967620.379 dimensionless776.0 microsiemens / centimeter
3977320.379 dimensionless776.0 microsiemens / centimeter
3998430.379 dimensionless776.0 microsiemens / centimeter
4051180.379 dimensionless775.0 microsiemens / centimeter
6301500.304 dimensionless626.0 microsiemens / centimeter
6347710.335 dimensionless688.0 microsiemens / centimeter
6523260.294 dimensionless606.0 microsiemens / centimeter
6531880.294 dimensionless606.0 microsiemens / centimeter
6563030.308 dimensionless633.0 microsiemens / centimeter
\n", - "
" - ], - "text/plain": [ - " Salinity Conductivity\n", - "394014 0.379 dimensionless 775.0 microsiemens / centimeter\n", - "396762 0.379 dimensionless 776.0 microsiemens / centimeter\n", - "397732 0.379 dimensionless 776.0 microsiemens / centimeter\n", - "399843 0.379 dimensionless 776.0 microsiemens / centimeter\n", - "405118 0.379 dimensionless 775.0 microsiemens / centimeter\n", - "630150 0.304 dimensionless 626.0 microsiemens / centimeter\n", - "634771 0.335 dimensionless 688.0 microsiemens / centimeter\n", - "652326 0.294 dimensionless 606.0 microsiemens / centimeter\n", - "653188 0.294 dimensionless 606.0 microsiemens / centimeter\n", - "656303 0.308 dimensionless 633.0 microsiemens / centimeter" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Convert values to PSU and write to Salinity\n", - "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)\n", - "df.loc[df['Conductivity'].notna(), ['Salinity', 'Conductivity']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Datetime" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "datetime() formats time using dataretrieval and ActivityStart" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCode
02013-06-1211:01:00EST
12013-11-1914:01:00EST
22013-07-0211:01:00EST
32013-07-1611:01:00EST
42013-12-1612:01:00EST
............
13768821957-10-2114:05:00EST
13768831955-04-08NaNNaN
13768841955-04-08NaNNaN
13768851955-04-08NaNNaN
13768861955-04-08NaNNaN
\n", - "

1376887 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " ActivityStartDate ActivityStartTime/Time \\\n", - "0 2013-06-12 11:01:00 \n", - "1 2013-11-19 14:01:00 \n", - "2 2013-07-02 11:01:00 \n", - "3 2013-07-16 11:01:00 \n", - "4 2013-12-16 12:01:00 \n", - "... ... ... \n", - "1376882 1957-10-21 14:05:00 \n", - "1376883 1955-04-08 NaN \n", - "1376884 1955-04-08 NaN \n", - "1376885 1955-04-08 NaN \n", - "1376886 1955-04-08 NaN \n", - "\n", - " ActivityStartTime/TimeZoneCode \n", - "0 EST \n", - "1 EST \n", - "2 EST \n", - "3 EST \n", - "4 EST \n", - "... ... \n", - "1376882 EST \n", - "1376883 NaN \n", - "1376884 NaN \n", - "1376885 NaN \n", - "1376886 NaN \n", - "\n", - "[1376887 rows x 3 columns]" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# First inspect the existing unformated fields\n", - "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", - "df[cols]" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
StartDateActivity_datetime
02013-06-122013-06-12 16:01:00+00:00
12013-11-192013-11-19 19:01:00+00:00
22013-07-022013-07-02 16:01:00+00:00
32013-07-162013-07-16 16:01:00+00:00
42013-12-162013-12-16 17:01:00+00:00
.........
13768821957-10-211957-10-21 19:05:00+00:00
13768831955-04-08NaT
13768841955-04-08NaT
13768851955-04-08NaT
13768861955-04-08NaT
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1376887 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " StartDate Activity_datetime\n", - "0 2013-06-12 2013-06-12 16:01:00+00:00\n", - "1 2013-11-19 2013-11-19 19:01:00+00:00\n", - "2 2013-07-02 2013-07-02 16:01:00+00:00\n", - "3 2013-07-16 2013-07-16 16:01:00+00:00\n", - "4 2013-12-16 2013-12-16 17:01:00+00:00\n", - "... ... ...\n", - "1376882 1957-10-21 1957-10-21 19:05:00+00:00\n", - "1376883 1955-04-08 NaT\n", - "1376884 1955-04-08 NaT\n", - "1376885 1955-04-08 NaT\n", - "1376886 1955-04-08 NaT\n", - "\n", - "[1376887 rows x 2 columns]" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Note the input columns are dropped (rename the result to preserve these columns)\n", - "df = clean.datetime(df)\n", - "df[['StartDate', 'Activity_datetime']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a startDate column is used to preserve date only." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Characteristic to Column (long to wide format)" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionTextMethodSpecificationNameCharacteristicNameResultSampleFractionText...QA_ChlorophyllQA_SalinityQA_ConductivityQA_Fecal_ColiformQA_E_coliQA_TurbidityQA_TemperatureQA_SecchiQA_pHQA_DO
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W21FLHILL_WQX-585STORET-301235413NaNNaNNaNDissolved oxygen (DO)Total...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-48190111913421FLSEAS_WQX-48SEAS190STORET-310535134NaNNaNNaNSalinityNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M21FLHILL_WQX-047STORET-300620295NaNNaNNaNTemperature, waterTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-13071602121FLHILL_WQX-021STORET-300666279NaNNaNNaNOrganic carbonTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M21FLHILL_WQX-112STORET-301229196NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1376882USGS-FLUSGS Florida Water Science Centernwisfl.01.95800924USGS-02306001NWIS-6895122NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376883USGS-FLUSGS Florida Water Science Centernwisfl.01.95500762USGS-273926082304501NWIS-6843253NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376884USGS-FLUSGS Florida Water Science Centernwisfl.01.95500762USGS-273926082304501NWIS-6843256NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376885USGS-FLUSGS Florida Water Science Centernwisfl.01.95500782USGS-274455082253601NWIS-6843653NaNNaNNaNTemperature, waterNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1376886USGS-FLUSGS Florida Water Science Centernwisfl.01.95500782USGS-274455082253601NWIS-6843656NaNNaNNaNpHTotal...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1346838 rows × 115 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier \\\n", - "0 21FLHILL_WQX \n", - "1 21FLSEAS_WQX \n", - "2 21FLHILL_WQX \n", - "3 21FLHILL_WQX \n", - "4 21FLHILL_WQX \n", - "... ... \n", - "1376882 USGS-FL \n", - "1376883 USGS-FL \n", - "1376884 USGS-FL \n", - "1376885 USGS-FL \n", - "1376886 USGS-FL \n", - "\n", - " OrganizationFormalName \\\n", - "0 Environmental Protection Commission of Hillsbo... \n", - "1 Florida Department of Environmental Protection \n", - "2 Environmental Protection Commission of Hillsbo... \n", - "3 Environmental Protection Commission of Hillsbo... \n", - "4 Environmental Protection Commission of Hillsbo... \n", - "... ... \n", - "1376882 USGS Florida Water Science Center \n", - "1376883 USGS Florida Water Science Center \n", - "1376884 USGS Florida Water Science Center \n", - "1376885 USGS Florida Water Science Center \n", - "1376886 USGS Florida Water Science Center \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier \\\n", - "0 21FLHILL_WQX-130612585-W 21FLHILL_WQX-585 \n", - "1 21FLSEAS_WQX-481901119134 21FLSEAS_WQX-48SEAS190 \n", - "2 21FLHILL_WQX-130702047-M 21FLHILL_WQX-047 \n", - "3 21FLHILL_WQX-130716021 21FLHILL_WQX-021 \n", - "4 21FLHILL_WQX-131216112-M 21FLHILL_WQX-112 \n", - "... ... ... \n", - "1376882 nwisfl.01.95800924 USGS-02306001 \n", - "1376883 nwisfl.01.95500762 USGS-273926082304501 \n", - "1376884 nwisfl.01.95500762 USGS-273926082304501 \n", - "1376885 nwisfl.01.95500782 USGS-274455082253601 \n", - "1376886 nwisfl.01.95500782 USGS-274455082253601 \n", - "\n", - " ResultIdentifier DataLoggerLine ResultDetectionConditionText \\\n", - "0 STORET-301235413 NaN NaN \n", - "1 STORET-310535134 NaN NaN \n", - "2 STORET-300620295 NaN NaN \n", - "3 STORET-300666279 NaN NaN \n", - "4 STORET-301229196 NaN NaN \n", - "... ... ... ... \n", - "1376882 NWIS-6895122 NaN NaN \n", - "1376883 NWIS-6843253 NaN NaN \n", - "1376884 NWIS-6843256 NaN NaN \n", - "1376885 NWIS-6843653 NaN NaN \n", - "1376886 NWIS-6843656 NaN NaN \n", - "\n", - " MethodSpecificationName CharacteristicName \\\n", - "0 NaN Dissolved oxygen (DO) \n", - "1 NaN Salinity \n", - "2 NaN Temperature, water \n", - "3 NaN Organic carbon \n", - "4 NaN pH \n", - "... ... ... \n", - "1376882 NaN pH \n", - "1376883 NaN Temperature, water \n", - "1376884 NaN pH \n", - "1376885 NaN Temperature, water \n", - "1376886 NaN pH \n", - "\n", - " ResultSampleFractionText ... QA_Chlorophyll QA_Salinity \\\n", - "0 Total ... NaN NaN \n", - "1 NaN ... NaN NaN \n", - "2 Total ... NaN NaN \n", - "3 Total ... NaN NaN \n", - "4 Total ... NaN NaN \n", - "... ... ... ... ... \n", - "1376882 Total ... NaN NaN \n", - "1376883 NaN ... NaN NaN \n", - "1376884 Total ... NaN NaN \n", - "1376885 NaN ... NaN NaN \n", - "1376886 Total ... NaN NaN \n", - "\n", - " QA_Conductivity QA_Fecal_Coliform QA_E_coli QA_Turbidity \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "1376882 NaN NaN NaN NaN \n", - "1376883 NaN NaN NaN NaN \n", - "1376884 NaN NaN NaN NaN \n", - "1376885 NaN NaN NaN NaN \n", - "1376886 NaN NaN NaN NaN \n", - "\n", - " QA_Temperature QA_Secchi QA_pH QA_DO \n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "1376882 NaN NaN NaN NaN \n", - "1376883 NaN NaN NaN NaN \n", - "1376884 NaN NaN NaN NaN \n", - "1376885 NaN NaN NaN NaN \n", - "1376886 NaN NaN NaN NaN \n", - "\n", - "[1346838 rows x 115 columns]" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", - "df2 = wrangle.split_col(df)\n", - "df2" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "17 new columns\n" - ] - } - ], - "source": [ - "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", - "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "30049 fewer rows\n" - ] - } - ], - "source": [ - "# Note: there are fewer rows because NAN results are also dropped in this step\n", - "print('{} fewer rows'.format(len(df)-len(df2)))" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", - "Index: []" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", - "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", - "df2.loc[df2['QA_Carbon'].notna(), cols]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\Python\\env\\arcgispro-py3-spy-harmonize-wq\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1990: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], - "source": [ - "# split table into main and characteristics tables\n", - "main_df, chars_df = wrangle.split_table(df2)" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", - " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", - " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", - " 'Speciation', 'Conductivity', 'Chlorophyll', 'Carbon', 'Turbidity',\n", - " 'Sediment', 'Phosphorus', 'TP_Phosphorus', 'TDP_Phosphorus',\n", - " 'Other_Phosphorus', 'Bed_Sediment_Phosphorus', 'Unfiltered_Phosphorus',\n", - " 'Fecal_Coliform', 'E_coli', 'StartDate', 'Activity_datetime',\n", - " 'QA_Carbon', 'QA_Nitrogen', 'QA_Sediment', 'QA_TP_Phosphorus',\n", - " 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus',\n", - " 'QA_Bed_Sediment_Phosphorus', 'QA_Unfiltered_Phosphorus',\n", - " 'QA_Chlorophyll', 'QA_Salinity', 'QA_Conductivity', 'QA_Fecal_Coliform',\n", - " 'QA_E_coli', 'QA_Turbidity', 'QA_Temperature', 'QA_Secchi', 'QA_pH',\n", - " 'QA_DO', 'Depth'],\n", - " dtype='object')" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Columns still in main table\n", - "main_df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierProviderNameSecchiTemperatureDOpHSalinity...QA_SalinityQA_ConductivityQA_Fecal_ColiformQA_E_coliQA_TurbidityQA_TemperatureQA_SecchiQA_pHQA_DODepth
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W21FLHILL_WQX-585STORETNaNNaN9.32 milligram / literNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-48190111913421FLSEAS_WQX-48SEAS190STORETNaNNaNNaNNaN40.0 Practical_Salinity_Units...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M21FLHILL_WQX-047STORETNaN28.19 degree_CelsiusNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-13071602121FLHILL_WQX-021STORETNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M21FLHILL_WQX-112STORETNaNNaNNaN7.48 dimensionlessNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 46 columns

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" - ], - "text/plain": [ - " OrganizationIdentifier OrganizationFormalName \\\n", - "0 21FLHILL_WQX Environmental Protection Commission of Hillsbo... \n", - "1 21FLSEAS_WQX Florida Department of Environmental Protection \n", - "2 21FLHILL_WQX Environmental Protection Commission of Hillsbo... \n", - "3 21FLHILL_WQX Environmental Protection Commission of Hillsbo... \n", - "4 21FLHILL_WQX Environmental Protection Commission of Hillsbo... \n", - "\n", - " ActivityIdentifier MonitoringLocationIdentifier ProviderName Secchi \\\n", - "0 21FLHILL_WQX-130612585-W 21FLHILL_WQX-585 STORET NaN \n", - "1 21FLSEAS_WQX-481901119134 21FLSEAS_WQX-48SEAS190 STORET NaN \n", - "2 21FLHILL_WQX-130702047-M 21FLHILL_WQX-047 STORET NaN \n", - "3 21FLHILL_WQX-130716021 21FLHILL_WQX-021 STORET NaN \n", - "4 21FLHILL_WQX-131216112-M 21FLHILL_WQX-112 STORET NaN \n", - "\n", - " Temperature DO pH \\\n", - "0 NaN 9.32 milligram / liter NaN \n", - "1 NaN NaN NaN \n", - "2 28.19 degree_Celsius NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN 7.48 dimensionless \n", - "\n", - " Salinity ... QA_Salinity QA_Conductivity \\\n", - "0 NaN ... NaN NaN \n", - "1 40.0 Practical_Salinity_Units ... NaN NaN \n", - "2 NaN ... NaN NaN \n", - "3 NaN ... NaN NaN \n", - "4 NaN ... NaN NaN \n", - "\n", - " QA_Fecal_Coliform QA_E_coli QA_Turbidity QA_Temperature QA_Secchi QA_pH \\\n", - "0 NaN NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN NaN \n", - "\n", - " QA_DO Depth \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - "\n", - "[5 rows x 46 columns]" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# look at main table results (first 5)\n", - "main_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['QA_Carbon',\n", - " 'QA_Nitrogen',\n", - " 'QA_Sediment',\n", - " 'QA_TDP_Phosphorus',\n", - " 'QA_Other_Phosphorus',\n", - " 'QA_Unfiltered_Phosphorus',\n", - " 'QA_Salinity',\n", - " 'QA_Conductivity',\n", - " 'QA_E_coli',\n", - " 'QA_Turbidity',\n", - " 'QA_Temperature',\n", - " 'QA_pH',\n", - " 'QA_DO']" - ] - }, - "execution_count": 111, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Empty columns that could be dropped (Mostly QA columns)\n", - "cols = list(main_df.columns)\n", - "x = main_df.dropna(axis=1, how='all')\n", - "[col for col in cols if col not in x.columns]" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Map average temperature at each station\n", - "results_gdf = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", - "results_gdf.plot(column='mean', cmap='OrRd', legend=True)" - ] - } - ], - "metadata": { - "esriNotebookRuntime": { - "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", - "notebookRuntimeVersion": "5.0" - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.11" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/demos/Harmonize_Tampa_Detailed.ipynb b/demos/Harmonize_Tampa_Detailed.ipynb new file mode 100644 index 0000000..4890a28 --- /dev/null +++ b/demos/Harmonize_Tampa_Detailed.ipynb @@ -0,0 +1,8858 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tampa Bay, FL - Detailed step-by-step" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardize, clean and wrangle Water Quality Portal data in Tampa Bay, FL into more analytic-ready formats using the harmonize_wq package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Detailed step-by-step workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example workflow takes a deeper dive into some of the expanded functionality to examine results for different water quality parameters in Tampa Bay, FL" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Install and import the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp\n", + "from harmonize_wq import wrangle\n", + "from harmonize_wq import location\n", + "from harmonize_wq import harmonize\n", + "from harmonize_wq import visualize\n", + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Download location data using dataretrieval" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Read geometry for Area of Interest from geojson file url and plot\n", + "aoi_url = r'https://github.com/USEPA/Coastal_Ecological_Indicators/raw/master/DGGS_Coastal/temperature_data/TampaBay.geojson'\n", + "# geoJSON should be WGS1984 standard, but this one isn't\n", + "aoi_gdf = wrangle.as_gdf(aoi_url).to_crs(epsg=4326)\n", + "aoi_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Build query with characteristicNames and the AOI extent\n", + "query = {'characteristicName': ['Phosphorus',\n", + " 'Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " 'Dissolved oxygen (DO)',\n", + " 'Salinity',\n", + " 'pH',\n", + " 'Nitrogen',\n", + " 'Conductivity',\n", + " 'Organic carbon',\n", + " 'Chlorophyll a',\n", + " 'Turbidity',\n", + " 'Sediment',\n", + " 'Fecal Coliform',\n", + " 'Escherichia coli']}\n", + "query['bBox'] =wrangle.get_bounding_box(aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Query stations (can be slow)\n", + "stations, site_md = wqp.what_sites(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15560, 37)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results\n", + "stations.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameMonitoringLocationIdentifierMonitoringLocationNameMonitoringLocationTypeNameMonitoringLocationDescriptionTextHUCEightDigitCodeDrainageAreaMeasure/MeasureValueDrainageAreaMeasure/MeasureUnitCodeContributingDrainageAreaMeasure/MeasureValue...AquiferNameLocalAqfrNameFormationTypeTextAquiferTypeNameConstructionDateTextWellDepthMeasure/MeasureValueWellDepthMeasure/MeasureUnitCodeWellHoleDepthMeasure/MeasureValueWellHoleDepthMeasure/MeasureUnitCodeProviderName
0USGS-FLUSGS Florida Water Science CenterUSGS-02300009MANATEE RIVER AT DEVILS ELBOW NEAR FT HAMER FLEstuaryNaN3100202.0139.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1USGS-FLUSGS Florida Water Science CenterUSGS-02300018GAMBLE CREEK NEAR PARRISH FLStreamNaN3100202.050.6sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
2USGS-FLUSGS Florida Water Science CenterUSGS-02300021MANATEE RIVER AT FORT HAMER FLEstuaryNaN3100202.0216.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
3USGS-FLUSGS Florida Water Science CenterUSGS-02300062GLEN CREEK NEAR BRADENTON FLStreamNaN3100202.02.5sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
4USGS-FLUSGS Florida Water Science CenterUSGS-02300064BRADEN RIVER AT BRADENTON FLStreamNaN3100202.083.0sq miNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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" + ], + "text/plain": [ + " OrganizationIdentifier OrganizationFormalName \\\n", + "0 USGS-FL USGS Florida Water Science Center \n", + "1 USGS-FL USGS Florida Water Science Center \n", + "2 USGS-FL USGS Florida Water Science Center \n", + "3 USGS-FL USGS Florida Water Science Center \n", + "4 USGS-FL USGS Florida Water Science Center \n", + "\n", + " MonitoringLocationIdentifier \\\n", + "0 USGS-02300009 \n", + "1 USGS-02300018 \n", + "2 USGS-02300021 \n", + "3 USGS-02300062 \n", + "4 USGS-02300064 \n", + "\n", + " MonitoringLocationName MonitoringLocationTypeName \\\n", + "0 MANATEE RIVER AT DEVILS ELBOW NEAR FT HAMER FL Estuary \n", + "1 GAMBLE CREEK NEAR PARRISH FL Stream \n", + "2 MANATEE RIVER AT FORT HAMER FL Estuary \n", + "3 GLEN CREEK NEAR BRADENTON FL Stream \n", + "4 BRADEN RIVER AT BRADENTON FL Stream \n", + "\n", + " MonitoringLocationDescriptionText HUCEightDigitCode \\\n", + "0 NaN 3100202.0 \n", + "1 NaN 3100202.0 \n", + "2 NaN 3100202.0 \n", + "3 NaN 3100202.0 \n", + "4 NaN 3100202.0 \n", + "\n", + " DrainageAreaMeasure/MeasureValue DrainageAreaMeasure/MeasureUnitCode \\\n", + "0 139.0 sq mi \n", + "1 50.6 sq mi \n", + "2 216.0 sq mi \n", + "3 2.5 sq mi \n", + "4 83.0 sq mi \n", + "\n", + " ContributingDrainageAreaMeasure/MeasureValue ... AquiferName \\\n", + "0 NaN ... NaN \n", + "1 NaN ... NaN \n", + "2 NaN ... NaN \n", + "3 NaN ... NaN \n", + "4 NaN ... NaN \n", + "\n", + " LocalAqfrName FormationTypeText AquiferTypeName ConstructionDateText \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "\n", + " WellDepthMeasure/MeasureValue WellDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " WellHoleDepthMeasure/MeasureValue WellHoleDepthMeasure/MeasureUnitCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + " ProviderName \n", + "0 NWIS \n", + "1 NWIS \n", + "2 NWIS \n", + "3 NWIS \n", + "4 NWIS \n", + "\n", + "[5 rows x 37 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First 5 rows\n", + "stations.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HorizontalCoordinateReferenceSystemDatumName NAD83\n", + "LatitudeMeasure 27.520872\n", + "LongitudeMeasure -82.40176\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns used for an example row\n", + "stations.iloc[0][['HorizontalCoordinateReferenceSystemDatumName', 'LatitudeMeasure', 'LongitudeMeasure']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Harmonize location datums to 4326 (Note we keep intermediate columns using intermediate_columns=True)\n", + "stations_gdf = location.harmonize_locations(stations, outEPSG=4326, intermediate_columns=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[1;31mSignature:\u001b[0m\n", + "\u001b[0mlocation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mharmonize_locations\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mdf_in\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mout_EPSG\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4326\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[0mintermediate_columns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", + "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mDocstring:\u001b[0m\n", + "Create harmonized geopandas GeoDataframe from pandas DataFrame.\n", + "\n", + "Takes a :class:`~pandas.DataFrame` with lat/lon in multiple Coordinate\n", + "Reference Systems (CRS), transforms them to out_EPSG CRS, and converts to\n", + ":class:`geopandas.GeoDataFrame`. A 'QA_flag' column is added to the result\n", + "and populated for any row that has location based problems like limited\n", + "decimal precision or an unknown input CRS.\n", + "\n", + "Parameters\n", + "----------\n", + "df_in : pandas.DataFrame\n", + " DataFrame with the required columns (see kwargs for expected defaults)\n", + " to be converted to GeoDataFrame.\n", + "out_EPSG : int, optional\n", + " EPSG factory code for desired output Coordinate Reference System datum.\n", + " The default is 4326, for the WGS84 Datum used by WQP queries.\n", + "intermediate_columns : Boolean, optional\n", + " Return intermediate columns. Default 'False' does not return these.\n", + "**kwargs: optional\n", + " Accepts crs_col, lat_col, and lon_col parameters if non-default:\n", + "crs_col : str, optional\n", + " Name of column in DataFrame with the Coordinate Reference System datum.\n", + " The default is 'HorizontalCoordinateReferenceSystemDatumName'.\n", + "lat_col : str, optional\n", + " Name of column in DataFrame with the latitude coordinate.\n", + " The default is 'LatitudeMeasure'.\n", + "lon_col : str, optional\n", + " Name of column in DataFrame with the longitude coordinate.\n", + " The default is 'LongitudeMeasure'.\n", + "\n", + "Returns\n", + "-------\n", + "gdf : geopandas.GeoDataFrame\n", + " GeoDataFrame of df_in with coordinates in out_EPSG datum.\n", + "\n", + "Examples\n", + "--------\n", + "Build pandas DataFrame to use in example:\n", + "\n", + ">>> df_in = pandas.DataFrame({'LatitudeMeasure': [27.5950355,\n", + "... 27.52183,\n", + "... 28.0661111],\n", + "... 'LongitudeMeasure': [-82.0300865,\n", + "... -82.64476,\n", + "... -82.3775],\n", + "... 'HorizontalCoordinateReferenceSystemDatumName': ['NAD83',\n", + "... 'WGS84',\n", + "... 'NAD27'],\n", + "... })\n", + ">>> df_in\n", + " LatitudeMeasure ... HorizontalCoordinateReferenceSystemDatumName\n", + "0 27.595036 ... NAD83\n", + "1 27.521830 ... WGS84\n", + "2 28.066111 ... NAD27\n", + "\n", + "[3 rows x 3 columns]\n", + "\n", + ">>> from harmonize_wq import location\n", + ">>> location.harmonize_locations(df_in)\n", + " LatitudeMeasure LongitudeMeasure ... QA_flag geometry\n", + "0 27.595036 -82.030086 ... NaN POINT (-82.03009 27.59504)\n", + "1 27.521830 -82.644760 ... NaN POINT (-82.64476 27.52183)\n", + "2 28.066111 -82.377500 ... NaN POINT (-82.37750 28.06611)\n", + "\n", + "[3 rows x 5 columns]\n", + "\u001b[1;31mFile:\u001b[0m c:\\users\\jbousqui\\local_gis\\python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\location.py\n", + "\u001b[1;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Every function has a dostring to help understand input/output and what it does\n", + "location.harmonize_locations?" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15560, 42)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Rows and columns for results after running the function (5 new columns, only 2 new if intermediate_columns=False)\n", + "stations_gdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geom_orig (-82.4017604, 27.5208719)\n", + "EPSG 4269.0\n", + "QA_flag NaN\n", + "geom POINT (-82.4017604 27.5208719)\n", + "geometry POINT (-82.4017604 27.5208719)\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Example results for the new columns\n", + "stations_gdf.iloc[0][['geom_orig', 'EPSG', 'QA_flag', 'geom', 'geometry']]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# geom and geometry look the same but geometry is a special datatype\n", + "stations_gdf['geometry'].dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'HorizontalCoordinateReferenceSystemDatumName: Bad datum OTHER, EPSG:4326 assumed',\n", + " 'HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LatitudeMeasure: Imprecise: lessthan3decimaldigits; LongitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum UNKWN, EPSG:4326 assumed',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits',\n", + " 'LongitudeMeasure: Imprecise: lessthan3decimaldigits; HorizontalCoordinateReferenceSystemDatumName: Bad datum OTHER, EPSG:4326 assumed'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at the different QA_flag flags that have been assigned,\n", + "# e.g., for bad datums or limited decimal precision\n", + "set(stations_gdf.loc[stations_gdf['QA_flag'].notna()]['QA_flag'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Clip it to area of interest\n", + "stations_clipped = wrangle.clip_stations(stations_gdf, aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map it\n", + "stations_clipped.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10229" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# How many stations now?\n", + "len(stations_clipped)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# To save the results to a shapefile\n", + "#import os\n", + "#path = '' #specify the path (folder/directory) to save it to\n", + "#stations_clipped.to_file(os.path.join(path, 'Tampa_stations.shp'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Retrieve Characteristic Data" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,58,60,61,62,63,64,65,70,71,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + } + ], + "source": [ + "# Now query for results\n", + "query['dataProfile'] = 'narrowResult'\n", + "res_narrow, md_narrow = wqp.get_results(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1443528USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842917NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
1443529USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842920NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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1443530 rows × 78 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLHILL_WQX \n", + "1 21FLSEAS_WQX \n", + "2 21FLHILL_WQX \n", + "3 21FLHILL_WQX \n", + "4 21FLHILL_WQX \n", + "... ... \n", + "1443525 USGS-FL \n", + "1443526 USGS-FL \n", + "1443527 USGS-FL \n", + "1443528 USGS-FL \n", + "1443529 USGS-FL \n", + "\n", + " OrganizationFormalName \\\n", + "0 Environmental Protection Commission of Hillsbo... \n", + "1 Florida Department of Environmental Protection \n", + "2 Environmental Protection Commission of Hillsbo... \n", + "3 Environmental Protection Commission of Hillsbo... \n", + "4 Environmental Protection Commission of Hillsbo... \n", + "... ... \n", + "1443525 USGS Florida Water Science Center \n", + "1443526 USGS Florida Water Science Center \n", + "1443527 USGS Florida Water Science Center \n", + "1443528 USGS Florida Water Science Center \n", + "1443529 USGS Florida Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", + "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", + "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", + "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", + "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", + "... ... ... ... \n", + "1443525 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443526 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443527 nwisfl.01.95800924 1957-10-21 14:05:00 \n", + "1443528 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443529 nwisfl.01.95500782 1955-04-08 NaN \n", + "\n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 EST 21FLHILL_WQX-585 \n", + "1 EST 21FLSEAS_WQX-48SEAS190 \n", + "2 EST 21FLHILL_WQX-047 \n", + "3 EST 21FLHILL_WQX-021 \n", + "4 EST 21FLHILL_WQX-112 \n", + "... ... ... \n", + "1443525 NaN USGS-273926082304501 \n", + "1443526 NaN USGS-273926082304501 \n", + "1443527 EST USGS-02306001 \n", + "1443528 NaN USGS-274455082253601 \n", + "1443529 NaN USGS-274455082253601 \n", + "\n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-301235413 NaN NaN ... \n", + "1 STORET-310535134 NaN NaN ... \n", + "2 STORET-300620295 NaN NaN ... \n", + "3 STORET-300666279 NaN NaN ... \n", + "4 STORET-301229196 NaN NaN ... \n", + "... ... ... ... ... \n", + "1443525 NWIS-6842517 NaN NaN ... \n", + "1443526 NWIS-6842520 NaN NaN ... \n", + "1443527 NWIS-6894386 NaN NaN ... \n", + "1443528 NWIS-6842917 NaN NaN ... \n", + "1443529 NWIS-6842920 NaN NaN ... \n", + "\n", + " AnalysisEndTime/TimeZoneCode ResultLaboratoryCommentCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " ResultLaboratoryCommentText \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", + "\n", + " ResultDetectionQuantitationLimitUrl \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 https://www.waterqualitydata.us/data/providers... \n", + "4 NaN \n", + "... ... \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", + "\n", + " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "1443525 NaN NWIS \n", + "1443526 NaN NWIS \n", + "1443527 NaN NWIS \n", + "1443528 NaN NWIS \n", + "1443529 NaN NWIS \n", + "\n", + "[1443530 rows x 78 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = res_narrow\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df, stations_clipped)\n", + "legend_kwds = {\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Harmonize Characteristic Results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Two options for functions to harmonize characteristics: harmonize_all() or harmonize(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# See Documentation\n", + "#harmonize.harmonize_all?\n", + "#harmonize.harmonize?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### secchi disk depth" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 84993.000000\n", + "mean 1.470571\n", + "std 0.902863\n", + "min -9.000000\n", + "25% 0.900000\n", + "50% 1.300000\n", + "75% 1.900000\n", + "max 32.004000\n", + "dtype: float64\n", + "Unusable results: 196\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 6.887748058561893): 47\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Each harmonize function has optional params, e.g., char_val is the characticName column value to use so we can send the entire df.\n", + "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", + "\n", + "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", + "df = harmonize.harmonize(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The threshold is based on standard deviations and is currently only used in the histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
7821FLHILL_WQX-1710.60mNaNm0.6 meter
10321FLHILL_WQX-0925.00mNaNm5.0 meter
11821FLHILL_WQX-1610.50mNaNm0.5 meter
13021FLHILL_WQX-144341.30mNaNm1.3 meter
13221FLCOSP_WQX-COSPE6-42.6mNaNm2.6 meter
.....................
144321021FLBSG-41.0mNaNm1.0 meter
144321121FLBSG-41.1mNaNm1.1 meter
144321221FLBSG-41.5mNaNm1.5 meter
144321321FLBSG-41.4mNaNm1.4 meter
144321421FLBSG-41.4mNaNm1.4 meter
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85189 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "78 21FLHILL_WQX-171 0.60 \n", + "103 21FLHILL_WQX-092 5.00 \n", + "118 21FLHILL_WQX-161 0.50 \n", + "130 21FLHILL_WQX-14434 1.30 \n", + "132 21FLCOSP_WQX-COSPE6-4 2.6 \n", + "... ... ... \n", + "1443210 21FLBSG-4 1.0 \n", + "1443211 21FLBSG-4 1.1 \n", + "1443212 21FLBSG-4 1.5 \n", + "1443213 21FLBSG-4 1.4 \n", + "1443214 21FLBSG-4 1.4 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", + "78 m NaN m 0.6 meter \n", + "103 m NaN m 5.0 meter \n", + "118 m NaN m 0.5 meter \n", + "130 m NaN m 1.3 meter \n", + "132 m NaN m 2.6 meter \n", + "... ... ... ... ... \n", + "1443210 m NaN m 1.0 meter \n", + "1443211 m NaN m 1.1 meter \n", + "1443212 m NaN m 1.5 meter \n", + "1443213 m NaN m 1.4 meter \n", + "1443214 m NaN m 1.4 meter \n", + "\n", + "[85189 rows x 6 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at a table of just Secchi results and focus on subset of columns\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Units']\n", + "sechi_results = df.loc[df['CharacteristicName']=='Depth, Secchi disk depth', cols + ['Secchi']]\n", + "sechi_results" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
73476221FLPDEM_WQX-14-02Not ReportedmResultMeasureValue: \"Not Reported\" result cann...mNaN
73800821FLKWAT_WQX-PIN-COFFEEPOBAYOU-5Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74112321FLKWAT_WQX-PIN-COFFEEPOBAYOU-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74192421FLKWAT_WQX-PIN-COFFEEPOBAYOU-7Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74633121FLPDEM_WQX-E2-D-19-02Not ReportedmResultMeasureValue: \"Not Reported\" result cann...mNaN
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1413747USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413767USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413775USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413887USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1418065USGS-02306000NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
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196 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "734762 21FLPDEM_WQX-14-02 Not Reported \n", + "738008 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", + "741123 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", + "741924 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", + "746331 21FLPDEM_WQX-E2-D-19-02 Not Reported \n", + "... ... ... \n", + "1413747 USGS-275530082383300 NaN \n", + "1413767 USGS-275100082280500 NaN \n", + "1413775 USGS-275530082383300 NaN \n", + "1413887 USGS-275530082383300 NaN \n", + "1418065 USGS-02306000 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "734762 m \n", + "738008 NaN \n", + "741123 NaN \n", + "741924 NaN \n", + "746331 m \n", + "... ... \n", + "1413747 NaN \n", + "1413767 NaN \n", + "1413775 NaN \n", + "1413887 NaN \n", + "1418065 NaN \n", + "\n", + " QA_flag Units Secchi \n", + "734762 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "738008 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741123 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741924 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "746331 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "... ... ... ... \n", + "1413747 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413767 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413775 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413887 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1418065 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "\n", + "[196 rows x 6 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at unusable(NAN) results\n", + "sechi_results.loc[df['Secchi'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasureValue: \"Not Reported\" result cannot be used'" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at the QA flag for first row from above\n", + "list(sechi_results.loc[df['Secchi'].isna()]['QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagUnitsSecchi
244364NARS_WQX-NCCA10-1674-9NoneResultMeasure/MeasureUnitCode: 'None' UNDEFINE...m-9.0 meter
73476221FLPDEM_WQX-14-02Not ReportedmResultMeasureValue: \"Not Reported\" result cann...mNaN
73800821FLKWAT_WQX-PIN-COFFEEPOBAYOU-5Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74112321FLKWAT_WQX-PIN-COFFEEPOBAYOU-1Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
74192421FLKWAT_WQX-PIN-COFFEEPOBAYOU-7Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...mNaN
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1413747USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413767USGS-275100082280500NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413775USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1413887USGS-275530082383300NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
1418065USGS-02306000NaNNaNResultMeasureValue: missing (NaN) result; Resu...mNaN
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197 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "244364 NARS_WQX-NCCA10-1674 -9 \n", + "734762 21FLPDEM_WQX-14-02 Not Reported \n", + "738008 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", + "741123 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", + "741924 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", + "... ... ... \n", + "1413747 USGS-275530082383300 NaN \n", + "1413767 USGS-275100082280500 NaN \n", + "1413775 USGS-275530082383300 NaN \n", + "1413887 USGS-275530082383300 NaN \n", + "1418065 USGS-02306000 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "244364 None \n", + "734762 m \n", + "738008 NaN \n", + "741123 NaN \n", + "741924 NaN \n", + "... ... \n", + "1413747 NaN \n", + "1413767 NaN \n", + "1413775 NaN \n", + "1413887 NaN \n", + "1418065 NaN \n", + "\n", + " QA_flag Units Secchi \n", + "244364 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", + "734762 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "738008 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741123 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741924 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "... ... ... ... \n", + "1413747 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413767 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413775 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413887 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1418065 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "\n", + "[197 rows x 6 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All cases where there was a QA flag\n", + "sechi_results.loc[df['QA_flag'].notna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If both value and unit are missing nothing can be done, a unitless (NaN) value is assumed as to be in default units but a QA_flag is added" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
021FLBRA-1530-A20.375000
121FLBRA-1541B-A31.166667
221FLBRA-1574-A10.250000
321FLBRA-1574A-A20.250000
421FLBRA-1574A-B11.250000
............
11261USGS-28063008235090031.966667
11262USGS-28063508232210022.100000
11263USGS-28064008243470032.302933
11264USGS-28071908229140021.000000
11265USGS-28073008243180031.947333
