diff --git a/lab/.ipynb_checkpoints/lab_06-checkpoint.ipynb b/lab/.ipynb_checkpoints/lab_06-checkpoint.ipynb new file mode 100644 index 0000000..7e7b058 --- /dev/null +++ b/lab/.ipynb_checkpoints/lab_06-checkpoint.ipynb @@ -0,0 +1,1128 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "db5dbcd3", + "metadata": {}, + "source": [ + "# Lab 6\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/giswqs/geog-414/blob/master/book/labs/lab_06.ipynb)\n", + "\n", + "## Submission requirements\n", + "\n", + "1. Upload a screenshot of your map for each question.\n", + "2. Provide a link to your notebook on Colab. See instructions [here](https://geog-414.gishub.org/book/labs/instructions.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c05c7a8e", + "metadata": {}, + "outputs": [], + "source": [ + "import ee \n", + "import geemap\n", + "ee.Initialize()" + ] + }, + { + "cell_type": "markdown", + "id": "a4e45199", + "metadata": { + "tags": [] + }, + "source": [ + "## Question 1\n", + "\n", + "Create a map to visualize [NOAA GFS Temperature Data](https://developers.google.com/earth-engine/datasets/catalog/NOAA_GFS0P25) and add a color bar and [NOAA logo](https://i.imgur.com/spILFEi.png) to the map. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dc31880c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "de4f4859468d4c33aff90a57ad62c710", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[0, 0], controls=(WidgetControl(options=['position', 'transparent_bg'], widget=SearchDataGUI(childr…" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Map= geemap.Map()\n", + "\n", + "collection = (\n", + " ee.ImageCollection('NOAA/GFS0P25')\n", + " .filterDate('2018-12-22', '2018-12-23')\n", + " .limit(24)\n", + " .select('temperature_2m_above_ground')\n", + ")\n", + "\n", + "image= collection.median()\n", + "vis_params = {\n", + " 'min': -40.0,\n", + " 'max': 35.0,\n", + " 'palette': ['blue', 'purple', 'cyan', 'green', 'yellow', 'red'],\n", + "}\n", + "Map.addLayer(image, vis_params, 'Temperature')\n", + "Map" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "05cadf02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Map.add_colorbar(vis_params, label=\" Temperature Abover Ground\", layer_name=\"Temperature\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "88df09d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text= 'made by Zhanchao Yang'\n", + "Map.add_text(text, position='bottomright')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0d3321f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "logo = 'NOAA.png'\n", + "Map.add_image(logo, position='bottomleft')" + ] + }, + { + "cell_type": "markdown", + "id": "e79f1c7a", + "metadata": {}, + "source": [ + "![](https://i.imgur.com/bBoRswR.png)" + ] + }, + { + "cell_type": "markdown", + "id": "f21d54d9", + "metadata": {}, + "source": [ + "## Question 2\n", + "\n", + "**Linked Maps:** Create a 2*2 linked map to visualize the Landsat imagery (`ee.Image('LANDSAT/LE7_TOA_5YEAR/1999_2003')`) with different band combinations." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e85987f4", + "metadata": {}, + "outputs": [], + "source": [ + "import geemap\n", + "import ee" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5548aa2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ee.Initialize()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "67d26e1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cbcc890c1bba4b2f83a596ed5e4fcb36", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "GridspecLayout(children=(Output(layout=Layout(grid_area='widget001')), Output(layout=Layout(grid_area='widget0…" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "image = landsat7 = ee.Image('LANDSAT/LE7_TOA_5YEAR/1999_2003').select(\n", + " ['B1', 'B2', 'B3', 'B4', 'B5', 'B7']\n", + ")\n", + "\n", + "vis_params = [\n", + " {'bands': ['B3', 'B2', 'B1'], 'gamma': 1.4},\n", + " {'bands': ['B4', 'B5', 'B3'], 'gamma': 1.4},\n", + " {'bands': ['B4', 'B3', 'B2'], 'gamma': 1.4},\n", + " {'bands': ['B5', 'B4', 'B3'], 'gamma': 1.4},\n", + "]\n", + "\n", + "labels = [\n", + " 'Natural Color (B3/B2/B1)',\n", + " 'Land/Water (B4/B5/B3)',\n", + " 'Color Infrared (B8/B4/B3)',\n", + " 'Vegetation (B5/B4/B3)',\n", + "]\n", + "\n", + "geemap.linked_maps(\n", + " rows=2,\n", + " cols=2,\n", + " height=\"300px\",\n", + " center=[38.4151, 21.2712],\n", + " zoom=12,\n", + " ee_objects=[image],\n", + " vis_params=vis_params,\n", + " labels=labels,\n", + " label_position=\"topright\",\n", + ")\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7f4c2dfc", + "metadata": {}, + "source": [ + "![](https://i.imgur.com/Xp15uOo.png)" + ] + }, + { + "cell_type": "markdown", + "id": "b812a1ba", + "metadata": {}, + "source": [ + "## Question 3\n", + "\n", + "**Timeseries Inspector:** Create a map with timeseries inspector to visualize [USDA NASS Cropland Data Layers](https://developers.google.com/earth-engine/datasets/catalog/USDA_NASS_CDL) from 2010 to 2022. Add your name and [USDA logo](https://i.imgur.com/tzH2dNr.png) to the map." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "61992b6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "['1997',\n", + " '1998',\n", + " '1999',\n", + " '2000',\n", + " '2001',\n", + " '2002',\n", + " '2003',\n", + " '2004',\n", + " '2005a',\n", + " '2005b',\n", + " '2006',\n", + " '2007a',\n", + " '2007b',\n", + " '2008',\n", + " '2009',\n", + " '2010',\n", + " '2011',\n", + " '2012',\n", + " '2013',\n", + " '2014',\n", + " '2015',\n", + " '2016',\n", + " '2017',\n", + " '2018',\n", + " '2019',\n", + " '2020',\n", + " '2021',\n", + " '2022',\n", + " '2023']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Map= geemap.Map(center=[40,-100], zoom=4)\n", + "collection= ee.ImageCollection(\"USDA/NASS/CDL\").select('cropland')\n", + "vis_params= {'bands': ['cropland']}\n", + "years= collection.aggregate_array('system:index').getInfo()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "165a326c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c178a7a182bc41be87ad215802ebfc23", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[40, -100], controls=(WidgetControl(options=['position', 'transparent_bg'], widget=Dropdown(layout=…" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Map.ts_inspector(\n", + " left_ts=collection, \n", + " right_ts=collection, \n", + " left_names=years, \n", + " right_names=years,\n", + " left_vis=vis_params,\n", + " right_vis=vis_params,\n", + " width='80px',\n", + ")\n", + "Map" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "45679fd2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "picture= 'usda.png'\n", + "Map.add_image(picture, position='bottomleft')\n", + "\n", + "text= 'Made by Zhanchao Yang'\n", + "Map.add_text(text, position='bottomright')" + ] + }, + { + "cell_type": "markdown", + "id": "c44a90bc", + "metadata": {}, + "source": [ + "![](https://i.imgur.com/gW1XPhL.png)" + ] + }, + { + "cell_type": "markdown", + "id": "48dd2718", + "metadata": {}, + "source": [ + "## Question 4\n", + "\n", + "**Time slider:** Create a map with the time slider to visualize [Sentinel-2](https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S2_SR) for Knoxville, TN." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3cf2fe1d", + "metadata": {}, + "outputs": [], + "source": [ + "import geemap\n", + "import ee \n", + "ee.Initialize()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "554dabe9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fc= ee.FeatureCollection('TIGER/2018/Counties')\n", + "subset= fc.filter(ee.Filter.eq('NAME', 'Knox'))\n", + "knox= subset.filter(ee.Filter.eq('STATEFP', '47'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0046ba1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
    • type:ImageCollection
    • id:COPERNICUS/S2_SR_HARMONIZED
    • version:1717205321722875
        • id:B1
          • type:PixelType
          • max:65535
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        • 0:1490659200000
        • 1:1647907200000
      • description:

