diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook01_Explore_SEVIR.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook01_Explore_SEVIR.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook01_Explore_SEVIR.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook01_Explore_SEVIR.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook02_Feature_Engineering.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook02_Feature_Engineering.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook02_Feature_Engineering.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook02_Feature_Engineering.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook03_TrainValTest.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook03_TrainValTest.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook03_TrainValTest.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook03_TrainValTest.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook04_SimpleMLClassification.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook04_SimpleMLClassification.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook04_SimpleMLClassification.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook04_SimpleMLClassification.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook05_SimpleMLRegression.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook05_SimpleMLRegression.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook05_SimpleMLRegression.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook05_SimpleMLRegression.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook06_ComplexMLClassification.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook06_ComplexMLClassification.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook06_ComplexMLClassification.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook06_ComplexMLClassification.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook07_ComplexMLRegression.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook07_ComplexMLRegression.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook07_ComplexMLRegression.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook07_ComplexMLRegression.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook08_TrainingMoreThanOneModel.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook08_TrainingMoreThanOneModel.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook08_TrainingMoreThanOneModel.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook08_TrainingMoreThanOneModel.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook10_AHyperparameterSearch.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook10_AHyperparameterSearch.ipynb similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Notebook10_AHyperparameterSearch.ipynb rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/Notebook10_AHyperparameterSearch.ipynb diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/README.md b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/README.md similarity index 100% rename from tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/README.md rename to tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_1/README.md diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook02_Explore_sub_sevir.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook02_Explore_sub_sevir.ipynb new file mode 100644 index 0000000..af8be68 --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook02_Explore_sub_sevir.ipynb @@ -0,0 +1,2131 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "0ac627cc-df3a-4359-ac63-42db9146bfc0", + "metadata": {}, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook02_Explore_sub_sevir.ipynb)\n", + "\n", + "# Notebook 02: Explore sub-sevir\n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "\n", + "### Primary Goal: Play around and get familar with sub-sevir \n", + "\n", + "#### Background\n", + "\n", + "I always encourage people to get to know the data they are using for machine learning. So here, we will visualize some of the sub-sevir data. This is an important concept because the more comforatable you are with your data, the better you can anticipate when things will fail. \n", + "\n", + "#### Step 1: Install some things and grab the data\n", + "\n", + "We need to install some dependencies and download the dataset to this. This next cell should be hidden, but if you want to look in there go ahead. Please run this cell before continuing. \n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f4025b9", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "!pip -q install xmovie\n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "78da55a3-facd-4672-aeb1-94fb36c8bc73", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr \n", + "import matplotlib.pyplot as plt \n", + "import numpy as np\n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "import matplotlib\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9] #makes a grey background to the axis face\n", + "matplotlib.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", + "matplotlib.rcParams['axes.titlesize'] = 14 \n", + "matplotlib.rcParams['xtick.labelsize'] = 12 \n", + "matplotlib.rcParams['ytick.labelsize'] = 12 \n", + "matplotlib.rcParams['legend.fontsize'] = 12 \n", + "matplotlib.rcParams['legend.facecolor'] = 'w' \n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "\n", + "#make default resolution of figures much higher (i.e., High definition)\n", + "%config InlineBackend.figure_format = 'retina'\n" + ] + }, + { + "cell_type": "markdown", + "id": "e0c8d795-d8ad-4fb5-80ab-9e8e7d8b8af1", + "metadata": {}, + "source": [ + "#### Step 2: load some data\n", + "The data format here is called [Zarr](). I know, it's kinda a bizarre name, but it's a newer file format that is popular for cloud (not weather clouds, but the computer cloud kind) computing. \n", + "\n", + "I chose this format because: \n", + "\n", + "1. It gives you some exposure to the new file format\n", + "\n", + " You will see shortly that we will use these files no differently than a netCDF4. Xarray presents them in the same exact manner. \n", + "\n", + "\n", + "\n", + "2. They are very nice for file compression \n", + "\n", + " It was a goal of mine to make this dataset small but powerful. So a file format that compresses nicely worked better here. \n", + " \n", + " \n", + "This next code block just loads the file and prints out the metadata. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cd38154a-8e4d-46b0-b45b-716943b1405b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part1](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "\n", + "### Primary Goal: Re-train the traditional methods (e.g., random forest). \n", + "\n", + "#### Background\n", + "\n", + "It is always good to compare your machine learning models to a baseline. In this tutorial we are jumping into neural networks which can be quite complicated.\n", + "Thus, to serve as a reference point, we will compare the neural network results to the more traditional machine learning methods that were covered in [Part1](https://github.com/ai2es/WAF_ML_Tutorial_Part1). \n", + "Remember that in order to make this tutorial viable, we created the sub-SEVIR dataset as described in the [last notebook](https://github.com/ai2es/WAF_ML_Tutorial_Part2/blob/main/jupyter_notebooks/Notebook2_Explore_sub_sevir.ipynb). However, sub-SEVIR contains less information content than what was used to train the machine learning models in Part 1. \n", + "\n", + "To account for this, I have already extracted the percentile information used in Part 1 from the sub-SEVIR dataset and placed it in the repository. This notebook will be a good refresher of how to fit ML models using sklearn. \n", + "\n", + "#### Step 1: Install some things and grab the data\n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f630483d", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a1ce4614-0953-4bb5-bc52-6251a270c0fd", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "import numpy as np \n", + "import tqdm \n", + "import matplotlib\n", + "import matplotlib.pyplot as plt \n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9]\n", + "matplotlib.rcParams['axes.labelsize'] = 14\n", + "matplotlib.rcParams['axes.titlesize'] = 14\n", + "matplotlib.rcParams['xtick.labelsize'] = 12\n", + "matplotlib.rcParams['ytick.labelsize'] = 12\n", + "matplotlib.rcParams['legend.fontsize'] = 12\n", + "matplotlib.rcParams['legend.facecolor'] = 'w'\n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "%config InlineBackend.figure_format = 'retina'\n" + ] + }, + { + "cell_type": "markdown", + "id": "94ebd17b-a5ef-45b5-b1eb-4e4ada13ef7c", + "metadata": {}, + "source": [ + "#### Step 2: Load in the pre-made data \n", + "\n", + "Now go ahead and load in the pre-made percentiles from this repository." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "56fe593f-bea6-487d-9557-bc6107a4abc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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q000_irq001_irq010_irq025_irq050_irq075_irq090_irq099_irq100_irq000_wv...q001_vlq010_vlq025_vlq050_vlq075_vlq090_vlq099_vlq100_vllabel_classlabel_reg
0-2.196238-1.949695-1.791281-1.528253-1.0108200.4959471.4560041.5002971.509985-3.016850...-0.206396-0.206396-0.206396-0.2063960.0296830.7896127.98600224.5570111.0600.0
1-2.097033-1.949780-1.785856-1.546079-0.9953190.3985831.4451531.4987471.511147-2.861186...-0.206396-0.206396-0.206396-0.2063960.0236920.7896126.99786023.9285281.0555.0
2-2.191200-1.950458-1.779152-1.547726-1.0098510.3299931.4251571.4967981.508822-3.032837...-0.206396-0.206396-0.206396-0.2063960.0178520.8341767.18546123.3160021.0486.0
3-2.069906-1.953159-1.768301-1.545692-0.9957070.2533611.3969851.4944841.504172-2.798920...-0.206396-0.206396-0.206396-0.2063960.0121610.8077676.64203724.5570111.0356.0
4-2.038905-1.955155-1.766751-1.539879-0.9639300.2172251.3646271.4925471.506885-2.714777...-0.206396-0.206396-0.206396-0.2063960.0178520.8612738.19933622.7190211.0416.0
..................................................................
59995-1.797481-1.756005-1.633949-1.518081-1.326841-0.951142-0.594974-0.1331380.101357-2.148497...-0.183930-0.144616-0.127766-0.099991-0.0458530.0358310.1780630.2911400.00.0
59996-1.791669-1.759493-1.635886-1.520793-1.335366-0.955986-0.572343-0.0651560.080043-2.162801...-0.183930-0.144616-0.127766-0.097220-0.0458530.0421380.1783560.3892320.00.0
59997-1.805232-1.764918-1.637049-1.519437-1.333816-0.968774-0.581837-0.0854380.117633-2.181313...-0.206396-0.144616-0.127766-0.097220-0.0458530.0296830.1883750.3450230.00.0
59998-1.796706-1.757168-1.637979-1.526606-1.336722-0.984953-0.574862-0.0468490.077331-2.172899...-0.206396-0.144616-0.127766-0.094377-0.0416720.0358310.2092020.4047420.00.0
59999-1.797481-1.757179-1.641312-1.529028-1.337691-0.983887-0.570987-0.0610130.071131-2.155228...-0.183930-0.144616-0.122150-0.094377-0.0373830.0358310.2092020.5838880.00.0
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60000 rows × 38 columns