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11266 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 21FLBRA-1530-A 2 0.375000\n", + "1 21FLBRA-1541B-A 3 1.166667\n", + "2 21FLBRA-1574-A 1 0.250000\n", + "3 21FLBRA-1574A-A 2 0.250000\n", + "4 21FLBRA-1574A-B 1 1.250000\n", + "... ... ... ...\n", + "11261 USGS-280630082350900 3 1.966667\n", + "11262 USGS-280635082322100 2 2.100000\n", + "11263 USGS-280640082434700 3 2.302933\n", + "11264 USGS-280719082291400 2 1.000000\n", + "11265 USGS-280730082431800 3 1.947333\n", + "\n", + "[11266 rows x 3 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate secchi data by station\n", + "visualize.station_summary(sechi_results, 'Secchi')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\mapclassify\\classifiers.py:257: UserWarning: Not enough unique values in array to form 5 classes. Setting k to 2.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(sechi_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ZRsvn9QwVDn2Mwm9Ka8IF/yN1zmcJoljHiHWADWH5HAnFQWJttUOlnXCQlP8gih5q3yP7k6+S/vufhjy/iIiIoREJxUHiHPAZ80c9wah1v0JTa503Lpa/aOo3hvffQu7em4ZnohERI4AQw5D7HGmK6xeyfTyMN137dLkALP97oC+9pswUEGr8f96ACoJhm29ExHASLZ8jahL7xAkmLEdrNPnCEOUblAvKqtfqDJrvFIjWePdEy+iIiLVFJBRXA2v7vbH3/ThYIi/I8m8IURHDWKQoHDVaa8Ksj9+Txe/Joryg8Jb5J9SELzyW322Uu+kiNjg2hNJhUUjOaiCEwD3iVPS4jQj++gfy6iIajXQsU7FbaXRohCACpC0J/YDcspRpb5DH7wHpWLhtiWIKoO5aSc+Zh5txpURu+UESx89EtkUVviPWLsNSZHZ0y8RIU1xdhBDE9zsc4gnzgqZYnVt5IWEmQPkKHSi0rwh6PbJLeioEYgHlh+RWpYuaoQ4Co21KQCvC1/5L6ryTCd58ec2dYEREDTYETTESikMk8aXzS080qECh/GrBF2S8+vZEQIcKlSsspXXpjixAWqbYbeZX30Gnuof5DCIiIsqJhOIQsaZuh9x6Z6MhhkYrrEWYG9ijHOR8oHYso9FCFdm7IidMxNoj8j5HNET8C980dsSgRgxigUacJoXls9Y1H0IIgn/fN3wTj4gYJELmU/2G8BCjXOqM8umtG8jmVhJf/F6/2whr4I9a2AP1PzDZL1rV1kYjItZ3fvKTnyCE4MwzzxyxY0Te52HC3mFviLmQq9G+QICVdAh6cv2OYcUdo2n2t7oQRIVqI9Yaw+N9Xr39n3rqKX73u9+x0047Den4AxFdXcOIveV2CKvPFy7Nw0o4CMequ68Vt7Fce8CmuKKpdegTjYhYTdaW97m3t5fjjjuOK6+8kvb29hE4sxKRUBxGYp/+KsKRJcEmKbZIlVIS60hiJ91KwScEdtLFbo4PGKyttYZxm4zU9CMi1ijd3d0Vj1yu/kpq+vTpfOITn+Cggw4a8XlFy+dhxJowGWIJpMigfVV0jhQQQuC0xrFbYuhAGeGoQJDPhBkAIQS6p2sEz2D9pOfX3yd48SljmmhqpunCP+C2jqy2sb4ynMvnKVOmVLx+/vnn84Mf/KBq+xtvvJFnn32Wp556akjHbZRBaYqzZs1izz33pKWlhQkTJnDkkUcyf/78im0WL17M8ccfz6RJk2hqamK33XbjtttuG3Dsyy+/nM0335x4PM7ee+/Nf/7zn8GdySghdvaVCG2yVOr9eIQQ5n1LlhwwAzintdZopQiWLx7mGfc5jgpR3avQ2fSIHmdNkPr3Q6w65RCCF54qpWP29pL6xudYccrH6H7w7rU9xXUOIYfnAbBw4UK6urqKj3POOafqeAsXLuTrX/86f/7zn4nH42vkHAclFB966CGmT5/Ok08+ydy5c/F9n4MPPphUKlXc5oQTTmD+/PnceeedvPjiixx99NEcc8wxPPfcc3XHvemmm5g5cybnn38+zz77LDvvvDOHHHIIS5cuXf0zW0s4zS1YXzgbFQyyGG04cMhOmA7Quexqzqx/dDZN7m/X0fvd40h9/3h6v30M6cu+R/Daf0fkeCONl8ng/f6iuu9LJN6fLmXVaYfQNfeva3BmEQVaW1srHrFYrGqbZ555hqVLl7Lbbrth2za2bfPQQw/x61//Gtu2CcNhKPrcB6GHUHVg2bJlTJgwgYceeoj9998fgObmZmbPns3xxx9f3G7s2LH89Kc/5Utf+lLNcfbee2/23HNPLrvsMgCUUkyZMoXTTz+ds88+u6G5dHd309bWRldXF62ta9cZkb7hYsJnH25I0GlflbREacJy+i67tdboQKFyIQho++VtyKbmYZuvzqRJ//o7qPffBl0W7iMlaE3s+LNw95g2bMdbE6z62hHQj40KKOaqa63gwGNoP+aUNTS74WVN/PYLx3h4i/E0DzH6oVcp9n9jWUPz7enp4e2336547eSTT2bbbbflO9/5DjvssMOQ5lKLIZ1dV5exb3V0dBRf23fffbnppptYuXIlSiluvPFGstks06ZNqzmG53k888wzFQZUKSUHHXQQTzzxRN1j53K5KkPtaCDzp5+i//toMTWvHmY53CfYWxkhWWvZrXIhlmub/bpXDeucvbk3VwpEKUwFIKERliB3wyVkb/oNqnvlsB53RGlAoxYIvN4M0rbg/luiqkQNsKaLzLa0tLDDDjtUPJqamhg7duyICEQYglBUSnHmmWey3377VUzu5ptvxvd9xo4dSywW47TTTmPOnDlstdVWNcdZvnw5YRgyceLEitcnTpzI4sX17WezZs2ira2t+OhrtF0bBG+/ivrfk4RhSNDro7IKHZayVMwf5TvUuAhtgXQthCOLDx3oYmyiEALR0gaASqcIFr2DGsKSWocB3mP/KAlESxQ95sUUQyD491wyvzgTtWrZah9rNKLyqZVKKVZN/+Rans3oRwoxLI/RzGp7n6dPn868efN49NFHK14/99xz6ezs5N5772XcuHHcfvvtHHPMMTzyyCPsuOOOQ55wgXPOOYeZM2cWn3d3d691wej9+WdopdCp0hJUB6aEmLAEWhjNUAiBQKAtymoxYoRgQRDlO/+hMcJTGMEqLEnw5nzS11+GLnO6yI03penks7C32HZQc9Y9nZDJ24St0rFrb9tF7tYrSJx6fs33RxNaN1aiSmtTjEMKgYg0xXWCBx98cETHXy2hOGPGDO666y4efvhhJk+eXHz99ddf57LLLmPevHl88IMfBGDnnXfmkUce4fLLL+e3v/1t1Vjjxo3DsiyWLFlS8fqSJUuYNGlS3TnEYrGahtm1hVYK3b0C5dVIwdNGOBaf2toEaqvSa8ISxr7oigqtMkwFxbYHwpIgBKlLv191CPX+O/RcdCbN3/o5zgcav/kIt+TRG3hZowlffga1aplpyzCKCXWILfr/eSutjDdUSEIVRvFpDTAcpb+EHt2a4qCWz1prZsyYwZw5c7j//vuZOnVqxfvptAnjkH0MsZZloerk67quy+67785995UKHSiluO+++9hnn30GM721QrjkPbL33ERq1tdAa1QuRCuF8gNCL0D5obEdlhOYH5e0JdKWCClQXkiQ800txqxPdlkPPa8vwe/JIIQg9PJetv60Ga3pvfyHg5q/SDZjbflBkLJhm5pa/M6gjrE2SF5yC6q/drQC/HQWGXNACoQAVaPWZUQlG0KVnEHdHKdPn84NN9zAHXfcQUtLS9Hm19bWRiKRYNttt2WrrbbitNNO4+KLL2bs2LHcfvvtzJ07l7vuuqs4zoEHHshRRx3FjBkzAJg5cyYnnngie+yxB3vttReXXnopqVSKk08+eRhPdXhRuSyZP/wE74UnzZLYEoiYRPlhhQao0aawrBQVsYtBxkfkBZH2QsKsR5j1yWQqPaZedwqtNbKw7UAe7VQ3/qsv4mzTuLboHvI5MrPPbbgksnBGj4Zej6b2DnpjcexsBmlV/sw1ijDrg9Y4iRgqCLBsq2YdzIgNj0EJxdmzZwNUeZKvueYaTjrpJBzH4e9//ztnn302hx9+OL29vWy11VZcd911fPzjHy9u//rrr7N8+fLi82OPPZZly5Zx3nnnsXjxYnbZZRfuueeeKufLaEBrTeaem8jdfh1C57NR8pkpOmM8x7pWJLYyYTXCsUyflq5csflVYXPp2DhS4qcyFbv6vRnc1iYzTBCaY/ZD8PILgxKK9ra74n7iePx7/jzwxvEkcvMPNDz22sQhQNsCL53NRwMIUJrQ80EKnJYk5APptadqf28RFWwIy+dBCcVGlldbb731gBksb731VtVrM2bMKGqOo5ne3/2Y8LnHEHU+CiEEwrZqBm/rUKFtWWpJ0GdZXdhX9t1fa0Dhp3PYMdekCPZHIjmIMzLIjTYzy3zRv21RbroNwnYGPf6aZuUZR5v6ffEYUtoEWc/EIwqB1RzDsm2QxtSjvNCYMFpHt510NLA2q+SsKSLb8iDIPfZP02mvAYVCSFFtSwQjCLU2tqxCAdkgLHXz0xrpOlVCNUh72E2xvCbaP7H9D23shMrHf/HfRS95uSJaHkiuQ43u47wI332D8O35IC3sbXZGjl372n33809geRl0wbStQqyYqUBkOY4xcWgNobFfS0cSZHzG/ez6tTrviNFBJBQbJHz3DbJ//pXJoW2AukLREiUbV6FftGujvADth3XvxEqbzJeBlHV7p72Q8cFrijow8Xo6NEHloqxVa6EzoTkvI2nUisVkrrsY9XYp9z0H2DvvS/z/vo5YjTkMF+q3P8wv8TQqUAjXzldFVwTpHMK1TddFQOUCgkyI3H2/tTbfdYlo+RwBGG0pdfl5+ScN7lRviSDKxhAl66AVcwg1KD+oqKxdiFWUCJQf4nz0QPxXXkQvW1Q1tDX1AzSdfkGDE6xENreVnmjqOnS07ZC58TKCf98LNby7wX+fJN29kuTpP0FY9etHjhQrvvwxJFbRux9mArNUthQqFCYrCJ3vpWO0YN2cpH36D9b4XNdFouVzBADq7VehexWVEm01kKLuXdIsm210EBL6QfE1MEs82zYCJnH4F2g6aSLec4+T/ftN6N5uxJixJI48Ef/t11lx+rHozhUgBfYW29J8wum4Ww4c0K1SqYZOL3z+EUITSV77x60V6s1XCF56CmfH/zfgcYeTlTMOx7JttALpGMeKlXRQ2RBpSyzHMqFNgTIpjEKCDWN/ffsanWfE6CYSig0QvDm/tGyVospBUosqp5SguGSrRaGdqVLK2BjBtEwNlcnNFYJQAU1Go3N33Rd3132L+688fzrBq/NKNkAF/vwXWfX902g56eskDzm6//n2dJZsifVOr2CjqycQiycj8f9z/xoXisL3kQkby7aKn79AYLUYYRhkA7P8sy1j2rAEY2b/Y43OcV1HSDnkdhj1nJSjhajydgMIWVbcoZFvVFDhIRaWRLp2Q8sGL5UlDEJCP0SFCiEldtI4WNKLl9N5+41V+/T8eTbBq/PMsfq2R9Wanmt/RbCy/5xl0TLGLPkF1YUsBMUq4g2hlRGya5AVpx+JFbNM6A2VQcZgNEc7aSNsgcjnl8cuiUqGDZa11Y5gTRIJxQawtt3FyAphUsL6rZItzA/HijvImG3+7afgbDlaa4JMFhWEaGEaWTnN5YU1NZ23VscSZubeUTdcqiAYU3+6vN9ju3sdUKwGLixRetj5fwvVTVRprnWRco17oUUmM2BhX2FJE08aaLyNtyeRSKzROa4XmItg6I9RTCQUG8CaOBnrAzubRnsiXznYolJzEoANMm4Vv/TBGJS11njdaSzHJtbWRKw5gZSSIJPD6zbpky2bjCdY/H7FfioI0Nn0gMfy58/r/xy32Qm59c6gTe61Rpe8zwXbZiG+ciBlWSmc//exATYaXqQtB/wMRP6C1GiSX//BmplYxDpHJBQbJHnKOVgbbVp8bjQPgbBNeS8Zs7CbXRPnpzXCAqx8mp/ShH6An8oQZHImeFtpk+WiFDpUKD/Ecmzi7a3IfAC3dG3c5gR2wi3GLSbGj0xvESEEzV85D2vnD6P7OpUVhLmgKhyplraodT4MZosPjsg861HVRbEe0miKmdM/NbITWk9Z0/UU1waRUGwQ0dRC0zm/IXHK2Vhb7YBoGYNwJTgUgweVp0xZQglB2kdlA4TWSEtg5wWc5doE2RxBzifw/FJcoBBIx8aKOThNCWPQzv94rJhT9EjHN6qsHCRtGxFPDJht5GzTv5DSWqMyaeJHnkzyG78g6Pbwu3N4nRn8zgwqE1T+mMuCzSvG8ELCjI9etGaLRjRczCIXIKXEtm2WnHQAXiYz8E4RJaQoOltW99FIk7a1SeR9bhCtNf5LT5N98Hb0m68Ug5ulFhAzcXGFtgFhJkBYolgpuxxhSdzmBKklq4iNaTGv9blzaq2x4i5BJlf09DoJlzDnE994Mn1JHPQpMnffVHfeCEHT8bVTKLXWZB66h96//olg4ZsAyNYxOH3URR0qwoyPlXBKHm5NcamtfaPtFrfPB4OvKcKxG2H3LstXvKm+6AqVzkVeD9AaXCdG91c+ibAkiXMvIzl13cjpjhhZIqFYA+3nCJ5+AP+xu9Cdy9FhQNibNj1X8nGGheIBIm7ll8Bm3zBjhIHMF37oe4EWisfG21vIruwhMbaNvhS2kbaFymuIQkq00sRqZF60fOFr+PPnESz4X2VaXl4gtpx4BvbY2nm9PTf8nt5br60wfqueTmiuzkhRXmAKsroW2FbRy64CVQxT0tpUCbcmb1Hv4x0Rxl54Nd2nfwLpVn/uhRtTmCkJ7eJnLCWhH5C5cAZq5iyad9hjjc57XSMK3t4A8Ze/R+7i0xHaeGK10vjdOVP9urxKtiWRrjSVb8qEkInh6j+OTwijRfrZHPE6MX9CiAqhCIBtE6+T19xx4RWk77mN1N/+YoK3hcTZ4gMmeHur7Wqf6xvzjUA0ky+9kY+PrGX/MRqjAnyEY9V0utg77IG01/xPK5iyHfY7LyNsCVZJ8GlfEebCmnMVloXOeWBpvF9+F6761xqf9zqFFENf/kbL53WH9B8vRr34SNGYDBS1CVW+nNT5jAmq4wILBn+tC46UkjAVlqhY3kkhCD0fO+YOODetFLG9Pkzu3w8R2/9gpF29T/LQT5M89NMNn2/qX3eAtGqm64Wejx13a2q75mTyJf8L88tvJ5LNNJ1W3b93TdDx7YtZNevriHdeQ0phNNh+TI2FMm9CSlQYYjs2q+6+ifZPHLvmJh0x6ogcLXlSv/4W6sVHqrrwCSlwWmNYTaVyWSaFrLYtsOA40UG+aVW5AhYaraUY4uKHRbtcelU3nW8voXPhUrx01mS2lC1Jw1wAL/6b9LW/ZOUXP073FT8m99o8MvfcQm7Z6jWT8t95vaZABFO3Mch5pfOizGTQMYGmM36AiDeZ9wrnE4QEK1fSddFZqFTPas1pqLSf8yvGzP47fs4vfrb10H20Y4Dg1itHeIbrNkN1sgxHRsxIE2mKQPbBO9DvvlqRDVGg8LeddFBeaFqQljWY6otWhVI29ZcI2leEOkS6NioICD0f5YfkulMQhgRdvWgNdlOMeFszQgrsRJlmaAuCpx8iePoh8/zmK0kJQeKzXyJx6GcbPm+ZaDK2xDqCQ/khQdyl6SMHEb77NiKRIH7YMcR23IPeW64mWLUqH+Rtlc5WCII3X6X7iosY861ZDc9luHEuuRX1rWP6LcgrhECFpn2EyH/3a6vT3LKvfBKpvGLClNp2F3hnATLVW3TiceRpdHyi8ZXASBDZFDcAtNYEf7+6aH/qa6APc8amJx0LO+kQZoP+7YWS6ji/GoQZH7clacaS4HenTDO9fOEHISBI50ilcyTGteEkTGaLcKzamYZak7n5SnQ2Q/LIExo698Q+B5B7tn5vbaRF4iOH0HLKNyoP5eXI/OMWrJhTlP2FzBk7bwf1nn2cYPG72JOqveVrgtbWVlZuuzPipRdK8yujUH1I55fY0rKMJjyIvFyd7kF3r0TZDix732TybLlDTdNG5XHzS/bO5aw447PYSRcryM9RCuPMeuV5ExeqKZWgu+13rLr99zRfdifOKGratr6xwQtF/82Xin+XO0xyK1PkVqZKP0ghcNsSOE1x6umBWmuCnI/tDFyZWtgW5AOyve4UQggS44wn2gR5e8VjZFZ0E+toRigx4EWbvfP6hoVi/MMfw7rlGsLlS6uX0UIiHIemTxxTtZ/3+itI5UMfraGUZ2yjNXgvPr3WhCJAxzd+yooffg35zuv5bKQye682y/3Q8/PhVQJCTdBfs6s8avki/Hv+RPDi49WrAgnWdnvgHnd20dm04vab0Hf8AassDVEr47V3k3Fj+5QYgShM8VvqTEOHmp4ZR9Bx5T9X/4MZAsNST3GUO1pG9+J+DeD/5ZdV2mF6URfZ5b2VRWK1xutMk13eXXO5qbXG78mWWg0U6JPrqbUGCXbcwYq7aCDe0Ur71pNp2mgsTRuNpX3rKYzZchNTHSd/7CCTQ7iN1SfMPnjXwBsBMhZn7IWXY2+c75dtWZAvgCtbWuk4/1LsSZtU7RcueKkiuLwvJpxIooOg5vtrkrHnXYE18yeo0JRkU0GA8gOCbI4w5+WjCJzSuQzQ0U8te4/s5d8iePFxE4rV126pIPzf02Qumc7yh+ay4osfg7uuws4XBCk+pMSOOflqPWVaYi5kwMoboab3sblD+2BWl4L3eaiPUcwGrSlqraF7ecXzIO3h92Tr7hPmAoKsh5OoXL6EWdOe1EoUlpR9bHVCgAWWXRJs0jVLcpV3vpQLGTsZY8yWm7DytYWgNEE6R6y5uaHmSrkH7yY+7ZMDfwCAPWEjxv/qz+Re+A+55/4NKsTZ5oMk9jkA4dReBqqVS+t7pSnlGNsbb9bQHEaa1u13ZVkQgCWR2nRFFJZlCkjIUvkfpUPcpMvSL0xjwvUP1hzL+9tVhKkeI7yEMOmcSqMLDcyAwPMJ/vca1ms/R6GxreoKSYXnhRAubYPflcFyKvuB18O77mLYb83ml4MpiCLEEEuHjfLaYRu2UOxeaf4tu8BznekB9/O6s1VCMciUZ3AUDW2lVyxRDOPpi+VaKK9yvSSEQLo28TEtZFd2D8o4LVpaB9xGpXrRvodsHYOQkviu/4/4ro3VPxS2bS7mAVLr7E2nNjTeGkGAZQlUPkrHsgRCljKRAGzhAEZgLpn5OSZeUlmmTXUux5/3FCpXCPUpu0UJypbkAdKS6BBT9bsfdCGuyVNYMcfYixuRGaNbrqzTbNBCkUwvheZRBaHTVzjVol6nPjC5tVaNbnfC7scbrTXClihfVQm/5IQx+OksblsSbAH+wFdD7NTv1X0v89RjdN3wB3LzngNAto+l5YhjaTvmRITbmPHe3nI7cvfdgcq3TZB9Qiw0INs6kG0dDY23JpCOjZ/xcJpiYFsIXZpzhfkEsF0Hb1F1u4fcndeUBGJeCFbsCIR+gHQkwpImUkGKAT3gGo3yA4S0UDpE0oCZZC15cCOb4vpO61hzd8+FqFxImA4augMXm9j30ZRUaGILq2LjZP9hCOXB4gWKlaMtSdOEDkDW1TQrjyWw09013+q561aWfnc6ubxHFkCtWkHXH3/LkrO/ivZyAw6vgoDUo/eTXdWD15XC60qRXdWDny6ZHAQQP/QzoyoeTX7sGNzmBEHWQ/XTIKwgwCy38samlr6H99SD5uREPjA/VBUPlS8sLG2Lcm9cI8UqlNIImV9ON1DxJ/GtXwy4zUgQFZldz5HJZnxPmQshH/pQEQ9YB6c5lrchGkdCGJhYtzDn1ezg1/DSt/wiyi+jhJA4LQmEkGSX9uCn+qnqkrdlZv5eXRwiWL6Ulb+5yDxRfWuAKXLznqP79r/0Oz0VBCz96mfIPHpvVXWcMOeT6zGmB2e3DxE/6KgBTrZwaIXOpEa8gET7sacS+gFOLI5dx1ZaQAiB5VhFTRggfe3Pja0v0Gg/392wkK2kS/8WbZQCU9B2AIFYuLlK2zL3Y1/VDagvIgWJrddsabYNiQ1aKIbpFCIIS0ZvSxAb39R/LxUpcJIxtAa/N0euM43fnSlqC346WzsmrkGK8XO6lM0SpLOEWS+/Afi9mYoLFgEqNC1SdRjiPXk/us+F1fvPO+qcUPHA9Nx+IypdX0B1X/VL1PIlVVpW0fTgB9gfPYrmr31vwE5+KtVD+tqf0PPNT9PznWPpOeto0ld8n3Dha/3uNxTGXX0vKvAb+z6EAK+k/YYLF0BYih4QljAanYSSDdmYEnSoTPyjNAHwtVYVUPYdBwrhSsKcb9qxKkCqai+tACzo+MPaCccxSPIq7eo/RrnYGd2zG2HS1/2yFPaCqZotpCA5eQyWW21ulbZFckIb0pJIO1+CKlRFjRFAeT5B1qsK06i5rM5j0gNVUTuEkqAJc35FSa4CYTqH35shSOdME/vCVxkqCHzwvIrt/bcWlJ1IqXaj5Tqmf4xtES5bzNITD2HpcQfR+fPv4r/+SuXn9cA/TFkz18aOuxXB2/lZk332CYTsXyCGyxbRe+6JBM88Cn4h3hHCV18g9Yuz8F96ut/9VwetNcE7r9P67YtNFstA6X9aF/tnqxVLIFClauRlldWFyAtHUVp6m1WHMgHhSldEDBQEZOH4gecb50zKL24vbMvU5gxDNEa4amFugolf17m5rSE2hOXzBuNo0UFA+P7boEKsjTZFxOIEr/0Xq+BkKbP7SSFJTmwj9ALCrG+8lTEbq6z5lHSsUmc/Yazu0pIoH3JdPcTaWooFFQBUoJCOrF/WqoaTxSxLK4Vb1Xkpk/YgbQsVhqA0obDIPP04MtlEbIddEW4MEU8Y4ZMXiOVCoXj+rk3g+0gZknnyQTJPPULH2T8jtts+AFg6wGlvrfDYOsk4QdYzcZQCwiXv15pmxTmlLv02OpvXwqQRiAVBI6Uge9WPsC68Hpls7nesRvGefYz0LX9ALXnPnC8Dp6qVVycK3pxfdbPqi5AiX68xLzBti8DzsGMOQS5AOxpChXRsBAIVKlQYmJuZZX4/SmlEEKIlyJhttM7870UFMObKe6qcWhHDz3ovFLUKyd59M5l7bkH3dJkXYwniH/1kRTxY4UIvFE8FsFy7psYI5uJwmuP43RnjeAkVwraIjWkm1t5kvI+B0SKVHyKkwIo5yJhVUTpfhzpv+JdVTp6i9jjgOSqwTMxd4HvYTkju2p+h/IDOUJA88gQS+x5A6p7bEfnzqVfnEWWWh1prCAJWzvoWk/58H/5//4PbXKrwXb6/k4iB1viZHMLq/yeVvevPqKWVBSx0DoRr2joU7J2Zq39M04yh507nnriP1JU/pW9AdN3SaNq0iIh/uVTpp2iqqCcQyX9N0mTFgFkSWzHbCEppcqoDBX4qCzrEisXNTVRrxAf3ZNzMynNd/pffEj70N8SW2zLu22vHqVKLDcH7vF4LRa01vVf9Au+RPjaYXIbsPbdBSyt2sdRX2WXT6HemwE7ETZaECkl0tBbtkUIItCWRMRvlh2QWr0KrGJaIE6oAgSgWgRXkl0f1PKKWNDFs+bzYIOtXxAgKKZAxi1xXGtt1kLZFoXudLQTeHddif/Qo7AkTUZ0r6p6O6dbXR+gpxYoLzsQJMxWpcn2xEzFTH3KXveuO7z//BLk7r6/5nvaM4Clk7eg3X0J1LkeOGVd3vIHQXo709ZcVnvV5M1/WrSwzx/SXCYl/9hSa9juouGnw1oKi76QeRdNswe0sIPTCvOYo8hWTNBOvu29AeyvAuM9/BT7/lUZPdY2xIRSEWK918WD+f6sFYgGt0F2rCDJeUUMqflkDhEQUStujjUCyEi6JcW3FFptFx03+b+lYxCe04fdmCXorO+8V/9KYMI9yYWdJnJY48Y5mUzQg7pjKOWObK7zkMq/9xVqTpBavxO/NFI8PJjsm989biO28x6B/kFpr/NfmoZYt6l8oCIEdc2k5+Yy642Ru6b8sl/ZKZdW01oT/+8+g5lrAe+4xei78Gp1nHYvOpPo5YN4mHG8mjDdhH/Y5xl4zl6aPf65iM7X0vUE5y7BMnnysLYmTcHESLu7YBImJzWh/4LCniBKzZs1izz33pKWlhQkTJnDkkUcyf/78ET3meq0pZh+4u24RVTAxYSrehvC6sWKOWa4WllS2rGhoX6BUC1GZpbBjMjt02H/amx13cVqTxcKzde+4SqPz9k1pF7x11XdXpzmOVkazKWiGGo07pon00k6EZeEkS8HYTlOc8KWncFubCDK5yore/SCEaChVVWtN8uAjsdvH1nw/fGcBamn/9kYAHWiEk9fccvXTLWuhlCJ9ybcJX88X+ajx/dWiZcb5ONvsUPd9kWjqN62xansn/90K0Hm7s/bzbRy8LMSrWz2sM0gBQ7Vrysa+F4CHHnqI6dOns+eeexIEAd/97nc5+OCDeemll2hqahraPOqwXgvFcPG7/cd8aY3wcsTPuIj0b85FZAPs5hjCFmgLQJg2BBX7GKeJlbCLAjT0wmItxv6wHItCj5eGEPWXGlpr7CYj9Mo1U6cpTnZ5N9lVPTjJGCowdRot18ZOGIeL0xInyOTIdaWKNrDSMWvY2frGNdaaqhDEdtu37vu6t3ZAeY0TK/4rJ01pbJ882Rt+UxKI0LAZRA6QFpk49LN0PfZP072xzjJal/2hMyFhoBF5+7EuVGAXAprHNDapUcqatinec889Fc+vvfZaJkyYwDPPPMP+++8/pHnUY70WirKllVBITOBXbUSyifj2uxGffTehl8P772MEt1xuerRIgZYa5atSMG6gjXZYZqRXfg2hWPZUayA01qaBvIdaawjzxxggPaxWr+PCK2HWI/R8gpxPvL2lImRECIGbTOC2JEgt7kTlSnGJhVCjclSosTbfhvCdBdWB3/mjipY2nDpNn1QmTc+dN+J19RptXAgs18GOu1WfW/GCiSWwtt2t7vlXHUMp/CfvqxproEWvnDRlQOFrb7IZcpMt0IvfQuSDrMs/+eIxyirsaN84yUS8dInJrXdZ573Hw2lT7O6uvFHGYjFiA9SJ7OoyztKOjpFLIV23v6EBiO1zYL8CESGJlVUasdwYiT0+SvNPboWtdjBmPq/gDDHLWRmrTLczbU3LbIGCqk9VCBC2qOvJrqJgsxwkWmuCrGfiKSe2owG3OZGfVh/tD1O3r2nimFI4jF2oGlM5pjVhI5InfQMct3rplF8mJk/8OqJG8QPV28PS044i9/RjpbJq+VCjXFcvqm95sbygjx395QHjHSuO884CCCvHKjib+kMEmTqCvpK27/0KxowvFqWtQGMEYt9FRaCKJhgZc4l9/qwBj7MhMWXKFNra2oqPWbP6jzZQSnHmmWey3377scMO9c0dQ2W9Forunh/B2mSz2jYQKRHNLcQP+lTVW0IImr9yEfYeByJdaWL4yhtV1eotLCgF99ahVFasPsUOdKpxG1b5vl53hsT4NuMAcmqH35jpFkJwwG1Lms58NfKvhWXRcfZPsadsQcs5v8TedpfKc9p0S5q/8WPcXWsvnVf+5Nvofvq15HoyxRuKjBvbqLXTvrh7HVR3n5rUycIx7RJq/8ylayFSXQTzBnboyHic9p9fj73drsWMlWLmSj+hU8oPQQri379q2OIu1ybD2aNl4cKFdHV1FR/nnNN/w7Pp06czb948brzxxn63Gyrr9fJZuC6t37mYnst+SPDqiyXhqBRy4ia0nHFBv5Vc4seegT9pM3J3XIWwpQmbqTLBmWVso3YS6UpTaWUAdL64RH92xeK2+erPQc7DHdOEnXBNMPcAjoaCALYTLioXFDM9jNMG7Knb0D7zhzibbAZgBONZs1Arl6FWLkW0jMGaWF2EtoDKpPFffmGAEzUVYpzWOCKZxD3gKNyDB99NT266JWURgxXnaGzEoqh9FzMrhABpEbz8LM7O+zR0nObTL6DrrM9DJtVQDCkIkjMvxm5tH9T5jFaG06bY2tpKa+vAZe4AZsyYwV133cXDDz/M5MkjW819vRaKAHJMB23fv5TgrVfx//csOgxxttoee7tdBhQ2QgjcaUdi/79DSF98BqJrSbFMfLk30oo3uiwGLAlSl+IBbYGVzAd1CxPPFqQ9wmxgtiPfhrOWiikq0we1H2LHbBM4XihWIBjQcyq0CRuStkXyhDOI7bQH1viJSDdec3vZMR7ZMX7A0/Vfe2nAbQBU+wSSp52FtcUOiFjtYw6EdOPITTZDvfdWzfeLNthaN5kGWhAUx3FcRPt4VLq3IU3e/cjh2FO3bXj8iEq01px++unMmTOHBx98kKlTp474Mdd7oVjA3nwb7M23Wa19ZTxB8/evJPvys/hX/sCY0XRJ2EjHMlkpA8U3mvrMpgCp0GCB01bpQUaC3exiN7monKm+U9WvQ1BchmvIpxpq7LiDdGyTgVHwmg9gGC+YA6y4Q5D2SPy/aVh1wmoGTQO9agBEUxv2drWdNINizHioIxTNgcz5qlCVqtwQoF94GmvnZ3E/WO3Y8Re8jFr2PtamW2Jvsjk6kyZY+FbDUSmxDx+yWqcyahGibmbPoMZokOnTp3PDDTdwxx130NLSwuLFiwFoa2sjkUgMbR512GCE4nAQ32434pfcSfq+2whuv6ZoZywUiR2oErUQAlW2hLNb3eLr5dtAXoA6EjwjPPvmKmutSxkTupCaKIq9pMvpT1M0WRwKrRXW5C2GTyACzgd2NH1fwv41scT+Bw/PATuXGWdTJofXnTaxmELiNMVxWxNYjsku0n3CkNTyJaQuOYfwkE+TOObLAGT+NYf0rVdBtlSqTbS2Y03dGkIfraVpPtYftkRneofn3EYJazokZ/bs2QBMmzat4vVrrrmGk046aUjzqEckFFeD5IGfxhszgey1PzVhh8XSYwxsZ8pfkMWYt34Cvo0wLHtehp/xEKosVdCSpbxtIfJ5i6Lmvn3JrOhCujbjZ/1ogMkPDikliQ8fQubBv9ffKBYn8bEjh+V4OtlCZnk3fk95S4mQnOfjdaVITuroNyQm+8/bsLbeAe+FJ8ndf3f1+L2dBC8+BfmbkgrC0ufeB2FLhGORvfkK4id8C2vcJERiZIKN12cGlUk0TERCcTVxd/8wzm4fIvfkXIJH/2EEkGWh351ft/GQsCXC1WhPDbjUBopZEX0FrdedQYd9Wlj5mAvUNo3phczb0HT1/gW00oR+QPc7S2nauIOeG/9A+5k/GPjkB0Hr9O8SvPc2/mv/q37Tthn7oyuGLXYv6E71EYgltFKkl6ykadLYfm8SqcsuMBdiwWMdquLnWqhCVBxTa3QQViwHpS2xEqXugHrpe6QuOh2EhbPXNOJHnTyq2jQMFiFK3uOhjDGaiYTiEBBCEN/nYNjHLP+UlyP9o1NQvV2lhvUFoSbJ50nbKNm4Yb9AIT87rLH8K9vIaJ+yFNhdLPNVwxHt9aZZ8co7hJ4PCtL3/4PWk7+O1TZ8nlIpJeN+ciWZR+fSe+u1hCuWgRsj8f+m0XLcacMWpqK1Jv3cM/1vE6qanRhrUawaZFv59gK67s2u3GyiQoVdM30zxP/PAwSvvkjz2ZciW8cMOIfRyIZQECISisOIdGMkv38VuZt+RfDfxwm6M6hsaASVJYmNTYIw3uqBPMLFCtxogpRHkPFxWlzCTFB2PAsZN/X5qoSeLv1TWorr4uu9i1ex6tWFxc3j7U143RmWf/lT2JtvTdt3fordsfoVavqS+NDHSHxo5FpyhkveR2UHzpUOc40JxQKyvKTcUFEK3bmc3N1/JvH56UMfL2JEGJQeO1DFirfeeqt4J+n7uOWWW+qOu2TJEk466SQ23nhjkskkhx56KK+9NnJl6UcS6cZIHP9tmn82hzG/vp2m46eb9qauRZgLSrFyeftfPZuJEILQD/E6MwRpzxQTUKUL02mN4bTGkdKqqQUW0brCLimkWZJbbslJYMVdwmyAdGxAE779GivP/Dyqu3OIn8YapL/MpdUZLl99W5SVFmtk2VieJlleTamIUnhP3Iv2+y8ePGpZncb3tR6jmEEJxULFiieffJK5c+fi+z4HH3wwqZQpzzRlyhQWLVpU8bjgggtobm7msMMOqzmm1pojjzySN954gzvuuIPnnnuOzTbbjIMOOqg47rqIEAIRSxA/6CjG/PSPOHt8BGGZZkh+2iPo9fF7veJSuLxMvdYa5YWEKQ/lhQjHqqjibTW5SNfO27RqCwOtjb3Q783gdaXIdacJc34pjKgsy6Nl43EIx0JYEr9Q6dvL0TX7opH9kIYROWFjZGzgpmNWrDJMyGS8lC7SYquAGjerhoRiPpWzvP9KFV6uVPB4XWM4sllGef73oJbPA1WssCyLSZMmVWwzZ84cjjnmGJqba9uOXnvtNZ588knmzZvHBz9oOpTNnj2bSZMm8Ze//IUvfelLg5niqESO24imU84uPtdK4T18F7m7ridMp1B5TRKJ0R59cyEFKY/Y+GaEyrczkBIlwE7kL+w6pkmtNX4qiy7v7RKC7xtvqdOcwEtlSY4fQ/vWmyDLip5qpfEzZl//haeG+6MYMaRl0TTtEHr++be62whLYifiRnNP2BWhIVqb8l7l5onC6yVNUSAsC10nxMhKOBU3m5p50oW5xEcmxm6kiWyKAzBQxYpnnnmG559/nssvv7zuGLmcKboZj5cyGaSUxGIxHn300bpCMZfLFfeF6ooboxkhJbFpRxCbdkTF692/nYV67uF88yKJ0xbHdm38Xs8Y/oXRRJSv8rnLtbXEMOtVCkTKNZcQrzuNtCzat5lcM4fbbUoQZHKmaZZS60xll7avn4/36v/IvflG9ZtCkBzfjhWzkbHq8xFCgCOxpEPQU/pdaaUqqnObwHthWrOWtSkw7wtTUUnrusIQKbG33QWxHuRBr6+stlBspGLFVVddxXbbbce++9avs7ftttuy6aabcs455/C73/2OpqYmfvnLX/Luu++yaNGiuvvNmjWLCy64YHWnP+rQWpN76hEsTEC29kLc9njJOZKPh7Rcx5Qwo/aFp7UmzPpVr5Vvq0OFZdv4PRmcpjiUxdoVvK5W3CX0g0ELRJVNs/K3l5C6925UJo2IxUnsuifJzTdDr1yKSDbh7vFh3D0+jBig//JgkZbF+CtuIXXjH+i5+1bCzpWmwG/CxW5OIGyrpkAsUHBISddCefmbiix9JhUao5BoSxYrGmmtTDFZBnbKxD7xf8N2zmuaqEdLPxQqVjz66KM1389kMtxwww2ce+65/Y7jOA5//etfOeWUU+jo6MCyLA466CAOO+ywfgM3zznnHGbOnFl83t3dzZQpgytKOprQmRTCyyBcIyjsMXkPaZkXuZGiqTqooSHWiyQJFV5PhlhbUzFHGkrLG+k09vMI3nmD7OP3EaxYRu+/7sLv7ina5HQ6RfqxB0k/LmjaZDx2zMF/7nEyd/6Z1m//DNk+fB5uMKuMpmO+iHr7FYL5/y072dq1ImuOEbOLQjE+ocmYFFZkyxqblQrhAjitLl53jtALTGUiUbqPlSOSzSROOgt7y+2HeJZrkTWc5rc2WC2h2EjFiltvvZV0Os0JJ5ww4Hi77747zz//PF1dXXiex/jx49l7773ZY4/6+bCNFKRclxC2U2Hbr0r96/NDEo40nQqUJsyFq2+n0ZrQ87HjbinguFDKy7JI//dpkjvV/h60l6PriovIPX4/SAutQmxXYo9rMz2pM2X9SLQmvWg5rZsZm7NatoieX51H6/mXD7uNqfuHM0xB3D6IBoRioRUFgJ00zcLQ5iYVZnxUVuVzzUHGrGIFdqc1RtCdQwUBQkpkWwfu/odBGCAcFzlpCs4u+yIazAePWHsMSigOpmLFVVddxRFHHMH48QNXUynQ1tYGGOfL008/zYUXXjiY6a3TCDeGvfk26PffNLGHhaDvQlpzwWvsSqykXdGS1WrSBGkfnVPVnr0GsqTCnBGKxbkUl9KQ+dU5uLOuw56wcdV+3VdeTO6JB8wTFRrNKL+v25JEK0VYVtVbh4ogncVOxkGFhO8sIHj1RZwP7NTw5zQQ3vz/1hSIg8GaOAWx1UTEm0+jCl0GhcBOulCnvYp0C0He5rnuXoWz/W7YW49cMdS1gZBDX/6O8oSWwYXkTJ8+neuvv54bbrihWLFi8eLFZDKZiu0WLFjAww8/XNdJsu222zJnzpzi81tuuYUHH3ywGJbzsY99jCOPPJKDDx6mQgHrCE3Hnmryacs0Q1PFxrwvXYndXCpUW27jcprdfOuEcNBxYPXMFAqNlBad3z+V7qt+ibegVAosXLqI7EP31C2CobXGaar2sPqpsgBraeHPe3pQcx2I7B21W6gCJTthP2itsT64F87EjgGrdpdTq8p38PrLDe+/ziCG6TGKGZRQnD17Nl1dXUybNo2NNtqo+Ljpppsqtrv66quZPHlyXaE2f/78oucaYNGiRRx//PFsu+22nHHGGRx//PH85S9/WY3TWbdxd9yD5PGno4MwX+jBvF5YXVrJ/jNh3NYYOggHnZtad/t8+wBLh6T/eRsrvvMllnz5SIIl75N7+rF+bUOmG6HVv2ARVLUQGCqqZ1X993IDH0sIgU6tInzq3tU4euUNQmfTeE/ei/f4Pwn7K2kWMaoQem2UoRgBuru7aWtro6urq+FqvqMV/903yV16JoXOcaEfoENw2wa2oWaX9BJmg2KutAqrS4n1xWmOG682+Xi9UKGCEOUHSNdGOjY6UOS6TBks4cZo+tRxpO+4fsCyYNmV3agy50/TpA6zfM7T/NXv4+45fF3Zui/+Dv68+jnQwhI4rXUK2Yq8rbZQbWgQaKUJOks2VBMUXlk2ydpiOxInfQs5duLgBh+ANfHbLxzjnVM+Rqs7NLtot+ez6VVzR+21OspX9xsmzuSpiD0+ap4IYTrINdBcCUDGHBN6YttYcRenJdlv3T/pWEUvc+gH5LpT5HrSZFb1kFreRe+ilXjd6QrvtPZyePP/O6BA1FqjyjrcCUuWBKKQiNZ2nDq9XVaX5JEn9j+nUOOtypggbQHCFghbIl3LxDBKOWiBCKCyJS1UCwj9kCCTI8gFpugvEL41n9QvvonqXUezWSg5n4f6GM1EBSFGKU2f+zq9/3sSnU7V9D7XRVNsWFXAaY4T5nzCrFdxwcuYjbQs/EwOHQRgCYKMx6q3Fld6joWgeVI7lpTExjQjhMB/7SVkWzu6u7OmXVHnO/aVJV6T3CgffiMlOC4tp/+gZgfAoWBvtT32ltv1b88TwjSnd6xhiZkLswEqG6KUKnUsLKBCwiBEORa2a6O7O/EfunvdjVUcjtzlUR6nGGmKo5jk96+CRAKUxnIsVMHWWINC8YGKi1KC1WTjjImRmNRCYsoY3LFJ7OYEMm4TZn383gxhOofyQryuDMvnv1MpEM3gRmPM5oxgxWiLbTO+bwRclU3SLD/9tIdIJEnsvBtj9t4DuymJaG4ldsDhtF3wO+wttxvGT6tEy/d+hbPjntVvxBO0nHEBLWfNyoc01bk4B3vNahBxu18FU/shoReAVnhP/GuQB4hYk0Sa4ihGxpI0nXcdudsuJ3j+UbRSCKu6vUBBUCovNN0CPQUI7BYHjWk34HdmQBfS0bRpVmVbFJpfoTS9i1f22286s6IHS0rsRAwRixPbeS86LryC3luuwXvu34A2tRI/cihNnz0Za8zwtTYYDFJKWs+ahertJnf/nah0CmebHXB32w+A7D9voT99oKoGZZm3v9jtsCwo3krY+X9NB0V/ZaZ6UEy7U8u10evB8nmoY4xmIqE4yhFunPjnz0J/5nT0yiWoxW8RPHo7etGbpW06JhEueR8d5uMWXQstIUz7psBEqJCWKQsmHWNf1GUxdQU6tpnCygXvkV1Vv09zQSsMe3pZ8csf0va5L9J+zs9R6RQ63YtsHYNwR0dQvWxuJXHEF6pe150rAdPytKa2KErhTn2zfCrSIfukWhqPu8Qdl8RbXrsCeBgqrKbV61g4OhgOo+DoloqRUFxHEI6LmDgFOXEK9s4fRi1diO5egWhuR0zcFNXbRfpHJ4PvG00xoHTBCoGwMGXgdZ1yVoCbiDFppy1YOu9N0itqF9gI/QCkIOzNkPrXnaQfmcvES67B3XwrSK4bPUhEazsoUxHHStpVIU5FgSg1Qg1wAReC7Mv2FZZAxi1TYLgvGuSEke1bHDE0IpviOoqcMAVrq12QkzYz2mHLGJpm3QZuwiz7+l6o5Rd+vrhEzTu+hnHbbVb3Zm45jmm1IAAVojNpVvzs+8N3YmsAd+8DAI3KBKicEVxFz3pF5Yz+x+mvQ6KdrFPsQoK1Lme5yGF6jGJG+fQiBoOUEuujx/Z7MWutK71/NS5saVskOmrHjyU6WhCyLLRGKfzX55N7tUZjqlGK7BhP7ODPABD2+vhdObSnTKvXQA+qg1zdbow1l+UCicDdZ+TaMow09SrrD/YxmomE4npG+MQ9/b5f80fZV2vUmviY6np/TePHYLuOSYXrU8Haf3No+cZrmvjRJxM/8kSIxdG+IujxCDpzqHxh2EYFY3/RAH2RMRtnv0OxauSRR4weIpvieobuWr6aO1astyur9EhJ88QxJMeNKb4mLZPCVwgBErEYweL3SD8yF9Xbg73RZJIf/hiyaXQVUw2WLUatWII9aQrxT3ye2EFHEbz8HDqbJvPAbeh33zYtGQTImMSK1b9E+uuv46fKaloKkPEYsX0OQjY1k7rsXITjYu+4l2lT4cbJZDJkZn4aUwTdOGw0+R4vnz+T1r0PHHJr0WFhA3A/R0JxPUL7XkMNkWpezGV1AsOcj0DTPGEMVszFbU4Yb2uoCJVCSgvpWFgxhyCdA8sm89SjrPzp9/LBvRKCkM7f/owxXzub5oM/NdynOmiyT9xH6s9XoLtKudFywkY0fXEmLH2f7N+uq8zQ0aCyCpX1kM0WllUnK6jPR1kK1RFI1wFLYG+yOe7eB5K74xrzOSsFQuC/8AQ9f7oUC1Pr0XZk0XFTbHCmQV9/Kd1/vhTd2kHbub9DJOqU6lkDbAAyMRKK6xP+y8/k7YX1l351i84WBGIY0PXWIvweE2sXpnP4XSni41qx4zEjLMKQIOuZ9EEhcDadSuaBf5jjKm0uekDncqz65QXI5laS+x4wzGfbOJm5t5P6469LLwiBFbcRqRVkLz/X5OX1c6Gq3hCrrX6qZIFCAL1KhyZdMK/YqfffJnf71YWNzD9KEXg+lmOb4rfl2rkojUf+ZoTSsHw5XTM/Tey8K0lsFHmwR4pRoI9HDAep268k/fsL0TlVMwC72KUOinUahSuRcQsZt8CRRqtJxhi7w+bEOlpK+ypFZmlnRW3EIOOhfEVin2kE77xet4QYQNcfZw/KeTGcqCAg9edSjyAr6RIb14TdHMNKuuD0LxALhL7p313wngpL5MObTHC8yoWEqQCVrpMPnl/6aqXxPY8wNNWMCoKvlvOhVAG97DINIffDUxs9/eEnanEaMdrRWtN93kl4f7+NMOXjZzz8dBYvlS0WIgCKaxatNNgCu8nBjttIRyIdiZN0TGaGBjSM2XqTKg9qrru3bDiBDgNjcxtA4AVvLyB4751hO+fBkPvnbcVlsZV0cZpjfbygjV2gOhfme7OIYkaLDvKaXKBNbGj5x6DzH2ThaajQWhPkPET+P2nns4r6obxXd5EQeuZc3dgHMNyIYXqMYiKhuI6TuuMawkWLCDIeua4UfncavzeL35Mhs6wbP5sDCyzXKmWzhKoida28WK3lmkwXIQTt225acVcPM15FtR4r5tL7+CMNzVOl+smSGUH8N18t/m0nnGJ+eEFI0VjxoQqBV2xyb56gdd9q5zp/Eyq/+o16bsUdU5nIthDSWu3wFHXvbau131CJQnIiRjVaa4J/3UqQL+xQpbFpjdeZJkjlCzwIsOIm3S/IVBdcLWRjCEsgALclQccHpvQZsjK4WYR+Q0tjna6d9jbSyKRxSlgJ18glpYvaMKEeUMstICxROk8FKmekqZ8JYbN8I6pCnf2aF33BUCgQ2ny+KFUZLF6Hmnbg9aMM6qgkEorrML03zUYHqrqqTR9yXWlTTKJgo7IspCMJfL9qW621sZdhhGSsrYl4wb4o6BMWko9XHOj6FILGVbLhJX7YMQhL5m8G1chGWw4kTIpk6IUoz2iauVUp/JXd5J56jKBlAtYW2w0orArfgdKKIOcXuy/2W/0orPHeAMvuESNaPkeMZvz77yDMBdU1/PqiIUibUB0hTFFVNAhdx7hfEcetSYwfA4DTlCjZ07RGunZpvH6QtoU9aZNBndtwYW80BXtse/8bDXQVSMCDMB2gsyHZ5T1kl3QTpkvhT+Hbr2PtvB9iowba7AoBocZOuCBFcSneVzAWUw9r5Kq7Z/x04OOMAIW+z0N9jGYiobiOor0cOl+frxHKnS5CCHSgkG619lRuZyt2C4w5CEvitJqCD1op/N4MmSWrkLZFrLXZ9GLp+1sXAhlzcbffBbsRYTECaC+HDHP92rGkJaFK8SoUxwUpBQT5ZvdaY9X43ADSd16LTC3FbnWwWx2sJhusOscVAhWUWkZoVemoKWiIKlfdTkLELBJbrcO9o0c5UZziOorOZUwPkAa/wfJlYqEplrCMxlKOEIIgCIx2okx3QB0qkhM7TGxdJsgvsSVKazLLu0hO6sCKuSbou0wLEJaFcGOMOe2bw3LOq4Wfa8j+Ji2JcCVhGIJnnCLSrq1Ji2JfaBcZt83y1hbEmvrUurTAbrJROVUsPAFl4VES0BphWwRZH+laiFDkvxtZJShNGJVF22/uGsIHMkSGY/k7uhXFSFNcVxHJFoQU2K6N7CcVzWwMdsLUOCw0tCp02Ssu0QqFagNje5SOBZZAa9PEyknEEJZlGjSls3jdKcJsDhUq/N4sdjyG1qrkXRQCd8fdGffTP+BM3WbkPoiBSDSZx0DkBZllWflQmdpXbuGG0LRZB/GJLbhtCWIdSWKtifwwZTeF/GchY7KoMZobktEOhcI4Z5TGkhaEJh6y7Re3Ir74XbQlwBWImIT2NlquuGvtCkRzUsPzGCSXX345m2++OfF4nL333pv//Oc/I3ByhkhTXEcRloWIxRE6IDG2mdT7nXW3jbU3l6pJQ9ELq0KFDjUy33QuDEpLtVxnCu1Vajd2zMFybIJ0xrRhBZQXEGZz2PFJgDCNqqQkse9HGXv2rBE6+8YR0sLd7zC8+/7av6lBYAKs28bD8sXFrJwqLIEdH3w3OytuEaZ8BBDkAqRrsoGUF+QPrlGbTCXZbJP+wRewBdgtMWgdh3vkadjb7THoY64v3HTTTcycOZPf/va37L333lx66aUccsghzJ8/nwkTJgz78SJNcR0m+fUfFx0eyY3GFOMQCwhLEB/bjNscL4V1hCXBqEONFbPQIq8hSgEScit7KwQilMWnSUHTpLEV/Zx1qOh5d2l+SSgRyWbaTpo+0qffMO5Bn0FOnFyjl0wemW9HmmgmfuzpYDs1tRlTHcjoEYOJtSuGOsWTJGZcQNuPr8H64J6IzT5A/DsX0/GHf9E6cxaJ3DL0ivcrCxZ1LSP3xx8TPPvAoM55pFgbiuIll1zCqaeeysknn8z222/Pb3/7W5LJJFdfPTIB7JGmuA7jbr0D2Qkbo1ctxorZNE/uIPQCwlyA0BS9w/UqbeMrlDBtTkNLgTIB2pZrQ9zsF2Yrw3ZMGX5wW5LkOksZLsoL0EGI84Ed6DjrAuxJoyc3VySaSH79p+T+cQP+k3PBy5belAJh21i7fIjYYcchOyaS+OoPyVz5I0j3YNRoQIWIpmaEGLjgRj2cnffG2XonhBujdcaFxde1UuT+/DNAVwnbgrffu+0KrB33Qzh1iteuKYaxm193d2V191gsRixW2crC8zyeeeYZzjnnnNLuUnLQQQfxxBNPDG0edYiE4jpO6w/+QPd5J0HPiqJnVFpWfUFYjgCdU4QFw77WWHEXq9CaWZhwEa8rXSEchRA4yUSFUASjMY477xKs9rXTsKo/RLKZ+Ke/TOzwE9GdK8CNgWVBphfR2oGIlyrP2Ft+kOYLryN47lHCt14BaWF/YBdoSuJded6gj13IgAmefZisCkmcfHbF+8ELj0Po1dU+hRCgAoLnHsLZa90tUNuXKVMqIxLOP/98fvCDH1S8tnz5csIwZOLEiRWvT5w4kVdeeWVE5hUJxfWA1h9eS/qeGwj+cYPxKDdiFCnm02rwFCJug9SmYkw5AtwxSXKrUqhcULl/3yHbx41KgViOcGOI8iKvLWNqb+e4OHt9FGevjxZfU52rWasSjDlCQ/Dco3QtmglNLcR225fY3tMI35g34HJca41a+CqsZaEoWC0/SdUYAAsXLqS1tVThva+WuLaIhOJ6QvLQ/0Md/Dm6Tv8kTtwGR6L9OtqiAGwBXv59ZcqBoUBQe/nmNMfJ5YxmqLVGeX5FkVmAxP/78Eic2qhBjhkHrWOhe0XdbcpDcooefV/li0eYbdQb8wiyPt5/HiJ1y1Uk9tu/sQnE114dxSLDWFCxtbW1QijWYty4cViWxZIlSypeX7JkCZMmTRraPOoQOVrWI6SUjLnsbsJt/x9YAuFa1d+wJcCRJhykDJ1RtdPJMILRcu2ic0UIgZfKgBAlh4sUNH3ogGE+o9GHe/TX6r6nVCnAuxAEr3IB+KrgYC7GiBZiJ9WqFWQeexAdDtAbRgjsfQ4b3pNZDda0o8V1XXbffXfuu+++4mtKKe677z722WefETjDSCiudwghaDv1uzB1V7QfIhwLXFl8CFtCqKttjlKYXiVedT502eAA+KkMygvy3miZX2K34ExcO6l8axL7A7vh/t83walc6mmtUemAMBOg0vlHNoC8E79YAqysqjYAKkStWI5uHlvUyvuitUZO3hqrY2Q0o9HOzJkzufLKK7nuuut4+eWX+epXv0oqleLkk08ekeNFy+f1lKCrE7wwHzNsLkitVP9ZgVKgsj6BANupjMUzzgKFlXDpeXdpxXt2IobKejhTtx7u0xiV2Dvuh7XDvoTzHif3r5sJ3l6A35PDzddqrIfWGoGoKNYLgJSo9k1NJfPupVWCUYyfQuzLPxqJUxk8w+h9bpRjjz2WZcuWcd5557F48WJ22WUX7rnnnirny3ARCcX1FS+Tt/dZpuZfMED1FjDBxH6IDhR2e0komjxcRay1Ca83Vb2vZaFyPj3/uJ2Ww44c1tMYrQghsHfcj97rrkD1+jBQUY78PlrUKQOmNcmzZxP89wn8h++AVDeiZQzOgZ/B3m7PkTmJ1WEYbYqDYcaMGcyYMWNox22QSCiup7i770f2nTfQoS6Wzm+EMOdjxVx8z8fJtzM1P2KBsCGzrKtqH2lJFND9t5s3GKFYQHtlZds06BqxhsW3y4vT9sGe+gGEtHB2+RDOLh8aialGNEhkU1xPSXz8OBDglxWYHQgBhDkPaQl0vvCD6UOiEJYgtWgFfipbtZ+0zb1V5/qv67g+Yk3Z0mTKSFm9LO6DEIIgUyP427KJf2TtO1EaYS2lPq9RIqG4niJtu1hpJbcqbXKSG0D5AYhSDxIdGsHop7Kkl3RWbe+2JotFbt0tPzCcp7BOED/wCFAKKaW5AenaXmStTcWhCsEpLZCS1q99D9k6Zs1NeihsAFIxWj6vxzT99Hp6zzoOFYQEvTncfCWXemitcZrixhbZpyJ11bJPCNxWEzenfBPU3fGVs4Zv8kMkePs1em/8A2rVMmRzG8mjjsf94G7F93Uug/f0o6hVyxGt7bi7fwjZ1Dzo4zi77ov7oUPwHv0n0nXIrkjhjkkibVkRr6i8ED/tYU+ZSvjeO2DbuLvvR/Ljx+Jsue2wnXfE0ImE4npMrGMCqfaxWJ0ri95jRO3GQVpr/FQWt60JlQsrC9AK0H5IYtwYVGBafUrHRkhJZslKAMZ84UvYHaVsFp3voCfqNZEH/IVvkXvlBXrvvIXMy/MgMFqqu+U2jD3ju8R32n3Q56yUonvWN/HmPVPxuve/Z7EmT6V91u/xHvkXqRt+C7mM0dZUSOq6S0kedSLxT3xu0MUemk76BvZW25O5/Y+wchl+dwatTPGIQiUhy3Fo+sSxJD93WmXNxXUMISm2ohnKGKMZoddWQ95hpru7m7a2Nrq6ugaMkt+Q0Fqz6tvHw6plgOnqB1RclAUHgA5DwmwAlsRJlsXhaUVqcRd9vTVBJoefzuK2NuHEXcS4iThb7UDurdfx5v8PhCC2/c60fuYEkh8qpcsF771D5xUX4b30QsUcwqxHmM3b3ASM//5PaT7wE4M6365f/YDck/UrysgJGyNWLa37fvLzX8Haeke6r/kV/usvo5XGnrQJLZ//Mol9pg14/MxdN5K54zqE1iiEiT5RCnfaJ0j+3/R+bxKry5r47ReOseKHn6Z1NUqnVYyV9Rl73m2j9lqNhOIGgte5kq6vH4PlSCzbMtVhRKnfivIClBeCLXESMQotOUGTXdlb7FdcjkYjZWmZGGQ8wr7B31KCUrR94cuMOfFrBMsWs+ysk9CpXlCV5cm01qicX2rEZdtsds/TRUfOQKhsluUnHzLgdsKSyDplxAIlCFPVYUcAiQ8dRPtZF9Z8r2IePZ14Tz5A8MYrhJ3LscZvjL3NjsT2+gjCHf783kgoDi+jXJGNaATV00Xw6osEb84vLlv74o7poO3snxunSTZHrjtFtiuN15MhSOVQWmE1xXDihdJUAuUH5Fam8HrSVQIRKNZYBFBBWC0QoVistev635N76QV6b722pkAsjGfF3VJLgyCg+6ZrGv4cMnf8sbEN6+gBKlR1BSJA5tF7Sd3z14HHF5LcM4+Se+I+gvnzyD02l9Qffsaqrx+D98K/G5vjaEUM02MUE9kU12FU9yoyN/+O4NlHi8JHtIwhdugxuB/9VMUS2Zv/X1KXnoO0JVY8gbQlKt+HpQqhWfXWUjrfWkK8JUnb5LEVedHGJgZSlpaCwQDhKFgWXbf/heCFJ2sKxPKxpesUl9HZ55+C405t5OPAf+m5hrarR02h3oeeW66h6dCjS/usWo5O9SI7xiGTzWit6bn0+wRv5MtalZ2rzqbp+fV5tH3/19hT101P/XA0sx/t9tRIKK6jqN5uen86E71qWUXpfN3TSfaW36M6V5D49Cl4j99D9m9/hN4u7Jhd9CIrv7pLXGlwaJsyjkXPv0GmM0WmO8X4rTZG5JfKyvPx0xmS49pLxx0o5CcM8ef/D+ENHMtY3ltaOINYqvmZxrarc1GqOlp2xTYrTfkw73/P0XvzHwjmv2jesCxiex9AbI99CRa8VHvnfNxn5u4baZlxfmNzHW2shTS/NU0kFNdBwhWLSV08E9LdCCvfekRSutg1eHNvQ3cuIXj+MaDs7lz4R4q6VXEApDC2RT+TI9uVZuXbS2mbMIYgky3G2qkxIdIuOG4Gbpon4gnIuOD3X71alwn5lk98pv9By7DHtOOJtxqYyNCsRpl7b6fnD5dUvhiG5J58AP/5x41Qr9fjRYV4zz6GDgJEg7bSiDXLoH4ds2bNYs8996SlpYUJEyZw5JFHMn/+/OL7b731VlG97vu45ZZb6o7b29vLjBkzmDx5MolEotiHIaKazA2Xkv3ZV7DJYCVs7GYHe4yLjFkgKPZZEY6sFoiULX8EA377rZNLITapFd1kV3ZXBB+XLzelM1BHQUHyQweS+MghpRL/NTcrNHMCOaad5H4H9D9uGc4u++A2x/vdxt1uR6TrVvdrKVT8GQART9Bz1SW131Qh2vfqC8TidmrAG8OoZQMI3h6UUHzooYeYPn06Tz75JHPnzsX3fQ4++GBSeeP0lClTWLRoUcXjggsuoLm5mcMOq5/GNHPmTO655x6uv/56Xn75Zc4880xmzJjBnXfeObSzW8/Izb0Z/eJDJW0v/+MyDgrbdIijWgjWoljKqh8qPLQaAr/P8rJM46rXIB5KFXYS+3yEls+chEgkawpGrTVhzkMrhUwm2Xj2X/qdX1+cfQ5BtraaoPK+5yYFdlszrV/7Hm3fuxR7mx0q3rambkPbV7494DEsoeqbHcxJDDiGaG2HeP+B9KMWSWkJvdqPtX0S/TMo/f2ee+6peH7ttdcyYcIEnnnmGfbff38sy6qqhjtnzhyOOeYYmpvrZws8/vjjnHjiiUybNg2AL3/5y/zud7/jP//5D0ccccRgprjeopUieOBm0zy9jqCTriSsV227BqYJVf2LOL2yp+8sKp7Fpm6FWvwOSMsU807GCNK5mmluQTZH7wP/YuypZzBu1u/p/M2F+K+VbG8agRYS0dbGmGM/Rdvnv2Q0ukEgW9poOv3HpC8/j7gtjQ8pDEEKZKKJ5GnnIsdthBy3EW3f/SXhssWoVcuRbe1Y+VqQweL36b2tthfbakpi2aIUS1lrDq5d23lVRvzAI0a9s2FDZkhGja6uLgA6Ojpqvv/MM8/w/PPPc/nll/c7zr777sudd97JF7/4RTbeeGMefPBBXn31VX75y1/W3SeXy5ErK0DQtzPY+oZ662WEDvtdehRaafZnK2wIDYHvk+pTEccuXyILQZhope3MH+C/8B96H/gnQSaFn84Yh0w+SFmHYTENsPehuYw99QycKZsz/mdX4b+1AP+d1xFujNhOeyKTDTStHwBrs61pvvAa/GceIpj/AmiNvcX2OHsfaDTU8m3HT8IaX3kTb/3CV3G325meP12Bv/AtQCPbx5E86JPoB+cQ5voRiIkYAmHa3PSjMSYOadxOOvoYhpSWUa4qrrZQVEpx5plnst9++7HDDjvU3Oaqq65iu+22Y9999+13rN/85jd8+ctfZvLkydi2jZSSK6+8kv33r9+7YtasWVxwwQWrO/11Dt29qqHthCPRoRFCAxU8rackajTvPbOg4rV4S7xiuS0sSeqxB8m8+Byb33o/K+f+i6DbmFF0qMAP6Ivu43l2Nt8KZ/OtGjqvwSBicdx9D8Hdd+BA7lrEd9+X+O6Vv9nw3TfofXCOsZ3WqnQDyDJzhobaglEIQqXXXQ/nWqqnuCZZbZE9ffp05s2bx4033ljz/Uwmww033MApp5wy4Fi/+c1vePLJJ7nzzjt55pln+MUvfsH06dO599576+5zzjnn0NXVVXwsXLhwdU9l3aDBKirSlsVslf7or/T9W4+9VKElxprjtG9inC7CkgjbKgVtd3ex5IKziG+3k2kZWg/LIv7BnRs6h9GIHLcROC5Cysq88DqUWjWUnAuFkCbd09gNLmLtsFo3rBkzZnDXXXfx8MMPM3ly7abnt956K+l0mhNOOKHfsTKZDN/97neZM2cOn/iEyXPdaaedeP7557n44os56KCDau5Xq3H2+oycMGXgjQrbOtL0YNHU1AY1gDKl8ZGlrnNI6H1/FcoPsGMOdtylqaOZpvYWENSuBQiknnyESZdcRe8D99R8H4AwZMynj2v4HEYbIp7A3fdgvEf+jrQtwpxv2jvk4zPtitTIsv1qFd/o7YR1tZ/NBhCnOChNUWvNjBkzmDNnDvfffz9Tp06tu+1VV13FEUccwfjx4/sd0/d9fN+vykW1LMt0R4sAQDS1QqLB0lbC/HC1AC+VJdfVS5D1zOcpBcKWpqGVJUrPXQutFCrtMW7qRLb48I5M2m4KzWNbEQXNs96POQyJb7k17Sd+xTwv/y7zf3ecegbxHXZZ/Q9gFBA/8iT0mAl43Wn8dC6f6x0QekG+q+HAF7tGo14eWubNWqVQJmeoj1HMoDTF6dOnc8MNN3DHHXfQ0tLC4sWLAWhrayORKIUYLFiwgIcffpi///3vNcfZdtttmTVrFkcddRStra185CMf4Vvf+haJRILNNtuMhx56iD/+8Y9cckmdeLANECEE9n6fJLi3trmiL2EuoPPV94sxfwWc5jhtW05EOg4iHxajtcbrTpN6b2Ux6yK7qqfC9GNadvYT7B1PMu6rZxHfdgdW3XgN2f8+C0Bi5z0Y839fpPnDBw7yjEcfIpEkxCbIeVUaeKPVb5QfmBJpEaOWQQnF2bNnAxRDZwpcc801nHTSScXnV199NZMnT+bggw+uOc78+fOLnmuAG2+8kXPOOYfjjjuOlStXstlmm/HjH/+Yr3zlK4OZ3nqPc8BnCB65w9QBrIUpaoO3MoPfm62Zeuf3Zln1yvs0bzKuGMStQkV60cqK7cKchxVzirbH/sJQrI6xyKTx7DYfcAjNBxxSzEppJCB6JMm+Mo9Vv7sY/523ELZDYu8P0f7lb2A1D746S7hqObmXX6wSiHZTvKEQm9D3EY6FtenwO5fWGBvA8nlQQrHRKmMXXXQRF110UcPjTJo0iWuuabwayoaKkBaxL11AbvbZNbMmhBB43VnQJmawZZPx9Ly3rEo4hjkfrzuN22S0+1xXb91j6nynOT9d3ZulQMfJ1Q3i17YwBFj+8/Poubuyqk3PnbfQc/dfmfiT2ST37D8qoi+qa5UpsptH2hZOSxJroGweCkU0JO74idg7/79BHXdUEXmfI0Yb1uStiX/1J4hxGxtbnyw0Wdd4nVnCdCkcR9gWsbbadshCA6qCFihdG7spjp2M5+1jJbQWdUO82z5zHG2f/sKQz2vVzX9kwSF788puU3llt6ksOHgvVv5l9W+UXXP+XCUQi4QhS87+Kqq3/s2gLzrw81k45pOQtkWsvaWY+z0QQgiTcdQ8hmDe0w0fd9SRb9I15McoZp0Nl9qQkZO3JnHW5XTO+ITpN6w0qkYmixACt7WJ7MrqwHatVFFjb96k5AwrvBZkcviZLFJaCAviY9uMx1U6iOY23M23YOz0b+FutuWQz+e9b36FnvsqPdfBsqUs/dkFpP/9GJMv/cOgx+z60+/73yAMWXX1rxl7xnf732zZYlJz/kj2kX+B7yGERGuF02K07EaWzYX2A1ppwoVvkrr8AuJHnkj8459r+Hwi1hyRUFxH0T2dECpUrv9yV9KSNUvYSMc2xRc0pJd14qezCCGIjWnGbUliJ+NIx8bvNfZLGY/T+ukTaDnuNIQ1fD+brn/cUSUQy+l96F667ryFtiM+2/CYKggIV64YcLvMkw9DP0IxWLSQVed9DZ3qRaBNEd6WxKAzhoxADBHSQocBwrLI3n4d9g57YK9r9sUNYPkcCcV1FJ3pGbCgA+S78JUJROna2DEXp7WJbHcvXlfKLJeVIpfKkl66CjsZo32rKViuTeLYk7Gmbktsh91Wq9vdQCz/3aUDb/OHywYlFFGNeXf1AF7gnt//HJ3qwU64puCFJh8mNjihqMOy9MzCrtIi9+Dd2Cd8fVBjrXWGY/kbLZ8jRgLR0oGMWYQZc2EH2RzZzl6UHyJtSXxMCzLm4PfkNT3bIjmxHSvmooLA9ChWGifvbDHtTRMEmRzp5Z2sevUdOrbfHO+F/9DxuS+P2HkE77874Db+ovfqvqeVIvvsk6QfmotK9WBP3ozmw45GuC7a6788l7tFfS0tWLQQ/+XnsZviSCcfuoQ2QfENovygfnaRCgnffq3hsSLWHJFQXEcRiSZCLwBH0P3GYoJUpXfY60phN8WNPUtKmjcZj0bjpzKgNFIKcB3TLCoIjW0SsOIu8fZWsiu78bpSWLkFaKVGzpvcwFKqnt0u7Olm6fdm4L38X5NimG/h2v2Xq3G32Jrc/DoVsPO0f+Vbdd8L330LIWVFSbQBq4uXUSiXJgumhj5FfgHEIKsAjQqi5XPEaCa1pBedy1QJxExvllWLO0l3pxFC0DqpHR1zSdYowCqEQNoWWghUECKEwGmKk+vsJbuqh8Q4Sebpx0nu9aEROYf4B7Yn8+Lz/W4T22a7mq8vv/BbppUqmBJhUDQVeK/PR7aNQXV11ty37bNfwN18S3Q2Q/aJ+wlefh7VtRJr0mTcnfZCWRIrbpubSl6SDcaWWNFArKyvSfHmIgTOLoMLCRoVREIxYjSTSQewqrLmYefSLpa+tazitVXvrmDVwuVs8sFNmbDVRmilS0VmhTDOGNsyqdJ5wWjFHbRS5LpT+O++A3uNzDmMP/Mc3jnl2P63+frZVa/lXnuZ7HP1O+MJKZFjOmj60Efpve/v6Ky5cdgTN2LMydNpOfRIck/cR88fLgYvV6xs47/0HLkH7gIpG4o/7IvWpn92UausEIiFdEmJiCdx96ud3BCxdomE4jqMLaHcVZBL56oEIgBaIy1JtrOX3vdK79uJGPGOFqRjlnFuUxwVKoJ01mhHQqByPlbLyPXmTe62N+O+NpPlV9RO6Rx72hk01Qiyzjz5sIkbrNcZUGvU++/Q9pPZjPvWD1FKVeTXe/99ip4rflyxi4CSFqMUYU5hxd1SNO8AjWgKS+aiQLQshJCYNhHSaIlaIZItNH39R8jVyKpZ60SOlohRjV9Zn7BzqUmddBMu7Ru309TWhNaaVGeKRFMMJ1b5dQeZHL3v5Wia1FF0uAhpls8qDNFZjd2cJLnPR0b0NMadegaxTaey+MLvEGbyjiHHxo67hG+8QtjVidU2pmIf7XuNLcPyNRz7FhxJ3WJiHweKM1RBWLQrSktWZLT0RQiBKtMQmz77JRIHHoH35H0Er78EUmJvuwvunh9BuOtohSfBMCyfh2UmI0YkFNdhLNup0BQzPVnaJrax8TYbg6YYsuO4dqWNqw+pJato2zxWqvcHJMa24qdzjDnuVGRzy4ieh//+QlZe9mOcpIsTr/xJZp9/iiXf/Sob/fr6iqIL7pYfgLBGSI0QOMkY0rbBslBL30VN3hS9dBHeUw/gP/cYavliwk5jdigEVtdDByHkhaKQAmHJug4XTT78SUpEcxvxaR9HJJuIffQIYh+N2mqsK0RCcR0lTPWggsrm7W7SNQKRkkAs2Lj6RWu83gyx1lI7gFhbM8lPfYH2k6rzmoeb7lv/iM7lanfBUyHe/P+R+c8jJPeZVnw5ue8ByLZ2VE9XcT877hIbU4qlFFLSe8WF+b8LKZGyooXqYHulSFuipUAFqrSUlnm7rBQoP0COm0jbN3+CbGkb1NjrAo00PGtkjJHgrbfe4sILL+T+++9n8eLFbLzxxnzhC1/ge9/7Hu4gPP2RUFyH0IFP8OK/Cd9+ld47/2JWMWV2rnFTxlVoiGanxjym5SXGhBBoIWje58NrpLBD731317cNAkhJ6sF/VghF4TiMP/dnLDlnOogQKUVRIJo2r2behQvQBLFjbHplud0DaYpIUaw+VOyiaEksq9bnIkh86CCaTj27WJZtvWM46iGOUD3FV155BaUUv/vd79hqq62YN28ep556KqlUiosvvrjhcSKhuI4QvP4/slfPQvd2gRC4zTFi22yC15ul++3FxmPsOtV38UbvymX7GYeBJv3ofcR3GSG3cxk6nep/A6VQvdX52+5W2zHulOlkHr8fveQdgKJ3t/h3ngrhKHVxGTyQ1iJtq5SFMuBnqRHo9VcgwqguHXbooYdy6KGHFp9vscUWzJ8/n9mzZ0dCcX1DLXmXzOxzQQcIu/CDEqDBaYox7oObgy1Y+eI7xgZWhijElQ2gMTpNpRhGIQShF6Az6eJr3nsLWfX7SwgWvo1oaqL1qP+j+aP1e3kPBnvSxgT9ZK1gWdgbl9oxaK3J3n0j6b9eB4FvbP8FjVaWmkeZPyg1ksoXydWhxnIdgmyuVKyhlsaYtyGWHbh/wSglIraO9nNeC/TtwDkSLUa6urrqdhutx+j2jUcAkL3lMoQMEZYwLQQsgYxZCKcshSzQtG21EXay+kc1ULydnYhhx4zNRWtN6PmoIMTZ1LSbWPaT7/PecYeRfmgu3huvknvxOZb98Fu8c/Q0glUr+xu6IVoOPxY/59OzpJMVby5hxRtL6Hx3BbmejKnaE4a0HHZ06fO451bSN/8B+thUgVJcoADpWthxBytmY8dsrLhthJzWIMCOxxCydgMv4VjFIrvlY/eLUji7f3h1P4Z1g7JGXEN6AFOmTKGtra34mDVr1rBOdcGCBfzmN7/htNNOG9R+kVAc5QQvPo5e+IoxcJc9AKPJOKULVdoWrVMnVQlGaVsV6WrlWHGXpknmTqqVIsh6Ji8aaPrYEay6+jJ677m95r7hyuW8f+rQexj7Mk73eyvxUrniUjX0AnqXddO7rJuWz56Iu8U2Zo65LJk5tZvVFxFgxewqU4IxMVimrmHe8WInYtjJGFbcQboOVsLBSpoCEMISYGNuPo5A9LcqlhI5eQvsD+4+hE9iHWAY6ykuXLiwoiPnOeecU/OQZ599dtXvv+/jlVdeqdjnvffe49BDD+Wzn/0sp5566qBOMVo+j2K01nhzb6zrDBBCoCUgjBPBLBM1yUntdL+xuGJbadvYTQl0EJpYOymw4zGkY+P1ZkDn7W15I3j7V7+N1TGOrpuv7XeO4fKlpJ94aLVjGb0li3nnu2fVf783ix5b6nznz3sanU3X3R6tTW9mang584LQsmV+Uw2hBmEhtTIhNYJ84HqN/Vs7iB18LLm//Qmd6jH51hpQIdbmHyB52rnrtz1xmGltbaW1deAA9rPOOqui3Ukttthii+Lf77//PgcccAD77rsvv//9AHU1axAJxVGMXrEYveSdgUMYpDAXNxRzl61ErNhXRdoWMuYgazVXyo9d8D6722xP6+dOIbH3h8m+Mq+YHtcfXbdev9pCccXNN1SEyFTPT7L0uj8w7jOmIKvq7am7qYzZSNeuHRts1bmpWCAsGxH6xRznmlg2Td/+FbK1HXefg/Gff4xw4esI28HecS+szT8wYqEmo4q1kPs8fvz4AbuCFnjvvfc44IAD2H333bnmmmuqgvYbIRKKoxjt1WlQ1Qchqiv8uU1xwoItUdbYAPLakBGaIp5kwuxbsdtLRmnV2Zi9sF/NbQBS816oHZ9YHFyReWleUVu2JmxUvY0U2E1uPo1OV59rX+dLGUIIUAH23gcR/Pve2nNoaiU582Jka7vZx3Fw95wGe04b+ATXN0ZxQYj33nuPadOmsdlmm3HxxRezbFkppXXSpEkNjxMJxVGMbJ9glmj9BF8LIVA1Wo+qsBRcLCwLKUspakKayjgq38oAQG+3V4VABHA/sEND83Snbt3QdrWQjmtsTP0IRmGXfqb2B3ZCjpuIWrE0nz0CTkt19Z/KAQYOGBbJFhJfuQDvoTsJ33jJxDOO24jYxz6Ls/vIpjlGDA9z585lwYIFLFiwgMmTJ1e812jTPYiE4qhGJJqxdvow4QsP1xQaxS+6TChqrVFeUBmaozTStaqaLFmWhfJNM/f2z59YNb7d3oGz+Zb4b71u5mPnx9Da1HLMH3/Ml1a/enTrtANZ9fc7629gWbQdcFBF6a3kSd+g95JzQAisPvnctcKPBl7WCnT3Suztd8fefj13lAyVUVwQ4qSTThrQ9tgIkfd5lON+/ARES0fVD6kgEHVZw6rCa7lVlV3q6qb5aU2srQkkyOXv19xkwgW/RLgOsfYWEh2txFqbiLU1kxjXhtOcoPVzJ2GPaV/d06Pjk5/CmTjJaMS1UIqJp06veMn/933Fv6VrVxcY6PN8QC1BCkTr6p/DBsUwhuSMViKhOMqRrR0kTr8Ye6+DwSnlb4Y5nzAbQpkCqQNFZkknYbZP/J7uRzAIQay1mex9tbU1q6WF5CYbFT26pd0ETjKO1bNyUEuTvsh4gq3/dAvO2HH5F2TpX8ti85//mubd9yxur9K95B4vCcWavpF8nGKR/s4fTHzhnh9d7XOIWL+Ils/rAKJlDLGjvoL7yZPRvV2onM/KL34KBDjNcaRloYOQMFcjmLkwRi0ng23lY/dswkXv1Nwvfedf0JlUXb9s7qlH8F+dh/uBHVfn1ABIbLUNOzzwJCvvuoOuB+5F5XI07bgz4z73BdxJlY6V3L1/rVweK107bUwUEpYpZqLUDm0S2HtMw5q8Rd8RImoxitP8hotIKK5DCCeGaJ+A7lpVfC3ozSHt/hX+vs3tC1iuY94XAhGvnZ6WefAf/XuHLYvsQ/8cklAEkIkk4z77ecZ99vP9bqeWL6p4HnohVtwuFW0op082irBtKO/gZzs4+3+S2Cer7akRdRjFBSGGi0goroPI1jEIx0b7gekwV/Ay17HVyLzwK8eOu6bcFWZpGft/1ctHrUJ0urfq9QrCENU19FS/hulTrVp5AdK18q0VqB16JCUiniB5+kUgbdT7b4LjYm+zMyLRVGOHiLpEmmLEaEQIQWyLrcnOfxlhW3lhUEMaCHDbmoxNLVSm74htIR27ot6i0oLEIUdX7y4tREsbuqer/mQsCzm2scDaoZJ7+jEyd9+CdO0KB1PQm8NKOEjHqsxlFgLR1IqzxzTcaZ9CdkwwU954szUy34h1k0gorqM0ffxo/Hd+jgCaJrWjhAKl8HtN/rB0LOyWOFbMxu/OoT2FDkOsWElr1PlA5+avnotsq11JJHHgJ0nf+Zf6S+gwJDHt44Oef9+eKQNun03T/atzQSlEQqBDURGKFGZ8wqyPsCR2WwuJr/wAZ+uhLekjajCKg7eHi0gorqPYW2xHrLUJy7VAmko4QcrHskvVbvxVWbwwxEo4hEpXaZNaKdxjp+Puuk/d4zR98liyj8xFrVpRoxCsID7tUJwtPtDQnP2li3n/vG/S+/gjJkxIQGKbbZl49gU077Vfv/umb/5DUTAHPTnslhggULmguGSWrkVsv4NJfOEba6Q47gZJWb3KIY0xiol+OesoXTdfa5rUW9K05uzMVSwphTC1AKXjEGZ842AIFX4mR5DJ4aey+Kksuace7fc4srWdjh/Nxu1TbFbEEzQdfQKtX/lOQ/P13n+X1w77ED2PPFiKm9SQmf8Kb33xWDrvntP//v/9T8XzoCdHmPGQjkS4EmELgpRH/OhTI4EYMSQiTXEdJffvh3Dzze3DVO1QnELVHGFZphexBoKwwhcRrqzRErUP1tgJtJ/9M8Jli/HfXoCwHdxtd0J1Lid74+X4zz4KXg45cTLu/p/E2fdjCKvyp7Vw+kmoesUlNLx3ztdp2m8aTr1A8BqpjDpQBIFX+WJQ3cwqDEOCx/+JWrkMe/vdcbZuLH2x5jSUIvj3fYRvvoxINOMe8CnkmLGrPd46R7R8jhiNZF59GcuxiLXEa3tbyxBCgCXz2llZo5E8VlvjmRzW+ElY401iffDqC6QvP98safPLarXobbI3Xob/wuMkv3Iewjb2S2/JIjKvvlJ3XDCOoNcO/wjb3PEAdke1kLG32o5wST/VuQFsBznG2EZV50pyj/0L79F/QNfy4ibePTeD45A44SzcPUoFYdXKpajOFciWMcjxNYpOAN5/7iP3l8sgLN2EvAf+irXlDiSm/8h0EFzfiYRixGgjSKfo/eHXiI9pQrqWyWqpQXkGRzFvuMaPsemYLw56DtrLkf79RabFaLmdMv93+MpzePfNIXbIMQCk//N4Q+Oqzk7e/fG5bP6LK6rn+fmvkHusdhUb6dimPFpLG5k//wZlu2T/eZt5zZaVQdsC8D0yV/8ErQKsiZuQve0qwtdeLI5nTd2W+FFfxC7TKP3/Pkn2+l/m61aWji2AcMGLpH8xk+bv/Lqh84wY3UTGlyGgUj2oVcsHbiE6jHSecwp23DW1/wqxeWXoUOGnMuRWdpvHqm78VMYUkC3fTmvk5C2JbTP4paT/7COQ6a3f90VrvAfvROc1SFknMLzWfp3/uBN/xfKqt6z2cTQd16fdqszXjow5JjQp04v36D0ED9xhFBqrThZLPrsle83PSf3sLMIF/6t4O3xrPqlLzyZ4+bnia9mbr6gSiKXhBOrdNwj6jLNeUgjeHupjFDO6ZzdK8Z59nK6zT6T7G8fQ/Z3j6Tr9SFLX/wadG7gg61DRK5ZUPC/PZlFhSK6rt1hc1uwAYdYjyGTR2jhitNZYW2xHx49/t1pzCN9+DQaoMK27V6G7OwFo/shB9Qs+lI8bhhCGZF+pLVzc7XchefCnsCdMRFgWTiIGQhqnUvHARlBb9apv5yk0s9JhALpPuJE2nvr0n3+NVgrVuRzdtXLAVZ93z18GPMd1HjFMj1FMtHxuAJXqxXvyfsIl7+H/7xn00neRtvF4mk5wIf6jf6fzobsRyST21O1wPnwYorkNoQOsjTcvFigd0jxWrTA1EPNoT4EljEYUavyeTD/aG6ggRFjgT9qayT/67WrPQzRqO8tvJ12XMQd/nM5//K2fQUVRmxVOZQaOWrWc9O9/TPjmfNMLBZA1GnSVowe68LQ212Y9Sac1esUSwgXz0JbVkBlM9XQOvFHEqCcSigOQfejvpP74G/B9yr0aOpQIx0J5vql1KiXSscktXUFu2SPE5j+DnXRLmkrLWOInfgtr8+1Wey49P51OWFYnUfkhQkuUCgmz3oDLeJULkHFJct8DVnsOAPb2u+Pdf3v9DYRAbjIV2dxWfGnjn11O7q3Xybz8Us3tg7zXWDa3kNxp19KcVy2n96LT0anufOaO6t+5lE/1E9U+pdXCf+V5Yh85fMDupmAqGq33bACOlmj53A/eM4+SuuoX4Hv0vRKVHxL0ZPB7sgS9WbzuNNmVPQgpaJrYVikQAd29nMxlZxPMf47VIfPX3+MtWoLtWhT6FOe6UqTeW0FueQ9BvgPfQCgvYOUvL2T5b36yWvMAsD6wC3KjzeoH8WpN7OBjKl6SUrLlrf8isesepfxZaZawgZ8PwBaC8SeeWrRB+i/+m97zv4hOdUGhqZQUtX+15cuyBq65RoudeY/9E9nWjmgfP1DrbNxPfqHBUddhonqKGyY6lyVYuYzUX+rb3ExwtFX1BcfaEqZoaZ/XRb4idO66n6LDkHD5IrynH8R//glUf7nFgMpl8R8xS0875hAGIbnOPrbDBvF6TT+Vzr9cQ+qxBwa9P2CqX0+/ADF2Yv6F/LnmhWTs8OPr9j/e/Hd/JrbLngReQBBqo/nm7Y3tR3yaSdNnAhC+9yaZ3/8YwrCilWWR8l9uzZqKRvDVqqNYLNDbSB3I3lXk/n0/sc+fbsass4s1dTvszbYZeLx1nQ1AKEbL5zLCd98kfevVBC/+B611ZUn/OkirrPeJJbESTpVALCCEAC9D6tzPI5WJddOhIvQ09q4fIfG5r1WV8FJdK8jO/h4q65MY24Lfm8XrSqP86iDlRghSJWfQit9eQtN+q7eUlu3jaf7ebILnH8N/7jF0Lo218eY4+x2CNWnTuvtZTU1sdd2t9Dz6IKvuvA1/+TLcyVMY++nPk9xl9+Jnl7vvdurpcwVNeSCNUGhjW6wVnqRDVdUXuvokTUvU7LUXY++8D/FTvkvuT7+EsoZiGrC335P4l8/tf6yIdYZIKOYJFvyPnp9/G+37DfT0qI3lWAPuq7VGZzJo10L5IcoLEVLgP3s/4avPkfz6LOSEyajAJ3Plj/Bf+I+xownjnbUSLnpZ/Taf/RF6lZkvXr73yuoiHAdnz2k4g+xqJ6Skdf+P0rp//WrXwQuP91/HsaEDAUob26trtFEdqmI7WPotN1YZ7hS88ATWZtvQcvEt+C/+m/D1/yGSzTgf+gQyuSGVHxsO9/Ho1hQHtXyeNWsWe+65Jy0tLUyYMIEjjzyS+fPnF99/6623KpY65Y9bbrml7rj19vn5z3+++mc2CLRS9PzqvP4FojCVZ6RjFb/TQn5xaZzGLFXKC/G7cihfIR0LLSDIeHiLF9H9g1Pp/vrhdJ72cXL/fgyV9QnSPkGvh7cijcoFq1X+X9gWXqpPyNDqdxEYeYL6VcShLNSmv3OQEme3/Rjzm9tInjATa5Otqto3CEuantBldk4sUVFazfwLubm3orXG2XFv4kd+kdjBx2xgApENIiRnUELxoYceYvr06Tz55JPMnTsX3/c5+OCDSaVSAEyZMoVFixZVPC644AKam5s57LDD6o7bd5+rr74aIQSf/vSnh3Z2DbLiG8dBurdCIAopEPkYQLvJJTauCbc9gdueIDauyVRpkeC2J4v76FChgnBAoRVmA4Q0mRaZFT10v7aY1DvLSb23kt63lxGmPGzXxU7EsBMxE6Acd0Fr/J5sdQe7OpiCEFZ+HLfKHGBPqp3ONhqQG2/er+2pVDOxn0GUIvaxzyCbWojt+zFaz/0NrT/6A9amW+YHEejASEmRXyoLKYrLc9MTulDAF8ik0J0rhn5yEaOaQS2f77nnnorn1157LRMmTOCZZ55h//33x7KsqqbTc+bM4ZhjjqG5ubnuuH33ueOOOzjggAPYYouR75ux6rIfI7qWoaU0gc6ej9aKxIQWo/lpU5KqQmAKgRW3jXASAhmzEVJixRy8zgzxcbXPVWtNmAuLjZSyy3rwOkuVrYUUNG88rqp9gBCmT7NIxAgyOaTrVDen6oN0bKyYU7y4c72pqm3aT/pajT1HB+60w8n+8ZL6GwiBu9+hyElTyN76exNMXihtlv87ftQXsbfYtmI3a9JkWs+/guDN+WT/cTPBC08YgWdVO150WCP8p2+g94bGBhCSMySbYleX8Zp2dNSOz3rmmWd4/vnnufzyyxsec8mSJdx9991cd911Q5laQ2il8B79F9lUluaOFvx0FrQmManNCDtb1jXGFzMitEY6FpbrIiyJ0pBbmarQIAsoLzQB18KExnhdqQqbltvahLBkzSW8EMI0mrKkcRLk/62HcKziRR76Pn5npuL9pg8fSNsnh0cT9xYvYtFPz6fn8UfQvk9symZMPP2btB1Uf3UwEM6eBxD872mCZx6m4kPKe/HjR3+J2IFHAWBttjW5+28neOV5AOytdyR24JHY2+xUd3y19D2C501Otg7yHpnCd50vvluTZP2b+wZBJBTro5TizDPPZL/99mOHHWrnz1511VVst9127Lvvvg2Pe91119HS0sLRR1eXxy8nl8uRy5Vi87q7uxs+Bhhh1n3lL1C+z6uPv8SOB+4MWiNjNpab/1hEsRFcXUyoDcVG81bMQStNrjODtCTClmaprDQo8pqbRCtFcmI7OghRoSLI5LCb4v06aowAtglDDxnLa4t9nRFCIGMO0rJQQUBmWRfStgj9AITAHj+R9hO+TNvRxw3q86pH173/4M3Tv1