        Sentinel-2 is a wide-swath, high-resolution, multi-spectral\n", + "imaging mission supporting Copernicus Land Monitoring studies,\n", + "including the monitoring of vegetation, soil and water cover,\n", + "as well as observation of inland waterways and coastal areas.

        The Sentinel-2 L2 data are downloaded from scihub. They were\n", + "computed by running sen2cor. WARNING: ESA did not produce L2 data\n", + "for all L1 assets, and earlier L2 coverage is not global.

        The assets contain\n", + "12 UINT16 spectral bands representing SR scaled by 10000 (unlike in L1 data,\n", + "there is no B10). There are also several more L2-specific bands (see band\n", + "list for details). See the\n", + "Sentinel-2 User Handbook\n", + "for details. In addition, three QA bands are present where one\n", + "(QA60) is a bitmask band with cloud mask information. For more\n", + "details, see the full explanation of how cloud masks are computed.

        EE asset ids for Sentinel-2 L2 assets have the following format:\n", + "COPERNICUS/S2_SR/20151128T002653_20151128T102149_T56MNN. Here the\n", + "first numeric part represents the sensing date and time, the\n", + "second numeric part represents the product generation date and\n", + "time, and the final 6-character string is a unique granule identifier\n", + "indicating its UTM grid reference (see MGRS).

        Clouds can be removed by using\n", + "COPERNICUS/S2_CLOUD_PROBABILITY.\n", + "See\n", + "this tutorial\n", + "explaining how to apply the cloud mask.