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" + ], + "text/plain": [ + " q000_ir q001_ir q010_ir q025_ir q050_ir q075_ir q090_ir \\\n", + "0 -2.196238 -1.949695 -1.791281 -1.528253 -1.010820 0.495947 1.456004 \n", + "1 -2.097033 -1.949780 -1.785856 -1.546079 -0.995319 0.398583 1.445153 \n", + "2 -2.191200 -1.950458 -1.779152 -1.547726 -1.009851 0.329993 1.425157 \n", + "3 -2.069906 -1.953159 -1.768301 -1.545692 -0.995707 0.253361 1.396985 \n", + "4 -2.038905 -1.955155 -1.766751 -1.539879 -0.963930 0.217225 1.364627 \n", + "... ... ... ... ... ... ... ... \n", + "59995 -1.797481 -1.756005 -1.633949 -1.518081 -1.326841 -0.951142 -0.594974 \n", + "59996 -1.791669 -1.759493 -1.635886 -1.520793 -1.335366 -0.955986 -0.572343 \n", + "59997 -1.805232 -1.764918 -1.637049 -1.519437 -1.333816 -0.968774 -0.581837 \n", + "59998 -1.796706 -1.757168 -1.637979 -1.526606 -1.336722 -0.984953 -0.574862 \n", + "59999 -1.797481 -1.757179 -1.641312 -1.529028 -1.337691 -0.983887 -0.570987 \n", + "\n", + " q099_ir q100_ir q000_wv ... q001_vl q010_vl q025_vl \\\n", + "0 1.500297 1.509985 -3.016850 ... -0.206396 -0.206396 -0.206396 \n", + "1 1.498747 1.511147 -2.861186 ... -0.206396 -0.206396 -0.206396 \n", + "2 1.496798 1.508822 -3.032837 ... -0.206396 -0.206396 -0.206396 \n", + "3 1.494484 1.504172 -2.798920 ... -0.206396 -0.206396 -0.206396 \n", + "4 1.492547 1.506885 -2.714777 ... -0.206396 -0.206396 -0.206396 \n", + "... ... ... ... ... ... ... ... \n", + "59995 -0.133138 0.101357 -2.148497 ... -0.183930 -0.144616 -0.127766 \n", + "59996 -0.065156 0.080043 -2.162801 ... -0.183930 -0.144616 -0.127766 \n", + "59997 -0.085438 0.117633 -2.181313 ... -0.206396 -0.144616 -0.127766 \n", + "59998 -0.046849 0.077331 -2.172899 ... -0.206396 -0.144616 -0.127766 \n", + "59999 -0.061013 0.071131 -2.155228 ... -0.183930 -0.144616 -0.122150 \n", + "\n", + " q050_vl q075_vl q090_vl q099_vl q100_vl label_class \\\n", + "0 -0.206396 0.029683 0.789612 7.986002 24.557011 1.0 \n", + "1 -0.206396 0.023692 0.789612 6.997860 23.928528 1.0 \n", + "2 -0.206396 0.017852 0.834176 7.185461 23.316002 1.0 \n", + "3 -0.206396 0.012161 0.807767 6.642037 24.557011 1.0 \n", + "4 -0.206396 0.017852 0.861273 8.199336 22.719021 1.0 \n", + "... ... ... ... ... ... ... \n", + "59995 -0.099991 -0.045853 0.035831 0.178063 0.291140 0.0 \n", + "59996 -0.097220 -0.045853 0.042138 0.178356 0.389232 0.0 \n", + "59997 -0.097220 -0.045853 0.029683 0.188375 0.345023 0.0 \n", + "59998 -0.094377 -0.041672 0.035831 0.209202 0.404742 0.0 \n", + "59999 -0.094377 -0.037383 0.035831 0.209202 0.583888 0.0 \n", + "\n", + " label_reg \n", + "0 600.0 \n", + "1 555.0 \n", + "2 486.0 \n", + "3 356.0 \n", + "4 416.0 \n", + "... ... \n", + "59995 0.0 \n", + "59996 0.0 \n", + "59997 0.0 \n", + "59998 0.0 \n", + "59999 0.0 \n", + "\n", + "[60000 rows x 38 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#load training \n", + "df_t = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_train.csv')\n", + "#load validation set\n", + "df_v = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_val.csv')\n", + "\n", + "#print out df_t, items at the bottom of the cell get printed\n", + "df_t" + ] + }, + { + "cell_type": "markdown", + "id": "06838ceb-ed31-4b9e-8edc-a63ab3717494", + "metadata": {}, + "source": [ + "I find it useful to always look at the data you load in. So here we have a dataframe that contains all of our percentiles ```(q_***_var)```, where the stars are the percentile (000 means min) and the ```_var``` is the variable (e.g., ir is infrared). Then the far right columns contain the labels, one for classification and one for regression. \n", + "\n", + "I'm a visual learner, so lets look at the distribution of the minimum brightness temperature of IR (```q000_ir```)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "7858fba2-4203-4e05-9443-57ee11d3c361", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1.000e+00, 0.000e+00, 4.000e+00, 1.200e+01, 3.000e+01, 6.700e+01,\n", + " 8.000e+01, 1.830e+02, 2.790e+02, 3.960e+02, 5.210e+02, 6.600e+02,\n", + " 8.260e+02, 9.960e+02, 1.226e+03, 1.454e+03, 1.466e+03, 1.554e+03,\n", + " 1.577e+03, 1.660e+03, 1.630e+03, 1.730e+03, 1.652e+03, 1.706e+03,\n", + " 1.729e+03, 1.701e+03, 1.811e+03, 1.884e+03, 1.980e+03, 1.879e+03,\n", + " 1.883e+03, 1.901e+03, 1.797e+03, 1.959e+03, 1.605e+03, 1.415e+03,\n", + " 1.385e+03, 1.311e+03, 1.227e+03, 1.023e+03, 9.770e+02, 7.550e+02,\n", + " 6.490e+02, 6.310e+02, 6.890e+02, 5.730e+02, 5.630e+02, 5.430e+02,\n", + " 5.090e+02, 4.810e+02, 3.840e+02, 4.430e+02, 4.090e+02, 3.830e+02,\n", + " 3.310e+02, 3.040e+02, 2.500e+02, 2.000e+02, 2.550e+02, 2.310e+02,\n", + " 2.220e+02, 1.870e+02, 2.050e+02, 1.590e+02, 1.220e+02, 1.790e+02,\n", + " 1.460e+02, 1.510e+02, 1.560e+02, 1.570e+02, 1.340e+02, 1.390e+02,\n", + " 1.020e+02, 1.020e+02, 9.500e+01, 1.200e+02, 1.150e+02, 1.560e+02,\n", + " 1.390e+02, 9.700e+01, 1.180e+02, 8.500e+01, 9.200e+01, 1.540e+02,\n", + " 1.110e+02, 9.800e+01, 9.400e+01, 9.400e+01, 1.040e+02, 7.700e+01,\n", + " 5.600e+01, 4.600e+01, 5.100e+01, 4.800e+01, 4.200e+01, 3.700e+01,\n", + " 1.400e+01, 1.300e+01, 1.800e+01, 5.000e+00]),\n", + " array([-2.74690056, -2.70482773, -2.6627549 , -2.62068206, -2.57860923,\n", + " -2.5365364 , -2.49446357, -2.45239074, -2.41031791, -2.36824508,\n", + " -2.32617224, -2.28409941, -2.24202658, -2.19995375, -2.15788092,\n", + " -2.11580809, -2.07373526, -2.03166242, -1.98958959, -1.94751676,\n", + " -1.90544393, -1.8633711 , -1.82129827, -1.77922544, -1.73715261,\n", + " -1.69507977, -1.65300694, -1.61093411, -1.56886128, -1.52678845,\n", + " -1.48471562, -1.44264279, -1.40056995, -1.35849712, -1.31642429,\n", + " -1.27435146, -1.23227863, -1.1902058 , -1.14813297, -1.10606013,\n", + " -1.0639873 , -1.02191447, -0.97984164, -0.93776881, -0.89569598,\n", + " -0.85362315, -0.81155031, -0.76947748, -0.72740465, -0.68533182,\n", + " -0.64325899, -0.60118616, -0.55911333, -0.51704049, -0.47496766,\n", + " -0.43289483, -0.390822 , -0.34874917, -0.30667634, -0.26460351,\n", + " -0.22253067, -0.18045784, -0.13838501, -0.09631218, -0.05423935,\n", + " -0.01216652, 0.02990631, 0.07197914, 0.11405198, 0.15612481,\n", + " 0.19819764, 0.24027047, 0.2823433 , 0.32441613, 0.36648896,\n", + " 0.4085618 , 0.45063463, 0.49270746, 0.53478029, 0.57685312,\n", + " 0.61892595, 0.66099878, 0.70307162, 0.74514445, 0.78721728,\n", + " 0.82929011, 0.87136294, 0.91343577, 0.9555086 , 0.99758144,\n", + " 1.03965427, 1.0817271 , 1.12379993, 1.16587276, 1.20794559,\n", + " 1.25001842, 1.29209126, 1.33416409, 1.37623692, 1.41830975,\n", + " 1.46038258]),\n", + " )" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 250, + "width": 386 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(df_t.q000_ir,bins=100,color='dodgerblue')" + ] + }, + { + "cell_type": "markdown", + "id": "c6fc2342-1a83-4c11-93e9-21f25dd2b04d", + "metadata": {}, + "source": [ + "Notice the x-axis here doesn't appear to be in degC or K. That is because the data is already normalized for you. Remember from the discussion in Part 1 that it is always good to normalize your data so that you don't unintentionally bias your ML model to a specific feature due to its natural magnitude. If you wish to scale the data back into its original units, please read the ```README.md``` in the same directory as the data. \n", + "\n", + "We do have to do one step to make the data ready for ML. We need to split the *features* (inputs) from the *labels* (outputs). Column 36 is the classification label, so let's slice the matrix with all the entries to the left of column 36 as the features (X) and column 36 as the label (y).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0b9cd159-8ad4-4f33-8fc2-c69c2a266b31", + "metadata": {}, + "outputs": [], + "source": [ + "X_t = df_t.to_numpy()[:,:36]\n", + "y_t = df_t.to_numpy()[:,36]\n", + "X_v = df_v.to_numpy()[:,:36]\n", + "y_v = df_v.to_numpy()[:,36]" + ] + }, + { + "cell_type": "markdown", + "id": "3ba89d72-2e0e-4511-8862-44e1dd4a778e", + "metadata": {}, + "source": [ + "#### Step 3: Train some classification models! \n", + "\n", + "In the paper, we trained all the same ML models as Part 1. This included: logistic regression, naive bayes, decision trees, random forests, gradient boosted trees and support vector machines. \n", + "\n", + "Recall from the Part 1 notebooks that these models are all easy to train! Here we leverage ```sklearn``` and their uniform syntax to train all of the models at the same time. First we need to prepare our models for training:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a8a3b4a2-339d-409a-8130-eb7afeda1c69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LogisticRegression(), GaussianNB(), DecisionTreeClassifier(), RandomForestClassifier(), GradientBoostingClassifier(), LinearSVC(dual=False)]\n" + ] + } + ], + "source": [ + "#load ML code from sklearn\n", + "from sklearn.linear_model import LogisticRegression,SGDClassifier\n", + "from sklearn.ensemble import RandomForestClassifier,GradientBoostingClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.naive_bayes import GaussianNB\n", + "\n", + "#initialize models in a list that we can loop over \n", + "model_list = [LogisticRegression(),GaussianNB(),DecisionTreeClassifier(),RandomForestClassifier(),GradientBoostingClassifier(),LinearSVC(dual=False)]\n", + "\n", + "print(model_list)" + ] + }, + { + "cell_type": "markdown", + "id": "f775c28c-f8dc-4011-b147-88d62444fe49", + "metadata": {}, + "source": [ + "Okay, now we are ready to loop over this list of models and train them: " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a85032ec-d52a-4166-aa3e-19ffa30c1f54", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/6 [00:00" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions from our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#make axis to plot on \n", + "ax = make_performance_diagram_axis()\n", + "\n", + "#make list of colors so each method shows up as a different color\n", + "colors=['b','b','b','b','b','b']\n", + "legend_labels = ['LgR','NB','DT','RF','GBT','SVM']\n", + "#list of different marker types, check the documentation here for the full list: https://matplotlib.org/stable/api/markers_api.html \n", + "markers = ['o','^','>','8','s','h']\n", + "\n", + "#loop over all trained models \n", + "for idx,model in enumerate(model_list):\n", + " #get predictions \n", + " yhat = model.predict(X_v)\n", + " #the contingency table calculator expects y_true,y_pred\n", + " cont_table = get_contingency_table(y_v,yhat)\n", + " \n", + " #get metrics\n", + " accuracy = get_acc(cont_table)\n", + " pod = get_pod(cont_table)\n", + " sr = get_sr(cont_table)\n", + " csi = csi_from_sr_and_pod(sr,pod)\n", + " \n", + " #plot the marker \n", + " ax.plot(sr,pod,markers[idx],color=colors[idx],markerfacecolor='w',label=legend_labels[idx])\n", + " \n", + " #print some stats so we dont have to read it off the plot\n", + " print('{} accuracy: {}%'.format(legend_labels[idx],np.round(accuracy,0)))\n", + " print('{} CSI: {}'.format(legend_labels[idx],np.round(csi,2)))\n", + " \n", + "#draw legend \n", + "ax.legend()\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "aeeb3335-31b4-4a9a-8775-85ce76dd4ea1", + "metadata": {}, + "source": [ + "Great! All the models show good skill, with a small separation between the 'simple' models (decision trees and naive bayes) and the others. Recall that the top right of the performance