Qxj/QrL/Hm9C/SOu1Atvjd9as1rpCSxEnfxN96J7wHbkcteRcAa+udiH3s0xVN6+2tPoi91QcbHltrTfZvf658UVKzPFnFnGwBPZ0Qr77hRaw/rLZQnD59OvPmzePRR2sXKc1kMtxwww2ce+7gQhWuvvpqjjvuOOLxeL/bzZo1iwsuuGBQY5fT88fLyMy9nZ4VPaYsvirlzJYXEehfIJoLzGmqTDkTUmDHSj2aUZQpOqbGIYC0LLAsRGA80DoI0Y7db0hPuYOhMFeUNnUTpTRhQTGnFLaiNSoI2fLRl1fbq16PoLebt844ta6XuPvB+1j8658x6Yxvr9b4Qlq4Hz4M98OHoX3PNKCyhh4woRa/i1r6fp+DCXAE+HW0b4lxyLj9/y7XezYATXG1grdnzJjBXXfdxQMPPMDkyZNrbnPrrbeSTqc54YQTGh73kUceYf78+XzpS18acNtzzjmHrq6u4mPhwoUNHyd4/x3Sf7vRPBGCjbbZpBh4rPusm/pzmhS76DlGE+tv20LwNuS91GVLNMuxTe/mvKOmv+PpvDYrXRvhmOW0sGXRhlghEAvCqrlt2AUiwJJLZg2YWrjsT1cNy7GE4w6LQATQXh8vfL7ZlbQEIpb3RhcPDMKR5iEEmT//CtWnKMeGxfrvfh7Ur0xrzemnn86cOXN48MEHmTp1at1tr7rqKo444gjGj2+809tVV13F7rvvzs477zzgtrFYjFis/6IA9cg88Hek62LHHSa0txRfV6Ei6FNhZqAAX+Up0wYgVAin9sdZDOsIlQm67iM7tTSOlNBTKC8oVnjpixDCeLdRoMySvd4xAfx8CM6ki6/s9xxWl55HHxxwm7C7mzDdizWKbHFy3CSwbFMPkpLnGfLauCOguissCEH4yrOkfj6Tpu/8Ctk+bg3OOmJNMShNcfr06Vx//fXccMMNtLS0sHjxYhYvXkwmU2nEX7BgAQ8//HBdjW/bbbdlzpzKnhzd3d3ccsstDWmJQyV8/SWcpFsl8IQUOMkYQcqrSAWrlyqmlalMo7U2mpvdN7atrICEbwReTQN+3suNMM6fesdTYUjsQweROO28Yrpe3bnl+7Ekj/oC8a23rdpmONANBlc3khm0JpFNLTh7fsSsDvq0RK1LwXShNTrVTe7uP9ffdn1m/VcUB6cpzp49G4Bp06ZVvH7NNddw0kknFZ9fffXVTJ48mYMPPrjmOPPnzy96rgvceOONaK35/Oc/P5gpDQqtQnJ//xO8+2pdD69J79OEWd/E9oVG+ElHVm4XKPyUjw41YdbDbW8yGoYLYS4sNpEq1DAcKC3PCBiBVqFxuiRipZQ0rQn9ECvu0HzKtxHSIjz2y2TvvA7LcfIOoUI8ndEmg0yW1m/+mI5DPjkcH11NkjvuSm7hO/1uI2Mx7Na2frcZDFprvEfuJHj4DuhZaV5MNOHscxj2x/6v4bapic+cQvjaPFTnMiD/HeftZQVbLFAUlBWphaHC/8/9OPt/AmvcRESype5x1js2AJui0KuTHjEK6e7upq2tja6uLlpbW6ve11qT/tW3Cd98GZUeOG84151C2hK7KY7yVT4QOm93DBQ6LH1sQSaHOyaJ0xLLa2ka5StTs08ItNAEnQMXoFVhSJDzCbMeQkpk3guu/JDkJu0kjzqF2Mc+U9w++/J/6Zo1E6nC4t1XK41u6WDcr2/Ect1ahxk2vEXv8dK0PfrdZuynj2XKRZcOy/H8/z5B7qZfg2+05KqiGxtNJX7GLxoWjKqnk9SvzyV87w0EIONWzXGhTCMvrAICY8JASOxd9yN++AnICRuv3okNkYF++8N5jFVzZ9HaNDRnU3cqS/vHzhnR+Q6FDSb3OXfvX42G2OAtQFgSFSojEPOZDSpXvQzUWht7YMbHbnIJs0FlKhm633jC8nG0LuUna6WKVXDiHS2IENwDjqzYJ77dTsT/eC/Be2/jvfg0OC7xfQ5AriH7nbvRJmz8ze/z/sU/qvl+fPOpbPLDi4flWP6Tc8n+5dfGEUIdwbXoTfx7/kTs4yc2NKZsGUPyxJn0XjQjP4AuaYqUaYfFA5QVlrClWQ1oRfD8Y/S+/BxN37oEa+Imq3mGEaOFDaZ0WG7uLfnlT+Oqe6yjBStuG2+v089HVViy9voVGmT5+wMhhDACsSxWzoo5RiBKSegFdcexN9mM5KGfJnng4WtMIBaYcOp0tvjDDSS33d7Y6ITAbm1jwilfYZt/PDosHe50JmV6pFilpWw9gn//c1BjW5On4uz/CXOcwrK5r024fDlddnxR8FIrBbk02ZtnD+rY6ybrv1Fxg9AUVToF/7+98w6Tokgb+K+6e9LmTFwJBjDjIWLAhAqiSFREz4B6mDCeCfWMp2JO95nuxCyKoogKggEQ9fREkqIERVBy2jAbZmemu+v7o2dnZ3bCzi4LLLv9e555YLqrq6p7Z955q95UVY7wOJFqclXR0thMnFke1IioEFBQXIRD/6RuYgaN8DXJLNWiNtFAA87BzlwPvo0BFIeGM8NKISaovU5S8fhtZIy7Y5cLvobIOvZEso49sVn6klJirFhM4LvPkSVbEdl5iKwcpB5EcTZc54Wa6kaP6Rl1OUp2HoFP30ZKPcp9KhFCCKQCYcuZaWIsX4RZsgUlryjczqz0Ym7fjEjLQE1QOnWPog3sKbYNoVhVgTTqrLq1NU3qV3qTwsqEI1RH+Mcs6ryUKGqoZKaqojhVdF8Q6fOjelzxK8eFUF0ODF/ipLBahhMt04V/W2WdQKzXV/DnhVQ8fTdZtzyyU/wOdzcyGMQ38QH0n763tE7TrPvXasHO0DKEouAeNBrHYUdT/fjfQQ80KBQTEVwwz1qC+/0EVy1D/+mH8PzV4u54ho/BcWjf5py+TRz8fj99+/ZlyZIlLFq0iF69eqV8bZtYPpurfiJQWRMOyROqQtDnj9kj0jyOUFhebOZsiFg21bpnCNA8GtKUDf74CVVBcTvieuRomU60LFfIJcgdNVb0jZjovywi8N0XlkYbDOD7cQHV879B37Yl5echTRPf0iVU/nce/j9Wp3zdjmBu30xw2SL01cvDpU/rU/PBS+hL54cuMKP/JRSj3BA7UCBMbb8Xadc+jChMbDCJ9Aggzlax/4OX8X/wCv4Zb2IuX4CIUG6NdaupfPpO/N9+0eQ57nYEddpik187f5o333wzHTs2zfDVJjRFuXENiqpi+IMQykBjBnV8VTU4MjxoHieqM7HlMREi9EdWPY64NZij5iCtMDxk/ZgZMAIGGtbSXEmhFGj1iw9TM/UlvL/9SWDr9trJkNavP4XX34FW2C7hteUzP2TLkw8S3LAufMxzWB863PZP3D0OaHDsxmJsXo9v8rMYoWQNACI7D/fg83AeMzB8TFZXEvz6k6QamgyaCKeSVCN3nnT2Ds1X7dSd9PHPof8wh5pJT9TNub6lWwjMRNE80qyrFBjKzRjpsVD9+r9w/uUYhGsPDRls4YuUTz75hE8//ZT33nuPTz75pNHXtwlNEc2BI9ND9WZv+EunuBykd8zFXZCO5okXvpAaUkqcWWloGaEC9UlI5Kto1ugY1cGUrNQQ2sWqLCOrfRaOWvcIKan+71zWXTYavTR+zr/S999m/c1XEdywLuyULqXEt2QBq88fTs3KZSmNHzV3Xaf87ZfYcu9NbHv8HgLr/6g7t20jVY/8HWPlj9HzLy/B9+bT+D+dEj6m//5Lg4llgbAHQKRTfa2BROl+EI4jT230PdRHCIGjT39cIy+PEYbhMfUGqgrW9kVtlIyK4grV9PH7CMyft8Pz3NPxer1Rr8gEL01l8+bNjB07ltdff520tKYl7mgTQlHp0AUhBJ7CbMvooQpcuWlo6c7UNu8boHa5XRvRUp/aCBMzkNg/MlgVwExxHytyeZ/RKSLUzDAwtm+lbFJsvLFZXc2mh+4OR+JA3TaANAzMGh+bH4vvWpMI73tvsPb0Iyib+DS+rz6j6pOpbBwzlA3j/ooZCOD78HVkTXXChBE1H75WV7SrgRjquhsB6TetpbRpadcCEJ32xnNZ4+bf4FDeMsyQ8AsLYWn5jcb1MkiAtOxkgLByczpV9N+WNutcdxk7vHSuM9QUFxeTnZ0dfk2YMGGHpialZMyYMVx++eUcfnhy/9lktAmhaHrLAFDdqhWOp4Dq1hpc7qZK7YJYqKG42ch+hVWEPpmRBUAGDXSvPyXLXG2aMiEEmtvK0B3GNPB++G5MCJ539kzLCh+aU8xyEKj45kuCmzY2OD6Ad+Y0Sp9/NK7AC678mY1XjkZf+HXyOivSJDh/DgDqXvukdO+OAw5FONW6WGW3G8cJI/Bc81hK804V6asi8NkUSyAaVpST1C3H/Oaw9+gLvsTYlHoSk5ZD87nkrF27Niqpy6233hp3xPHjx4d/wBO9li9fzr/+9S8qKioS9pMqbWJPsVYLEZqV6aQ2s3VU6FY9GRiVkj4BtdfGlDFwhkoZhA4b/oZLkUpTolfUoDgdSb9vqkuLcf1RnBr46pYesroSWeNDRNQPCW7cQO2Nxtsfq73XqsU/kHPqGUnnuu2ZR6l8/zXC8cBx0P/4Hb1zQbTAro+iYpZstf6bW4h2cF/0pd/HF6SKgrrPwXiuuB/TNMFbApoDJaP5Qgij5r/0+8TL+dp7FkRlO0oVy+Bn4v90CmkXXL9D89yTycrKSimi5YYbbogKI45H9+7dmT17Nt9++21MopjDDz+cv/71ryknrm4TQlHp1DVqyVkrHCG0hKyNTohAmjJGG4gUknWOvSCFjNpPrC1uVdtW8zgJ+KOTZsQQ9mGUVh3k2vRi4U4FqksLa4lR86qXcEE4nDGb+Ep6OvEEYviakGAse++tpEJxy2P3UTLpJdy5mQ0apWpKKsjolEQomiYiQqi5z72aqsduQm7bGH3vQkFk5+O5wKoJrSgK5OzcDDXSV0XcX8v6pODTGBfTJPjDl8jzrrUMcHsKu8FPsbCwMKVsW08//TT33Ve3hbJhwwYGDhzI5MmT6ds3dTeoNiEU1R6HJV3uWH6Lok4Q1f7RZL1ltIgWhuH/GAKpSEuDE8RocqrHgaioSbgPZe3z1QrlkPBWLSGluqyks/Ecw2UogWwwskqfqpIx4AxEPSu2a78DUrKs61s2JTxnVldS8uZEFLXhUq4A0uGu52dYv4GJs8/x4bdKZg4ZtzxJ4KvpBL6ZhSwvQWTm4Dx6AI5jT0fJ2HVxskpBB1JWARPIzgYDqPQgBAOwJ1mhW7Dz9l57Rdcbr60LtffeeyfM+xqPNiEUhb8a4VTrND1p7QNGa4sC6Q99eRP98sc9HPoDm5bGqKhqzLJbKAJXQQb+7VXh6nHhNkIQzsUd3ohWLLcOIZCGGU4METWV2uXuxghLs6IgXG5yzxsb0961V9fkDyl0L8KT2GK3/aXnQEpMU29wawHA0b0H+DZjVaWv//AEjuNPR8mPdh8SnnRcA0bhGjAqhfnuPNSevRDZ+UhvScOaoBCWS1ZGDpSXRJ1KdqlIzwRn03KC7jbqtgR3rI8WzB6ktzcdfcEX1o9TrRUxjnSrFVY7hAGJtAtFU3AXZYTLo9Zm0NbSnXV7nKqC44C/oBTVhoNZkTdG0LSSooaOAaBqeNdtxV9WFf7ldRR3pdP/vY6jc5eY8R1F7RBZ2Q1kB4e8s89PeD7wZ8jR2yRh3sdIcq++jfSr70Pk1i596ubuPGUEnrMuTXr97kQoKp6/XpO6ZiQlnnOvJv22/wNESitqZ79BrTIyqaXQtWtXpJSNimaBNqIpGj99EyWrwslCQ/83DRPqLW2bslVkZcSRKAlcc4Sw9gWFphAoq0ZzWf6ReihsUAiBZ9gFOPY7EH3lTxjr1yCcbhyH9EG409CXzkd6SxE5+WgH9iHdW0b1d/OQAT/OvXvgPvgvSb9kRVfewKYJd8TV8qQENTub7KFnJbxey6/b1wlWVOPMzogNlQy9d/c9FmdxVwAy752IsXIJxub1CJcH7aA+u3Qp3FS0/XuTdvUD+D96FeP3ZD6cAu2wfmgHHI5QFJynjCDw+fth16e4V+Tk4zoleXG2FkkLXj43F21CKMoaX90GT2TiE90A0yopEE+QhbcWJYAMdZH4DypCml2tkSZRXj5/WTVamgvdH7TmY1pLbNPhxtnDqowoHW6qf/mZ4OpfETM/JO2Y/qSdOAjF7Qn3peUXknV66mVK888dQ3Djera/+kJdxqDQP2pOLt2nzIzKRWiaJtWff0zwz9/R2nUi7ZTBlL5tWfBM3SBQXoUzKy3mQ5424AwKb/pn3XNRFLSeh6H1PCzlubYUtH0OQrv+EcySLZgVpehLviP47afIynIAa8/zhKE4Tx4RNpg4TxpJcP6XyPLtcZOAiLwi0m95Yg9NTtv6189tQiji9MT+Oilg+sxw/KoR1DF1KzxLcWgoWmSm7dS1RiEEelUALd0R1kShToMKemsgGL2EF6pV8jTjr1cAUP7mv/G++W/LCm0YIAT+hd/hfetFCic8j6PTXvGGTon2N9xOwZjL2PT4/fh/XY7iSSN39AXkDBoa1a588suUvfIM6HUO51JKVI8Lw+cHRUFxqgR9fsxgEEVzIKVJzgWXUnjlTU2eX0tFyStCyStC69ID1+l/xdxq+XMqhR1jjFpKZjbpNz6K742nMJYvqvvsqCrOYwbiPuuyZivCZdP8tIm/jLl1c3j/K1Dho3pjGWZAR1FVS9NRRL3lsx/FqeLM9MRYfaUZCu+qdeANFT2yLNgmRiBIsDKAv6QKR7YbR7qV6MHUTfSaIKYvflSLUFX8n7yNFJolEKEuyiM0d6NkO1vvvIYO/34v5ovYGLT8Ajrf/0TC8+XvvELZi0/FzlEInOkeyPCgOutCI6WU6DV+PKeNoqgVCsT6CFVDbV+ctI2SW0j61fdhbtmAsW4VqBravgcjWljat0ZjL59bB9JXhZSSit834y+pCh83gGClD0VTcednRfmLmQEDf1k1zhwPiqLg2+pFc7vQ3BEp/iXW8igUxaI6NRSHiiPdjeHXqd7iJVBSjeJUkaZ1PqHaKSXmts14X38ucRvTwNi4jprvv8Jz1AnN9nyihjBNS0NMhoz22RRC4PC4UTbumow7exJKUcfdVqZgp9AGhGKbsD5LoGp9SZRAjMTy9avGXZiBKz/dynoDVryyX8e3rQIhrCLzcfsPmqDXxRMDKE4VT2GmVYBKCYWlNbAOl1Kib96QfK2uatQs/F8Kd900fHNmQrDhxAzx9soCy3/C98N/d8KsbGx2HW1CKFLYBd+m8qRNgpV+pGGiujTceem4CzNAgF4TREt34cxKS2pkMQPRLipWXLIDNc1BbQErRAOPO8WNS2k2XHirqQTWpqbtJZqpd9ILzTcZm5ZHMyaEaKm0DaHYvVdKAifgra7T9Bwqrpy0UI5DLTV/snrak5SEs/B4Bp2F2qlr8g+EqqJkNLDnZOg4exzc8FyaiNY+Nc//RHdhbN/afJOxsdkNtAmhaMoUf5nq+TKqHgeKqqT8wxYrd60DrsOPJv3cK3CfPCypcBZSkjFkdOIBhILIyCTtuPj1tBsiuHULpbOmUzrzYwJbNsdtkz7gDMvq3RAJ6tEonvS4x21s9hTahKHF2TG1spNaenTIlRAi5lgy6luqa0MK0/92CwCuYwcQWPwtwUXfEiWBQ/HBaedeifukoQT/XI3v6y+i44YVFaFpFNzxGIq7cbGyRmUlf941nu3T3quzaCsqeacPYa/7Ho4qVq8oClmjL8b75n8S36eWOPY5feCwRs3NZg+jDRha2oRQdPU+GsXlwPQnNiCoHieOjFhhIzQlbESJPgGKy8qmLBQRrvJXu4SudfgO6ApKuuWkKxSVzKvuomb2h9R8+n7Y103b9yA8p52NM1TQKP+WB6g+6jMqP36H4B+rEE4XacedQsaQ0Tg6JncFqY8ZCLDywlFULV4EkbVRTIOSGR9S8/tv9HxvOkpEUoLcMePAMPC+80pMMgehKihq/AWGyMgkfeg5jZqfzR6GLRRbB4rLjadLZ6pX/RE35b/QVLL3bhdf+5HUbTLUyhQFHNnO8BJSCAEKoQQOEjNgApJgpR+j3Ie+djVacTerrariOWU47pOHIX1VCFWLSfMlVJX0E08l/cQdT61fOuNDqhb+EP+kYVD980+sv/dWlE1/1AngfieRffYYss+/nIr33yC47k+0onZknXkhVV9+QvlzD8cISyWvgKInXouKiLFphdhCsfWQe/NDmHdeTrCsKuRkrVtJGvIz8bTLRnVEP4pw2v766b4EaJlWoaqoTDi1/1dAaBAo8xMs9yGAwC+Lw0Ixsv2ucOTd9u6k5Om7gO3vTSanU4EVD17jo2rOJ1TNnUnRvU+RPfriqLaZg0aSfspQKqe8iv+XJQini4zTR+I+7MidfSs2NruENiMUHfscQGbvw9HXLEeJcI2pzZBd64wc6VYTzqhjKX6h9sJKIpsAIQRoihXOV3ssbceMD6VTJ7Nt4jMYWzeB6iD9iKNpd9OdODs1vJQObNyQvCQAhOqQRAj/UGjh1ntvpPjd2Sjp0cJb0TSyRl/SpHux2dNp/bHPbWqt4zz1nJjchOHSk7UJZcM1OcyQpki0VdqhNJgyy8qGo4aSLii46kWfyIoS9AVfoH8/C+PPFQn7M02T1ecPY/O9t6Cv+wMCAWR1JZVzP2XV4OPwzp7V4D072nWwNMUkxN0jlBJZU0Pl5x83OIZNG6IN+Cm2GU0RwNy6CYiTxcaUsWmeFOqSzjYRIQSuY05C0azQQBkMEPz4PxgL54Cs61u02wvnWdejtI/Og7j5wbvwL10c7ivyXylNNtx4BRnfLEVJkhi24MzRVH73TdJ5ujM9Cc5IAit+TnqtjU1ro01pijJQg0BgBI0GnbFlKKVXbB9mw9eaEr1Gx3HAX8i88vZQf5LA5McwFs6OEogAcss6/C/ejlkS7TtYPu2dhFpkbfGjLf/3aNK55A0eRtrBhyb0PVQdGq6MREIRcDS9JrZNK0QozfNqwbTs2TUz2kF9Q+nBBP6yqqiC6lEoJK6nYkjMgJFQWEkJhpZF7j+fI/fOJ8PWWHPtSszl8xMkgzAhUIP+9QfhQ4HNGyHgTyqApZSUfTiFP+++lW2T38Coio3tVlwu9ntjCrmnDo5ZRjvSXGR3yI1b/6UWZ49DEp6zaYuIZnq1XNrW8vmPXyxNTxGYhqRqYxmewkwUh2Ztc4ReapoDrV42ab0yiOmzfHKC3gCOHBeElC8Rvlii7tsLz3m3IrRoDctY8iUoarSvYNTkTIxFc5FnXGr1p6cW36yXlbFt0mtIXWftfXfS7cnnyDlpYFQbLSubvf/vPwQ2baTyh/+BlJQ+fS+KoSf9eEpAD/qTtLCxaX20KU3R/+Fr4f9buRIV/GXVCFVYPoeqsGqm1NPOhBA4Mp2omSFBZ0KwxI9eEQxl2gal24E4z7kJ5wW3xwhEAKq8McvmGIL+cK1hrUMnULUGaqoITN1AhgSoWV3NqssvomrJorjtne07kDd4GHlnDMdR2L5BgShNE7Up5TttWi+CZjC07O6bSE6bEYpSD2JWlIffCyFw52WguhwEKyz3Gc2dfP9M82hRf1AzaGL6DJznjsd1yb2oBx6FUOLv3Yns/Iatbp4MCAlURVHIOGlQ4vsJLf2Dfj3yIACbnn86+ThA5vBzQy5HcfoO/Wv4g6T3O6nBvmzaEG1gT7HtLJ9r67PUy2no8FixzZb7TMPdaNlO9LKAZb12KLguGo/pr8T35hMYm9YhDVALO+I8ZgDqvgeFtU71L/3Rv/koyfwUtMNPidJSO97/BKuWLsbYsDYqqWut9uivDsT2YxiUfTYTGQwiIowkVXNnUfHRO0h/Dc69e5B90dVse+pBSwYLESMcDX8AV5culNxzDfrGtYDA0W1fsi66BtcBvRp+UDY2eyhtRigKVQPVgQwGEBGCsVbYqEkcsiNRNAU96MeRl4V28FEE3nzYin2uFVqmJPjnCgL//QzHESeQdvFNCFVFadcFte8gjP99EqdTBTLz0PoNqTeWxt4ffcnWpx+m7P1JmBUVgMTQTQK+YOKltWliBgKoDgf6lo1svOIcTG9Z+HRgxc9UznifnNOHUPrBFBRVoDg0QCBNE6MmgLswF83nRf/TG74uuPJntt96GelDzsZzaG9wuFCy8yBQg5JbgFLYijJM2ySg9TtvtxmhCKDudwjGLwusN0KE9+RM3UBJV1FITTC62heBNGDZt2HLbVjDE6Cla+jSJPj9XGoKO+AZdiEAjtMvQWTloX/1AdRUheeh9Dgc5xmXItKzY8ZSFIV2142n3XXjAdj4zBNseOLhpCnIHIXtUNLSME2TDZeNQlZWxG1XPfsTCq+6karvvqZ64fdgGAiXm4y+R8La32LaC03FlZMB8z/H98PnoEaHOqrd9sc9cixql/0afIY2eyh27HPrwn3aaCp+/B5FqxN+iqYiFQWjyojZU6zVxCK/+IbfwKypALdA0WIfX22ooOpxoAf8+L+Yhvu00QinC6EoOI4fiXbMEMy1K0EPorQrRmTlp3wP+Weew4YnH0ncQFEovOAihBBUfjwloUCspfKjdyh+54uoY5v+NjTGRVPzuHBmh8IVBaDGfrCN1cuoeuxGlLx8hFED7nScA87F0ad/Cndms2egsOOmiJa9p9iyZ9fMqJ26I1QFM2hERbCEq/GZlvHCDJoYPgOzxsSsMTH8Rt05n2HtTfokZpyMO2AJRqEKhCagphpjzcro85oDtduBqPv2apRABHC2a89edz1gvakfvqcopB10KO0uvgyAyulTGuzPLN1O6X+ejD62LdqJXPO40NKtTD5CiLBAjPGhFKA4QFSXgt8H5dsIvPs0VbedhbF1fYp3aGOze2lTQlG43Gj7HWQJwKCB6dcxAzrSNJG6SU2FD9NvIuvnTzTBqDEIlkfnY6z1W0w8YMgwYjStpoo0DMztmzC3b7ZKq4YoPG8Me//nNdIP7hU+pmbn0P7yq9lv0nvhsD/T70tpHO87r7D1/lvi34KqhOpghxLLhsIj4wpElxo/I3cwQM2jV4cLyNvswdixz62PtL/dRtXdl2D6a8AwkTL0d1IVNKdqfekjloa1ySIAFKeCWRMhCCWYhpkw6ao0JSgqaudujZqjNAwCs98nOPdDZEUpACK3CGf/4TiOPR2hKOScNJCckwail2zH9PtxFBRGWZsBHB2K0df9mdKY1XNn4T/zfFw9DkLJK8TcvsW6Z4eGpM7yHZlRKBKhWc8gbgROKCTR/+lbuEdc3phHYdPiaA6h1rKFYpvSFAGUzBzS7/wPWtceKA4V1amiOKxU/0JTLIEoCJUkBcWhIDQR1o5Evb00Mxi7hJZSYuom0gTHEcejZObEncvWL+eyYMz5/HDu2az+zwuYpok0TXyvPETgo9fCAhFAlm7B/94L1Ex+JsrqrOXl4+zQMUYgAuSMva5Rz6bsxacAyDjzwvAxIQSC6JRq8QSfUONoj/UwFsxp1HxsbHYHjRKKEyZMoE+fPmRmZlJUVMSwYcNYsWJF+PyaNWvqhEe917vvvpu072XLljFkyBCys7NJT0+nT58+/PlnalpOY1Gy80i/8XHS738TzxX34rnqftS994lZGkZqR0INufHU/+LHVPCz3htVQdQOe+EZfUXM+L7165m7/74sP3MI1dOn4fvsE9bffjNfdipk/f89grHkvyQqIqp/Owvj159Suk9nt31JO2Fgww1DBEP+kFrVVtS0Ov9NKSVSN+pSq8WxfKdU7VCP41dps4exI/HOka+WS6OE4pdffsm4ceP47rvv+OyzzwgGgwwYMICqUCKC4uJiNm7cGPW65557yMjIYNCgxNEZq1atol+/fvTs2ZO5c+fy448/cscdd+BuZIGmxqJkZmMIJ5WzZ8CG3xN+sWvLDdRfWgMxskvqEt3rRzniFDJvfSJcn6UWIxjku6P7oG7bHPWjAaDpQVb9837Kt3pJiKIQ/CaOr2MCCm9/iIyzLkiprXA40X+YS/DrGaQVZeMqyMTUrYxCRjC0bVDrBF+PhnJMIiW47Up/ezx2REs0M2fOjHr/yiuvUFRUxIIFCzjuuONQVZX27dtHtZk6dSqjRo0iI0k949tvv53TTjuNhx9+OHxs7733bszUGo3hLWfLnddTs/h7PB1zceyVn1TbEUIghUAosV9+M2BZpKVpEsRD1j/+haNzlzi9wG+PP4rDVxV3X0YIgSIlq/+3gl6D+8SfiGlibmqcBp1/6d/xzZmFsS1+WdNa0k8cRGDuB+GoH2eGB8Wponv9IAS6L4CW7kLUbrOKOhckaUhQk2iMQqD1TV1rtbHZXeyQyC4vt6yJeXl5cc8vWLCAxYsXc8kliVPXm6bJ9OnT2W+//Rg4cCBFRUX07duXDz74IOnYfr8fr9cb9UoVaZpsvvVKan60HLlFo9T5egHtIc1J2fsgMu59lfynpyQUiACbJr3ecJKHigasxu74SWVN0yTw+0oCK5ZiBqKXqjkXX520S+F0kTnqQsx1v0c5hmtOJ0q608rEbZqWtR5ClQsJVzE0/ZYmGe/epJTgSsN58qjk92XT8rGtz4kxTZPrrruOY445hoMOOihum4kTJ7L//vtz9NFHJ+xny5YtVFZW8uCDD3Lffffx0EMPMXPmTEaMGMGcOXM4/vjj4143YcIE7rnnnibNvWbhd/h/XgKAUFVMv97gnljtflr9Y0pRF9IuvxO1sH38C+thVlaiNjCWQnwLby2O3sdF92malD8zgarZ0yEYchsSAtdhR5B/26MobjcZpwxGX7eG8kkvxvQnXG7aP/UqijN+jWunx4XpchCsqkH3B3A6NGTtb0PomUgpMap1q+SrFmG9lxKR1w7PNY8hEvRvsyfRHHuCLVsoNllTHDduHEuXLuXtt9+Oe97n8zFp0qSkWiJYX2iAoUOHcv3119OrVy/Gjx/P4MGDef755xNed+utt1JeXh5+rV27NuW5V839NJyJWnFq6L4AenUgSeJYWZeFW0pq/6juEX8j645nUxaIAFpBYVJNUUqJgSWsY1AURE4Bjj7RmWu2jb+Uqlkf1AnE0Dz9C//HxgsHYQasLEA5F11Fp7c+Jb3/IBxduuPcpyc5l15P5w//i3PvHlaMdvcD4u75KIqCKzMNT34maedcifOoU0CNrXdjVAXRq4IYNTpGjY527AjSb/13zN6qjc3OYvr06fTt2xePx0Nubi7Dhg1r1PVN0hSvuuoqPv74Y+bNm0fnzp3jtpkyZQrV1dVccEHyTf6CggI0TeOAAw6IOr7//vvz9ddfJ7zO5XLhcjVN8zCrq0BKhKqEtbGKNdvI3q8dqHX+dmFtTdZl4jYN0A7sg+vk4Wj7NT4rdZdr/86f112ZtI2nT19EdgGydIuVmDY0sCjsSNqldyEiarJUf/UpgV+WJOxLVlWyaexIOr46HQCtoIiCWyckbO/qPwLfi/fFPykURHomjqNOwXn8YOTISzA2rQME+vKFBL+agfRabkRKp71xDRiF47Bjkt6rzR5GcxhKdqKh5b333mPs2LE88MAD9O/fH13XWbp0aaP6aJRQlFJy9dVXM3XqVObOnUu3bomdkidOnMiQIUMoLCxM2qfT6aRPnz5Rrj0AK1eupEuXxHtzO4KjONRvhOAzgwZlyzeR3ikXZ7bHKm0qa8t/hq47ZRTOgeem5n6SgOJzzmXNE48i1qyK6UdKia45OPzFV3G3b4fx8w8Yv/8CQqDuewhqj16IeqF93rcnNjimuX0LpS8+Qe7frm+wrXZwX5ynn09g+uvRmcKFAE8anivuCS+DRVomWvf9reu698R16tnIinJQNZSMrFQeh80eRtxopib0sTPQdZ1rr72WRx55JGqFWl/haohGCcVx48YxadIkpk2bRmZmJps2bQIgOzsbj6eu+NFvv/3GvHnzmDFjRtx+evbsyYQJExg+fDgAN910E2effTbHHXccJ554IjNnzuSjjz5i7ty5jbqZVMk8bSRlr70AMvoPJA2Tyj+3IzQFV3YailNDmhJXn36knTMONbdoh8cWQtDv2/nMP2sENV9/Gc6rIKVEFnfhiPc+xNPRSsGlHdwX7eC+Sfsztm1JaVzvtLdTEooArgGj0A7oTeDrGZh//gZOJ46Dj8Jx5MmI9MTCTigqIju+0c2mtdB8e4r1jaM7svoDWLhwIevXr0dRFA477DA2bdpEr169eOSRRxLaPeLRKKH43HPPAXDCCSdEHX/55ZcZM2ZM+P1LL71E586dGTBgQNx+VqxYEbZcAwwfPpznn3+eCRMmcM0119CjRw/ee+89+vXr15jppYzWrgN5l/2dkucfi5sJR+omNdsrQQgc3faj4MpYg47UdXwrlyODAdzd90XNTH3PTNE0+k79kGBFBRvefw/DV03RKQPJaIIbknA4E7h515uvz0dww1ocHYtT6lftvDee0ckt1jY2O0JxcfRn8a677uLuu+9ucn+///47AHfffTePP/44Xbt25bHHHuOEE05g5cqVCb1k6tPo5XMqPPDAAzzwwAON6ufiiy/m4osvbsx0UsI0TbxT3qR82mSkz4fWsTP5424ke/RFqO06UPrCY+AtjbX2CgFCIefSaO1KSsmWV/7Dpuf/hb7V0tKE00X+yLPpfMsdqFmpLxsdmZl0uXDMDt2fp++xVM2alrRN7fOWNakliLCxSUjoe7HDfQBr164lK+L7kkhLHD9+PA899FDSLpctWxY22t5+++2MHDkSsBS2zp078+6773LZZZelNL1WnRAiuGkDa88/A1ldFRYM+qZ1rL/kTNL69afjw8+RfsJAKj6YRMXkl6OyU2sdi8kdNx73IYdH9bnuvjvZ8vK/o47JgJ9t77xJ1cL59JgyHTW96ZEbpq5TNX0KgT9+Ry0sImv4X1HciesyZ194NVWffpg06awRCIKioHXu2uR52dhYNN/yOSsrK0ooJuKGG26IWonGo3v37mzcuBGI3kN0uVx07969USHDrVoorr1oBGZVZdzNYd83c9jyxH0UXf8Psob/lcwhZ+P/aRFmeSlquw44exwUc031sp9jBGIYw8D36wq2vPoiHa68tknzLXvrRcpffQ6Mukw85S8/Q/qAMyi48d641yhZ2eTd8QQl914Xf1pBHaTEc/jRKE5nk+aVCsbmtegL5iGrK1Hy26EdfiJKZmwmcRubxlJYWNigwRagd+/euFwuVqxYEd56CwaDrFmzplFG21YrFCu++ATpLUto6ZJSUvHBZAquvQ1FURCqhrtXgtC6ENsmv2H5NxqJazeXvvwsFW+8gAwGUdLTyRo8ksJrbmlQIHmnvEb5S/8Xb6JUzfoQdIOC8ffXG86k5usvMEu24D75DKpmTkUJ+TdK08QMWnkclawcCu94LOn4TUXqQWomPY3+wxwr6a1QwDTwT3sZ19CLcZ44dKeMa7ObaMHlCLKysrj88su56667KC4upkuXLjzyiJWl/qyzzkq5n1YrFMvfm5Q0KsQqOB/E/9MiqwhTCvjX/plQICqKgifLDUYAaVpjmhVeyt56Ge8nH9Bt2ly0jPjGGNM0KXs5jkCMoOqL6eRceRNaVg4A3leepvLjdyEiga0zJwdDcaBvsbwChMNJ2rEnkX/dXShp8UMDd5Sad59HXzDXemOahL3cpYF/6n8QGVk4+py4U8a22Q20cD/FRx55BE3TOP/88/H5fPTt25fZs2eTm5ubch+tVijKUBRHQ+gVqcdMazm5CTVFT1ZEuv56mGWlrB93IV1efT9uv75vZiMDDafVqnhrIrmX3UDpMw/g+zy2XKr016BQQ7v7/oXnyPjhkc2BNEMJMLyl6N99mnQ/0z/jTbTDT9hpvmk2NpE4HA4effRRHn300Sb30WqFoqvHQQSWJc87KKVky+S3yDj6+Bin6HjkDR5GydTYvJCaQ23wS1+zdDF6aQlabqxbgL4+tU1gffNG9LKSuAIxkvLnHmxWoShNE/2XRQS+mQGbfoeqUPLb9LykAhFAbt+EufEP1I5dm20+NrsTO/Z5jyX/ir8jSexGJKVE9wcpmz6NrW+8nFKfWcedSPpf+oTjpmvRnFpK7kqV876Ie1wr7prS+Fr7TlROSmDoicD0lhH4bXlKfTaEsW0T3rsuo/q5O2HVAmRlSficLN+WWie2K1DroQ1kyWm1QlHNyCRvrGUFri+wpJRIU1JdVg1CsHniCykJNaGq7PvSJLKPD5XsVJQ6AZnKHzpeUSfAc9QJiBQ8+bPPvYTgytSybgfX/JpSu2RIfw2Vj9yM3LoeLd0qdxDty5lCJ0JBFHbY4bnY2OwqWu3yGSBvzBWUf/0VgR+/Rw1Vo5NSEqwJUF1eHY5pDqz9A337NhwFDZv91aws9nnxDWpW/Ur53C+svUBfJeVvxqbkqk/GcSfHPa4oCjkXX03pc4n3QdIHDkHJyEKkWBlQzW1c6dR4BL7/EnPbZtR0R3yjVQIhX3deQTv4qIQ1amz2QFq4oaU5aNVCEUDt3IXKeV+CrluaTSKFsBEqvZQSWVWB6q9G6gFcBx2K15OG9FUnvMZ9yF/QsnMSns8acR5S1y0rtB4h+IQg47QR5F93BwDOHvsTaKhCnwBXPafzphD44UsQwirolSBTOA4FGad4F4qCyMjGNeJvOzwPm5ZE699TbPVCMfPIfmx97SXrTTyBKATu7nuj5aWmWekl21h/w+XU/LjQWjoLAbqOyMoCvxJyS4lGzcun+JlXGuw7e9QYMs+8gKqZHxBc8xtaUXsyhoxCcdbVqnH37kf1vC+sKJWo26j7oLmKixGOHXfUlj6fZUgJFa+KX8VPsbINoUKtBV1z4DiiP85Tz0HJKdjhedi0IFqwn2Jz0eqFYs7JA3F27ERg86b4PoZS0m7suJRcRqSus27chfhXrbQORPQnKytB1Ug/8iiqF81HBvwoGVlkDx1FwRXXpxxNoigKmaeNSDyHjFyMgI7U692LqiAUBUe6m6wLmieRg9q5K8bqFZgBE1VLvOQRmorjqNNwnjIa6atCZGYjnDu36JiNzc6i1QtFoWns8/JbrDx3BHrJ9joXkpC/YeGYseSfdU5KfVXO+wL/ymXxT5omCAOtXQf2+7pxSS1TJbBiKVtvuyKuG4w0TFSXg8xRF+HofWyzjOc6/jQCX87A9IPq0ZAkcIZXVBxHn4ZIy0CkJS5QZtMaUNhx+6y9p7jb8ezbgwM//4btU96mdPqHGJUVePY/kMK/jiHziCNT7qfi8xnRiVfrYxh4Z31E+3/EzxBkmia+r78guO4PHJ33wtPvZJQU/CNr2f7IP5L6BerVfrR+iUvJJkNKSfDXX/D/9wvMqgrUdp3wnHgarkGj8H/yDro3gJbltJLv1iIEwunGfeGtKIUdmzSuzR6GvXxuPWjZObS75HLaXXJ5k/swqyoTC8QQ0lcdd/+tfMprlL70dN2+G4DDSc6FV5IzuuGUafrWTRib1jfYzvvqs+Rdf1eD7aLmXOOj7PE7CCz+n6VBh8r1Vb37EunnXEraBdfim/Y6wdISqzCV24narjOOowbg6HMSwmPXc7ZpPbQZodgcOLt0p+rbeYkTQgiBo9NeMQKx7O2XKHvxydj2wQBlLz6Jvu4PHB07o+TkkX7yGXH3H4OrU/M71Df8kVI70zSthBnuNLzPPEDgx/nWiXr3VjXpBRx5uQjdD4qCGTQhWINZ8yfOQe1sgdjWsDVFm0iyh4+m9M3kNVFyRp0X9T6VZA+VM6ciFMvtpfRfD5B+0unk10sVpuY37EMJNFg1z6ysoOzJu/Ev+V+Upbx2/HgEy8pwZngQkUvnYJCqZ/9J5p3PoHbcObV0bFoirX9PsWXProXh6rY3uRdfjiPDjSs3I/xyZqUhHBrugw8j58xooVj5yftRmWwaxDSp+uwjtt59XdRh5949EWkNa2UZIxNXTzQrK9hy+Qj8i76NcR2Sppk4qse0IoCisVx1/F980OCcbGz2JGxNsRGYlV5qPpuG4oh+bEJVcGa4yR12Jkq9cL3gmt9S61zKqGWF79svCaz/A1HpxT9zMtJXRfr+B1C5cH5CB3S10164D06cBq30sX8gfVWJp2CaltN1XI0xzqCmQXDRf+H8piXVtdkDsZfPbRPTNKn88G2q530KhoHrkMPJPv8yttxxDWZlRcLrSp55kIyBQ1DcdbkLtaL2qQ0a54NScfeVKFIHRCgaR5LeLg9/eRW6zx/VVivuStFjrya+J10n8NMPDc+jnnAOTy+BlVwGg3GP27RmWrZQ21FsoVgP/4qlbLnpb0h/ndAJLF9KxZTXwpmsE2KalL32PHmX/j18KHPoaEr//USDKbbq487LQpF6TDEtKSWu7HScPQ/GMEGkZZB15oU4eyQv4WhuXp/SHCSxH3klUWo0RUHtsk/DN2NjswdhC8UIDG8Zm/9+UXTscS2miVBEnL21aPxLF0a9V5xuMk4bSeX0KQmvqV9DRqhWZEqieGMpQSnZQN4zyav4RZHeBKdqRQEkmjtBBh/TxNV/SOP7tdlzsZfPrZ+anxZgbN+KY9/9qXj3tfgCMYLaTDsJz6uxj7Tg+juRuk7VrA/i9ld/aepISx4iJwQQ8KP/vgyt+/5J29ai5eQj0jOQVZUN9G3NRaRl4Dn5DLScXPzTXrUEZK1xRgiQEuexg3AcdkxK49u0FuyEEK2W8kn/wfv2S0h/RNmCBn7BhAg5pSQRiun9T4t7vPCme8m74kbKJ71I8I9VGBVegst/iq8NNpSSK4RZuj2ldrVkDDuPijefT3heOF0UvvIJIhhEpKUhFCtXpNZtP/yzpqAvXwxSohR3x33ScBxHnWSXGWhr2Jpi66T0uYep+OCt2BON3Perj+J2Uz3jHSrf/jfC7SHtuIFknPO3cJYbfdUK9F8WYoQcsTW35aQtTRPTMCG0NBfZeSD98QepnSqgdtm3UfPLGHEB+oY/8c2ZEXNOOF3kPfgfVJcbXNGaquPA3jgO7G1Zp5FhYWlj0xppc0JR95bFF4gpIhQlJByi0TxuFE0Nh+LJ6ioqP3iTqpnvU/jk6wTX/EbphFuiBG/tUlwoCqqiYAQNgpXVuDruDRuWJUzXJQElvx1qQbtGzz/nqn+QdsZoKl97Bn3DnwiHE/exA0gffj6KlvzjkEodG5vWTut33m5zQtH76rM7dL2jYyektxSpW0XmTUVDzc6G8tK47WWNj603/w1hmnE10cg9StWhElQVKmfPJO+kk2DdrzEeMjJ0Tfql45t8D84u+5B3xxNNvn5Xo6/6Bf8HL2Ku+x2kROQW4hw4Gkdfe/m+y2kDy+eWLbJ3AsG1q5t2oQDV40KWbgPDCBtIVMyEArEWWV6K6S1L3HWE9dnhsSy95T8uxT3k/KjaLbUaYsb4J1M2sOzp+GdNxvfUzZh/rLQig0wDuX0T/klP4nvhnpRq69jYNIY2pymqGVmpNaxnbdXSPCDjpN1vZoRq/U4ZWzej9TkRz5Dz0H9fhllWgrrXPk1aMu+pGBtWE5j+euLzv/xAYM4HuPoP34WzauvY1udWR+aoi6j+ZnbSNsLtptPUbwgs+xH0IGZlOWWP3rGLZhhLW9EK6+Ofmjz5BkDg8ym2UNyVtIHlc5sTiq6eB+Houk/SmOSssy9GURTcB/YCoPSpexO2TZlIzbMekUtAw2+FzamF7RKGCOob/qTy9f9DX/MrKAqOnoeQcd441NzWVQ/F+DOFdGmV5QkNUjY2TaHN7SkCtHvqdRxd44enZQ4dTfa5Y6OO7bDV1eUiffh5cU9FfqGllBg1VhLanFFjEGqs60vllJcpuekCAku+xywvwSzdjv/b2ZRcdSa+eZ/s2DxbAFJKzO2bMDf9ucMuUjY7A9FMr5ZLm9MUwfIn7PDCuwRWLMU7+WWMSi+O4q5kXTgOLSsnpr3nxNOonj29aYMJQd74h3AdegRCQuXU12NcemSoWp6/0nIkzxhwBtmjYlOA+Rd9S/XUVyFska79cFlO5ZUvPIT++3L8P3wDvipEeibu/mfgGXxO2N3GNM1GlUDYlegL5hL4/B3kVsutSRECqQqkkUQ4ZubYWuIupRmWzy1cKArZSsx3Xq+X7OxsysvLycpK0ZjSCDZdPDhpBInWdR+09p2o+eEbK1RQUXDudxBZl92EM0IrNcq2U/3FdHxffY5RXmJphwEdM6Dj3Hs/soaeTdpRx8f9opfcPAZ9/ZrGf6TSM3F06IzcsMaK0AOUrj1Jv+RGtHadGtvbTiEwewrBGa9Tvzi3lNJK3ajH33pwDrsYV//E1Q/bAjv7sx85Rtnqb8nK2rHiZF5vJTndjtqp890R2qSm2BQKHnierdedHx0WGELJzqHg/udQUqhkp+bkkznyAjKTJINNhLHhj0YLRAk4zAByw+qwoBWAuXoZFXeMJeP2p3A0MjKmuTFLNocEItTP22iFVkpQRDjipxb1gMPbvEDc9bR+63PLXEe1QLT2nWn38nTSTzsTJSsH4XSh5OaTedZFFP1nWkoCcYdpglKvuZxW1b16mqcQAqRJxX3XUPnav6yiXLsJ/fvPQSSpKy0EwqFZlRQVBZHXDtc515B2+d27bpI2FrXW5x19tWBsTbERKJ40ssfeQPbYG3bL+CIjC7PSm/rvrABFSxynLELZbnyfvU/NZ1NxDzqLjHOvaJa5NgZz2wYSphMPIaRJ+iPvIBwJ0pjZ7CJaf5hfy56dTRTuASMatfAQSbSvujYCEeq15pN3qf7wzSbOrukId3pSTRGwtETVsWsmZNOmsYXiHkTa8AvCma4jV9KJdawUl9sRkrZ62htNmVpCzIpyKl9+nPJ7r8L70I34538Z00Y79Jjk9bQVBfXQY+yEFC2BNrB8tj9lexCKopBz379xn3omwuNBErIkZ2SBM3ZZaSar0BdCynqV+gJ+Ait+SnpNcPkSfB9Pomb2h5iBQMJ21VMmUnbtWQS+momxZiX6ih+peu5+Sq8dFWXJV/Y5BKXr/vG1RSFAUXH2H5l0Tja7ipbtp7hy5UqGDh1KQUEBWVlZ9OvXjzlz5jSqD3tPcQ9DURQyz7+KzPOvwgz5OyqKQnD1CsruujKqmL1AYAZ0FKcWPwWZlJgBPeacWbot7tiBn3+g+oUJUdm7fZOexdHneNLG3hLl/1gz5yNqZkyO24+sKKP8rsvIfdoq0SCEwH3JP6h5/RHMlYut6B8hrHtJy8R9/k0oHbqm9Hxs2jaDBw9m3333Zfbs2Xg8Hp588kkGDx7MqlWraN8+tSJytlDcg4kUQo5uPch99A2qXn6cwM+LrIwymoZ6QC/k+jVQUxWlNQohMIM6ZijjTyRanGJUwZU/UfX47bGTkJLg93OpqvKS+fcJ4cO+qa8mnbus9OL/5lNcxwyw5uPJwHPpPRgbVmP8/D3oAZSO3VEPPAKh2XuJLYeW65Kzbds2fv31VyZOnMghhxwCwIMPPsizzz7L0qVLUxaKjVo+T5gwgT59+pCZmUlRURHDhg1jxYoV4fNr1qwJp8Gq/3r33XcT9jtmzJiY9qeeempjpmYDaEUdyL7lEQpf+5zCN+dS+Orn5NzyKNlPvoPrrLGI3HaYuoEZ1NF9NZh6rEAUuQVoHYpj+q6a+GjSsfWfF6Kv/R2wyiTISm+D862Z/VHMMbVjN5ynnI1z0Plohx5jC8QWhrUlGP87nvrL6svr9Ua9/P7k2eYbIj8/nx49evDaa69RVVWFruu88MILFBUV0bt34nro9WmUUPzyyy8ZN24c3333HZ999hnBYJABAwZQVWUVWC8uLmbjxo1Rr3vuuYeMjAwGDRqUtO9TTz016rq33mp6dmybaBRFwXPKCHIefhXncachDROI9V0EQeYVt8Vcb5aVILdtanAc39RXrPaV5SnNS9b4MPUggdnv43vjcWqmvYTpTZ6b0qb1UFxcTHZ2dvg1YcKEhi9KghCCzz//nEWLFpGZmYnb7ebxxx9n5syZ5ObmptxPo5bPM2fOjHr/yiuvUFRUxIIFCzjuuONQVTVGRZ06dSqjRo0iIyO5c7PL5UpZvbVpOpkXXY+SkY1vxmTQ6wrZi5w8Mq/8B879e8VcY2xZn1LfssTai1QKO6bUXnWqVN9yVlSeyuCXH6D2/Auev91pW5tbJM23fF67dm1UmJ/LFd8Hdfz48Tz00ENJe1y2bBk9evRg3LhxFBUV8dVXX+HxeHjxxRc544wzmD9/Ph06dEhpdju0p1hebmkEeXl5cc8vWLCAxYsX88wzzzTY19y5cykqKiI3N5f+/ftz3333kZ+fn7C93++PUre93oaXazYW6WddjGfkGPSfF2KUbcPRrSda564J26v5qSW2FZnWB1xxu1G77ouxJnHqL8WpQNnGUHmFiD4Ac/lCfM/fSdqV96U0rs0upBnzKWZlZaUU+3zDDTcwZsyYpG26d+/O7Nmz+fjjjyktLQ33++yzz/LZZ5/x6quvMn58aiU8miwUTdPkuuuu45hjjuGggw6K22bixInsv//+HH300Un7OvXUUxkxYgTdunVj1apV3HbbbQwaNIhvv/0WNU76LLD2N++5556mTr/NoygKzoMPT61tfhEiOxfZQNkF9+nnhP+ffsU/8N52iWXwiYOa7gbTTPj9Mn79EWPrRtTC1H7dbVovhYWFFBYWNtiuuroaICYLlKIoYU+NVGjy+mTcuHEsXbqUt99+O+55n8/HpEmTuOSSSxrsa/To0QwZMoSDDz6YYcOG8fHHHzN//nzmzp2b8Jpbb72V8vLy8Gvt2rVNvRWbFEg758qk55VOXXH0PDT8XivsQNYDE1GLu0c3dLpw9jsFIRMLRLCUicAse1+55dFy/RSPOuoocnNzufDCC1myZAkrV67kpptuYvXq1Zx++ukp99MkTfGqq67i448/Zt68eXTu3DlumylTplBdXc0FFzQ+G0z37t0pKCjgt99+46STTorbxuVyJdyDsGl+nH2OQ1ZXUP3mM1G+kABKtx5kjo+1TmuFHci+53nMSi/6H7+ipGehdd2XwHefEVj6VdLxJCC9Jc15CzbNgVAaDslMpY+dQEFBATNnzuT222+nf//+BINBDjzwQKZNm8ahhx7acAchGiUUpZRcffXVTJ06lblz59KtW7eEbSdOnMiQIUNSUnvrs27dOrZv357yxqjNrsF1/Ok4jh2E/4tpGKtXoHjScQ4ciVaU3LCiZGThPLDOJULpsFeDYwlApLiXabMrabl+igCHH344s2bN2qE+GiUUx40bx6RJk5g2bRqZmZls2mS5aWRnZ+PxeMLtfvvtN+bNm8eMGTPi9tOzZ08mTJjA8OHDqays5J577mHkyJG0b9+eVatWcfPNN7PPPvswcODAHbg1m52B5d4zfIf60Lr0AHc60leVcAktAdepf92hcWxsmkKj9NjnnnuO8vJyTjjhBDp06BB+TZ4cHc710ksv0blzZwYMGBC3nxUrVoQt16qq8uOPPzJkyBD2228/LrnkEnr37s1XX31lL49bMc6Rl4OITRFZG3Wj9ToWJTu+V4PNbqQNJISwyxHY7DYC82cTmPIcBCMiGYRAO+IU3GdftfsmtoexK8sRlK//hayszB3sq4LsTge02O+qHftss9tw9umP4/ATMZb+D2Ptb4isPLS+p6A47NA+m92HLRRtditCCLSDj0Q7+MjdPRWbVGhG5+2Wii0UbWxsGkHLtj43B3ZwqY2NjU0EtqZoY2OTOvby2cbGxiYSe/lsY2Nj06awNUUbG5vUacGxz82FLRRtbGwaQetfPttC0cbGJnXagKGlZeuxNjY2NruYVqMp1oZw22UJbNoatZ/5XZHGwOutZEeXv1YfLZdWIxQrKioAq0KYjU1bpKKiguzs7J3St9PppH379hTve0iz9Ne+fXucTmez9NXctJosOaZpsmHDBjIzM+OU7rSpj9frpbi4OKaims3Op7mfvZSSiooKOnbsGFOfpDmpqakhEAg0S19OpxO3290sfTU3rUZTVBQlYWkEm8SkWlHNpvlpzme/szTESNxud4sVZM2JbWixsbGxicAWijY2NjYR2EKxjeJyubjrrrvskg+7AfvZt2xajaHFxsbGpjmwNUUbGxubCGyhaGNjYxOBLRRtbGxsIrCFoo2NjU0EtlBsxaxcuZKhQ4dSUFBAVlYW/fr1Y86cOeHzS5Ys4ZxzzqG4uBiPx8P+++/PU089lVLf06dPp2/fvng8HnJzcxk2bNhOuos9j5353AH8fj+9evVCCMHixYt3wh20bVpNRItNLIMHD2bfffdl9uzZeDwennzySQYPHsyqVato3749CxYsoKioiDfeeIPi4mL++9//cumll6KqKlddlbgY/XvvvcfYsWN54IEH6N+/P7qus3Tp0l14Zy2bnfXca7n55pvp2LEjS5Ys2QV30waRNq2SrVu3SkDOmzcvfMzr9UpAfvbZZwmvu/LKK+WJJ56Y8HwwGJSdOnWSL774YrPOt7Wws557LTNmzJA9e/aUP//8swTkokWLmmPaNhHYy+dWSn5+Pj169OC1116jqqoKXdd54YUXKCoqonfv3gmvKy8vJy8vL+H5hQsXsn79ehRF4bDDDqNDhw4MGjTI1hRD7KznDrB582bGjh3L66+/TlpaWnNP3aaW3S2VbXYea9eulb1795ZCCKmqquzQoYNcuHBhwvbffPON1DRNzpo1K2Gbt956SwJyr732klOmTJE//PCDPOecc2R+fr7cvn37zriNPY6d8dxN05Snnnqq/Oc//ymllHL16tW2priTsIXiHsYtt9wigaSvZcuWSdM05ZAhQ+SgQYPk119/LRcsWCCvuOIK2alTJ7lhw4aYfn/66SdZUFAQ/tIl4s0335SAfOGFF8LHampqZEFBgXz++eeb/X5bCrv7uT/11FPymGOOkbquSyltobgzsYXiHsaWLVvksmXLkr78fr/8/PPPpaIosry8POr6ffbZR06YMCHq2M8//yyLiorkbbfd1uD4s2fPloD86quvoo4fccQRKV2/p7K7n/vQoUOloihSVdXwC5CqqsoLLrigWe+1rWNbn/cwCgsLKSwsbLBddXU1QEzSUUVRME0z/P7nn3+mf//+XHjhhdx///0N9tu7d29cLhcrVqygX79+AASDQdasWUOXLl0acyt7FLv7uT/99NPcd9994fcbNmxg4MCBTJ48mb59+6Z6GzapsLulss3OYevWrTI/P1+OGDFCLl68WK5YsULeeOON0uFwyMWLF0spraVbYWGhPO+88+TGjRvDry1btoT7+d///id79Ogh161bFz527bXXyk6dOslZs2bJ5cuXy0suuUQWFRXJkpKSXX6fLY2d+dwjsZfPOw9bKLZi5s+fLwcMGCDz8vJkZmamPPLII+WMGTPC5++66664e2NdunQJt5kzZ44E5OrVq8PHAoGAvOGGG2RRUZHMzMyUJ598sly6dOkuvLOWzc567pHYQnHnYacOs7GxsYnA9lO0sbGxicAWijY2NjYR2ELRxsbGJgJbKNrY2NhEYAtFGxsbmwhsoWhjY2MTgS0UbWxsbCKwhaKNjY1NBLZQtLGxsYnAFoo2NjY2EdhC0cbGxiYCWyja2NjYRPD/lQs1rDZak4wAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(sechi_results, stations_clipped, 'Secchi')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default error='raise', makes it so that there is an error when there is a dimensionality error (i.e. when units can't be converted). Here we would get the error: DimensionalityError: Cannot convert from 'count' (dimensionless) to 'degree_Celsius' ([temperature])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 296229.000000\n", + "mean 25.304630\n", + "std 80.410479\n", + "min 0.000000\n", + "25% 21.200000\n", + "50% 25.900000\n", + "75% 29.200000\n", + "max 43696.000000\n", + "dtype: float64\n", + "Unusable results: 112\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 507.7675019927092): 1\n" + ] + }, + { + "data": { + 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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
221FLHILL_WQX-04728.19deg CNaN28.19 degree_CelsiusdegC
2321FLHILL_WQX-150927.67deg CNaN27.67 degree_CelsiusdegC
2521FLHILL_WQX-06030.24deg CNaN30.24 degree_CelsiusdegC
2721FLTBW_WQX-NAB30.67deg CNaN30.67 degree_CelsiusdegC
2821FLTBW_WQX-DISM26.5deg CNaN26.5 degree_CelsiusdegC
.....................
1443514USGS-27321708233570128.9deg CNaN28.9 degree_CelsiusdegC
1443517USGS-27432208224550124.4deg CNaN24.4 degree_CelsiusdegC
1443522USGS-27430208228080125.0deg CNaN25.0 degree_CelsiusdegC
1443525USGS-27392608230450125.7deg CNaN25.7 degree_CelsiusdegC
1443528USGS-27445508225360126.1deg CNaN26.1 degree_CelsiusdegC
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296341 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "2 21FLHILL_WQX-047 28.19 \n", + "23 21FLHILL_WQX-1509 27.67 \n", + "25 21FLHILL_WQX-060 30.24 \n", + "27 21FLTBW_WQX-NAB 30.67 \n", + "28 21FLTBW_WQX-DISM 26.5 \n", + "... ... ... \n", + "1443514 USGS-273217082335701 28.9 \n", + "1443517 USGS-274322082245501 24.4 \n", + "1443522 USGS-274302082280801 25.0 \n", + "1443525 USGS-273926082304501 25.7 \n", + "1443528 USGS-274455082253601 26.1 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag Temperature Units \n", + "2 deg C NaN 28.19 degree_Celsius degC \n", + "23 deg C NaN 27.67 degree_Celsius degC \n", + "25 deg C NaN 30.24 degree_Celsius degC \n", + "27 deg C NaN 30.67 degree_Celsius degC \n", + "28 deg C NaN 26.5 degree_Celsius degC \n", + "... ... ... ... ... \n", + "1443514 deg C NaN 28.9 degree_Celsius degC \n", + "1443517 deg C NaN 24.4 degree_Celsius degC \n", + "1443522 deg C NaN 25.0 degree_Celsius degC \n", + "1443525 deg C NaN 25.7 degree_Celsius degC \n", + "1443528 deg C NaN 26.1 degree_Celsius degC \n", + "\n", + "[296341 rows x 6 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Temperature', 'Units']\n", + "temperature_results = df.loc[df['CharacteristicName']=='Temperature, water', cols]\n", + "temperature_results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above we can see examples where the results were in deg F and in the result field they've been converted into degree_Celsius" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
73906821FLPDEM_WQX-19-13Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73993221FLPDEM_WQX-24-07Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
74128821FLPDEM_WQX-12-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
74637121FLPDEM_WQX-23-08Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
75236221FLPDEM_WQX-04-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
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89005021FLPDEM_WQX-35-01Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
89407521FLPDEM_WQX-23-08Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1338441USGS-280228082343000NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1404938USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1405221USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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86 rows × 6 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "739068 21FLPDEM_WQX-19-13 Not Reported \n", + "739932 21FLPDEM_WQX-24-07 Not Reported \n", + "741288 21FLPDEM_WQX-12-04 Not Reported \n", + "746371 21FLPDEM_WQX-23-08 Not Reported \n", + "752362 21FLPDEM_WQX-04-04 Not Reported \n", + "... ... ... \n", + "890050 21FLPDEM_WQX-35-01 Not Reported \n", + "894075 21FLPDEM_WQX-23-08 Not Reported \n", + "1338441 USGS-280228082343000 NaN \n", + "1404938 USGS-02306028 NaN \n", + "1405221 USGS-02306028 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "739068 NaN \n", + "739932 NaN \n", + "741288 NaN \n", + "746371 NaN \n", + "752362 NaN \n", + "... ... \n", + "890050 NaN \n", + "894075 NaN \n", + "1338441 NaN \n", + "1404938 NaN \n", + "1405221 NaN \n", + "\n", + " QA_flag Temperature Units \n", + "739068 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739932 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "741288 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "746371 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "752362 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "... ... ... ... \n", + "890050 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "894075 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1338441 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1404938 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1405221 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "\n", + "[86 rows x 6 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine missing units\n", + "temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see where the units were missing, the results were assumed to be in degree_Celsius already" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ResultMeasureValue: \"Not Reported\" result cannot be used; ResultMeasure/MeasureUnitCode: MISSING UNITS, degC assumed'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This is also noted in the QA_flag field\n", + "list(temperature_results.loc[df['ResultMeasure/MeasureUnitCode'].isna(), 'QA_flag'])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTemperatureUnits
73906821FLPDEM_WQX-19-13Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
73993221FLPDEM_WQX-24-07Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
74128821FLPDEM_WQX-12-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
74637121FLPDEM_WQX-23-08Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
75236221FLPDEM_WQX-04-04Not ReportedNaNResultMeasureValue: \"Not Reported\" result cann...NaNdegC
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119174221FLPDEM_WQX-24-01Not Reporteddeg CResultMeasureValue: \"Not Reported\" result cann...NaNdegC
119347021FLPDEM_WQX-12-02Not Reporteddeg CResultMeasureValue: \"Not Reported\" result cann...NaNdegC
1338441USGS-280228082343000NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1404938USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
1405221USGS-02306028NaNNaNResultMeasureValue: missing (NaN) result; Resu...NaNdegC
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112 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "739068 21FLPDEM_WQX-19-13 Not Reported \n", + "739932 21FLPDEM_WQX-24-07 Not Reported \n", + "741288 21FLPDEM_WQX-12-04 Not Reported \n", + "746371 21FLPDEM_WQX-23-08 Not Reported \n", + "752362 21FLPDEM_WQX-04-04 Not Reported \n", + "... ... ... \n", + "1191742 21FLPDEM_WQX-24-01 Not Reported \n", + "1193470 21FLPDEM_WQX-12-02 Not Reported \n", + "1338441 USGS-280228082343000 NaN \n", + "1404938 USGS-02306028 NaN \n", + "1405221 USGS-02306028 NaN \n", + "\n", + " ResultMeasure/MeasureUnitCode \\\n", + "739068 NaN \n", + "739932 NaN \n", + "741288 NaN \n", + "746371 NaN \n", + "752362 NaN \n", + "... ... \n", + "1191742 deg C \n", + "1193470 deg C \n", + "1338441 NaN \n", + "1404938 NaN \n", + "1405221 NaN \n", + "\n", + " QA_flag Temperature Units \n", + "739068 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739932 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "741288 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "746371 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "752362 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "... ... ... ... \n", + "1191742 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1193470 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1338441 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1404938 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1405221 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "\n", + "[112 rows x 6 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look for any without usable results\n", + "temperature_results.loc[df['Temperature'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
021FLBRA-1530-A1227.593333
121FLBRA-1530-B726.290000
221FLBRA-1541A-A626.016667
321FLBRA-1541B-A626.743333
421FLBRA-1574-A527.890000
............
14390USGS-280726082313300428.025000
14391USGS-2807280823011015425.083333
14392USGS-280729082313501127.400000
14393USGS-280730082313201124.700000
14394USGS-2807300824318001122.018182
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14395 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 21FLBRA-1530-A 12 27.593333\n", + "1 21FLBRA-1530-B 7 26.290000\n", + "2 21FLBRA-1541A-A 6 26.016667\n", + "3 21FLBRA-1541B-A 6 26.743333\n", + "4 21FLBRA-1574-A 5 27.890000\n", + "... ... ... ...\n", + "14390 USGS-280726082313300 4 28.025000\n", + "14391 USGS-280728082301101 54 25.083333\n", + "14392 USGS-280729082313501 1 27.400000\n", + "14393 USGS-280730082313201 1 24.700000\n", + "14394 USGS-280730082431800 11 22.018182\n", + "\n", + "[14395 rows x 3 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate temperature data by station\n", + "visualize.station_summary(temperature_results, 'Temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\mapclassify\\classifiers.py:257: UserWarning: Not enough unique values in array to form 5 classes. Setting k to 4.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(temperature_results, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(temperature_results, stations_clipped, 'Temperature')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Dissolved oxygen" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + } + ], + "source": [ + "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", + "df = harmonize.harmonize(df, 'Dissolved oxygen (DO)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Imediately when we run a harmonization function without the intermediate fields they're deleted." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
021FLHILL_WQX-5859.32mg/LNaN9.32 milligram / liter
921FLHILL_WQX-16114.90mg/LNaN4.9 milligram / liter
1121FLHILL_WQX-16062.56mg/LNaN2.56 milligram / liter
1421FLPDEM_WQX-24-0168.7%NaN0.05676222371166 milligram / liter
1921FLTBW_WQX-DISN6.36mg/LNaN6.36 milligram / liter
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144323021FLBSG-44.0mg/lNaN4.0 milligram / liter
144323121FLBSG-47.2mg/lNaN7.2 milligram / liter
144323221FLBSG-47.4mg/lNaN7.4 milligram / liter
144323321FLBSG-47.9mg/lNaN7.9 milligram / liter
144323421FLBSG-48.9mg/lNaN8.9 milligram / liter
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265772 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "0 21FLHILL_WQX-585 9.32 \n", + "9 21FLHILL_WQX-1611 4.90 \n", + "11 21FLHILL_WQX-1606 2.56 \n", + "14 21FLPDEM_WQX-24-01 68.7 \n", + "19 21FLTBW_WQX-DISN 6.36 \n", + "... ... ... \n", + "1443230 21FLBSG-4 4.0 \n", + "1443231 21FLBSG-4 7.2 \n", + "1443232 21FLBSG-4 7.4 \n", + "1443233 21FLBSG-4 7.9 \n", + "1443234 21FLBSG-4 8.9 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag \\\n", + "0 mg/L NaN \n", + "9 mg/L NaN \n", + "11 mg/L NaN \n", + "14 % NaN \n", + "19 mg/L NaN \n", + "... ... ... \n", + "1443230 mg/l NaN \n", + "1443231 mg/l NaN \n", + "1443232 mg/l NaN \n", + "1443233 mg/l NaN \n", + "1443234 mg/l NaN \n", + "\n", + " DO \n", + "0 9.32 milligram / liter \n", + "9 4.9 milligram / liter \n", + "11 2.56 milligram / liter \n", + "14 0.05676222371166 milligram / liter \n", + "19 6.36 milligram / liter \n", + "... ... \n", + "1443230 4.0 milligram / liter \n", + "1443231 7.2 milligram / liter \n", + "1443232 7.4 milligram / liter \n", + "1443233 7.9 milligram / liter \n", + "1443234 8.9 milligram / liter \n", + "\n", + "[265772 rows x 5 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at what was changed\n", + "cols = ['MonitoringLocationIdentifier', 'ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'DO']\n", + "do_res = df.loc[df['CharacteristicName']=='Dissolved oxygen (DO)', cols]\n", + "do_res" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifierResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagDO
021FLHILL_WQX-5859.32mg/LNaN9.32 milligram / liter
921FLHILL_WQX-16114.90mg/LNaN4.9 milligram / liter
1121FLHILL_WQX-16062.56mg/LNaN2.56 milligram / liter
1421FLPDEM_WQX-24-0168.7%NaN0.05676222371166 milligram / liter
1921FLTBW_WQX-DISN6.36mg/LNaN6.36 milligram / liter
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144202121FLHILL_WQX-15120.71mg/LNaN0.71 milligram / liter
144202621FLHILL_WQX-96.16mg/LNaN6.16 milligram / liter
144202721FLHILL_WQX-5204.62mg/LNaN4.62 milligram / liter
144203221FLHILL_WQX-96.24mg/LNaN6.24 milligram / liter
144203721FLHILL_WQX-144385.61mg/LNaN5.61 milligram / liter
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168783 rows × 5 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier ResultMeasureValue \\\n", + "0 21FLHILL_WQX-585 9.32 \n", + "9 21FLHILL_WQX-1611 4.90 \n", + "11 21FLHILL_WQX-1606 2.56 \n", + "14 21FLPDEM_WQX-24-01 68.7 \n", + "19 21FLTBW_WQX-DISN 6.36 \n", + "... ... ... \n", + "1442021 21FLHILL_WQX-1512 0.71 \n", + "1442026 21FLHILL_WQX-9 6.16 \n", + "1442027 21FLHILL_WQX-520 4.62 \n", + "1442032 21FLHILL_WQX-9 6.24 \n", + "1442037 21FLHILL_WQX-14438 5.61 \n", + "\n", + " ResultMeasure/MeasureUnitCode QA_flag \\\n", + "0 mg/L NaN \n", + "9 mg/L NaN \n", + "11 mg/L NaN \n", + "14 % NaN \n", + "19 mg/L NaN \n", + "... ... ... \n", + "1442021 mg/L NaN \n", + "1442026 mg/L NaN \n", + "1442027 mg/L NaN \n", + "1442032 mg/L NaN \n", + "1442037 mg/L NaN \n", + "\n", + " DO \n", + "0 9.32 milligram / liter \n", + "9 4.9 milligram / liter \n", + "11 2.56 milligram / liter \n", + "14 0.05676222371166 milligram / liter \n", + "19 6.36 milligram / liter \n", + "... ... \n", + "1442021 0.71 milligram / liter \n", + "1442026 6.16 milligram / liter \n", + "1442027 4.62 milligram / liter \n", + "1442032 6.24 milligram / liter \n", + "1442037 5.61 milligram / liter \n", + "\n", + "[168783 rows x 5 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "do_res.loc[do_res['ResultMeasure/MeasureUnitCode']!='mg/l']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Though there were no results in %, the conversion from percent saturation (%) to mg/l is special. This equation is being improved by integrating tempertaure and pressure instead of assuming STP (see DO_saturation())" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MonitoringLocationIdentifiercntmean
021FLBRA-1530-A122.785000
121FLBRA-1530-B74.042857
221FLBRA-1541A-A64.721667
321FLBRA-1541B-A66.600000
421FLBRA-1574-A54.378000
............