        For more details on Sentinel-2 radiometric resolution, see this page.

        Provider: European Union/ESA/Copernicus

        Revisit Interval
        \n", + " 5 days\n", + "

        Bands
        NameDescription
        B1

        Aerosols

        B2

        Blue

        B3

        Green

        B4

        Red

        B5

        Red Edge 1

        B6

        Red Edge 2

        B7

        Red Edge 3

        B8

        NIR

        B8A

        Red Edge 4

        B9

        Water vapor

        B11

        SWIR 1

        B12

        SWIR 2

        AOT

        Aerosol Optical Thickness

        WVP

        Water Vapor Pressure. The height the water would occupy if the vapor were condensed into\n", + "liquid and spread evenly across the column.

        SCL

        Scene Classification Map (The "No Data" value of 0 is masked out)

        TCI_R

        True Color Image, Red channel

        TCI_G

        True Color Image, Green channel

        TCI_B

        True Color Image, Blue channel

        MSK_CLDPRB

        Cloud Probability Map (missing in some products)

        MSK_SNWPRB

        Snow Probability Map (missing in some products)

        QA10

        Always empty

        QA20

        Always empty

        QA60

        Cloud mask

        \n", + " Bitmask for QA60\n", + "
        • \n", + " Bit 10: Opaque clouds\n", + "
          • 0: No opaque clouds
          • 1: Opaque clouds present
        • \n", + " Bit 11: Cirrus clouds\n", + "
          • 0: No cirrus clouds
          • 1: Cirrus clouds present

        Image Properties
        NameTypeDescription
        AOT_RETRIEVAL_ACCURACYDOUBLE

        Accuracy of Aerosol Optical thickness model

        CLOUDY_PIXEL_PERCENTAGEDOUBLE

        Granule-specific cloudy pixel percentage taken from the original metadata

        CLOUD_COVERAGE_ASSESSMENTDOUBLE

        Cloudy pixel percentage for the whole archive that\n", + "contains this granule. Taken from the original metadata

        CLOUDY_SHADOW_PERCENTAGEDOUBLE

        Percentage of pixels classified as cloud shadow

        DARK_FEATURES_PERCENTAGEDOUBLE

        Percentage of pixels classified as dark features or shadows

        DATASTRIP_IDSTRING

        Unique identifier of the datastrip Product Data Item (PDI)

        DATATAKE_IDENTIFIERSTRING

        Uniquely identifies a given Datatake. The ID contains\n", + "the Sentinel-2 satellite, start date and time, absolute orbit\n", + "number, and processing baseline.

        DATATAKE_TYPESTRING

        MSI operation mode

        DEGRADED_MSI_DATA_PERCENTAGEDOUBLE

        Percentage of degraded MSI and ancillary data

        FORMAT_CORRECTNESSSTRING

        Synthesis of the On-Line Quality Control (OLQC) checks\n", + "performed at granule (Product_Syntax) and datastrip (Product\n", + "Syntax and DS_Consistency) levels

        GENERAL_QUALITYSTRING

        Synthesis of the OLQC checks performed at the datastrip level (Relative_Orbit_Number)

        GENERATION_TIMEDOUBLE

        Product generation time

        GEOMETRIC_QUALITYSTRING

        Synthesis of the OLQC checks performed at the datastrip level (Attitude_Quality_Indicator)

        GRANULE_IDSTRING

        Unique identifier of the granule PDI (PDI_ID)

        HIGH_PROBA_CLOUDS_PERCENTAGEDOUBLE

        Percentage of pixels classified as high probability clouds

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B1DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B1 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B2DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B2 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B3DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B3 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B4DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B4 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B5DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B5 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B6DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B6 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B7DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B7 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B8DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B8 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B8ADOUBLE

        Mean value containing viewing incidence azimuth angle average for band B8a and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B9DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B9 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B10DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B10 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B11DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B11 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B12DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B12 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B1DOUBLE

        Mean value containing viewing incidence zenith angle average for band B1 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B2DOUBLE

        Mean value containing viewing incidence zenith angle average for band B2 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B3DOUBLE

        Mean value containing viewing incidence zenith angle average for band B3 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B4DOUBLE

        Mean value containing viewing incidence zenith angle average for band B4 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B5DOUBLE

        Mean value containing viewing incidence zenith angle average for band B5 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B6DOUBLE

        Mean value containing viewing incidence zenith angle average for band B6 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B7DOUBLE

        Mean value containing viewing incidence zenith angle average for band B7 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B8DOUBLE

        Mean value containing viewing incidence zenith angle average for band B8 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B8ADOUBLE

        Mean value containing viewing incidence zenith angle average for band B8a and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B9DOUBLE