diagram represents more skillful performance. \n", + "\n", + "For the sake of comparison, here is the figure from Part 1 where the full high-resolution dataset was used to train the ML:\n", + "\n", + "\"PerformancePart1\"\n", \n", + " \n", + "First inspection shows that there is pretty good correspondance between the two. Actually, our new plot shows slightly better performance, likely because of the smaller data size. \n", + "\n", + "Now lets check the ROC diagram:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "684e5ac6-7081-4193-a3d9-a2e267207149", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LgR: AUC: 0.96\n", + "NB: AUC: 0.91\n", + "DT: AUC: 0.86\n", + "RF: AUC: 0.96\n", + "GBT: AUC: 0.97\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 288 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#load contingency_table func\n", + "from gewitter_functions import get_points_in_roc_curve,get_area_under_roc_curve\n", + "\n", + "#make figure\n", + "fig = plt.figure(figsize=(4.1,5))\n", + "#set facecolor to white so you can copy/paste the image somewhere \n", + "fig.set_facecolor('w')\n", + "\n", + "#make list of colors so each method shows up as a different color\n", + "colors=['b','b','b','b','b','b']\n", + "legend_labels = ['LgR: ','NB: ','DT: ','RF: ','GBT: ','SVM: ']\n", + "\n", + "#this is a fancy way of encoding line styles, dont worry, I do NOT know these, I googled. \n", + "line_styles = [(0, (1, 10)),(0, (1, 1)),(0, (1, 1)),(0, (5, 10)),(0, (5, 5)),(0, (5, 1))]\n", + " \n", + "ax = plt.gca()\n", + "\n", + "#loop over all trained models \n", + "for idx,model in enumerate(model_list[:-1]):\n", + " #get predictions \n", + " yhat_proba = model.predict_proba(X_v)\n", + " \n", + " #lets just focus on the output from class 1 (note, the sum of these two columns should be 1)\n", + " y_preds = yhat_proba[:,1]\n", + " \n", + " #get the roc curve\n", + " pofds, pods = get_points_in_roc_curve(forecast_probabilities=y_preds, observed_labels=y_v, threshold_arg=np.linspace(0,1,100))\n", + " \n", + " #get AUC \n", + " auc = get_area_under_roc_curve(pofds,pods)\n", + " \n", + " #plot the lines \n", + " ax.plot(pofds,pods,ls=line_styles[idx],color=colors[idx],label=legend_labels[idx] + str(np.round(auc,2)),lw=1)\n", + " \n", + " print('{} AUC: {}'.format(legend_labels[idx],np.round(auc,2)))\n", + " \n", + "#draw legend \n", + "ax.legend()\n", + "\n", + "#set some limits\n", + "ax.set_xlim([0,1])\n", + "ax.set_ylim([0,1])\n", + "\n", + "#set the no-skill line\n", + "ax.plot([0,1],[0,1],'--',color='Grey')\n", + "\n", + "#label things\n", + "ax.set_title(\"AUC of ROC Curve\")\n", + "ax.set_xlabel('POFD')\n", + "ax.set_ylabel('POD')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "38032867-a88a-4f65-b8fb-a411d1c67ccc", + "metadata": {}, + "source": [ + "\"PerformancePart1\"\n", \n", + " \n", + "As with the performance diagram, it looks like the ML methods perform better on the sub-SEVIR dataset than on the full dataset used in Part 1. " + ] + }, + { + "cell_type": "markdown", + "id": "3b5cbf13-b548-4fec-803d-d2f1139c4202", + "metadata": {}, + "source": [ + "#### Step 5: Train some regression models! \n", + "\n", + "We need to rework our training data here a bit. Recall from Part 1 that there are a LOT of 0s in the dataset, meaning there are a lot of non-lightning images. One way around this is to drop the 0s, so that's what we will do first. " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1ff2ad8f-b767-4b42-85a3-1896506dec8e", + "metadata": {}, + "outputs": [], + "source": [ + "#reload just because sometimes I have trust issues \n", + "df_t = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_train.csv')\n", + "df_v = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_val.csv')\n", + "\n", + "df_t = df_t.where(df_t.label_reg > 0).dropna()\n", + "df_v = df_v.where(df_v.label_reg > 0).dropna()" + ] + }, + { + "cell_type": "markdown", + "id": "24b804f6-409b-40df-8adc-7fb45a1f37da", + "metadata": {}, + "source": [ + "Okay, now that we dropped the 0s we need to remake our X and y vectors. But this time remember that we need the regression label, which is column 37 (not 36). " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c4393f17-155a-43e0-9c22-14f2d3bd45e5", + "metadata": {}, + "outputs": [], + "source": [ + "X_t = df_t.to_numpy()[:,:36]\n", + "y_t = df_t.to_numpy()[:,37]\n", + "X_v = df_v.to_numpy()[:,:36]\n", + "y_v = df_v.to_numpy()[:,37]" + ] + }, + { + "cell_type": "markdown", + "id": "86db23ea-efa2-447c-b4f6-f0a161004130", + "metadata": {}, + "source": [ + "Now let's initialize a new list of models to train:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "9f206024-22c9-4963-a3b1-6c6b6368ae96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LinearRegression(), DecisionTreeRegressor(), RandomForestRegressor(), GradientBoostingRegressor(), LinearSVR()]\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.ensemble import RandomForestRegressor,GradientBoostingRegressor\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.svm import LinearSVR\n", + "\n", + "#initialize\n", + "model_list = [LinearRegression(), DecisionTreeRegressor(), RandomForestRegressor(), GradientBoostingRegressor(), LinearSVR()]\n", + "\n", + "print(model_list)" + ] + }, + { + "cell_type": "markdown", + "id": "22af7e5e-1cf5-4942-b3f5-ad15ea37d3e8", + "metadata": {}, + "source": [ + "Time to train the models!" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "bf25291d-774d-4e6a-99e4-932460db29f8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████| 5/5 [01:22<00:00, 16.47s/it]\n" + ] + } + ], + "source": [ + "for model in tqdm.tqdm(model_list):\n", + " model.fit(X_t,y_t)" + ] + }, + { + "cell_type": "markdown", + "id": "5df5713a-09cf-4cda-98a4-aac1f570718a", + "metadata": {}, + "source": [ + "#### Step 6: Evaluate models\n", + "\n", + "Let's recreate the same regression plots shown in Part 1: the one-to-one diagram and the bar charts with several metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "90144d8a-0d48-438d-ae12-4f192aa36cf6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n_samples= 4154.0\n", + "n_samples= 5143.0\n", + "n_samples= 5650.0\n", + "n_samples= 5673.0\n", + "n_samples= 4555.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/ph/fm42qdjd6vq_mxy6l2ts8sp80000gn/T/ipykernel_78917/4114430687.py:86: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 348, + "width": 529 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "from aux_functions import boxbin,make_colorbar\n", + "#make figure with 2 rows and 3 columns with size 7.5\" by 5\"\n", + "fig,axes = plt.subplots(2,3,figsize=(7.5,5))\n", + "#set facecolor to white so we can copy paste it if you want to somewhere else\n", + "fig.set_facecolor('w')\n", + "\n", + "#the number of bins for the boxbin method \n", + "n = 33\n", + "#the bins we want in x and y \n", + "xbins = np.logspace(0,3.5,n)\n", + "ybins = np.logspace(0,3.5,n)\n", + "\n", + "#colors i like \n", + "r = [255/255,127/255,127/255]\n", + "b = [126/255,131/255,248/255]\n", + "\n", + "#labels\n", + "labels= ['LnR','DT','RF','GBT','SVM']\n", + "#color list, one for each model \n", + "colors= [r,b,'orange','purple','dimgrey']\n", + "#colormaps to match the colors in 'theme'\n", + "cmaps=['Reds_r','Blues_r','Oranges_r','Purples_r','Greys_r']\n", + "\n", + "#force ticks to show up where i want them \n", + "locmin = matplotlib.ticker.LogLocator(base=10.0, subs=(0.1,0.2,0.4,0.6,0.8,1,2,4,6,8,10 )) \n", + "\n", + "#axes is shape [2,3], it is easier to loop if we flatten this, which is what ravel does \n", + "axes = axes.ravel()\n", + "\n", + "#some parameters to make it pretty \n", + "c_scale = 0.575\n", + "fs3 = 11\n", + "fs4 = 18\n", + "props = dict(boxstyle='square', facecolor='White', alpha=0.75)\n", + "annotate_list = ['a)','b)','c)','d)','e)',]\n", + "\n", + "#draw a new axis for a new colorbar to go on \n", + "ax_cbar = fig.add_axes([0.75, 0.15, 0.015,0.33])\n", + "#draw that colorbar \n", + "cbar = make_colorbar(ax_cbar,0,2,plt.cm.Greys_r)\n", + "#label that colorbar \n", + "cbar.set_label('$\\%$ of total points')\n", + "\n", + "#loop over axes and draw scatters \n", + "for i,ax in enumerate(axes):\n", + " #we have 1 too many subplots, so turn off the last one [5]\n", + " if i==5:\n", + " ax.axis('off')\n", + " break\n", + " #make axes log-log \n", + " ax.semilogy()\n", + " ax.semilogx()\n", + " \n", + " #grab model\n", + " model = model_list[i]\n", + " #get predicitions \n", + " yhat = model.predict(X_v)\n", + " #make scatter plot \n", + " ax.scatter(yhat,y_v,color=colors[i],s=1,marker='+')\n", + " \n", + " #box and bin up data to show density of points \n", + " ax,cbar,C = boxbin(yhat,y_v,xbins,ybins,ax=ax,mincnt=10,normed=True,cmap=cmaps[i],vmin=0,vmax=2,cbar=False)\n", + " \n", + " #set some axis limits and ticks \n", + " ax.set_xlim([1,4000])\n", + " ax.set_xticks([1,10,100,1000])\n", + " ax.set_yticks([1,10,100,1000])\n", + " ax.set_ylim([1,4000])\n", + " \n", + " #add diaganol line \n", + " ax.plot([1,4000],[1,4000],'--k',alpha=0.5)\n", + " \n", + " #add a subplot label \n", + " ax.text(0.075, 0.25, annotate_list[i], transform=ax.transAxes,fontsize=fs4,\n", + " verticalalignment='top', bbox=props)\n", + " \n", + " #only label certain axes x-y axis to save space \n", + " if (i == 0) or (i==3):\n", + " ax.set_ylabel('$y$, [# of flashes]')\n", + " if i==4:\n", + " ax.set_xlabel(r'$\\hat{y}$, [# of flashes]')\n", + " \n", + " #label each subplot title as the method used \n", + " ax.set_title(labels[i])\n", + " \n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "9582a173-4218-49a3-8833-4b4c0f35d5e0", + "metadata": {}, + "source": [ + "Comparing to Part 1 again:\n", + "\n", + "\"PerformancePart1\"\n", \n", + " \n", + "Now, note again that these datasets are much different in size, so just compare the results qualitatively here. \n", + "\n", + "The results generally look very comparable, and this shows that the traditional ML can still perform well on this lower-resolution dataset.\n", + "\n", + "Let's take a look at the metrics quantitatively now.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "2eba3592-a6fc-477d-a505-7fefe6d6a6d0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Method: LnR .. MAE:94.84 flashes, RMSE:153.12 flashes, Bias:35.53 flashes, Rsquared:0.56\n", + "Method: DT .. MAE:114.62 flashes, RMSE:216.5 flashes, Bias:16.78 flashes, Rsquared:0.12\n", + "Method: RF .. MAE:80.03 flashes, RMSE:153.2 flashes, Bias:20.57 flashes, Rsquared:0.56\n", + "Method: GBT .. MAE:79.66 flashes, RMSE:145.51 flashes, Bias:25.61 flashes, Rsquared:0.6\n", + "Method: SVM .. MAE:92.58 flashes, RMSE:170.55 flashes, Bias:61.78 flashes, Rsquared:0.46\n" + ] + } + ], + "source": [ + "from gewitter_functions import get_mae,get_rmse,get_bias,get_r2\n", + "\n", + "#loop over all trained models \n", + "for idx,model in enumerate(model_list):\n", + " #get predictions \n", + " yhat = model.predict(X_v)\n", + " \n", + " mae = get_mae(y_v,yhat)\n", + " rmse = get_rmse(y_v,yhat)\n", + " bias = get_bias(y_v,yhat)\n", + " r2 = get_r2(y_v,yhat)\n", + "\n", + " #print them out so we can see them \n", + " print('Method: {} .. MAE:{} flashes, RMSE:{} flashes, Bias:{} flashes, Rsquared:{}'.format(labels[idx],np.round(mae,2),np.round(rmse,2),np.round(bias,2),np.round(r2,2)))" + ] + }, + { + "cell_type": "markdown", + "id": "2858ecb2-5162-4a56-8a35-e8c649145c1a", + "metadata": {}, + "source": [ + "Numbers like this are useful, but let's make the bar chart again." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "2e40b73f-ea67-435c-945f-77ea9332a966", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 352 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#some annotation helpers\n", + "import matplotlib.patheffects as path_effects\n", + "pe = [path_effects.withStroke(linewidth=2,\n", + " foreground=\"k\")]\n", + "pe2 = [path_effects.withStroke(linewidth=2,\n", + " foreground=\"w\")]\n", + "#make a 2 row, 2 column figure of size 5\" by 5\"\n", + "fig,axes = plt.subplots(2,2,figsize=(5,5))\n", + "#set facecolor to white so we can copy/paste it whereever\n", + "fig.set_facecolor('w')\n", + "\n", + "#list of labels for the x-axis \n", + "labels= ['LnR','DT','RF','GBT','SVM']\n", + "\n", + "#loop over all trained models \n", + "for i,model in enumerate(model_list):\n", + " #get predictions \n", + " yhat = model.predict(X_v)\n", + " mae = get_mae(y_v,yhat)\n", + " rmse = get_rmse(y_v,yhat)\n", + " bias = get_bias(y_v,yhat)\n", + " r2 = get_r2(y_v,yhat)\n", + " \n", + " ############### subplot 0,0: Bias ########################\n", + " ax = axes[0,0]\n", + " #put a bar at position i (from our loop)\n", + " ax.bar(i,bias,width=0.95,color=colors[i])\n", + " #make the annotation so we can see the numerical data on the plot \n", + " annotate = str(int(np.round(bias))).rjust(3, ' ')\n", + " ax.text(i-0.4,bias+5,annotate,color=colors[i],path_effects=pe2)\n", + " ##########################################################\n", + "\n", + " ####### subplot 0,1: Mean Absolute Error #################\n", + " ax = axes[0,1]\n", + " #put a bar at position i (from our loop)\n", + " ax.bar(i,mae,width=0.95,color=colors[i])\n", + " #make the annotation so we can see the numerical data on the plot \n", + " annotate = str(int(np.round(mae))).rjust(3, ' ')\n", + " ax.text(i-0.4,mae+5,annotate,color=colors[i],path_effects=pe2)\n", + " ##########################################################\n", + " \n", + " ####### subplot 1,0: Root Mean Squared Error #############\n", + " ax = axes[1,0]\n", + " ax.bar(i,rmse,width=0.95,color=colors[i])\n", + " annotate = str(int(np.round(rmse))).rjust(3, ' ')\n", + " ax.text(i-0.4,rmse+5,annotate,color=colors[i],path_effects=pe2)\n", + " ##########################################################\n", + " \n", + " ####### subplot 1,1: Rsquared ###########################\n", + " ax = axes[1,1]\n", + " ax.bar(i,r2,width=0.95,color=colors[i])\n", + " annotate = str(np.round(r2,2)).ljust(4, '0')\n", + " ax.text(i-0.5,r2+0.05,annotate,color=colors[i],path_effects=pe2)\n", + " ##########################################################\n", + " \n", + "\n", + " \n", + "\n", + "#cosmetic things: \n", + "ax = axes[0,0]\n", + "ax.xaxis.set_ticks(np.arange(0,5))\n", + "ax.xaxis.set_ticklabels(labels,rotation=45)\n", + "ax.set_ylim([-130,130])\n", + "ax.set_title(\"Bias\")\n", + "ax.text(0.075, 0.25, annotate_list[0], transform=ax.transAxes,fontsize=fs4,\n", + "verticalalignment='top', bbox=props)\n", + "\n", + "ax = axes[0,1]\n", + "ax.set_ylim([0,200])\n", + "ax.xaxis.set_ticks(np.arange(0,5))\n", + "ax.xaxis.set_ticklabels(labels,rotation=45)\n", + "ax.set_title(\"Mean Abs. Error\")\n", + "ax.text(0.075, 0.25, annotate_list[1], transform=ax.transAxes,fontsize=fs4,\n", + "verticalalignment='top', bbox=props)\n", + "\n", + "ax = axes[1,0]\n", + "ax.set_ylim([0,300])\n", + "ax.xaxis.set_ticks(np.arange(0,5))\n", + "ax.xaxis.set_ticklabels(labels,rotation=45)\n", + "ax.set_title(\"Root Mean Sq. Error\")\n", + "ax.text(0.075, 0.25, annotate_list[2], transform=ax.transAxes,fontsize=fs4,\n", + "verticalalignment='top', bbox=props)\n", + "\n", + "ax = axes[1,1]\n", + "ax.set_ylim([-1,1])\n", + "ax.xaxis.set_ticks(np.arange(0,5))\n", + "ax.xaxis.set_ticklabels(labels,rotation=45)\n", + "ax.set_title(\"$R^{2}$\")\n", + "ax.text(0.075, 0.25, annotate_list[3], transform=ax.transAxes,fontsize=fs4,\n", + "verticalalignment='top', bbox=props)\n", + " \n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "81860a12-38f6-47f7-a230-23c6f5fbb534", + "metadata": {}, + "source": [ + "Comparing to Part 1 again:\n", + "\n", + "\"PerformancePart1\"\n", \n", + " \n", + "Quantitatively, the errors are slightly worse than in Part 1, but they are still pretty close." + ] + }, + { + "cell_type": "markdown", + "id": "3bb52435-59e7-4847-81b9-4bdbfc736e25", + "metadata": {}, + "source": [ + "#### A Note about 'why'\n", + "\n", + "Why did we have you go through the pain of re-training these models? This is because the low-resolution dataset doesn't have the same amount of information content as the orignial full-resolution dataset. So if we were to just skip over this exercise, than the comparison of the neural network results would not be fair, and it would be hard to tell which methods perform better than others (or worse). \n", + "\n", + "Now that we have a baseline to compare to, the next notebook we will dive into ```tensorflow```, which is the ```sklearn``` for all things neural networks. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook04_Introduction_to_Tensorflow.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook04_Introduction_to_Tensorflow.ipynb new file mode 100644 index 0000000..1c9b374 --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook04_Introduction_to_Tensorflow.ipynb @@ -0,0 +1,850 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "b43d31f5-df27-4a1c-b12e-535ed905b749", + "metadata": {}, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook04_Introduction_to_Tensorflow.ipynb)\n", + "\n", + "# Notebook 04: Introduction to Tensorflow\n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "\n", + "### Primary Goal: Introduce ```tensorflow``` \n", + "\n", + "#### Background\n", + "\n", + "[tensorflow](https://www.tensorflow.org/)\n", + "\n", + "What is it? \n", + " \n", + "- A Google maintained open-source package that does all things neural networks\n", + " \n", + "Why don't we use ```sklearn```?\n", + "\n", + "- ```sklearn``` does have a multi-layer perceptron [method](https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html), but currently there is no support for convolutional neural networks. You could use ```sklearn``` for ANNs, but ```tensorflow``` is a bit more flexible and is commonly used in research and industry. Furthermore, tensorflow has built in GPU support, which will help accelerate training.\n", + "\n", + "Where can I find more tutorials about tensorflow? \n", + "\n", + "- ```tensorflow``` has many good [tutorials](https://www.tensorflow.org/tutorials) on how to use their package. Just be aware that their datasets are not weather related (e.g., images of hand written digits, low-resolution pictures of dogs and cats and horses), so adapting their methods to meteorology examples can be challenging. \n", + "\n", + "#### Step 0: Install and grab data\n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc5ead34", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "da155d6e", + "metadata": {}, + "source": [ + "\n", + "#### Step 1: Imports\n", + "\n", + "Just like ```matplotlib.pyplot``` is abbreviated as ```plt``` and ```numpy``` is abbreviated as ```np```, ```tensorflow``` is imported as ```tf```:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "df8bf381-d2ff-4e9f-948e-4e30cdfa74e4", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "\n", + "#one quick thing here, we need to set the random seed so we all get the same results no matter the computer or python session \n", + "tf.random.set_seed(42)" + ] + }, + { + "cell_type": "markdown", + "id": "c779ae0b-5581-43fb-8505-2f3c0ab94927", + "metadata": {}, + "source": [ + "#### Step 2: Build a model \n", + "\n", + "The most common way to build a network is to use the model called ``` Sequential ```. This is, as the name suggests, a model that follows a list of sequential layers. So you can envision that your data will *flow* through each entry of this ```Sequential``` model. \n", + "\n", + "The pieces that make up this ```Sequential``` model come from ```tf.keras.layers``` and include dense layers (e.g., the artifical neural network node layers) and convolutional layers. \n", + "\n", + "Let's do an example. First we'll build a simple perceptron. Remember that a perceptron is a single-node network, so all we need to do is create a dense network with one node: " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3d7d29c8-09f5-4efa-8b86-e0356889748b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-10-27 15:48:35.226722: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], + "source": [ + "model = tf.keras.models.Sequential([tf.keras.layers.Dense(1,input_shape=(1,))])" + ] + }, + { + "cell_type": "markdown", + "id": "523e655a-86e8-4698-83c4-5e130ba9f000", + "metadata": {}, + "source": [ + "Viola, you have your first neural network model built with tensorflow. If you want to see what you built, look at the ```.summary``` method. This will show you a nice summarized shape of the model." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f00330e-b57d-46f1-96f1-97b612d09eb5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense (Dense) (None, 1) 2 \n", + " \n", + "=================================================================\n", + "Total params: 2\n", + "Trainable params: 2\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "c47b7ed4-f2d9-4e7b-8dac-5fea31a4654d", + "metadata": {}, + "source": [ + "You should see above that it shows the name of the layers, the shapes, and the number of *parameters* (i.e., weights). \n", + "\n", + "This example is very simple and is exactly linear regression in its current form. This is because by default the *activation* (remember the $\\sigma$ function in the equation) is linear. So this model is just: \n", + "\n", + "$$ (w x + b) $$\n", + "\n", + "where w and b are the 2 trainable parameters. The cool thing about tensorflow is that the models contain these parameters and you can see them! To view them you have to select the layer, then print out ```.weights```: " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1b7d951f-804b-404e-ab58-067e74765085", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.layers[0].weights" + ] + }, + { + "cell_type": "markdown", + "id": "9dc58583-1841-4d56-a8a3-ca7e198e7fa6", + "metadata": {}, + "source": [ + "So long as you only built the model once (i.e., ran the code once) you should see two entries above, a *kernel* and a *bias*. This is the $w$ and the $b$. For neural networks we need to randomly intialize the weights. This is because setting an initial value of 0 for all parameters does not work well for many ML tasks. Instead, intial weights are usually intialized with some random value between 0-1. \n", + "\n", + "#### Step 3: Load some data\n", + "\n", + "So far, all we have is a randomly initialized model. Next we need to actually train it on some data. Let's load in the pre-engineered data for our example and fit this model to predict the number of lightning strikes from the IR brightness temperature. This is the same simple task that we demonstrated in Part 1." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13d1308a-3f49-40e1-acc2-924fc7bc12c9", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "import numpy as np \n", + "import tqdm \n", + "import matplotlib\n", + "import matplotlib.pyplot as plt \n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9]\n", + "matplotlib.rcParams['axes.labelsize'] = 14\n", + "matplotlib.rcParams['axes.titlesize'] = 14\n", + "matplotlib.rcParams['xtick.labelsize'] = 12\n", + "matplotlib.rcParams['ytick.labelsize'] = 12\n", + "matplotlib.rcParams['legend.fontsize'] = 12\n", + "matplotlib.rcParams['legend.facecolor'] = 'w'\n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "962aefb8-b714-41f9-b964-a1f52424bc57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$log_{10}(lightning flashes)$')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 270, + "width": 395 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#load training \n", + "df_t = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_train.csv')\n", + "#load validation set\n", + "df_v = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_val.csv')\n", + "\n", + "#drop non-lightning times \n", + "df_t = df_t.where(df_t.label_reg > 0).dropna()\n", + "df_v = df_v.where(df_v.label_reg > 0).dropna()\n", + "\n", + "#grab the minimum brightness temperature for IR (```q000_ir```)\n", + "X_t = df_t.to_numpy()[:,0:1]\n", + "#take the log of y so we can get a linear regression to work \n", + "y_t = np.log10(df_t.to_numpy()[:,37])\n", + "\n", + "#do the same for the validation set \n", + "X_v = df_v.to_numpy()[:,0:1]\n", + "y_v = np.log10(df_v.to_numpy()[:,37])\n", + "\n", + "#plot to check it looks right\n", + "plt.plot(X_t,y_t,'o',color='orangered',alpha=0.5)\n", + "plt.plot(X_v,y_v,'o',color='dodgerblue',alpha=0.5)\n", + "\n", + "plt.xlabel('$T_b$, [unitless]')\n", + "plt.ylabel('$log_{10}(lightning flashes)$')\n" + ] + }, + { + "cell_type": "markdown", + "id": "49ea92e7-ab61-4f12-80bc-cf486aaa87ed", + "metadata": {}, + "source": [ + "Okay, everything looks correct. \n", + "\n", + "Just as a quick check, let's see how the model would perform with just the randomly initialized parameters. Let's plug in linearly spaced values in x. To get the model output, you use the ```model.predict()``` method." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "10f534f9-0ce6-4590-a3a2-80837d99878a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$log_{10}(lightning flashes)$')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RtWJPN6oQ7H6Mwp2fJ9r5CHJhykU9khaiWYc0RmCxQmKDHBSKmPlJggPPEhZ7AbBRAYE9YRqWKQ+4Gottt57z1KhOPYhIYi90PC96LiTzsXa7vSr7ffe7390VEkt529vexoc+9CF2795NvV6nVCoBsGPHDr7//e9TKBT41V/91RX32d/fz5ve9CY++9nP8u1vf/uMi4mf/dmfPeX0qYGBAW655Ra++tWvct99951xMfFrv/ZrK153b3vb2/jUpz7Fk08+uWz5nXfeyZ49e9i0adMyIbGULVu2cPPNN/Od73yHu+66i3e+850vaEyvetWr+NznPsfdd9/dFRPf+973sNbymte8hksuuYTbbruNu+66qysmOlGJG2+8kUKh0N3XV77yFYwxjI6Orhh5KhaL/MZv/Abve9/7+MpXvsKf/MmfLEu/6vBv/s2/OamxG2N43/vex2c+8xn6+vr4+7//+2Xi5nzDiwmP5xg8PBkxvhDQnzOMHTHZB1CS7vLxhYCv78mjjeDeQzkO1RV5ZSkoizYw2ZTMtgQH65LRoqY/ZygGhvGFgIcnI9aVm8jqFAf3TfLQXC/jjRxzOse8LbK73sdB8zaSXIjEkrMJiZVYo9CyjBYhM6IPgjUsUOQivZ3IJuztvYg9xUvYU7yYNx/6O66qPoLQKao2i86XSEc2oSb3EO57hsL3/pZGweWaFr/150Tbv48wGnSCiFuIdgOxpPBaWINImlijUe0WptBDUJ1G6JR0cIx468sRcZNwz5PIhSlE0gYLhCGYFKxBTY67LlETu2nd9NYV06xWm04EZqVIyvkidDwez5nnWBP9devWdZ/Pzc11xcS9994LQBzHXHbZZcfcbyelZu/evWdqqF1OZjJ5//338yd/8ifcc8897N+/f8WC8AMHjm+KeirceOONKy4fGxsDYHZ2dtnyzvt58OBBNm48dpfA+fl54NTez1e/+tVdMdGh87wjJjrLfv3Xf33Z60emOD3yyCMAvPKVr1xRJAC87nWvA6Ber/Pss89y+eWXL3u9UChwzTXXnHDcSZLwL/7Fv+CLX/wiIyMjfO1rXzup7c4lXkx4PCsw05Ld1KarBo5v2LamqHlwMmKykUMIS5wKCoFlpKCRAtoaUiNZSCTTLcF0S9EXGcqhYSGR9LcmeOODf8LkTItv2WvYLVPmZQ/SzrE/t54DwSCJCBFYAh2DSUkBTUQqFRqFxJLXTRIZYqXi4urjpA3FgfxGnuh1X5qVZN5FKHTi2rgWe7GlfkQaE+x9muiZe5HzU0TPP4BM2phCD6LWRrSby4TEUoSOsVYjU/ceWRWiZg5SuPfLiDR2JnY2KzYXEptESCExw5uJL74SNXOAcPdjADQLlbM6cT9WQbto1gjPA6Hj8XhWj56enhWX5/P57vOlnYQ6HZ601t3i3+PRbDZPc4RHMzR0/GjpJz7xCf7dv/t3WGsBl37V399PFDkT0fn5eVqtFo1G43i7OSXK5fKKyzvvZ5ou/w7pvJ9xHK/a+9mpm3jggQdoNBoUi8VlYmFkZITe3l7+6Z/+CWMMUspjionJyUlgURytxNJ0pcnJyaPExODg4EkVXN9zzz3d55///OfPeyEBXkx4PCtyoK6Ya7saCXWCv30lITWCubZkMK8JlCUPSAGN1C1vaYG2OLGhYSGRtGONbtd4cqLJ7YdzVEU/T5XXMticZCjdyfbKNcyLMhYQaAKbooUCLDnTpK0KJDIi1AmRaWCFYCHsYzYcpKFKFHWdoXiC2WiIB/pficTw87v/kKF4EpG0CQ/tQPetwUYFZKNKuPtxggPPIWuz6N4hZL2KbMwjdHLc8xdGAy5CI3QCmfayR65oDSJpoeZaiGfuxeSLmD4Xsg8O7SR65l6aZ0lMLC1oN5Uh4tHrlxvy6fScCh2P53RYrdSglzKdCfq1117Lfffdd07GcKw74gBPPfUUH/7wh7HW8t73vpf3vOc9bN26ddk2v/iLv8jnPve57rmcSzrdm97+9rfzhS98YVWOsXXrVtauXcvBgwe59957ueGGG3j00UfZunUro6OjALziFa/g9ttv54knnqBSqTA+Pk4QBNx6660r7vN4f1tCiOOO53if31KuuuoqtNY8/fTTvP/97+eb3/zmCYXkucaLCY9nBRLjJv+RPPF/us1U0NKCWAuKgaXVlihhaWuYa0saqSQQlryyIKCeSJRuM9jaz2wSMisq3NH/JirJHIOtw2xs7ebJyrVMh0MkIkQLhcCiRYBBkQQhbZt3dQlIUCDII61FknI4v5YnKy8jsJpGUKauSkzl1lAN+6gGFa6sPtqto5CA6R3BVIZQ+7ajDu8CnSLaTeTC9AmFxPE43n+rsjFP/qE7SNdegukdQdTnCA7uQO1/BtmqH7d24UzUN3RSm0xlaGUjPhV0l59toePxeM4/RkZGAFegm6YpQXDy06el67ZarWXRjw6ddJ5T5ctf/jLGGN74xjfy+7//+yuuczIRgLNFp/bj6aefXtXjvOpVr+Jv//Zvufvuu2m1WhhjeM1rXtN9/dWvfjW33347d911F729ru7vuuuuOyrSMjw8DLCsk9SRLE3F6qx/KgwMDPCXf/mXvPGNb+Spp57iLW95C3fccceKrYrPF7yY8HhWIJQWJaBljn+nAbIoQyrIKUukLFJYEiOoJU5kBMKSU4uiJECjkxjdblGwCYgCh6M1LMgyV809QCMoMaf6mAv6iGXoip2zza1w/1ghsFiwoFG0VAFpDQJLIiOqQT8C93tvMkukY2pBhYf7XsFkbqxbR3HlwmPIsOpaxtZmkc0qaE3QXFhMT1olRLtBcPB5TG0OKyTR499Fzh6CMHK1CzoFIdF9a0guvg4zMEawb/tp1zfI6lQ3tSkevf646+qBMaIdDzkn8uqUL8r2eF6ivPzlLwdcTcQ3v/lN3vzmN5/0tn19fd3n+/btW9aBqcODDz54WuPbt28f4CInK1Gv1/nBD35wWsc4k3Tez2effZannnqKK6644gVtL4TAWnvCKMuRYgI4SkyAq5XoiIkjU5zAva+f+9znuP/++7spU0fy3e9+F3BeGSuZD74QRkdHueOOO3jDG97Ao48+ylvf+lZuv/327hjPN7zPhMezAmMlTV/OMB9L9BFzatFuoGYPoqb2oWYPkrRatA3klWWkYMgrSyMVNNOVoxsybWGTGK0tLZGjlMwTiwgLxDKiKnuYD3pJRYgWQdaSFWwnhCos3SQiIQAnLrQM0EKRENJSeWKZBwSxzBPamHJa5eLa0+R0kyd6b+D20Z9kPL/Z+VPMHkS0aoikjdDxqguJpe+lnD+MmjtIMLGHYM/jyNnDzrF792Pknrqbwn1/T8/f/jcqn/kNit/+c8Jn7kU0ay5tqlkj3PUIucf+kcJdnyfY8/gJj6kmx53RXnlgeWrTiis7sSJrM8792+PxvCTZtm1bdwL84Q9/eMXC5g7NZnNZOky5XGbTJnej46tf/epR609PT/PZz372tMbXmWQ+8cQTK77+0Y9+lIWFhdM6xpnk9a9/fbfw+jd/8zeP8npYypHF27BoTneiiE5HOPzgBz/gm9/8JrBcLFx//fWUy2W+973vceeddx71eod3vOMdSCmZnp7mT//0T496vdFodD0u3vGOd5x0StPxGBsb44477mDTpk08+OCDvO1tbzvKM+N8wYsJj2cFBvKGjT0plchwuOH+U5D1ecI9TxDteJBwz+OE408Q7nmc+sGD5OIaBVr05w29OYMUZFGJbL7fIWlj0wRpUloyT0436UkXyOsmqQioBr1ooaiFFVIZIK3JRITEJQ4d+UNXUAhrsEKCEBTTOn3JNNJq6kGZ+bCfVIRENmZjcxcD7Ql2lbbyg8FXQxIj4qa703+WRMRSRNJ23Z50DFIhWguuVqPdwAYRxE3U1H6C/c+hpvYiWjVM4NKb0rFLiC++HhvlCXc/Rv7+r6Em9pzgeDHoFBtGJzU+m0VKRHL8QnyPx3Nh88lPfpJcLseTTz7J61//er797W93C4uNMTz11FP83u/9Hpdffnm3wLjDT/3UTwFuUv/Vr361u919993Hm9/8ZuL49P5/6fgP3H777fz3//7fu0XWk5OTfOhDH+JjH/vYiq1wzxVhGPKJT3wCIQTf/va3ectb3sIPfvCDbqQhTVMeeughPvzhD7Nt27ajtu9EMv7qr/7quELk8ssvZ2hoiHa7zeOPP84ll1yyrIg6CAJuueUWpqam2L17N1JKXvnKVx61n02bNvHud78bgH//7/89f/qnf9oVjM8++yzveMc72LFjB8VikQ996EOn/sYcwcaNG7njjjtYv3499957L29/+9tXpYD+dPFiwuM5BtcNx2zsSZltSw4eriL2PIma2OVScZIYjWCv7idpthhpHSBYmMTOTbA2qFNKq+gkRccxNm65SbrRiLhBikQLhRYB/ck0a9r7UTZFiwAtAhIZkojI1UgIyfI/05UEhfvP1yK6UYzItBBA3rRQJqGliiQyopLMATDWGmc+HGBnaSvT0TCkSbcj07lCJDFqeh/q8K4s8mARrTqyWXOdoYxGNBcIJvaQe/qfiJ69H1Gf69Y3mMpQt77heNgwAhWctDgQSQwqOGnx4fF4LkxuuOEGvvCFL9Db28sjjzzCW97yFvr7+xkbG6NSqXDdddfxn/7Tf+LgwYNHFeN+8IMfZMuWLczNzfFTP/VTDAwMMDAwwGte8xpmZ2e7d7VPlTe+8Y284x3vAOB3fud3GBgYYHR0lA0bNvDJT36SX/iFX+Atb3nLaR3jTPNjP/ZjfPrTnyaKIr773e/y6le/mr6+vu77eeutt/Lxj3+cubm5o7b9xV/8RQD+4A/+gIGBAS699FK2bt3Kb/3Wby1bTwixTBwsTXFaadnLXvayY6YSfexjH+MNb3gD7Xab973vfQwODrJmzRquvvpq7rzzTnK5HH/xF39x2ilOR7JlyxbuuOMOxsbG+N73vsdP/MRPdFO2zhe8mPC85JDVKcIdDxFtv5dwx0PI6tSK660ra163vsXluSnS6Qkeawywi1HGixexI9rMw9GVtIoDXF2Y5pX6cdZWdzD95JOsuf8LbDn0A4rxPCZNaLQ17XqdpNFgweZIREhgUta29nLJwtOMtfYS2JRYRk50WNAiIBVB1r3pSI7MERXdB4FFWYORLn1HC0kqXRF3S+VpKpfnGVhNfzzFbDTE3uJmBHaF/Z5tLLJRRdbmXWSiPodo1bMicDc2YQzoFLkwQ7D/WcI9TyDnJgBX3yCzQu5jfaaAEx5Z6hLHaHm7uHLaTYlasVDb4/G8pPjRH/1RnnjiCX77t3+b6667jnw+z9zcXHfy+x//43/k0Ucf7aY1dejv7+fOO+/k3e9+N2NjYxhjGBwc5F/9q3/Fvffeu8zf4lT567/+a/7rf/2vbNu2jTAMsdbyile8gj/7sz/j05/+9GnvfzX4+Z//eR5//HHe//73c8UVVxAEAfPz8wwODvK6172Oj370ozz77LMrbvepT32Km266iSAI2Lt3L3v27GF6evqodZemLa0kJpa+3mknuxLFYpGvfvWr/NEf/RGvetWrKBaLNBoNNm3axC/90i91U5FWg0suuYTbb7+dNWvW8J3vfIef/umfPq+6tonzoUWYZ2WEEA9effXV199xxx3neigXBKdqUDZz2+d4bMc8u4J1zIaDpCgCNH22xmY5xQ1qF2rmEF+yt/BE6SoG40n6khkeGHg1+wobyZkWqYiIZYQWip6sduHShafoTedIUdyx5scxQrJt4TGKusEdo++gpipZitOJi8ABpEmRaKQ1lHQNIyRtmUeLAGEtOdNgXXMv65u7Wd/cw3zQh8Lw0/s+y8tn7j7xAc4mQmKFdGdubRaAyR6FwiKw+SK20IMeWEuy6SpsqY/gwPPYQpnGa99FcvGxi6sLd/0Nucf+ERvljysS1OQ4Im7RftkbaL76hbmvejyrweTkJEEQrFjE6/F4PB06ncdOtrPUm970Jh5//PGHrLUv2Lrdd3PyvCQ4VYOy6Mm7uOSRz7NtYjeTpfXsLV9KW+XJ6RYbas87z4bWAqLV4M3lXYjRn2BXaSvP9lyNtJpC2sAIiUTTk8xRSebYtvAYGxu7AGioEs+Vr6CUVgltymw0xJy1pEItFlyfFBaJBlwh9oKoYIVyptMmJrApIJnOjZDKkPlwgLxusK41TmTOn7sbXaxBWIMLt2SCSrhAqhUunUsYjZUKWZtFTe0nLfWddH1DvO1W1MTuro+EHhhb0WdCVqdINl9DfNmJnWc9Ho/H43kp4sWE54LnVA3K1MQe8t//EsHMAWxUoL8nR7907feEaSGTKWR1EpHVGlxdfZjeZI77Bl/DztJW9ha20BY55qJ++uJpNjR2saG5i95klvmwn/HCFvYVt1ANe+mLZ6m0D1IPepjMrSEWnT7kSyOHYsnvS4WGBWuITIumKmdF2BZpDcqmKKuxCEKbMNQ+hEVyOD+GEYqNjZ1syITNVDTM3uIWYpkjMm02NHYxFE+e8c/jhWFdRMKKLCoh3VtgjStmB0TcQtZmEO2G854olE9Y36BHNtG60eUPB4d2Eu14aFFgJrFLbSr1kWy+htZNb/WGdR6Px+PxHAMvJjwXPKdqUBZtv4dgci82CLH5Ekh3Z1y06siFaWRtFpEuN3Xb2NzFxn27uhPz7T1X80D/K5gLB2mpElPRGvYUL2ZvYQuzkfMs6I+nWNscp6TrNFQPWqis8BpEloboohSursHJCNupInAHFoK2LHRfdS9aQBLLHFZIjJA0gjKD7UnqqkwqAxIZ0VBlvrD+rewqXcpsNEQqQgKb0B9PsaX+XNfg7txis9PXCNERGBY1P4kNIiSHENMHkLUZkuGNJ1XfkG6+hmaxl+iZe12dRZb6ZgtlkuGNpGsvJr7sFi8kPB6Px+M5Dl5MeC5oTtWgTO1/huDQTteetFCGrI2fSFpOSGQdho5VtDwUTzIUT3Ld3A945dQ/LolWXMTB/AZqYYWB+DAbGrvY2NxNb+L6aG9qPMd3h36Ug/l1YAXSapQ1aCEwIugKiY779WIqlETL0LWHtTaLYSgSYRGuMptY5jicW8t8OIC0mki3qQa9fHbzv+Zwfj3z4QD98RShadNSFfb2XsSe4iVdg7urqo+cgU/kDNBpX2stxE1E0kK1auSeugvbM4S9JDhpczk9sonmyKYz4qp9Nlk6XuKsTWBUfFGM3ePxeDwXFl5MeC5oTtWgLHr+IWRtBj0wilqYQTYOuTz+RhURt8Bo93MSLI1W/Pnm9zOVG2FNax9ba09R1MuNjwKrGUimCKwhETKrdRAg3NhNx3PCkpnXQSc6IU1KaFO0kK6CQiqwmeCwBmEhlnm0CCmnVQSWZypXcTi/js3157i2fg+BXTyntKE4kN/IE72uFquSzJ8HEYrliKz7FWhkbQ7imNwj38JKSeuVP70sqnA8wWAqQy+KCfjSJgJqchw5cxDZdteQyZcw/Wud/8YLcAT3eDwej+d08GLCc0FzygZl7UaW8tKDsRZRn0PWZpGtOiJuOpO1U0ALhbKGq6oPLZu4L6U3mSM0bVIVooVE2k7bVoGwYEXW1eiIugmBJZFh9kws1hlkSxQaYS153aCSzDITjbAgehlsTawoEgKru8t3lbZy3+Br2Ljv6PXOl1oLAdi4SXDgWYrVKcI9T9K68S3osUsJ9m0/Zhevw2uu5kC7QBJrwkgxurafvuH+0x7PmY52LG0ioKb2Idp1VycSt0AIRCOHrM2hsoYCwd6nSDZdjRna4CMWHo/H41k1vJjwXNB0DcqaK1vQi3YDUZ/vdgYSjQVsZRCbK3a300MbkLOHCQ7vcBM3rTkVT4a9RVcn0R9PHVNIAJR0jXK6QEsV0SLCCk1gEiQuvacjFhIZYYSiU6RshcSQRS4yEYG1mYeES5nK6SY5G5M3bawQJCI6YdeosdY4j/Tdys7SVqai4a5QGC9s4d7B1/JU5WXsK2wmkRGhiVnf3M0V1UfPSa2FwEIao+YOI5+8i2DfdqxSCAQ2iNAjG7GFHkSzxsGJOvfvH2BXfi+zhVGSoEAgUvq272NDZS/XXD7C2k2jL3gMp9qC+HgEOx+m+O2/IDjwLDYsYK1FpjG2WEEPrgMLormAjBsYk3edqnY9SrT9HvTIJmyp77SO7/F4PB7PsfBiwnNB0zEoCyfHu5M6AFGfQ03tc0XUcRNhDFYIZH2OdN1lpAOjBIfddtYa17Upbp/Y5Ow4xDJHKkLCE7RirSRzrGkdZCYaJpUSa8EIiQtIOGGQiiATDhlCgAWJxWSeDNJqt76QaOGM8IxUWC1oyTwGicCQioiGKh2VctVQJaphH1oEYA27i5fw7ZF/xubG8+wrbOae/tfyTO/VzETD7ljWYoXg6crLeLD/FTxeuYF37vuzc1RrYRFxEzW11703QYTNlRDGYMq9PFm4kv9Tupndaox5UaGvVSfIp9RlxP60wt5Wi33VSV5bb3HJFZtP+qin2oL4WHSESf7+fyA48JwTh0kbETexYQ5T6HEdrgTYUq+LzEzvw6oIMMiFFKICWgandHyPx+PxvPg42x5yXkx4LmhMZYh09CI3iZo5gB7eiJw7THDguUxItLBRwfkVZPUQsjpN7pn7sEEEcYto7/eRrUa3sPlUiUybwCa0VOW46xV1nf5kisDEmKylq0VmHZ6cmMCVVS82bRKu81P3vw8hXX1Fd8yCVAhaooASmoWgF6wlsAnzYT+7Speypf4cRV1nPuxnX2ETc+EgTVWkJfPMRYNYIdhV2sqa9gHGixcxFY2grCGvGxR1HWVTtAhoqiLT0QjfHflR2irHv37+985drYU1rt5ECESjStCYY0/tEr41dilP5rYwmM6yJdmBkgIbDqHLw2jT5FCcY3uzF/HoFL3ze1nXH54wVehUWxAfi44wCfc+TTD+FKJVc9GyLAVPpDHB4Tam1IvpHXHXZ7vhonBRAdM34tYVAj04Rrpm8ws6vuf8xhiDzDrMeTwez1K8mPB4zjBLDcpEq4acn0JVJzFREdO/FgTI5gIoRbpmC6YyTLj7MXR5ADl7EFWvukm6kCz3enhhbGjsoj+eYm/vRaQNddxUp0KygMQS2qTb6SlWOScqgETmaIu8G0s2JJtFJ7opTlkXp6UCI1URVdmLtAaEQFrDZH4NbZVnb3ELyqQuhUrlaMsCWEMjKFMLejBCIfKWqWiEWthLKgJCG6NsgrIpvekcACYRLAS9zERDPNj/Sm4f/Unes+vjx31vVqvuottQ1xik1VhruK9yK7sKFzPYOszG9h6Q0tWYNOYR5T6UClmvqshmjfGm5MkHnuGS/BMnTFU61RbEK7FUmIhmDaFT97GmiXuUyomHuInUKcQthNEuDc9aRNpGVqcAgZw5gJoaJV136Ukf33P+opT77NvtNoVC4VwPx+PxnIckSeLSYc/SDQcvJk4BIcSNwNuBm4BLgGEgD0wBDwCftdZ+5ZwN0LOMpQZlucfvRE3vw0YFhHDpTiJuYqM8um8N6dhWTN8IanKccPwpZGOhOz+3mCyd6NTExFA8yZb6c+wpXsKB/Mbj3q1vhBVK6QLSanr0Ag1ZImfaCGtYCHtp04lSSDceITCoJTXZ4ojHxeUWhRYusqGlIhWKRERMR8NZOpWhkszTl0wxHw3RVEUA+uIpcqbNofx6tAhQNkYLRTXsp6UK1OJpBuNJ8qZFbzqHQTCdG+XewdfyQxNfox72HCUWOnUXSz0uUqGQ1jDSPsi1cz/gxtl/Oi1hIUyKMBqEYDocYlfpUubDAa6t3+siF53oTX0eOXsYG+YQrTpjacojuSvZZYeZjkOGWDhmqtCptiCW1akVIx0dYWLDAmr2MCJuglIufamdtcZVATZNwKTI+tyizBXKXRNGO4HRSFEHn3cRjL6Rkzq+5/wliiLa7Tbz8/Pk83nECWqePB7PS496vY61lig6ueYzp4sXE6fGLwPvWfJ7DTDAGPA24G1CiL8D/rm1Nllhe89ZJt18DS2jCfc8iVyYxpYqbuYVRm6SVR5AD63HlHoBMKX+rE6iBTLAqmzSbuPurf5TuZt+y/Sd7Cle3G23OtYaX96OVbh2rLWgwlB8mN5klpxpczg3RksW3OQfFyFR1qBxdx0WDey6oYkjni9BAFZktncCKxSpFJiOOJGCaRkxFw0gAINAYqmFvdSsq71wURCJtCmpEDRVCZ0LSWTEcPswJV2jN51jIj/G9p6r+X8u/R16dHWZIV4qAsYLW5iLhmgEJSrxLM2gzEw0xHzYj7Kab4z+BFfPP8Crp751mgXdFoRib/EiZqPBrAg+XXybsIiscNuqAGE0MojoixaYjYbYm9tCX1/j2G7pp9iCWE2OHzWZXypMbJjvpjdZqZyYBdcwADLRYLrmhkIqrJTOYDHMY3UKGFR9FnvgWZIw6hZjH+v4nvObfD5Ps9lkYWEBgN7eXnK5HEIILyw8npcw1lqMMdRqNWZmZjDGeDFxnnMPsB24C3jWWlsDEEJsAN4PfBD4SeBDwO+eq0F6liOsxfSvIQkCbHnA+URIhSn1uu5NS5CtmpugWc1UNMjensuICcgldYRJeLbnqlNyjN7Y3MWbD30JcO1WH+m7tWsUl8gcs9EQvckMl1UfZXfpUvYWL6aczpPKEIQrim4GJSyS0MQYBUYEHC0kYEUh0Vl+xKTDIJcvEwrd6RSFU8op4ZL9WlcELjpiRtCWkUuBCioMtw+R100SEdKMhni4/1a21J+hN5mlqYrcM/hDzAf9JDKkJ5knr+sc6llPSxUwQiKtpi3zLAQVpqM1PNtz1WkWdC8a9x1dBL8k0pQmzrtCCNAJubiGVgKd1hCFFjZXXDFV6JRbECfxUa91hUm+hFqYAaMxuaJLxRPSua4bjRA6M/BbGimzrplAp9FA2nY1QSpEzk+ipvaTlvqOe3zP+U0QBFQqFarVKtVqlYWFBS8iPB5PF2OceW2hUCCXy52VY3oxcQpYa//iGMv3Av9WCLEW+DngF/Bi4ryhO+Er9KAH1h5/ZaN5NH8V3x59A3sLm6mHPeSyyfFUbpREhkQmZm1z3wt2jL6q+jCVZK7rit0RJDldpbc+QyIj5qMh9mRiZSo3Qs60AFx0QkRONkiwdOo44NjiAY4Zpei+OccRHsdaLoQTIUv2r7HUg4Cm2oKwFi0DpDU0ZZ6p3BpmomGaqsiC6qERlBDW0lIFFoIKraDkulChyZuWKzwXgpaKOJhff3oF3UKCMUSmdYIieHenHxUidEpiJaV2jcL8DqK5Q5hyP3pow1GpQidqQXzUcJIYWyivKD4616lIYpeCly8j2nVIY9eWuBPJWqnmxhhQ7lxFa8E9Jm1XHxO3wVpMZfC4x/ec/+RyOfr7+2m1WsRxTJqeepc5j8dzYRGGIfl8/qwJCfBiYrW4Hycmxs71QDyLnOyEb68d4B+CG7jnki1MRCO0VYG8bqJMQiPooaWKlNN51jb30pPOMdI+BLwwx+ilrtidVKm9hc08VbmO/YVNPN9zBS1VIDIxLZmjrnpAuAiCuw/tIgOdzk7ZGS45wtG1EquLWPKQdZ7KFhkhmQ/7qQc9pDLA4gq/lTVEpklDlbL2s6683AhFSxZQNs1iIIpY5pkNh7h34HVcPPrsCQu6j8Z5bqxcBH/E+2cNmJQUxWw0yIb5XWyYfxql55HhfuTkOHpkMyZX6qYKHasF8YroFFmbIRneuGKhdvc6TWMnDoyBTgenrP2u6LbxOvo8rTFA4s5DKldcnsSgE+TCDOGOhyHMEV/xqpULxT0vCoIgoFwun+theDwejxcTq8Qrssdz1A/TsxInM+F7yq7jS/pmfhCuZybsoZRUGWhPYoRiKjdCLHPkdIvItJnKjyKx5Eyb3mT2pB2jlzIUT3YLke8a+hF2lLexELgoSKRb1IMemsrVSiwXBEvbxHY4H1IdVh6DkSFxN00K53uB61AFdOsWjHCdlbQI0Fa5ugaBE07WMJFfyzfX/Bg/uf8vTrooe3ltS8xw+xC9ycySInjb9enoYi0HihvoTWa5qPYsI9Xd2bkZ1Oxhgok9zh29Mkiw5RqSi68/qgXxsVAzBzClPtK1F69Yr9C5ToM9T7pOY/VZRLvpUlmEcOl3mZfISgirO5XYWCERJnVjt64uJJjZj+4dcbVCvl7C4/F4PKeJFxNnCCFEGbgIV5j9zmzxH567EXmOZCXPiaXstQN801zDg2YLTWsZiQ/QH8+QiIB6UEZYFw0QKiI2efK6zmw0yP7Cpm77Vji2Y/TxcB2NthKYNg21lploCGk1jaCMERJldeY1oZZsdT6Ih9NlaURDLJvPG6FIspqMTsqUJmBHeRv/OPwWfmb/itmGXVbqFBXYBGU0LVVgKjcCwFh7L8GS2oNOEfxMOMRV8w/x8unvglmeRiLipvupzVK6/Y9RsxO0L38FavSibnG2Hhhb0WdCVqdINl9DfNktK467c50G+59BHd6FaNUROsGqEKQCkyKMcYUs1qx88hasFEsuEeM6WmVnKZIWF8b14/F4PJ5zjRcTp4EQYj2wd4WXWsB/s9b+r5Pcz4PHeGnbqY7NszJLPSdg+YTvAXsxz5o12KSNsoqc0EzkR2nJPE1ZpKlKWCFICZkL+xmwGgHMRoPLHKQDq+mPp1wXoOKWE4qJqWiYR3tv4tnylSibcrCwgaYqYLO79AChbpOoHK4VLCvUOJygJuJFieievxXOR8NaqIZ9/M2GX+aWmbuOmUb2ROU6bh/9Cbb3XM1kbi2ldIHItIhMTCPoIRYB1aCPRk+J53uuYLS1n3Iyv6wI/qr5B3nzoS8dtz5D6AQ1tZfCnX9NuP1e9OAYVirE3CTR7KFFB+wkdkXVpT6SzdfQuumty3wqZHUKNTnuahnCiGT9ZaiJ3QR7n0bo1Mkc5cz3EAEWDViENtn7EyBsuuQqsIvBi0WzDdcRSgWQJqjJPb41rMfj8XhOGy8mTg8NHM6e9wMRkAK/h49KnJcs9ZwIDu0k2vEQpjzAVDTEeBgwLQMCEoQImIpGaBGiCdxcLPsxQpHKiNlokL54hqYqUg37umICIDRtaqqHJyvXnrB17HeHf5SH+2+hFvSgpSKWOQwqy493NRKxynemh8cplr4QBcUiWeYOmoCdpa18dvO/5if3/+VRhe7jhS38zfpf4v7B12CAwKbMRQNIa5AYEhHQkgVqYYXAppTSGvsKm4hybcpplaH2QTY2d/GGw1/lqurDJxyX0Alq7rBrOby3hM2VIAixuQI2yGGjPLZQJhneSLr2YuLLbukKCTWxp+spIWsz3fQ7Ux7AhBETfZdw0GwkEQGhTdnQ2s1wfDiLSIisCt8gsja3izYjWQtZa7BIdy0FkUvNKvYi2nWCA8/51rAej8fjOW28mDgNrLUHgVEAIYTEGdj9FvCfgXcLId5irX3yJPZzw0rLs4jF8R2wPC+YdPM1NIu9RM/c67rx1GbYxyiz4QDFUDJJL3WdJ7UuIlDQVRIZomWAsZLAJsQyRyxzLIQV8qbhCogz5sN+dpa3EcuIlirwSN8tpCJAohlpHeRlcz/gpsyIbbywhe8N/TDT0QiRbtGTNqkFFYQAZVK0UO6OfLdrEqwsGC5cEbFIx+HbpZs90ncLRd04qtD9i+v/b+4Zej1NVURZQ143UDZlIexlNhzMWs+65dIahNUsBL1oIZkP+5BWUzBN7hj9cZ7tueqk/S2ETiFpu3G2nTu1RZBsvob2tW9wtRBLJu7B7sfIP/D1rqdEN4rRrHFwNuG+3lewZ+Qa5nsMqRWEJqE/nmRL43lumb6Lja3dYMwxJKRwhdrQjUjYYi96YC02CAkOzSNrc8j5idP9UDwej8fzEseLiTOEtdYAz+JExBzwb4C/EkLckL3mOY/QI5tojmzqppcszPbQntuCEr00a3narZR8skBeNwFQViOtzjooud+1kMQyR1OVUNmd4YncWp7seRm7S5cQmTahiTmcG6MRlJkNBzBC8eWxn2N9cxevm/wGoU05nB8jrxtEJl7Sq0mgZWYO95IQCidDVgOQRRhypnVUofsjvTfyvaE3Mp0bYU1zP5V0DomlJfNURT8Cg8oKlwOb0pY5TCjJ6yZt2UMaRBzOrSMwKXsLJ9fqd+n4LGDzRXRlGFWfRc0dInrqbtpXvHKZkFATe8g/8HXC3Y9hKkPONTtLt3vKruOb6VWMx2WqsWQgPUCU1KmFRfaWLmJ3eStPV67lyoVHWd/YRS5tsqGxY3nUS0oXtdBZR6zAmTPa0BW8WxUidIJcmMXj8Xg8ntPBi4nV4Q9wYuJa4DrgWDURntNkpiU5UFckRhBKy1hJM5A/ee1mKkOYyhBiOkTsLGKbEi0UCZYevWjopawmMCmpCp0DNAJlNakIMUIRmph9hU082P8KJvJjWGsJiTlQ2EhLFohlDius2zbsZzI/ypOVa8nrFn3pLIPxBJO5MUppFedNLVyqEys3AH1JIyS1sJfD0SgNVeaJyrX8UPR1huJJvrXmbUzkRiklC/SlixPlathHUxUITUJo425qmhYBAgMWBuMJmqpIrCICNFfM3XPSrX4dzjCONEGYFD0whpo5gJreR/H7f8f85a/ortlJbZrsvYjxgWuICYhMisDyj/YqnmIdA7kaL0t2kKvtdP4oQciMrfFU6Sqe6L2Rewdey8bGDvrSOQbiKbYsPN2NoljhXLCtyrsDSuVSqCBrN5tgVQVT7j/Tn47H4/F4XmKsqpjIOhxdh+tyNAqUgASYA8aBJ621z6/mGM4R+5c8vxgvJs44+2uKhycjxhcC5toSbUEJ6MsZNvakXDccs668gqnXMRgrafpyhufmAoTVhDYlkREqi0wA5EyLVATEKsKgUDYhNDHSaibyYzxTvpLD+XVooSjqOloE1FWZVIZZvYNwE1cEBkFLlWkFZWphL1hLzjRpquIy9eDqJmC5n8RLHYERAXtKF9OTLjAX9VFXFf7Zwb9hb2EzbZWnvz3VXTsRIS1ZIJE5lE1oizxaKNoyj0G6zyTqp63yqMx5m7JkoD3xglv9Oo8K3W3bqntHCA485zoz7X8Gve4yZHWKg4fmeVi8gh29NzJreqiTo21DpimzQJ71zLBezCDypW660t7cRrZXrqEa9FKXJdoioqBrhBj2FTazJ7/ZRVEmvswV6W4nIJSLbslmzXWf0gm0GiADTLkP0zeySp+Rx+PxeF4qnHExIYS4DHgX8BackDjuDEgIMQN8C/gy8PfW2vaZHtM5YMuS5ydnies5abbPBnx3X57xhYBqLOmNDJG0tIzgQD1kX02xr6b4ofUtLus/2hn2WNGMjT0pj0+HiCQmp9sk0rkD53QTgUuLKWhXH6FlgBYhoWmSioDHeq5nNjeMRTDYPozCUA36XAF1x8NAAFYgrMkKZA3WKlIZsrd4EYPxBAJcehMgMUscrr2QOBIjI+bDPhqqxJ0jP8rjvTe4qIJJsUta6LZVnqYqkoqAVATOy8I6A0Cy54mIsEoQmZhUBExHQzzWdxNy7r5jtvpd7l+RFdgn01idLhbJqwCbKyHr80TPP0Rz3WU8u2eOu9vXsrtniMNiHamVtAipk2OWEgZJnRxNE7FNP4/KDfN85SJ2FC9lIexFWU1o2jRVkelomEtr29lUe5YDuXUuiiIk5cOfYwNTLt0JnN9Eq46c2g9YkJJ07FJvWufxeDye0+aMiQkhxE8Bv8aiYdvJzn4GgZ/JfqpCiD8D/qe1dvxMje1MIoRQgLH2GI5Rjg9mjylwz+qP6qXD/priu/vybJ8J6c8ZLq4kNFKBtoJiYBjKa6qxZPtMSDMVHKjH9OUsobRILDur4TGjGWtL7ufAZIoyKREtmqpEUxVQRiOsQQuFloqcaVFMayhcqlOiIkLTIjIped1iIazQUEW0UEs80VyUoeu33J3wCrQMmcyNEtiEVERYITCd9kWeYyMUibQ0ZJFq6WIErnA9kSF9yXS3XqKtCmjhTPAC4wro3YTfItEENsUK59wdmRZWSGaiYZ4vX8GV1YeXtfptqPKK/hX98RRb6s9x88J9rDNLUu2CAIxGtBs8OR3ylX1r2MMQipQ00TRUjobIo5Gu+5IVzIgSDRtxUJYo9W5kLuinGvS6NC0TY5GkImAmHOKxyg1cW72fje1xEIJdpUu5v/JyNu3/K1DZNaZTt+80wQYhttCD0AmiVQffzcnj8Xg8p8FpiwkhxNuBjwBXsDjziYFHgPtwKT4TwEz2UwAGcK1ULwNeDtwMjAG9wAeAfy2E+FPgP1trT87m9uyxAfg7IcT/C/wfa+0+6HZzugYnJN6VrfsH1lpf4XgG6aQ25ZSllgr210NaWmCsQApLXlkiZVloCw7UczwzG7KurFmIBbMtSWJdNGKkcHQ0Y2OP4qriLAeSGrvEMFbkSESEFopYOs8DaTWFtMGWxnNcWn2CJ/uupylLLAS9BFajpWQ6N0RTldAycAYJWCcosNmEdVFELMUKRYLsLrZCLl/PHq8t7EsYoWgGLj3MCAkS2jbPztJlrG/udp+FUAisK7rOPtMOyhpCm5ASkIoQKyVFXSOvG11TwnIyTypCnilfzd6RzewqbWU+HKA/niI0bebDYZ7quZaH+27lvtbrePv81xgk5dGe62nJFo2wQrN2LY/eXWVXsxdDQiIjmuRR2hKR0BYBsQi7kaw6OepymCDfT2BTFIayrSGsE7YCSyJCZqIhni9tI2fbjLX28UjfzewsXspUOMBw63A3a84q5S5H4RStnD1M4a7P07rpraSbrj4nH53H4/F4XvyclpgQQnwTeD1uthMD3wD+Gviqtbb1Ave1DTcJfxeuxuK9wLuEED9nrf366YxzFbge+DMAIUQLl8rUA+SWrPPnwL896yO7gJlpScYXAg7WFYG0LMSSWAtyyqKEJTGCmZYkMc7cLM3m3oXAcLAeMNOSFALLSFFTDg1DBXf3WBs43FBsnwmRosnadJLdwTBtGQGSwGpX5WAtwhoqukqEZrowSmBS2mEOBLRkHivchC0VIXSFgSupXjldySxZbpe/3O35mT3xQuIYCIwIQSw2SU2FYjoaYSGokDPuvyKLoCUjl75mO+ljFiMkLZknMAlGKtc6NjX0x1NM50aZDQezmpY29/e/gqn8WgbaE1xbv4d6UGFfYRNz4SCJDNgbbeaJXmeYF9iE0Kao3pR2UMDEISmutXBRaGqySCojhLU0yLuxIDIBStbJy5LiUrNCk5AaQZQ50VkEOdMib5rMhoPsy2/iyvhh+pMZZqMh9uU3Mtw6tMQE24CQmKiAHliHjXJd88ZmobLMRM/j8Xg8npPldCMTb8AVU/8/uNSkU74Lb63dDvwO8DtCiB8C/gPwOuBG4HwSEweAd+LO/WZgLS5VqwXswKU1fdZa+0/nbIQXACvVNRyoK/bXFM1UkBhJQRl6CwaZzZbaGuqJINZuQSRd2XMzdXf4h/MGISwzLYUUEKmESmRREsbKmkYquHNqmEbUS0IOgyQgJWcT8rZNn56nZBpURYk9pYtROiaXNohlDmF1Vryb6/o2L8+DO1ZfpiP9I+zic68dXiBHvGFCEKsCscq7wuhum92l761wNTCCbttfaTWJCGgGJSwwlRumrkqsaR+gqQrdwuyJ3FqeL1/ObDRIXfUQy5CFsJdY5peMxSCzztCdOnoTKIyWmeB0crIThRIY1ykMTYoTszZblsqApiwiTL2bXpfTTfrbU0zn1zAX9NGQRULTdo0C5NJ7Gw7XGlY4gzwsptDjzBufuZemFxMej8fjOQVOV0z8Dk5EVM/EYDpYa78DfEcI8SpcOtR5g7U2Br6Q/XjOMMfr0mSBfTVJMxX0hIaeyJIYWMgERD0VtFNBJC1SQGwEtUSghKStBSMF7YRHbJhvSw41FJXIFWhPtSQzbcmBpEQqixRM07V+RVKXRWIb0RY5SqbhTOSsYCGo0JBFBAYjnKmdQDsjNCGPMJqDk1MHR65jj/Oa5+QQsCStaZHldm9uQi/QQrpWskEJi0BYS0XOYYWklNbZtvAY82E/z5cvZyK/FmEMiQiphn0kImKpkMAKl9ZmLQqNEYo2irYMAeuEhhAuPcuCQmdxLNWNZzmvPgEGUhkSk0OhUaQUTJOcbZNPG67dbdBHIvNE6TyRWbmXhekbhiRGzR120Yr5KaKn/glT6sX0jhxlrrfadLxeRBJjw+isH9/j8Xg8p8dpiQlr7UfO1ECOsf/vreb+PecXJ+rSFGuYaAakBvpzlsMNyUIiSbRAW9DWmYalxhJJS2JBakkrNeSV7UYwSqHlUENysO5qL6wVjC8oDjcUiRVY4e4kKwnCGgLTcq1cRUQilUuhkopY5rHKIrBdrwllUqxcaeJ6qnSiFV5InFmWvqdHvrfC1U7gnMeFtNRtCYOgFlTY3nMN1bCPydwISidUwz5mo360CLtF3Q655BBOpLiXsmNnz53YcNESYyUKgxad+NbimGz2ekvmCU1CT1qlJ5kHQNkUg6QtQmbDATbUn2ND44g2ttYgF6YR7QZ6zRaMDFBT4wgLqlVD1mcxfWsw5QHS0YuIt916yqlPJyMQ1MQeou33EI4/iZraC2kCQYge2kCy8crTOr7H4/F4zh7etM5zXnBkl6arBmLUkhv72sDjMyGtVKANHGgo2qkk7VaXdqZwlsQKtHa/B9KlkahuKpSglkgaqXucbwvaWtBMnRAxCATCuQdjMDJAmpTAato2oC5LWU21yI6X3T+2wrUXlRJp9WnO/Y8UD15InHmO9546GYEQCAvSGkKT0gjKLMiAheAVGBGQZP4hbRllkY8TfE7dIJNYfLAi+81FIaxw0bgj62vctamwUhJYyJkqA/EU+aweRIuAyLaZi4bojae5qP7sckfspWceN1H7nsFGeec7IYSLyugU0awRTo6jJnajJnYvK85+IQIhOLTTpVLpFFRwlEAJdj9G4c7PE+18GLkw021hCxCMP0X43P0Eux6l+bp3rVgc7qMZHo/Hc/7gxYTnvKCT2tSfM4ytYDanJIwWDc/NWicIYlf3EGAJJGggMWCz4lXdKcQ1bpKmLTRSwVRL0cjSooSAxGQF2yxO3RQQSkMubWKloi7y1IVrLWqz9p2uhaszBBM2mwpmhdfKOC8JITo+ES+UFauwPeeAwMZIa2gGRTTO/yMJKpjsWlgsij9Gp+jjWpiLxc5eSz7ixS5eR29oEWAtlWSOkl4AnABuqiJCW9oqz5XVh3n59F3HPS9hNaJdd6JZSGTcRMQt9NpLSNdsRs0c6BZntxsLBJPjJyUQ8g983a1Xn8PkSggdI+KYYM+TqP3PoCZ2E198PfkHv0Fu+/edwR8CG+ZdG1vtWujKhWnyj38HkcbUf+z/141QnKxYOd/w4sfj8VzIrIqYEEK8CfhD4AHgX/n2qJ7j0enSVI0lVw3Ex1xPCgizTBELSGsJOldwNu86MnHFWpcWXreCuVhSS+SSdS1L3UI6TzUSghyWFJ0aDBatVLesWpEica05lx5XWIvBmc4Ja1xff7H8DvMLx6c5nX06sQIXlVA2JRZ5THYH3yKyz/XobY7ieG40x93eFW7brJw/ICXUMbGMQAjmwwFUNraFoJeWKtKfTHH97D28+dDfdZ27T0hWHE6aoOYnYc/jpGNbu2Z24Y6HCPY+BWHeCYTyADaMjopgJBdfT7jjIcLdj2GjPCbMI2szznXbuL+D4NBOwv3PkHvwdmR9DpEm2GIvNl/C5gpYFbpIidaI+iwibpJ7+P9gixUW/vl/PFqslAew1iDr8wS7HyfY+TDB3qdovuqnz5tWty9W8ePxeDwvhNWKTPwIcDEwt5KQEEIM4Lwprgemga8Cf2qtPdqu2HPBc6CumGu7Ggl1nBv5oewkMoluZ5xYO3+J7AU0LrIg6SSOuPXaqaCRpTIpLEgIhBMaZNsYOkLF0rIhYa5M28TEhN2UJrLOOlhLx9haol3EAldAa2yQTTptJig6bUhPFS8kzjZWSIS1pMK1ik1l0C2k5rQF4lI6YnG5YBQ4IWOya0cZTU86RzXoR2Ap6jqBjakHFbQM2NR4njcd+soLExJLjmZKfdgo54qygdQaRG2OcM8TgCBZdwnJ5muxxZ7FzXTajWAE40860SAVcmEGWZtFxC1sVMAajWzVkK0G6BiVxC5VUAYInWKbC6ACSNqIpO0EhbVgLVOUGX/gKRqHP4Iq9bBpYRzTM8Leyk2ktXnyzRk2tKoM6ZRgej/B5Djq8G7qb/6XJJe/YsWzPVusKH5WEGLe58Pj8bzYWS0x8Urct+NXjnwhM3f7Ns7grcOPAu8WQvyIj2K89EiMK6CO5PFv43bSkTpT80gCwmZO0S5y0ZnryWy5zLqAJgZSKwiEEwEyW19nimBxKmddHryBgnXtOLVRCI7wihAulUlB9y51J1oiMF13axerOJVUJ8+5xaUgGelkKZ3UI9H954wfbym20yTWGkQmcxeCflTWLUxm913GmuOsa+zmxw/8Fa+a/s4pHttiShVssReZxgQHdxAc3IlIWoi4AQjCfc8SzE2ihzaQrtuKKfWCCtDDGxFxi2Dv02A0pjKEqk5ioiKmfy0ibrqi7zTBWoNIU3d2FneX3lpIWghjFqMkwHjhosxl/BJmoyESE9Fqlpnp/3Ga+T7yrSr5cIHewiyj0RSb43FevnAvm2YfJxx/gtLtf0St2HPOJulqYg/5B75OuPsxTGWIePR6J5g6LBFi4H0+PB7Pi5vVEhNrs8cHVnjtx4GX4eZeU8Bh4CpclOJzwJtXaUye85RQWpSAljn+JM1Yt64QruBZCUs+ICtYBWNdPUVinCO2Es5DIjHL7/vGmXeFtRZtOveFBQGu41NiLdoK6onoipOlMqezfs60sUCs8nScBLQMsrqNTpFteMbeJ8/ZRix2Z7JkpnhnmiUdBJaltAmMjNworCHJxEyk2wQ2BgSXLzzGrdPf5eXTd51CNGIJQiJkAK06sjaPrM9nqhwXrpPCpSvNxYjGPKI2S3LRtZi+ETfyXBHRqiGshYVpTFTElnohbiEXppGtOlZmAvzIGhJrnJBYwhOV67l97CfZXr6ayWgNpXSBatDL4fw6amEFgyIXtSmHdQr5Nk8A69KD7Clfwo+WvsU1e79JuP9ZCt/7WxrnaJLeSW0ylaFuytgyMiEGeJ8Pj8fzome1xMRI9nh4hdf+7+xxD3CjtXZGCPEzwOeBHxFCvMlae8cqjctzHjJW0vTlDAfqIdpwzFQnKVw0ws1L3GSnmQoCubyJphKddCiXxhSzKC4CCSrr7Z8YSWca4+ZNLmVKZgXV2gqMDVimcbKJkDIpoW67tCYkWjn36+4krLtXz4ubbHIvVjIiPBMsERDdFKrlh7ZCYq07fpIJjLZq0pPMn76Q6IyitYBoNxHNKliLlQIhFFYaUCEmV3QO8HGTYGocpCK59EYXoQAQChHX3N9RZRiA2SRkf+5K4mKOKG2yobqdYVMHYCoaZm9xC7HME5kWGxq7GIonGS9s4W/W/yL3D74GgyCwCXuLm5nOjRDLyNWwmJhEhizQQ9vm6DE1DgbDLMgyAJWBQ2xq7CTc+/Q5maTL6lQ3tSkevf646+qBMaIdDxEc3IGsTvmibI/H86JktcRECkRAcelCIUQB+GHc1+TvWWtnAKy1XxBCvAt4G/CzgBcTLyEG8oaNPSn7as7rYaVuTgA9oXOwlriUqL6cpa0hzRSBAHoiSyBcYXU1EWgriBRd87tKpImNINZ0CivQZjFNKTUunUkCOalJrCHp/plkk0prMULSDNzlnYrF4uxlk0FfOH0BsFjSb5f9foboCogjrx2WREJEVkORYhHEKsc8/TzWeyP/34Zf4s2H/o6rqo+c+hiEQNTnEWnsgjAqa3Nrs1oOIUEFzj9FCETSRs0ewkztc2JCOoM9dAqFiPFoPffnrmFPfoBZ0UMa5AnSBgN9E/TGM1igGvaxu3gp+/MbaKkCRV1nS+0ZqmEfT/TeQEsVCWxCZGPmg37aMt8NEGkZYYVA41IJq7LHCS1R5ancZdxfeTkb0wOIRvWcTNLV5DiyNoMpDyxPbVpxZVeMLWszqMlxLyY8Hs+LktUSEwdxBdjrj1j+Q0ABJza+eMRrn8eJiVtWaUye85jrhmP21RTbZ1xa0JqiPspnYrYlCSSUI5eblJOW3sgQm8V0pEhaQmlZiAWplRRDw8W9Cc/ORszHgtQKWlqihKUgLakVxLj6CmMFTsa4LHWlXIqUtsvvFhskscy5X5cVVx9dSOu5UFilz1UsipWjj5e9ktXhKEyW8uSiE1oEPNF7AwCVZP7UIhTZ8V3hc+rqf0Smsq07Z6sCyIwYbRC5deMGcn4C0d6CKfW6gnVjeLx8Dd+o/DN2yzGqNk9/Mk1kE2aCQR4afjn1oERbRMQqTypCUhmihcIgeaT/5V3zPmlSFCkg0CJwTReEQaOwQqCsdm16xeJX2KyokAaKXXId08EA/UV1TibpIolBp9gwOqn1bRg5j4/k2J3sPB6P53xmtcTED4BLcPURX1iy/F3Z4wMrFFrvzh7HVmlMnvOYdWXN69Y7A67xhYAnZqKuA3ZsBPOxpBIZrh1uM9eWbJ+NmI0lfdZQjkzX3dpYmI8F1VgRKcONI23esrnF//uYYqIR0kxd3rYRggQ3X0ozIbEUC9TSENBg5ZK7x6457OJkb+l22XNrkJhFDwHPBcC5EIhOTVthsSiSrOjfIkhlSD0oU06qbO+5mvsGX8PGfU5MLKYQ5YhMu5tCtBJWKFczobNGekIijO5GIcAJiC5CuBauJkU2XH2F7h0GKRkvXcr/6X0jT+a2MRhPcFH1CepBmf25DRwORpjKDVEN+tEi27ddFCxdUZU9GhlilkYEsUv+7iwGhcQibEpON7EI6qqMsIbnw43s170MNA4g6nNnfZJuwwhUgGjWTmp9kcTYQvmkxYfH4/Gcb6yWmPhrnHD4SSHEW621XxNCvAH4v3DfBl9bYZul6euelyDb+lN6wmbXwG6u7dyAS8qyrpywsSfluuGYhUTwxectj09FzMSSmbYkp9zkvp1FKXpzhmuGYt52UTNLX3LRB41AWYuVLtqhu+krR+KiFqCydKgjxcPxLlOBOcLB2ON5YRwpUl3ync2iBikBBwob0UKRyBxaKCrxHPNRP7tKlzIbDZGKkMAm9MdTbKk/xy3Tdy6LXlihXBqO7XRSsqBt1rZVYYI8GIOwGsuSRgIys5U3BoxGzRwgHd7IPeJWduU2M9g+zIZkP5PREM8XLmUyWsNkNExb5NAiWCIcOEGb3RWEevbcknViI0CjKOkaiQhpyxz7CpuIjUTWJsCkyKm9nM2Atx7eiCkPEE6Od30ljr1yiqzNkAxvXLlQ2+PxeF4ErIqYsNbeLoT4NvAG4DYhxBQwRNalE/jfK2zWqZKbWI0xeV4crCtr1pWbzLQkB+qKJOu8NFbSDOQXu7784uV1/nGf5uGJiImmop269IhyZBgpaK4bjnn9Bhfp+OquAs1EEilo68XWr8fnCNHwQqpvRSZCPJ4zRud6dBeuFYJERLRkkURGPFV5GZ/Y+p8YiicASX88RWjatFSFvb0Xsad4CXuKF3frK6wMXL1DVHDdm+Km807BOtO5nkF0roSqzyKbNUgTUBEE4aI5ixDI+UnAcuji1/J8+grm6v1cV72fqirxfOFS9uU30JYFNAotj+xsdipiu/P36P4YtVC0ZJ7ItgltTFv20FBl6sVhxFwTWZsj3PM4ydabz1pXJ1MZIh29yPlIzBw4rkhQMwcwpT7StRf7egmPx/OiZbUiEwA/BXwZeB0wvGT5f7LW7l1h/c6to4OrOCbPi4SBvFkmHo5kXVnzL7bVeevmJttnAw7VXdHoaCllW79L2ThQV9y5P8dT0yE9kaEv1Uy1JPEJWtAek9Vp5+PxnDTCWiQmaxHgnlfiWabza9hf7AEkN8/cxUA6Q6fuIW0oDuQ3ZvUVgkpSZUN6AFvswYY5RHPBFQgZgQ1C9OB6yBWQjWrmBWEQcQy26WonjHZ1FXEbVECy4XJ2Xf42Jqc30zu+g2DBsj+3gcncGhKRI5ZRZr63tP0tnH7kzu0rkRFNWyQwLp2pJfN8N/9yDoz2MqYPc+WO5yn1fY36W//VaR7v5Im33Yqa2N31kdADYyv6TMjqFMnma4gv86WCHo/nxcuqiQlr7TzweiHEDwOvAXLAN6213zrGJj+O+5Z5bLXG5LnwGMgbXrF2MSd6f03x/YM5xhcCDjckz8+FzLQkgbRUY0lyqkLC4zlPMJmFogBSFEnYiwWK6QJaKg4V1jOwMI2rRYDAGja2x0GF7Cxfxn0jr2ds4esQ5pHNGjbMYUt9i9GJJEY0FxBxyxVlqxAhpCsSztyprZKYch/pustINl9Dklrs3BQRCVO5NezLrWcmGAQsMmvFfOy0pVPFiSWDpCkLGFkEIagGvXxz+K3cbX+YvGkx2j7Ajbu28+qHH2LNdcdv1Xqm0CObaN34FiDzkdjx0KIDdhK7bk+lPpLN19C66a3esM7j8byoWc3IBACZeDiWgABACPEmYAtOTNy52mPyXJhsnw347r484wsB1dgVry7EgraGRiqJzYs9sLC0o9DSu7tLz8qLpQsZKwTSugl6ZGJSGdJURQKrGW3tYzZaw2w0SEMWKep6tpUrdh5r7uGRvpvZWb6M6eZ9DM/vRyQJptRLOrQOOT/p7pbX59zkP8xhw5zzmRAC0W5Cy4AwzoQubqIO76Rw8Hn62neR9r2TfeE62uVRDgZraMm8M4M0yao1IwisJhWKtJNCZQ2pCGjJAlYoFmQ/E9EaxtPN7HxiLz9RmeSSi4ePv9MzRLr5GprFXqJn7nUtamszrstToUwyvJF07cXEl93ihYTH43nRs+pi4iR5DngPcB3eY8JzCuyvKb67L8/2mZD+nOGqgZg9CwGJdW0lI2Vpm2O44b1oOMLQjI5B3hKRYU3W2tNz4bHojp0z7awmooAQUEzrFEybpm7QVEWqYR/g/By0CFBWU0nn6I+nmQkG2G/6GGlsZyq/lj3la2mWLyIfzLF5/tsMt1wWqk0TZKuBFQIhso5LUmCDIkiJjFswOY5o1mgJycG+AfaFa5FYUhFikQgsWoZHNCQ4M5JeWINB4jokOFEtgMAmKDTWCiLdxmKZDQe515YJn57gZ9Yo1h3Dy+ZMo0c20RzZhKxOoSbHXeemMHJF2r5GwuPxXCCcF2LCWrsT2Hmux+F58dLpANWfM13Tu5m2JNHO1VrgphwnrLs+HudNWCMTEd12tnL5cs8FTWBiimmNlipghCJn2pTSKgDKprREnh3lbWChqYoYIZFYCrqBEZLh9iH2FbfwXP917OzZxlzQRyJzBLkmgxu3sWVh+2LnJ6tdrbOQICQ2CLHFHkxlCLkwg1yYYS9D3DP6WuqqTF43CawmkREpCoVGYTAy1zWZOyMXaWaoZ+QS4WxBWY2whpYskGTRCmk1AYZYRtzdiBh5PuZnrz27fyimMuTFg8fjuWBZVTEhhLgZ+A3glUAfMAc8D/ystXb/ah7b89JhpiW7qU1XDbj6iWYqSHSWAmTFsr7D540mOG0si0IC4Mi8dM+FhchqBBT1oIwVkmJaoyetoqy7wuuqTDMo0VYFBJDXDZRNiUVINddHW+Y4mFvHZG4tOZGSyIg1rf1ErToNQvb33MCe/Bb2FC/hzYf+jitrj7vSC63BpqBBtJvI+UlE0kK06vxg7ZvZVbqMze1xZnQ/B3NrsQi0kK5ewhpypk0j87Q47XfBpgTGNVlIZLhosodBWY3EdXnqBHK0CMGmaBQzJuDb+xRb1xpuWuNN4jwej+dMsGpiQgjxL4E/YDEGDVAE1gK9wP4l64bW2mS1xuK5sDlQV8y1Jb2R6bpmOwdsyAeQGJsJiwuEjueFWJo2cgGdn2dlrIs8aSlJTEhBNxhpHwQE1bCPnG4wFw0isPTF0/Qn08hMOrdknlhGVMMRUhEyHw7Ql0wx2j5I20iG4xl6k9klnZ+uByyVvXNsbI0vjsEYRKuGSFqQxEwHA+wsbWU+GuDa2kPMBAMIa9gl8zREkViEmY+FQJG6if1JXasrX9PCaiITE5mYtsyx9PaAshqwpDJwNSW2jbCQZg7aoY2xSA42c9y+x7WbPlvpTh6Px3MhsyrJ1UKIG3BCQgGzwKeBDx9nk18UQuwSQnx+NcbjubBJjEBbiORizEFbgbGCYmDIK5v55l4oUQmxwjzrwjk7zzEQIE0KSFIZksqQREZUwz4aqsTO8mWkIqCkawwmU10hUVdlJnNrmc6NONM4LFYItIiYjEbZXbqUJyvXMZEbJbCajc1dDLQn2FXayn2Dr4Fskg6uTkGkievsZFL2FjczG/TT3z5MoFuMtPZz5fyDXFZ9jKJecB2nRIjAUDBNQt1GLNnf8bHLnoe6xUj7IAOZh4ZrN+vEhLQGlcUfpTUENs2iIy61KpXO3C4wKYFuc7Ae8PCkd5z2eDyeM8FqVWr+G5yQmABusNa+11r7e8dZ/7NAD/AzQogfWqUxeS5QQmlRgmX+EUpYpHDL84FdvIn/osc6f227dKJ1Mq7cngsBI1QmGyVGSIS1hLpNWxZoqhKJjCgmC931WzLPdDTMXNiPForItIlMjLCGRCjyaQ2sZSK/lufLVzAf9gMw1hpnPnRRh6noyO5HFpG6FKFYOlfrKK4j2k1E3KI3nuHG2e9zy8yd9MXTSKsxSJRJKJgmed0gOqaoOFIUu9+VSelLpumPpynoBhaJshplE5TRSJs6wz0kwrr6iFg6j4tERhgkiYxoyxyRbtBqttk3PkXtiYcIdzyErE6d2Q/K4/F4XkKsVprTq3HfAh+31u450crW2kQI8WXg3cCbge+s0rg8FyBjJU1fznCgHqINKAk9kSWvLHNt2a1LjqSlfQH4TEir0fLIP90X/3l5joPNjOKEQFiNAIyQNFQZhaGczqOFxAjFRGEMLQPyuslMNMRC2IeyKaGOXbtWoTBCUhcVjFQU0gYWwURulL7CJnqTWQKr6Y+nmI2G2FvcwlA8ueKwItMmsAktVTnqtcurj5PTbZ7ovZ7ZcIBY5jDCiYBKPEUsI9oyTyxzWCGzxKZOswSNtNYZ5mHpT2boTWYAQUE3CE3MrB1kIeghVkX3N24NVigS4Uzy7BI/DnBCLAUSIynP7KY2O8XUju+zjt2Y8gDp6EXE2271rVo9Ho/nBbJaYmJN9nj/C9jmHpyYePmZH47nQmYgb9jYk7KvpjjcUIyVNYXA0psz7K8rWqkgkpae0DLTPg0H7HNKdrc28xjQ1nIBhVs8xyMrYO54KUQmJslar1ohWNPaDxYm8qMsqApWSGKZIzQxRigCm1BO5miqUtamVToXbQEaRT3oQWCoij4AimmNkfZBQtMmFSGxzB1zaBsau+iPp9jbexFpQxHYpTUIlovqzzAYT7CrdCmHcmMczq8jr5sU9QIl7cYx1D5EQ5WZzg1TCypYCznTYn1zN5sauwh0zGxuiMncWkrpApFp0VQlZqMhIpMiaKJFgBaBaxUrnIiQmegCJyQEFmU1KYr5NKIqc8RWIVo1wslx1MRu1MRuWje9lXTT1avzWXo8Hs8FyGqJiRque9MLaZfxfPZ4yRkfjeeC57rhmH01xfYZN+FaU9T0RwYlXE1FKCytVBAIsMKSWvHCKwzOeCuoF1g4bV26hxWdRrdeTLwkEDghYSGybQq6gZAFBJax5l6um7uXathHUxWJdJtGUKaSzDEUT6BlQJKG7lHmAIvIOj91JtwIQVvmSWTEofw6Huy/ldH2AWIRsbGxi8i0jzm0oXiSLfXn2FO8hAP5ja6d7BH0JrNcO/cDnitfTlE3sq7GgrXNcbbUnyMQBozlUG4tz5e3cTi/joYqsxD2kYqQkl1gMJ5ktLUfLQNSEZIKRSIjZnJDRGmL/cVNxLIEiCyq4c7R4iI4Juss1ZvMUknnqeYGmA5DgtIgqbwEdIqaOUC4+zEAmoWKj1B4PB7PSbJaYmIncD1wKS7icDLMZ48DqzIizwXNurLmdetbAIwvBDwxE7nuNxYCYWlq4Ux9pXWFmdouSYA4Bc6EsLAAJoswHGcs1rW9dCkbFiuk1xEvGZzg1CJAYDDWTYotkqJeYH1zN0Vdp6mKaKGYjQaRVlMPypR0DWVSGkGJhip2ay3SLEVOYqiLHuikA1mLFgH1oIf9YgP1oIemKvJo741saOw6ZqrTLdN3sqd4MU/03gC4eoulEYpUuA5R9aBCfzKDEZL+eIqNjZ3u2heKifwIO0vbmI8GEVkqU0OV2Vvcwmw6RG8yw2hrP1fO3cP65h4i0+bhvpfzQP+rmA/6qAdlmoUiFolGZYKbLHoD0lqKus5oaz8502aqMEZCgyKZUFIBengjAMGhnUTP3EvTiwmPx+M5KVZLTHwbuAH4OeB/n+Q2xVUai+clwrb+lJ6w2TWw2zEXECqoCEuQdXoKpWWqJWnp5b0HTlobdFY8oxGKEygDIQCFxZKqAGe959vBvjRYdL22WU1ELCMQUE4XyOsGT1au5XBuHYfy66kHJUxmFlcN+8FaWjKPkQqViRC3V7FYxI1F2RRhbZYiFWGAREQczq/jCxvezXPlK3nZ/P2LZnZL2NjcxZsPfQmAXaWtPNJ3K/1Zx6VE5piNnBi4qPY0C2EvB/ObGGuOd09vXvXyfGkbE/m1FNI6/bErhj6U30BoYy6rPsZsNMiO8jYKpslNM//ExuYu2iLP94beyHjpYhKVR1lDKl33Jms7jtjGCYm0zvrmbkq6xnw4QNE2CdE0WJ7CpQfGiHY8RHBwR7co2ztXezwez/FZLTHxaVxHpzcIIf6ZtfYfTmKbm7PH6VUak+cCQVanjvkFv66sWVduMtOSfO9ADvbnaWvB1j5nY7IQCx6bimikAm2PnIzbI0TCSi1YOUJ5rNRV6SQ5UURixQPD6jVh85x/LL8+tFA0VZFyWqMvmWZneRsH8+uYDwdIhXLT56z4uCXzJCLAiCCLasVIm2BEBEJkthUGaUGLILubb2mqElLm6Umq5HWDmXCI+wZey2w0xJ7ixbz50N9xVfURAKaiYfYWtxDLHFfPP8hQfJiJ3FpmoyFSEZLTVTbM7+Si+rP0JPN8Y/THwRoO59ehbEolmWNffgOz0SCFtE5vOtc917xu0FRF6mFPJmAEO0uXct/ga6hW+7h7+I20ZR4rJFooBAZl0qxlLAhryZk2lXSO4fZhCrrOfNBPMyhRSeYZUAvES74CRbuBrM+DtQS7HqX01T+AMIeszYBOQQW+UNvj8XhWYFXEhLV2lxDik8AHgf9PCPHO4wkKIUQJeD9uZvbwaozJ8+JHTewh2n4PwaGdJ/yCH8gbXjXWZl8t4KmZkEjarqFdKbRE0tLSi3UTrtPqCvGJY2mF7qodl20DWU97j+fMsfyiM0IBAmUSmrLIRK5CWxYAiGxMmMY0gjLd3khCOeGAICEiICU0sStYlgFYiRa41LnutWwJbJuCqTMYTzAXDVNJZ8HabipTTVUYL13ErtKlXeEQ2IT+eIrh9iGumbufgWSayLTZ0NhFQ5X53MZf4enKy2jJAjO5YecHYRLmogFilWd9Y3nEQ1ntOjAFBRCCsdY4j/TdwiO9N/NUzzXsLF/OSOsAF9We4ZnK1Txf2kYjKGGs7IojiSXSLdoyz3w4QM60GGkfImdb9MUL5IpzSDuPmtqLrM0i4iZyfhriBsGhHdh8CT20EdPTj2j6Qm2Px+NZiVVzwAZ+G7gI+Eng74UQ31jyWneKJoS4EvijbF0LfHEVx+R5kRLsfoz8A193QqI+hykPYMPouF/wK3V56jhjRwpibdGITEks9Wo4RgrR0sVHRjC60YIj85+Osz+P54WQOWALa2irPBP5McDSlnlXYExAIsIsMuGuw0WRAFYoNGR1N8K1Us3Sp5YKaYHGIFgI+4hlnpxu0ZYFenSVnGnxSN/NPF25hrxuMR8OdFOaWqrC3t6L6E1m2BI9241gPFG5jttHf4JH+25iNhxEWU1BN4hljsncKE1VILApTVWipGvd09VCITHMBb2I/EaUTSmmCzzXcyWBSVjT2s/G5i7mw37yuoGyKSCIbIxGY6xCC0lLFamkVXqTWfr1HGvaB9hVvJTB2j627L+DUM8i0jYiboEKoFVD6NhFanJFRGsBO7DW1VT4Qm2Px+M5ilUTE9ZaA/y0EOK/Af8W+FEWZ1rfEUIcxhVbjy3Z7BHgr1drTJ4XJ2piD/kHvk64+zFMZYh49Hr3pd/hOF/wR3Z5skCsXYqHFBZt4BgK4QgyQXCsVcRihEICppvC5IWE50xhEJZs0gy1oNytfZBoUjrpPmAywXDUHoQiFks7gdnuvpcKagG0ZY6WLKCClFhFzDf7GGodYk/x1QgsV88/wLVz9xDLPNWwD2UMa5t7aATlZRGMu4ffyBO9N9AfT7Ne7mYyN0ZPOo/MajUOFDYQyxwz0TCqnZI3LRqqyFRuhJxpA5YDufVIa2iqQrdb1XVz9zCRW8vz5cuZyo3QUkXANVbI6RaxcMZ1LVkg0k22LTzOgGywN1pPxSywpbWDkcOPIgBdGUEPrEXNTyJMmkUkNiGSFmruMABJGGFLfb5Q2+PxeI5gNSMTAFhr/50Q4m+A/w78CO4bayT7WcpDwNuszb4pPZ6MTmqTqQx1v8iXcZxOLEd2eTpQV8y2JW0tkDbFGbUfOek6VqEELFZfHykUMvEgJGaJJwTC1zd4zgDWIo1GCFcT0VYFNAojA9fe1QoXbcAS2BQLJCI8xs5WytdbvE6NUCQyh8SAtcQyx0LQx57iJcyGQ6QiIGdaCCzP9FzNXDRIUxW7/hUF3cAgeLJyHZO5UWpBhYH2BEPxBJO5UYwQTOTWMhhPotDkTJuWlDRVgYWwD53WOJhf3/W3MDiPiFjmmM6tIREhgU4ZL17M7uIl7C+6v/XAxiRENGWelswDFisUddnDc5WraAQ9lGihTMJN9Qe5uf5A10leYBFGIxpVd8xiL0Q5bJTDALI2i5raT1rqA44u1PZF2R6P56XMqosJAGvtY8CbhRAjwD8DrgZGgQKwH/g/wG3W2jPaI8fz4kdWp7qpTfHo9cdd91hf8Eu7PD06GXKortDW5WQrC1pAVwycIDohFhNIliw/cnLWceP1QsJzhhACI0MwKQUSDBLRrdGx3