12965NARS_WQX-NCCA10-167285.437500
12966NARS_WQX-NCCA10-1673204.115000
12967NARS_WQX-NCCA10-167462.466667
12968NARS_WQX-NLA06608-016156.500000
12969NARS_WQX-NLA_FL-1012739.033333
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12970 rows × 3 columns

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" + ], + "text/plain": [ + " MonitoringLocationIdentifier cnt mean\n", + "0 21FLBRA-1530-A 12 2.785000\n", + "1 21FLBRA-1530-B 7 4.042857\n", + "2 21FLBRA-1541A-A 6 4.721667\n", + "3 21FLBRA-1541B-A 6 6.600000\n", + "4 21FLBRA-1574-A 5 4.378000\n", + "... ... ... ...\n", + "12965 NARS_WQX-NCCA10-1672 8 5.437500\n", + "12966 NARS_WQX-NCCA10-1673 20 4.115000\n", + "12967 NARS_WQX-NCCA10-1674 6 2.466667\n", + "12968 NARS_WQX-NLA06608-0161 5 6.500000\n", + "12969 NARS_WQX-NLA_FL-10127 3 9.033333\n", + "\n", + "[12970 rows x 3 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate data by station\n", + "visualize.station_summary(do_res, 'DO')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\mapclassify\\classifiers.py:257: UserWarning: Not enough unique values in array to form 5 classes. Setting k to 4.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(do_res, stations_clipped)\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average results at each station\n", + "gdf_avg = visualize.map_measure(do_res, stations_clipped, 'DO')\n", + "gdf_avg.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### pH" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 272552.000000\n", + "mean 7.763663\n", + "std 0.470669\n", + "min 0.370000\n", + "25% 7.530000\n", + "50% 7.890000\n", + "75% 8.070000\n", + "max 12.970000\n", + "dtype: float64\n", + "Unusable results: 132\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 10.587675460371953): 7\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pH, this time looking at a report\n", + "df = harmonize.harmonize(df, 'pH', report=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the warnings that occur when a unit is not recognized by the package. These occur even when report=False. Future versions could include these as defined units for pH, but here it wouldn't alter results." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagpH
47.48NoneNaN7.48 dimensionless
58.18NoneNaN8.18 dimensionless
77.81NoneNaN7.81 dimensionless
127.92NoneNaN7.92 dimensionless
137.8NoneNaN7.8 dimensionless
...............
14435237.9std unitsNaN7.9 dimensionless
14435247.3std unitsNaN7.3 dimensionless
14435267.8std unitsNaN7.8 dimensionless
14435277.7std unitsNaN7.7 dimensionless
14435297.6std unitsNaN7.6 dimensionless
\n", + "

272684 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "4 7.48 None NaN \n", + "5 8.18 None NaN \n", + "7 7.81 None NaN \n", + "12 7.92 None NaN \n", + "13 7.8 None NaN \n", + "... ... ... ... \n", + "1443523 7.9 std units NaN \n", + "1443524 7.3 std units NaN \n", + "1443526 7.8 std units NaN \n", + "1443527 7.7 std units NaN \n", + "1443529 7.6 std units NaN \n", + "\n", + " pH \n", + "4 7.48 dimensionless \n", + "5 8.18 dimensionless \n", + "7 7.81 dimensionless \n", + "12 7.92 dimensionless \n", + "13 7.8 dimensionless \n", + "... ... \n", + "1443523 7.9 dimensionless \n", + "1443524 7.3 dimensionless \n", + "1443526 7.8 dimensionless \n", + "1443527 7.7 dimensionless \n", + "1443529 7.6 dimensionless \n", + "\n", + "[272684 rows x 4 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['CharacteristicName']=='pH', ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'pH']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "'None' is uninterpretable and replaced with NaN, which then gets replaced with 'dimensionless' since pH is unitless" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Salinity" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 263723.000000\n", + "mean 21.808432\n", + "std 95.959075\n", + "min -0.020000\n", + "25% 18.270000\n", + "50% 24.900000\n", + "75% 28.700000\n", + "max 48930.000000\n", + "dtype: float64\n", + "Unusable results: 1211\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 597.5628816877291): 4\n" + ] + }, + { + "data": { + "image/png": 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mpa8n3L59u+644w6lpKRIkrp27ao///nP2rFjh6Qf9/4sWLBAU6dO1R133CFJevXVVxUZGan169drzJgxOnDggLZs2aKdO3cqPj5ekrR48WKNGDFCL7zwgmJiYpSTk6OqqiqtXLlSwcHB6tWrl0pKSjR//nyvoAQAAHAmnweg6667TitWrNDnn3+uq666Sp988ok++OADzZ8/X5J0+PBhOZ1OJSYm2vcJDw/XoEGDVFhYqDFjxqiwsFARERF2+JGkxMREBQYGqqioSHfeeacKCwt10003KTg42B6TnJysOXPm6Pvvv1e7du3qrK2yslKVlZX2bZfLJUlyu91yu90+ew48c4UEWj6dtyny1OfvdUrU6q+o1f+YUqdkbq2+qNfnAWjy5MlyuVzq3r27WrRooerqaj3zzDNKTU2VJDmdTklSZGSk1/0iIyPtPqfTqU6dOnkvtGVLtW/f3mtMXFxcnTk8fWcLQLNnz9aMGTPqtOfl5al169YXU+55zYqv0ebNm30+b1PkcDgaewmXDLX6J2r1P6bUKZlXa0VFRb3n8XkAeuONN5STk6Pc3Fz7sNSECRMUExOjtLQ0Xz/cBZkyZYqysrLs2y6XS7GxsUpKSlJYWJjPHsftdsvhcGjarkAVZw/z2bxNkafWoUOHKigoqLGX06Co1T9Rq/8xpU7J3FpPnjxZ7/l8HoAmTpyoyZMna8yYMZKkPn366KuvvtLs2bOVlpamqKgoSVJpaamio6Pt+5WWlqp///6SpKioKJWVlXnNe/r0aR09etS+f1RUlEpLS73GeG57xpwpJCREISEhddqDgoIa5IVTWRPg9y9Ij4Z6DpsiavVP1Op/TKlTMq/W06dP13sen18FVlFRocBA72lbtGihmpoaSVJcXJyioqKUn59v97tcLhUVFSkhIUGSlJCQoPLychUXF9tjtm7dqpqaGg0aNMgeU1BQ4HUc0OFwqFu3bmc9/AUAAODh8wB022236ZlnntGmTZv097//XevWrdP8+fN15513SpICAgI0YcIEPf3009qwYYP27t2rBx54QDExMRo5cqQkqUePHho2bJjGjh2rHTt26MMPP1RmZqbGjBmjmJgYSdK9996r4OBgpaena//+/VqzZo0WLlzodYgLAADgbHx+CGzx4sWaNm2afve736msrEwxMTH693//d2VnZ9tjJk2apBMnTmjcuHEqLy/XDTfcoC1btig0NNQek5OTo8zMTA0ZMkSBgYEaNWqUFi1aZPeHh4crLy9PGRkZGjhwoDp27Kjs7GwugQcAAD/J5wGobdu2WrBggRYsWHDOMQEBAZo5c6Zmzpx5zjHt27dXbm7ueR+rb9++ev/99y92qQAAwFB8FxgAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4DRKAvvnmG913333q0KGDWrVqpT59+mjXrl12v2VZys7OVnR0tFq1aqXExEQdOnTIa46jR48qNTVVYWFhioiIUHp6uo4fP+41Zs+ePbrxxhsVGhqq2NhYzZ07tyHKAQAAfsbnAej777/X9ddfr6CgIP3tb3/Tp59+qnnz5qldu3b2mLlz52rRokVavny5ioqK1KZNGyUnJ+vUqVP2mNTUVO3fv18Oh0MbN25UQUGBxo0bZ/e7XC4lJSWpS5cuKi4u1vPPP6/p06drxYoVvi4JAAD4mZa+nnDOnDmKjY3VqlWr7La4uDj7d8uytGDBAk2dOlV33HGHJOnVV19VZGSk1q9frzFjxujAgQPasmWLdu7cqfj4eEnS4sWLNWLECL3wwguKiYlRTk6OqqqqtHLlSgUHB6tXr14qKSnR/PnzvYISAADAmXy+B2jDhg2Kj4/X6NGj1alTJw0YMEAvvfSS3X/48GE5nU4lJibabeHh4Ro0aJAKCwslSYWFhYqIiLDDjyQlJiYqMDBQRUVF9pibbrpJwcHB9pjk5GQdPHhQ33//va/LAgAAfsTne4C+/PJLLVu2TFlZWXriiSe0c+dO/eEPf1BwcLDS0tLkdDolSZGRkV73i4yMtPucTqc6derkvdCWLdW+fXuvMbX3LNWe0+l0eh1y86isrFRlZaV92+VySZLcbrfcbnd9yvbimSsk0PLpvE2Rpz5/r1OiVn9Frf7HlDolc2v1Rb0+D0A1NTWKj4/Xs88+K0kaMGCA9u3bp+XLlystLc3XD3dBZs+erRkzZtRpz8vLU+vWrX3+eLPia7R582afz9sUORyOxl7CJUOt/ola/Y8pdUrm1VpRUVHveXwegKKjo9WzZ0+vth49eui//uu/JElRUVGSpNLSUkVHR9tjSktL1b9/f3tMWVmZ1xynT5/W0aNH7ftHRUWptLTUa4zntmfMmaZMmaKsrCz7tsvlUmxsrJKSkhQWFnahpZ6T2+2Ww+HQtF2BKs4e5rN5myJPrUOHDlVQUFBjL6dBUat/olb/Y0qdkrm1njx5st7z+TwAXX/99Tp48KBX2+eff64uXbpI+vGE6KioKOXn59uBx+VyqaioSI8++qgkKSEhQeXl5SouLtbAgQMlSVu3blVNTY0GDRpkj3nyySfldrvtje5wONStW7ezHv6SpJCQEIWEhNRpDwoKapAXTmVNgN+/ID0a6jlsiqjVP1Gr/zGlTsm8Wk+fPl3veXx+EvRjjz2mjz76SM8++6y++OIL5ebmasWKFcrIyJAkBQQEaMKECXr66ae1YcMG7d27Vw888IBiYmI0cuRIST/uMRo2bJjGjh2rHTt26MMPP1RmZqbGjBmjmJgYSdK9996r4OBgpaena//+/VqzZo0WLlzotYcHAADgbHy+B+iaa67RunXrNGXKFM2cOVNxcXFasGCBUlNT7TGTJk3SiRMnNG7cOJWXl+uGG27Qli1bFBoaao/JyclRZmamhgwZosDAQI0aNUqLFi2y+8PDw5WXl6eMjAwNHDhQHTt2VHZ2NpfAAwCAn+TzACRJt956q2699dZz9gcEBGjmzJmaOXPmOce0b99eubm5532cvn376v3337/odQIAADPxXWAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhADazr5E2NvQQAAHAGAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgNHoCee+45BQQEaMKECXbbqVOnlJGRoQ4dOuiyyy7TqFGjVFpa6nW/I0eOKCUlRa1bt1anTp00ceJEnT592mvMe++9p6uvvlohISG68sortXr16oYuBwAA+IEGDUA7d+7Uf/7nf6pv375e7Y899pjeeustrV27Vtu2bdO3336ru+66y+6vrq5WSkqKqqqqtH37dv3pT3/S6tWrlZ2dbY85fPiwUlJSdMstt6ikpEQTJkzQww8/rLfffrshSwIAAH6gwQLQ8ePHlZqaqpdeeknt2rWz248dO6ZXXnlF8+fP169//WsNHDhQq1at0vbt2/XRRx9JkvLy8vTpp5/qtddeU//+/TV8+HDNmjVLS5cuVVVVlSRp+fLliouL07x589SjRw9lZmbqN7/5jV588cWGKgkAAPiJlg01cUZGhlJSUpSYmKinn37abi8uLpbb7VZiYqLd1r17d3Xu3FmFhYUaPHiwCgsL1adPH0VGRtpjkpOT9eijj2r//v0aMGCACgsLvebwjKl9qO1MlZWVqqystG+7XC5Jktvtltvtrm/JNs9cIYGW121/5KnNn2v0oFb/RK3+x5Q6JXNr9UW9DRKAXn/9dX388cfauXNnnT6n06ng4GBFRER4tUdGRsrpdNpjaocfT7+n73xjXC6XTp48qVatWtV57NmzZ2vGjBl12vPy8tS6deufX+DPNCu+RpK0efNmn8/d1DgcjsZewiVDrf6JWv2PKXVK5tVaUVFR73l8HoC+/vprjR8/Xg6HQ6Ghob6evl6mTJmirKws+7bL5VJsbKySkpIUFhbms8dxu91yOByatitQlTUB2jc92WdzNzWeWocOHaqgoKDGXk6Dolb/RK3+x5Q6JXNrPXnyZL3n83kAKi4uVllZma6++mq7rbq6WgUFBVqyZInefvttVVVVqby83GsvUGlpqaKioiRJUVFR2rFjh9e8nqvEao8588qx0tJShYWFnXXvjySFhIQoJCSkTntQUFCDvHAqawJUWR3g9y9KqeGew6aIWv0TtfofU+qUzKv1zKvCL4bPT4IeMmSI9u7dq5KSEvsnPj5eqamp9u9BQUHKz8+373Pw4EEdOXJECQkJkqSEhATt3btXZWVl9hiHw6GwsDD17NnTHlN7Ds8YzxwAAADn4vM9QG3btlXv3r292tq0aaMOHTrY7enp6crKylL79u0VFham3//+90pISNDgwYMlSUlJSerZs6fuv/9+zZ07V06nU1OnTlVGRoa9B+eRRx7RkiVLNGnSJD300EPaunWr3njjDW3atMnXJQEAAD/TYFeBnc+LL76owMBAjRo1SpWVlUpOTtZ//Md/2P0tWrTQxo0b9eijjyohIUFt2rRRWlqaZs6caY+Ji4vTpk2b9Nhjj2nhwoW6/PLL9fLLLys52X/PtwEAAL5xSQLQe++953U7NDRUS5cu1dKlS895ny5duvzk1VM333yzdu/e7YslAgAAg/BdYAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAc1U18l86CcAXCwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAENDPn+woMvh4DAH4eAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQEAzcLGXt3NZPACcHQEIaOYIOQBw4QhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAENHE/9yRnToYGgJ+PAAQ0QZcyzBCcAJiIAAQ0Yb7a+0PIAQBvBCCgGSHIAIBvEIAAP3S+oESIAgACEAAAMBABCGiG2IsDAPVDAAIAAMYhAAHN2IXsCWKvEQD8HwIQYKiLCUSEKAD+ggAEAACMQwACmgj2rgDApUMAAgAAxiEAAY2kKe7x8ayp9/S3G3klANCwCEBAI/P1t703xWAFAE0NAQgAABiHAAQ0UezJAYCGQwACQNgCYByfB6DZs2frmmuuUdu2bdWpUyeNHDlSBw8e9Bpz6tQpZWRkqEOHDrrssss0atQolZaWeo05cuSIUlJS1Lp1a3Xq1EkTJ07U6dOnvca89957uvrqqxUSEqIrr7xSq1ev9nU5gE8RNACgafB5ANq2bZsyMjL00UcfyeFwyO12KykpSSdOnLDHPPbYY3rrrbe0du1abdu2Td9++63uuusuu7+6ulopKSmqqqrS9u3b9ac//UmrV69Wdna2Pebw4cNKSUnRLbfcopKSEk2YMEEPP/yw3n6bq1fQvDWHkNQc1ggA59PS1xNu2bLF6/bq1avVqVMnFRcX66abbtKxY8f0yiuvKDc3V7/+9a8lSatWrVKPHj300UcfafDgwcrLy9Onn36qd955R5GRkerfv79mzZqlxx9/XNOnT1dwcLCWL1+uuLg4zZs3T5LUo0cPffDBB3rxxReVnJzs67KABtGQQcIzN2EFAOryeQA607FjxyRJ7du3lyQVFxfL7XYrMTHRHtO9e3d17txZhYWFGjx4sAoLC9WnTx9FRkbaY5KTk/Xoo49q//79GjBggAoLC73m8IyZMGHCOddSWVmpyspK+7bL5ZIkud1uud3uetfq4ZkrJNDyuu2PPLX5c40evqg1pIX1f6+PFpbX3J6+2u2+dubj1H48r7ZzvHbPvK8/4DXsf0ypUzK3Vl/UG2BZVoO929bU1Oj2229XeXm5PvjgA0lSbm6uHnzwQa8gIknXXnutbrnlFs2ZM0fjxo3TV1995XU4q6KiQm3atNHmzZs1fPhwXXXVVXrwwQc1ZcoUe8zmzZuVkpKiiooKtWrVqs56pk+frhkzZtRpz83NVevWrX1VNgAAaEAVFRW69957dezYMYWFhV3UHA26BygjI0P79u2zw09jmzJlirKysuzbLpdLsbGxSkpKuugn8GzcbrccDoem7QpUZU2A9k3330NynlqHDh2qoKCgxl5Og6pPrb2nv61905Ptfz1tZ/KMaSi111D73zP7Bs7colnxNXatZ7tP7Tqa82uc17D/MaVOydxaT548We/5GiwAZWZmauPGjSooKNDll19ut0dFRamqqkrl5eWKiIiw20tLSxUVFWWP2bFjh9d8nqvEao8588qx0tJShYWFnXXvjySFhIQoJCSkTntQUFCDvHAqawJUWR3g9y9KqeGew6boYmr1vA5qvx4qqwPOOvfZ2n2l9hpq/1unr+b/2s51n9p1+MO25zXsf0ypUzKv1jOvCr8YPr8KzLIsZWZmat26ddq6davi4uK8+gcOHKigoCDl5+fbbQcPHtSRI0eUkJAgSUpISNDevXtVVlZmj3E4HAoLC1PPnj3tMbXn8IzxzAGgcXDSNYDmwOd7gDIyMpSbm6u//vWvatu2rZxOpyQpPDxcrVq1Unh4uNLT05WVlaX27dsrLCxMv//975WQkKDBgwdLkpKSktSzZ0/df//9mjt3rpxOp6ZOnaqMjAx7D84jjzyiJUuWaNKkSXrooYe0detWvfHGG9q0iTdf4OcirAAwlc/3AC1btkzHjh3TzTffrOjoaPtnzZo19pgXX3xRt956q0aNGqWbbrpJUVFRevPNN+3+Fi1aaOPGjWrRooUSEhJ033336YEHHtDMmTPtMXFxcdq0aZMcDof69eunefPm6eWXX+YSeKCeCEUATODzPUA/56Ky0NBQLV26VEuXLj3nmC5dumjz5s3nnefmm2/W7t27L3iNQFPVnMNH18mb9PfnUhp7GQDwszT45wABJmvOgQYA/BkBCLjEmkIoagprAIDGxLfBA5BEKAJgFgIQYBBCDgD8iAAEXCLNNXw013UDwPkQgC4B/oAAANC0cBI04GME3h95ngcujQfQFLEHCMAFOVvAI/QBaG4IQADOqfY30xNyAPgTAhAAADAOAQjARWGPEIDmjAAE1JMnCBAIAKD5IAABuGhnhj5CIIDmggAEAACMQwACAADGIQABF4nDPQDQfBGAAFxyhEcAjY0ABNQDf8h/Hp4nAE0NAQjwIf7Q/4jnAUBTRwACAADGIQABP1Pt78XCxWHPEICmggAEXAQ+APDn47kB0BQRgAAAgHEIQJcI/xfcfJ257TgUBgDNHwEIAAAYhwAEAACMQwACzoJDlg2P5xhAYyIAAT8Df6wBwL8QgAA0KsIlgMZAAAJq4Y8xAJihZWMvAGgKzhZ8CEMA4L/YAwSjEXIuHc9zzXMOoCkgAME4XSdv4o8wABiOAATjEYYAwDwEIPilnxNqzjWGQAQA/o8ABL9X+9wTwk3TxbYBcCkRgC4h3uAvLQJP08f2AdBYCECNgDd9AAAaFwHoEuO8E9+5kM/u4fltPthWAC4FPgixkXje5P/+XMrPasf/6Tp5k9fzwx9MAMCFYg9QI6t9nkrtP+T8Ufd2Iefz8Nw1P2wzAJcaAQhN0k99ajCfKuyf2J4ALhUCUBPmr1cxnVnTufZ88f1c5mI7A2hoBKBm4sww1Fz/QJyvhnPt1WmutQIAmi4CUDNwZmi42MM/9b3fT7XV7vupEHPmWgg5AIBLiavAmrnaweHvz6Wc9fbZriir3e75vfYVaOcKPbX7uk7epJAWluZeK/We/rYqqwPOubaz3QZ+yrlevwBQXwQgP/JzDild6O/nmwtoSGe+JglCAHyp2R8CW7p0qbp27arQ0FANGjRIO3bsaOwlAQCAJq5ZB6A1a9YoKytLTz31lD7++GP169dPycnJKisra+ylAfCRc50DBwD10awD0Pz58zV27Fg9+OCD6tmzp5YvX67WrVtr5cqVjb00AD7GOWUAfKnZngNUVVWl4uJiTZkyxW4LDAxUYmKiCgsLz3qfyspKVVZW2rePHTsmSTp69KjcbrfP1uZ2u1VRUaGW7kBV1wT89B2asZY1lioqaqjVzzT1Wq/8/95Qy///X0kqmjLkoufy/Pf6v//7vwoKCvLRCpsmU2o1pU7J3FpPnTolSbIs66Lna7YB6J///Keqq6sVGRnp1R4ZGanPPvvsrPeZPXu2ZsyYUac9Li6uQdZoinsbewGXELU2TR3nNfYKADSGH374QeHh4Rd132YbgC7GlClTlJWVZd+uqanR0aNH1aFDBwUE+O7/cl0ul2JjY/X1118rLCzMZ/M2RdTqn6jVP5lSqyl1SubW2rZtW/3www+KiYm56PmabQDq2LGjWrRoodLSUq/20tJSRUVFnfU+ISEhCgkJ8WqLiIhoqCUqLCzM71+QHtTqn6jVP5lSqyl1SmbWerF7fjya7UnQwcHBGjhwoPLz8+22mpoa5efnKyEhoRFXBgAAmrpmuwdIkrKyspSWlqb4+Hhde+21WrBggU6cOKEHH3ywsZcGAACasGYdgO6++2794x//UHZ2tpxOp/r3768tW7bUOTH6UgsJCdFTTz1V53CbP6JW/0St/smUWk2pU6LW+giw6nMNGQAAQDPUbM8BAgAAuFgEIAAAYBwCEAAAMA4BCAAAGIcA1ACWLl2qrl27KjQ0VIMGDdKOHTsae0n1VlBQoNtuu00xMTEKCAjQ+vXrvfoty1J2draio6PVqlUrJSYm6tChQ42z2HqYPXu2rrnmGrVt21adOnXSyJEjdfDgQa8xp06dUkZGhjp06KDLLrtMo0aNqvOBnM3BsmXL1LdvX/tDxRISEvS3v/3N7veXOs/mueeeU0BAgCZMmGC3+Uu906dPV0BAgNdP9+7d7X5/qdPjm2++0X333acOHTqoVatW6tOnj3bt2mX3+8t7U9euXets14CAAGVkZEjyn+1aXV2tadOmKS4uTq1atdIVV1yhWbNmeX3nl8+2qQWfev31163g4GBr5cqV1v79+62xY8daERERVmlpaWMvrV42b95sPfnkk9abb75pSbLWrVvn1f/cc89Z4eHh1vr1661PPvnEuv322624uDjr5MmTjbPgi5ScnGytWrXK2rdvn1VSUmKNGDHC6ty5s3X8+HF7zCOPPGLFxsZa+fn51q5du6zBgwdb1113XSOu+uJs2LDB2rRpk/X5559bBw8etJ544gkrKCjI2rdvn2VZ/lPnmXbs2GF17drV6tu3rzV+/Hi73V/qfeqpp6xevXpZ3333nf3zj3/8w+73lzoty7KOHj1qdenSxfrtb39rFRUVWV9++aX19ttvW1988YU9xl/em8rKyry2qcPhsCRZ7777rmVZ/rNdn3nmGatDhw7Wxo0brcOHD1tr1661LrvsMmvhwoX2GF9tUwKQj1177bVWRkaGfbu6utqKiYmxZs+e3Yir8q0zA1BNTY0VFRV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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Salinity\n", + "df = harmonize.harmonize(df, 'Salinity', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
140ppthNaN40.0 Practical_Salinity_Units
629PSSNaN29.0 Practical_Salinity_Units
826.04PSSNaN26.04 Practical_Salinity_Units
150.18ppthNaN0.18 Practical_Salinity_Units
175.9ppthNaN5.9 Practical_Salinity_Units
...............
144321621.3PSSNaN21.3 Practical_Salinity_Units
144321820.97PSSNaN20.97 Practical_Salinity_Units
144322119.9PSSNaN19.9 Practical_Salinity_Units
144322720.4PSSNaN20.4 Practical_Salinity_Units
144322821.8PSSNaN21.8 Practical_Salinity_Units
\n", + "

264934 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "1 40 ppth NaN \n", + "6 29 PSS NaN \n", + "8 26.04 PSS NaN \n", + "15 0.18 ppth NaN \n", + "17 5.9 ppth NaN \n", + "... ... ... ... \n", + "1443216 21.3 PSS NaN \n", + "1443218 20.97 PSS NaN \n", + "1443221 19.9 PSS NaN \n", + "1443227 20.4 PSS NaN \n", + "1443228 21.8 PSS NaN \n", + "\n", + " Salinity \n", + "1 40.0 Practical_Salinity_Units \n", + "6 29.0 Practical_Salinity_Units \n", + "8 26.04 Practical_Salinity_Units \n", + "15 0.18 Practical_Salinity_Units \n", + "17 5.9 Practical_Salinity_Units \n", + "... ... \n", + "1443216 21.3 Practical_Salinity_Units \n", + "1443218 20.97 Practical_Salinity_Units \n", + "1443221 19.9 Practical_Salinity_Units \n", + "1443227 20.4 Practical_Salinity_Units \n", + "1443228 21.8 Practical_Salinity_Units \n", + "\n", + "[264934 rows x 4 columns]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']\n", + "df.loc[df['CharacteristicName']=='Salinity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Nitrogen" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 163.000000\n", + "mean 1.575389\n", + "std 4.532429\n", + "min 0.024000\n", + "25% 0.202720\n", + "50% 0.315560\n", + "75% 0.500170\n", + "max 22.500000\n", + "dtype: float64\n", + "Unusable results: 2\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 28.769965070579048): 0\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Nitrogen\n", + "df = harmonize.harmonize(df, 'Nitrogen', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagNitrogen
2218190.39mg/LNaN0.39 milligram / liter
2379140.4475mg/LNaN0.4475 milligram / liter
2406820.425mg/LNaN0.425 milligram / liter
2542600.4625mg/LNaN0.4625 milligram / liter
2558650.33625mg/LNaN0.33625 milligram / liter
...............
14336830.084mg/lNaN0.084 milligram / liter
14336910.166mg/lNaN0.166 milligram / liter
14337010.091mg/lNaN0.091 milligram / liter
14337350.057mg/lNaN0.057 milligram / liter
14338900.030mg/lNaN0.03 milligram / liter
\n", + "

165 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "221819 0.39 mg/L NaN \n", + "237914 0.4475 mg/L NaN \n", + "240682 0.425 mg/L NaN \n", + "254260 0.4625 mg/L NaN \n", + "255865 0.33625 mg/L NaN \n", + "... ... ... ... \n", + "1433683 0.084 mg/l NaN \n", + "1433691 0.166 mg/l NaN \n", + "1433701 0.091 mg/l NaN \n", + "1433735 0.057 mg/l NaN \n", + "1433890 0.030 mg/l NaN \n", + "\n", + " Nitrogen \n", + "221819 0.39 milligram / liter \n", + "237914 0.4475 milligram / liter \n", + "240682 0.425 milligram / liter \n", + "254260 0.4625 milligram / liter \n", + "255865 0.33625 milligram / liter \n", + "... ... \n", + "1433683 0.084 milligram / liter \n", + "1433691 0.166 milligram / liter \n", + "1433701 0.091 milligram / liter \n", + "1433735 0.057 milligram / liter \n", + "1433890 0.03 milligram / liter \n", + "\n", + "[165 rows x 4 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Nitrogen']\n", + "df.loc[df['CharacteristicName']=='Nitrogen', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Conductivity" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 10.000000\n", + "mean 703.700000\n", + "std 79.037333\n", + "min 606.000000\n", + "25% 627.750000\n", + "50% 731.500000\n", + "75% 775.750000\n", + "max 776.000000\n", + "dtype: float64\n", + "Unusable results: 8\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 1177.9239977057255): 0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Conductivity\n", + "df = harmonize.harmonize(df, 'Conductivity', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagConductivity
385072NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
390188NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
391236NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
393815NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
394231NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
396562NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
401373NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
417407NaNuS/cmResultMeasureValue: missing (NaN) resultNaN
479303626uS/cmNaN626.0 microsiemens / centimeter
483927688uS/cmNaN688.0 microsiemens / centimeter
501480606uS/cmNaN606.0 microsiemens / centimeter
502341606uS/cmNaN606.0 microsiemens / centimeter
505456633uS/cmNaN633.0 microsiemens / centimeter
574674775uS/cmNaN775.0 microsiemens / centimeter
577422776uS/cmNaN776.0 microsiemens / centimeter
578392776uS/cmNaN776.0 microsiemens / centimeter
580503776uS/cmNaN776.0 microsiemens / centimeter
585778775uS/cmNaN775.0 microsiemens / centimeter
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", + "385072 NaN uS/cm \n", + "390188 NaN uS/cm \n", + "391236 NaN uS/cm \n", + "393815 NaN uS/cm \n", + "394231 NaN uS/cm \n", + "396562 NaN uS/cm \n", + "401373 NaN uS/cm \n", + "417407 NaN uS/cm \n", + "479303 626 uS/cm \n", + "483927 688 uS/cm \n", + "501480 606 uS/cm \n", + "502341 606 uS/cm \n", + "505456 633 uS/cm \n", + "574674 775 uS/cm \n", + "577422 776 uS/cm \n", + "578392 776 uS/cm \n", + "580503 776 uS/cm \n", + "585778 775 uS/cm \n", + "\n", + " QA_flag \\\n", + "385072 ResultMeasureValue: missing (NaN) result \n", + "390188 ResultMeasureValue: missing (NaN) result \n", + "391236 ResultMeasureValue: missing (NaN) result \n", + "393815 ResultMeasureValue: missing (NaN) result \n", + "394231 ResultMeasureValue: missing (NaN) result \n", + "396562 ResultMeasureValue: missing (NaN) result \n", + "401373 ResultMeasureValue: missing (NaN) result \n", + "417407 ResultMeasureValue: missing (NaN) result \n", + "479303 NaN \n", + "483927 NaN \n", + "501480 NaN \n", + "502341 NaN \n", + "505456 NaN \n", + "574674 NaN \n", + "577422 NaN \n", + "578392 NaN \n", + "580503 NaN \n", + "585778 NaN \n", + "\n", + " Conductivity \n", + "385072 NaN \n", + "390188 NaN \n", + "391236 NaN \n", + "393815 NaN \n", + "394231 NaN \n", + "396562 NaN \n", + "401373 NaN \n", + "417407 NaN \n", + "479303 626.0 microsiemens / centimeter \n", + "483927 688.0 microsiemens / centimeter \n", + "501480 606.0 microsiemens / centimeter \n", + "502341 606.0 microsiemens / centimeter \n", + "505456 633.0 microsiemens / centimeter \n", + "574674 775.0 microsiemens / centimeter \n", + "577422 776.0 microsiemens / centimeter \n", + "578392 776.0 microsiemens / centimeter \n", + "580503 776.0 microsiemens / centimeter \n", + "585778 775.0 microsiemens / centimeter " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Conductivity']\n", + "df.loc[df['CharacteristicName']=='Conductivity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Chlorophyll a" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 43333.000000\n", + "mean 0.014368\n", + "std 0.022741\n", + "min -0.000506\n", + "25% 0.004600\n", + "50% 0.008720\n", + "75% 0.016360\n", + "max 1.552000\n", + "dtype: float64\n", + "Unusable results: 1115\n", + "Usable results with inferred units: 4\n", + "Results outside threshold (0.0 to 0.15081314171981786): 197\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Chlorophyll a\n", + "df = harmonize.harmonize(df, 'Chlorophyll a', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagChlorophyll
2206915.94ug/LNaN0.005940000000000001 milligram / liter
2258451.45ug/LNaN0.00145 milligram / liter
2267402.77ug/LNaN0.00277 milligram / liter
2280783.87ug/LNaN0.00387 milligram / liter
2357088.15ug/LNaN0.008150000000000001 milligram / liter
...............
144319926.48ug/lNaN0.02648 milligram / liter
14432091.83ug/lNaN0.00183 milligram / liter
144322023.55ug/lNaN0.02355 milligram / liter
144322237.07ug/lNaN0.03707 milligram / liter
144322361.95ug/lNaN0.061950000000000005 milligram / liter
\n", + "

44448 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "220691 5.94 ug/L NaN \n", + "225845 1.45 ug/L NaN \n", + "226740 2.77 ug/L NaN \n", + "228078 3.87 ug/L NaN \n", + "235708 8.15 ug/L NaN \n", + "... ... ... ... \n", + "1443199 26.48 ug/l NaN \n", + "1443209 1.83 ug/l NaN \n", + "1443220 23.55 ug/l NaN \n", + "1443222 37.07 ug/l NaN \n", + "1443223 61.95 ug/l NaN \n", + "\n", + " Chlorophyll \n", + "220691 0.005940000000000001 milligram / liter \n", + "225845 0.00145 milligram / liter \n", + "226740 0.00277 milligram / liter \n", + "228078 0.00387 milligram / liter \n", + "235708 0.008150000000000001 milligram / liter \n", + "... ... \n", + "1443199 0.02648 milligram / liter \n", + "1443209 0.00183 milligram / liter \n", + "1443220 0.02355 milligram / liter \n", + "1443222 0.03707 milligram / liter \n", + "1443223 0.061950000000000005 milligram / liter \n", + "\n", + "[44448 rows x 4 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Chlorophyll']\n", + "df.loc[df['CharacteristicName']=='Chlorophyll a', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Organic Carbon" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 2.156600e+04\n", + "mean 2.463136e+04\n", + "std 1.905400e+06\n", + "min 0.000000e+00\n", + "25% 4.600000e+00\n", + "50% 7.100000e+00\n", + "75% 1.200000e+01\n", + "max 2.000000e+08\n", + "dtype: float64\n", + "Unusable results: 1928\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 11457033.813951893): 8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Organic carbon (%)\n", + "df = harmonize.harmonize(df, 'Organic carbon', report=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagCarbon
33.8mg/LNaN3.8 milligram / liter
6828.0mg/LNaN28.0 milligram / liter
2723.4mg/LNaN3.4 milligram / liter
2876.7mg/LNaN6.7 milligram / liter
3465.8mg/LNaN5.8 milligram / liter
...............
14419421.8mg/LNaN1.8 milligram / liter
14419455.1mg/LNaN5.1 milligram / liter
14419597.3mg/LNaN7.3 milligram / liter
144199511.7mg/LNaN11.7 milligram / liter
14420255.3mg/LNaN5.3 milligram / liter
\n", + "

23494 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "3 3.8 mg/L NaN \n", + "68 28.0 mg/L NaN \n", + "272 3.4 mg/L NaN \n", + "287 6.7 mg/L NaN \n", + "346 5.8 mg/L NaN \n", + "... ... ... ... \n", + "1441942 1.8 mg/L NaN \n", + "1441945 5.1 mg/L NaN \n", + "1441959 7.3 mg/L NaN \n", + "1441995 11.7 mg/L NaN \n", + "1442025 5.3 mg/L NaN \n", + "\n", + " Carbon \n", + "3 3.8 milligram / liter \n", + "68 28.0 milligram / liter \n", + "272 3.4 milligram / liter \n", + "287 6.7 milligram / liter \n", + "346 5.8 milligram / liter \n", + "... ... \n", + "1441942 1.8 milligram / liter \n", + "1441945 5.1 milligram / liter \n", + "1441959 7.3 milligram / liter \n", + "1441995 11.7 milligram / liter \n", + "1442025 5.3 milligram / liter \n", + "\n", + "[23494 rows x 4 columns]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Carbon']\n", + "df.loc[df['CharacteristicName']=='Organic carbon', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Turbidity (NTU)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 91094.000000\n", + "mean 16.265923\n", + "std 877.842138\n", + "min -0.047700\n", + "25% 1.500000\n", + "50% 2.400000\n", + "75% 4.000000\n", + "max 200000.000000\n", + "dtype: float64\n", + "Unusable results: 1066\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 5283.318748835202): 155\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Turbidity (NTU)\n", + "df = harmonize.harmonize(df, 'Turbidity', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTurbidity
1202.3NTUNaN2.3 Nephelometric_Turbidity_Units
1432.6NTUNaN2.6 Nephelometric_Turbidity_Units
2840.9NTUNaN0.9 Nephelometric_Turbidity_Units
2963.0NTUNaN3.0 Nephelometric_Turbidity_Units
3132.0NTUNaN2.0 Nephelometric_Turbidity_Units
...............
14419232.3NTUNaN2.3 Nephelometric_Turbidity_Units
14419470.8NTUNaN0.8 Nephelometric_Turbidity_Units
14419910.42NTUNaN0.42 Nephelometric_Turbidity_Units
14420111.8NTUNaN1.8 Nephelometric_Turbidity_Units
14420351.6NTUNaN1.6 Nephelometric_Turbidity_Units
\n", + "

92160 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "120 2.3 NTU NaN \n", + "143 2.6 NTU NaN \n", + "284 0.9 NTU NaN \n", + "296 3.0 NTU NaN \n", + "313 2.0 NTU NaN \n", + "... ... ... ... \n", + "1441923 2.3 NTU NaN \n", + "1441947 0.8 NTU NaN \n", + "1441991 0.42 NTU NaN \n", + "1442011 1.8 NTU NaN \n", + "1442035 1.6 NTU NaN \n", + "\n", + " Turbidity \n", + "120 2.3 Nephelometric_Turbidity_Units \n", + "143 2.6 Nephelometric_Turbidity_Units \n", + "284 0.9 Nephelometric_Turbidity_Units \n", + "296 3.0 Nephelometric_Turbidity_Units \n", + "313 2.0 Nephelometric_Turbidity_Units \n", + "... ... \n", + "1441923 2.3 Nephelometric_Turbidity_Units \n", + "1441947 0.8 Nephelometric_Turbidity_Units \n", + "1441991 0.42 Nephelometric_Turbidity_Units \n", + "1442011 1.8 Nephelometric_Turbidity_Units \n", + "1442035 1.6 Nephelometric_Turbidity_Units \n", + "\n", + "[92160 rows x 4 columns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Turbidity']\n", + "df.loc[df['CharacteristicName']=='Turbidity', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Sediment" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# Sediment\n", + "df = harmonize.harmonize(df, 'Sediment', report=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSediment
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, QA_flag, Sediment]\n", + "Index: []" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Sediment']\n", + "df.loc[df['CharacteristicName']=='Sediment', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Phosphorus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: must be merged w/ activities (package runs query by site if not already merged)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + } + ], + "source": [ + "# Phosphorus\n", + "df = harmonize.harmonize(df, 'Phosphorus')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: warnings for unexpected characteristic fractions. Fractions are each seperated out into their own result column." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
33770.049mg/LNaNNaN
77340.004mg/LNaNNaN
91470.049mg/LNaNNaN
109470.036mg/LNaNNaN
195200.050mg/LNaN0.05 milligram / liter
...............
14419610.14mg/LNaNNaN
14419620.052mg/LNaNNaN
14420000.14mg/LNaNNaN
14420190.147mg/LNaNNaN
14420290.14mg/LNaNNaN
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28141 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "3377 0.049 mg/L NaN \n", + "7734 0.004 mg/L NaN \n", + "9147 0.049 mg/L NaN \n", + "10947 0.036 mg/L NaN \n", + "19520 0.050 mg/L NaN \n", + "... ... ... ... \n", + "1441961 0.14 mg/L NaN \n", + "1441962 0.052 mg/L NaN \n", + "1442000 0.14 mg/L NaN \n", + "1442019 0.147 mg/L NaN \n", + "1442029 0.14 mg/L NaN \n", + "\n", + " TDP_Phosphorus \n", + "3377 NaN \n", + "7734 NaN \n", + "9147 NaN \n", + "10947 NaN \n", + "19520 0.05 milligram / liter \n", + "... ... \n", + "1441961 NaN \n", + "1441962 NaN \n", + "1442000 NaN \n", + "1442019 NaN \n", + "1442029 NaN \n", + "\n", + "[28141 rows x 4 columns]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All Phosphorus\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'TDP_Phosphorus']\n", + "df.loc[df['Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
33770.049mg/LNaNNaN
77340.004mg/LNaNNaN
91470.049mg/LNaNNaN
109470.036mg/LNaNNaN
233880.004mg/LNaNNaN
...............
14419610.14mg/LNaNNaN
14419620.052mg/LNaNNaN
14420000.14mg/LNaNNaN
14420190.147mg/LNaNNaN
14420290.14mg/LNaNNaN
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26178 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "3377 0.049 mg/L NaN \n", + "7734 0.004 mg/L NaN \n", + "9147 0.049 mg/L NaN \n", + "10947 0.036 mg/L NaN \n", + "23388 0.004 mg/L NaN \n", + "... ... ... ... \n", + "1441961 0.14 mg/L NaN \n", + "1441962 0.052 mg/L NaN \n", + "1442000 0.14 mg/L NaN \n", + "1442019 0.147 mg/L NaN \n", + "1442029 0.14 mg/L NaN \n", + "\n", + " TDP_Phosphorus \n", + "3377 NaN \n", + "7734 NaN \n", + "9147 NaN \n", + "10947 NaN \n", + "23388 NaN \n", + "... ... \n", + "1441961 NaN \n", + "1441962 NaN \n", + "1442000 NaN \n", + "1442019 NaN \n", + "1442029 NaN \n", + "\n", + "[26178 rows x 4 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total phosphorus\n", + "df.loc[df['TP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
195200.050mg/LNaN0.05 milligram / liter
295860.009mg/LNaN0.009 milligram / liter
560220.003mg/LNaN0.003 milligram / liter
1191420.050mg/LNaN0.05 milligram / liter
1242940.002mg/LNaN0.002 milligram / liter
...............
14231200.2mg/l as PNaN0.2 milligram / liter
14231250.22mg/l as PNaN0.22 milligram / liter
14231480.18mg/l as PNaN0.18 milligram / liter
14231530.33mg/l as PNaN0.33 milligram / liter
14271760.166mg/l as PNaN0.166 milligram / liter
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1099 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "19520 0.050 mg/L NaN \n", + "29586 0.009 mg/L NaN \n", + "56022 0.003 mg/L NaN \n", + "119142 0.050 mg/L NaN \n", + "124294 0.002 mg/L NaN \n", + "... ... ... ... \n", + "1423120 0.2 mg/l as P NaN \n", + "1423125 0.22 mg/l as P NaN \n", + "1423148 0.18 mg/l as P NaN \n", + "1423153 0.33 mg/l as P NaN \n", + "1427176 0.166 mg/l as P NaN \n", + "\n", + " TDP_Phosphorus \n", + "19520 0.05 milligram / liter \n", + "29586 0.009 milligram / liter \n", + "56022 0.003 milligram / liter \n", + "119142 0.05 milligram / liter \n", + "124294 0.002 milligram / liter \n", + "... ... \n", + "1423120 0.2 milligram / liter \n", + "1423125 0.22 milligram / liter \n", + "1423148 0.18 milligram / liter \n", + "1423153 0.33 milligram / liter \n", + "1427176 0.166 milligram / liter \n", + "\n", + "[1099 rows x 4 columns]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Total dissolved phosphorus\n", + "df.loc[df['TDP_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagTDP_Phosphorus
2219720.13118375mg/LNaNNaN
2384040.1696225mg/LNaNNaN
2390800.0835825mg/LNaNNaN
2453320.16950375mg/LNaNNaN
2550460.03524375mg/LNaNNaN
...............
14177330.058%NaNNaN
14185900.041%NaNNaN
14193690.078%NaNNaN
1434075460mg/kgNaNNaN
14340775400mg/kgNaNNaN
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864 rows × 4 columns

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" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "221972 0.13118375 mg/L NaN \n", + "238404 0.1696225 mg/L NaN \n", + "239080 0.0835825 mg/L NaN \n", + "245332 0.16950375 mg/L NaN \n", + "255046 0.03524375 mg/L NaN \n", + "... ... ... ... \n", + "1417733 0.058 % NaN \n", + "1418590 0.041 % NaN \n", + "1419369 0.078 % NaN \n", + "1434075 460 mg/kg NaN \n", + "1434077 5400 mg/kg NaN \n", + "\n", + " TDP_Phosphorus \n", + "221972 NaN \n", + "238404 NaN \n", + "239080 NaN \n", + "245332 NaN \n", + "255046 NaN \n", + "... ... \n", + "1417733 NaN \n", + "1418590 NaN \n", + "1419369 NaN \n", + "1434075 NaN \n", + "1434077 NaN \n", + "\n", + "[864 rows x 4 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All other phosphorus sample fractions\n", + "df.loc[df['Other_Phosphorus'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Bacteria" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some equivalence assumptions are built-in where bacteria counts that are not equivalent are treated as such because there is no standard way to convert from one to another." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Fecal Coliform" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 8.647000e+03\n", + "mean 4.903257e+03\n", + "std 1.318438e+05\n", + "min 0.000000e+00\n", + "25% 3.000000e+00\n", + "50% 1.100000e+01\n", + "75% 6.000000e+01\n", + "max 1.000000e+07\n", + "dtype: float64\n", + "Unusable results: 55551\n", + "Usable results with inferred units: 5\n", + "Results outside threshold (0.0 to 795966.1242988213): 8\n" + ] + }, + { + "data": { + "image/png": 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739WmTZv0la98RT/60Y/04IMPSpIOHTokn8+nrKws85iEhARlZGSorKxMo0aNUllZmRITE80wI0lZWVmKjo7W9u3bdccdd6isrEzXX3+9HA6HWZOTk6Mnn3xSn3/+edgdoZBAIKBAIGBu+/1+SVIwGFQwGIzkMs8rNJcz2mh0HOFCfaE/F0avrKNX1tEr6+iVdS3Zq6bOGVGg+fjjj7Vo0SIVFhbq5z//uXbu3Kmf/OQncjgcysvLk8/nkyS53e6w49xut7nP5/MpKSkpfBHt26tz585hNWfe+TlzTp/P12igKSoq0owZMxqMl5aWKj4+PpLLtGTW0Pqw7TVr1jT7OdoSr9fb2kuwDXplHb2yjl5ZR6+sa4lenThxoknHRRRo6uvrNXToUP3iF7+QJA0aNEh79+7V4sWLlZeX16QFNJcpU6aosLDQ3Pb7/UpNTVV2drZcLleznScYDMrr9eqRXdEK1EeZ43un5zTbOdqSUL+GDx+umJiY1l7ORY1eWUevrKNX1tEr61qyV6EnLJGKKNB069ZN6enpYWN9+/bV//7v/0qSkpOTJUlVVVXq1q2bWVNVVaWBAweaNdXV1WFznD59WocPHzaPT05OVlVVVVhNaDtUczan0ymn09lgPCYmpkU+mIH6KAXqvgg0fPjPr6X+HdoiemUdvbKOXllHr6xriV41db6I3nK65pprdPDgwbCxDz74QD179pT0rx8QTk5O1vr16839fr9f27dvl8fjkSR5PB7V1NSovLzcrNmwYYPq6+uVkZFh1mzevDnsOZrX61Xv3r0bfdwEAAAubREFmokTJ2rbtm36xS9+oY8++kjLli3T888/r/z8fElSVFSUCgoK9Nhjj+n111/Xnj17dO+99yolJUW33367pH/d0bn55pv14IMPaseOHXr33Xc1YcIEjRo1SikpKZKk733ve3I4HBozZoz27dunV199VfPnzw97pAQAABAS0SOnb3zjG3rttdc0ZcoUzZw5U2lpaXrmmWc0evRos2by5Mk6fvy4xo4dq5qaGl177bVau3atYmNjzZqlS5dqwoQJGjZsmKKjozVy5EgtWLDA3J+QkKDS0lLl5+dryJAh6tq1q6ZNm8Yr2wAAoFERBRpJ+s53vqPvfOc759wfFRWlmTNnaubMmees6dy5s5YtW3be8wwYMEDvvPNOpMsDAACXIP6WEwAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsD0CDQAAsL2IAs306dMVFRUV9tWnTx9z/6lTp5Sfn68uXbqoY8eOGjlypKqqqsLmqKysVG5uruLj45WUlKRJkybp9OnTYTUbN27U4MGD5XQ61atXL5WUlDT9CgEAQJsX8R2afv366bPPPjO/tmzZYu6bOHGi3njjDa1YsUKbNm3Sp59+qjvvvNPcX1dXp9zcXNXW1mrr1q16+eWXVVJSomnTppk1hw4dUm5urm688UZVVFSooKBADzzwgNatW/clLxUAALRV7SM+oH17JScnNxg/cuSIXnzxRS1btkw33XSTJGnJkiXq27evtm3bpszMTJWWlmr//v1666235Ha7NXDgQM2aNUsPPfSQpk+fLofDocWLFystLU1z5syRJPXt21dbtmzRvHnzlJOT8yUvFwAAtEURB5oPP/xQKSkpio2NlcfjUVFRkXr06KHy8nIFg0FlZWWZtX369FGPHj1UVlamzMxMlZWVqX///nK73WZNTk6Oxo8fr3379mnQoEEqKysLmyNUU1BQcN51BQIBBQIBc9vv90uSgsGggsFgpJd5TqG5nNFGo+MIF+oL/bkwemUdvbKOXllHr6xryV41dc6IAk1GRoZKSkrUu3dvffbZZ5oxY4auu+467d27Vz6fTw6HQ4mJiWHHuN1u+Xw+SZLP5wsLM6H9oX3nq/H7/Tp58qTi4uIaXVtRUZFmzJjRYLy0tFTx8fGRXKYls4bWh22vWbOm2c/Rlni93tZegm3QK+volXX0yjp6ZV1L9OrEiRNNOi6iQDNixAjzvwcMGKCMjAz17NlTy5cvP2fQ+HeZMmWKCgsLzW2/36/U1FRlZ2fL5XI123mCwaC8Xq8e2RWtQH2UOb53Oo/DGhPq1/DhwxUTE9Pay7mo0Svr6JV19Mo6emVdS/Yq9IQlUhE/cjpTYmKirrzySn300UcaPny4amtrVVNTE3aXpqqqyvyZm+TkZO3YsSNsjtBbUGfWnP1mVFVVlVwu13lDk9PplNPpbDAeExPTIh/MQH2UAnVfBBo+/OfXUv8ObRG9so5eWUevrKNX1rVEr5o635f6PTTHjh3Tn//8Z3Xr1k1DhgxRTEyM1q9fb+4/ePCgKisr5fF4JEkej0d79uxRdXW1WeP1euVyuZSenm7WnDlHqCY0BwAAwNkiCjT//d//rU2bNukvf/mLtm7dqjvuuEPt2rXT3XffrYSEBI0ZM0aFhYV6++23VV5ervvuu08ej0eZmZmSpOzsbKWnp+uee+7Re++9p3Xr1mnq1KnKz883766MGzdOH3/8sSZPnqw//elPeu6557R8+XJNnDix+a8eAAC0CRE9cvq///s/3X333frnP/+pyy+/XNdee622bdumyy+/XJI0b948RUdHa+TIkQoEAsrJydFzzz1nHt+uXTutWrVK48ePl8fjUYcOHZSXl6eZM2eaNWlpaVq9erUmTpyo+fPnq3v37nrhhRd4ZRsAAJxTRIHmlVdeOe/+2NhYFRcXq7i4+Jw1PXv2vOAbQTfccIN2794dydIAAMAljL/lBAAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbO9LBZonnnhCUVFRKigoMMdOnTql/Px8denSRR07dtTIkSNVVVUVdlxlZaVyc3MVHx+vpKQkTZo0SadPnw6r2bhxowYPHiyn06levXqppKTkyywVAAC0YU0ONDt37tQvf/lLDRgwIGx84sSJeuONN7RixQpt2rRJn376qe68805zf11dnXJzc1VbW6utW7fq5ZdfVklJiaZNm2bWHDp0SLm5ubrxxhtVUVGhgoICPfDAA1q3bl1TlwsAANqwJgWaY8eOafTo0frVr36lTp06meNHjhzRiy++qLlz5+qmm27SkCFDtGTJEm3dulXbtm2TJJWWlmr//v36zW9+o4EDB2rEiBGaNWuWiouLVVtbK0lavHix0tLSNGfOHPXt21cTJkzQf/7nf2revHnNcMkAAKCtad+Ug/Lz85Wbm6usrCw99thj5nh5ebmCwaCysrLMsT59+qhHjx4qKytTZmamysrK1L9/f7ndbrMmJydH48eP1759+zRo0CCVlZWFzRGqOfPR1tkCgYACgYC57ff7JUnBYFDBYLApl9mo0FzOaKPRcYQL9YX+XBi9so5eWUevrKNX1rVkr5o6Z8SB5pVXXtEf//hH7dy5s8E+n88nh8OhxMTEsHG32y2fz2fWnBlmQvtD+85X4/f7dfLkScXFxTU4d1FRkWbMmNFgvLS0VPHx8dYv0KJZQ+vDttesWdPs52hLvF5vay/BNuiVdfTKOnplHb2yriV6deLEiSYdF1Gg+eSTT/TTn/5UXq9XsbGxTTphS5kyZYoKCwvNbb/fr9TUVGVnZ8vlcjXbeYLBoLxerx7ZFa1AfZQ5vnd6TrOdoy0J9Wv48OGKiYlp7eVc1OiVdfTKOnplHb2yriV7FXrCEqmIAk15ebmqq6s1ePBgc6yurk6bN2/Ws88+q3Xr1qm2tlY1NTVhd2mqqqqUnJwsSUpOTtaOHTvC5g29BXVmzdlvRlVVVcnlcjV6d0aSnE6nnE5ng/GYmJgW+WAG6qMUqPsi0PDhP7+W+ndoi+iVdfTKOnplHb2yriV61dT5Ivqh4GHDhmnPnj2qqKgwv4YOHarRo0eb/x0TE6P169ebxxw8eFCVlZXyeDySJI/Hoz179qi6utqs8Xq9crlcSk9PN2vOnCNUE5oDAADgTBHdobnssst01VVXhY116NBBXbp0McfHjBmjwsJCde7cWS6XSz/+8Y/l8XiUmZkpScrOzlZ6erruuecezZ49Wz6fT1OnTlV+fr55h2XcuHF69tlnNXnyZN1///3asGGDli9frtWrVzfHNQMAgDamSW85nc+8efMUHR2tkSNHKhAIKCcnR88995y5v127dlq1apXGjx8vj8ejDh06KC8vTzNnzjRr0tLStHr1ak2cOFHz589X9+7d9cILLygnh59TAQAADX3pQLNx48aw7djYWBUXF6u4uPicx/Ts2fOCbwXdcMMN2r1795ddHgAAuATwt5wAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtEWgAAIDtRRRoFi1apAEDBsjlcsnlcsnj8ejNN9809586dUr5+fnq0qWLOnbsqJEjR6qqqipsjsrKSuXm5io+Pl5JSUmaNGmSTp8+HVazceNGDR48WE6nU7169VJJSUnTrxAAALR5EQWa7t2764knnlB5ebl27dqlm266Sbfddpv27dsnSZo4caLeeOMNrVixQps2bdKnn36qO++80zy+rq5Oubm5qq2t1datW/Xyyy+rpKRE06ZNM2sOHTqk3Nxc3XjjjaqoqFBBQYEeeOABrVu3rpkuGQAAtDXtIym+9dZbw7Yff/xxLVq0SNu2bVP37t314osvatmyZbrpppskSUuWLFHfvn21bds2ZWZmqrS0VPv379dbb70lt9utgQMHatasWXrooYc0ffp0ORwOLV68WGlpaZozZ44kqW/fvtqyZYvmzZunnJycZrpsAADQlkQUaM5UV1enFStW6Pjx4/J4PCovL1cwGFRWVpZZ06dPH/Xo0UNlZWXKzMxUWVmZ+vfvL7fbbdbk5ORo/Pjx2rdvnwYNGqSysrKwOUI1BQUF511PIBBQIBAwt/1+vyQpGAwqGAw29TIbCM3ljDYaHUe4UF/oz4XRK+volXX0yjp6ZV1L9qqpc0YcaPbs2SOPx6NTp06pY8eOeu2115Senq6Kigo5HA4lJiaG1bvdbvl8PkmSz+cLCzOh/aF956vx+/06efKk4uLiGl1XUVGRZsyY0WC8tLRU8fHxkV7mBc0aWh+2vWbNmmY/R1vi9Xpbewm2Qa+so1fW0Svr6JV1LdGrEydONOm4iANN7969VVFRoSNHjuh3v/ud8vLytGnTpiadvDlNmTJFhYWF5rbf71dqaqqys7Plcrma7TzBYFBer1eP7IpWoD7KHN87ncdhjQn1a/jw4YqJiWnt5VzU6JV19Mo6emUdvbKuJXsVesISqYgDjcPhUK9evSRJQ4YM0c6dOzV//nzdddddqq2tVU1NTdhdmqqqKiUnJ0uSkpOTtWPHjrD5Qm9BnVlz9ptRVVVVcrlc57w7I0lOp1NOp7PBeExMTIt8MAP1UQrUfRFo+PCfX0v9O7RF9Mo6emUdvbKOXlnXEr1q6nxf+vfQ1NfXKxAIaMiQIYqJidH69evNfQcPHlRlZaU8Ho8kyePxaM+ePaqurjZrvF6vXC6X0tPTzZoz5wjVhOYAAAA4W0R3aKZMmaIRI0aoR48eOnr0qJYtW6aNGzdq3bp1SkhI0JgxY1RYWKjOnTvL5XLpxz/+sTwejzIzMyVJ2dnZSk9P1z333KPZs2fL5/Np6tSpys/PN++ujBs3Ts8++6wmT56s+++/Xxs2bNDy5cu1evXq5r96AADQJkQUaKqrq3Xvvffqs88+U0JCggYMGKB169Zp+PDhkqR58+YpOjpaI0eOVCAQUE5Ojp577jnz+Hbt2mnVqlUaP368PB6POnTooLy8PM2cOdOsSUtL0+rVqzVx4kTNnz9f3bt31wsvvMAr2wAA4JwiCjQvvvjieffHxsaquLhYxcXF56zp2bPnBd8IuuGGG7R79+5IlgYAAC5h/C0nAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgewQaAABgexEFmqKiIn3jG9/QZZddpqSkJN1+++06ePBgWM2pU6eUn5+vLl26qGPHjho5cqSqqqrCaiorK5Wbm6v4+HglJSVp0qRJOn36dFjNxo0bNXjwYDmdTvXq1UslJSVNu0IAANDmRRRoNm3apPz8fG3btk1er1fBYFDZ2dk6fvy4WTNx4kS98cYbWrFihTZt2qRPP/1Ud955p7m/rq5Oubm5qq2t1datW/Xyyy+rpKRE06ZNM2sOHTqk3Nxc3XjjjaqoqFBBQYEeeOABrVu3rhkuGQAAtDXtIyleu3Zt2HZJSYmSkpJUXl6u66+/XkeOHNGLL76oZcuW6aabbpIkLVmyRH379tW2bduUmZmp0tJS7d+/X2+99ZbcbrcGDhyoWbNm6aGHHtL06dPlcDi0ePFipaWlac6cOZKkvn37asuWLZo3b55ycnKa6dIBAEBbEVGgOduRI0ckSZ07d5YklZeXKxgMKisry6zp06ePevToobKyMmVmZqqsrEz9+/eX2+02a3JycjR+/Hjt27dPgwYNUllZWdgcoZqCgoJzriUQCCgQCJjbfr9fkhQMBhUMBr/MZYYJzeWMNhodR7hQX+jPhdEr6+iVdfTKOnplXUv2qqlzNjnQ1NfXq6CgQNdcc42uuuoqSZLP55PD4VBiYmJYrdvtls/nM2vODDOh/aF956vx+/06efKk4uLiGqynqKhIM2bMaDBeWlqq+Pj4pl3kecwaWh+2vWbNmmY/R1vi9Xpbewm2Qa+so1fW0Svr6JV1LdGrEydONOm4Jgea/Px87d27V1u2bGnqFM1qypQpKiwsNLf9fr9SU1OVnZ0tl8vVbOcJBoPyer16ZFe0AvVR5vje6TwKa0yoX8OHD1dMTExrL+eiRq+so1fW0Svr6JV1Ldmr0BOWSDUp0EyYMEGrVq3S5s2b1b17d3M8OTlZtbW1qqmpCbtLU1VVpeTkZLNmx44dYfOF3oI6s+bsN6OqqqrkcrkavTsjSU6nU06ns8F4TExMi3wwA/VRCtR9EWj48J9fS/07tEX0yjp6ZR29so5eWdcSvWrqfBG95WQYhiZMmKDXXntNGzZsUFpaWtj+IUOGKCYmRuvXrzfHDh48qMrKSnk8HkmSx+PRnj17VF1dbdZ4vV65XC6lp6ebNWfOEaoJzQEAAHCmiO7Q5Ofna9myZfrDH/6gyy67zPyZl4SEBMXFxSkhIUFjxoxRYWGhOnfuLJfLpR//+MfyeDzKzMyUJGVnZys9PV333HOPZs+eLZ/Pp6lTpyo/P9+8wzJu3Dg9++yzmjx5su6//35t2LBBy5cv1+rVq5v58gEAQFsQ0R2aRYsW6ciRI7rhhhvUrVs38+vVV181a+bNm6fvfOc7GjlypK6//nolJyfr97//vbm/Xbt2WrVqldq1ayePx6Pvf//7uvfeezVz5kyzJi0tTatXr5bX69XVV1+tOXPm6IUXXuCVbQAA0KiI7tAYhnHBmtjYWBUXF6u4uPicNT179rzgW0E33HCDdu/eHcnyAADAJYq/5QQAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGyPQAMAAGwv4kCzefNm3XrrrUpJSVFUVJRWrlwZtt8wDE2bNk3dunVTXFycsrKy9OGHH4bVHD58WKNHj5bL5VJiYqLGjBmjY8eOhdW8//77uu666xQbG6vU1FTNnj078qsDAACXhIgDzfHjx3X11VeruLi40f2zZ8/WggULtHjxYm3fvl0dOnRQTk6OTp06ZdaMHj1a+/btk9fr1apVq7R582aNHTvW3O/3+5Wdna2ePXuqvLxcTz31lKZPn67nn3++CZcIAADauvaRHjBixAiNGDGi0X2GYeiZZ57R1KlTddttt0mSfv3rX8vtdmvlypUaNWqUDhw4oLVr12rnzp0aOnSoJGnhwoW65ZZb9PTTTyslJUVLly5VbW2tXnrpJTkcDvXr108VFRWaO3duWPABAACQmhBozufQoUPy+XzKysoyxxISEpSRkaGysjKNGjVKZWVlSkxMNMOMJGVlZSk6Olrbt2/XHXfcobKyMl1//fVyOBxmTU5Ojp588kl9/vnn6tSpU4NzBwIBBQIBc9vv90uSgsGggsFgs11jaC5ntNHoOMKF+kJ/LoxeWUevrKNX1tEr61qyV02ds1kDjc/nkyS53e6wcbfbbe7z+XxKSkoKX0T79urcuXNYTVpaWoM5QvsaCzRFRUWaMWNGg/HS0lLFx8c38YrObdbQ+rDtNWvWNPs52hKv19vaS7ANemUdvbKOXllHr6xriV6dOHGiScc1a6BpTVOmTFFhYaG57ff7lZqaquzsbLlcrmY7TzAYlNfr1SO7ohWojzLH907PabZztCWhfg0fPlwxMTGtvZyLGr2yjl5ZR6+so1fWtWSvQk9YItWsgSY5OVmSVFVVpW7dupnjVVVVGjhwoFlTXV0ddtzp06d1+PBh8/jk5GRVVVWF1YS2QzVnczqdcjqdDcZjYmJa5IMZqI9SoO6LQMOH//xa6t+hLaJX1tEr6+iVdfTKupboVVPna9bfQ5OWlqbk5GStX7/eHPP7/dq+fbs8Ho8kyePxqKamRuXl5WbNhg0bVF9fr4yMDLNm8+bNYc/RvF6vevfu3ejjJgAAcGmLONAcO3ZMFRUVqqiokPSvHwSuqKhQZWWloqKiVFBQoMcee0yvv/669uzZo3vvvVcpKSm6/fbbJUl9+/bVzTffrAcffFA7duzQu+++qwkTJmjUqFFKSUmRJH3ve9+Tw+HQmDFjtG/fPr366quaP39+2CMlAACAkIgfOe3atUs33nijuR0KGXl5eSopKdHkyZN1/PhxjR07VjU1Nbr22mu1du1axcbGmscsXbpUEyZM0LBhwxQdHa2RI0dqwYIF5v6EhASVlpYqPz9fQ4YMUdeuXTVt2jRe2QYAAI2KONDccMMNMgzjnPujoqI0c+ZMzZw585w1nTt31rJly857ngEDBuidd96JdHkAAOASxN9yAgAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtndRB5ri4mJdccUVio2NVUZGhnbs2NHaSwIAABehizbQvPrqqyosLNSjjz6qP/7xj7r66quVk5Oj6urq1l4aAAC4yFy0gWbu3Ll68MEHdd999yk9PV2LFy9WfHy8XnrppdZeGgAAuMi0b+0FNKa2tlbl5eWaMmWKORYdHa2srCyVlZU1ekwgEFAgEDC3jxw5Ikk6fPiwgsFgs60tGAzqxIkTah+MVl19lDne67+XN6jdPmVYs53XrkL9+uc//6mYmJjWXs5FjV5ZR6+so1fW0SvrWrJXR48elSQZhhHRcRdloPnHP/6huro6ud3usHG3260//elPjR5TVFSkGTNmNBhPS0trkTVa0XVOq50aAABbO3r0qBISEizXX5SBpimmTJmiwsJCc7u+vl6HDx9Wly5dFBUVdZ4jI+P3+5WamqpPPvlELper2eZtq+iXdfTKOnplHb2yjl5Z15K9MgxDR48eVUpKSkTHXZSBpmvXrmrXrp2qqqrCxquqqpScnNzoMU6nU06nM2wsMTGxpZYol8vFBz4C9Ms6emUdvbKOXllHr6xrqV5Fcmcm5KL8oWCHw6EhQ4Zo/fr15lh9fb3Wr18vj8fTiisDAAAXo4vyDo0kFRYWKi8vT0OHDtU3v/lNPfPMMzp+/Ljuu+++1l4aAAC4yFy0geauu+7S3//+d02bNk0+n08DBw7U2rVrG/yg8L+b0+nUo48+2uDxFhpHv6yjV9bRK+volXX0yrqLsVdRRqTvRQEAAFxkLsqfoQEAAIgEgQYAANgegQYAANgegQYAANgegSZCxcXFuuKKKxQbG6uMjAzt2LGjtZf0pWzevFm33nqrUlJSFBUVpZUrV4btNwxD06ZNU7du3RQXF6esrCx9+OGHYTWHDx/W6NGj5XK5lJiYqDFjxujYsWNhNe+//76uu+46xcbGKjU1VbNnz26wlhUrVqhPnz6KjY1V//79tWbNmojX0lKKior0jW98Q5dddpmSkpJ0++236+DBg2E1p06dUn5+vrp06aKOHTtq5MiRDX45ZGVlpXJzcxUfH6+kpCRNmjRJp0+fDqvZuHGjBg8eLKfTqV69eqmkpKTBei70ObSylpa0aNEiDRgwwPylWx6PR2+++WZE67tUenWmJ554QlFRUSooKIhofZdKr6ZPn66oqKiwrz59+kS0vkulV5L0t7/9Td///vfVpUsXxcXFqX///tq1a5e5v819fzdg2SuvvGI4HA7jpZdeMvbt22c8+OCDRmJiolFVVdXaS2uyNWvWGP/zP/9j/P73vzckGa+99lrY/ieeeMJISEgwVq5cabz33nvGf/zHfxhpaWnGyZMnzZqbb77ZuPrqq41t27YZ77zzjtGrVy/j7rvvNvcfOXLEcLvdxujRo429e/cav/3tb424uDjjl7/8pVnz7rvvGu3atTNmz55t7N+/35g6daoRExNj7NmzJ6K1tJScnBxjyZIlxt69e42KigrjlltuMXr06GEcO3bMrBk3bpyRmppqrF+/3ti1a5eRmZlpfOtb3zL3nz592rjqqquMrKwsY/fu3caaNWuMrl27GlOmTDFrPv74YyM+Pt4oLCw09u/fbyxcuNBo166dsXbtWrPGyufwQmtpaa+//rqxevVq44MPPjAOHjxo/PznPzdiYmKMvXv3WlrfpdSrkB07dhhXXHGFMWDAAOOnP/2p5fVdSr169NFHjX79+hmfffaZ+fX3v//d8voupV4dPnzY6Nmzp/GDH/zA2L59u/Hxxx8b69atMz766COzpq19fyfQROCb3/ymkZ+fb27X1dUZKSkpRlFRUSuuqvmcHWjq6+uN5ORk46mnnjLHampqDKfTafz2t781DMMw9u/fb0gydu7cada8+eabRlRUlPG3v/3NMAzDeO6554xOnToZgUDArHnooYeM3r17m9v/9V//ZeTm5oatJyMjw/jhD39oeS3/TtXV1YYkY9OmTeZaYmJijBUrVpg1Bw4cMCQZZWVlhmH8KzxGR0cbPp/PrFm0aJHhcrnM3kyePNno169f2LnuuusuIycnx9y+0OfQylpaQ6dOnYwXXniBXjXi6NGjxte//nXD6/Ua3/72t81AQ6/CPfroo8bVV1/d6D56Fe6hhx4yrr322nPub4vf33nkZFFtba3Ky8uVlZVljkVHRysrK0tlZWWtuLKWc+jQIfl8vrBrTkhIUEZGhnnNZWVlSkxM1NChQ82arKwsRUdHa/v27WbN9ddfL4fDYdbk5OTo4MGD+vzzz82aM88Tqgmdx8pa/p2OHDkiSercubMkqby8XMFgMGx9ffr0UY8ePcJ61b9//7BfDpmTkyO/3699+/aZNefrg5XPoZW1/DvV1dXplVde0fHjx+XxeOhVI/Lz85Wbm9vgeuhVQx9++KFSUlL01a9+VaNHj1ZlZaXl9V1KvXr99dc1dOhQffe731VSUpIGDRqkX/3qV+b+tvj9nUBj0T/+8Q/V1dU1+E3FbrdbPp+vlVbVskLXdb5r9vl8SkpKCtvfvn17de7cOaymsTnOPMe5as7cf6G1/LvU19eroKBA11xzja666ipzfQ6Ho8EfRD37GpraB7/fr5MnT1r6HFpZy7/Dnj171LFjRzmdTo0bN06vvfaa0tPT6dVZXnnlFf3xj39UUVFRg330KlxGRoZKSkq0du1aLVq0SIcOHdJ1112no0eP0quzfPzxx1q0aJG+/vWva926dRo/frx+8pOf6OWXXzbXGFrTudZot+/vF+2fPgAuVvn5+dq7d6+2bNnS2ku5qPXu3VsVFRU6cuSIfve73ykvL0+bNm1q7WVdVD755BP99Kc/ldfrVWxsbGsv56I3YsQI878HDBigjIwM9ezZU8uXL1dcXFwrruziU19fr6FDh+oXv/iFJGnQoEHau3evFi9erLy8vFZeXcvgDo1FXbt2Vbt27Rr8lHpVVZWSk5NbaVUtK3Rd57vm5ORkVVdXh+0/ffq0Dh8+HFbT2BxnnuNcNWfuv9Ba/h0mTJigVatW6e2331b37t3N8eTkZNXW1qqmpuac6/syfXC5XIqLi7P0ObSyln8Hh8OhXr16aciQISoqKtLVV1+t+fPn06szlJeXq7q6WoMHD1b79u3Vvn17bdq0SQsWLFD79u3ldrvp1XkkJibqyiuv1EcffcTn6izdunVTenp62Fjfvn3NR3Rt8fs7gcYih8OhIUOGaP369eZYfX291q9fL4/H04orazlpaWlKTk4Ou2a/36/t27eb1+zxeFRTU6Py8nKzZsOGDaqvr1dGRoZZs3nzZgWDQbPG6/Wqd+/e6tSpk1lz5nlCNaHzWFlLSzIMQxMmTNBrr72mDRs2KC0tLWz/kCFDFBMTE7a+gwcPqrKyMqxXe/bsCfsG4fV65XK5zG88F+qDlc+hlbW0hvr6egUCAXp1hmHDhmnPnj2qqKgwv4YOHarRo0eb/02vzu3YsWP685//rG7duvG5Oss111zT4FdLfPDBB+rZs6ekNvr93fKPD8N45ZVXDKfTaZSUlBj79+83xo4dayQmJob9xLzdHD161Ni9e7exe/duQ5Ixd+5cY/fu3cZf//pXwzD+9SpdYmKi8Yc//MF4//33jdtuu63R1/oGDRpkbN++3diyZYvx9a9/Pey1vpqaGsPtdhv33HOPsXfvXuOVV14x4uPjG7zW1759e+Ppp582Dhw4YDz66KONvtZ3obW0lPHjxxsJCQnGxo0bw14ZPXHihFkzbtw4o0ePHsaGDRuMXbt2GR6Px/B4POb+0Cuj2dnZRkVFhbF27Vrj8ssvb/SV0UmTJhkHDhwwiouLG31l9EKfwwutpaU9/PDDxqZNm4xDhw4Z77//vvHwww8bUVFRRmlpqaX1XUq9OtuZbzlZWd+l1Kuf/exnxsaNG41Dhw4Z7777rpGVlWV07drVqK6utrS+S6lXO3bsMNq3b288/vjjxocffmgsXbrUiI+PN37zm9+YNW3t+zuBJkILFy40evToYTgcDuOb3/ymsW3bttZe0pfy9ttvG5IafOXl5RmG8a/X6R555BHD7XYbTqfTGDZsmHHw4MGwOf75z38ad999t9GxY0fD5XIZ9913n3H06NGwmvfee8+49tprDafTaXzlK18xnnjiiQZrWb58uXHllVcaDofD6Nevn7F69eqw/VbW0lIa65EkY8mSJWbNyZMnjR/96EdGp06djPj4eOOOO+4wPvvss7B5/vKXvxgjRoww4uLijK5duxo/+9nPjGAwGFbz9ttvGwMHDjQcDofx1a9+NewcIRf6HFpZS0u6//77jZ49exoOh8O4/PLLjWHDhplhxur6LpVene3sQEOvvnDXXXcZ3bp1MxwOh/GVr3zFuOuuu8J+rwq9CvfGG28YV111leF0Oo0+ffoYzz//fNj+tvb9PcowDMP6/RwAAICLDz9DAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbI9AAwAAbO//AXdT77LcYDCYAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", + "df = harmonize.harmonize(df, 'Fecal Coliform', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagFecal_Coliform
10760cfu/100mLNaNNaN
31300#/100mLNaNNaN
41280#/100mLNaNNaN
625cfu/100mLNaNNaN
65260#/100mLNaNNaN
...............