        Mean value containing viewing incidence zenith angle average for band B9 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B10DOUBLE

        Mean value containing viewing incidence zenith angle average for band B10 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B11DOUBLE

        Mean value containing viewing incidence zenith angle average for band B11 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B12DOUBLE

        Mean value containing viewing incidence zenith angle average for band B12 and for all detectors

        MEAN_SOLAR_AZIMUTH_ANGLEDOUBLE

        Mean value containing sun azimuth angle average for all bands and detectors

        MEAN_SOLAR_ZENITH_ANGLEDOUBLE

        Mean value containing sun zenith angle average for all bands and detectors

        MEDIUM_PROBA_CLOUDS_PERCENTAGEDOUBLE

        Percentage of pixels classified as medium probability clouds

        MGRS_TILESTRING

        US-Military Grid Reference System (MGRS) tile

        NODATA_PIXEL_PERCENTAGEDOUBLE

        Percentage of No Data pixels

        NOT_VEGETATED_PERCENTAGEDOUBLE

        Percentage of pixels classified as non-vegetated

        PROCESSING_BASELINESTRING

        Configuration baseline used at the time of the product\n", + "generation in terms of processor software version and major Ground\n", + "Image Processing Parameters (GIPP) version

        PRODUCT_IDSTRING

        The full id of the original Sentinel-2 product

        RADIATIVE_TRANSFER_ACCURACYDOUBLE

        Accuracy of radiative transfer model

        RADIOMETRIC_QUALITYSTRING

        Based on the OLQC reports contained in the Datastrips/QI_DATA with RADIOMETRIC_QUALITY checklist name

        REFLECTANCE_CONVERSION_CORRECTIONDOUBLE

        Earth-Sun distance correction factor

        SATURATED_DEFECTIVE_PIXEL_PERCENTAGEDOUBLE

        Percentage of saturated or defective pixels

        SENSING_ORBIT_DIRECTIONSTRING

        Imaging orbit direction

        SENSING_ORBIT_NUMBERDOUBLE

        Imaging orbit number

        SENSOR_QUALITYSTRING

        Synthesis of the OLQC checks performed at granule\n", + "(Missing_Lines, Corrupted_ISP, and Sensing_Time) and datastrip\n", + "(Degraded_SAD and Datation_Model) levels

        SOLAR_IRRADIANCE_B1DOUBLE

        Mean solar exoatmospheric irradiance for band B1

        SOLAR_IRRADIANCE_B2DOUBLE

        Mean solar exoatmospheric irradiance for band B2

        SOLAR_IRRADIANCE_B3DOUBLE

        Mean solar exoatmospheric irradiance for band B3

        SOLAR_IRRADIANCE_B4DOUBLE

        Mean solar exoatmospheric irradiance for band B4

        SOLAR_IRRADIANCE_B5DOUBLE

        Mean solar exoatmospheric irradiance for band B5

        SOLAR_IRRADIANCE_B6DOUBLE

        Mean solar exoatmospheric irradiance for band B6

        SOLAR_IRRADIANCE_B7DOUBLE

        Mean solar exoatmospheric irradiance for band B7

        SOLAR_IRRADIANCE_B8DOUBLE

        Mean solar exoatmospheric irradiance for band B8

        SOLAR_IRRADIANCE_B8ADOUBLE

        Mean solar exoatmospheric irradiance for band B8a

        SOLAR_IRRADIANCE_B9DOUBLE

        Mean solar exoatmospheric irradiance for band B9

        SOLAR_IRRADIANCE_B10DOUBLE

        Mean solar exoatmospheric irradiance for band B10

        SOLAR_IRRADIANCE_B11DOUBLE

        Mean solar exoatmospheric irradiance for band B11

        SOLAR_IRRADIANCE_B12DOUBLE

        Mean solar exoatmospheric irradiance for band B12

        SNOW_ICE_PERCENTAGEDOUBLE

        Percentage of pixels classified as snow or ice

        SPACECRAFT_NAMESTRING

        Sentinel-2 spacecraft name: Sentinel-2A, Sentinel-2B

        THIN_CIRRUS_PERCENTAGEDOUBLE

        Percentage of pixels classified as thin cirrus clouds

        UNCLASSIFIED_PERCENTAGEDOUBLE

        Percentage of unclassified pixels

        VEGETATION_PERCENTAGEDOUBLE

        Percentage of pixels classified as vegetation

        WATER_PERCENTAGEDOUBLE

        Percentage of pixels classified as water

        WATER_VAPOUR_RETRIEVAL_ACCURACYDOUBLE

        Declared accuracy of the Water Vapor model

        Terms of Use

        The use of Sentinel data is governed by the Copernicus\n", + "Sentinel Data Terms and Conditions.

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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collection= (\n", + " ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')\n", + " .filterDate('2021-01-01', '2021-07-01')\n", + " .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n", + " .filterBounds(knox)\n", + ")\n", + "collection" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c24742e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Map= geemap.Map(center=[40,-100], zoom=4)\n", + "collection= (\n", + " ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')\n", + " .filterDate('2021-01-01', '2021-01-20')\n", + " .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n", + " .filterBounds(knox)\n", + " .select(['B3', 'B4', 'B8'])\n", + ")\n", + "vis_params= {\n", + " 'bands': ['B8', 'B4', 'B3'], \n", + " 'min': 0, \n", + " 'max': 2000\n", + "}\n", + "\n", + "Map.add_time_slider(collection, vis_params, time_interval=2)\n", + "Map.centerObject(knox, zoom=10)\n", + "Map\n", + "\n", + "text= 'Made by Zhanchao Yang'\n", + "Map.add_text(text, position='bottomright')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "05093403", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ff7c5d2123cc4e7d9083a40a1e9a3bf2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[35.993196068178555, -83.93723059189078], controls=(WidgetControl(options=['position', 'transparent…" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Map" + ] + }, + { + "cell_type": "markdown", + "id": "c30150f6", + "metadata": {}, + "source": [ + "![](https://i.imgur.com/rJe2rvP.png)" + ] + }, + { + "cell_type": "markdown", + "id": "a4522812", + "metadata": {}, + "source": [ + "## Question 5\n", + "\n", + "**Split-panel Map:** Use the following datasets to create a split-panel map for visualizing the ESA land cover data in the US. Add the ESA land cover legend to the map (Hint: the built-in legend for ESA land cover is `ESA_WorldCover`).\n", + "\n", + "- [US Census States](https://developers.google.com/earth-engine/datasets/catalog/TIGER_2018_States): `ee.FeatureCollection(\"TIGER/2018/States\")`\n", + "- [ESA WorldCover 10m](https://developers.google.com/earth-engine/datasets/catalog/ESA_WorldCover_v100): `ee.ImageCollection(\"ESA/WorldCover/v100\")`\n", + "- Landsat: `LANDSAT/LE7_TOA_5YEAR/1999_2003`\n" + ] + }, + { + "cell_type": "markdown", + "id": "df458408", + "metadata": {}, + "source": [ + "Currently, the split-map control of ipyleaflet plotting backend has a bug ([source](https://github.com/jupyter-widgets/ipyleaflet/issues/1066)). Use the folium plotting backend instead." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38e1fece", + "metadata": {}, + "outputs": [], + "source": [ + "# Add your code here." + ] + }, + { + "cell_type": "markdown", + "id": "7d9a3c48", + "metadata": {}, + "source": [ + "![](https://i.imgur.com/y0GW6k8.png)" + ] + } + ], + "metadata": { + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lab/lab_06.ipynb b/lab/lab_06.ipynb index 6f73841..d76b9da 100644 --- a/lab/lab_06.ipynb +++ b/lab/lab_06.ipynb @@ -647,11 +647,399 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# Add your code here." + "import geemap\n", + "import ee \n", + "ee.Initialize()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "554dabe9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fc= ee.FeatureCollection('TIGER/2018/Counties')\n", + "subset= fc.filter(ee.Filter.eq('NAME', 'Knox'))\n", + "knox= subset.filter(ee.Filter.eq('STATEFP', '47'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0046ba1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
    • type:ImageCollection
    • id:COPERNICUS/S2_SR_HARMONIZED
    • version:1717205321722875
        • id:B1
          • type:PixelType
          • max:65535
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        • id:B12
          • type:PixelType
          • max:65535
          • min:0
          • precision:int
        • id:AOT
          • type:PixelType
          • max:65535
          • min:0
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          • type:PixelType
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      • description:

        Sentinel-2 is a wide-swath, high-resolution, multi-spectral\n", + "imaging mission supporting Copernicus Land Monitoring studies,\n", + "including the monitoring of vegetation, soil and water cover,\n", + "as well as observation of inland waterways and coastal areas.

        The Sentinel-2 L2 data are downloaded from scihub. They were\n", + "computed by running sen2cor. WARNING: ESA did not produce L2 data\n", + "for all L1 assets, and earlier L2 coverage is not global.

        The assets contain\n", + "12 UINT16 spectral bands representing SR scaled by 10000 (unlike in L1 data,\n", + "there is no B10). There are also several more L2-specific bands (see band\n", + "list for details). See the\n", + "Sentinel-2 User Handbook\n", + "for details. In addition, three QA bands are present where one\n", + "(QA60) is a bitmask band with cloud mask information. For more\n", + "details, see the full explanation of how cloud masks are computed.