14418117.0cfu/100mLNaNNaN
14418591.0cfu/100mLNaNNaN
1441992110.0cfu/100mLNaNNaN
14419971.0cfu/100mLNaNNaN
14432372.0cfu/100mlNaN2.0 Colony_Forming_Units / milliliter
\n", + "

64198 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "10 760 cfu/100mL NaN \n", + "31 300 #/100mL NaN \n", + "41 280 #/100mL NaN \n", + "62 5 cfu/100mL NaN \n", + "65 260 #/100mL NaN \n", + "... ... ... ... \n", + "1441811 7.0 cfu/100mL NaN \n", + "1441859 1.0 cfu/100mL NaN \n", + "1441992 110.0 cfu/100mL NaN \n", + "1441997 1.0 cfu/100mL NaN \n", + "1443237 2.0 cfu/100ml NaN \n", + "\n", + " Fecal_Coliform \n", + "10 NaN \n", + "31 NaN \n", + "41 NaN \n", + "62 NaN \n", + "65 NaN \n", + "... ... \n", + "1441811 NaN \n", + "1441859 NaN \n", + "1441992 NaN \n", + "1441997 NaN \n", + "1443237 2.0 Colony_Forming_Units / milliliter \n", + "\n", + "[64198 rows x 4 columns]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Fecal_Coliform']\n", + "df.loc[df['CharacteristicName']=='Fecal Coliform', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Excherichia Coli" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-Usable results-\n", + "count 142.000000\n", + "mean 976.669014\n", + "std 4473.446618\n", + "min 0.000000\n", + "25% 21.000000\n", + "50% 46.000000\n", + "75% 120.000000\n", + "max 41000.000000\n", + "dtype: float64\n", + "Unusable results: 5261\n", + "Usable results with inferred units: 0\n", + "Results outside threshold (0.0 to 27817.348725062726): 1\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", + "df = harmonize.harmonize(df, 'Escherichia coli', report=True, errors='ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagE_coli
276038210MPN/100mLNaNNaN
2774354800MPN/100mLNaNNaN
27786074.5MPN/100mLNaNNaN
277997553.9MPN/100mLNaNNaN
27827087MPN/100mLNaNNaN
...............
1441819110.0cfu/100mLNaNNaN
1441852600.0cfu/100mLNaNNaN
1441985580.0cfu/100mLNaNNaN
144202010.0cfu/100mLNaNNaN
1442022455.0cfu/100mLNaNNaN
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5403 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag E_coli\n", + "276038 210 MPN/100mL NaN NaN\n", + "277435 4800 MPN/100mL NaN NaN\n", + "277860 74.5 MPN/100mL NaN NaN\n", + "277997 553.9 MPN/100mL NaN NaN\n", + "278270 87 MPN/100mL NaN NaN\n", + "... ... ... ... ...\n", + "1441819 110.0 cfu/100mL NaN NaN\n", + "1441852 600.0 cfu/100mL NaN NaN\n", + "1441985 580.0 cfu/100mL NaN NaN\n", + "1442020 10.0 cfu/100mL NaN NaN\n", + "1442022 455.0 cfu/100mL NaN NaN\n", + "\n", + "[5403 rows x 4 columns]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'E_coli']\n", + "df.loc[df['CharacteristicName']=='Escherichia coli', cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining Salinity and Conductivity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert module has various functions to convert from one unit or characteristic to another. Some of these are used within a single characteristic during harmonization (e.g. DO saturation to concentration) while others are intended to model one characteristic as an indicator of another (e.g. estimate salinity from conductivity)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: this should only be done after both characteristic fields have been harmonized. Results before and after should be inspected, thresholds for outliers applied, and consider adding a QA_flag for modeled data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore Salinity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import convert" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Range: -0.02 to 48930.0\n", + "Results: 263723 \n", + "Mean: 21.80843199645088 PSU\n" + ] + } + ], + "source": [ + "# Salinity summary statistics\n", + "lst = [x.magnitude for x in list(df['Salinity'].dropna())]\n", + "q_sum = sum(lst)\n", + "print('Range: {} to {}'.format(min(lst), max(lst)))\n", + "print('Results: {} \\nMean: {} PSU'.format(len(lst), q_sum/len(lst)))" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[48930.0]" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify extreme outliers\n", + "[x for x in lst if x >3200]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Other fields like units and QA_flag may help understand what caused high values and what results might need to be dropped from consideration" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# Columns to focus on\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinity
28816948930ppthNaN48930.0 Practical_Salinity_Units
43431276.57ppthNaN76.57 Practical_Salinity_Units
49701654.8ppthNaN54.8 Practical_Salinity_Units
6207932976ppthNaN2976.0 Practical_Salinity_Units
64578068ppthNaN68.0 Practical_Salinity_Units
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "288169 48930 ppth NaN \n", + "434312 76.57 ppth NaN \n", + "497016 54.8 ppth NaN \n", + "620793 2976 ppth NaN \n", + "645780 68 ppth NaN \n", + "\n", + " Salinity \n", + "288169 48930.0 Practical_Salinity_Units \n", + "434312 76.57 Practical_Salinity_Units \n", + "497016 54.8 Practical_Salinity_Units \n", + "620793 2976.0 Practical_Salinity_Units \n", + "645780 68.0 Practical_Salinity_Units " + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for max 5 values\n", + "salinity_series = df['Salinity'][df['Salinity'].notna()]\n", + "salinity_series.sort_values(ascending=False, inplace=True)\n", + "df[cols][df['Salinity'].isin(salinity_series[0:5])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detection limits may help understand what caused low values and what results might need to be dropped or updated" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "df = wrangle.add_detection(df, 'Salinity')\n", + "cols+=['ResultDetectionConditionText',\n", + " 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode']" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityResultDetectionConditionTextDetectionQuantitationLimitTypeNameDetectionQuantitationLimitMeasure/MeasureValueDetectionQuantitationLimitMeasure/MeasureUnitCode
253220.0ppthNaN0.0 Practical_Salinity_UnitsNaNLower Quantitation Limit5.0ppth
253230.0ppthNaN0.0 Practical_Salinity_UnitsNaNMethod Detection Level1.0ppth
464990.0ppthNaN0.0 Practical_Salinity_UnitsNaNLower Quantitation Limit5.0ppth
465000.0ppthNaN0.0 Practical_Salinity_UnitsNaNMethod Detection Level1.0ppth
3739480ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
5519380.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
5612660.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
695233-0.02ppthNaN-0.02 Practical_Salinity_UnitsNaNNaNNaNNaN
9652030ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9680160ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9696850.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9709460.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9719840ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9728320.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9734470.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9751640ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9764150ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
9783940.00ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
990692-0.01ppthNaN-0.01 Practical_Salinity_UnitsNaNNaNNaNNaN
11350690ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11350740ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11351600ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11351610ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11351620ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11351630ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11377290ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378680ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378690ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378700ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378710ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378720ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11378730ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11379680ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11433310.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11433320.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11433760.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11434470.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11435040.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11435050.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11435060.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11435070.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
11435080.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
12229110.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
12327200.0ppthNaN0.0 Practical_Salinity_UnitsNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", + "25322 0.0 ppth NaN \n", + "25323 0.0 ppth NaN \n", + "46499 0.0 ppth NaN \n", + "46500 0.0 ppth NaN \n", + "373948 0 ppth NaN \n", + "551938 0.0 ppth NaN \n", + "561266 0.0 ppth NaN \n", + "695233 -0.02 ppth NaN \n", + "965203 0 ppth NaN \n", + "968016 0 ppth NaN \n", + "969685 0.00 ppth NaN \n", + "970946 0.00 ppth NaN \n", + "971984 0 ppth NaN \n", + "972832 0.00 ppth NaN \n", + "973447 0.00 ppth NaN \n", + "975164 0 ppth NaN \n", + "976415 0 ppth NaN \n", + "978394 0.00 ppth NaN \n", + "990692 -0.01 ppth NaN \n", + "1135069 0 ppth NaN \n", + "1135074 0 ppth NaN \n", + "1135160 0 ppth NaN \n", + "1135161 0 ppth NaN \n", + "1135162 0 ppth NaN \n", + "1135163 0 ppth NaN \n", + "1137729 0 ppth NaN \n", + "1137868 0 ppth NaN \n", + "1137869 0 ppth NaN \n", + "1137870 0 ppth NaN \n", + "1137871 0 ppth NaN \n", + "1137872 0 ppth NaN \n", + "1137873 0 ppth NaN \n", + "1137968 0 ppth NaN \n", + "1143331 0.0 ppth NaN \n", + "1143332 0.0 ppth NaN \n", + "1143376 0.0 ppth NaN \n", + "1143447 0.0 ppth NaN \n", + "1143504 0.0 ppth NaN \n", + "1143505 0.0 ppth NaN \n", + "1143506 0.0 ppth NaN \n", + "1143507 0.0 ppth NaN \n", + "1143508 0.0 ppth NaN \n", + "1222911 0.0 ppth NaN \n", + "1232720 0.0 ppth NaN \n", + "\n", + " Salinity ResultDetectionConditionText \\\n", + "25322 0.0 Practical_Salinity_Units NaN \n", + "25323 0.0 Practical_Salinity_Units NaN \n", + "46499 0.0 Practical_Salinity_Units NaN \n", + "46500 0.0 Practical_Salinity_Units NaN \n", + "373948 0.0 Practical_Salinity_Units NaN \n", + "551938 0.0 Practical_Salinity_Units NaN \n", + "561266 0.0 Practical_Salinity_Units NaN \n", + "695233 -0.02 Practical_Salinity_Units NaN \n", + "965203 0.0 Practical_Salinity_Units NaN \n", + "968016 0.0 Practical_Salinity_Units NaN \n", + "969685 0.0 Practical_Salinity_Units NaN \n", + "970946 0.0 Practical_Salinity_Units NaN \n", + "971984 0.0 Practical_Salinity_Units NaN \n", + "972832 0.0 Practical_Salinity_Units NaN \n", + "973447 0.0 Practical_Salinity_Units NaN \n", + "975164 0.0 Practical_Salinity_Units NaN \n", + "976415 0.0 Practical_Salinity_Units NaN \n", + "978394 0.0 Practical_Salinity_Units NaN \n", + "990692 -0.01 Practical_Salinity_Units NaN \n", + "1135069 0.0 Practical_Salinity_Units NaN \n", + "1135074 0.0 Practical_Salinity_Units NaN \n", + "1135160 0.0 Practical_Salinity_Units NaN \n", + "1135161 0.0 Practical_Salinity_Units NaN \n", + "1135162 0.0 Practical_Salinity_Units NaN \n", + "1135163 0.0 Practical_Salinity_Units NaN \n", + "1137729 0.0 Practical_Salinity_Units NaN \n", + "1137868 0.0 Practical_Salinity_Units NaN \n", + "1137869 0.0 Practical_Salinity_Units NaN \n", + "1137870 0.0 Practical_Salinity_Units NaN \n", + "1137871 0.0 Practical_Salinity_Units NaN \n", + "1137872 0.0 Practical_Salinity_Units NaN \n", + "1137873 0.0 Practical_Salinity_Units NaN \n", + "1137968 0.0 Practical_Salinity_Units NaN \n", + "1143331 0.0 Practical_Salinity_Units NaN \n", + "1143332 0.0 Practical_Salinity_Units NaN \n", + "1143376 0.0 Practical_Salinity_Units NaN \n", + "1143447 0.0 Practical_Salinity_Units NaN \n", + "1143504 0.0 Practical_Salinity_Units NaN \n", + "1143505 0.0 Practical_Salinity_Units NaN \n", + "1143506 0.0 Practical_Salinity_Units NaN \n", + "1143507 0.0 Practical_Salinity_Units NaN \n", + "1143508 0.0 Practical_Salinity_Units NaN \n", + "1222911 0.0 Practical_Salinity_Units NaN \n", + "1232720 0.0 Practical_Salinity_Units NaN \n", + "\n", + " DetectionQuantitationLimitTypeName \\\n", + "25322 Lower Quantitation Limit \n", + "25323 Method Detection Level \n", + "46499 Lower Quantitation Limit \n", + "46500 Method Detection Level \n", + "373948 NaN \n", + "551938 NaN \n", + "561266 NaN \n", + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureValue \\\n", + "25322 5.0 \n", + "25323 1.0 \n", + "46499 5.0 \n", + "46500 1.0 \n", + "373948 NaN \n", + "551938 NaN \n", + "561266 NaN \n", + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN \n", + "\n", + " DetectionQuantitationLimitMeasure/MeasureUnitCode \n", + "25322 ppth \n", + "25323 ppth \n", + "46499 ppth \n", + "46500 ppth \n", + "373948 NaN \n", + "551938 NaN \n", + "561266 NaN \n", + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN " + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at important fields for min 5 values (often multiple 0.0)\n", + "df[cols][df['Salinity'].isin(salinity_series[-5:])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Explore Conductivity results:" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "481410 626.0 microsiemens / centimeter\n", + "486059 688.0 microsiemens / centimeter\n", + "503732 606.0 microsiemens / centimeter\n", + "504604 606.0 microsiemens / centimeter\n", + "507743 633.0 microsiemens / centimeter\n", + "577326 775.0 microsiemens / centimeter\n", + "580108 776.0 microsiemens / centimeter\n", + "581088 776.0 microsiemens / centimeter\n", + "583217 776.0 microsiemens / centimeter\n", + "588559 775.0 microsiemens / centimeter\n", + "Name: Conductivity, dtype: object" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create series and inspect Conductivity values\n", + "cond_series = df['Conductivity'].dropna()\n", + "cond_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conductivity thresholds from Freshwater Explorer: 10 > x < 5000 us/cm, use a higher threshold for coastal waters" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeQA_flagSalinityConductivity
580108776uS/cmNaNNaN776.0 microsiemens / centimeter
581088776uS/cmNaNNaN776.0 microsiemens / centimeter
583217776uS/cmNaNNaN776.0 microsiemens / centimeter
577326775uS/cmNaNNaN775.0 microsiemens / centimeter
588559775uS/cmNaNNaN775.0 microsiemens / centimeter
486059688uS/cmNaNNaN688.0 microsiemens / centimeter
507743633uS/cmNaNNaN633.0 microsiemens / centimeter
481410626uS/cmNaNNaN626.0 microsiemens / centimeter
503732606uS/cmNaNNaN606.0 microsiemens / centimeter
504604606uS/cmNaNNaN606.0 microsiemens / centimeter
\n", + "
" + ], + "text/plain": [ + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", + "580108 776 uS/cm NaN NaN \n", + "581088 776 uS/cm NaN NaN \n", + "583217 776 uS/cm NaN NaN \n", + "577326 775 uS/cm NaN NaN \n", + "588559 775 uS/cm NaN NaN \n", + "486059 688 uS/cm NaN NaN \n", + "507743 633 uS/cm NaN NaN \n", + "481410 626 uS/cm NaN NaN \n", + "503732 606 uS/cm NaN NaN \n", + "504604 606 uS/cm NaN NaN \n", + "\n", + " Conductivity \n", + "580108 776.0 microsiemens / centimeter \n", + "581088 776.0 microsiemens / centimeter \n", + "583217 776.0 microsiemens / centimeter \n", + "577326 775.0 microsiemens / centimeter \n", + "588559 775.0 microsiemens / centimeter \n", + "486059 688.0 microsiemens / centimeter \n", + "507743 633.0 microsiemens / centimeter \n", + "481410 626.0 microsiemens / centimeter \n", + "503732 606.0 microsiemens / centimeter \n", + "504604 606.0 microsiemens / centimeter " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sort and check other relevant columns before converting (e.g. Salinity)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'QA_flag', 'Salinity', 'Conductivity']\n", + "df.sort_values(by=['Conductivity'], ascending=False, inplace=True)\n", + "df.loc[df['Conductivity'].notna(), cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "580108 0.379 dimensionless\n", + "581088 0.379 dimensionless\n", + "583217 0.379 dimensionless\n", + "577326 0.379 dimensionless\n", + "588559 0.379 dimensionless\n", + "486059 0.335 dimensionless\n", + "507743 0.308 dimensionless\n", + "481410 0.304 dimensionless\n", + "503732 0.294 dimensionless\n", + "504604 0.294 dimensionless\n", + "Name: Salinity, dtype: object" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert values to PSU and write to Salinity\n", + "cond_series = cond_series.apply(str) # Convert to string to convert to dimensionless (PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity'] = cond_series.apply(convert.conductivity_to_PSU)\n", + "df.loc[df['Conductivity'].notna(), 'Salinity']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Datetime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "datetime() formats time using dataretrieval and ActivityStart" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCode
5801082007-08-15NaNNaN
5810882007-08-15NaNNaN
5832172007-08-15NaNNaN
5773262007-08-15NaNNaN
5885592007-08-15NaNNaN
............
14471691955-04-08NaNNaN
14471701955-04-08NaNNaN
14471711957-10-2114:05:00EST
14471721955-04-08NaNNaN
14471731955-04-08NaNNaN
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1447174 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " ActivityStartDate ActivityStartTime/Time \\\n", + "580108 2007-08-15 NaN \n", + "581088 2007-08-15 NaN \n", + "583217 2007-08-15 NaN \n", + "577326 2007-08-15 NaN \n", + "588559 2007-08-15 NaN \n", + "... ... ... \n", + "1447169 1955-04-08 NaN \n", + "1447170 1955-04-08 NaN \n", + "1447171 1957-10-21 14:05:00 \n", + "1447172 1955-04-08 NaN \n", + "1447173 1955-04-08 NaN \n", + "\n", + " ActivityStartTime/TimeZoneCode \n", + "580108 NaN \n", + "581088 NaN \n", + "583217 NaN \n", + "577326 NaN \n", + "588559 NaN \n", + "... ... \n", + "1447169 NaN \n", + "1447170 NaN \n", + "1447171 EST \n", + "1447172 NaN \n", + "1447173 NaN \n", + "\n", + "[1447174 rows x 3 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First inspect the existing unformated fields\n", + "cols = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode']\n", + "df[cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 100662 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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ActivityStartDateActivity_datetime
5801082007-08-15NaT
5810882007-08-15NaT
5832172007-08-15NaT
5773262007-08-15NaT
5885592007-08-15NaT
.........
14471691955-04-08NaT
14471701955-04-08NaT
14471711957-10-211957-10-21 19:05:00+00:00
14471721955-04-08NaT
14471731955-04-08NaT
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1447174 rows × 2 columns

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" + ], + "text/plain": [ + " ActivityStartDate Activity_datetime\n", + "580108 2007-08-15 NaT\n", + "581088 2007-08-15 NaT\n", + "583217 2007-08-15 NaT\n", + "577326 2007-08-15 NaT\n", + "588559 2007-08-15 NaT\n", + "... ... ...\n", + "1447169 1955-04-08 NaT\n", + "1447170 1955-04-08 NaT\n", + "1447171 1957-10-21 1957-10-21 19:05:00+00:00\n", + "1447172 1955-04-08 NaT\n", + "1447173 1955-04-08 NaT\n", + "\n", + "[1447174 rows x 2 columns]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 'ActivityStartDate' presserves date where 'Activity_datetime' is NAT due to no time zone\n", + "df = clean.datetime(df)\n", + "df[['ActivityStartDate', 'Activity_datetime']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Activity_datetime combines all three time component columns into UTC. If time is missing this is NaT so a ActivityStartDate column is used to preserve date only." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Depth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: Data are often lacking sample depth metadata" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/plain": [ + "486059 0.95\n", + "507743 0.50\n", + "481410 0.00\n", + "377563 0.10\n", + "378566 0.10\n", + " ... \n", + "887490 0.43\n", + "891588 0.38\n", + "893814 0.43\n", + "894681 0.38\n", + "895166 0.33\n", + "Name: ResultDepthHeightMeasure/MeasureValue, Length: 261, dtype: float64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Depth of sample (default units='meter')\n", + "df = clean.harmonize_depth(df)\n", + "#df.loc[df['ResultDepthHeightMeasure/MeasureValue'].dropna(), \"Depth\"]\n", + "df['ResultDepthHeightMeasure/MeasureValue'].dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Characteristic to Column (long to wide format)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...QA_Fecal_ColiformQA_E_coliQA_SalinityQA_TP_PhosphorusQA_TDP_PhosphorusQA_Other_PhosphorusQA_ConductivityQA_NitrogenQA_pHQA_Temperature
580108NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:22007-08-15NaNNaNNARS_WQX-NLA06608-0161STORET-183201126NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
581088NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:3.32007-08-15NaNNaNNARS_WQX-NLA06608-0161STORET-183201150NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
583217NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:32007-08-15NaNNaNNARS_WQX-NLA06608-0161STORET-183201135NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
577326NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:12007-08-15NaNNaNNARS_WQX-NLA06608-0161STORET-183201115NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
588559NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:02007-08-15NaNNaNNARS_WQX-NLA06608-0161STORET-183201107NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1447169USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6842517NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1447170USGS-FLUSGS Florida Water Science Centernwisfl.01.955007621955-04-08NaNNaNUSGS-273926082304501NWIS-6842520NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1447171USGS-FLUSGS Florida Water Science Centernwisfl.01.958009241957-10-2114:05:00-0500USGS-02306001NWIS-6894386NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1447172USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842917NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1447173USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842920NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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1379609 rows × 117 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier OrganizationFormalName \\\n", + "580108 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "581088 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "583217 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "577326 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "588559 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "... ... ... \n", + "1447169 USGS-FL USGS Florida Water Science Center \n", + "1447170 USGS-FL USGS Florida Water Science Center \n", + "1447171 USGS-FL USGS Florida Water Science Center \n", + "1447172 USGS-FL USGS Florida Water Science Center \n", + "1447173 USGS-FL USGS Florida Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate \\\n", + "580108 NARS_WQX-PRF:0161:1:070815:2 2007-08-15 \n", + "581088 NARS_WQX-PRF:0161:1:070815:3.3 2007-08-15 \n", + "583217 NARS_WQX-PRF:0161:1:070815:3 2007-08-15 \n", + "577326 NARS_WQX-PRF:0161:1:070815:1 2007-08-15 \n", + "588559 NARS_WQX-PRF:0161:1:070815:0 2007-08-15 \n", + "... ... ... \n", + "1447169 nwisfl.01.95500762 1955-04-08 \n", + "1447170 nwisfl.01.95500762 1955-04-08 \n", + "1447171 nwisfl.01.95800924 1957-10-21 \n", + "1447172 nwisfl.01.95500782 1955-04-08 \n", + "1447173 nwisfl.01.95500782 1955-04-08 \n", + "\n", + " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", + "580108 NaN NaN \n", + "581088 NaN NaN \n", + "583217 NaN NaN \n", + "577326 NaN NaN \n", + "588559 NaN NaN \n", + "... ... ... \n", + "1447169 NaN NaN \n", + "1447170 NaN NaN \n", + "1447171 14:05:00 -0500 \n", + "1447172 NaN NaN \n", + "1447173 NaN NaN \n", + "\n", + " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", + "580108 NARS_WQX-NLA06608-0161 STORET-183201126 NaN \n", + "581088 NARS_WQX-NLA06608-0161 STORET-183201150 NaN \n", + "583217 NARS_WQX-NLA06608-0161 STORET-183201135 NaN \n", + "577326 NARS_WQX-NLA06608-0161 STORET-183201115 NaN \n", + "588559 NARS_WQX-NLA06608-0161 STORET-183201107 NaN \n", + "... ... ... ... \n", + "1447169 USGS-273926082304501 NWIS-6842517 NaN \n", + "1447170 USGS-273926082304501 NWIS-6842520 NaN \n", + "1447171 USGS-02306001 NWIS-6894386 NaN \n", + "1447172 USGS-274455082253601 NWIS-6842917 NaN \n", + "1447173 USGS-274455082253601 NWIS-6842920 NaN \n", + "\n", + " ResultDetectionConditionText ... QA_Fecal_Coliform QA_E_coli \\\n", + "580108 NaN ... NaN NaN \n", + "581088 NaN ... NaN NaN \n", + "583217 NaN ... NaN NaN \n", + "577326 NaN ... NaN NaN \n", + "588559 NaN ... NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN ... NaN NaN \n", + "1447170 NaN ... NaN NaN \n", + "1447171 NaN ... NaN NaN \n", + "1447172 NaN ... NaN NaN \n", + "1447173 NaN ... NaN NaN \n", + "\n", + " QA_Salinity QA_TP_Phosphorus QA_TDP_Phosphorus QA_Other_Phosphorus \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN NaN NaN NaN \n", + "1447170 NaN NaN NaN NaN \n", + "1447171 NaN NaN NaN NaN \n", + "1447172 NaN NaN NaN NaN \n", + "1447173 NaN NaN NaN NaN \n", + "\n", + " QA_Conductivity QA_Nitrogen QA_pH QA_Temperature \n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN NaN NaN NaN \n", + "1447170 NaN NaN NaN NaN \n", + "1447171 NaN NaN NaN NaN \n", + "1447172 NaN NaN NaN NaN \n", + "1447173 NaN NaN NaN NaN \n", + "\n", + "[1379609 rows x 117 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", + "df2 = wrangle.split_col(df)\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14 new columns\n" + ] + } + ], + "source": [ + "# This expands the single col (QA_flag) out to a number of new columns based on the unique characteristicNames and speciation\n", + "print('{} new columns'.format(len(df2.columns) - len(df.columns)))" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "67565 fewer rows\n" + ] + } + ], + "source": [ + "# Note: there are fewer rows because NAN results are also dropped in this step\n", + "print('{} fewer rows'.format(len(df)-len(df2)))" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ResultMeasureValueResultMeasure/MeasureUnitCodeCarbonQA_Carbon
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, Carbon, QA_Carbon]\n", + "Index: []" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Examine Carbon flags from earlier in notebook (note these are empty now because NAN is dropped)\n", + "cols = ['ResultMeasureValue', 'ResultMeasure/MeasureUnitCode', 'Carbon', 'QA_Carbon']\n", + "df2.loc[df2['QA_Carbon'].notna(), cols]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next the table is divided into the columns of interest (main_df) and characteristic specific metadata (chars_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "# split table into main and characteristics tables\n", + "main_df, chars_df = wrangle.split_table(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", + " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", + " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", + " 'Speciation', 'TOTAL NITROGEN_ MIXED FORMS', 'Conductivity',\n", + " 'Chlorophyll', 'Carbon', 'Turbidity', 'Sediment', 'Phosphorus',\n", + " 'TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus', 'Fecal_Coliform',\n", + " 'E_coli', 'DetectionQuantitationLimitTypeName',\n", + " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", + " 'DetectionQuantitationLimitMeasure/MeasureUnitCode',\n", + " 'Activity_datetime', 'Depth', 'QA_Secchi', 'QA_Carbon', 'QA_DO',\n", + " 'QA_Turbidity', 'QA_Chlorophyll', 'QA_Fecal_Coliform', 'QA_E_coli',\n", + " 'QA_Salinity', 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus',\n", + " 'QA_Other_Phosphorus', 'QA_Conductivity', 'QA_Nitrogen', 'QA_pH',\n", + " 'QA_Temperature'],\n", + " dtype='object')" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Columns still in main table\n", + "main_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierMonitoringLocationIdentifierProviderNameSecchiTemperatureDOpHSalinity...QA_Fecal_ColiformQA_E_coliQA_SalinityQA_TP_PhosphorusQA_TDP_PhosphorusQA_Other_PhosphorusQA_ConductivityQA_NitrogenQA_pHQA_Temperature
580108NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:2NARS_WQX-NLA06608-0161STORETNaNNaNNaNNaN0.379 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
581088NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:3.3NARS_WQX-NLA06608-0161STORETNaNNaNNaNNaN0.379 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
583217NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:3NARS_WQX-NLA06608-0161STORETNaNNaNNaNNaN0.379 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
577326NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:1NARS_WQX-NLA06608-0161STORETNaNNaNNaNNaN0.379 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
588559NARS_WQXEPA National Aquatic Resources Survey (NARS)NARS_WQX-PRF:0161:1:070815:0NARS_WQX-NLA06608-0161STORETNaNNaNNaNNaN0.379 dimensionless...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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5 rows × 44 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier OrganizationFormalName \\\n", + "580108 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "581088 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "583217 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "577326 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "588559 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "\n", + " ActivityIdentifier MonitoringLocationIdentifier \\\n", + "580108 NARS_WQX-PRF:0161:1:070815:2 NARS_WQX-NLA06608-0161 \n", + "581088 NARS_WQX-PRF:0161:1:070815:3.3 NARS_WQX-NLA06608-0161 \n", + "583217 NARS_WQX-PRF:0161:1:070815:3 NARS_WQX-NLA06608-0161 \n", + "577326 NARS_WQX-PRF:0161:1:070815:1 NARS_WQX-NLA06608-0161 \n", + "588559 NARS_WQX-PRF:0161:1:070815:0 NARS_WQX-NLA06608-0161 \n", + "\n", + " ProviderName Secchi Temperature DO pH Salinity ... \\\n", + "580108 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "581088 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "583217 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "577326 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "588559 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "\n", + " QA_Fecal_Coliform QA_E_coli QA_Salinity QA_TP_Phosphorus \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "\n", + " QA_TDP_Phosphorus QA_Other_Phosphorus QA_Conductivity QA_Nitrogen \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "\n", + " QA_pH QA_Temperature \n", + "580108 NaN NaN \n", + "581088 NaN NaN \n", + "583217 NaN NaN \n", + "577326 NaN NaN \n", + "588559 NaN NaN \n", + "\n", + "[5 rows x 44 columns]" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# look at main table results (first 5)\n", + "main_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Sediment',\n", + " 'QA_Carbon',\n", + " 'QA_DO',\n", + " 'QA_Turbidity',\n", + " 'QA_E_coli',\n", + " 'QA_Salinity',\n", + " 'QA_TDP_Phosphorus',\n", + " 'QA_Other_Phosphorus',\n", + " 'QA_Conductivity',\n", + " 'QA_Nitrogen',\n", + " 'QA_pH',\n", + " 'QA_Temperature']" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Empty columns that could be dropped (Mostly QA columns)\n", + "cols = list(main_df.columns)\n", + "x = main_df.dropna(axis=1, how='all')\n", + "[col for col in cols if col not in x.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average temperature at each station\n", + "results_gdf = visualize.map_measure(main_df, stations_clipped, 'Temperature')\n", + "results_gdf.plot(column='mean', cmap='OrRd', legend=True)" + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/demos/Harmonize_Tampa_Simple.ipynb b/demos/Harmonize_Tampa_Simple.ipynb new file mode 100644 index 0000000..ae03653 --- /dev/null +++ b/demos/Harmonize_Tampa_Simple.ipynb @@ -0,0 +1,1874 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tampa Bay, FL - Simple workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standardize, clean and wrangle Water Quality Portal data in Tampa Bay, FL into more analytic-ready formats using the harmonize_wq package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "US EPA’s Water Quality Portal (WQP) aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using python or R. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help:\n", + "- Identify differences in data units (including speciation and basis)\n", + "- Identify differences in sampling or analytic methods\n", + "- Resolve data errors using transparent assumptions\n", + "- Reduce data to the columns that are most commonly needed\n", + "- Transform data from long to wide format\n", + "\n", + "Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "#### Simple workflow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example steps through a typical workflow in Tampa Bay, FL to demonstrate commonly used functionality" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Install the required libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "import sys\n", + "#!python -m pip uninstall harmonize-wq --yes\n", + "# Use pip to install the package from pypi or the latest from github\n", + "#!{sys.executable} -m pip install harmonize-wq\n", + "# For latest dev version\n", + "#!{sys.executable} -m pip install git+https://github.com/USEPA/harmonize-wq.git@new_release_0-3-8" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Create dataretrieval query using a polygon for Area Of Interest" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import wrangle" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "# Read geometry for Area of Interest from geojson file url\n", + "# NOTE: alternatively you can direct it to a local shapefile\n", + "aoi_url = r'https://github.com/USEPA/Coastal_Ecological_Indicators/raw/master/DGGS_Coastal/temperature_data/TampaBay.geojson'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map aoi\n", + "aoi_gdf = wrangle.as_gdf(aoi_url)\n", + "# geoJSON should be WGS1984 standard, but this one isn't\n", + "aoi_gdf.to_crs(4326, inplace=True)\n", + "aoi_gdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "# Build query\n", + "query = {'characteristicName': ['Phosphorus',\n", + " 'Temperature, water',\n", + " 'Depth, Secchi disk depth',\n", + " 'Dissolved oxygen (DO)',\n", + " 'Salinity',\n", + " 'pH',\n", + " 'Nitrogen',\n", + " 'Conductivity',\n", + " 'Organic carbon',\n", + " 'Chlorophyll a',\n", + " 'Turbidity',\n", + " 'Sediment',\n", + " 'Fecal Coliform',\n", + " 'Escherichia coli']}\n", + "query['bBox'] = wrangle.get_bounding_box(aoi_gdf)\n", + "query['dataProfile'] = 'narrowResult'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Retrieve data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "Stations will be retrieved using the query criteria seperately after results. md_narrow is metadata documenting the query not used here but meant for reproducibility" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import dataretrieval.wqp as wqp" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,58,60,61,62,63,64,65,70,71,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" + ] + } + ], + "source": [ + "# Query for results\n", + "# Note: large quieries like this can take up a lot of RAM and may give a DtypeWarning,\n", + "# set low_memory=False or provide dataTypes for columns to use less memory. \n", + "res_narrow, md_narrow = wqp.get_results(**query)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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1443529USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842920NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNWIS
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1443530 rows × 78 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLHILL_WQX \n", + "1 21FLSEAS_WQX \n", + "2 21FLHILL_WQX \n", + "3 21FLHILL_WQX \n", + "4 21FLHILL_WQX \n", + "... ... \n", + "1443525 USGS-FL \n", + "1443526 USGS-FL \n", + "1443527 USGS-FL \n", + "1443528 USGS-FL \n", + "1443529 USGS-FL \n", + "\n", + " OrganizationFormalName \\\n", + "0 Environmental Protection Commission of Hillsbo... \n", + "1 Florida Department of Environmental Protection \n", + "2 Environmental Protection Commission of Hillsbo... \n", + "3 Environmental Protection Commission of Hillsbo... \n", + "4 Environmental Protection Commission of Hillsbo... \n", + "... ... \n", + "1443525 USGS Florida Water Science Center \n", + "1443526 USGS Florida Water Science Center \n", + "1443527 USGS Florida Water Science Center \n", + "1443528 USGS Florida Water Science Center \n", + "1443529 USGS Florida Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", + "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", + "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", + "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", + "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", + "... ... ... ... \n", + "1443525 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443526 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443527 nwisfl.01.95800924 1957-10-21 14:05:00 \n", + "1443528 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443529 nwisfl.01.95500782 1955-04-08 NaN \n", + "\n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 EST 21FLHILL_WQX-585 \n", + "1 EST 21FLSEAS_WQX-48SEAS190 \n", + "2 EST 21FLHILL_WQX-047 \n", + "3 EST 21FLHILL_WQX-021 \n", + "4 EST 21FLHILL_WQX-112 \n", + "... ... ... \n", + "1443525 NaN USGS-273926082304501 \n", + "1443526 NaN USGS-273926082304501 \n", + "1443527 EST USGS-02306001 \n", + "1443528 NaN USGS-274455082253601 \n", + "1443529 NaN USGS-274455082253601 \n", + "\n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-301235413 NaN NaN ... \n", + "1 STORET-310535134 NaN NaN ... \n", + "2 STORET-300620295 NaN NaN ... \n", + "3 STORET-300666279 NaN NaN ... \n", + "4 STORET-301229196 NaN NaN ... \n", + "... ... ... ... ... \n", + "1443525 NWIS-6842517 NaN NaN ... \n", + "1443526 NWIS-6842520 NaN NaN ... \n", + "1443527 NWIS-6894386 NaN NaN ... \n", + "1443528 NWIS-6842917 NaN NaN ... \n", + "1443529 NWIS-6842920 NaN NaN ... \n", + "\n", + " AnalysisEndTime/TimeZoneCode ResultLaboratoryCommentCode \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " ResultLaboratoryCommentText \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", + "\n", + " ResultDetectionQuantitationLimitUrl \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 https://www.waterqualitydata.us/data/providers... \n", + "4 NaN \n", + "... ... \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", + "\n", + " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", + "\n", + " LabSamplePreparationUrl ProviderName \n", + "0 NaN STORET \n", + "1 NaN STORET \n", + "2 NaN STORET \n", + "3 NaN STORET \n", + "4 NaN STORET \n", + "... ... ... \n", + "1443525 NaN NWIS \n", + "1443526 NaN NWIS \n", + "1443527 NaN NWIS \n", + "1443528 NaN NWIS \n", + "1443529 NaN NWIS \n", + "\n", + "[1443530 rows x 78 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Look at initial results (input)\n", + "df = res_narrow\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Harmonize data using defaults" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import harmonize\n", + "from harmonize_wq import location\n", + "from harmonize_wq import visualize" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", + " warn(\"WARNING: \" + problem)\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + }, + { + "data": { + "text/html": [ + "
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OrganizationIdentifierOrganizationFormalNameActivityIdentifierActivityStartDateActivityStartTime/TimeActivityStartTime/TimeZoneCodeMonitoringLocationIdentifierResultIdentifierDataLoggerLineResultDetectionConditionText...TOTAL NITROGEN_ MIXED FORMSCarbonPhosphorusTP_PhosphorusTDP_PhosphorusOther_PhosphorusSalinityTemperatureTurbiditypH
021FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130612585-W2013-06-1211:01:00EST21FLHILL_WQX-585STORET-301235413NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
121FLSEAS_WQXFlorida Department of Environmental Protection21FLSEAS_WQX-4819011191342013-11-1914:01:00EST21FLSEAS_WQX-48SEAS190STORET-310535134NaNNaN...NaNNaNNaNNaNNaNNaN40.0 Practical_Salinity_UnitsNaNNaNNaN
221FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-130702047-M2013-07-0211:01:00EST21FLHILL_WQX-047STORET-300620295NaNNaN...NaNNaNNaNNaNNaNNaNNaN28.19 degree_CelsiusNaNNaN
321FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-1307160212013-07-1611:01:00EST21FLHILL_WQX-021STORET-300666279NaNNaN...NaN3.8 milligram / literNaNNaNNaNNaNNaNNaNNaNNaN
421FLHILL_WQXEnvironmental Protection Commission of Hillsbo...21FLHILL_WQX-131216112-M2013-12-1612:01:00EST21FLHILL_WQX-112STORET-301229196NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN7.48 dimensionless
..................................................................