        EE asset ids for Sentinel-2 L2 assets have the following format:\n", + "COPERNICUS/S2_SR/20151128T002653_20151128T102149_T56MNN. Here the\n", + "first numeric part represents the sensing date and time, the\n", + "second numeric part represents the product generation date and\n", + "time, and the final 6-character string is a unique granule identifier\n", + "indicating its UTM grid reference (see MGRS).

        Clouds can be removed by using\n", + "COPERNICUS/S2_CLOUD_PROBABILITY.\n", + "See\n", + "this tutorial\n", + "explaining how to apply the cloud mask.

        For more details on Sentinel-2 radiometric resolution, see this page.

        Provider: European Union/ESA/Copernicus

        Revisit Interval
        \n", + " 5 days\n", + "

        Bands
        NameDescription
        B1

        Aerosols

        B2

        Blue

        B3

        Green

        B4

        Red

        B5

        Red Edge 1

        B6

        Red Edge 2

        B7

        Red Edge 3

        B8

        NIR

        B8A

        Red Edge 4

        B9

        Water vapor

        B11

        SWIR 1

        B12

        SWIR 2

        AOT

        Aerosol Optical Thickness

        WVP

        Water Vapor Pressure. The height the water would occupy if the vapor were condensed into\n", + "liquid and spread evenly across the column.

        SCL

        Scene Classification Map (The "No Data" value of 0 is masked out)

        TCI_R

        True Color Image, Red channel

        TCI_G

        True Color Image, Green channel

        TCI_B

        True Color Image, Blue channel

        MSK_CLDPRB

        Cloud Probability Map (missing in some products)

        MSK_SNWPRB

        Snow Probability Map (missing in some products)

        QA10

        Always empty

        QA20

        Always empty

        QA60

        Cloud mask

        \n", + " Bitmask for QA60\n", + "
        • \n", + " Bit 10: Opaque clouds\n", + "
          • 0: No opaque clouds
          • 1: Opaque clouds present
        • \n", + " Bit 11: Cirrus clouds\n", + "
          • 0: No cirrus clouds
          • 1: Cirrus clouds present

        Image Properties
        NameTypeDescription
        AOT_RETRIEVAL_ACCURACYDOUBLE

        Accuracy of Aerosol Optical thickness model

        CLOUDY_PIXEL_PERCENTAGEDOUBLE

        Granule-specific cloudy pixel percentage taken from the original metadata

        CLOUD_COVERAGE_ASSESSMENTDOUBLE

        Cloudy pixel percentage for the whole archive that\n", + "contains this granule. Taken from the original metadata

        CLOUDY_SHADOW_PERCENTAGEDOUBLE

        Percentage of pixels classified as cloud shadow

        DARK_FEATURES_PERCENTAGEDOUBLE

        Percentage of pixels classified as dark features or shadows

        DATASTRIP_IDSTRING

        Unique identifier of the datastrip Product Data Item (PDI)

        DATATAKE_IDENTIFIERSTRING

        Uniquely identifies a given Datatake. The ID contains\n", + "the Sentinel-2 satellite, start date and time, absolute orbit\n", + "number, and processing baseline.

        DATATAKE_TYPESTRING

        MSI operation mode

        DEGRADED_MSI_DATA_PERCENTAGEDOUBLE

        Percentage of degraded MSI and ancillary data

        FORMAT_CORRECTNESSSTRING

        Synthesis of the On-Line Quality Control (OLQC) checks\n", + "performed at granule (Product_Syntax) and datastrip (Product\n", + "Syntax and DS_Consistency) levels

        GENERAL_QUALITYSTRING

        Synthesis of the OLQC checks performed at the datastrip level (Relative_Orbit_Number)

        GENERATION_TIMEDOUBLE

        Product generation time

        GEOMETRIC_QUALITYSTRING

        Synthesis of the OLQC checks performed at the datastrip level (Attitude_Quality_Indicator)

        GRANULE_IDSTRING

        Unique identifier of the granule PDI (PDI_ID)

        HIGH_PROBA_CLOUDS_PERCENTAGEDOUBLE

        Percentage of pixels classified as high probability clouds

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B1DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B1 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B2DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B2 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B3DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B3 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B4DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B4 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B5DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B5 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B6DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B6 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B7DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B7 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B8DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B8 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B8ADOUBLE

        Mean value containing viewing incidence azimuth angle average for band B8a and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B9DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B9 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B10DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B10 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B11DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B11 and for all detectors

        MEAN_INCIDENCE_AZIMUTH_ANGLE_B12DOUBLE

        Mean value containing viewing incidence azimuth angle average for band B12 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B1DOUBLE

        Mean value containing viewing incidence zenith angle average for band B1 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B2DOUBLE

        Mean value containing viewing incidence zenith angle average for band B2 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B3DOUBLE

        Mean value containing viewing incidence zenith angle average for band B3 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B4DOUBLE