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1443529USGS-FLUSGS Florida Water Science Centernwisfl.01.955007821955-04-08NaNNaNUSGS-274455082253601NWIS-6842920NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN7.6 dimensionless
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1443530 rows × 97 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLHILL_WQX \n", + "1 21FLSEAS_WQX \n", + "2 21FLHILL_WQX \n", + "3 21FLHILL_WQX \n", + "4 21FLHILL_WQX \n", + "... ... \n", + "1443525 USGS-FL \n", + "1443526 USGS-FL \n", + "1443527 USGS-FL \n", + "1443528 USGS-FL \n", + "1443529 USGS-FL \n", + "\n", + " OrganizationFormalName \\\n", + "0 Environmental Protection Commission of Hillsbo... \n", + "1 Florida Department of Environmental Protection \n", + "2 Environmental Protection Commission of Hillsbo... \n", + "3 Environmental Protection Commission of Hillsbo... \n", + "4 Environmental Protection Commission of Hillsbo... \n", + "... ... \n", + "1443525 USGS Florida Water Science Center \n", + "1443526 USGS Florida Water Science Center \n", + "1443527 USGS Florida Water Science Center \n", + "1443528 USGS Florida Water Science Center \n", + "1443529 USGS Florida Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", + "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", + "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", + "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", + "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", + "... ... ... ... \n", + "1443525 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443526 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443527 nwisfl.01.95800924 1957-10-21 14:05:00 \n", + "1443528 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443529 nwisfl.01.95500782 1955-04-08 NaN \n", + "\n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 EST 21FLHILL_WQX-585 \n", + "1 EST 21FLSEAS_WQX-48SEAS190 \n", + "2 EST 21FLHILL_WQX-047 \n", + "3 EST 21FLHILL_WQX-021 \n", + "4 EST 21FLHILL_WQX-112 \n", + "... ... ... \n", + "1443525 NaN USGS-273926082304501 \n", + "1443526 NaN USGS-273926082304501 \n", + "1443527 EST USGS-02306001 \n", + "1443528 NaN USGS-274455082253601 \n", + "1443529 NaN USGS-274455082253601 \n", + "\n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-301235413 NaN NaN ... \n", + "1 STORET-310535134 NaN NaN ... \n", + "2 STORET-300620295 NaN NaN ... \n", + "3 STORET-300666279 NaN NaN ... \n", + "4 STORET-301229196 NaN NaN ... \n", + "... ... ... ... ... \n", + "1443525 NWIS-6842517 NaN NaN ... \n", + "1443526 NWIS-6842520 NaN NaN ... \n", + "1443527 NWIS-6894386 NaN NaN ... \n", + "1443528 NWIS-6842917 NaN NaN ... \n", + "1443529 NWIS-6842920 NaN NaN ... \n", + "\n", + " TOTAL NITROGEN_ MIXED FORMS Carbon Phosphorus \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN 3.8 milligram / liter NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "1443525 NaN NaN NaN \n", + "1443526 NaN NaN NaN \n", + "1443527 NaN NaN NaN \n", + "1443528 NaN NaN NaN \n", + "1443529 NaN NaN NaN \n", + "\n", + " TP_Phosphorus TDP_Phosphorus Other_Phosphorus \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "1443525 NaN NaN NaN \n", + "1443526 NaN NaN NaN \n", + "1443527 NaN NaN NaN \n", + "1443528 NaN NaN NaN \n", + "1443529 NaN NaN NaN \n", + "\n", + " Salinity Temperature Turbidity \\\n", + "0 NaN NaN NaN \n", + "1 40.0 Practical_Salinity_Units NaN NaN \n", + "2 NaN 28.19 degree_Celsius NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "... ... ... ... \n", + "1443525 NaN 25.7 degree_Celsius NaN \n", + "1443526 NaN NaN NaN \n", + "1443527 NaN NaN NaN \n", + "1443528 NaN 26.1 degree_Celsius NaN \n", + "1443529 NaN NaN NaN \n", + "\n", + " pH \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 7.48 dimensionless \n", + "... ... \n", + "1443525 NaN \n", + "1443526 7.8 dimensionless \n", + "1443527 7.7 dimensionless \n", + "1443528 NaN \n", + "1443529 7.6 dimensionless \n", + "\n", + "[1443530 rows x 97 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Harmonize it and look at how it changed (output)\n", + "# Note: 'ignore' unit dimensionality errors will warn when they are encountered and replace with NaN\n", + "# Note: depending on the Pint version this may cause a UnitStrippedWarning\n", + "df_harmonized = harmonize.harmonize_all(df, errors='ignore')\n", + "df_harmonized" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "# Get harmonized stations clipped to the Area of Interest\n", + "stations_gdf, stations, site_md = location.get_harmonized_stations(query, aoi=aoi_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map number of usable results at each station\n", + "gdf_count = visualize.map_counts(df_harmonized, stations_gdf)\n", + "legend_kwds={\"fmt\": \"{:.0f}\", 'bbox_to_anchor':(1, 0.75)}\n", + "gdf_count.plot(column='cnt', cmap='Blues', legend=True, scheme='quantiles', legend_kwds=legend_kwds)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map average temperature results at each station\n", + "gdf_temperature = visualize.map_measure(df_harmonized, stations_gdf, 'Temperature')\n", + "gdf_temperature.plot(column='mean', cmap='OrRd', legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Clean additional columns of data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from harmonize_wq import clean" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\utils.py:87: UserWarning: Warning: 100662 incomplete dates found, consider setting datetime_index to False.\n", + " warnings.warn(\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + " result[:] = values\n" + ] + } + ], + "source": [ + "df_cleaned = clean.datetime(df_harmonized) # datetime\n", + "df_cleaned = clean.harmonize_depth(df_cleaned) # Sample depth" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Reduce data to the columns that are most commonly needed" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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1375986 rows × 113 columns

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" + ], + "text/plain": [ + " OrganizationIdentifier \\\n", + "0 21FLHILL_WQX \n", + "1 21FLSEAS_WQX \n", + "2 21FLHILL_WQX \n", + "3 21FLHILL_WQX \n", + "4 21FLHILL_WQX \n", + "... ... \n", + "1443525 USGS-FL \n", + "1443526 USGS-FL \n", + "1443527 USGS-FL \n", + "1443528 USGS-FL \n", + "1443529 USGS-FL \n", + "\n", + " OrganizationFormalName \\\n", + "0 Environmental Protection Commission of Hillsbo... \n", + "1 Florida Department of Environmental Protection \n", + "2 Environmental Protection Commission of Hillsbo... \n", + "3 Environmental Protection Commission of Hillsbo... \n", + "4 Environmental Protection Commission of Hillsbo... \n", + "... ... \n", + "1443525 USGS Florida Water Science Center \n", + "1443526 USGS Florida Water Science Center \n", + "1443527 USGS Florida Water Science Center \n", + "1443528 USGS Florida Water Science Center \n", + "1443529 USGS Florida Water Science Center \n", + "\n", + " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", + "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", + "1 21FLSEAS_WQX-481901119134 2013-11-19 14:01:00 \n", + "2 21FLHILL_WQX-130702047-M 2013-07-02 11:01:00 \n", + "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", + "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", + "... ... ... ... \n", + "1443525 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443526 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443527 nwisfl.01.95800924 1957-10-21 14:05:00 \n", + "1443528 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443529 nwisfl.01.95500782 1955-04-08 NaN \n", + "\n", + " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", + "0 -0500 21FLHILL_WQX-585 \n", + "1 -0500 21FLSEAS_WQX-48SEAS190 \n", + "2 -0500 21FLHILL_WQX-047 \n", + "3 -0500 21FLHILL_WQX-021 \n", + "4 -0500 21FLHILL_WQX-112 \n", + "... ... ... \n", + "1443525 NaN USGS-273926082304501 \n", + "1443526 NaN USGS-273926082304501 \n", + "1443527 -0500 USGS-02306001 \n", + "1443528 NaN USGS-274455082253601 \n", + "1443529 NaN USGS-274455082253601 \n", + "\n", + " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", + "0 STORET-301235413 NaN NaN ... \n", + "1 STORET-310535134 NaN NaN ... \n", + "2 STORET-300620295 NaN NaN ... \n", + "3 STORET-300666279 NaN NaN ... \n", + "4 STORET-301229196 NaN NaN ... \n", + "... ... ... ... ... \n", + "1443525 NWIS-6842517 NaN NaN ... \n", + "1443526 NWIS-6842520 NaN NaN ... \n", + "1443527 NWIS-6894386 NaN NaN ... \n", + "1443528 NWIS-6842917 NaN NaN ... \n", + "1443529 NWIS-6842920 NaN NaN ... \n", + "\n", + " QA_Carbon QA_Fecal_Coliform QA_Nitrogen QA_Salinity QA_pH QA_DO \\\n", + "0 NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN \n", + "... ... ... ... ... ... ... \n", + "1443525 NaN NaN NaN NaN NaN NaN \n", + "1443526 NaN NaN NaN NaN NaN NaN \n", + "1443527 NaN NaN NaN NaN NaN NaN \n", + "1443528 NaN NaN NaN NaN NaN NaN \n", + "1443529 NaN NaN NaN NaN NaN NaN \n", + "\n", + " QA_Temperature QA_Secchi QA_E_coli QA_Turbidity \n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "1443525 NaN NaN NaN NaN \n", + "1443526 NaN NaN NaN NaN \n", + "1443527 NaN NaN NaN NaN \n", + "1443528 NaN NaN NaN NaN \n", + "1443529 NaN NaN NaN NaN \n", + "\n", + "[1375986 rows x 113 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split single QA column into multiple by characteristic (rename the result to preserve these QA_flags)\n", + "df_expanded = wrangle.split_col(df_cleaned)\n", + "df_expanded" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "# Split table into main with columns of interest and characteristic specific columns/metadata\n", + "main_df, chars_df = wrangle.split_table(df_expanded)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "# Drop empty columns (QA columns without flags)\n", + "main_df_small = main_df.dropna(axis=1, how='all')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "##### Transform data from long to wide format" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "transformed_df = wrangle.collapse_results(main_df_small)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, + "source": [ + "Results are collapsed by retaining the first result that isn't NAN. There can be several reasons for multiple results for the same parameter/characteristic sampled at the same station, time and by the same organization. The collapse_results function assumes the user has already reviewed the quality of all results and narrowed down instances of multiple results to only the desired/best/highest quality result before running this function." + ] + } + ], + "metadata": { + "esriNotebookRuntime": { + "notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", + "notebookRuntimeVersion": "5.0" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/source/Code of Conduct.rst b/docs/source/Code of Conduct.rst index bf0504e..d9a91f0 100644 --- a/docs/source/Code of Conduct.rst +++ b/docs/source/Code of Conduct.rst @@ -1,4 +1,5 @@ -# CONTRIBUTOR CODE OF CONDUCT +CONTRIBUTOR CODE OF CONDUCT +=========================== As contributors and maintainers of this project, we pledge to respect all people who contribute through reporting issues, posting feature requests, updating documentation, submitting pull requests or patches, and other activities. @@ -10,4 +11,4 @@ Project maintainers have the right and responsibility to remove, edit, or reject Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by opening an issue or contacting one or more of the project maintainers. -This Code of Conduct is adapted from the Contributor Covenant, version 1.0.0, available at https://www.contributor-covenant.org/version/1/0/0/code-of-conduct.html +This Code of Conduct is adapted from the Contributor Covenant, version 1.0.0, available at https://www.contributor-covenant.org/version/1/0/0/code-of-conduct.html. diff --git a/docs/source/conf.py b/docs/source/conf.py index d001eb8..808aff6 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -11,6 +11,7 @@ import os import sys +import doctest sys.path.insert(0, os.path.abspath("..")) sys.path.insert(0, os.path.abspath("../..")) @@ -26,7 +27,7 @@ author = 'Justin Bousquin (US Environmental Protection Agency)' # ToDO:single source version -version = "0.3.1" +version = "0.3.8" #release = version(project) #release = harmonize_wq.__version__ #version = '.'.join(release.split('.')[:2]) @@ -41,6 +42,10 @@ "sphinx.ext.doctest", "sphinx.ext.coverage", "sphinx.ext.napoleon", + "sphinx.ext.intersphinx", + "sphinxcontrib.spelling", + "nbsphinx", + "nbsphinx_link", ] autosummary_generate = True # Turn on sphinx.ext.autosummary @@ -54,7 +59,7 @@ # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output html_theme = "sphinx_rtd_theme" -html_static_path = ['_static'] +html_static_path = [] # Readthedocs theme (may be useful for actions) # on_rtd is whether on readthedocs.org, this line of code grabbed from docs.readthedocs.org... @@ -65,7 +70,24 @@ # html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] #html_css_files = ["readthedocs-custom.css"] # Override some CSS settings -# -- Options for Napolean output --------------------------------------------- + +# -- Options for doctest ------------------------------------------------------ +# default to ignoring whitespace +doctest.testmod(optionflags=doctest.NORMALIZE_WHITESPACE) + +# Should enable IGNORE_RESULT option +IGNORE_RESULT = doctest.register_optionflag('IGNORE_RESULT') + +OutputChecker = doctest.OutputChecker +class CustomOutputChecker(OutputChecker): + def check_output(self, want, got, optionflags): + if IGNORE_RESULT & optionflags: + return True + return OutputChecker.check_output(self, want, got, optionflags) + +doctest.OutputChecker = CustomOutputChecker + +# -- Options for Napolean output ---------------------------------------------- napolean_include_private_with_doc = False napolean_include_special_with_doc = False napoleon_include_init_with_doc = False @@ -75,9 +97,51 @@ napoleon_google_docstring = False napoleon_numpy_docstring = True -# -- Options for sphinx-contrib\apidoc ----------------------------------------------------- +# -- Options for sphinx-contrib\apidoc ---------------------------------------- # NOT currently using apidoc -apidoc_separate_modules = True -apidoc_module_dir = "../harmonize_wq" -apidoc_excluded_paths = ["tests"] -apidoc_module_first = True +#apidoc_separate_modules = True +#apidoc_module_dir = "../harmonize_wq" +#apidoc_excluded_paths = ["tests"] +#apidoc_module_first = True + +# -- Options for sphinxcontrib-spelling --------------------------------------- +spelling_lang = "en_US" +tokenizer_lang = "en_US" +spelling_word_list_filename = "ignored_wordlist.txt" +spelling_show_suggestions = True +spelling_show_whole_line = True +spelling_warning = True +spelling_verbose = True +spelling_ignore_pypi_package_names = False +spelling_ignore_python_builtins = True +spelling_ignore_contributor_names = True + +# --Options for sphinx extensions ----------------------------------------------- + +# connect docs in other projects +intersphinx_mapping = { + "dataretrieval": ( + "https://doi-usgs.github.io/dataretrieval-python/", + "https://doi-usgs.github.io/dataretrieval-python/objects.inv", + ), + "pint": ( + "https://pint.readthedocs.io/en/stable/", + "https://pint.readthedocs.io/en/stable/objects.inv", + ), + "geopandas": ( + "https://geopandas.org/en/stable/", + "https://geopandas.org/en/stable/objects.inv", + ), + "pandas": ( + "https://pandas.pydata.org/pandas-docs/stable/", + "https://pandas.pydata.org/pandas-docs/stable/objects.inv", + ), + "pyproj": ( + "https://pyproj4.github.io/pyproj/stable/", + "https://pyproj4.github.io/pyproj/stable/objects.inv", + ), + "python": ( + "https://docs.python.org/3", + "https://docs.python.org/3/objects.inv", + ), + } diff --git a/docs/source/contributing.rst b/docs/source/contributing.rst index d2ccd87..b7b5845 100644 --- a/docs/source/contributing.rst +++ b/docs/source/contributing.rst @@ -6,14 +6,15 @@ Contributing to harmonize_wq We’re so glad you’re thinking about contributing to an EPA open source project! If you’re unsure about anything, just ask — or submit your issue or pull request anyway. The worst that can happen is we’ll politely ask you to change something. We appreciate all friendly contributions. We encourage you to read this project’s CONTRIBUTING policy (you are here), its -LICENSE, and its `README `_. +`LICENSE `_, +and its `README `_. All contributions to this project will be released under the MIT dedication. By submitting a pull request or issue, you are agreeing to comply with this waiver of copyright interest. harmonize_wq uses: -- `github `_ to host the code. -- `github actions `_ to test all commits and PRs. +- `GitHub `_ to host the code. +- `GitHub actions `_ to test all commits and PRs. - `pytest `_ to write tests. - `sphinx `_ to write docs. @@ -22,26 +23,26 @@ You can contribute in different ways: Report issues ------------- -You can report any issues with the package, the documentation to the `issue tracker`_. -Also feel free to submit feature requests, comments or questions. +You can report any issues with the package or the documentation to the `issue tracker`_. +Also feel free to submit feature requests, comments, or questions. Contribute code --------------- -To contribute fixes, code or documentation, fork harmonize_wq in github_ and submit -the changes using a pull request against the **main** branch. +To contribute fixes, code, tests, or documentation, fork harmonize_wq in GitHub_ +and submit the changes using a pull request against the **main** branch. - If you are submitting new code, add tests (see below) and documentation. - Write "Closes #" in the PR description or a comment, as described in the - `github docs`_. + `GitHub docs`_. - Check tests and resolve any issues. In any case, feel free to use the `issue tracker`_ to discuss ideas for new features or improvements. Notice that we will not merge a PR if tests are failing. In certain cases tests pass in your -machine but not in github actions. There might be multiple reasons for this but these are some of -the most common +machine but not in GitHub actions. There might be multiple reasons for this but these are some of +the most common: - Your new code does not work for other operating systems or Python versions. - The documentation is not being built properly or the examples in the docs are @@ -49,4 +50,4 @@ the most common .. _`issue tracker`: https://github.com/USEPA/harmonize-wq/issues -.. _`github docs`: https://help.github.com/articles/closing-issues-via-commit-messages/ \ No newline at end of file +.. _`GitHub docs`: https://help.github.com/articles/closing-issues-via-commit-messages/ \ No newline at end of file diff --git a/docs/source/example workflow.rst b/docs/source/example workflow.rst index 4f1ba0b..850038b 100644 --- a/docs/source/example workflow.rst +++ b/docs/source/example workflow.rst @@ -3,8 +3,8 @@ Example Workflow ================ -dataretrieval Query for a geojson -********************** +dataretrieval Query for a GeoJSON +********************************* .. code-block:: python3 @@ -24,7 +24,7 @@ dataretrieval Query for a geojson # Run query res_narrow, md_narrow = wqp.get_results(**query) - # dataframe of downloaded results + # DataFrame of downloaded results res_narrow @@ -54,8 +54,8 @@ Clean results Transform results from long to wide format -********************** -There are many columns in the dataframe that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used. +****************************************** +There are many columns in the :class:`pandas.DataFrame` that are characteristic specific, that is they have different values for the same sample depending on the characteristic. To ensure one result for each sample after the transformation of the data these columns must either be split, generating a new column for each characteristic with values, or moved out from the table if not being used. .. code-block:: python3 @@ -70,7 +70,7 @@ There are many columns in the dataframe that are characteristic specific, that i # Combine rows with the same sample organization, activity, location, and datetime df_wide = wrangle.collapse_results(main_df) -The number of columns in the resulting table is greatly reduced +The number of columns in the resulting table is greatly reduced: +----------------------------+-------------+----------------------------------------+-------------------------------+ | Output Column | Type | Source | Changes | @@ -99,7 +99,7 @@ The number of columns in the resulting table is greatly reduced +----------------------------+-------------+----------------------------------------+-------------------------------+ |QA_Secchi | QA |NA |Harmonization quality issues | +----------------------------+-------------+----------------------------------------+-------------------------------+ -|Temperature | Result |ResultMeasureValue |Standardized to degrees Celcius| +|Temperature | Result |ResultMeasureValue |Standardized to degrees Celsius| | | |ResultMeasure/MeasureUnitCode | | +----------------------------+-------------+----------------------------------------+-------------------------------+ |QA_Temperature | QA |NA |Harmonization quality issues | diff --git a/docs/source/harmonize_wq.rst b/docs/source/harmonize_wq.rst index 68c4a42..5552c98 100644 --- a/docs/source/harmonize_wq.rst +++ b/docs/source/harmonize_wq.rst @@ -57,6 +57,14 @@ harmonize\_wq.visualize module :undoc-members: :show-inheritance: +harmonize\_wq.wq_data module +---------------------------- + +.. automodule:: harmonize_wq.wq_data + :members: + :undoc-members: + :show-inheritance: + harmonize\_wq.wrangle module ---------------------------- diff --git a/docs/source/ignored_wordlist.txt b/docs/source/ignored_wordlist.txt new file mode 100644 index 0000000..ca9f426 --- /dev/null +++ b/docs/source/ignored_wordlist.txt @@ -0,0 +1,34 @@ +datetime +Secchi +df +gdf +dataset +ureg +degC +PSU +PSS +ppth +ppt +picopint +Nephelometric +formazin +NTU +FNU +JTU +microsiemens +SiO +nm +NaN +EPSG +TADA +WQX +ResultSampleFractionText +CharacteristicName +HorizontalCoordinateReferenceSystemDatumName +shapefile +shp +aoi +CSV +datums +quantitation +AssertionError \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 9ac9b2e..bf71ae0 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -5,20 +5,48 @@ harmonize_wq: ============= -Standardize, clean and wrangle Water Quality Portal data into more analytic-ready formats ------------------------------------------------------------------------------------------ +Standardize, clean, and wrangle Water Quality Portal data into more analytic-ready formats +------------------------------------------------------------------------------------------ **Useful links**: `Code Repository `__ | `Issues `__ +.. _overview: + +Overview +======== + +US EPA’s `Water Quality Portal (WQP) `_ aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieve data using `python `_ or `R `_. Given the variety of data and data originators, using the data in analysis often requires cleaning to ensure it meets required quality standards and wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonize_wq package is intended to be a flexible water quality specific framework to help: + +* Identify differences in data units (including speciation and basis) +* Identify differences in sampling or analytic methods +* Resolve data errors using transparent assumptions +* Transform data from long to wide format + +Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection. + .. toctree:: - :maxdepth: 1 + :maxdepth: 2 :caption: Getting Started - overview + Overview installing example workflow +.. toctree:: + :maxdepth: 1 + :caption: Tutorial Notebooks + + notebooks/Harmonize_Pensacola_Simple + notebooks/Harmonize_Pensacola_Detailed + notebooks/Harmonize_Tampa_Simple + notebooks/Harmonize_Tampa_Detailed + notebooks/Harmonize_CapeCod_Simple + notebooks/Harmonize_CapeCod_Detailed + notebooks/Harmonize_GOM + +To instead run tutorials directly in ipython notebooks or using R, see: `demos `_ + .. toctree:: :maxdepth: 1 :caption: Reference Documentation diff --git a/docs/source/installing.rst b/docs/source/installing.rst index 915be73..2f75258 100644 --- a/docs/source/installing.rst +++ b/docs/source/installing.rst @@ -3,15 +3,17 @@ Installing harmonize_wq ======================= -harmonize_wq can be installed using pip: +Install harmonize_wq using pip: +******************************* .. code-block:: python3 - $ python3 -m pip install harmonize-wq + pip install harmonize-wq -To install the latest development version of harmonize_wq using pip: +Install the latest development version of harmonize_wq using pip: +***************************************************************** .. code-block:: python3 diff --git a/docs/source/notebooks/Harmonize_CapeCod_Detailed.nblink b/docs/source/notebooks/Harmonize_CapeCod_Detailed.nblink new file mode 100644 index 0000000..12306b8 --- /dev/null +++ b/docs/source/notebooks/Harmonize_CapeCod_Detailed.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_CapeCod_Detailed.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_CapeCod_Simple.nblink b/docs/source/notebooks/Harmonize_CapeCod_Simple.nblink new file mode 100644 index 0000000..d1e9b1d --- /dev/null +++ b/docs/source/notebooks/Harmonize_CapeCod_Simple.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_CapeCod_Simple.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_GOM.nblink b/docs/source/notebooks/Harmonize_GOM.nblink new file mode 100644 index 0000000..93a1947 --- /dev/null +++ b/docs/source/notebooks/Harmonize_GOM.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_GOM.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_Pensacola_Detailed.nblink b/docs/source/notebooks/Harmonize_Pensacola_Detailed.nblink new file mode 100644 index 0000000..c4a3814 --- /dev/null +++ b/docs/source/notebooks/Harmonize_Pensacola_Detailed.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_Pensacola_Detailed.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_Pensacola_Simple.nblink b/docs/source/notebooks/Harmonize_Pensacola_Simple.nblink new file mode 100644 index 0000000..90881e1 --- /dev/null +++ b/docs/source/notebooks/Harmonize_Pensacola_Simple.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_Pensacola_Simple.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_Tampa_Detailed.nblink b/docs/source/notebooks/Harmonize_Tampa_Detailed.nblink new file mode 100644 index 0000000..278cd67 --- /dev/null +++ b/docs/source/notebooks/Harmonize_Tampa_Detailed.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_Tampa_Detailed.ipynb" +} \ No newline at end of file diff --git a/docs/source/notebooks/Harmonize_Tampa_Simple.nblink b/docs/source/notebooks/Harmonize_Tampa_Simple.nblink new file mode 100644 index 0000000..de71f08 --- /dev/null +++ b/docs/source/notebooks/Harmonize_Tampa_Simple.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../demos/Harmonize_Tampa_Simple.ipynb" +} \ No newline at end of file diff --git a/docs/source/overview.rst b/docs/source/overview.rst deleted file mode 100644 index 8f87503..0000000 --- a/docs/source/overview.rst +++ /dev/null @@ -1,15 +0,0 @@ -.. _overview: - -Overview -======== - -US EPA’s `Water Quality Portal (WQP) `_ aggregates water quality, biological, and physical data provided by many organizations and has become an essential resource with tools to query and retrieval data using `python `_ or `R `_. Given the variety of data and variety of data originators, using the data in analysis often requires data cleaning to ensure it meets the required quality standards and data wrangling to get it in a more analytic-ready format. Recognizing the definition of analysis-ready varies depending on the analysis, the harmonixe_wq package is intended to be a flexible water quality specific framework to help: - -* Identify differences in data units (including speciation and basis) -* Identify differences in sampling or analytic methods -* Resolve data errors using transparent assumptions -* Transform data from long to wide format - -Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection. - -For more complete tutorial information, see: `demos `_ \ No newline at end of file diff --git a/harmonize_wq/basis.py b/harmonize_wq/basis.py index 75bf487..1b1b85c 100644 --- a/harmonize_wq/basis.py +++ b/harmonize_wq/basis.py @@ -1,27 +1,35 @@ # -*- coding: utf-8 -*- -""" - Functions to process characteristic basis or return basis dictionary. -""" +"""Functions to process characteristic basis or return basis dictionary.""" from warnings import warn from numpy import nan from harmonize_wq import harmonize def unit_basis_dict(out_col): - """ - Characteristic specific basis dictionary to define basis from units. + """Characteristic specific basis dictionary to define basis from units. + + The out_col is often derived from :attr:`WQCharData.char_val`. The desired + basis can be used as a key to subset result. Parameters ---------- - out_col : string - Column name where results are written (char_val derived) + out_col : str + Column name where results are written. Returns ------- dict Dictionary with logic for determining basis from units string and - standard pint units to replace those with. + standard :mod:`pint` units to replace those with. The structure is {Basis: {standard units: [unit strings with basis]}}. + + Examples + -------- + Get dictionary for Phosphorus and subset for 'as P': + + >>> from harmonize_wq import basis + >>> basis.unit_basis_dict('Phosphorus')['as P'] + {'mg/l': ['mg/l as P', 'mg/l P'], 'mg/kg': ['mg/kg as P', 'mg/kg P']} """ dictionary = {'Phosphorus': {'as P': {'mg/l': ['mg/l as P', 'mg/l P'], 'mg/kg': ['mg/kg as P', 'mg/kg P']}, @@ -35,9 +43,32 @@ def unit_basis_dict(out_col): return dictionary[out_col] -def stp_dict(): +def basis_conversion(): + """Get dictionary of conversion factors to convert basis/speciation. + + For example, this is used to convert 'as PO4' to 'as P'. + + Returns + ------- + dict + Dictionary with structure {basis: conversion factor} + + See Also + -------- + :func:`convert.moles_to_mass` + + `Best Practices for Submitting Nutrient Data to the Water Quality eXchange + `_ """ - Standard temperature and pressure dictionary to define basis from units. + return {'NH3': 0.822, + 'NH4': 0.776, + 'NO2': 0.304, + 'NO3': 0.225, + 'PO4': 0.326} + + +def stp_dict(): + """Get standard temperature and pressure to define basis from units. Notes ----- @@ -46,66 +77,109 @@ def stp_dict(): Returns ------- dict - Dictionary with {'standard temp' : {'units': [values to replace]}} - + Dictionary with {'standard temp' : {'units': [values to replace]}}. + + Examples + -------- + Get dictionary for taking temperature basis our of units: + + >>> from harmonize_wq import basis + >>> basis.stp_dict() + {'@25C': {'mg/mL': ['mg/mL @25C']}} """ return {'@25C': {'mg/mL': ['mg/mL @25C']}} -def basis_from_unit(df_in, basis_dict, unit_col, basis_col='Speciation'): - """ - Creates a standardized Basis column in DataFrame from units column and - standardizes units in units column based on basis_dict +def basis_from_unit(df_in, basis_dict, unit_col='Units', basis_col='Speciation'): + """Move basis from units to basis column in :class:`pandas.DataFrame`. + + Move basis information from units in unit_col column to basis in basis_col + column based on basis_dict. If basis_col does not exist in df_in it will be + created. The unit_col column is updated in place. To maintain data + integrity unit_col should not be the original + 'ResultMeasure/MeasureUnitCode' column. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - basis_dict : dictionary + basis_dict : dict Dictionary with structure {basis:{new_unit:[old_units]}}. - unit_col : str - string for the column name in df to be used. + unit_col : str, optional + String for the units column name in df_in to use. + The default is 'Units'. basis_col : str, optional - string for the basis column name in df to be used. + String for the basis column name in df_in to use. The default is 'Speciation'. Returns ------- df : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l as P', 'mg/kg as P'], + ... 'Units': ['mg/l as P', 'mg/kg as P'], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode Units + 0 Phosphorus mg/l as P mg/l as P + 1 Phosphorus mg/kg as P mg/kg as P + + >>> from harmonize_wq import basis + >>> basis_dict = basis.unit_basis_dict('Phosphorus') + >>> unit_col = 'Units' + >>> basis.basis_from_unit(df, basis_dict, unit_col) + CharacteristicName ResultMeasure/MeasureUnitCode Units Speciation + 0 Phosphorus mg/l as P mg/l as P + 1 Phosphorus mg/kg as P mg/kg as P + + If an existing basis_col value is different, a warning is issued when it is + updated and a QA_flag is assigned: + + >>> from numpy import nan + >>> df['Speciation'] = [nan, 'as PO4'] + >>> df_speciation_change = basis.basis_from_unit(df, basis_dict, unit_col) + ... # doctest: +IGNORE_RESULT + UserWarning: Mismatched Speciation: updated from as PO4 to as P (units) + >>> df_speciation_change[['Speciation', 'QA_flag']] + Speciation QA_flag + 0 as P NaN + 1 as P Speciation: updated from as PO4 to as P (units) """ df = df_in.copy() for base in basis_dict.keys(): for (new_unit, old_units) in basis_dict[base].items(): for old_unit in old_units: - # TODO: Test if old_unit in unit_col first? + # TODO: Time test if old_unit in unit_col first? mask = df[unit_col] == old_unit # Update mask if basis_col in df.columns: # Add flags anywhere the values are updated - flag1 = '{}: updated from '.format(basis_col) + flag1 = f'{basis_col}: updated from ' # List of unique basis values basis_list = list(set(df.loc[mask, basis_col].dropna())) # Loop over existing values in basis field for old_basis in basis_list: - flag = '{}{} to {} (units)'.format(flag1, old_basis, - base) + flag = f'{flag1}{old_basis} to {base} (units)' if old_basis != base: qa_mask = mask & (df[basis_col] == old_basis) - warn('Mismatched {}'.format(flag)) + warn(f'Mismatched {flag}', UserWarning) df = harmonize.add_qa_flag(df, qa_mask, flag) # Add/update basis from unit - set_basis(df, mask, base, basis_col) + df = set_basis(df, mask, base, basis_col) df[unit_col] = [new_unit if x == old_unit else x for x in df[unit_col]] return df -def basis_from_methodSpec(df_in): - """ - Moves speciation from 'MethodSpecificationName' column to new 'Speciation' - Column - +def basis_from_method_spec(df_in): + """Copy speciation from MethodSpecificationName to new 'Speciation' column. + Parameters ---------- df_in : pandas.DataFrame @@ -116,36 +190,65 @@ def basis_from_methodSpec(df_in): df : pandas.DataFrame Updated copy of df_in. + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Phosphorus',], + ... 'MethodSpecificationName': ['as P', nan], + ... 'ProviderName': ['NWIS', 'NWIS',], + ... }) + >>> df + CharacteristicName MethodSpecificationName ProviderName + 0 Phosphorus as P NWIS + 1 Phosphorus NaN NWIS + + >>> from harmonize_wq import basis + >>> basis.basis_from_method_spec(df) + CharacteristicName MethodSpecificationName ProviderName Speciation + 0 Phosphorus as P NWIS as P + 1 Phosphorus NaN NWIS NaN """ # Basis from MethodSpecificationName old_col = 'MethodSpecificationName' df = df_in.copy() - # TODO: this seems overly-complex to do a pop from one column to another + # TODO: this seems overly-complex to do a pop from one column to another, + # consider _coerce_basis() # List unique basis basis_list = list(set(df[old_col].dropna())) for base in basis_list: mask = df[old_col] == base df = set_basis(df, mask, base) # Remove basis from MethodSpecificationName - df[old_col] = [nan if x == base else x for x in df[old_col]] + #TODO: why update old field? + #df[old_col] = [nan if x == base else x for x in df[old_col]] # Test we didn't miss any methodSpec - assert set(df[old_col].dropna()) == set(), (set(df[old_col].dropna())) + #assert set(df[old_col].dropna()) == set(), (set(df[old_col].dropna())) return df def update_result_basis(df_in, basis_col, unit_col): - """ - Basis from result col that is not moved to a new col + """Move basis from unit_col column to basis_col column. + + This is usually used in place of basis_from_unit when the basis_col is not + 'ResultMeasure/MeasureUnitCode' (i.e., not speciation). + + Notes + ----- + Rather than creating many new empty columns this function currently overwrites the original + basis_col values. The original values are noted in the QA_flag. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - basis_col : string + basis_col : str Column in df_in with result basis to update. Expected values are - 'ResultTemperatureBasisText' - unit_col : string + 'ResultTemperatureBasisText'. + unit_col : str Column in df_in with units that may contain basis. Returns @@ -153,6 +256,35 @@ def update_result_basis(df_in, basis_col, unit_col): df_out : pandas.DataFrame Updated copy of df_in. + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Salinity', 'Salinity',], + ... 'ResultTemperatureBasisText': ['25 deg C', nan,], + ... 'Units': ['mg/mL @25C', 'mg/mL @25C'], + ... }) + >>> df + CharacteristicName ResultTemperatureBasisText Units + 0 Salinity 25 deg C mg/mL @25C + 1 Salinity NaN mg/mL @25C + + >>> from harmonize_wq import basis + >>> df_temp_basis = basis.update_result_basis(df, + ... 'ResultTemperatureBasisText', + ... 'Units') + ... # doctest: +IGNORE_RESULT + UserWarning: Mismatched ResultTemperatureBasisText: updated from 25 deg C to @25C (units) + >>> df_temp_basis[['Units']] + Units + 0 mg/mL + 1 mg/mL + >>> df_temp_basis[['ResultTemperatureBasisText', 'QA_flag']] + ResultTemperatureBasisText QA_flag + 0 @25C ResultTemperatureBasisText: updated from 25 de... + 1 @25C NaN """ # TODO: make these columns units aware? # df = df_in.copy() @@ -169,14 +301,13 @@ def update_result_basis(df_in, basis_col, unit_col): elif basis_col == 'ResultTimeBasisText': df_out = df_in.copy() else: - raise ValueError('{} not recognized basis column'.format(basis_col)) + raise ValueError(f'{basis_col} not recognized basis column') return df_out def set_basis(df_in, mask, basis, basis_col='Speciation'): - """ - Update DataFrame.basis_col to basis where DataFrame.col is expected_val. + """Update or create basis_col with basis as value. Parameters ---------- @@ -184,17 +315,43 @@ def set_basis(df_in, mask, basis, basis_col='Speciation'): DataFrame that will be updated. mask : pandas.Series Row conditional mask to limit rows (e.g. to specific unit/speciation). - basis : string + basis : str The string to use for basis. - basis_col : string, optional + basis_col : str, optional The new or existing column for basis string. The default is 'Speciation'. Returns ------- df_out : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', + ... 'Phosphorus', + ... 'Salinity'], + ... 'MethodSpecificationName': ['as P', 'as PO4', ''], + ... }) + >>> df # doctest: +NORMALIZE_WHITESPACE + CharacteristicName MethodSpecificationName + 0 Phosphorus as P + 1 Phosphorus as PO4 + 2 Salinity + + Build mask for example: + + >>> mask = df['CharacteristicName']=='Phosphorus' + + >>> from harmonize_wq import basis + >>> basis.set_basis(df, mask, basis='as P') + CharacteristicName MethodSpecificationName Speciation + 0 Phosphorus as P as P + 1 Phosphorus as PO4 as P + 2 Salinity NaN """ df_out = df_in.copy() # Add Basis column if it doesn't exist @@ -203,26 +360,3 @@ def set_basis(df_in, mask, basis, basis_col='Speciation'): # Populate Basis column where expected value with basis df_out.loc[mask, basis_col] = basis return df_out - - -def basis_qa_flag(trouble, basis, spec_col='MethodSpecificationName'): - """ - Generates a QA_flag string for the MethodsSpeciation column if different - from the basis specified in units. - - Parameters - ---------- - trouble : str - Problem encountered (e.g., unit_basis != speciation). - basis : str - The basis from the unit that replaced the original speciation. - spec_col : str, optional - Column currently being checked. Default is 'MethodSpecificationName' - - Returns - ------- - string - Flag to use in QA_flag column. - - """ - return '{}: {} {}'.format(spec_col, basis, trouble) diff --git a/harmonize_wq/clean.py b/harmonize_wq/clean.py index 601f0b2..8fa549c 100644 --- a/harmonize_wq/clean.py +++ b/harmonize_wq/clean.py @@ -1,8 +1,5 @@ # -*- coding: utf-8 -*- -""" - Functions that can be applied to the entire dataset or subsets of the - dataset to clean/correct additional columns. -""" +"""Functions to clean/correct additional columns in subset/entire dataset.""" from warnings import warn import dataretrieval.utils from harmonize_wq import harmonize @@ -11,19 +8,39 @@ def datetime(df_in): - """ - Format time using dataretrieval and 'ActivityStart' + """Format time using :mod:`dataretrieval` and 'ActivityStart' columns. Parameters ---------- df_in : pandas.DataFrame - DataFrame with the expected activity date time columns. + DataFrame with the expected activity date, time and timezone columns. Returns ------- df_out : pandas.DataFrame - Dataframe with the converted date and datetime columns. - + DataFrame with the converted datetime column. + + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'ActivityStartDate': ['2004-09-01', '2004-07-01',], + ... 'ActivityStartTime/Time': ['10:01:00', nan,], + ... 'ActivityStartTime/TimeZoneCode': ['EST', nan], + ... }) + >>> df + ActivityStartDate ActivityStartTime/Time ActivityStartTime/TimeZoneCode + 0 2004-09-01 10:01:00 EST + 1 2004-07-01 NaN NaN + >>> from harmonize_wq import clean + >>> clean.datetime(df) + ActivityStartDate ... Activity_datetime + 0 2004-09-01 ... 2004-09-01 15:01:00+00:00 + 1 2004-07-01 ... NaT + + [2 rows x 4 columns] """ # Expected columns date, time, tz = ('ActivityStartDate', @@ -38,23 +55,52 @@ def datetime(df_in): def harmonize_depth(df_in, units='meter'): - """ + """Create 'Depth' column with result depth values in consistent units. + + The new column is based on values from the 'ResultDepthHeightMeasure/MeasureValue' column and + units from the 'ResultDepthHeightMeasure/MeasureUnitCode' column. + Notes ----- - Doesn't currently pass errors or ureg + If there are errors or unit registry (ureg) updates these are not currently + passed back. In the future activity depth columns may be considered if result depth missing. Parameters ---------- df_in : pandas.DataFrame DataFrame with the required 'ResultDepthHeight' columns. - units : string, optional + units : str, optional Desired units. The default is 'meter'. Returns ------- df_out : pandas.DataFrame DataFrame with new Depth column replacing 'ResultDepthHeight' columns. - + + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'ResultDepthHeightMeasure/MeasureValue': ['3.0', nan, 10], + ... 'ResultDepthHeightMeasure/MeasureUnitCode': ['m', nan, 'ft'], + ... }) + >>> df + ResultDepthHeightMeasure/MeasureValue ResultDepthHeightMeasure/MeasureUnitCode + 0 3.0 m + 1 NaN NaN + 2 10 ft + + Get clean 'Depth' column: + + >>> from harmonize_wq import clean + >>> clean.harmonize_depth(df)[['ResultDepthHeightMeasure/MeasureValue', + ... 'Depth']] + ResultDepthHeightMeasure/MeasureValue Depth + 0 3.0 3.0 meter + 1 NaN NaN + 2 10 3.0479999999999996 meter """ df_out = df_in.copy() # Default columns @@ -71,57 +117,63 @@ def harmonize_depth(df_in, units='meter'): df_out.loc[na_mask, "Depth"] = harmonize.convert_unit_series(**params) # TODO: where result depth is missing use activity depth? - # TODO: drop old cols like datetime does (.pop them) return df_out def check_precision(df_in, col, limit=3): - """ - Note - be cautious of float type and real vs representable precision + """Add QA_flag if value in column has precision lower than limit. + Notes + ----- + Be cautious of float type and real vs representable precision. + Parameters ---------- df_in : pandas.DataFrame DataFrame with the required 'ResultDepthHeight' columns. - unit_col : string + unit_col : str Desired column in df_in. - limit : integer, optional + limit : int, optional Number of decimal places under which to detect. The default is 3. Returns ------- df_out : pandas.DataFrame - DataFrame with the quality assurance flag for precision + DataFrame with the quality assurance flag for precision. """ df_out = df_in.copy() # Create T/F mask based on len of everything after the decimal c_mask = [len(str(x).split('.')[1]) < limit for x in df_out[col]] - flag = '{}: Imprecise: lessthan{}decimaldigits'.format(col, limit) + flag = f'{col}: Imprecise: lessthan{limit}decimaldigits' df_out = harmonize.add_qa_flag(df_out, c_mask, flag) # Assign flags return df_out def methods_check(df_in, char_val, methods=None): - """ - Check methods against list of accepted methods. + """Check methods against list of accepted methods. + + Notes + ----- + This is not fully implemented. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - char_val : string + char_val : str Characteristic name. - methods : dictionary, optional + methods : dict, optional Dictionary where key is characteristic column name and value is list of dictionaries each with Source and Method keys. This allows updated - methods dictionaries to be used. The default None, uses the built-in - domains.accepted_methods(). + methods dictionaries to be used. The default None uses the built-in + :meth:`domains.accepted_methods`. Returns ------- - None. + accept : list + List of values from 'ResultAnalyticalMethod/MethodIdentifier' column in methods. """ if methods is None: @@ -144,21 +196,22 @@ def methods_check(df_in, char_val, methods=None): def wet_dry_checks(df_in, mask=None): - """ - Fix known errors in MediaName based on WeightBasis and SampleFraction - columns. + """Fix suspected errors in 'ActivityMediaName' column. + + Uses the 'ResultWeightBasisText' and 'ResultSampleFractionText' columns to + switch if the media is wet/dry where appropriate. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. mask : pandas.Series - Row conditional (bool) mask to limit df rows to check/fix + Row conditional (bool) mask to limit df rows to check/fix. The default is None. Returns ------- df_out : pandas.DataFrame - Updated DataFrame + Updated DataFrame. """ df_out = df_in.copy() @@ -168,7 +221,7 @@ def wet_dry_checks(df_in, mask=None): 'ResultSampleFractionText', 'ResultWeightBasisText']) # QA - Sample Media, fix assigned 'Water' that are actually 'Sediment' - qa_flag = '{}: Water changed to Sediment'.format(media_col) + qa_flag = f'{media_col}: Water changed to Sediment' # Create mask for bad data media_mask = ((df_out['ResultSampleFractionText'] == 'Bed Sediment') & (df_out['ResultWeightBasisText'] == 'Dry') & @@ -185,22 +238,21 @@ def wet_dry_checks(df_in, mask=None): def wet_dry_drop(df_in, wet_dry='wet', char_val=None): - """ - Restrict to only water or only sediment samples + """Restrict to only water or only sediment samples. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - wet_dry : string, optional - Which values (Water/Sediment) to keep. The default is 'wet' (Water) - char_val : string, optional + wet_dry : str, optional + Which values (Water/Sediment) to keep. The default is 'wet' (Water). + char_val : str, optional Apply to specific characteristic name. The default is None (for all). Returns ------- df2 : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. """ df2 = df_in.copy() if char_val: @@ -215,8 +267,7 @@ def wet_dry_drop(df_in, wet_dry='wet', char_val=None): try: harmonize.df_checks(df2, media_col) except AssertionError: - problem = "{} missing, querying from activities...".format(media_col) - warn('Warning: ' + problem) + warn(f'Warning: {media_col} missing, querying from activities...') # Try query/join if char_val: df2 = wrangle.add_activities_to_df(df2, c_mask) diff --git a/harmonize_wq/convert.py b/harmonize_wq/convert.py index 2bf37ed..784e9c9 100644 --- a/harmonize_wq/convert.py +++ b/harmonize_wq/convert.py @@ -1,9 +1,12 @@ # -*- coding: utf-8 -*- +"""Functions to convert from one unit to another, sometimes using :mod:`pint` decorators. + +Contains several unit conversion functions not in :mod:`pint`. """ - Functions to convert from one unit to another, sometimes using - pint decorators. Contains several unit conversion functions not in Pint. -""" +import math import pint +from harmonize_wq import domains + # TODO: does this constant belong here or in domains? PERIODIC_MW = {'Organic carbon': 180.16, @@ -24,29 +27,43 @@ u_reg = pint.UnitRegistry() # For use in wrappers # TODO: find more elegant way to do this with all definitions -u_reg.define('NTU = [turbidity]') -u_reg.define('Jackson_Turbidity_Units = [] = JTU') -u_reg.define('SiO2 = []') +for definition in domains.registry_adds_list('Turbidity'): + u_reg.define(definition) +for definition in domains.registry_adds_list('Salinity'): + u_reg.define(definition) def mass_to_moles(ureg, char_val, Q_): - """ - Converts a mass to moles substance. + """Convert a mass to moles substance. Parameters ---------- ureg : pint.UnitRegistry Unit Registry Object with any custom units defined. - char_val : TYPE - DESCRIPTION. - Q_ : TYPE - DESCRIPTION. + char_val : str + Characteristic name to use to find corresponding molecular weight. + Q_ : pint.Quantity + Mass to convert to moles. Returns ------- pint.Quantity Value in moles of substance. - + + Examples + -------- + Build standard pint unit registry: + + >>> import pint + >>> ureg = pint.UnitRegistry() + + Build pint quantity: + + >>> Q_ = 1 * ureg('g') + + >>> from harmonize_wq import convert + >>> str(convert.mass_to_moles(ureg, 'Phosphorus', Q_)) + '0.03228931223764934 mole' """ # TODO: Not used yet m_w = PERIODIC_MW[char_val] @@ -54,9 +71,10 @@ def mass_to_moles(ureg, char_val, Q_): def moles_to_mass(ureg, Q_, basis=None, char_val=None): - """ - Converts moles substance to mass. + """Convert moles substance to mass. + Either basis or char_val must have a non-default value. + Parameters ---------- ureg : pint.UnitRegistry @@ -75,6 +93,20 @@ def moles_to_mass(ureg, Q_, basis=None, char_val=None): pint.Quantity Value in mass (g). + Examples + -------- + Build standard pint unit registry: + + >>> import pint + >>> ureg = pint.UnitRegistry() + + Build quantity: + + >>> Q_ = 0.265 * ureg('umol') + + >>> from harmonize_wq import convert + >>> str(convert.moles_to_mass(ureg, Q_, basis='as P')) + '8.20705e-06 gram' """ if basis: # Clean-up basis @@ -91,8 +123,7 @@ def moles_to_mass(ureg, Q_, basis=None, char_val=None): @u_reg.wraps(u_reg.NTU, u_reg.centimeter) def cm_to_NTU(val): - """ - Convert Turbidity measured in centimeters to NTU + """Convert turbidity measured in centimeters to NTU. Parameters ---------- @@ -101,8 +132,31 @@ def cm_to_NTU(val): Returns ------- + pint.Quantity The turbidity value in NTU. - + + Examples + -------- + Build standard pint unit registry: + + >>> import pint + >>> ureg = pint.UnitRegistry() + + Build cm units aware pint Quantity (already in standard unit registry): + + >>> turbidity = ureg.Quantity('cm') + >>> str(turbidity) + '1 centimeter' + >>> type(turbidity) + + + Convert to cm: + + >>> from harmonize_wq import convert + >>> str(convert.cm_to_NTU(str(turbidity))) + '3941.8 Nephelometric_Turbidity_Units' + >>> type(convert.cm_to_NTU(str(turbidity))) + """ # TODO: Currently exports None since NTU is not defined in u_reg # https://extension.usu.edu/utahwaterwatch/monitoring/field-instructions/ @@ -114,8 +168,7 @@ def cm_to_NTU(val): @u_reg.wraps(u_reg.centimeter, u_reg.NTU) def NTU_to_cm(val): - """ - Convert Turbidity measured in NTU to centimeters + """Convert turbidity in NTU (Nephelometric Turbidity Units) to centimeters. Parameters ---------- @@ -124,8 +177,35 @@ def NTU_to_cm(val): Returns ------- + pint.Quantity The turbidity value in centimeters. + Examples + -------- + NTU is not a standard pint unit and must be added to a unit registry first + (normally done by WQCharData.update_ureg() method): + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Turbidity'): + ... ureg.define(definition) + + Build NTU aware pint pint Quantity: + + >>> turbidity = ureg.Quantity('NTU') + >>> str(turbidity) + '1 Nephelometric_Turbidity_Units' + >>> type(turbidity) + + + Convert to cm: + + >>> from harmonize_wq import convert + >>> str(convert.NTU_to_cm('1 NTU')) + '241.27 centimeter' + >>> type(convert.NTU_to_cm('1 NTU')) + """ # TODO: add wrapper # https://extension.usu.edu/utahwaterwatch/monitoring/field-instructions/ @@ -137,7 +217,49 @@ def NTU_to_cm(val): @u_reg.wraps(u_reg.NTU, u_reg.dimensionless) def JTU_to_NTU(val): - """Linear relationship, 1 -> 19, 0.053 -> 1, 0.4 -> 7.5 """ + """Convert turbidity units from JTU (Jackson Turbidity Units) to NTU. + + Notes + ----- + This is based on linear relationship: 1 -> 19, 0.053 -> 1, 0.4 -> 7.5 + + Parameters + ---------- + val : pint.Quantity + The turbidity value in JTU (dimensionless). + + Returns + ------- + NTU : pint.Quantity + The turbidity value in dimensionless NTU. + + Examples + -------- + JTU is not a standard pint unit and must be added to a unit registry first + (normally done by WQCharData.update_ureg() method): + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Turbidity'): + ... ureg.define(definition) + + Build JTU units aware pint Quantity: + + >>> turbidity = ureg.Quantity('JTU') + >>> str(turbidity) + '1 Jackson_Turbidity_Units' + >>> type(turbidity) + + + Convert to NTU: + + >>> from harmonize_wq import convert + >>> str(convert.JTU_to_NTU(str(turbidity))) + '18.9773 Nephelometric_Turbidity_Units' + >>> type(convert.JTU_to_NTU(str(turbidity))) + + """ # Alternative relation (Macneina 1990): NTU = JTU **0.943 # from Maceina, M. J., & Soballe, D. M. (1990). # Wind-related limnological variation in Lake Okeechobee, Florida. @@ -147,11 +269,74 @@ def JTU_to_NTU(val): @u_reg.wraps(u_reg.NTU, u_reg.dimensionless) def SiO2_to_NTU(val): - """Linear relationship, 2.5 -> 19, 0.13 -> 1, 1 -> 7.5""" + """Convert turbidity units from SiO2 (silicon dioxide) to NTU. + + Notes + ----- + This is based on a linear relationship: 0.13 -> 1, 1 -> 7.5, 2.5 -> 19 + + Parameters + ---------- + val : pint.Quantity.build_quantity_class + The turbidity value in SiO2 units (dimensionless). + + Returns + ------- + NTU : pint.Quantity.build_quantity_class + The turbidity value in dimensionless NTU. + + Examples + -------- + SiO2 is not a standard pint unit and must be added to a unit registry first + (normally done using WQCharData.update_ureg() method): + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Turbidity'): + ... ureg.define(definition) + + Build SiO2 units aware pint Quantity: + + >>> turbidity = ureg.Quantity('SiO2') + >>> str(turbidity) + '1 SiO2' + >>> type(turbidity) + + + Convert to NTU: + + >>> from harmonize_wq import convert + >>> str(convert.SiO2_to_NTU(str(turbidity))) + '7.5701 Nephelometric_Turbidity_Units' + >>> type(convert.SiO2_to_NTU(str(turbidity))) + + """ return 7.6028 * val - 0.0327 def FNU_to_NTU(val): + """Convert turbidity units from FNU (Formazin Nephelometric Units) to NTU. + + Parameters + ---------- + val : float + The turbidity magnitude (FNU is dimensionless). + + Returns + ------- + NTU : float + The turbidity magnitude (NTU is dimensionless). + + Examples + -------- + Convert to NTU: + + >>> from harmonize_wq import convert + >>> convert.FNU_to_NTU(8) + 10.136 + + """ return val * 1.267 @@ -161,24 +346,42 @@ def FNU_to_NTU(val): def density_to_PSU(val, pressure=1*u_reg("atm"), temperature=u_reg.Quantity(25, u_reg("degC"))): - """ - Convert absolute salinity as density (mass/volume) to Practical Salinity - Units + """Convert salinity as density (mass/volume) to Practical Salinity Units. Parameters ---------- - val : pint.quantity.build_quantity_class + val : pint.Quantity.build_quantity_class The salinity value in density units. - pressure : pint.quantity.build_quantity_class, optional + pressure : pint.Quantity.build_quantity_class, optional The pressure value. The default is 1*ureg("atm"). - temperature : pint.quantity.build_quantity_class, optional + temperature : pint.Quantity.build_quantity_class, optional The temperature value. The default is ureg.Quantity(25, ureg("degC")). Returns ------- - PSU : pint.quantity.build_quantity_class + PSU : pint.Quantity.build_quantity_class The salinity value in dimensionless PSU. - + + Examples + -------- + PSU (Practical Salinity Units) is not a standard pint unit and must be added to a unit registry + first (normally done by WQCharData.update_ureg() method): + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Salinity'): + ... ureg.define(definition) + + Build units aware pint Quantity, as string: + + >>> input_density = '1000 milligram / milliliter' + + Convert to Practical Salinity Units: + + >>> from harmonize_wq import convert + >>> convert.density_to_PSU(input_density) + """ # Standard Reference Value ref = 35.16504/35.0 @@ -199,10 +402,11 @@ def density_to_PSU(val, def PSU_to_density(val, pressure=1*u_reg("atm"), temperature=u_reg.Quantity(25, u_reg("degC"))): - """ - Convert salinity as Practical Salinity Units to density (mass/volume) - + """Convert salinity as Practical Salinity Units (PSU) to density. + Dimensionality changes from dimensionless Practical Salinity Units (PSU) to + mass/volume density. + Parameters ---------- val : pint.Quantity @@ -214,9 +418,39 @@ def PSU_to_density(val, Returns ------- - density : pint.quantity.build_quantity_class + density : pint.Quantity.build_quantity_class The salinity value in density units (mg/ml). - + + Examples + -------- + PSU is not a standard pint unit and must be added to a unit registry first. + This can be done using the WQCharData.update_ureg method: + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Salinity'): + ... ureg.define(definition) + + Build units aware pint Quantity, as string because it is an altered unit + registry: + + >>> unit = ureg.Quantity('PSU') + >>> unit + + + >>> type(unit) + + + >>> input_psu = str(8*unit) + >>> input_psu + '8 Practical_Salinity_Units' + + Convert to density: + + >>> from harmonize_wq import convert + >>> str(convert.PSU_to_density(input_psu)) + '997.0540284772519 milligram / milliliter' """ p, t = pressure, temperature @@ -259,14 +493,14 @@ def PSU_to_density(val, def DO_saturation(val, pressure=1*u_reg("atm"), temperature=u_reg.Quantity(25, u_reg("degC"))): - """ - Convert Dissolved Oxygen as percent saturation (%) to mg/l concentration. + """Convert Dissolved Oxygen (DO) from saturation (%) to concentration (mg/l). + Defaults assume STP where pressure is 1 atmosphere and temperature 25C. Parameters ---------- - val : pint.quantity.build_quantity_class - The Dissolved Oxygen saturation value in dimensionless percent. + val : pint.Quantity.build_quantity_class + The DO saturation value in dimensionless percent. pressure : pint.Quantity, optional The pressure value. The default is 1*ureg("atm"). temperature : pint.Quantity, optional @@ -275,19 +509,24 @@ def DO_saturation(val, Returns ------- pint.Quantity - Value in mg/l. - + DO value in mg/l. + + Examples + -------- + >>> from harmonize_wq import convert + >>> convert.DO_saturation(70) + + + At 2 atm (10m depth) + >>> convert.DO_saturation(70, ('2 standard_atmosphere')) + 11.746159340060716 milligram / liter """ p, t = pressure, temperature if p == 1 & (t == 25): - Cp = 8.262332418 + cP = 8.262332418 else: - Pwv = 11.8571-(3840.7/(t+273.15))-(216961/((t+273.15)**2)) - # CP =((EXP(7.7117-1.31403*LN(t+45.93)))* P * - # (1-EXP(Pwv)/p) * - # (1-(0.000975-(0.00001426*t)+(0.00000006436*(t**2)))*p)) / - # (1-EXP(Pwv))/(1-(0.000975-(0.00001426*t)+(0.00000006436*(t**2)))) - return float(val) * Cp # Divide by 100? + cP = _DO_concentration_eq(p, t) + return float(val)/100 * cP # Divide by 100? @u_reg.wraps(None, (u_reg.milligram/u_reg.liter, @@ -296,34 +535,55 @@ def DO_saturation(val, def DO_concentration(val, pressure=1*u_reg("atm"), temperature=u_reg.Quantity(25, u_reg("degC"))): - """ - Convert Dissolved Oxygen from concentration (e.g., mg/ml) to saturation (%) + """Convert Dissolved Oxygen (DO) from concentration (mg/l) to saturation (%). Parameters ---------- - val : pint.quantity.build_quantity_class - The DO value (converted to mg/L) + val : pint.Quantity.build_quantity_class + The DO value (converted to mg/L). pressure : pint.Quantity, optional The pressure value. The default is 1*ureg("atm"). - temperature : TYPE, optional + temperature : pint.Quantity, optional The temperature value. The default is ureg.Quantity(25, ureg("degC")). Returns ------- float - Dissolved Oxygen as saturation (dimensionless). - + Dissolved Oxygen (DO) as saturation (dimensionless). + + Examples + -------- + Build units aware pint Quantity, as string: + + >>> input_DO = '578 mg/l' + + >>> from harmonize_wq import convert + >>> convert.DO_concentration(input_DO) + 6995.603308586222 """ - # TODO: switch to kelvin? + p, t = pressure, temperature + if p == 1 & (t == 25): + cP = 8.262332418 + else: + cP = _DO_concentration_eq(p, t) + return 100*val /cP + + +def _DO_concentration_eq(p, t): + """ Equilibrium oxygen concentration at non-standard""" # https://www.waterontheweb.org/under/waterquality/oxygen.html#:~: # text=Oxygen%20saturation%20is%20calculated%20as, # concentration%20at%20100%25%20saturation%20decreases. - p, t = pressure, temperature - standard = 0.000975 - (0.00001426*t) + (0.00000006436*(t**2)) - numerator = ((1-Pwv)/p)*(1-(standard*p)) + tk = t + 273.15 # t in kelvin (t is in C) + standard = 0.000975 - (1.426e-05*t) + (6.436e-08*(t**2)) # Theta + # partial pressure of water vapor, atm + Pwv = math.exp(11.8571 - (3840.7/tk) - (216961/(tk**2))) + # equilibrium oxygen concentration at std pres of 1 atm + cStar = math.exp(7.7117 - 1.31403 * math.log(t + 45.93)) + numerator = (1-Pwv/p)*(1-(standard*p)) denominator = (1-Pwv)*(1-standard) - Cp = C0*p(numerator/denominator) - return (100*val)/Cp + + return cStar*p*(numerator/denominator) @u_reg.wraps(u_reg.dimensionless, (u_reg.microsiemens / u_reg.centimeter, @@ -332,16 +592,15 @@ def DO_concentration(val, def conductivity_to_PSU(val, pressure=0*u_reg("atm"), temperature=u_reg.Quantity(25, u_reg("degC"))): - """ - Estimate salinity (PSU) from conductivity + """Estimate salinity (PSU) from conductivity. Parameters ---------- - val : pint.quantity.build_quantity_class - The conductivity value (converted to microsiemens / centimeter) + val : pint.Quantity.build_quantity_class + The conductivity value (converted to microsiemens / centimeter). pressure : pint.Quantity, optional The pressure value. The default is 0*ureg("atm"). - temperature : TYPE, optional + temperature : pint.Quantity, optional The temperature value. The default is ureg.Quantity(25, ureg("degC")). Returns @@ -349,22 +608,47 @@ def conductivity_to_PSU(val, pint.Quantity Estimated salinity (PSU). - Additional Notes: - Conductivity to salinity conversion PSS 1978 method + Notes + ----- + Conductivity to salinity conversion PSS 1978 method. c-numeric conductivity in uS (microsiemens). - t-numeric Celsius temperature (defaults to 25) - P-numeric optional pressure (defaults to 0) - - References: - IOC, SCOR and IAPSO, 2010: The international thermodynamic - equation of seawater – 2010: Calculation and use of thermodynamic - properties. Intergovernmental Oceanographic Commission, Manuals - and Guides No. 56, UNESCO (English), 196 pp - - code: Alan D. Jassby and James E. Cloern (2015). wq: Some tools for - exploring water quality monitoring data. R package v0.4.4. - See the wq::ec2pss function. - Function: https://github.com/jsta/cond2sal_shiny/blob/master/helpers.R + t-numeric Celsius temperature (defaults to 25). + P-numeric optional pressure (defaults to 0). + + References + ---------- + IOC, SCOR and IAPSO, 2010: The international thermodynamic equation of + seawater – 2010: Calculation and use of thermodynamic properties. + Intergovernmental Oceanographic Commission, Manuals and Guides No. 56, + UNESCO (English), 196 pp. + + Alan D. Jassby and James E. Cloern (2015). wq: Some + tools for exploring water quality monitoring data. R package v0.4.4. + See the ec2pss function. + + Adapted from R `cond2sal_shiny + `_ + + Examples + -------- + PSU (Practical Salinity Units) is not a standard pint unit and must be + added to a unit registry first: + + >>> import pint + >>> ureg = pint.UnitRegistry() + >>> from harmonize_wq import domains + >>> for definition in domains.registry_adds_list('Salinity'): + ... ureg.define(definition) + + Build units aware pint Quantity, as string: + + >>> input_conductivity = '111.0 uS/cm' + + Convert to Practical Salinity Units: + + >>> from harmonize_wq import convert + >>> convert.conductivity_to_PSU(input_conductivity) + """ # Units wrapper returns magnitude only (faster) p, t = pressure, temperature diff --git a/harmonize_wq/domains.py b/harmonize_wq/domains.py index 7330de3..bf75b90 100644 --- a/harmonize_wq/domains.py +++ b/harmonize_wq/domains.py @@ -1,15 +1,16 @@ # -*- coding: utf-8 -*- -""" - Functions to return domain lists with all potential values, mainly for use - as filters. Small or frequently utilized domains may be hardcoded. A url - based method can be used to get the most up to date domain list. +"""Functions to return domain lists with all potential values. + +These are mainly for use as filters. Small or frequently utilized domains may +be hard-coded. A URL based method can be used to get the most up to date domain +list. """ import requests -import pint import pandas BASE_URL = 'https://cdx.epa.gov/wqx/download/DomainValues/' +TADA_DATA_URL = r'https://raw.githubusercontent.com/USEPA/TADA/' UNITS_REPLACE = {'Secchi': {}, 'DO': {'%': 'percent'}, @@ -70,12 +71,11 @@ # get_domain_list(field): def get_domain_dict(table, cols=None): - """ - Retrieves domain values as dictionary for specified table + """Get domain values for specified table. Parameters ---------- - table : string + table : str csv table name (without extension). cols : list, optional Columns to use as {key, value}. @@ -83,24 +83,172 @@ def get_domain_dict(table, cols=None): Returns ------- - dictionary + dict Dictionary where {cols[0]: cols[1]} + Examples + -------- + Return dictionary for domain from WQP table (e.g., 'ResultSampleFraction'), + The default keys ('Name') are shown as values ('Description') are long: + + >>> domains.get_domain_dict('ResultSampleFraction').keys() # doctest: +NORMALIZE_WHITESPACE + dict_keys(['Acid Soluble', 'Bed Sediment', 'Bedload', 'Bioavailable', 'Comb Available', + 'Dissolved', 'Extractable', 'Extractable, CaCO3-bound', 'Extractable, exchangeable', + 'Extractable, organic-bnd', 'Extractable, other', 'Extractable, oxide-bound', + 'Extractable, residual', 'Field', 'Filterable', 'Filtered field and/or lab', + 'Filtered, field', 'Filtered, lab', 'Fixed', 'Free Available', 'Inorganic', + 'Leachable', 'Non-Filterable (Particle)', 'Non-settleable', 'Non-volatile', 'None', + 'Organic', 'Pot. Dissolved', 'Semivolatile', 'Settleable', 'Sieved', + 'Strong Acid Diss', 'Supernate', 'Suspended', 'Total', 'Total Recoverable', + 'Total Residual', 'Total Soluble', 'Unfiltered', 'Unfiltered, field', 'Vapor', + 'Volatile', 'Weak Acid Diss', 'non-linear function']) + """ if cols is None: cols = ['Name', 'Description'] if not table.endswith('_CSV'): table += '_CSV' - url = '{}{}.zip'.format(BASE_URL, table) + url = f'{BASE_URL}{table}.zip' # Very limited url handling if requests.get(url).status_code != 200: status_code = requests.get(url).status_code - print("{} web service response {}".format(url, status_code)) + print(f"{url} web service response {status_code}") df = pandas.read_csv(url, usecols=cols) return dict(df.values) +def harmonize_TADA_dict(): + """Get structured dictionary from TADA HarmonizationTemplate csv. + + Based on target column names and sample fractions. + + Returns + ------- + full_dict : dict + {'TADA.CharacteristicName': {Target.TADA.CharacteristicName: {Target.TADA.ResultSampleFractionText [Target.TADA.ResultSampleFractionText]}}} + """ + # Note: too nested for refactor into single function w/ char_tbl_TADA + + # Read from github + csv = f'{TADA_DATA_URL}develop/inst/extdata/HarmonizationTemplate.csv' + df = pandas.read_csv(csv) # Read csv url to DataFrame + full_dict = {} # Setup results dict + # Loop over one unique characteristicName at a time + for char in list(set(df['TADA.CharacteristicName'].to_list())): + sub_df = df[df['TADA.CharacteristicName']==char] # Mask by char + full_dict[char] = char_tbl_TADA(sub_df, char) # Build dictionary + + # Domains to check agaisnt + domain_list = list(get_domain_dict('ResultSampleFraction').keys()) + + # Update in/out with expected sample Fraction case + for k_char, v_char in full_dict.items(): + for k_target, v_target in v_char.items(): + new_target = {} + for k_sf, v_sf in v_target.items(): + # re-case new keys + new_k_sf = re_case(k_sf, domain_list) + # re-case old values + new_v_sf = [re_case(x, domain_list) for x in v_sf] + new_target[new_k_sf] = new_v_sf + # Replace old smaple fraction dict with new using keys + full_dict[k_char][k_target] = new_target + + return full_dict + + +def re_case(word, domain_list): + """Change instance of word in domain_list to UPPERCASE. + + Parameters + ---------- + word : str + Word to alter in domain_list. + domain_list : list + List including word. + + Returns + ------- + str + Word from domain_list in UPPERCASE. + """ + domain_list_upper = [x.upper() for x in domain_list] + try: + idx = domain_list_upper.index(word) + except: + return word + return domain_list[idx] + + +def char_tbl_TADA(df, char): + """Get structured dictionary for TADA.CharacteristicName from TADA df. + + Parameters + ---------- + df : pandas.DataFrame + Table from TADA for specific characteristic. + char : str + CharacteristicName. + + Returns + ------- + new_char_dict : dict + {Target.TADA.CharacteristicName: {Target.TADA.ResultSampleFractionText: [Target.TADA.ResultSampleFractionText]} + """ + cols = ['Target.TADA.CharacteristicName', + 'TADA.ResultSampleFractionText', + 'Target.TADA.ResultSampleFractionText'] + sub_df = df[cols].drop_duplicates() # TODO: superfluous? + + # Update Output/target columns + sub_df[cols[0]] = sub_df[cols[0]].fillna(char) # new_char + sub_df[cols[2]] = sub_df[cols[2]].fillna(sub_df[cols[1]]) # new_fract + + sub_df.drop_duplicates(inplace=True) + + # loop over new chars, getting {new_fract: [old fracts]} + new_char_dict = {} + for new_char in list(set(sub_df[cols[0]])): + new_char_df = sub_df[sub_df[cols[0]]==new_char] # Mask by new_char + new_fract_dict = {} + for new_fract in list(set(new_char_df[cols[2]])): + # TODO: {nan: []}? Doesn't break but needs handling later + # Mask by new_fract + new_fract_df = new_char_df[new_char_df[cols[2]]==new_fract] + # Add a list of possible old_fract for new_fract key + new_fract_dict[new_fract] = list(set(new_fract_df[cols[1]])) + new_char_dict[new_char] = new_fract_dict + + return new_char_dict + + def registry_adds_list(out_col): + """Get units to add to :mod:`pint` unit registry by out_col column. + + Typically out_col refers back to column used for a value from the + 'CharacteristicName' column. + + Parameters + ---------- + out_col : str + The result column a unit registry is being built for. + + Returns + ------- + list + List of strings with unit additions in expected format. + + Examples + -------- + Generate a new pint unit registry object for e.g., Sediment: + + >>> from harmonize_wq import domains + >>> domains.registry_adds_list('Sediment') # doctest: +NORMALIZE_WHITESPACE + ['fraction = [] = frac', + 'percent = 1e-2 frac', + 'parts_per_thousand = 1e-3 = ppth', + 'parts_per_million = 1e-6 fraction = ppm'] + """ # TODO: 'PSU' = 'PSS' ~ ppth/1.004715 # define is 1% (0.08s) slower than replacement (ppm->mg/l) but more robust @@ -141,35 +289,25 @@ def registry_adds_list(out_col): return ureg_adds[out_col] -def bacteria_reg(ureg=None): - """ - Generate standard pint unit registry with bacteria units defined. - - Parameters - ---------- - ureg : pint.UnitRegistry, optional - Unit Registry Object with any custom units defined. Default None - starts with new unit registry - - Returns - ------- - unit_registry : pint.UnitRegistry - Unit registry with dimensionless bacteria units defined. - """ - if ureg is None: - ureg = pint.UnitRegistry() - - return ureg - - def out_col_lookup(): - """ + """Get {CharacteristicName: out_column_name}. + + This is often subset and used to write results to a new column from the + 'CharacteristicName' column. Returns ------- dict {WQP CharacteristicName:Column Name}. + Examples + -------- + The function returns the full dictionary {CharacteristicName: out_column_name}. + It can be subset by a 'CharactisticName' column value to get the name of + the column for results: + + >>> domains.out_col_lookup()['Escherichia coli'] + 'E_coli' """ # TODO: something special for phosphorus? Currently return suffix. # 'Phosphorus' -> ['TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus'] @@ -191,12 +329,11 @@ def out_col_lookup(): def characteristic_cols(category=None): - """ - Return characteristic specific columns, can subset those by category. + """Get characteristic specific columns list, can subset those by category. Parameters ---------- - category : string, optional + category : str, optional Subset results: 'Basis', 'Bio', 'Depth', 'QA', 'activity', 'analysis', 'depth', 'measure', 'sample'. The default is None. @@ -206,6 +343,16 @@ def characteristic_cols(category=None): col_list : list List of columns. + Examples + -------- + Running the function without a category returns the full list of column + names, including a category returns only the columns in that category: + + >>> domains.characteristic_cols('QA') # doctest: +NORMALIZE_WHITESPACE + ['ResultDetectionConditionText', 'ResultStatusIdentifier', 'PrecisionValue', + 'DataQuality/BiasValue', 'ConfidenceIntervalValue', 'UpperConfidenceLimitValue', + 'LowerConfidenceLimitValue', 'ResultCommentText', 'ResultSamplingPointName', + 'ResultDetectionQuantitationLimitUrl'] """ cols = {'ActivityStartDate': 'activity', 'ActivityStartTime/Time': 'activity', @@ -354,14 +501,16 @@ def characteristic_cols(category=None): def xy_datum(): - """ - Get dictionary where key is expected string and value is dictionary with - "Description": string (Not currently used) and "EPSG": int (4-digit code). + """Get dictionary of expected horizontal datums. + + The structure has {key as expected string: value as {"Description": string + and "EPSG": integer (4-digit code)}. Notes ----- - source url: f'{BASE_URL}HorizontalCoordinateReferenceSystemDatum_CSV.zip' - Anything not in dict will be nan, i.e. must be int so these are missing: + source WQP: HorizontalCoordinateReferenceSystemDatum_CSV.zip + + Anything not in dict will be NaN, and non-integer EPSG will be missing: "OTHER": {"Description": 'Other', "EPSG": nan}, "UNKWN": {"Description": 'Unknown', "EPSG": nan} @@ -371,6 +520,17 @@ def xy_datum(): Dictionary where exhaustive: {HorizontalCoordinateReferenceSystemDatumName: {Description:str, EPSG:int}} + + Examples + -------- + Running the function returns the full dictionary with {abbreviation: + {'Description':values, 'EPSG':values}}. The abbreviation key can be used to + get the EPSG code: + + >>> domains.xy_datum()['NAD83'] + {'Description': 'North American Datum 1983', 'EPSG': 4269} + >>> domains.xy_datum()['NAD83']['EPSG'] + 4269 """ return {"NAD27": {"Description": 'North American Datum 1927', "EPSG": 4267}, @@ -407,17 +567,26 @@ def xy_datum(): def stations_rename(): # Default field mapping writes full name to alias but a short name to field - """ - ESRI places a length restriction on shapefile field names. This returns a - dictionary with the original water quality portal field name (as key) and - shortened column name for writing as shp. We suggest using the longer - original name as the field alias when writing as .shp. + """Get shortened column names for shapefile (.shp) fields. + + ESRI places a length restriction on shapefile (.shp) field names. This + returns a dictionary with the original water quality portal field name (as + key) and shortened column name for writing as .shp. We suggest using the + longer original name as the field alias when writing as .shp. Returns ------- - field_mapping : dictionary - dictionary where key = WQP field name and value = short name for shp. - + field_mapping : dict + Dictionary where key = WQP field name and value = short name for .shp. + + Examples + -------- + Although running the function returns the full dictionary of Key:Value + pairs, here we show how the current name can be used as a key to get the + new name: + + >>> domains.stations_rename()['OrganizationIdentifier'] + 'org_ID' """ return {'OrganizationIdentifier': 'org_ID', 'OrganizationFormalName': 'org_name', @@ -461,10 +630,12 @@ def stations_rename(): def accepted_methods(): - """ - Accepted methods for each characteristic. + """Get accepted methods for each characteristic. - Note: Source should be in 'ResultAnalyticalMethod/MethodIdentifierContext' + Notes + ----- + Source should be in 'ResultAnalyticalMethod/MethodIdentifierContext' + column. This is not fully implemented. Returns ------- diff --git a/harmonize_wq/harmonize.py b/harmonize_wq/harmonize.py index 19233db..68f3285 100644 --- a/harmonize_wq/harmonize.py +++ b/harmonize_wq/harmonize.py @@ -1,535 +1,48 @@ # -*- coding: utf-8 -*- -""" - Class and functions for harmonizing data retrieved from EPA's Water Quality - Portal (WQP) -""" -from types import SimpleNamespace +"""Functions to harmonize data retrieved from EPA's Water Quality Portal.""" from warnings import warn import pandas import pint from numpy import nan +from harmonize_wq.wq_data import WQCharData from harmonize_wq import domains -from harmonize_wq import basis from harmonize_wq import convert from harmonize_wq import visualize as viz -class WQCharData(): - """ - A class to represent Water Quality Portal results for a specific - characteristic - - Attributes - ---------- - df : pandas.DataFrame - DataFrame with results for the specific characteristic - c_mask : pandas.Series - Row conditional (bool) mask to limit df rows to only those for the - specific characteristic - col : SimpleNamespace - Standard df column names for unit_in, unit_out, and measure - out_col : str - Column name in df for results, set using char_val - ureg = pint.UnitRegistry() - Pint unit registry, starts set to standard unit registry - units: str - Units all results in out_col will be converted into. Default units are - returned from domains.OUT_UNITS[out_col]. - """ - - def __init__(self, df_in, char_val): - """ - Create class based off rows of dataframe for characteristic. - - Parameters - ---------- - df_in : pandas.DataFrame - DataFrame that will be updated. - char_val : string - Expected characteristicName. - """ - df_out = df_in.copy() - # self.check_df(df) - df_checks(df_out) - c_mask = df_out['CharacteristicName'] == char_val - self.c_mask = c_mask - # Deal with units: set out = in - cols = {'unit_in': 'ResultMeasure/MeasureUnitCode', - 'unit_out': 'Units', - 'measure': 'ResultMeasureValue', - 'basis': 'Speciation', } - self.col = SimpleNamespace(**cols) - df_out.loc[c_mask, self.col.unit_out] = df_out.loc[c_mask, - self.col.unit_in] - self.df = df_out - # Deal with values: set out_col = in - self.out_col = domains.out_col_lookup()[char_val] - self.coerce_measure() - self.ureg = pint.UnitRegistry() # Add standard unit registry - self.units = domains.OUT_UNITS[self.out_col] - - def coerce_measure(self): - """ Identifies bad measure values, and flags them. Copies measure - values to out_col, with bad measures as NaN. - """ - df_out = self.df - c_mask = self.c_mask - meas_col = self.col.measure - - # Coerce bad measues in series to NaN - meas_s = pandas.to_numeric(df_out.loc[c_mask, meas_col], - errors='coerce') - # Create a list of the bad measures in the series - bad_measures = [df_out.iloc[i][meas_col] for i in meas_s[meas_s.isna()].index] - for bad_meas in pandas.unique(bad_measures): - # Flag each unique bad measure one measure (not row) at a time - if pandas.isna(bad_meas): - flag = '{}: missing (NaN) result'.format(meas_col) - cond = (c_mask & (df_out[meas_col].isna())) - else: - flag = '{}: "{}" result cannot be used'.format(meas_col, - bad_meas) - cond = (c_mask & (df_out[meas_col] == bad_meas)) - # Flag bad measures - df_out = add_qa_flag(df_out, cond, flag) - df_out[self.out_col] = meas_s # Return coerced results - - self.df = df_out - - def check_units(self, flag_col=None): - """ - Checks for bad units that are missing (assumes default_unit) or - unrecognized as valid by unit registry (ureg). Does not check for units - in the correct dimensions, or a mistaken identity (e.g. 