        Mean value containing viewing incidence zenith angle average for band B4 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B5DOUBLE

        Mean value containing viewing incidence zenith angle average for band B5 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B6DOUBLE

        Mean value containing viewing incidence zenith angle average for band B6 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B7DOUBLE

        Mean value containing viewing incidence zenith angle average for band B7 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B8DOUBLE

        Mean value containing viewing incidence zenith angle average for band B8 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B8ADOUBLE

        Mean value containing viewing incidence zenith angle average for band B8a and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B9DOUBLE

        Mean value containing viewing incidence zenith angle average for band B9 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B10DOUBLE

        Mean value containing viewing incidence zenith angle average for band B10 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B11DOUBLE

        Mean value containing viewing incidence zenith angle average for band B11 and for all detectors

        MEAN_INCIDENCE_ZENITH_ANGLE_B12DOUBLE

        Mean value containing viewing incidence zenith angle average for band B12 and for all detectors

        MEAN_SOLAR_AZIMUTH_ANGLEDOUBLE

        Mean value containing sun azimuth angle average for all bands and detectors

        MEAN_SOLAR_ZENITH_ANGLEDOUBLE

        Mean value containing sun zenith angle average for all bands and detectors

        MEDIUM_PROBA_CLOUDS_PERCENTAGEDOUBLE

        Percentage of pixels classified as medium probability clouds

        MGRS_TILESTRING

        US-Military Grid Reference System (MGRS) tile

        NODATA_PIXEL_PERCENTAGEDOUBLE

        Percentage of No Data pixels

        NOT_VEGETATED_PERCENTAGEDOUBLE

        Percentage of pixels classified as non-vegetated

        PROCESSING_BASELINESTRING

        Configuration baseline used at the time of the product\n", + "generation in terms of processor software version and major Ground\n", + "Image Processing Parameters (GIPP) version

        PRODUCT_IDSTRING

        The full id of the original Sentinel-2 product

        RADIATIVE_TRANSFER_ACCURACYDOUBLE

        Accuracy of radiative transfer model

        RADIOMETRIC_QUALITYSTRING

        Based on the OLQC reports contained in the Datastrips/QI_DATA with RADIOMETRIC_QUALITY checklist name

        REFLECTANCE_CONVERSION_CORRECTIONDOUBLE

        Earth-Sun distance correction factor

        SATURATED_DEFECTIVE_PIXEL_PERCENTAGEDOUBLE

        Percentage of saturated or defective pixels

        SENSING_ORBIT_DIRECTIONSTRING

        Imaging orbit direction

        SENSING_ORBIT_NUMBERDOUBLE

        Imaging orbit number

        SENSOR_QUALITYSTRING

        Synthesis of the OLQC checks performed at granule\n", + "(Missing_Lines, Corrupted_ISP, and Sensing_Time) and datastrip\n", + "(Degraded_SAD and Datation_Model) levels

        SOLAR_IRRADIANCE_B1DOUBLE

        Mean solar exoatmospheric irradiance for band B1

        SOLAR_IRRADIANCE_B2DOUBLE

        Mean solar exoatmospheric irradiance for band B2

        SOLAR_IRRADIANCE_B3DOUBLE

        Mean solar exoatmospheric irradiance for band B3

        SOLAR_IRRADIANCE_B4DOUBLE

        Mean solar exoatmospheric irradiance for band B4

        SOLAR_IRRADIANCE_B5DOUBLE

        Mean solar exoatmospheric irradiance for band B5

        SOLAR_IRRADIANCE_B6DOUBLE

        Mean solar exoatmospheric irradiance for band B6

        SOLAR_IRRADIANCE_B7DOUBLE

        Mean solar exoatmospheric irradiance for band B7

        SOLAR_IRRADIANCE_B8DOUBLE

        Mean solar exoatmospheric irradiance for band B8

        SOLAR_IRRADIANCE_B8ADOUBLE

        Mean solar exoatmospheric irradiance for band B8a

        SOLAR_IRRADIANCE_B9DOUBLE

        Mean solar exoatmospheric irradiance for band B9

        SOLAR_IRRADIANCE_B10DOUBLE

        Mean solar exoatmospheric irradiance for band B10

        SOLAR_IRRADIANCE_B11DOUBLE

        Mean solar exoatmospheric irradiance for band B11

        SOLAR_IRRADIANCE_B12DOUBLE

        Mean solar exoatmospheric irradiance for band B12

        SNOW_ICE_PERCENTAGEDOUBLE

        Percentage of pixels classified as snow or ice

        SPACECRAFT_NAMESTRING

        Sentinel-2 spacecraft name: Sentinel-2A, Sentinel-2B

        THIN_CIRRUS_PERCENTAGEDOUBLE

        Percentage of pixels classified as thin cirrus clouds

        UNCLASSIFIED_PERCENTAGEDOUBLE

        Percentage of unclassified pixels

        VEGETATION_PERCENTAGEDOUBLE

        Percentage of pixels classified as vegetation

        WATER_PERCENTAGEDOUBLE

        Percentage of pixels classified as water

        WATER_VAPOUR_RETRIEVAL_ACCURACYDOUBLE

        Declared accuracy of the Water Vapor model

        Terms of Use

        The use of Sentinel data is governed by the Copernicus\n", + "Sentinel Data Terms and Conditions.

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      • provider_url:https://earth.esa.int/web/sentinel/user-guides/sentinel-2-msi/product-types/level-2a
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          • AOT_RETRIEVAL_ACCURACY:0
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          • CLOUD_COVERAGE_ASSESSMENT:0.967064
          • CLOUD_SHADOW_PERCENTAGE:0.252518
          • DARK_FEATURES_PERCENTAGE:0.413881
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          • DATATAKE_TYPE:INS-NOBS
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          • FORMAT_CORRECTNESS:PASSED
          • GENERAL_QUALITY:PASSED
          • GENERATION_TIME:1624481029000
          • GEOMETRIC_QUALITY:PASSED
          • GRANULE_ID:L2A_T17SKA_A031354_20210623T162315
          • HIGH_PROBA_CLOUDS_PERCENTAGE:0.402584
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          • MEAN_SOLAR_AZIMUTH_ANGLE:129.139249930445
          • MEAN_SOLAR_ZENITH_ANGLE:19.014294909047
          • MEDIUM_PROBA_CLOUDS_PERCENTAGE:0.538283
          • MGRS_TILE:17SKA
          • NODATA_PIXEL_PERCENTAGE:7e-05
          • NOT_VEGETATED_PERCENTAGE:1.905625
          • PROCESSING_BASELINE:03.00
          • PRODUCT_ID:S2A_MSIL2A_20210623T161901_N0300_R040_T17SKA_20210623T204349
          • RADIATIVE_TRANSFER_ACCURACY:0
          • RADIOMETRIC_QUALITY:PASSED
          • REFLECTANCE_CONVERSION_CORRECTION:0.968398496771832
          • SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:0
          • SENSING_ORBIT_DIRECTION:DESCENDING
          • SENSING_ORBIT_NUMBER:40
          • SENSOR_QUALITY:PASSED
          • SNOW_ICE_PERCENTAGE:0.000335
          • SOLAR_IRRADIANCE_B1:1884.69
          • SOLAR_IRRADIANCE_B10:367.15
          • SOLAR_IRRADIANCE_B11:245.59
          • SOLAR_IRRADIANCE_B12:85.25
          • SOLAR_IRRADIANCE_B2:1959.66
          • SOLAR_IRRADIANCE_B3:1823.24
          • SOLAR_IRRADIANCE_B4:1512.06
          • SOLAR_IRRADIANCE_B5:1424.64
          • SOLAR_IRRADIANCE_B6:1287.61
          • SOLAR_IRRADIANCE_B7:1162.08
          • SOLAR_IRRADIANCE_B8:1041.63
          • SOLAR_IRRADIANCE_B8A:955.32
          • SOLAR_IRRADIANCE_B9:812.92
          • SPACECRAFT_NAME:Sentinel-2A
          • THIN_CIRRUS_PERCENTAGE:0.026198
          • UNCLASSIFIED_PERCENTAGE:0.443652
          • VEGETATION_PERCENTAGE:94.390023
          • WATER_PERCENTAGE:1.626903
          • WATER_VAPOUR_RETRIEVAL_ACCURACY:0
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collection= (\n", + " ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')\n", + " .filterDate('2021-01-01', '2021-07-01')\n", + " .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n", + " .filterBounds(knox)\n", + ")\n", + "collection" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5c24742e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "68d3e597a31149e1b13b7040502cfb2a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Map(center=[35.993196068178555, -83.93723059189078], controls=(WidgetControl(options=['position', 'transparent…" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Map= geemap.Map(center=[40,-100], zoom=4)\n", + "collection= (\n", + " ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')\n", + " .filterDate('2021-01-01', '2021-01-20')\n", + " .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n", + " .filterBounds(knox)\n", + " .select(['B3', 'B4', 'B8'])\n", + ")\n", + "vis_params= {\n", + " 'bands': ['B8', 'B4', 'B3'], \n", + " 'min': 0, \n", + " 'max': 2000\n", + "}\n", + "\n", + "Map.add_time_slider(collection, vis_params, time_interval=2)\n", + "Map.centerObject(knox, zoom=10)\n", + "Map\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "05093403", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text= 'Made by Zhanchao Yang'\n", + "Map.add_text(text, position='bottomright')" ] }, {