'deg F' - recognized as 'degree * farad'). - - Parameters - ---------- - flag_col : string, optional - Column to reference in QA_flags. - The default None uses unit_col instead. - """ - # Replace unit by dict using domain - self.replace_unit_by_dict(domains.UNITS_REPLACE[self.out_col]) - - # Deal with optional args - if flag_col is None: - flag_col = self.col.unit_in - unit_col = self.col.unit_out - self.infer_units(unit_col, flag_col) - - df_out = self.df - - # Check each unique unit is valid in ureg - for unit in list(set(df_out.loc[self.c_mask, unit_col])): - try: - self.ureg(unit) - except pint.UndefinedUnitError: - # WARNING: Does not catch '%' or bad units in ureg (eg deg F) - # If bad, flag and replace - problem = "'{}' UNDEFINED UNIT for {}".format(unit, self.out_col) - warn("WARNING: " + problem) - flag = unit_qa_flag(unit_col, problem, self.units, flag_col) - # New mask for bad units - u_mask = self.unit_mask(unit) - # Assign flag to bad units - df_out = add_qa_flag(df_out, u_mask, flag) - df_out.loc[u_mask, unit_col] = self.units # Replace w/ default - self.df = df_out - - def infer_units(self, unit_col, flag_col=None): - """ - Replace missing units with desired unit and add QA_flag about it in df. - - Parameters - ---------- - unit_col : string - Unit column in df_in. - flag_col : string, optional - Column to reference in QA_flags. - The default None uses unit_col instead. - """ - # QA flag for missing units - flag = unit_qa_flag(unit_col, 'MISSING', self.units, flag_col) - # Update mask for missing units - unit_mask = self.c_mask & self.df[unit_col].isna() - self.df = add_qa_flag(self.df, unit_mask, flag) # Assign flag - # Update with infered unit - self.df.loc[unit_mask, unit_col] = self.units - # Note: .fillna(self.units) is slightly faster but hits datatype issues - - def check_basis(self, basis_col='MethodSpecificationName'): - """ - Determine speciation (basis) for measure. - - Parameters - ---------- - basis_col : str, optional - Basis column name. Default is 'MethodSpecificationName' which is - replaced by 'Speciation', others are updated in place. - """ - c_mask = self.c_mask - - # Check for Method Specification column - df_checks(self.df, [basis_col]) - - # Basis from MethodSpecificationName - if basis_col == 'MethodSpecificationName': - self.df[c_mask] = basis.basis_from_methodSpec(self.df[c_mask]) - - # Basis from unit - try: - basis_dict = basis.unit_basis_dict(self.out_col) - self.df[c_mask] = basis.basis_from_unit(self.df[c_mask], - basis_dict, - self.col.unit_out) - except KeyError: - pass - # Finish by filling any NAs with char_val based default - col = self.col.basis - if col not in self.df.columns: - self.df[col] = nan # If col wasn't created above it is here - char_val = self.char_val() - self.df.loc[c_mask, col] = self.df.loc[c_mask, col].fillna(char_val) - - # Drop instances of 'as ' - self.df.loc[c_mask, col] = [bas[3:] - if bas.startswith('as ') else bas - for bas in self.df.loc[c_mask, col]] - - else: - self.df[c_mask] = basis.update_result_basis(self.df[c_mask], - basis_col, - self.col.unit_out) - - def update_ureg(self): - """Update class unit registry to define units based on out_col""" - for definition in domains.registry_adds_list(self.out_col): - self.ureg.define(definition) - - def update_units(self, units_out): - """ - Update object units attribute to convert everything into. - Parameters - ---------- - units_out : str - Units to convert results into. - """ - self.units = units_out - - def measure_mask(self, col=None): - """ - Get mask that is characteristic specific (c_mask) and only has valid - col measures (Non-NA). - Parameters - ---------- - col : str, optional - DataFrame column name to use. Default None uses self.out_col - """ - if col: - return self.c_mask & self.df[col].notna() - return self.c_mask & self.df[self.out_col].notna() - - def unit_mask(self, unit, col=None): - """ - Get mask that is characteristic specific (c_mask) and has the - specified units. - """ - if col: - return self.measure_mask() & (self.df[col] == unit) - return self.measure_mask() & (self.df[self.col.unit_out] == unit) - - def char_val(self): - """"Returns built-in char_val based on out_col attribute""" - c_dict = domains.out_col_lookup() - return list(c_dict.keys())[list(c_dict.values()).index(self.out_col)] - - def convert_units(self, default_unit=None, errors='raise'): - """ - Update object DataFrame's out-col to convert from old units to - default_unit. - - Parameters - ---------- - default_unit : str, optional - Units to convert values to. Default None uses units attribute. - errors : string, optional - Values of ‘ignore’, ‘raise’, or ‘skip’. The default is ‘raise’. - If ‘raise’, invalid dimension conversions will raise an exception. - If ‘skip’, invalid dimension conversions will not be converted. - If ‘ignore’, invalid dimension conversions will be NaN. - """ - if default_unit: - self.units = default_unit - df_out = self.df - m_mask = self.measure_mask() - - params = {'quantity_series': df_out.loc[m_mask, self.out_col], - 'unit_series': df_out.loc[m_mask, self.col.unit_out], - 'units': self.units, - 'ureg': self.ureg, - 'errors': errors} - df_out.loc[m_mask, self.out_col] = convert_unit_series(**params) - self.df = df_out - - def apply_conversion(self, convert_fun, unit, u_mask=None): - """ - Apply special dimension changing conversions using functions in convert - module and applying them across all cases of current unit. - - Parameters - ---------- - convert_fun : function - Conversion function to apply. - unit : string - Current unit. - u_mask : pandas.Series, optional - Mask to use to identify what is being converted. - The default is None, creating a unit mask based on unit. - """ - # TODO: QA flag inexact conversions? - df_out = self.df - if u_mask is None: - u_mask = self.unit_mask(unit) - unit = self.ureg.Quantity(unit) # Pint quantity object from unit - old_vals = df_out.loc[u_mask, self.out_col] - try: - new_quants = [convert_fun(x*unit) for x in old_vals] - except ValueError: - #print(old_vals.iloc[0]*unit) - # string to avoid altered ureg issues - new_quants = [convert_fun(str(x*unit)) for x in old_vals] - # 1run=6505.62ms (may be slower) vs apply (5888.43ms) - #new_vals = old_vals.apply(lambda x: convert_fun(x*unit).magnitude) - new_vals = [quant.magnitude for quant in new_quants] - df_out.loc[u_mask, self.out_col] = new_vals - df_out.loc[u_mask, self.col.unit_out] = str(new_quants[0].units) - # self.units <- was used previously, sus when units is not default - - self.df = df_out - - def dimensions_list(self, m_mask=None): - """ - Use character object to retrieve list of unique dimensions. - - Parameters - ---------- - m_mask : pandas.Series, optional - Conditional mask to limit rows. - The default None, uses measure_mask(). - - Returns - ------- - list - List of units with mis-matched dimensions. - - """ - if m_mask is None: - m_mask = self.measure_mask() - return units_dimension(self.df.loc[m_mask, self.col.unit_out], - self.units, - self.ureg) - - def replace_unit_by_str(self, old, new): - """ - Simple way to replace all instances of old str with new str in units. - - Parameters - ---------- - old : str - sub-string to find and replace - new : str - sub-string to replace old sub-string - """ - df_out = self.df - c_mask = self.c_mask - unit_col = self.col.unit_out - df_out.loc[c_mask, unit_col] = df_out.loc[c_mask, unit_col].str.replace(old, new) - self.df = df_out - - def replace_unit_by_dict(self, val_dict, mask=None): - """ - A simple way to do multiple replace_in_col() replacements of val_dict - key with val_dict value. - - Parameters - ---------- - val_dict : dictionary - Occurrences of key in the unit column are replaced with the value. - mask : pandas.Series, optional - Conditional mask to limit rows. - The default None, uses the c_mask attribute. - """ - col = self.col.unit_out - if mask is None: - mask = self.c_mask - for item in val_dict.items(): - replace_in_col(self.df, col, item[0], item[1], mask) - - def fraction(self, frac_dict=None, suffix=None, - fract_col='ResultSampleFractionText'): - """ - Create columns for sample fractions, use frac_dict to set their names. - - Parameters - ---------- - frac_dict : dictionary, optional - Dictionary where {fraction_name : new_col}. - The default None starts with an empty dictionary. - suffix : string, optional - String to add to the end of any new column name. - The default None, uses out_col attribute. - fract_col : string, optional - Column name where sample fraction is defined. - The default is 'ResultSampleFractionText'. - - Returns - ------- - frac_dict : dictionary - frac_dict updated to include any frac_col not already defined. - """ - c_mask = self.c_mask - if suffix is None: - suffix = self.out_col - - catch_all = 'Other_{}'.format(suffix) - if frac_dict is None: - frac_dict = {catch_all: ''} - else: - if catch_all not in frac_dict.keys(): - frac_dict[catch_all] = [''] - if not isinstance(frac_dict[catch_all], list): - frac_dict[catch_all] = [frac_dict[catch_all]] - # Get all domain values - #accepted_fracs = list(domains.get_domain_dict('ResultSampleFraction').keys()) - for key in domains.get_domain_dict('ResultSampleFraction').keys(): - # Check against expected fractions and add others to catch_all - if key not in [x for v in frac_dict.values() for x in v]: - frac_dict[catch_all] += [key] - # Flatten for some uses - samp_fract_set = sorted({x for v in frac_dict.values() for x in v}) - - # Check for sample fraction column - df_checks(self.df, [fract_col]) - # Replace bad sample fraction w/ nan - self.df = replace_in_col(self.df, fract_col, ' ', nan, c_mask) - - df_out = self.df - - # Make column for any unexpected Sample Fraction values, loudly - for s_f in set(df_out[c_mask][fract_col].dropna()): - if s_f not in samp_fract_set: - char = '{}_{}'.format(s_f.replace(' ', '_'), suffix) - frac_dict[char] = s_f - prob = '"{}" column for {}, may be error'.format(char, s_f) - warn('Warning: ' + prob) - # Test we didn't skip any SampleFraction - samp_fract_set = sorted({x for v in frac_dict.values() for x in v}) - for s_f in set(df_out[c_mask][fract_col].dropna()): - assert s_f in samp_fract_set, '{} check in {}'.format(s_f, - fract_col) - # Create out columns for each sample fraction - for frac in frac_dict.items(): - col = frac[0] # New column name - for smp_frac in frac[1]: - if smp_frac in set(df_out.loc[c_mask, fract_col].dropna()): - # New subset mask for sample frac - f_mask = (c_mask & (df_out[fract_col]==smp_frac)) - # Copy measure to new col (new col name from char_list) - df_out.loc[f_mask, col] = df_out.loc[f_mask, suffix] - elif smp_frac == '': - # Values where sample fraction missing go to catch all - if df_out.loc[c_mask, fract_col].isnull().values.any(): - # New subset mask - f_mask = (c_mask & (df_out[fract_col].isnull())) - # Copy measure to new col - df_out.loc[f_mask, col] = df_out.loc[f_mask, suffix] - self.df = df_out - - return frac_dict - - def handle_dimensions(self): - """ - Input/output for dimension handling. - - Note: this is done one dimension at a time, except for mole - conversions which are further divided by basis (one at a time) - - Returns - ------- - dimension_dict : dictionary - Dictionary with old_unit:new_unit. - mol_list : list - List of Mole (substance) units. - - """ - dimension_dict = {} # Empty dict to update to - mol_list = [] # Empty list to append to - - # If converting to/from moles has extra steps - if self.ureg(self.units).check({'[substance]': 1}): - # Convert everything to MOLES!!! - # Must consider the different speciation for each - #TODO: This could be problematic given umol/l - warn('This feature is not available yet') - return {}, [] - for unit in self.dimensions_list(): - if self.ureg(unit).check({'[substance]': 1}): - mol_params = {'ureg': self.ureg, - 'Q_': self.ureg.Quantity(1, unit),} - # Moles need to be further split by basis - basis_lst = list(set(self.df.loc[self.c_mask, self.col.basis])) - for speciation in basis_lst: - mol_params['basis'] = speciation - quant = str(convert.moles_to_mass(**mol_params)) - dim_tup = dimension_handling(unit, - self.units, - quant, - self.ureg) - dimension_dict.update(dim_tup[0]) - mol_list+= dim_tup[1] - else: - dim_tup = dimension_handling(unit, - self.units, - ureg = self.ureg) - dimension_dict.update(dim_tup[0]) - return dimension_dict, mol_list - - def moles_convert(self, mol_list): - """ - Update out_col with moles converted and reduce unit_col to units - - Parameters - ---------- - mol_list : list - List of Mole (substance) units. - """ - # Variables from WQP - df_out = self.df - unit_col = self.col.unit_out - ureg = self.ureg - out_col = self.out_col - - for quant in mol_list: - mol_mask = self.unit_mask(quant) - df_out.loc[mol_mask, out_col] = ureg.Quantity(quant) * df_out[out_col] - df_out.loc[mol_mask, unit_col] = str(ureg.Quantity(quant).units) - - self.df = df_out - self.ureg = ureg - - def df_checks(df_in, columns=None): - """ - Checks pandas.DataFrame for columns + """Check :class:`pandas.DataFrame` for columns. Parameters ---------- - df : pandas.DataFrame + df_in : pandas.DataFrame DataFrame that will be checked. columns : list, optional List of strings for column names. Default None, uses: - 'ResultMeasure/MeasureUnitCode','ResultMeasureValue','CharacteristicName' + 'ResultMeasure/MeasureUnitCode','ResultMeasureValue','CharacteristicName'. + + Examples + -------- + Build pandas DataFrame for example: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus'],}) + >>> df + CharacteristicName + 0 Phosphorus + + Check for existing column: + + >>> from harmonize_wq import harmonize + >>> harmonize.df_checks(df, columns=['CharacteristicName']) + + If column is not in DataFrame it throws an AssertionError: + + >>> harmonize.df_checks(df, columns=['ResultMeasureValue']) + Traceback (most recent call last): + ... + AssertionError: ResultMeasureValue not in DataFrame + """ if columns is None: # Assign defaults @@ -537,40 +50,7 @@ def df_checks(df_in, columns=None): 'ResultMeasureValue', 'CharacteristicName') for col in columns: - assert col in df_in.columns, '{} not in DataFrame'.format(col) - - -def replace_in_col(df_in, col, old_val, new_val, mask): - """ - Simple string replacement for a column at rows filtered by mask - - Parameters - ---------- - df_in : pandas.DataFrame - DataFrame that will be updated. - col : string - Column of DataFrame to update old_val to _new_val. - old_val : string - Old value to replace. - new_val : string - New value to use. - mask : pandas.Series - Row conditional mask to only update a sub-set of rows. - - Returns - ------- - df_in : pandas.DataFrame - Updated DataFrame. - - """ - # Note: Timing is just as fast as long as df isn't copied - # Timing for replace vs set unkown - mask_old = (mask & (df_in[col]==old_val)) - #str.replace did not work for short str to long str (over-replaces) - #df.loc[mask, col] = df.loc[mask, col].str.replace(old_val, new_val) - df_in.loc[mask_old, col] = new_val # This should be more explicit - - return df_in + assert col in df_in.columns, f'{col} not in DataFrame' #timeit: 159.17 @@ -591,9 +71,10 @@ def replace_in_col(df_in, col, old_val, new_val, mask): # return pandas.Series(out_list, index=quantity_series.index) #timeit: 27.08 def convert_unit_series(quantity_series, unit_series, units, ureg=None, errors='raise'): - """ + """Convert quantities to consistent units. + Convert list of quantities (quantity_list), each with a specified old unit, - to a quantity in units using pint constructor method. + to a quantity in units using :mod:`pint` constructor method. Parameters ---------- @@ -602,11 +83,11 @@ def convert_unit_series(quantity_series, unit_series, units, ureg=None, errors=' unit_series : pandas.Series List of units for each quantity in quantity_series. Values should be string, must not include NaN. - units : string + units : str Desired units. ureg : pint.UnitRegistry, optional - Unit Registry Object with any custom units defined. The default is None - errors : string, optional + Unit Registry Object with any custom units defined. The default is None. + errors : str, optional Values of ‘ignore’, ‘raise’, or ‘skip’. The default is ‘raise’. If ‘raise’, invalid dimension conversions will raise an exception. If ‘skip’, invalid dimension conversions will not be converted. @@ -617,6 +98,21 @@ def convert_unit_series(quantity_series, unit_series, units, ureg=None, errors=' pandas.Series Converted values from quantity_series in units with original index. + Examples + -------- + Build series to use as input: + + >>> from pandas import Series + >>> quantity_series = Series([1, 10]) + >>> unit_series = Series(['mg/l', 'mg/ml',]) + + Convert series to series of pint Quantity objects in 'mg/l': + + >>> from harmonize_wq import harmonize + >>> harmonize.convert_unit_series(quantity_series, unit_series, units = 'mg/l') + 0 1.0 milligram / liter + 1 10000.000000000002 milligram / liter + dtype: object """ if quantity_series.dtype=='O': quantity_series = pandas.to_numeric(quantity_series) @@ -626,6 +122,7 @@ def convert_unit_series(quantity_series, unit_series, units, ureg=None, errors=' Q_ = ureg.Quantity lst_series = [pandas.Series(dtype='object')] + # Note: set of series does not preservce order and must be sorted at end for unit in list(set(unit_series)): # Filter quantity_series by unit_series where == unit f_quant_series = quantity_series.where(unit_series==unit).dropna() @@ -638,22 +135,21 @@ def convert_unit_series(quantity_series, unit_series, units, ureg=None, errors=' except pint.DimensionalityError as exception: if errors=='skip': # do nothing, leave result_list unconverted - warn("WARNING: '{}' not converted".format(unit)) + warn(f"WARNING: '{unit}' not converted") elif errors=='ignore': # convert to NaN result_list = [nan for val in result_list] - warn("WARNING: '{}' converted to NaN".format(unit)) + warn(f"WARNING: '{unit}' converted to NaN") else: # errors=='raise', or anything else just in case raise exception # Re-index and add series to list lst_series.append(pandas.Series(result_list, index=f_quant_series.index)) - return pandas.concat(lst_series) + return pandas.concat(lst_series).sort_index() def add_qa_flag(df_in, mask, flag): - """ - Adds flag to "QA_field" column in df_in + """Add flag to 'QA_flag' column in df_in. Parameters ---------- @@ -661,14 +157,38 @@ def add_qa_flag(df_in, mask, flag): DataFrame that will be updated. mask : pandas.Series Row conditional mask to limit rows. - flag : string + flag : str Text to populate the new flag with. Returns ------- df_out : pandas.DataFrame Updated copy of df_in. - + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Carbon', 'Phosphorus', 'Carbon',], + ... 'ResultMeasureValue': ['1.0', '0.265', '2.1'],}) + >>> df + CharacteristicName ResultMeasureValue + 0 Carbon 1.0 + 1 Phosphorus 0.265 + 2 Carbon 2.1 + + Assign simple flag string and mask to assign flag only to Carbon: + + >>> flag = 'words' + >>> mask = df['CharacteristicName']=='Carbon' + + >>> from harmonize_wq import harmonize + >>> harmonize.add_qa_flag(df, mask, flag) + CharacteristicName ResultMeasureValue QA_flag + 0 Carbon 1.0 words + 1 Phosphorus 0.265 NaN + 2 Carbon 2.1 words """ df_out = df_in.copy() if 'QA_flag' not in list(df_out.columns): @@ -677,64 +197,53 @@ def add_qa_flag(df_in, mask, flag): # Append flag where QA_flag is not nan cond_notna = mask & (df_out['QA_flag'].notna()) # Mask cond and not NA existing_flags = df_out.loc[cond_notna, 'QA_flag'] # Current QA flags - df_out.loc[cond_notna, 'QA_flag'] = ['{}; {}'.format(txt, flag) for - txt in existing_flags] + df_out.loc[cond_notna, 'QA_flag'] = [f'{txt}; {flag}' for + txt in existing_flags] # Equals flag where QA_flag is nan df_out.loc[mask & (df_out['QA_flag'].isna()), 'QA_flag'] = flag return df_out -def unit_qa_flag(unit_col, trouble, unit, flag_col=None): - """ - Generates a QA_flag flag string for the units column. If unit_col is a copy - flag_col can specify the original column name for the flag. - - Parameters - ---------- - unit_col : string - Column currently being checked. Used in string when flag_col is None - trouble : string - Unit problem encountered (e.g., missing). - unit : string - The default unit that replaced the problem unit. - flag_col : string, optional - String to use when referring to the unit_col. If None, unit_col is used. - The default is None. - - Returns - ------- - string - Flag to use in QA_flag column. - - """ - if flag_col: - return '{}: {} UNITS, {} assumed'.format(flag_col, trouble, unit) - return '{}: {} UNITS, {} assumed'.format(unit_col, trouble, unit) - - def units_dimension(series_in, units, ureg=None): - """ - List of unique units not in desired units dimension + """List unique units not in desired units dimension. Parameters ---------- series_in : pandas.Series Series of units. - units : string + units : str Desired units. ureg : pint.UnitRegistry, optional - Unit Registry Object with any custom units defined. The default is None + Unit Registry Object with any custom units defined. + The default is None. Returns ------- dim_list : list - List of units with mis-matched dimensions. - + List of units with mismatched dimensions. + + Examples + -------- + Build series to use as input: + + >>> from pandas import Series + >>> unit_series = Series(['mg/l', 'mg/ml', 'g/kg']) + >>> unit_series + 0 mg/l + 1 mg/ml + 2 g/kg + dtype: object + + Get list of unique units not in desired units dimension 'mg/l': + + >>> from harmonize_wq import harmonize + >>> harmonize.units_dimension(unit_series, units='mg/l') + ['g/kg'] """ if ureg is None: ureg = pint.UnitRegistry() - dim_list = [] # List for units with mis-matched dimensions + dim_list = [] # List for units with mismatched dimensions dimension = ureg(units).dimensionality # units dimension # Loop over list of unique units for unit in list(set(series_in)): @@ -744,69 +253,22 @@ def units_dimension(series_in, units, ureg=None): return dim_list -def dimension_handling(unit, units, quant=None, ureg=None): - """ - Handles and routes common dimension conversions/contexts - - Parameters - ---------- - unit : str - Current unit. - units : str - Desired units. - quant : pint.quantity, optional - Required for conversions to/from moles - ureg : pint.UnitRegistry, optional - Unit Registry Object with any custom units defined. The default is None - - Returns - ------- - dict - Dictionary with old_unit:new_unit. - list - List of Mole (substance) units. - - """ - if ureg is None: - ureg = pint.UnitRegistry() - - # Conversion to moles performed a level up from here (class method) - if ureg(units).check({'[length]': -3, '[mass]': 1}): - # Convert to density, e.g., '%' -> 'mg/l' - if ureg(unit).check({'[substance]': 1}): - if quant: - # Moles -> mg/l; dim = ' / l' - return {unit: quant + ' / l'}, [quant + ' / l'] - raise ValueError("Pint Quantity required for moles conversions") - # Else assume it is dimensionless (e.g. unit = 'g/kg') - return {unit: unit + ' * H2O'}, [] - if ureg(units).dimensionless: - # Convert to dimensionless, e.g., 'mg/l' -> '%' - if ureg(unit).check({'[substance]': 1}): - if quant: - # Moles -> g/kg; dim = ' / l / H2O' - return {unit: quant + ' / l / H2O'}, [quant + ' / l / H2O'] - raise ValueError("Pint Quantity required for moles conversions") - # Else assume it is density (e.g. unit = 'mg/l') - return {unit: unit + ' / H2O'}, [] - warn('WARNING: Unexpected dimensionality') - return {}, [] - - def dissolved_oxygen(wqp): - """ - Standardizes 'Dissolved oxygen (DO)' characteristic using and returning - the WQP Characteristic Info Object. + """Standardize 'Dissolved Oxygen (DO)' characteristic. + + Uses :class:`wq_data.WQCharData` to check units, check unit + dimensionality and perform appropriate unit conversions. Parameters ---------- - wqp : WQCharData Object - WQP Characteristic Info Object. + wqp : wq_data.WQCharData + WQP Characteristic Info Object to check units, check unit + dimensionality and perform appropriate unit conversions. Returns ------- - wqp : WQP Characteristic Info Object. - WQP Characteristic Info Object with updated attributes + wqp : wq_data.WQCharData + WQP Characteristic Info Object with updated attributes. """ wqp.check_units() # Replace know problem units, fix and flag missing units @@ -818,27 +280,31 @@ def dissolved_oxygen(wqp): elif wqp.ureg(wqp.units).dimensionless: # Convert to dimensionless, e.g., mg/l -> % or ppm wqp.apply_conversion(convert.DO_concentration, unit) - warn('Need % saturation equation for {}'.format(unit)) + warn(f'Need % saturation equation for {unit}') return wqp def salinity(wqp): - """ - Standardizes 'Salinity' characteristic using and returning the WQP - Characteristic Info Object. - Note: PSU=PSS=ppth - Note: 'ppt' is picopint in pint so it is changed to 'ppth' + """Standardize 'Salinity' characteristic. + + Uses :class:`wq_data.WQCharData` to check basis, check units, check unit + dimensionality and perform appropriate unit conversions. + + Notes + ----- + PSU=PSS=ppth and 'ppt' is picopint in :mod:`pint` so it is changed to + 'ppth'. Parameters ---------- - wqp : WQCharData Object + wqp : wq_data.WQCharData WQP Characteristic Info Object. Returns ------- - wqp : WQP Characteristic Info Object. - WQP Characteristic Info Object with updated attributes + wqp : wq_data.WQCharData + WQP Characteristic Info Object with updated attributes. """ wqp.check_basis(basis_col='ResultTemperatureBasisText') # Moves '@25C' out wqp.check_units() # Replace know problem units, fix and flag missing units @@ -861,46 +327,49 @@ def salinity(wqp): def turbidity(wqp): - """ - Standardizes 'Turbidity' characteristic using and returning - the WQP Characteristic Info Object. - - See USGS Report Chapter A6. Section 6.7. Turbidity - https://pubs.usgs.gov/twri/twri9a6/twri9a67/twri9a_Section6.7_v2.1.pdf + """Standardize 'Turbidity' characteristic. + + Uses :class:`wq_data.WQCharData` to check units, check unit + dimensionality and perform appropriate unit conversions + + Notes + ----- + See `USGS Report Chapter A6. Section 6.7. Turbidity + `_ See ASTM D\315-17 for equivalent unit definitions: - 'NTU' - 400-680nm (EPA 180.1), range 0.0-40 - 'NTRU' - 400-680nm (2130B), range 0-10,000 - 'NTMU' - 400-680nm - 'FNU' - 780-900nm (ISO 7027), range 0-1000 - 'FNRU' - 780-900nm (ISO 7027), range 0-10,000 - 'FAU' - 780-900nm, range 20-1000 + 'NTU' - 400-680nm (EPA 180.1), range 0.0-40. + 'NTRU' - 400-680nm (2130B), range 0-10,000. + 'NTMU' - 400-680nm. + 'FNU' - 780-900nm (ISO 7027), range 0-1000. + 'FNRU' - 780-900nm (ISO 7027), range 0-10,000. + 'FAU' - 780-900nm, range 20-1000. Older methods: - 'FTU' - lacks instrumentation specificity - 'SiO2' (ppm or mg/l) - concentration of calibration standard (=JTU) - 'JTU' - candle instead of formazin standard, near 40 NTU these may be - equivalent, but highly variable - Conversions used: - cm <-> NTU see convert.cm_to_NTU() - https://extension.usu.edu/utahwaterwatch/monitoring/field-instructions/ - - Alternative conversions not currently used by default: - convert.FNU_to_NTU from Gohin (2011) Ocean Sci., 7, 705–732 - https://doi.org/10.5194/os-7-705-2011 - convert.SiO2_to_NTU linear relation from Otilia et al. 2013 - convert.JTU_to_NTU linear relation from Otilia et al. 2013 - Otilia, Rusănescu Carmen, Rusănescu Marin, and Stoica Dorel. - "MONITORING OF PHYSICAL INDICATORS IN WATER SAMPLES." - https://hidraulica.fluidas.ro/2013/nr_2/84_89.pdf + 'FTU' - lacks instrumentation specificity + 'SiO2' (ppm or mg/l) - concentration of calibration standard (=JTU) + 'JTU' - candle instead of formazin standard, near 40 NTU these may be + equivalent, but highly variable. + Conversions used: cm <-> NTU see :func:`convert.cm_to_NTU` from + `USU `_. + + Alternative conversions available but not currently used by default: + :func:`convert.FNU_to_NTU` from Gohin (2011) Ocean Sci., 7, 705–732 + ``_. + :func:`convert.SiO2_to_NTU` linear relation from Otilia et al. 2013. + :func:`convert.JTU_to_NTU` linear relation from Otilia et al. 2013. + + Otilia, Rusănescu Carmen, Rusănescu Marin, and Stoica Dorel. + MONITORING OF PHYSICAL INDICATORS IN WATER SAMPLES. + ``_. Parameters ---------- - wqp : WQCharData Object + wqp : wq_data.WQCharData WQP Characteristic Info Object. Returns ------- - wqp : WQP Characteristic Info Object. - WQP Characteristic Info Object with updated attributes + wqp : wq_data.WQCharData + WQP Characteristic Info Object with updated attributes. """ #These units exist but have not been encountered yet #formazin nephelometric multibeam unit (FNMU); @@ -919,34 +388,35 @@ def turbidity(wqp): wqp.apply_conversion(convert.SiO2_to_NTU, unit) else: #raise ValueError('Bad Turbidity unit: {}'.format(unit)) - warn('Bad Turbidity unit: {}'.format(unit)) + warn(f'Bad Turbidity unit: {unit}') elif wqp.ureg(unit).check({'[length]': 1}): wqp.apply_conversion(convert.cm_to_NTU, unit) else: #raise ValueError('Bad Turbidity unit: {}'.format(unit)) - warn('Bad Turbidity unit: {}'.format(unit)) + warn(f'Bad Turbidity unit: {unit}') elif wqp.ureg(wqp.units).check({'[length]': 1}): wqp.apply_conversion(convert.NTU_to_cm, unit) else: #raise ValueError('Bad Turbidity unit: {}'.format(wqp.units)) - warn('Bad Turbidity unit: {}'.format(unit)) + warn(f'Bad Turbidity unit: {unit}') return wqp def sediment(wqp): - """ - Standardizes 'Sediment' characteristic using and returning - the WQP Characteristic Info Object. + """Standardize 'Sediment' characteristic. + + Uses :class:`wq_data.WQCharData` to check basis, check units, and check + unit dimensionality. Parameters ---------- - wqp : WQCharData Object + wqp : wq_data.WQCharData WQP Characteristic Info Object. Returns ------- - wqp : WQP Characteristic Info Object. - WQP Characteristic Info Object with updated attributes + wqp : wq_data.WQCharData + WQP Characteristic Info Object with updated attributes. """ #'< 0.0625 mm', < 0.125 mm, < 0.25 mm, < 0.5 mm, < 1 mm, < 2 mm, < 4 mm wqp.check_basis(basis_col='ResultParticleSizeBasisText') @@ -955,7 +425,7 @@ def sediment(wqp): # Check/fix dimensionality issues (Type I) # Convert mg/l <-> dimensionless Premiss: 1 liter water ~ 1 kg mass) - wqp.replace_unit_by_dict(wqp.handle_dimensions()[0], wqp.measure_mask()) + wqp.replace_unit_by_dict(wqp.dimension_fixes()[0], wqp.measure_mask()) # un-fixable dimensions: mass/area (kg/ha), mass (g), # mass/time (ton/day), mass/length/time (ton/day/ft) @@ -964,16 +434,18 @@ def sediment(wqp): def harmonize_all(df_in, errors='raise'): - """ - Run harmonization on 'CharacteristicNames' in table with existing functions. + """Harmonizes all 'CharacteristicNames' column values with methods. + All results are standardized to default units. Intermediate columns are - not retained. + not retained. See :func:`domains.out_col_lookup` for list of values with + methods. Parameters ---------- df_in : pandas.DataFrame - DataFrame with the expected columns. - errors : string, optional + DataFrame with the expected columns (changes based on values in + 'CharacteristicNames' column). + errors : str, optional Values of ‘ignore’, ‘raise’, or ‘skip’. The default is ‘raise’. If ‘raise’, invalid dimension conversions will raise an exception. If ‘skip’, invalid dimension conversions will not be converted. @@ -982,30 +454,86 @@ def harmonize_all(df_in, errors='raise'): Returns ------- df : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. + + Examples + -------- + Build example df_in table from harmonize_wq tests to use in place of Water + Quality Portal query response, this table has 'Temperature, water' and + 'Phosphorous' results: + + >>> import pandas + >>> tests_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests' + >>> df1 = pandas.read_csv(tests_url + '/data/wqp_results.txt') + >>> df1.shape + (359505, 35) + + When running the function there may be read outs or warnings, as things are + encountered such as unexpected nutrient sample fractions: + + >>> from harmonize_wq import harmonize + >>> df_result_all = harmonize.harmonize_all(df1) + 1 Phosphorus sample fractions not in frac_dict + 1 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to "Other_Phosphorus" + + >>> df_result_all + OrganizationIdentifier ... Temperature + 0 21FLHILL_WQX ... 29.93 degree_Celsius + 1 21FLHILL_WQX ... 17.82 degree_Celsius + 2 21FLGW_WQX ... 22.42 degree_Celsius + 3 21FLMANA_WQX ... 30.0 degree_Celsius + 4 21FLHILL_WQX ... 30.37 degree_Celsius + ... ... ... ... + 359500 21FLHILL_WQX ... 28.75 degree_Celsius + 359501 21FLHILL_WQX ... 23.01 degree_Celsius + 359502 21FLTBW_WQX ... 29.97 degree_Celsius + 359503 21FLPDEM_WQX ... 32.01 degree_Celsius + 359504 21FLSMRC_WQX ... NaN + + [359505 rows x 42 columns] + + List columns that were added: + + >>> sorted(list(df_result_all.columns[-7:])) + ... # doctest: +NORMALIZE_WHITESPACE + ['Other_Phosphorus', 'Phosphorus', 'QA_flag', 'Speciation', + 'TDP_Phosphorus', 'TP_Phosphorus', 'Temperature'] + + See Also + -------- + See any of the 'Simple' notebooks found in + 'demos' for + examples of how this function is used to standardize, clean, and wrangle a + Water Quality Portal query response. + """ df_out = df_in.copy() char_vals = list(set(df_out['CharacteristicName'])) + char_vals.sort() for char_val in char_vals: - df_out = harmonize_generic(df_out, char_val, errors=errors) + df_out = harmonize(df_out, char_val, errors=errors) return df_out -def harmonize_generic(df_in, char_val, units_out=None, errors='raise', - intermediate_columns=False, report=False): - """ - Harmonize a given char_val using the appropriate function +def harmonize(df_in, char_val, units_out=None, errors='raise', + intermediate_columns=False, report=False): + """Harmonize char_val rows based methods specific to that char_val. + All rows where the value in the 'CharacteristicName' column matches + char_val will have their results harmonized based on available methods for + that char_val. + Parameters ---------- df_in : pandas.DataFrame - DataFrame with the expected activity date time columns. - char_val : string - Expected 'CharacteristicName'. - units_out : string, optional - Desired units to convert values into. The default is None. - errors : string, optional + DataFrame with the expected columns (change based on char_val). + char_val : str + Target value in 'CharacteristicName' column. + units_out : str, optional + Desired units to convert results into. + The default None, uses the constant domains.OUT_UNITS. + errors : str, optional Values of ‘ignore’, ‘raise’, or ‘skip’. The default is ‘raise’. If ‘raise’, then invalid dimension conversions will raise an exception. If ‘skip’, then invalid dimension conversions will not be converted. @@ -1018,7 +546,49 @@ def harmonize_generic(df_in, char_val, units_out=None, errors='raise', Returns ------- df : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. + + Examples + -------- + Build example df_in table from harmonize_wq tests to use in place of Water + Quality Portal query response, this table has 'Temperature, water' and + 'Phosphorous' results: + + >>> import pandas + >>> tests_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests' + >>> df1 = pandas.read_csv(tests_url + '/data/wqp_results.txt') + >>> df1.shape + (359505, 35) + + >>> from harmonize_wq import harmonize + >>> df_result = harmonize.harmonize(df1, 'Temperature, water') + >>> df_result + OrganizationIdentifier ... Temperature + 0 21FLHILL_WQX ... 29.93 degree_Celsius + 1 21FLHILL_WQX ... 17.82 degree_Celsius + 2 21FLGW_WQX ... 22.42 degree_Celsius + 3 21FLMANA_WQX ... 30.0 degree_Celsius + 4 21FLHILL_WQX ... 30.37 degree_Celsius + ... ... ... ... + 359500 21FLHILL_WQX ... 28.75 degree_Celsius + 359501 21FLHILL_WQX ... 23.01 degree_Celsius + 359502 21FLTBW_WQX ... 29.97 degree_Celsius + 359503 21FLPDEM_WQX ... 32.01 degree_Celsius + 359504 21FLSMRC_WQX ... NaN + + [359505 rows x 37 columns] + + List columns that were added: + + >>> df_result.columns[-2:] + Index(['QA_flag', 'Temperature'], dtype='object') + + See Also + -------- + See any of the 'Detailed' notebooks found in + 'demos' for examples + of how this function is used to standardize, clean, and wrangle a Water + Quality Portal query response, one 'CharacteristicName' value at a time. """ # Check/retrieve standard attributes and df columns as object wqp = WQCharData(df_in, char_val) @@ -1043,13 +613,13 @@ def harmonize_generic(df_in, char_val, units_out=None, errors='raise', # NOTE: Ecoli ['cfu/100ml', 'MPN/100ml', '#/100ml'] # NOTE: feca ['CFU', 'MPN/100ml', 'cfu/100ml', 'MPN/100 ml', '#/100ml'] # Replace known special character in unit ('#' count assumed as CFU) - wqp.replace_unit_by_str('#', 'CFU') + wqp.replace_unit_str('#', 'CFU') # Replace known unit problems (e.g., assume CFU/MPN is /100ml) wqp.replace_unit_by_dict(domains.UNITS_REPLACE[out_col]) - #TODO: figure out why the above must be done before replace_unit_by_str + #TODO: figure out why the above must be done before replace_unit_str # Replace all instances in results column - wqp.replace_unit_by_str('/100ml', '/(100ml)') - wqp.replace_unit_by_str('/100 ml', '/(100ml)') + wqp.replace_unit_str('/100ml', '/(100ml)') + wqp.replace_unit_str('/100 ml', '/(100ml)') wqp.check_units() # Fix and flag missing units elif out_col in ['Carbon', 'Phosphorus', 'Nitrogen']: # Set Basis from unit and MethodSpec column @@ -1057,14 +627,14 @@ def harmonize_generic(df_in, char_val, units_out=None, errors='raise', # Replace know problem units, fix and flag missing units (wet/dry?) wqp.check_units() # Convert dimensionality issues, e.g., mg/l <-> dimensionless (H2O) - dimension_dict, mol_list = wqp.handle_dimensions() + dimension_dict, mol_list = wqp.dimension_fixes() # Replace units by dictionary wqp.replace_unit_by_dict(dimension_dict, wqp.measure_mask()) wqp.moles_convert(mol_list) # Fix up units/measures where moles elif out_col == 'Temperature': # Remove spaces from units for pint ('deg C' == degree coulomb) wqp.update_units(wqp.units.replace(' ', '')) # No spaces in units_out - wqp.replace_unit_by_str(' ', '') # Replace in results column + wqp.replace_unit_str(' ', '') # Replace in results column wqp.check_units() # Fix and flag missing units else: harmonize_map = {'DO': dissolved_oxygen, @@ -1076,7 +646,7 @@ def harmonize_generic(df_in, char_val, units_out=None, errors='raise', wqp = harmonize_map[out_col](wqp) except KeyError: # out_col not recognized - warn("WARNING: '{}' not available yet.".format(out_col)) + warn(f"WARNING: '{out_col}' not available yet.") raise # Update values in out_col with standard units @@ -1086,12 +656,17 @@ def harmonize_generic(df_in, char_val, units_out=None, errors='raise', # Note: just phosphorus right now # Total is TP (digested) from the whole water sample (vs total dissolved) # Dissolved is TDP (total) filtered water digested (vs undigested DIP) - if out_col == 'Phosphorus': - frac_dict = {'TP_Phosphorus': ['Total'], - 'TDP_Phosphorus': ['Dissolved'], - 'Other_Phosphorus': [''],} - # Make columns for Sample Fractions, loudly if unexpected (not in dict) + if out_col in ['Phosphorus', 'Nitrogen']: + # NOTE: only top level fractions, while TADA has lower for: + #'Chlorophyll a', 'Turbidity', 'Fecal Coliform', 'Escherichia coli' + if out_col=='Phosphorus': + frac_dict = {'TP_Phosphorus': ['Total'], + 'TDP_Phosphorus': ['Dissolved'], + 'Other_Phosphorus': ['', nan],} + else: + frac_dict = 'TADA' frac_dict = wqp.fraction(frac_dict) # Run sample fraction on WQP + df_out = wqp.df diff --git a/harmonize_wq/location.py b/harmonize_wq/location.py index ae6ff40..d75b6a7 100644 --- a/harmonize_wq/location.py +++ b/harmonize_wq/location.py @@ -1,12 +1,10 @@ # -*- coding: utf-8 -*- -""" - Functions to clean/correct location data. -""" +"""Functions to clean/correct location data.""" from pyproj import Transformer from shapely.geometry import shape import geopandas import pandas -import dataretrieval.wqp as wqp +from dataretrieval import wqp from harmonize_wq import harmonize from harmonize_wq import domains from harmonize_wq import wrangle @@ -18,41 +16,66 @@ def infer_CRS(df_in, out_col='EPSG', bad_crs_val=None, crs_col='HorizontalCoordinateReferenceSystemDatumName'): - """ - Replace missing or unrecognized Coordinate Reference System (CRS) with - desired CRS and add QA_flag about it. + """Replace missing or unrecognized Coordinate Reference System (CRS). + + Replaces with desired CRS and notes it was missing in 'QA_flag' column. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - out_EPSG : string + out_EPSG : str Desired CRS to use. - out_col : string, optional + out_col : str, optional Column in df to write out_EPSG to. The default is 'EPSG'. - bad_crs_val : string, optional + bad_crs_val : str, optional Bad Coordinate Reference System (CRS) datum name value to replace. The default is None for missing datum. - crs_col : string, optional + crs_col : str, optional Datum column in df_in. The default is 'HorizontalCoordinateReferenceSystemDatumName'. Returns ------- df_out : pandas.DataFrame - Updated copy of df_in - + Updated copy of df_in. + + Examples + -------- + Build pandas DataFrame to use in example, where crs_col name is 'Datum' + rather than default 'HorizontalCoordinateReferenceSystemDatumName': + + >>> from numpy import nan + >>> df_in = pandas.DataFrame({'Datum': ['NAD83', 'WGS84', '', None, nan]}) + >>> df_in # doctest: +NORMALIZE_WHITESPACE + Datum + 0 NAD83 + 1 WGS84 + 2 + 3 None + 4 NaN + + >>> from harmonize_wq import location + >>> location.infer_CRS(df_in, out_EPSG=4326, crs_col='Datum') + ... # doctest: +NORMALIZE_WHITESPACE + Datum QA_flag EPSG + 0 NAD83 NaN NaN + 1 WGS84 NaN NaN + 2 NaN NaN + 3 None Datum: MISSING datum, EPSG:4326 assumed 4326.0 + 4 NaN Datum: MISSING datum, EPSG:4326 assumed 4326.0 + + NOTE: missing (NaN) and bad CRS values (bad_crs_val=None) are given an EPSG + and noted in QA_flag' columns. """ df_out = df_in.copy() if bad_crs_val: # QA flag for bad CRS based on bad_crs_val - flag = '{}: Bad datum {}, EPSG:{} assumed'.format(crs_col, - bad_crs_val, - out_EPSG) + flag = f'{crs_col}: Bad datum {bad_crs_val}, EPSG:{out_EPSG} assumed' c_mask = df_out[crs_col] == bad_crs_val # Mask for bad CRS value else: # QA flag for missing CRS - flag = '{}: MISSING datum, EPSG:{} assumed'.format(crs_col, out_EPSG) + flag = f'{crs_col}: MISSING datum, EPSG:{out_EPSG} assumed' c_mask = df_out[crs_col].isna() # Mask for missing units df_out = harmonize.add_qa_flag(df_out, c_mask, flag) # Assign flag df_out.loc[c_mask, out_col] = out_EPSG # Update with infered unit @@ -62,27 +85,33 @@ def infer_CRS(df_in, def harmonize_locations(df_in, out_EPSG=4326, intermediate_columns=False, **kwargs): - """ - Takes a DataFrame with lat/lon in multiple Coordinate Reference Systems, - transforms them to outCRS and converts to GeoDataFrame + """Create harmonized geopandas GeoDataframe from pandas DataFrame. + + Takes a :class:`~pandas.DataFrame` with lat/lon in multiple Coordinate + Reference Systems (CRS), transforms them to out_EPSG CRS, and converts to + :class:`geopandas.GeoDataFrame`. A 'QA_flag' column is added to the result + and populated for any row that has location based problems like limited + decimal precision or an unknown input CRS. Parameters ---------- df_in : pandas.DataFrame - DataFrame with the required columns to be converted to GeoDataFrame. - out_EPSG : Integer, optional + DataFrame with the required columns (see kwargs for expected defaults) + to be converted to GeoDataFrame. + out_EPSG : int, optional EPSG factory code for desired output Coordinate Reference System datum. The default is 4326, for the WGS84 Datum used by WQP queries. intermediate_columns : Boolean, optional Return intermediate columns. Default 'False' does not return these. - Keyword Arguments: - crs_col : string, optional + **kwargs: optional + Accepts crs_col, lat_col, and lon_col parameters if non-default: + crs_col : str, optional Name of column in DataFrame with the Coordinate Reference System datum. The default is 'HorizontalCoordinateReferenceSystemDatumName'. - lat_col : string, optional + lat_col : str, optional Name of column in DataFrame with the latitude coordinate. The default is 'LatitudeMeasure'. - lon_col : string, optional + lon_col : str, optional Name of column in DataFrame with the longitude coordinate. The default is 'LongitudeMeasure'. @@ -91,6 +120,36 @@ def harmonize_locations(df_in, out_EPSG=4326, gdf : geopandas.GeoDataFrame GeoDataFrame of df_in with coordinates in out_EPSG datum. + Examples + -------- + Build pandas DataFrame to use in example: + + >>> df_in = pandas.DataFrame({'LatitudeMeasure': [27.5950355, + ... 27.52183, + ... 28.0661111], + ... 'LongitudeMeasure': [-82.0300865, + ... -82.64476, + ... -82.3775], + ... 'HorizontalCoordinateReferenceSystemDatumName': ['NAD83', + ... 'WGS84', + ... 'NAD27'], + ... }) + >>> df_in + LatitudeMeasure ... HorizontalCoordinateReferenceSystemDatumName + 0 27.595036 ... NAD83 + 1 27.521830 ... WGS84 + 2 28.066111 ... NAD27 + + [3 rows x 3 columns] + + >>> from harmonize_wq import location + >>> location.harmonize_locations(df_in) + LatitudeMeasure LongitudeMeasure ... QA_flag geometry + 0 27.595036 -82.030086 ... NaN POINT (-82.03009 27.59504) + 1 27.521830 -82.644760 ... NaN POINT (-82.64476 27.52183) + 2 28.066111 -82.377500 ... NaN POINT (-82.37750 28.06611) + + [3 rows x 5 columns] """ df2 = df_in.copy() @@ -138,22 +197,21 @@ def harmonize_locations(df_in, out_EPSG=4326, def transform_vector_of_points(df_in, datum, out_EPSG): - """ - Transform points by vector (sub-set by datum) + """Transform points by vector (sub-sets points by EPSG==datum). Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - datum : TYPE - DESCRIPTION. - out_EPSG : Integer + datum : int + Current datum (EPSG code) to transform. + out_EPSG : int EPSG factory code for desired output Coordinate Reference System datum. Returns ------- df : pandas.DataFrame - Updated copy of df_in + Updated copy of df_in. """ # Create transform object for input datum (EPSG colum) and out_EPSG transformer = Transformer.from_crs(datum, out_EPSG) @@ -168,30 +226,38 @@ def transform_vector_of_points(df_in, datum, out_EPSG): def get_harmonized_stations(query, aoi=None): - """ - Queries the Water Quality Portal (https://waterquality.data.us) for - stations with data matching the query, harmonizes those stations location - information and clips it to the Area Of Interest (AOI) if specified. + """Query, harmonize and clip stations. + + Queries the `Water Quality Portal `_ for + stations with data matching the query, harmonizes those stations' location + information, and clips it to the area of interest (aoi) if specified. - See www.waterqualitydata.us/webservices_documentation for API reference + See ``_ for API + reference. Parameters ---------- query : dict - Water Quality Portal query as dictionary + Water Quality Portal query as dictionary. aoi : geopandas.GeoDataFrame, optional Area of interest to clip stations to. The default None returns all stations in the query extent. Returns ------- - stations_gdf : geopandas.GeoDataFrame + stations_gdf : ``geopandas.GeoDataFrame`` Harmonized stations. - stations : pandas.DataFrame + stations : ``pandas.DataFrame`` Raw station results from WQP. - site_md : TYPE - WQP query metadata. - + site_md : ``dataretrieval.utils.Metadata`` + Custom ``dataretrieval`` metadata object pertaining to the WQP query. + + Examples + -------- + See any of the 'Simple' notebooks found in + 'demos'_ for + examples of how this function is used to query and harmonize stations. + """ # TODO: **kwargs instead of query dict? diff --git a/harmonize_wq/tests/data/NCCA_dissolved_GOM.cpg b/harmonize_wq/tests/data/NCCA_dissolved_GOM.cpg deleted file mode 100644 index 3ad133c..0000000 --- a/harmonize_wq/tests/data/NCCA_dissolved_GOM.cpg +++ /dev/null @@ -1 +0,0 @@ -UTF-8 \ No newline at end of file diff --git a/harmonize_wq/tests/data/NCCA_dissolved_GOM.dbf b/harmonize_wq/tests/data/NCCA_dissolved_GOM.dbf deleted file mode 100644 index 3e30f85..0000000 Binary files a/harmonize_wq/tests/data/NCCA_dissolved_GOM.dbf and /dev/null differ diff --git a/harmonize_wq/tests/data/NCCA_dissolved_GOM.geojson b/harmonize_wq/tests/data/NCCA_dissolved_GOM.geojson new file mode 100644 index 0000000..db46490 --- /dev/null +++ b/harmonize_wq/tests/data/NCCA_dissolved_GOM.geojson @@ -0,0 +1,4 @@ +{ + "type" : "FeatureCollection", + "features" : 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Mississippi Sou","Shape_Leng":2115368.3215999999,"Shape_Area":4530289275.29}}] +} \ No newline at end of file diff --git a/harmonize_wq/tests/data/NCCA_dissolved_GOM.prj b/harmonize_wq/tests/data/NCCA_dissolved_GOM.prj deleted file mode 100644 index 397b838..0000000 --- a/harmonize_wq/tests/data/NCCA_dissolved_GOM.prj +++ /dev/null @@ -1 +0,0 @@ -PROJCS["Albers",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["false_easting",0.0],PARAMETER["false_northing",0.0],PARAMETER["central_meridian",-96.0],PARAMETER["standard_parallel_1",29.5],PARAMETER["standard_parallel_2",45.5],PARAMETER["latitude_of_origin",37.5],UNIT["Meter",1.0]] \ No newline at end of file diff --git a/harmonize_wq/tests/data/NCCA_dissolved_GOM.sbn b/harmonize_wq/tests/data/NCCA_dissolved_GOM.sbn deleted file mode 100644 index 732239f..0000000 Binary files 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b/harmonize_wq/tests/test_harmonize_WQP.py @@ -19,6 +19,8 @@ from harmonize_wq import convert from harmonize_wq import wrangle from harmonize_wq import clean +from harmonize_wq import visualize as viz + # CI DIRPATH = os.path.dirname(os.path.realpath(__file__)) @@ -158,9 +160,8 @@ def harmonized_tables(): Harmonized results for Nitrogen and Conductivity. """ - harmonized_table = harmonize.harmonize_generic(NARROW_RESULTS3, 'Nitrogen') - harmonized_table = harmonize.harmonize_generic(harmonized_table, - 'Conductivity') + harmonized_table = harmonize.harmonize(NARROW_RESULTS3, 'Nitrogen') + harmonized_table = harmonize.harmonize(harmonized_table, 'Conductivity') return harmonized_table @@ -191,7 +192,7 @@ def test_harmonize_depth(): expected_unit = 'meter' assert str(actual.iloc[135227]['Depth'].units) == expected_unit - +@pytest.fixture(scope='session') def test_harmonize_locations(): """ Test functions standardizes the sites correctly @@ -227,6 +228,8 @@ def test_harmonize_locations(): actual_imprecise = actual.iloc[302]['QA_flag'] expected_imprecise = 'LatitudeMeasure: Imprecise: lessthan3decimaldigits' assert actual_imprecise == expected_imprecise + + return actual #@pytest.mark.skip(reason="no change") @@ -240,7 +243,7 @@ def test_harmonize_phosphorus(merged_tables): Read from data/wqp_results.txt. """ # TODO: Test for expected dimensionalityError with NARROW_RESULTS? - actual = harmonize.harmonize_generic(merged_tables, 'Phosphorus') # mg/l + actual = harmonize.harmonize(merged_tables, 'Phosphorus') # mg/l # TODO: test conversion to moles and other non-standard units # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type @@ -358,6 +361,7 @@ def test_harmonize_phosphorus(merged_tables): # TODO: no bad value +@pytest.fixture(scope='session') #@pytest.mark.skip(reason="no change") def test_harmonize_temperature(): """ @@ -368,10 +372,10 @@ def test_harmonize_temperature(): NARROW_RESULTS : pandas.DataFrame Read from data/wqp_results.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS, 'Temperature, water') - actual2 = harmonize.harmonize_generic(NARROW_RESULTS.iloc[0:10], - 'Temperature, water', - units_out='deg F') + actual = harmonize.harmonize(NARROW_RESULTS, 'Temperature, water') + actual2 = harmonize.harmonize(NARROW_RESULTS.iloc[0:10], + 'Temperature, water', + units_out='deg F') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 13301685 # Test size #14784040 @@ -412,6 +416,7 @@ def test_harmonize_temperature(): # Confirm expected flag - for un-usable value expected_flag = 'ResultMeasureValue: "Not Reported" result cannot be used' assert actual.iloc[359504]['QA_flag'] == expected_flag + return actual #@pytest.mark.skip(reason="no change") @@ -424,8 +429,7 @@ def test_harmonize_secchi(): NARROW_RESULTS1 : pandas.DataFrame Read from data/wqp_results1.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS1, - 'Depth, Secchi disk depth') + actual = harmonize.harmonize(NARROW_RESULTS1, 'Depth, Secchi disk depth') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 11818094 # Test size @@ -478,8 +482,7 @@ def test_harmonize_DO(): NARROW_RESULTS1 : pandas.DataFrame Read from data/wqp_results1.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS1, - 'Dissolved oxygen (DO)') + actual = harmonize.harmonize(NARROW_RESULTS1, 'Dissolved oxygen (DO)') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 11818094 # Test size @@ -500,15 +503,27 @@ def test_harmonize_DO(): assert actual.iloc[4][orig_unit_col] == '%' # Confirm orig unit assert str(actual.iloc[4]['DO'].units) == expected_unit assert actual.iloc[4][orig_val_col] == '68.7' # Confirm original measure - assert actual.iloc[4]['DO'].magnitude == 5.676222371166 + assert actual.iloc[4]['DO'].magnitude == 0.05676222371166 # TODO: add tests for 99637 in ppm? Currently ppm == mg/l + + # TODO: add tests at different pressure and temperature + actual_p2 = str(convert.DO_saturation(70, '0.5 standard_atmosphere')) + expected_p2 = '2.7994178481769043 milligram / liter' + assert actual_p2 == expected_p2 + from harmonize_wq.convert import u_reg + actual_p2 = str(convert.DO_concentration('0.7 milligram / liter', + '2 standard_atmosphere', + u_reg.Quantity(32, u_reg("degC")))) + expected_p2 = '4.681314214558987' + assert actual_p2 == expected_p2 + # Inspect specific result - where units missing assert str(actual.iloc[6816][orig_unit_col]) == 'nan' # Confirm missing # Confirm expected flag - for missing/infered units expected_flag = 'ResultMeasure/MeasureUnitCode: MISSING UNITS, mg/l assumed' actual_flags = actual.iloc[6816]['QA_flag'].split('; ') assert actual_flags[1] == expected_flag - # Check value unchagned for missing units + # Check value unchanged for missing units # TODO: values would stay the same (no conversion), but this example is '*Not Reported' # Inspect specific result - where value missing @@ -535,8 +550,7 @@ def test_harmonize_salinity(): NARROW_RESULTS2 : pandas.DataFrame Read from data/wqp_results2.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS2, 'Salinity', - units_out='PSS') + actual = harmonize.harmonize(NARROW_RESULTS2, 'Salinity', units_out='PSS') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 12181392 # Test size @@ -565,8 +579,7 @@ def test_harmonize_salinity(): assert str(actual.iloc[335435]['Salinity'].units) assert actual.iloc[335435][orig_val_col] == 120.0 # Confirm measure assert actual.iloc[335435]['Salinity'].magnitude == 125.28127999999992 - # 157.1; 4.014 - print(actual.iloc[335435]['Salinity'].magnitude) + psu_example = str(actual.iloc[335435]['Salinity']) # Inspect specific result - where units missing assert str(actual.iloc[21277][orig_unit_col]) == 'nan' # Confirm missing @@ -587,7 +600,9 @@ def test_harmonize_salinity(): # Confirm expected flag - for un-usable value expected_flag = 'ResultMeasureValue: "*Not Reported" result cannot be used' assert actual.iloc[21277]['QA_flag'].split('; ')[0] == expected_flag - + # Backward test PSU to density + density = convert.PSU_to_density(psu_example) + assert str(density) == '997.1428971400308 milligram / milliliter' #@pytest.mark.skip(reason="no change") def test_harmonize_pH(): @@ -600,7 +615,7 @@ def test_harmonize_pH(): Read from data/wqp_results2.txt. """ # actual1 = harmonize.harmonize_pH(NARROW_RESULTS2, units='dimensionless') - actual = harmonize.harmonize_generic(NARROW_RESULTS2, 'pH') + actual = harmonize.harmonize(NARROW_RESULTS2, 'pH') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 12181392 # Test size @@ -655,10 +670,10 @@ def test_harmonize_nitrogen(): Read from data/wqp_results3.txt. """ # actual1 = harmonize.harmonize_Nitrogen(NARROW_RESULTS3, units='mg/l') - actual = harmonize.harmonize_generic(NARROW_RESULTS3, 'Nitrogen') + actual = harmonize.harmonize(NARROW_RESULTS3, 'Nitrogen') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type - assert actual.size == 16482 # Test size + assert actual.size == 16728 # Test size assert 'Nitrogen' in actual.columns # Check for column assert len(actual['Nitrogen'].dropna()) == 182 # Number of results # Confirm orginal data was not altered @@ -700,7 +715,11 @@ def test_harmonize_nitrogen(): # TODO: add test case where 'g/kg' # TODO: add test case where 'cm3/g @STP' # TODO: add test case where 'cm3/g STP' - + + # check sample fraction, everything went to total mixed forms + assert len(actual['Nitrogen'].dropna()) == 182, "Fraction issue" + fract_col = 'TOTAL NITROGEN_ MIXED FORMS' + assert len(actual[fract_col].dropna()) == 182, "Fraction issue" #@pytest.mark.skip(reason="no change") def test_harmonize_conductivity(): @@ -713,7 +732,7 @@ def test_harmonize_conductivity(): Read from data/wqp_results3.txt. """ #actual1 = harmonize.harmonize_Conductivity(NARROW_RESULTS3, units='uS/cm') - actual = harmonize.harmonize_generic(NARROW_RESULTS3, 'Conductivity') + actual = harmonize.harmonize(NARROW_RESULTS3, 'Conductivity') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 16236 # Test size @@ -769,7 +788,7 @@ def test_harmonize_carbon_organic(): """ #actual1 = harmonize.harmonize_Carbon_organic(NARROW_RESULTS4, units='mg/l') #actual2 = harmonize.harmonize_Carbon_organic(NARROW_RESULTS4, units='g/kg') - actual = harmonize.harmonize_generic(NARROW_RESULTS4, 'Organic carbon') + actual = harmonize.harmonize(NARROW_RESULTS4, 'Organic carbon') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 6906695 # Test size @@ -826,7 +845,7 @@ def test_harmonize_chlorophyll_a(): NARROW_RESULTS4 : pandas.DataFrame Read from data/wqp_results4.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS4, 'Chlorophyll a') + actual = harmonize.harmonize(NARROW_RESULTS4, 'Chlorophyll a') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 6803610 # Test size @@ -881,7 +900,7 @@ def test_harmonize_turbidity(): NARROW_RESULTS5 : pandas.DataFrame Read from data/wqp_results5.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS5, 'Turbidity') + actual = harmonize.harmonize(NARROW_RESULTS5, 'Turbidity') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 8628100 # Test size @@ -958,9 +977,9 @@ def test_harmonize_sediment(): NARROW_RESULTS5 : pandas.DataFrame Read from data/wqp_results5.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS5, - char_val='Sediment', - units_out='g/kg') + actual = harmonize.harmonize(NARROW_RESULTS5, + char_val='Sediment', + units_out='g/kg') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 8628100 # Test size @@ -1048,7 +1067,7 @@ def test_harmonize_fecal_coliform(): NARROW_RESULTS7 : pandas.DataFrame Read from data/wqp_results7.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS7, 'Fecal Coliform') + actual = harmonize.harmonize(NARROW_RESULTS7, 'Fecal Coliform') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 8778720 # Test size @@ -1101,7 +1120,7 @@ def test_harmonize_E_Coli(): NARROW_RESULTS7 : pandas.DataFrame Read from data/wqp_results7.txt. """ - actual = harmonize.harmonize_generic(NARROW_RESULTS7, 'Escherichia coli') + actual = harmonize.harmonize(NARROW_RESULTS7, 'Escherichia coli') # Test that the dataframe has expected type, size, cols, and rows assert isinstance(actual, pandas.core.frame.DataFrame) # Test type assert actual.size == 8778720 # Test size @@ -1212,8 +1231,8 @@ def test_split_table(harmonized_tables): 'DetectionQuantitationLimitMeasure/MeasureValue', 'DetectionQuantitationLimitMeasure/MeasureUnitCode', 'ProviderName', 'QA_flag', 'Nitrogen', 'Speciation', - 'Conductivity', 'Activity_datetime', - 'Depth'] + 'TOTAL NITROGEN_ MIXED FORMS', 'Conductivity', + 'Activity_datetime', 'Depth'] assert list(actual_main.columns) == expected expected = ['ActivityStartDate', 'ActivityStartTime/Time', 'ActivityStartTime/TimeZoneCode', @@ -1253,3 +1272,41 @@ def test_split_table(harmonized_tables): 'SampleCollectionMethod/MethodName', 'SampleCollectionEquipmentName', 'PreparationStartDate', ] assert list(actual_chars.columns) == expected + +#test viz +def test_map_counts(test_harmonize_locations, test_harmonize_temperature): + actual = viz.map_counts(test_harmonize_temperature, + test_harmonize_locations, + 'Temperature') + assert len(actual['cnt']) == 21075 + assert sum(actual['cnt']) == 346210 + +def test_map_measure(test_harmonize_locations, test_harmonize_temperature): + actual = viz.map_measure(test_harmonize_temperature, + test_harmonize_locations, + 'Temperature') + assert len(actual['mean']) == 21075 + assert sum(actual['mean']) == 523776.35504297394 + +def test_station_summary(test_harmonize_temperature): + actual = viz.station_summary(test_harmonize_temperature, 'Temperature') + assert list(actual.columns) == ['MonitoringLocationIdentifier', 'cnt', 'mean'] + assert len(actual['cnt']) == 21075 + assert sum(actual['cnt']) == 346210 + assert len(actual['mean']) == 21075 + assert sum(actual['mean']) == 523776.35504297394 + +def test_print_report(test_harmonize_temperature, capsys): + viz.print_report(test_harmonize_temperature, + 'Temperature', + 'ResultMeasure/MeasureUnitCode') + captured, err = capsys.readouterr() + expected = "-Usable results-\ncount 346210.000000\n" + expected += "mean 25.175700\nstd 143.175647\n" + expected += "min -9.990000\n25% 20.920000\n" + expected += "50% 25.500000\n75% 28.980000\n" + expected += "max 72000.000000\ndtype: float64\n" + expected += "Unusable results: 13295\n" + expected += "Usable results with inferred units: 0\n" + expected += "Results outside threshold (0.0 to 884.2295835882991): 4\n" + assert captured == expected \ No newline at end of file diff --git a/harmonize_wq/visualize.py b/harmonize_wq/visualize.py index 0b40375..fdbbf7d 100644 --- a/harmonize_wq/visualize.py +++ b/harmonize_wq/visualize.py @@ -1,24 +1,21 @@ # -*- coding: utf-8 -*- -""" - Functions to help visualize data. -""" +"""Functions to help visualize data.""" +from math import sqrt import pandas import geopandas -from math import sqrt from harmonize_wq import wrangle def print_report(results_in, out_col, unit_col_in, threshold=None): - """ - Prints a standardized report of changes made + """Print a standardized report of changes made. Parameters ---------- - results_in : pandas.Dataframe + results_in : pandas.DataFrame DataFrame with subset of results. - out_col : string + out_col : str Name of column in results_in with final result. - unit_col_in : string + unit_col_in : str Name of column with original units. threshold : dict, optional Dictionary with min and max keys. The default is None. @@ -26,6 +23,13 @@ def print_report(results_in, out_col, unit_col_in, threshold=None): Returns ------- None. + + See Also + -------- + See any of the 'Detailed' notebooks found in + `demos `_ for + examples of how this function is leveraged by the + :func:`harmonize.harmonize_generic` report argument. """ # Series with just usable results. @@ -36,11 +40,11 @@ def print_report(results_in, out_col, unit_col_in, threshold=None): # Series with just magnitude results_s = pandas.Series([x.magnitude for x in results]) # Number of usable results - print('-Usable results-\n{}'.format(results_s.describe())) + print(f'-Usable results-\n{results_s.describe()}') # Number measures unused - print('Unusable results: {}'.format(len(results_in)-len(results))) + print(f'Unusable results: {len(results_in)-len(results)}') # Number of infered result units - print('Usable results with inferred units: {}'.format(len(inferred))) + print(f'Usable results with inferred units: {len(inferred)}') # Results outside thresholds if not threshold: # TODO: Default mean +/-1 standard deviation works here but generally 6 @@ -49,9 +53,8 @@ def print_report(results_in, out_col, unit_col_in, threshold=None): inside = results_s[(results_s <= threshold['max']) & (results_s >= threshold['min'])] diff = len(results) - len(inside) - print('Results outside threshold ({} to {}): {}'.format(threshold['min'], - threshold['max'], - diff)) + threshold_range = f"{threshold['min']} to {threshold['max']}" + print(f'Results outside threshold ({threshold_range}): {diff}') # Graphic representation of stats inside.hist(bins=int(sqrt(inside.count()))) @@ -61,8 +64,7 @@ def print_report(results_in, out_col, unit_col_in, threshold=None): def map_counts(df_in, gdf, col=None): - """ - Return GeoDataFrame summarized by count of results for each station + """Get GeoDataFrame summarized by count of results for each station. Parameters ---------- @@ -70,17 +72,56 @@ def map_counts(df_in, gdf, col=None): DataFrame with subset of results. gdf : geopandas.GeoDataFrame GeoDataFrame with monitoring locations. - - Examples - -------- - Return a GeoDataFrame summarized by counts and plot it:: - - cnt_gdf = harmonize.visualize.map_counts(df, stations_clipped) - cnt_gdf.plot(column='cnt', cmap='Blues', legend=True) + col : str, optional + Column in df_in to aggregate results to in addition to location. + The default is None, where results are only aggregated on location. Returns ------- geopandas.GeoDataFrame + GeoDataFrame with count of results for each station + + Examples + -------- + Build example DataFrame of results: + + >>> from pandas import DataFrame + >>> df_in = DataFrame({'ResultMeasureValue': [5.1, 1.2, 8.7], + ... 'MonitoringLocationIdentifier': ['ID1', 'ID2', 'ID1'] + ... }) + >>> df_in + ResultMeasureValue MonitoringLocationIdentifier + 0 5.1 ID1 + 1 1.2 ID2 + 2 8.7 ID1 + + Build example GeoDataFrame of monitoring locations: + + >>> import geopandas + >>> from shapely.geometry import Point + >>> from numpy import nan + >>> d = {'MonitoringLocationIdentifier': ['ID1', 'ID2'], + ... 'QA_flag': [nan, nan], + ... 'geometry': [Point(1, 2), Point(2, 1)]} + >>> gdf = geopandas.GeoDataFrame(d, crs="EPSG:4326") + >>> gdf + MonitoringLocationIdentifier QA_flag geometry + 0 ID1 NaN POINT (1.00000 2.00000) + 1 ID2 NaN POINT (2.00000 1.00000) + + Combine these to get an aggregation of results per station: + + >>> import harmonize_wq + >>> cnt_gdf = harmonize_wq.visualize.map_counts(df_in, gdf) + >>> cnt_gdf + MonitoringLocationIdentifier cnt geometry QA_flag + 0 ID1 2 POINT (1.00000 2.00000) NaN + 1 ID2 1 POINT (2.00000 1.00000) NaN + + These aggregate results can then be plotted: + + >>> cnt_gdf.plot(column='cnt', cmap='Blues', legend=True) + """ # Column for station loc_id = 'MonitoringLocationIdentifier' @@ -101,8 +142,10 @@ def map_counts(df_in, gdf, col=None): def map_measure(df_in, gdf, col): - """ - Return GeoDataFrame summarized by average of results for each station + """Get GeoDataFrame summarized by average of results for each station. + + :class:`geopandas.GeoDataFrame` will have new column 'mean' with the + average of col values for that location. Parameters ---------- @@ -110,13 +153,61 @@ def map_measure(df_in, gdf, col): DataFrame with subset of results. gdf : geopandas.GeoDataFrame GeoDataFrame with monitoring locations. - col : string + col : str Column name in df_in to aggregate results for. Returns ------- geopandas.GeoDataFrame + GeoDataFrame with average value of results for each station. + + Examples + -------- + Build array of pint Quantity for Temperature: + + >>> from pint import Quantity + >>> u = 'degree_Celsius' + >>> temperatures = [Quantity(5.1, u), Quantity(1.2, u), Quantity(8.7, u)] + + Build example pandas DataFrame of results: + + >>> from pandas import DataFrame + >>> df_in = DataFrame({'Temperature': temperatures, + ... 'MonitoringLocationIdentifier': ['ID1', 'ID2', 'ID1'] + ... }) + >>> df_in + Temperature MonitoringLocationIdentifier + 0 5.1 degree_Celsius ID1 + 1 1.2 degree_Celsius ID2 + 2 8.7 degree_Celsius ID1 + + Build example geopandas GeoDataFrame of monitoring locations: + + >>> import geopandas + >>> from shapely.geometry import Point + >>> from numpy import nan + >>> d = {'MonitoringLocationIdentifier': ['ID1', 'ID2'], + ... 'QA_flag': [nan, nan], + ... 'geometry': [Point(1, 2), Point(2, 1)]} + >>> gdf = geopandas.GeoDataFrame(d, crs="EPSG:4326") + >>> gdf + MonitoringLocationIdentifier QA_flag geometry + 0 ID1 NaN POINT (1.00000 2.00000) + 1 ID2 NaN POINT (2.00000 1.00000) + + Combine these to get an aggregation of results per station: + + >>> from harmonize_wq import visualize + >>> avg_temp = visualize.map_measure(df_in, gdf, 'Temperature') + >>> avg_temp + MonitoringLocationIdentifier cnt mean geometry QA_flag + 0 ID1 2 6.9 POINT (1.00000 2.00000) NaN + 1 ID2 1 1.2 POINT (2.00000 1.00000) NaN + + These aggregate results can then be plotted: + >>> avg_temp.plot(column='mean', cmap='Blues', legend=True) + """ merge_cols = ['MonitoringLocationIdentifier'] @@ -135,20 +226,22 @@ def map_measure(df_in, gdf, col): def station_summary(df_in, col): - """ - Return summary table with rows for each station, count and column average + """Get summary table for stations. + + Summary table as :class:`~pandas.DataFrame` with rows for each + station, count, and column average. Parameters ---------- df_in : pandas.DataFrame - DataFrame with subset of results. - col : string + DataFrame with results to summarize. + col : str Column name in df_in to summarize results for. Returns ------- pandas.DataFrame - + Table with result count and average summarized by station. """ # Column for station loc_id = 'MonitoringLocationIdentifier' diff --git a/harmonize_wq/wq_data.py b/harmonize_wq/wq_data.py new file mode 100644 index 0000000..0beee08 --- /dev/null +++ b/harmonize_wq/wq_data.py @@ -0,0 +1,1129 @@ +# -*- coding: utf-8 -*- +"""Class for harmonizing data retrieved from EPA's Water Quality Portal.""" +from types import SimpleNamespace +from warnings import warn +import pandas +import pint +from numpy import nan +from harmonize_wq import domains +from harmonize_wq import basis +from harmonize_wq import convert +from harmonize_wq import harmonize + +class WQCharData(): + """Class for specific characteristic in Water Quality Portal results. + + Parameters + ---------- + df_in : pandas.DataFrame + DataFrame that will be updated. + char_val : str + Expected value in 'CharacteristicName' column. + + Attributes + ---------- + df : pandas.DataFrame + DataFrame with results for the specific characteristic. + c_mask : pandas.Series + Row conditional (bool) mask to limit df rows to only those for the + specific characteristic. + col : types.SimpleNamespace + Standard WQCharData.df column names for unit_in, unit_out, and measure. + out_col : str + Column name in df for results, set using char_val. + ureg : pint.UnitRegistry + pint unit registry, initially standard unit registry. + units : str + Units all results in out_col column will be converted into. + Default units are returned from :func:`domains.OUT_UNITS` [out_col]. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Temperature, water',], + ... 'ResultMeasure/MeasureUnitCode': [nan, nan], + ... 'ResultMeasureValue': ['1.0', '10.0',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus NaN 1.0 + 1 Temperature, water NaN 10.0 + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + >>> wq.df + CharacteristicName ResultMeasure/MeasureUnitCode ... Units Phosphorus + 0 Phosphorus NaN ... NaN 1.0 + 1 Temperature, water NaN ... NaN NaN + + [2 rows x 5 columns] + + >>> wq.df.columns + Index(['CharacteristicName', 'ResultMeasure/MeasureUnitCode', + 'ResultMeasureValue', 'Units', 'Phosphorus'], + dtype='object') + + """ + + def __init__(self, df_in, char_val): + df_out = df_in.copy() + # self.check_df(df) + harmonize.df_checks(df_out) + c_mask = df_out['CharacteristicName'] == char_val + self.c_mask = c_mask + # Deal with units: set out = in + cols = {'unit_in': 'ResultMeasure/MeasureUnitCode', + 'unit_out': 'Units', + 'measure': 'ResultMeasureValue', + 'basis': 'Speciation', } + self.col = SimpleNamespace(**cols) + df_out.loc[c_mask, self.col.unit_out] = df_out.loc[c_mask, + self.col.unit_in] + self.df = df_out + # Deal with values: set out_col = in + self.out_col = domains.out_col_lookup()[char_val] + self._coerce_measure() + self.ureg = pint.UnitRegistry() # Add standard unit registry + self.units = domains.OUT_UNITS[self.out_col] + + def _coerce_measure(self): + """Identify bad measure values, and flag them. + + Copies measure values to out_col, with bad measures as NaN. + """ + df_out = self.df + c_mask = self.c_mask + meas_col = self.col.measure + + # Coerce bad measures in series to NaN + meas_s = pandas.to_numeric(df_out.loc[c_mask, meas_col], + errors='coerce') + # Create a list of the bad measures in the series + bad_measures = [df_out.iloc[i][meas_col] for i in meas_s[meas_s.isna()].index] + for bad_meas in pandas.unique(bad_measures): + # Flag each unique bad measure one measure (not row) at a time + if pandas.isna(bad_meas): + flag = f'{meas_col}: missing (NaN) result' + cond = c_mask & (df_out[meas_col].isna()) + else: + flag = f'{meas_col}: "{bad_meas}" result cannot be used' + cond = c_mask & (df_out[meas_col] == bad_meas) + # Flag bad measures + df_out = harmonize.add_qa_flag(df_out, cond, flag) + df_out[self.out_col] = meas_s # Return coerced results + + self.df = df_out + + def _unit_mask(self, unit, column=None): + """Get mask specific to characteristic (c_mask) and required units.""" + if column: + # TODO: column for in vs out col, not being used, remove? + return self.measure_mask() & (self.df[column] == unit) + return self.measure_mask() & (self.df[self.col.unit_out] == unit) + + def _infer_units(self, flag_col=None): + """ + Replace missing units with desired unit and add QA_flag about it in df. + + Parameters + ---------- + flag_col : str, optional + Column to reference in QA_flags. + The default None uses WQCharData.col.unit_out instead. + """ + # QA flag for missing units + flag = self._unit_qa_flag('MISSING', flag_col) + # Update mask for missing units + units_mask = self.c_mask & self.df[self.col.unit_out].isna() + self.df = harmonize.add_qa_flag(self.df, units_mask, flag) # Assign flag + # Update with infered unit + self.df.loc[units_mask, self.col.unit_out] = self.units + # Note: .fillna(self.units) is slightly faster but hits datatype issues + + + def _unit_qa_flag(self, trouble, flag_col=None): + """Generate a QA_flag flag string for the units column. + + If unit_col is a copy flag_col can specify the original column name for + the flag. The default units, self.units replaces the problem unit. + + Parameters + ---------- + trouble : str + Unit problem encountered (e.g., missing). + flag_col : str, optional + String to use when referring to the unit_col. + The default None uses WQCharData.col.unit_out instead. + + Returns + ------- + string + Flag to use in QA_flag column. + """ + if flag_col: + return f'{flag_col}: {trouble} UNITS, {self.units} assumed' + # Else: Used when flag_col is None, typically the column being checked + return f'{self.col.unit_out}: {trouble} UNITS, {self.units} assumed' + + def _replace_in_col(self, col, old_val, new_val, mask=None): + """Replace string throughout column, filter rows to skip by mask. + + Parameters + ---------- + df_in : pandas.DataFrame + DataFrame that will be updated. + col : str + Column of DataFrame to update old_val to _new_val. + old_val : str + Old value to replace. + new_val : str + New value to use. + mask : pandas.Series + Row conditional mask to only update a sub-set of rows. + The default None uses 'CharacteristicName' mask instead. + + Returns + ------- + df_in : pandas.DataFrame + Updated DataFrame. + + """ + if mask is None: + mask = self.c_mask + df_in = self.df + # Note: Timing is just as fast as long as df isn't copied + # Timing for replace vs set unkown + mask_old = mask & (df_in[col]==old_val) + #str.replace did not work for short str to long str (over-replaces) + #df.loc[mask, col] = df.loc[mask, col].str.replace(old_val, new_val) + df_in.loc[mask_old, col] = new_val # This should be more explicit + + return df_in + + def _dimension_handling(self, unit, quant=None, ureg=None): + """Handle and routes common dimension conversions/contexts. + + Parameters + ---------- + unit : str + Current unit. + quant : pint.quantity, optional + Required for conversions to/from moles + ureg : pint.UnitRegistry, optional + Unit Registry Object with any custom units defined. + The default is None + + Returns + ------- + dict + Dictionary with old_unit:new_unit. + list + List of Mole (substance) units. + + """ + units = self.units + if ureg is None: + ureg = pint.UnitRegistry() + + # Conversion to moles performed a level up from here (class method) + if ureg(units).check({'[length]': -3, '[mass]': 1}): + # Convert to density, e.g., '%' -> 'mg/l' + if ureg(unit).check({'[substance]': 1}): + if quant: + # Moles -> mg/l; dim = ' / l' + return {unit: quant + ' / l'}, [quant + ' / l'] + raise ValueError("Pint Quantity required for moles conversions") + # Else assume it is dimensionless (e.g. unit = 'g/kg') + return {unit: unit + ' * H2O'}, [] + if ureg(units).dimensionless: + # Convert to dimensionless, e.g., 'mg/l' -> '%' + if ureg(unit).check({'[substance]': 1}): + if quant: + # Moles -> g/kg; dim = ' / l / H2O' + return {unit: quant + ' / l / H2O'}, [quant + ' / l / H2O'] + raise ValueError("Pint Quantity required for moles conversions") + # Else assume it is density (e.g. unit = 'mg/l') + return {unit: unit + ' / H2O'}, [] + warn('WARNING: Unexpected dimensionality') + return {}, [] + + def check_units(self, flag_col=None): + """Check units. + + Checks for bad units that are missing (assumes default_unit) or + unrecognized as valid by unit registry (ureg). Does not check for units + in the correct dimensions, or a mistaken identity (e.g. 'deg F' + recognized as 'degree * farad'). + + Parameters + ---------- + flag_col : str, optional + Column to reference in string for 'QA_flags'. + The default None uses WQCharData.col.unit_out attribute. + + Returns + ------- + None. + + Examples + -------- + Build DataFrame to use as input: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Temperature, water', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': [nan, nan, 'Unknown',], + ... 'ResultMeasureValue': ['1.0', '67.0', '10',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus NaN 1.0 + 1 Temperature, water NaN 67.0 + 2 Phosphorus Unknown 10 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + >>> wq.df.Units + 0 NaN + 1 NaN + 2 Unknown + Name: Units, dtype: object + + Run check_units method to replace bad or missing units for phosphorus: + + >>> wq.check_units() # doctest: +IGNORE_RESULT + UserWarning: WARNING: 'Unknown' UNDEFINED UNIT for Phosphorus + + >>> wq.df[['CharacteristicName', 'Units', 'QA_flag']] + CharacteristicName Units QA_flag + 0 Phosphorus mg/l ResultMeasure/MeasureUnitCode: MISSING UNITS, ... + 1 Temperature, water NaN NaN + 2 Phosphorus mg/l ResultMeasure/MeasureUnitCode: 'Unknown' UNDEF... + + Note: it didn't infer units for 'Temperature, water' because wq is + Phosphorus specific. + """ + # Replace unit by dict using domain + self.replace_unit_by_dict(domains.UNITS_REPLACE[self.out_col]) + + # Deal with optional args + if flag_col is None: + flag_col = self.col.unit_in + self._infer_units(flag_col=flag_col) + + df_out = self.df + + # Check each unique unit is valid in ureg + for unit in list(set(df_out.loc[self.c_mask, self.col.unit_out])): + try: + self.ureg(unit) + except pint.UndefinedUnitError: + # WARNING: Does not catch '%' or bad units in ureg (eg deg F) + # If bad, flag and replace + problem = f"'{unit}' UNDEFINED UNIT for {self.out_col}" + warn("WARNING: " + problem) + flag = self._unit_qa_flag(problem, flag_col) + # New mask for bad units + u_mask = self._unit_mask(unit) + # Assign flag to bad units + df_out = harmonize.add_qa_flag(df_out, u_mask, flag) + df_out.loc[u_mask, self.col.unit_out] = self.units # Replace w/ default + self.df = df_out + + def check_basis(self, basis_col='MethodSpecificationName'): + """Determine speciation (basis) for measure. + + Parameters + ---------- + basis_col : str, optional + Basis column name. Default is 'MethodSpecificationName' which is + replaced by 'Speciation'. Other columns are updated in place. + + Returns + ------- + None. + + Examples + -------- + Build DataFrame to use as input: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Temperature, water', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l as P', nan, 'mg/l',], + ... 'ResultMeasureValue': ['1.0', '67.0', '10',], + ... 'MethodSpecificationName': [nan, nan, 'as PO4',], + ... }) + >>> df[['ResultMeasure/MeasureUnitCode', 'MethodSpecificationName']] + ResultMeasure/MeasureUnitCode MethodSpecificationName + 0 mg/l as P NaN + 1 NaN NaN + 2 mg/l as PO4 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + >>> wq.df.columns # doctest: +NORMALIZE_WHITESPACE + Index(['CharacteristicName', 'ResultMeasure/MeasureUnitCode', + 'ResultMeasureValue', 'MethodSpecificationName', 'Units', 'Phosphorus'], + dtype='object') + + Run check_basis method to speciation for phosphorus: + + >>> wq.check_basis() + >>> wq.df[['MethodSpecificationName', 'Speciation']] + MethodSpecificationName Speciation + 0 NaN P + 1 NaN NaN + 2 as PO4 PO4 + + Note where basis was part of 'ResultMeasure/MeasureUnitCode' it has + been removed in 'Units': + + >>> wq.df.iloc[0] + CharacteristicName Phosphorus + ResultMeasure/MeasureUnitCode mg/l as P + ResultMeasureValue 1.0 + MethodSpecificationName NaN + Units mg/l + Phosphorus 1.0 + Speciation P + Name: 0, dtype: object + """ + c_mask = self.c_mask + + # Check for Method Specification column + harmonize.df_checks(self.df, [basis_col]) + + # Basis from MethodSpecificationName + if basis_col == 'MethodSpecificationName': + + # Add basis out column (i.e., 'Speciation') if it doesn't exist + if self.col.basis not in self.df.columns: + self.df[self.col.basis] = nan + + # Mask to characteristic + self.df[c_mask] = basis.basis_from_method_spec(self.df[c_mask]) + + # Basis from unit + try: + basis_dict = basis.unit_basis_dict(self.out_col) + self.df[c_mask] = basis.basis_from_unit(self.df[c_mask], + basis_dict, + self.col.unit_out) + except KeyError: + pass + # Finish by filling any NAs with char_val based default + col = self.col.basis + + # Get built-in char_val based on out_col attribute + char_keys, char_vals = zip(*domains.out_col_lookup().items()) + char_val = list(char_keys)[list(char_vals).index(self.out_col)] + + self.df.loc[c_mask, col] = self.df.loc[c_mask, col].fillna(char_val) + + # Drop instances of 'as ' + self.df.loc[c_mask, col] = [bas[3:] + if bas.startswith('as ') else bas + for bas in self.df.loc[c_mask, col]] + + else: + self.df[c_mask] = basis.update_result_basis(self.df[c_mask], + basis_col, + self.col.unit_out) + + def update_ureg(self): + """Update class unit registry to define units based on out_col.""" + for definition in domains.registry_adds_list(self.out_col): + self.ureg.define(definition) + + def update_units(self, units_out): + """Update class units attribute to convert everything into. + + This just updates the attribute, it does not perform the conversion. + + Parameters + ---------- + units_out : str + Units to convert results into. + + Returns + ------- + None. + + Examples + -------- + Build WQ Characteristic Data class: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + >>> wq.units + 'mg/l' + + >>> wq.update_units('mg/kg') + >>> wq.units + 'mg/kg' + """ + self.units = units_out + + def measure_mask(self, column=None): + """Get mask for characteristic and valid measure. + + Mask is characteristic specific (c_mask) and only has valid col + measures (Non-NA). + + Parameters + ---------- + column : str, optional + DataFrame column name to use. Default None uses WQCharData.out_col + attribute. + + Returns + ------- + None. + + Examples + -------- + Build DataFrame to use as input: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Temperature, water', 'Phosphorus', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l as P', nan, 'mg/l', 'mg/l',], + ... 'ResultMeasureValue': ['1.0', '67.0', '10', 'None'], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus mg/l as P 1.0 + 1 Temperature, water NaN 67.0 + 2 Phosphorus mg/l 10 + 3 Phosphorus mg/l None + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + + Check measure mask: + + >>> wq.measure_mask() + 0 True + 1 False + 2 True + 3 False + dtype: bool + """ + if column: + return self.c_mask & self.df[column].notna() + return self.c_mask & self.df[self.out_col].notna() + + def convert_units(self, default_unit=None, errors='raise'): + """Update out-col to convert units. + + Update class out-col used to convert :class:`pandas.DataFrame`. from old + units to default_unit. + + Parameters + ---------- + default_unit : str, optional + Units to convert values to. Default None uses units attribute. + errors : str, optional + Values of ‘ignore’, ‘raise’, or ‘skip’. The default is ‘raise’. + If ‘raise’, invalid dimension conversions will raise an exception. + If ‘skip’, invalid dimension conversions will not be converted. + If ‘ignore’, invalid dimension conversions will be NaN. + + Returns + ------- + None. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Temperature, water',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/ml', 'deg C'], + ... 'ResultMeasureValue': ['1.0', '10.0',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus mg/ml 1.0 + 1 Temperature, water deg C 10.0 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + + >>> wq.convert_units() + >>> wq.df[['ResultMeasureValue', 'Units', 'Phosphorus']] + ResultMeasureValue Units Phosphorus + 0 1.0 mg/ml 1000.0000000000001 milligram / liter + 1 10.0 NaN NaN + """ + if default_unit: + self.units = default_unit + df_out = self.df + m_mask = self.measure_mask() + + params = {'quantity_series': df_out.loc[m_mask, self.out_col], + 'unit_series': df_out.loc[m_mask, self.col.unit_out], + 'units': self.units, + 'ureg': self.ureg, + 'errors': errors} + df_out.loc[m_mask, self.out_col] = harmonize.convert_unit_series(**params) + self.df = df_out + + def apply_conversion(self, convert_fun, unit, u_mask=None): + """Apply special dimension changing conversions. + + This uses functions in convert module and apply them across all cases + of current unit. + + Parameters + ---------- + convert_fun : function + Conversion function to apply. + unit : str + Current unit. + u_mask : pandas.Series, optional + Mask to use to identify what is being converted. + The default is None, creating a unit mask based on unit. + + Returns + ------- + None. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Dissolved oxygen (DO)', 'Dissolved oxygen (DO)',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l', '%'], + ... 'ResultMeasureValue': ['1.0', '10.0',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Dissolved oxygen (DO) mg/l 1.0 + 1 Dissolved oxygen (DO) % 10.0 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Dissolved oxygen (DO)') + >>> wq.apply_conversion(convert.DO_saturation, '%') + >>> wq.df[['Units', 'DO']] + Units DO + 0 mg/l 1.000000 + 1 milligram / liter 0.008262 + """ + # TODO: QA flag inexact conversions? + df_out = self.df + if u_mask is None: + u_mask = self._unit_mask(unit) + unit = self.ureg.Quantity(unit) # Pint quantity object from unit + old_vals = df_out.loc[u_mask, self.out_col] + try: + new_quants = [convert_fun(x*unit) for x in old_vals] + except ValueError: + #print(old_vals.iloc[0]*unit) + # string to avoid altered ureg issues + new_quants = [convert_fun(str(x*unit)) for x in old_vals] + # 1run=6505.62ms (may be slower) vs apply (5888.43ms) + #new_vals = old_vals.apply(lambda x: convert_fun(x*unit).magnitude) + new_vals = [quant.magnitude for quant in new_quants] + df_out.loc[u_mask, self.out_col] = new_vals + df_out.loc[u_mask, self.col.unit_out] = str(new_quants[0].units) + # self.units <- was used previously, sus when units is not default + + self.df = df_out + + def dimensions_list(self, m_mask=None): + """Get list of unique unit dimensions. + + Parameters + ---------- + m_mask : pandas.Series, optional + Conditional mask to limit rows. + The default None, uses :meth:`measure_mask`. + + Returns + ------- + list + List of units with mismatched dimensions. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l', 'mg/kg',], + ... 'ResultMeasureValue': ['1.0', '10',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus mg/l 1.0 + 1 Phosphorus mg/kg 10 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + + >>> wq.dimensions_list() + ['mg/kg'] + """ + if m_mask is None: + m_mask = self.measure_mask() + return harmonize.units_dimension(self.df.loc[m_mask, + self.col.unit_out], + self.units, + self.ureg) + + def replace_unit_str(self, old, new, mask=None): + """Replace ALL instances of old with in WQCharData.col.unit_out column. + + Parameters + ---------- + old : str + Sub-string to find and replace. + new : str + Sub-string to replace old sub-string. + mask : pandas.Series, optional + Conditional mask to limit rows. + The default None, uses the c_mask attribute. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Temperature, water', 'Temperature, water',], + ... 'ResultMeasure/MeasureUnitCode': ['deg C', 'deg F',], + ... 'ResultMeasureValue': ['31', '87',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Temperature, water deg C 31 + 1 Temperature, water deg F 87 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Temperature, water') + >>> wq.df[['ResultMeasure/MeasureUnitCode', 'Units', 'Temperature']] + ResultMeasure/MeasureUnitCode Units Temperature + 0 deg C deg C 31 + 1 deg F deg F 87 + + >>> wq.replace_unit_str(' ', '') + >>> wq.df[['ResultMeasure/MeasureUnitCode', 'Units', 'Temperature']] + ResultMeasure/MeasureUnitCode Units Temperature + 0 deg C degC 31 + 1 deg F degF 87 + """ + df_out = self.df + if mask is None: + mask = self.c_mask + unit_col = self.col.unit_out + df_out.loc[mask, unit_col] = df_out.loc[mask, unit_col].str.replace(old, new) + self.df = df_out + + def replace_unit_by_dict(self, val_dict, mask=None): + """Do multiple replace_in_col() replacements using val_dict. + + Replaces instances of val_dict key with val_dict value. + + Parameters + ---------- + val_dict : dict + Occurrences of key in the unit column are replaced with the value. + mask : pandas.Series, optional + Conditional mask to limit rows. + The default None, uses the c_mask attribute. + + Returns + ------- + None. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Fecal Coliform', 'Fecal Coliform',], + ... 'ResultMeasure/MeasureUnitCode': ['#/100ml', 'MPN',], + ... 'ResultMeasureValue': ['1.0', '10',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Fecal Coliform #/100ml 1.0 + 1 Fecal Coliform MPN 10 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Fecal Coliform') + >>> wq.df + CharacteristicName ResultMeasure/MeasureUnitCode ... Units Fecal_Coliform + 0 Fecal Coliform #/100ml ... #/100ml 1.0 + 1 Fecal Coliform MPN ... MPN 10.0 + + [2 rows x 5 columns] + + >>> wq.replace_unit_by_dict(domains.UNITS_REPLACE['Fecal_Coliform']) + >>> wq.df + CharacteristicName ResultMeasure/MeasureUnitCode ... Units Fecal_Coliform + 0 Fecal Coliform #/100ml ... CFU/(100ml) 1.0 + 1 Fecal Coliform MPN ... MPN/(100ml) 10.0 + + [2 rows x 5 columns] + """ + col = self.col.unit_out + for item in val_dict.items(): + self._replace_in_col(col, item[0], item[1], mask) + + def fraction(self, frac_dict=None, catch_all=None, suffix=None, + fract_col='ResultSampleFractionText'): + """Create columns for sample fractions using frac_dict to set names. + + Parameters + ---------- + frac_dict : dict, optional + Dictionary where {fraction_name : new_col}. + The default None starts with an empty dictionary. + catch_all : str, optional + Name for new field to map sample fractions not mapped by frac_dict + suffix : str, optional + String to add to the end of any new column name. + The default None, uses out_col attribute. + fract_col : str, optional + Column name where sample fraction is defined. + The default is 'ResultSampleFractionText'. + + Returns + ------- + frac_dict : dict + frac_dict updated to include any fract_col not already defined. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l', 'mg/kg',], + ... 'ResultMeasureValue': ['1.0', '10',], + ... 'ResultSampleFractionText': ['Dissolved', ''], + ... }) + >>> df + CharacteristicName ... ResultSampleFractionText + 0 Phosphorus ... Dissolved + 1 Phosphorus ... + + [2 rows x 4 columns] + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + + Go through required checks and conversions + + >>> wq.check_units() + >>> dimension_dict, mol_list = wq.dimension_fixes() + >>> wq.replace_unit_by_dict(dimension_dict, wq.measure_mask()) + >>> wq.moles_convert(mol_list) + >>> wq.convert_units() + >>> wq.df.columns + Index(['CharacteristicName', 'ResultMeasure/MeasureUnitCode', + 'ResultMeasureValue', 'ResultSampleFractionText', 'Units', 'Phosphorus', + 'QA_flag'], + dtype='object') + >>> wq.df['Phosphorus'] + 0 1.0 milligram / liter + 1 10.000000000000002 milligram / liter + Name: Phosphorus, dtype: object + + These results may have differen, non-comprable sample fractions. First, + split results using a provided frac_dict (as used in harmonize()): + + >>> from numpy import nan + >>> frac_dict = {'TP_Phosphorus': ['Total'], + ... 'TDP_Phosphorus': ['Dissolved'], + ... 'Other_Phosphorus': ['', nan],} + >>> wq.fraction(frac_dict) + >>> wq.df.columns + Index(['CharacteristicName', 'ResultMeasure/MeasureUnitCode', + 'ResultMeasureValue', 'ResultSampleFractionText', 'Units', 'Phosphorus', + 'QA_flag', 'TDP_Phosphorus', 'Other_Phosphorus'], + dtype='object') + >>> wq.df[['TDP_Phosphorus', 'Other_Phosphorus']] + TDP_Phosphorus Other_Phosphorus + 0 1.0 milligram / liter NaN + 1 NaN 10.000000000000002 milligram / liter + + Alternatively, the sample fraction lists from tada can be used, in this case they are added: + + >>> wq.fraction('TADA') + >>> wq.df.columns + Index(['CharacteristicName', 'ResultMeasure/MeasureUnitCode', + 'ResultMeasureValue', 'ResultSampleFractionText', 'Units', 'Phosphorus', + 'QA_flag', 'TDP_Phosphorus', 'Other_Phosphorus', + 'TOTAL PHOSPHORUS_ MIXED FORMS'], + dtype='object') + >>> wq.df[['TOTAL PHOSPHORUS_ MIXED FORMS', 'Other_Phosphorus']] + TOTAL PHOSPHORUS_ MIXED FORMS Other_Phosphorus + 0 1.0 milligram / liter NaN + 1 NaN 10.000000000000002 milligram / liter + """ + # Check for sample fraction column + harmonize.df_checks(self.df, [fract_col]) + + c_mask = self.c_mask + + fracs = list(set(self.df[c_mask][fract_col])) # List of fracs in data + + if ' ' in fracs: + #TODO: new col instead of overwrite + # Replace bad sample fraction w/ nan + self.df = self._replace_in_col(fract_col, ' ', nan, c_mask) + fracs.remove(' ') + + df_out = self.df # Set var for easier referencing + char = list(set(df_out[self.c_mask]['CharacteristicName']))[0] + + # Deal with lack of args + if suffix is None: + suffix = self.out_col + if catch_all is None: + catch_all = f'Other_{suffix}' + + # Set up dict for what sample fraction to what col + if frac_dict is None: + frac_dict = {} + elif frac_dict=='TADA': + # Get dictionary for updates from TADA (note keys are all caps) + tada = domains.harmonize_TADA_dict()[char.upper()] + frac_dict = {} + for key in tada: + # Add keys another level down + frac_dict[key] = list(tada[key]) + # Add their values + frac_dict[key] += [x for v in tada[key].values() for x in v] + #else: dict was already provided + if catch_all not in frac_dict.keys(): + frac_dict[catch_all] = ['', nan] + # Make sure catch_all exists + if not isinstance(frac_dict[catch_all], list): + frac_dict[catch_all] = [frac_dict[catch_all]] + + # First cut to make the keys work as column names + for key in frac_dict: + frac_dict[key.replace(',', '_')] = frac_dict.pop(key) + for key in frac_dict: + if key == self.out_col: + #TODO: prevent it from over-writing any col + # If it is the same col name as the out_col add '_1' + frac_dict[key+'_1'] = frac_dict.pop(key) + + # Compare sample fractions against expected + init_fracs = [x for v in frac_dict.values() for x in v] + not_init = [frac for frac in fracs if frac not in init_fracs] + if len(not_init)>0: + # TODO: when to add QA_flag? + smp = f'{char} sample fractions not in frac_dict' + solution = f'expected domains, mapped to "{catch_all}"' + print(f'{len(not_init)} {smp}') + # Compare against domains + all_fracs = list(domains.get_domain_dict('ResultSampleFraction')) + add_fracs = [frac for frac in not_init if frac in all_fracs] + # Add new fractions to frac_dict mapped to catch_all + if len(add_fracs)>0: + print(f'{len(add_fracs)} {smp} found in {solution}') + frac_dict[catch_all] += add_fracs + bad_fracs = [frac for frac in not_init if frac not in all_fracs] + if len(bad_fracs)>0: + warn(f'{len(bad_fracs)} {smp} or {solution}') + frac_dict[catch_all] += bad_fracs + + # Loop through dictionary making updates based on sample fraction + for frac in frac_dict.items(): + frac_mask = df_out[fract_col].isin(frac[1]) & c_mask + # Make sure they exist in the data + if any(frac_mask): + # add col and copy results over + df_out.loc[frac_mask, frac[0]] = df_out.loc[frac_mask, self.out_col] + + self.df = df_out + + def dimension_fixes(self): + """ + Input/output for dimension handling. + + Result dictionary key is old_unit and value is equation to get it into + the desired dimension. Result list has substance to include as part of + unit. + + Notes + ----- + These are next processed interactively, one dimension at a time, except + for mole conversions which are further split by basis (one at a time). + + Returns + ------- + dimension_dict : ``dict`` + Dictionary with old_unit:new_unit. + mol_list : ``list`` + List of Mole (substance) units. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> df = DataFrame({'CharacteristicName': ['Phosphorus', 'Phosphorus',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l', 'mg/kg',], + ... 'ResultMeasureValue': ['1.0', '10',], + ... }) + >>> df + CharacteristicName ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 Phosphorus mg/l 1.0 + 1 Phosphorus mg/kg 10 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Phosphorus') + + >>> wq.dimension_fixes() + ({'mg/kg': 'mg/kg * H2O'}, []) + """ + dimension_dict = {} # Empty dict to update to + mol_list = [] # Empty list to append to + + # If converting to/from moles has extra steps + if self.ureg(self.units).check({'[substance]': 1}): + # Convert everything to MOLES!!! + # Must consider the different speciation for each + #TODO: This could be problematic given umol/l + warn('This feature is not available yet') + return {}, [] + for unit in self.dimensions_list(): + if self.ureg(unit).check({'[substance]': 1}): + mol_params = {'ureg': self.ureg, + 'Q_': self.ureg.Quantity(1, unit),} + # Moles need to be further split by basis + basis_lst = list(set(self.df.loc[self.c_mask, self.col.basis])) + for speciation in basis_lst: + mol_params['basis'] = speciation + quant = str(convert.moles_to_mass(**mol_params)) + dim_tup = self._dimension_handling(unit, + quant, + self.ureg) + dimension_dict.update(dim_tup[0]) + mol_list+= dim_tup[1] + else: + dim_tup = self._dimension_handling(unit, + ureg = self.ureg) + dimension_dict.update(dim_tup[0]) + return dimension_dict, mol_list + + def moles_convert(self, mol_list): + """Update out_col with moles converted and reduce unit_col to units. + + Parameters + ---------- + mol_list : list + List of Mole (substance) units. + + Returns + ------- + None. + + Examples + -------- + Build pandas DataFrame to use as input: + + >>> from pandas import DataFrame + >>> from numpy import nan + >>> df = DataFrame({'CharacteristicName': ['Organic carbon', 'Organic carbon',], + ... 'ResultMeasure/MeasureUnitCode': ['mg/l', 'umol',], + ... 'ResultMeasureValue': ['1.0', '0.265',], + ... 'MethodSpecificationName': [nan, nan,], + ... }) + >>> df[['ResultMeasure/MeasureUnitCode', 'ResultMeasureValue']] + ResultMeasure/MeasureUnitCode ResultMeasureValue + 0 mg/l 1.0 + 1 umol 0.265 + + Build WQ Characteristic Data class from pandas DataFrame: + + >>> from harmonize_wq import wq_data + >>> wq = wq_data.WQCharData(df, 'Organic carbon') + >>> wq.df + CharacteristicName ResultMeasure/MeasureUnitCode ... Units Carbon + 0 Organic carbon mg/l ... mg/l 1.000 + 1 Organic carbon umol ... umol 0.265 + + [2 rows x 6 columns] + + Run required checks: + + >>> wq.check_basis() + >>> wq.check_units() + + Assemble dimensions dict and moles list: + + >>> dimension_dict, mol_list = wq.dimension_fixes() + >>> dimension_dict + {'umol': '0.00018015999999999998 gram / l'} + >>> mol_list + ['0.00018015999999999998 gram / l'] + + Replace units by dimension_dict: + + >>> wq.replace_unit_by_dict(dimension_dict, wq.measure_mask()) + >>> wq.df[['Units', 'Carbon']] + Units Carbon + 0 mg/l 1.000 + 1 0.00018015999999999998 gram / l 0.265 + + Convert Carbon measure into whole units: + + >>> wq.moles_convert(mol_list) + >>> wq.df[['Units', 'Carbon']] + Units Carbon + 0 mg/l 1.000000 + 1 gram / liter 0.000048 + + This allows final conversion without dimensionality issues: + + >>> wq.convert_units() + >>> wq.df['Carbon'] + 0 1.0 milligram / liter + 1 0.0477424 milligram / liter + Name: Carbon, dtype: object + """ + # Variables from WQP + df_out = self.df + unit_col = self.col.unit_out + ureg = self.ureg + out_col = self.out_col + + for quant in mol_list: + mol_mask = self._unit_mask(quant) + df_out.loc[mol_mask, out_col] = ureg.Quantity(quant) * df_out[out_col] + df_out.loc[mol_mask, unit_col] = str(ureg.Quantity(quant).units) + + self.df = df_out + self.ureg = ureg diff --git a/harmonize_wq/wrangle.py b/harmonize_wq/wrangle.py index 1495aff..bead6bf 100644 --- a/harmonize_wq/wrangle.py +++ b/harmonize_wq/wrangle.py @@ -1,21 +1,23 @@ # -*- coding: utf-8 -*- -""" - Functions to help re-shape the WQP DataFrame -""" +"""Functions to help re-shape the WQP pandas DataFrame.""" import pandas import geopandas from harmonize_wq import domains from harmonize_wq import harmonize from harmonize_wq.clean import datetime, harmonize_depth -import dataretrieval.wqp as wqp +from dataretrieval import wqp def split_table(df_in): - """ - Splits DataFrame in two, one with main results columns and one with - Characteristic based metadata. + """Split DataFrame columns axis into main and characteristic based. + + Splits :class:`pandas.DataFrame` in two, one with main results columns and + one with Characteristic based metadata. - Note: runs datetime() and harmonize_depth() if expected columns are missing + Notes + ----- + Runs :func:`clean.datetime` and :func:`cleanharmonize_depth` if expected + columns ('Activity_datetime' and 'Depth') are missing. Parameters ---------- @@ -29,6 +31,13 @@ def split_table(df_in): chars_df : pandas.DataFrame DataFrame with Characteristic based metadata. + Examples + -------- + See any of the 'Simple' notebooks found in + `demos `_ for + examples of how this function is used to divide the table into columns of + interest (main_df) and characteristic specific metadata (chars_df). + """ # Run datetime on activity fields if not already done if 'Activity_datetime' not in list(df_in.columns): @@ -47,16 +56,18 @@ def split_table(df_in): def split_col(df_in, result_col='QA_flag', col_prefix='QA'): - """ - Splits column so that each value is in a characteristic specific column + """Move each row value from a column to a characteristic specific column. + Values are moved from the result_col in df_in to a new column where the + column name is col_prefix + characteristic. + Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. - result_col : string, optional + result_col : str, optional Column name with results to split. The default is 'QA_flag'. - col_prefix : string, optional + col_prefix : str, optional Prefix to be added to new result column names. The default is 'QA'. Returns @@ -64,6 +75,13 @@ def split_col(df_in, result_col='QA_flag', col_prefix='QA'): df : pandas.DataFrame Updated DataFrame. + Examples + -------- + See any of the 'Simple' notebooks found in + `demos `_ for + examples of how this function is used to split the QA column into multiple + characteristic specific QA columns. + """ # TODO: is this function doing too much? df_out = df_in.copy() @@ -121,19 +139,44 @@ def split_col(df_in, result_col='QA_flag', col_prefix='QA'): def collapse_results(df_in, cols=None): + """Group rows/results that seems like the same sample. + + Default columns are organization, activity, location, and datetime. + + Parameters + ---------- + df_in : pandas.DataFrame + DataFrame that will be updated. + cols : list, optional + Columns to consider. The default is None. + + Returns + ------- + df_indexed : pandas.DataFrame + Updated DataFrame. + + Examples + -------- + See any of the 'Simple' notebooks found in + `demos `_ for + examples of how this function is used to combine rows with the same sample + organization, activity, location, and datetime. + + """ df = df_in.copy() # Drop obvious duplicates (doesn't tend to eliminate many) df = df.drop_duplicates() # TODO: use date instead of datetime if na? (date_idx) - idx_cols = ['MonitoringLocationIdentifier', + if not cols: + cols = ['MonitoringLocationIdentifier', 'Activity_datetime', 'ActivityIdentifier', 'OrganizationIdentifier'] - df_indexed = df.groupby(by=idx_cols, dropna=False).first() + df_indexed = df.groupby(by=cols, dropna=False).first() # TODO: warn about multi-lines with values (only returns first) - problems = df.groupby(by=idx_cols, dropna=False).first(min_count=2) + problems = df.groupby(by=cols, dropna=False).first(min_count=2) problems = problems.dropna(axis=1, how='all') return df_indexed @@ -198,8 +241,10 @@ def collapse_results(df_in, cols=None): def get_activities_by_loc(characteristic_names, locations): - """ - Quick attempt to segment batch what_activities - may not stay + """Segment batch what_activities. + + Warning this is not fully implemented and may not stay. Retrieves in batch + using :func:`dataretrieval.what_activities`. Parameters ---------- @@ -211,7 +256,11 @@ def get_activities_by_loc(characteristic_names, locations): Returns ------- activities : pandas.DataFrame - DataFrame from dataRetrieval.what_activities(). + Combined activities for locations. + + Examples + -------- + See :func:`wrangle.add_activities_to_df` """ # Split loc_list as query by list may cause the query url to be too long seg = 200 # Max length of each segment @@ -228,21 +277,90 @@ def get_activities_by_loc(characteristic_names, locations): def add_activities_to_df(df_in, mask=None): - """ - Add activities to DataFrame + """Add activities to DataFrame. Parameters ---------- df_in : pandas.DataFrame DataFrame that will be updated. mask : pandas.Series - Row conditional mask to sub-set rows to get activities for + Row conditional mask to sub-set rows to get activities for. + The default None, uses the entire set. Returns ------- df_merged : pandas.DataFrame Table with added info from activities table by location id. + Examples + -------- + Build example df_in table from harmonize_wq tests to use in place of Water + Quality Portal query response, this table has 'Temperature, water' and + 'Phosphorous' results: + + >>> import pandas + >>> tests_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests' + >>> df1 = pandas.read_csv(tests_url + '/data/wqp_results.txt') + >>> df1.shape + (359505, 35) + + Run on the first 1000 results: + + >>> df2 = df1[:1000] + + >>> from harmonize_wq import wrangle + >>> df_activities = wrangle.add_activities_to_df(df2) + >>> df_activities.shape + (1000, 100) + + Look at the columns added: + + >>> df_activities.columns[-65:] + Index(['ActivityTypeCode', 'ActivityMediaName', 'ActivityMediaSubdivisionName', + 'ActivityEndDate', 'ActivityEndTime/Time', + 'ActivityEndTime/TimeZoneCode', 'ActivityRelativeDepthName', + 'ActivityDepthHeightMeasure/MeasureValue', + 'ActivityDepthHeightMeasure/MeasureUnitCode', + 'ActivityDepthAltitudeReferencePointText', + 'ActivityTopDepthHeightMeasure/MeasureValue', + 'ActivityTopDepthHeightMeasure/MeasureUnitCode', + 'ActivityBottomDepthHeightMeasure/MeasureValue', + 'ActivityBottomDepthHeightMeasure/MeasureUnitCode', 'ProjectIdentifier', + 'ActivityConductingOrganizationText', 'ActivityCommentText', + 'SampleAquifer', 'HydrologicCondition', 'HydrologicEvent', + 'ActivityLocation/LatitudeMeasure', 'ActivityLocation/LongitudeMeasure', + 'ActivityLocation/SourceMapScaleNumeric', + 'ActivityLocation/HorizontalAccuracyMeasure/MeasureValue', + 'ActivityLocation/HorizontalAccuracyMeasure/MeasureUnitCode', + 'ActivityLocation/HorizontalCollectionMethodName', + 'ActivityLocation/HorizontalCoordinateReferenceSystemDatumName', + 'AssemblageSampledName', 'CollectionDuration/MeasureValue', + 'CollectionDuration/MeasureUnitCode', 'SamplingComponentName', + 'SamplingComponentPlaceInSeriesNumeric', + 'ReachLengthMeasure/MeasureValue', 'ReachLengthMeasure/MeasureUnitCode', + 'ReachWidthMeasure/MeasureValue', 'ReachWidthMeasure/MeasureUnitCode', + 'PassCount', 'NetTypeName', 'NetSurfaceAreaMeasure/MeasureValue', + 'NetSurfaceAreaMeasure/MeasureUnitCode', + 'NetMeshSizeMeasure/MeasureValue', 'NetMeshSizeMeasure/MeasureUnitCode', + 'BoatSpeedMeasure/MeasureValue', 'BoatSpeedMeasure/MeasureUnitCode', + 'CurrentSpeedMeasure/MeasureValue', + 'CurrentSpeedMeasure/MeasureUnitCode', 'ToxicityTestType', + 'SampleCollectionMethod/MethodIdentifier', + 'SampleCollectionMethod/MethodIdentifierContext', + 'SampleCollectionMethod/MethodName', + 'SampleCollectionMethod/MethodQualifierTypeName', + 'SampleCollectionMethod/MethodDescriptionText', + 'SampleCollectionEquipmentName', + 'SampleCollectionMethod/SampleCollectionEquipmentCommentText', + 'SamplePreparationMethod/MethodIdentifier', + 'SamplePreparationMethod/MethodIdentifierContext', + 'SamplePreparationMethod/MethodName', + 'SamplePreparationMethod/MethodQualifierTypeName', + 'SamplePreparationMethod/MethodDescriptionText', + 'SampleContainerTypeName', 'SampleContainerColorName', + 'ChemicalPreservativeUsedName', 'ThermalPreservativeUsedName', + 'SampleTransportStorageDescription', 'ActivityMetricUrl'], + dtype='object') """ df_out = df_in.copy() # Check df for loc_field @@ -271,14 +389,47 @@ def add_detection(df_in, char_val): ---------- df_in : pandas.DataFrame DataFrame that will be updated. - char_val : string - Specific characteristic name to apply to + char_val : str + Specific characteristic name to apply to. Returns ------- df_merged : pandas.DataFrame Table with added info from detection quantitation table columns. + Examples + -------- + Build example df_in table from harmonize_wq tests to use in place of Water + Quality Portal query response, this table has 'Temperature, water' and + 'Phosphorous' results: + + >>> import pandas + >>> tests_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests' + >>> df1 = pandas.read_csv(tests_url + '/data/wqp_results.txt') + >>> df1.shape + (359505, 35) + + Run on the 1000 results to speed it up: + + >>> df2 = df1[19000:20000] + >>> df2.shape + (1000, 35) + + >>> from harmonize_wq import wrangle + >>> df_detects = wrangle.add_detection(df2, 'Phosphorus') + >>> df_detects.shape + (1001, 38) + + Note: the additional rows are due to one result being able to be assigned + multiple detection results. This is not the case for e.g., df1[:1000] + + Look at the columns added: + + >>> df_detects.columns[-3:] + Index(['DetectionQuantitationLimitTypeName', + 'DetectionQuantitationLimitMeasure/MeasureValue', + 'DetectionQuantitationLimitMeasure/MeasureUnitCode'], + dtype='object') """ df_out = df_in.copy() # Check df for loc_field @@ -296,14 +447,18 @@ def add_detection(df_in, char_val): def get_detection_by_loc(loc_series, result_id_series, char_val=None): - """ - Retrieve detection quantitation results by location, and characteristic - name (Optional). ResultIdentifier can not be used to search, location id is - used instead and then results are limited by ResultIdentifiers. + """Get detection quantitation by location and characteristic (optional). + + Retrieves detection quantitation results by location and characteristic + name (optional). ResultIdentifier can not be used to search. Instead + location id from loc_series is used and then results are limited by + ResultIdentifiers from result_id_series. - NOTES: There can be multiple Result Detection Quantitation limits / result - A result may have a resultid without any corresponding data in the - Detection Quantitation limits table (nan in full result table). + Notes + ----- + There can be multiple Result Detection Quantitation limits / result. + A result may have a ResultIdentifier without any corresponding data in the + Detection Quantitation limits table (NaN in return). Parameters ---------- @@ -311,15 +466,14 @@ def get_detection_by_loc(loc_series, result_id_series, char_val=None): Series of location IDs to retrieve detection limits for. result_id_series : pandas.Series Series of result IDs to limit retrieved data. - char_val : string, optional. + char_val : str, optional. Specific characteristic name to retrieve detection limits for. - The default None, uses all CharacteristicNames + The default None, uses all 'CharacteristicName' values returned. Returns ------- df_out : pandas.DataFrame Detection Quantitation limits table corresponding to input arguments. - """ # TODO: implement fully # DetectionQuantitationLimitTypeName @@ -345,28 +499,47 @@ def get_detection_by_loc(loc_series, result_id_series, char_val=None): def merge_tables(df1, df2, df2_cols='all', merge_cols='activity'): - """ - Merges two tables (df1 & df2), adding df2_cols to df1 where merge_cols - match. + """Merge df1 and df2. + + Merge tables(df1 and df2), adding df2_cols to df1 where merge_cols match. Parameters ---------- df1 : pandas.DataFrame DataFrame that will be updated. df2 : pandas.DataFrame - DataFrame with new columns (df2_cols) that will be added to df_in. - df2_cols : string, optional + DataFrame with new columns (df2_cols) that will be added to df1. + df2_cols : str, optional Columns in df2 to add to df1. The default is 'all', for all columns not already in df1. - merge_cols : string, optional + merge_cols : str, optional Columns in both DataFrames to use in join. The default is 'activity', for a subset of columns in the activity df2. Returns ------- merged_results : pandas.DataFrame - Updated copy of df_in. + Updated copy of df1. + Examples + -------- + Build example table from harmonize_wq tests to use in place of Water + Quality Portal query responses: + + >>> import pandas + >>> tests_url = 'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests' + >>> df1 = pandas.read_csv(tests_url + '/data/wqp_results.txt') + >>> df1.shape + (359505, 35) + + >>> df2 = pandas.read_csv(tests_url + '/data/wqp_activities.txt') + >>> df2.shape + (353911, 40) + + >>> from harmonize_wq import wrangle + >>> merged = wrangle.merge_tables(df1, df2) + >>> merged.shape + (359505, 67) """ # TODO: change merge_cols default to all? col2_list = list(df2.columns) @@ -389,14 +562,14 @@ def merge_tables(df1, df2, df2_cols='all', merge_cols='activity'): # Check columns in both tables shared = [x for x in list(df1.columns) if x in col2_list] for col in merge_cols: - assert col in shared, '{} not in both DataFrames'.format(col) + assert col in shared, f'{col} not in both DataFrames' # Columns to add from df2 if df2_cols == 'all': # All columns not in df1 df2_cols = [x for x in col2_list if x not in list(df1.columns)] else: for col in df2_cols: - assert col in col2_list, '{} not in DataFrame'.format(col) + assert col in col2_list, f'{col} not in DataFrame' # Merge activity columns to narrow results df2 = df2[merge_cols + df2_cols] # Limit df2 to columns we want @@ -413,18 +586,27 @@ def merge_tables(df1, df2, df2_cols='all', merge_cols='activity'): def as_gdf(shp): - """ - Returns a GeoDataFrame for shp if shp is not already a GeoDataFrame. + """Get a GeoDataFrame for shp if shp is not already a GeoDataFrame. Parameters ---------- - shp : string + shp : str Filename for something that needs to be a GeoDataFrame. Returns ------- shp : geopandas.GeoDataFrame GeoDataFrame for shp if it isn't already a GeoDataFrame. + + Examples + -------- + Use area of interest GeoJSON for Pensacola and Perdido Bays, FL from + harmonize_wq tests: + + >>> from harmonize_wq import wrangle + >>> aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson' + >>> type(wrangle.as_gdf(aoi_url)) + """ if not isinstance(shp, geopandas.geodataframe.GeoDataFrame): shp = geopandas.read_file(shp) @@ -432,42 +614,53 @@ def as_gdf(shp): def get_bounding_box(shp, idx=None): - """ - Return bounding box for shp. + """Get bounding box for spatial file (shp). Parameters ---------- shp : spatial file Any geometry that is readable by geopandas. - idx : integer, optional + idx : int, optional Index for geometry to get bounding box for. The default is None to return the total extent bounding box. Returns ------- - Coordinates for bounding box as string and seperated by ', '. + Coordinates for bounding box as string and separated by ', '. + + Examples + -------- + Use area of interest GeoJSON for Pensacola and Perdido Bays, FL from + harmonize_wq tests: + + >>> from harmonize_wq import wrangle + >>> aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson' + >>> wrangle.get_bounding_box(aoi_url) + '-87.72443263367131,30.27180869902194,-86.58972642899643,30.654976858733534' """ shp = as_gdf(shp) if idx is None: - bBox = shp.total_bounds + bbox = shp.total_bounds else: xmin = shp.bounds['minx'][idx] xmax = shp.bounds['maxx'][idx] ymin = shp.bounds['miny'][idx] ymax = shp.bounds['maxy'][idx] - bBox = [xmin, ymin, xmax, ymax] + bbox = [xmin, ymin, xmax, ymax] - return ','.join(map(str, bBox)) + return ','.join(map(str, bbox)) def clip_stations(stations, aoi): - """ - Clip stations to area of interest (aoi). + """Clip stations to area of interest (aoi). + + Locations and results are queried by extent rather than the exact geometry. + Clipping by the exact geometry helps reduce the size of the results. Notes ----- - aoi is first transformed to stations CRS. + aoi is first transformed to CRS of stations. Parameters ---------- @@ -480,6 +673,32 @@ def clip_stations(stations, aoi): ------- pandas.DataFrame stations_gdf points clipped to the aoi_gdf. + + Examples + -------- + Build example geopandas GeoDataFrame of locations for stations: + + >>> import geopandas + >>> from shapely.geometry import Point + >>> from numpy import nan + >>> d = {'MonitoringLocationIdentifier': ['In', 'Out'], + ... 'geometry': [Point (-87.1250, 30.50000), + ... Point (-87.5000, 30.50000),]} + >>> stations_gdf = geopandas.GeoDataFrame(d, crs="EPSG:4326") + >>> stations_gdf + MonitoringLocationIdentifier geometry + 0 In POINT (-87.12500 30.50000) + 1 Out POINT (-87.50000 30.50000) + + Use area of interest GeoJSON for Pensacola and Perdido Bays, FL from + harmonize_wq tests: + + >>> aoi_url = r'https://raw.githubusercontent.com/USEPA/harmonize-wq/main/harmonize_wq/tests/data/PPBays_NCCA.geojson' + + >>> stations_in_aoi = harmonize_wq.wrangle.clip_stations(stations_gdf, aoi_url) + >>> stations_in_aoi + MonitoringLocationIdentifier geometry + 0 In POINT (-87.12500 30.50000) """ stations_gdf = as_gdf(stations) # Ensure it is geodataframe aoi_gdf = as_gdf(aoi) # Ensure it is geodataframe @@ -489,27 +708,61 @@ def clip_stations(stations, aoi): def to_simple_shape(gdf, out_shp): - """ - Simplifies GeoDataFrame for better export to shapefile. Adopts and adapts - 'Simple' from NWQMC/pywqp. + """Simplify GeoDataFrame for better export to shapefile. + + Adopts and adapts 'Simple' from `NWQMC/pywqp `_ + See :func:`domains.stations_rename` for renaming of columns. Parameters ---------- gdf : geopandas.GeoDataFrame The GeoDataFrame to be exported to shapefile. - shp_out: string + shp_out: str Shapefile directory and file name to be written. + + Examples + -------- + Build example geopandas GeoDataFrame of locations for stations: + + >>> import geopandas + >>> from shapely.geometry import Point + >>> from numpy import nan + >>> d = {'MonitoringLocationIdentifier': ['In', 'Out'], + ... 'geometry': [Point (-87.1250, 30.50000), + ... Point (-87.5000, 30.50000),]} + >>> gdf = geopandas.GeoDataFrame(d, crs="EPSG:4326") + >>> gdf + MonitoringLocationIdentifier geometry + 0 In POINT (-87.12500 30.50000) + 1 Out POINT (-87.50000 30.50000) + + Add datetime column + + >>> gdf['ActivityStartDate'] = ['2004-09-01', '2004-02-18'] + >>> gdf['ActivityStartTime/Time'] = ['10:01:00', '15:39:00'] + >>> gdf['ActivityStartTime/TimeZoneCode'] = ['EST', 'EST'] + >>> from harmonize_wq import clean + >>> gdf = clean.datetime(gdf) + >>> gdf + MonitoringLocationIdentifier ... Activity_datetime + 0 In ... 2004-09-01 15:01:00+00:00 + 1 Out ... 2004-02-18 20:39:00+00:00 + + [2 rows x 6 columns] + + >>> from harmonize_wq import wrangle + >>> wrangle.to_simple_shape(gdf, 'dataframe.shp') """ cols = gdf.columns # List of current column names names_dict = domains.stations_rename() # Dict of column names to update # Rename non-results columns that are too long for shp field names - renaming_list = [col for col in cols if col in names_dict.keys()] + renaming_list = [col for col in cols if col in names_dict] renaming_dict = {old_col: names_dict[old_col] for old_col in renaming_list} # Identify possible results columns before renaming columns - possible_results = [col for col in cols if col not in names_dict.keys()] + possible_results = [col for col in cols if col not in names_dict] gdf = gdf.rename(columns=renaming_dict) # Rename columns - # TODO: old_field should be assigned to alias + # TODO: old_field should be assigned to alias if output driver allows # field_map1... # Results columns need to be str not pint (.astype(str)) diff --git a/paper/paper.bib b/paper/paper.bib new file mode 100644 index 0000000..8324c78 --- /dev/null +++ b/paper/paper.bib @@ -0,0 +1,175 @@ +@article{Beck_2021, + author = {Beck, M.W., Schrandt, M.N., Wessel, M.R., Sherwood, E.T., Raulerson, G.E., Prasad A.A.B., and Best, B.D.}, + year = {2021}, + title = {tbeptools: An R package for synthesizing estuarine data for environmental research}, + journal = {Journal of Open Source Software}, + volume = {6}, + number = {65}, + pages = {3485}, + doi = {10.21105/joss.03485}, + url = {https://doi.org/10.21105/joss.03485} +} + +@article{Booth_2011, + author = {Booth, N.L., Everman, E.J., Kuo, I.L., Sprague, L. and Murphy, L.}, + year = {2011}, + title = {A Web‐Based Decision Support System for Assessing Regional Water‐Quality Conditions and Management Actions}, + journal = {Journal of the American Water Resources Association}, + volume = {47}, + number = {5}, + pages = {1136-1150}, + doi = {10.1111/j.1752‐1688.2011.00573.x}, + url = {https://doi.org/10.1111/j.1752-1688.2011.00573.x} +} + +@article{Bousquin_2021, + author = {Bousquin, J.}, + year = {2021}, + title = {Discrete Global Grid Systems as scalable geospatial frameworks for characterizing coastal environments}, + journal = {Environmental Modelling & Software}, + volume = {146}, + pages = {105210}, + doi = {10.1016/j.envsoft.2021.105210}, + url = {https://doi.org/10.1016/j.envsoft.2021.105210} +} + +@Manual{De_Cicco_2022, + author = {Laura A. {De Cicco} and David Lorenz and Robert M. Hirsch and William Watkins and Mike Johnson}, + title = {dataRetrieval: R packages for discovering and retrieving water data available from U.S. federal hydrologic web services}, + publisher = {U.S. Geological Survey}, + address = {Reston, VA}, + version = {2.7.12}, + institution = {U.S. Geological Survey}, + year = {2022}, + doi = {10.5066/P9X4L3GE}, + url = {https://code.usgs.gov/water/dataRetrieval}, +} + +@article{Evans_2021, + author = {Evans, M.J., Kay, K., Proctor, C., Thomas, C.J. and Malcom, J.W.}, + year = {2021}, + title = {Linking mountaintop removal mining to water quality for imperiled species using satellite data}, + journal = {PloS one}, + volume = {16}, + number = {11}, + pages = {e0239691}, + doi = {10.1371/journal.pone.0239691}, + url = {https://doi.org/10.1371/journal.pone.0239691} +} + +@software{Grecco_2021, + author = {Grecco, H., and Chéron, J.}, + title = {Pint: Operate and manipulate physical quantities in Python}, + version = {1.9}, + year = {2021}, + url = {https://github.com/hgrecco/pint}, +} + +@software{Hodson_2023, + author = {Hodson, T.O., Hariharan, J.A., Black, S., and Horsburgh, J.S.}, + title = {dataretrieval (Python): a Python package for discovering and retrieving water data available from U.S. federal hydrologic web services}, + publisher = {U.S. Geological Survey}, + version = {1.0.2}, + institution = {U.S. Geological Survey}, + year = {2023}, + doi = {10.5066/P94I5TX3}, + url = {https://doi.org/10.5066/P94I5TX3}, +} + +@software{Jordahl_2021, + author = {Kelsey Jordahl, Joris Van den Bossche, Martin Fleischmann, James McBride, Jacob Wasserman, Adrian Garcia Badaracco, Jeffrey Gerard, Alan D. Snow, Jeff Tratner, Matthew Perry, Carson Farmer, Geir Arne Hjelle, Micah Cochran, Sean Gillies, Lucas Culbertson, Matt Bartos, Brendan Ward, Giacomo Caria, Mike Taves, Nick Eubank, sangarshanan, John Flavin, Matt Richards, Sergio Rey, maxalbert, Aleksey Bilogur, Christopher Ren, Dani Arribas-Bel, Daniel Mesejo-León, and Leah Wasser}, + title = {geopandas/geopandas: v0.10.2}, + month = oct, + year = 2021, + publisher = {Zenodo}, + version = {v0.10.2}, + doi = {10.5281/zenodo.5573592}, + url = {https://doi.org/10.5281/zenodo.5573592} +} + +@article{Manning_2020, + author = {Manning, D.W., Rosemond, A.D., Benstead, J.P., Bumpers, P.M. and Kominoski, J.S.}, + year = {2020}, + title = {Transport of N and P in US streams and rivers differs with land use and between dissolved and particulate forms}, + journal = {Ecological Applications}, + volume = {30}, + issue = {6}, + pages = {p.e02130}, + doi = {10.1002/eap.2130}, + url = {https://doi.org/10.1002/eap.2130} +} + +@article{Ross_2019, + author = {Ross, M.R., Topp, S.N., Appling, A.P., Yang, X., Kuhn, C., Butman, D., Simard, M. and Pavelsky, T.M.}, + year = {2019}, + title = {AquaSat: A data set to enable remote sensing of water quality for inland waters}, + journal = {Water Resources Research}, + volume = {55}, + issue = {11}, + pages = {10012-10025}, + doi = {10.1029/2019WR024883}, + url = {https://doi.org/10.1029/2019WR024883} +} + +@article{Shaughnessy_2019, + author = {Shaughnessy, A.R., Wen, T., Niu, X., and Brantley, S.L.}, + year = {2019}, + title = {Three Principles to Use in Streamlining Water Quality Research through Data Uniformity}, + journal = {Environmental Science & Technology}, + volume = {53}, + issue = {23}, + pages = {13549-13550}, + doi = {10.1021/acs.est.9b06406}, + url = {https://doi.org/10.1021/acs.est.9b06406} +} + +@article{Shen_2020, + author = {Shen, L.Q., Amatulli, G., Sethi, T., Raymond, P., and Domisch, S.}, + year = {2020}, + title = {Estimating nitrogen and phosphorus concentrations in streams and rivers, within a machine learning framework}, + journal = {Scientific Data}, + volume = {7}, + pages = {161}, + doi = {10.1038/s41597-020-0478-7}, + url = {https://doi.org/10.1038/s41597-020-0478-7} +} + +@article{Sprague_2017, + author = {Sprague, L.A., Oelsner, G.P., and Argue, D.M.}, + year = {2017}, + title = {Challenges with secondary use of multi-source water-quality data in the United States}, + journal = {Water Research}, + volume = {110}, + pages = {252–261}, + doi = {10.1016/j.watres.2016.12.024}, + url = {https://doi.org/10.1016/j.watres.2016.12.024} +} + +@article{Wickham_2014, + author = {Wickham, H.}, + year = {2014}, + title = {Tidy data}, + journal = {The Journal of Statistical Software}, + volume = {59}, + issue = {10}, + pages = {252–261} +} + +@Manual{USEPA_2018, + title = {WQX Web Application Programming Interface (API)}, + publisher = {U.S. Environmental Protection Agency}, + address = {Washington, DC}, + institution = {U.S. Environmental Protection Agency, Office of Water}, + year = {2018}, + url = {https://www.epa.gov/sites/default/files/2018-09/documents/wqx_web_application_programming_interface_api.pdf}, +} + +@Manual{USEPA_2020, + title = {WQX Web User Guide}, + publisher = {U.S. Environmental Protection Agency}, + address = {Washington, DC}, + version = {3.0}, + institution = {U.S. Environmental Protection Agency, Office of Water}, + year = {2020}, + url = {https://www.epa.gov/sites/default/files/2020-03/documents/wqx_web_user_guide_v3.0.pdf}, +} diff --git a/paper/paper.md b/paper/paper.md new file mode 100644 index 0000000..f06618e --- /dev/null +++ b/paper/paper.md @@ -0,0 +1,54 @@ +--- +title: 'harmonize-wq: Standardize, clean and wrangle Water Quality Portal data into more analytic-ready formats' +tags: +- Python +- water quality +- data set analysis +authors: + - name: Justin Bousquin + orcid: 0000-0001-5797-4322 + affiliation: 1 + - name: Cristina A. Mullin + orcid: 0000-0002-0615-6087 + affiliation: 2 +affiliations: + - name: U.S. Environmental Protection Agency, Gulf Ecosystem Measurement and Modeling Division, Gulf Breeze, FL 32561 + index: 1 + - name: U.S. Environmental Protection Agency, Watershed Restoration, Assessment and Protection Division, Washington, D.C. 20460 + index: 2 +date: 20 December 2023 +bibliography: paper.bib +--- + +# Summary + +The US EPA’s Water Quality Exchange (WQX) allows state environmental agencies, the EPA, other federal agencies, universities, private citizens, and other organizations to provide water quality, biological, and physical data [@Read_2017]. The Water Quality Portal (WQP) is a data warehouse that facilitates access to data stored in large water quality databases, including WQX, in a common format. WQP has become an essential resource with tools to facilitate both data publishing [@USEPA_2018] [@USEPA_2020] and data retrieval [@De_Cicco_2022] [@Hodson_2023]. However, given the variety of data originators and methods, using the data in analysis often requires cleaning to ensure it meets required quality standards and wrangling to get it in a more analytic-ready format. Although there are many examples where this data cleaning or wrangling has been performed [@Bousquin_2021] [@Evans_2021] [@Manning_2020] [@Ross_2019] [@Shen_2020], standardized tools to perform this task will make it less time-intensive, more standardized, and more reproducible. More standardized data cleansing and wrangling allows easier integration of outputs into other tools in the water quality data pipeline, e.g., for integration into hydrologic analysis [@Chegini_2021], dashboards for visualization [@Beck_2021) or decision support tools [@Booth_2011]. + +# Statement of need + +Due to the diversity of data originators metadata quality varies and can pose significant challenges preventing WQP from being used as an analysis-ready data set [@Sprague_2017] [@Shaughnessy_2019]. Recognizing the definition of analysis-ready varies depending on the analysis, our goal with harmonize-wq is to provide a robust, flexible, water quality specific framework that will help the data analyst identify differences in data units (including speciation and basis), identify differences in sampling or analytic methods, and resolve data errors using transparent assumptions. Domain experts must decide what data meets their quality standards for data comparability and any thresholds for acceptance or rejection. + +# Current Functionality + +WQP is intended to be flexible in how data providers structure their data, what data they provide, and what metadata is associated with the data. The harmonize-wq package does not identify results for rejection, but it does flag those that were altered in a QA column. The package uses the metadata available to clean characteristic data into usable, comparable measures. Four data characteristics are the focus for cleaning the data: + +* Measure – If missing (NAN) or not the correct data type, e.g., non-numeric and non-categorical, it cannot be used in analysis. +* Sample Fraction – A measure for a given WQP characteristic, e.g., Phosphorous, may have differences in the analyzed samples, e.g., filtered, dissolved, organic, inorganic, etc. Where these may make measures incomparable to one another results are split into sample fraction specific columns. +* Speciation/Basis/Standards - A measure for a given WQP characteristic, e.g., Nitrogen, may have differences in the molecular basis measured, e.g., ‘as NO3’ vs ‘as N’. Likewise, some measures will differ depending on sample conditions, such as temperature and pressure. Since these differences will alter the comparability of results they are moved to the appropriate column for consideration in conversions and analyst decisions. +* Units - Units of measure are converted using Pint [@Grecco_2021]. To facilitate this, harmonize-wq defines new units, e.g., ‘NTU’ for turbidity, and updates WQP units for recognition by Pint, e.g., ‘deg C’ for water temperature is updated to ‘degC.’ Where units are missing (NAN) or unrecognized, an attempt is made to assume standard or user-specified units and a flag is added to the QA column. Pint contexts are used to change dimensionality of units, e.g., from mg/l (mass/volume) to g/kg of water (dimensionless), before final conversion. Some additional custom conversions were added, e.g., dissolved oxygen percent saturation to concentration in mg/l. When a unit is falsely recognized, e.g., ‘deg c’ recognized as degree * speed of light, it will typically result in a dimensionality error during conversion. The default is for conversion issues to error, but the user has the option to suppress that error, replacing the results with the un-converted units or as NAN. + +In addition to cleaning characteristic results, the package also harmonizes metadata defining the observation. These metadata include site location – where geopandas [@Jordahl_2021] is used to transform points to a consistent datum, and time of observation - where dataRetrieval [@Hodson_2023] interprets timezone, and sample depth. + +Data wrangling involves reducing the complexity of the data to make it more accessible and reshaping the data for use in analysis. The WQP data format is complex, with each row corresponding to a specific result for a specific characteristic and many columns for metadata specific to that result. The harmonize-wq package reshapes the table to loosely adhere to tidy principles [@Wickham_2014], where each variable forms a column (i.e., one characteristic per column) and each observation forms a row (i.e., one row per site and time stamp). Given the number of result specific WQP metadata columns, the package has functions to differentiate these based on the original characteristic, e.g., ‘QA’ becoming ‘QA_Nitrogen’, to avoid conflicts during reshaping. Once the data has been cleansed and result specific columns differentiated many of the original columns can be reduced. The package also has resources for entity resolution, both for deduplication when one source has duplicate results during reshaping (e.g., quality control or calibration sample) and when the same result is reported by different sources after the table is reshaped. + +# Disclaimer + +The views expressed in this article are those of the authors and do not necessarily represent the views or policies of the U.S. Environmental Protection Agency. Any mention of trade names, products, or services does not imply endorsement by the U.S. Government or the U.S. Environmental Protection Agency. The EPA does not endorse any commercial products, services, or enterprises. + +This contribution is identified by tracking number ORD-056806 of the U.S. Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling, Gulf Ecosystem Measurement and Modeling Division. + +# Acknowledgments + +Many people have contributed in various ways to the development of harmonize-wq. We are grateful to Rosmin Ennis, Farnaz Nojavan Asghari, Marc Weber, Catherine Birney, Lisa M. Smith and Elizabeth George for their early reviews of this paper. + +# References \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 9943871..c5ee2f5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,15 +7,15 @@ packages = ["harmonize_wq"] [metadata] name = "harmonize_wq" -version = "0.3.1" +version = "0.3.8" [project] name = "harmonize_wq" -version = "0.3.1" +version = "0.3.8" authors = [ { name="Justin Bousquin", email="Bousquin.Justin@epa.gov" }, ] -description = "Package to standardize, clean and wrangle Water Quality Portal data into more analytic-ready formats" +description = "Package to standardize, clean, and wrangle Water Quality Portal data into more analytic-ready formats" readme = "README.md" requires-python = ">=3.7" keywords = ["USEPA", "water data", "water quality"] diff --git a/requirements_dev.txt b/requirements_dev.txt new file mode 100644 index 0000000..9283214 --- /dev/null +++ b/requirements_dev.txt @@ -0,0 +1,7 @@ +pytest +coverage +sphinx +sphinx_rtd_theme +sphinxcontrib-spelling +nbsphinx +nbsphinx_link \ No newline at end of file