daugU0QCGIZsnhNn3DnR/xunTcDnY5IAoNgOhhkNhwkVnnypsXz5cvRIqAtC900o1jkqOb6iUyLg/kNHMyvJ9IthpPD7C1exHzYT0sWaIUDLAS9lNKFTsESqQypBj3MBgM0gxKltMZYczdF0wTAIJmNBrBS0AoKPNj3CmpBT1Zw7Qz8UiExIshE/KLor6syO8qXU9Q1NjR3c2nzOTbWdy6+A+0GMo0RSRsbFZyY6LwbhR7k7EFkbQbRbmBzxW6tlqzNoCbHvZjweDwvac6KmOhgrZ0APnM2j+l5caMmx5G1GUx5YHlq04orH/sLvtPlaSCv2T4bESegLQQ2RWFICJbllx+TbjDi+OvZk57IeTwniRAgA2RaJ8CipSIwrkuZtAaES4GKZd61gD0tG5VMNAuZGb8ptAppyhwgqAU9tGyBvnia/ngqK/h2mESwEPTSjEZYCCuUkgWaYbkrOnrSeYyQNIMSzaC0pHZD0A4GkGhKaY21rb1dIQGwEFTIm1bXAXw6N4wWAcV0ASMEsYjQIlwSDVyMGlohMZn3xUxumHvKt3Dd1N1stAuAdRGJXBEb5jHFHojyi2+GlNiogIibiPq8ExOADSPQKSJ5Id6sHo/Hc+Hhb516zmtEEoNO3Rf3SXCiL/hCAMPFFCUMqQjRwqWJ5Ew7c809VmQicw4W7i4wuLaaWJPdWc06OnXUho9KeFYDIWhl3ZsCmxLYJGsHKzJB4bwobLer8ZHX84lNUkTW0Ul0W50547mmLLoaBOXcssvpPEVdpxGUqQa91IIeGqpIIygjsGigKYsshH0EJmG0tZeBZIo17YNsbOxktLWfgq53WySbTACFJmEs84QAZ9c4H/TRDEoMtQ8zGE/SVEVSEQGWREQ0VZ5EhtkNAcvy8+z8vQpyJGiV44G+W/nG8NtBSoRU2CiP6R3C9AyAOjo9zEqFMAZhFs34RBKDCk76/yaPx+O5UDmrkQmP54ViwwhUgGjWTrwy7gveFsrH/IIPpc0ysEXmJGxJRYgRIiuahmMVTStMNyXD0HHQlsuzo6xZXOYjE55VQMuQ1DrviJQABBirUCSZT/pSll6DSyfYx742O8Z27rq22WRf0lKFrC4DYhmSipCD+fWkMiQVAYmMsqQoS2hi2qqElgEJBmX1suhF3rTItw/SH08xHQ3TUCVaqkgqAySGliqRyBxaBLRUkZxpMtI6yCW1p9hf2MSu0qXZ32uADgL3t7hMwNujHrUMaIgyQ3KBOTnIvUOv48fnbmNIz2DzJZL12wim9iFnD2Wtnhf3J4zGhhE2M8VDp8jaDMnwxpXruDwej+clxKqJCSHEKM647pVAGWdG9wzwGM5L4jFrbWO1ju+5MNDDGzHlAcLJ8a6vxLFXPvEX/FhJo6QlRYFMkdq4nvQcmeJ05KRLZGWq7o6tEXaxJsKabBWJsGCF7+DkWU0EbZVHmZRUhoDNCv8Fyups8t9JtTsCS/f14+3/6E7Jro4CIbEW2iLPVDTS9dNOZEQqAoxQSKtJREgqgyyqEXAov461rX3LWr8ChDZhpH2Qg4UNpCYkMDGB1SwEFQSWoq6xpr2f/niagXii6wCuUZmAEN2WuUecJIsRCdt9L9y2AUjBwfw6nihdxevm78QWejB9azCtOqI+h2wuLNZNGIOIm5hSL7bklqmZA5hSH+nai329hMfjecmzKmJCCLEZuIfFjk2d/+pfu2Q1K4R4DtcO9hGcwHgkq6vweAAwlSHS0Yucj8TMgePeBTyZL/iBvKEUuhxtQ4ASKaGNsdYVgHbKTa1QLu1i6ViW/G6zLlBiSWqTMClGBngh4VlVskiE69yUZNduhJUBxq7UnQy64viYrutLxfPyyXg3ytYRIUJgREhNVijoJsIajJCu/si00CIgzjpJKZsiBNSCnmWtX5cisTRFgUZQymKGBmldOqHz0FBYK5jIjVIN+6gGva7TU+dcjjqdpUrILDkzJyoaRAQipaWK7M+tBywmX0bW57EywKoQ2VxwLZ4LPYjmgkuDKg9gg8jVcVWnSDZfQ3zZLcf/rDwej+clwGpFJj4CrMmeTwIP4qITly5ZLoDLgK3Az3Q2FEIcstauW6VxeV6ExNtuRU3s7vpI6IGxFX0mTvYL/srBhH/cW8AgkFIQaIPBYqzCCNXNGV9MGu+YfklncteZVFmQJsFKhc26yXgh4Vl9Fif6oY6JbEydMkl3gr18nUWO1YFs6frHWaeb8rT4elMVEZmTdWA1WihSoTKnbleUp0yKFVknJmBtax+hdYXjBsG+wmbmowGMEAjrYgihbQOShbCXatjH3sJmApMS2ZiWKqClOqIZwrHOdXG80v2VkqJcylXneO2mu1kxf9htlrRdlHN+Cjl7GKRCVwYROiXa8RCm1Eey+Rral78SuTCNmjmIDSMXRfVRCo/H8xJktcTEG3H/Lf8AeJO1ttp5IWsPe90RPxez+L/+6CqNyfMiRY9sonXjW4DMR2LHQ4sO2Ensuj1lX/Ctm956Qkfa0aImrwxtrQBFrPJI4+xNOhELiSEwKVYItDgy2pBFIjBZtxuVCQlfguQ5S4hO96MCiY3AQmja3eja0TU7xxMZHP3aUcKBI35fTOWzQpFI4eo3kNhurYV0rVqtq09KZYHJ3CiNoERBN8jrJnXVQzXsRQtFYNPsHCK0DJDWoLOCchAYoQjS1EUDu4c/0pZ+pfMTCLQz+7MAmtjAoG6wVsxi8iVkowrNBWzoujiJuAU6yTo55bH5MihFuuYydL/7iso/eTeyNtNNvzTlAdLRi4i33epdsT0ez0uK1Zr9dJp0f3SpkIBue9g7sh8AhBBl4FoWxYXHs4x08zU0i71Ez9zrfCSyL3FbKJMMbyRdezHxZbec9Jd4JWdppJkosBKkcgXZVjvzrSx9yRDQ6eSkTIyRoZvcWIvFOqFxwhx0j+dMIzCAsrhrVFik1SirXR3FimU74ojHI1kyGT/uJb1CIbeQizUadulrFiMChE2zEUNbFjBCkYqQRIbOtdu68ZM1RtBCEXf+1rJjWgSxjFyHXJzJnBYSxLFSuxbHILO6Jmmti0gKGNVTXCn2km660kUi6vOu/asx2CBE1uchjZ2oyM5Jzk8iJ3a7zk46Wbyp0awRTo67CMfEblo3vZV009XHexM9Ho/ngmG1xMQBYBMwfjIrW2trwPeyH49nRfTIJpojm5DVKdTkuOvcdArpBYUAeiPDQiywVqAtJEYRWAiSmBTpOjxlve+FtYQ27bbaDHSb0Ma0VZ60O9nxeM4yQhGYFnnTdK1SZeSm6ydVZL3iDjlR29hjp0FlQsRql+4kg8ypQoA1WRDBuXMPxBMIC7Wwh6YqkYoQhSYwKb3JLImMaKgSDVVaMibRFROdCIa0hljl0N3mCUfWfbhxiSy9CWswSLRQDMYTvHzmLobiSZJ112JKvc64bnof6uBOVKMKaYzQCaKpEdP70e0GcmEakcbYQoVk/Tb04FjXd6KTbtlJx2wWKj5C4fF4XhKslpj4Hk5MrMMVVns8ZwxTGTqt3ORQWkYKhmosaabupmNOgWnHQOwMtYQizprISmFdLYUVhCYhMk0sEmk0SJXdGfXm7Z6zjJCkIkBZTWgSUhUAi3fyF6/JF+J5cjwRsjTcsVLNBSAEaTctMPNmYbHtskbRCHoopHVaMu8KqRFgUqTVaBFkpnQRQnXiEabbuUlY17Eqr5tZrYilqYrYbnTiyFoJC9bVZggCJJqCaXHTwg94y97PI3J1gj2Pk45tBSxqYpxg9qBzulYRNldy0YrmAkGr7iIVQiCSmOi5H2AOPY+pDLumD/2j3QYRwaGdRM/cS9OLCY/H8xJgtcTEnwA/B/wU8A+rdAyP55QYK2nGypoDdUVPZFiIJc3YENkmUrdIoyJtNCEQkBKbEIMTHZFtE2BIUBjZERG+Fazn3KBlQC2oIK1BdFqkZrUE0hqskGdQ5p7MNd5p1eqO30kXdHVHroairsq0ZGFJLZJLkEpkjrqQFHQjM93L9oHGApoAgSHUMVZIQh2TF00SGZEsixAe2ThBYA1IYehNq9zSfoyfm/9b1ueboCLU3GGIWwghUNP7IU2x+TK244KtU0QaI3QbazUia5Er0hjZbmDnXaRUj2wi3XglemCMaMdDLh2zOnXUjY/Tjax6PB7P+cZpiQkhxH8HHs1+nrbWJaZaa+/+/7P351GyZdl5H/bb59whpoyc3zy/mru6uqrnBkGATYANNJrSEgGRkkhZIiRLskjbSxItyTa9ZFOLtmVpScuSKC3KoiTOlAgO4IBuggQEdBONrp6qqmue3jznnJEx3nvP2f7j3IjMfEPVq3ova+h3f+vlinwRcSNuRMZw9t37+z4R+UvAvywi/5OqfvPed7Wi4v4wV/Mcmyq43LU4DzOp0tnsk/W7qFGGOBI8OUKuEQ6DoFg8zsSIDw41kS9wJi2XQlVBUfFhIOQSYynCaNOu4MWby4jQJfggXqdSWrtGGoTPA2tLt6Zw36kfYCUquxgQaxYei0nKR7U9pmTGQZHlblsKjCp926QwMQaP0QIvQes0fnS+HI0SIPUZxwZn+bnOb/DP2uc50X812MA2poPj1MZ1xI1d3ASNU/AO8gzJh4grysC+slgqn0sVA+ox3bVwvdGA/MQn8a05THcNu3xxUijYpQskr3+H6PrZSrhdUVHxY8W9dib+fba/sTIReYVQWLwA/A3gIeDvi8i/rKr/4B7vq6LivvHMYsblruX1tZjZ1HO0tspo/SJODReiY6zTICOiwEy88lWEjJjCGESC00xgp4tMVVBUfLCoGFRvKhIU/C0uZB+QdbGEUsB6N1nkA4h6Yp9Rd0Nm81U8MGg08UFOTawFBVHQUJSCbS8Rqm5XVkQ738CZmPVkgUJsSNcWJXFDpooNnFhGpk4hMakf0Ci6NF2Xr1z/u/w71/9rRqc/gxoTOgOAj2vEwwGqDpIaGEGGXSTPgm6iFG9PnKIRMDakYRuDJnXQFCky7OplNEnxrfnQ0cgzAKLzL1L7wddDIbG5hEYpGAPeY6+9XQm3KyoqPtbcazExAOrl7ynwaW51YxLgV0XkN4G/CHxLVS/f4/1WVNwTh1uO33ckhGdd3Ip4K5thQVbIPdxghj4pvtRI1H2PzNZQFSLNcVhcmfarN9tlvm/x662++BUV706pRSjTpu/muh8I5UH+wsRIOYIlAqkfkehokoRt1OHF4CQi1gKrBZlJsTp2dQrF0rjfEPmCtuvgnGUzmkFtHOxnEawWTOUdhrZOo+jTKrY41j/Dkf553mg/RWFiVqVN22VoUg9uTd4jpQ4CBRkNQwHhHXd+QhW8Q1RRL4gZhk5G2UGxmytInlFMzaJxgl26QO0HXyd587vgwu2a3npwjTIGjVPM+nWSzjJQCbcrKio+ftxrMdEiBM89vePnU2wH040R4GfKH0RkjSDMHv+8ALyhqu/6dVhRcb94bLZgKh7w/HLCpVjpbnnOuSk8QkpOppaaH1Irve9z4uBIQ8ikcJM57W3hp+Am6djvzgc3dlLxY47KrubY2IZV+aDdxjQsssscFqvbCdTW5yiGSHNSN8QjxD7DW1t2E9KJS5OKEPmcogzBA8F4R911KSRiZGrleJPHlbbOsc+INWNusMJsvsrhwQWm83UAZrMV1pMFXkofZ7qbMJx6lFRXOJJfZ36cqeEKKLYtbN/5Yfptl6qhR/LhZKSK3gamCAWLWzxG+sJvEJ95HultIt4h2RBN6qixISentxmyLIwlPvM8bv/JSrhdUVHxseKeioly8f96+fM/j88XkYPsLjCeJow8jVdN8+woLkoGIvIi8Lyq/sl72a+KirvlcMtxuDVg7aDh3PoNvnEtY1TUmYtiLrIIIlg8sc9xJhxBjcojqKLxLXWAIKUlZvhfRcUHgoy7YqZc6I7zIj6I0bvtMb/YjaAMevRisaoUEoVRJ4nxGixgY83ZjGaYKraItKCQhMJEDE1zspi3FOF2FSjPy0yN67XDjEzKyNTL+/XU/ZBW0UFUabitXYUEQCYxb7ceZ3CoTk0z8lqbqCnMDW9wYnieL219g2OD1+6ukLjl4XtwQSOCevAOjWJ8fQqA+OzzREvnQAw+beJnD4YRJ8YPzSODLcyoh1k6R3zmOUaf+plKlF1RUfGxYU/cnFT1GnAN+Mb4PBFpEroWT+/4eRIoLTNoAF8EvgBUxUTFB8pczXPj1COkGx2O9y7hfcoN26ZPwkhiEj+gwJCbhIIIowWGML6hk2Fqg5edi5F3W8iNQ758FXxXcY/sEF+LuWn87oMgCL51h02ykwiPmeyXEtKsR6bGjeQgagz7h1cAuFE7xMjWySUiNykQRNnNrEs/apKZBETITEqhEYWJgvgZsKpYLTAovajNVRMzsC0e6r7KvtF1ltKDnG09xtDWGJmU472zxHlO105xqf0ZztdOcMnP8lX/KzzZeeE9Pm4Dpix41IPziGYhUDNKqH3n75C+8k+RfgdtTEOtMSkktm/CoM1pPGB6G0RX39ol3K6oqKj4qLNX1rC3oKo94HfLHwBExACPc+uYVEXFB85w+iCj+VksVziwcYZ9UZvL6VGcGnLTCDaV3lOYCC8poFh1eNUyqdeXfQnDblcd2LbM3L4/KX34BUXVTLz4d3nkV92NindFd5/e7AcwHuPZk/vVMjA7jDYVk0T4sC9aujVJmRgPymY8S25ijvTP82TnOUCo+SHryTwd26YXt2kUXabzdXq2RW7iMpU+dCpyk4QiRYPPGhqyJgQ4OLiIAEu1gwBkJuV84yFWavvZN7zG51Z/hynXCQXXMCKfWuBqdJCXpj8D6mnnmxwbnHsPz4Evbaa2/wYqFsmH1H/nbyKuwG5cR71HRkPM1hpaa+FmFtFaa/ezWZ+CrRVMdwOzsfR+/ygVFRUVHzgfWDFxO0or2VfKn7/2Ye5LxYPF2tBwtWfJvRAb5VDTERvFtGcZFp5653UOZ1fpmwaZJOAJAWFSUBBPknTDiEZEToL1Gc6kOAO3iDd1vPCSSQ6AAgal5gZEvqAwloFtloVJpaWouHuMOkQdiN1OhJ7UpvfjdXRLhVLav3qMOgxKLvGkWwBSuiDp9j5o0BnVXZ/Y57SLDfaNrgOQ+iFX6sc53zhFohlTRQdQcpvgxTKbrZLoiKX0YKlVkklChYoFEbakTd48zdH+OepFj/Vknl7UYiOeo1F0Od4/EwoJCHqHIiPpLHE87WLsQc61HuW78z/NsSsXtt+vd/3c7Pjd5aGIyK+ixoBzYQTKZeCyMgSvg5+ax08voHHZnDcGTIy4HNNdv+09VVRUVHwU2ZNiQkR+DvhzwA+AP6Gq1SdjxUeCK13L88sJF7ciNkYGp2AFZlLPfM1hRdkYeJxNOBANWY8GXNcU8TmJGyKqpH5I5EcspYdI/RDFUIglNwldY/E+ZFKEwLCw5LFluq8Psb7l4kqJXcZCtsRMtkrftrjUOM7QNKqxp4r3RORzYs3ITYpKhN8T4fXOgiJYJYtC4kdlIRFe00YdkRYkPsOWgXOZSSkkLkefBINnZOr0bZOG69EsOrTyTRZGy0znb+DEcq1+lHa+Qc0NmctWuJEexIkpy2xfplqXxgfq8WIZmjqX6yc4PLhIzzRZTRZxEvHw1iscHly49SG5AkYDDppL/GjqM5xtPsJKvMBCtrzrsb4XxkNd6gvE3+Y21CPZALNxA3E5bnofWmuG812Ot2381Ox7vt+KioqKD4u96kx8BTgNbNyukBCROeDPEqxkV4F/APwFVS32aH8qKnh9PeK3L9e4uBXRyQzTiScxytALV3sx7cSSjTJMNuCan6Y11UB8RFFE9KMmjtCJiDQPYxbAgdEVnl7/Hq+3P8mbU5/A+pxUh6R+iBOLL91oCpOAeqwWocBQKSO1FI8wMrXyiGt5ZHcyElUVFRXvxFifYBBiConKApYdWpz78RoaL4p3j1KJhnTrotQ0GO+YKjo0XXfXvSpb9GyLXjTFyDbwEnGjdog3W08wVWyxniwwna/x6Y3vEGnOW61P0M426DXCKNByuo9O1L7FnWrc3RuPDIIwtA2u1I+VtrOWuWyFR7qv7BJk73pkriD2jtnRMuvJPJcap1ko1kptd3Btel/P2G232+H85nKku4Eai7cWyUeojfCtGfz0vvd1nxUVFRUfBntVTPwewifmr958QamT+E3gqR1n/zzwr4vIV6ouRsVecKVr+e3LtUlI3ZNzGXaHDtJ5uNG3rA9yKIS3ag+TuQRfFAiOhuuTm5hcYno2uLTMZKt8du3b/HNX/jp/5cS/zbnmwzhrcSbCq52k8TqxJG5E4ke08w224jaFxAxNbTJrLiixZkR+hJgUKS01Ve7WZrbiQcaZCKelXmEcYCfmXbd7b5QL4R0NChXBYzHeoUapux6tMkPi5i3rvo9zlkHUxIspHZ6ElutwdPMsp3pv8vDWK/zKkV/mzdYnEBxrySKFhCC7kUknj0l33LLfoT0av59yE9MoRqR+xMHhpck41e0JjykuOyyZiUPwnjGIsaF74d19eg5123ELwBeYwVY4eBDFYC3FoYdxi8fu0/1VVFRU7D17VUwcLE9/cJvL/hBBZK3ACnCD4Or0aeCvA1/do32qeIAZjzbNpp5DrVsXBtbAoZbDdHpcVU+XJj2tYcTRLjaJfEbmE7rRFK18i8hnzGRrNFyPa/UjRFpwvH+Ga7WjDGxz0oEwWtDIR0Q4Yp8xtDXyctzDlAufbtQm9SPSIsySS1C0EmuBUw2BZEBVVFTcyvg1YXdoJG6+7D6i5YK9tJ6NfE7iR2QmoSABCV0Su+OofCERI1ujkAgnthRql8WBKof6F/hk54cc7l/kHxz6I/zOws+yFbXRsmNXSByyJuTm0a0dudhiUA3jhJFmgMGop1V0SPzobh4YuUlpuQ6JH4b0arVoFBOOf+3Qf7wXpPy77CxGdnYsvENGfcRE+FoTN3uQ/PSnKyenioqKjxV7VUyMe7Q3bnPZv1KeXgA+q6prIvJHgL8BfEVEfk5Vf32P9qviAWRtaCajTU/OZe943QO1jNfMFL7wHCqukFAwkDqK0vB95kbrzBbrHB5doWOanG09Vo4yxewfXkWAq7WjTOdrZJIyiJo4ieibJqNkIYw+YbBaEPmCuu8BQieaxpQdj9QNJ9aeRVVIVHzo3JqbYtST+iEN12VkaqVWQxjYFk4sNT8KwXRiGNhGqZcwkziMQiI2oxnebH2CS/VT/PqBP4QiXK8dphu1S9tlv11IcLsui+z+XQQngviwv72oReIztqIZCrFEeufuQiGW9WSBo5tnOdo/Fx6zL5Dclff9PvNU1ZfdlJu1Ezu0J+W+a5ySn36G7NEvvr/7qqioqPiQ2KtiogASQnbEBBGpAz9L+BT9f6vqGoCq/k0R+aPAPwv8MeAjXUyIyDHgFwmhe+PE7ww4S8jW+C/LrI2KjwBXe5aNUdBI2HeZ/Bim06gUZFge6b3GdJSzZVr4bERUjJjSHg0dAtAstnih8SluuB5eLAZlpthgw80xsC0ykzKw9ZBNITFO7EQwWkiMiJL4EVNFh814lm40RWYSVAy2XPho5epU8aGyU3QdLGbHHQCDIzMpI1uf6IC8CCPTwBHE0IpMkuIFxRlTju6BF0s3nmY9mcfiJ+F2HoPHhoJ6rBu6a0OCEJg3drbyYulFLV5tP81Tmz+841ZXa8eYztc41XuzFF+Xj1wVuJcRJw26C2PCKToRrofdLW2kraU4/BjDz30NV6VfV1RUfMzYq2LiGkGAfeSm878M1AnFxt+66bK/QSgmPtKHZUTkKHCe3Su8DtAk6ECeAv5NEfklVf2tD34PK24m94JTSMy7H13sSBNneiQ6BAwNRjT8CFP0IBuWX/zhbRP5jFm3jotqWDdiPVnkVP8tbiQHuNA4TWFi6q6P1YJC4klydt82UAy5TejoLKkbEbmcPI7JbQoIxdia8r7PvVdUvBd228FSpmwXJsFjqbseNTfARbbMfgg6itym5BMh+EQSHuQcZWq1VV8W2hZ8TuqH5CYlMxYnltiNUMCZeMc+vDsqBlHPVL7Jwf55NtJ9vN16nNjnPNx9ZVeHohDL1dox1tJ9PLn5Q76w+q1wGyYKAur3Kb6+aY/KMadQFMlYMyGCmgiiGN9eZPjZr1Ic/+R9uL+Kioq9xnRWsMsXkTxD4wS3eOyBHk/cq2Lie8BDBH3E39xx/h8tT39wG6H1+fL00B7t0/1iPLj7a8BfBH5TVddFJCF0Kv4b4CTwqyLyqKq+k/Kv4gMgNooVGPp3X4w4FXKTEtPH+gzJRmicoHENcQVS5CjBdEy8J8EhBvYNltiMZ7lYP05R2mSKekalJWYhEZEWDGwDMBg8tWJAoiMGUYOencKbaHvNJPcwWlFRcV/ZIcbY8atXQy4JEQVGPd7YHdffUYSI3PJKDiF2kEmMCOQmxWlEohmoR8XiJx269xfeeGB0hS9sfJu3m49xsXmaa/Uj9KI2s9lKEFubdOIi9eTmD/nq9b+9HVgnBm8jpAj7c396gyFnRkXAWLARmtRRG5Efe4L8kc/fl3upqKjYO+zSBZLXv0N0/SymuxYMGmyEb81RHDhF9tiXHsju4l4VE3+NUDj8koh8TVV/TUR+BvgXCd8Mv3abbcaHgD7qMx3rwDOq+qOdZ6pqBnxDRH4BeB5oA/8W8Gc++F2s2MmhpmMm9VztxTjPO446CUpuEupWaMsQvMcMuqiNwlFE8nKBoaiNGNkUcY6eNFiP5rlUP87Q1smJSHSEkxgvJnjOlKMaRh2NokvLbdGJZ+jZVtBGTNZMO48GV1R8RBFDZmtk2xXwzVe4w4bBfcmZOKS+B39XvNrtfIwy4O79vgcEz0y+TsP1eGLrBTrxHO1ijeP9MwxLDUe6w0XqC6vf2pV8LS4DZ7i1DLpXFPEF2BjXaCOuQBtt8hOfeqCPalZUfByIzr9I7QdfD4VEbwPfmkPjBBl0iZcvYpfOY5fOM/zc1x64LuOeFBOq+g0R+U3Ckfq/LyIrwALhmyEH/vJtNhuXckt7sU/3C1XdBH70Dpe/LiLPAr8P+MwHtV8Vd2au5jk2VXC5a7nRt7d1cxozKIRGIlAkxBZ8fRrJR0g2DIsAKS03BRyWK/FhjM0ZEDQRqR/Rjdt4icg02F86sYgqkR9iKRCg5baCbSwh7A4o12M7/fyrYqLio8zO1+h7ea1qOehUbjexmQXvBZHt2/QT8fJ73TPDjeQgr7Sf5sjgAgeHl2i5Dj+9/I+YydfJTEriRxztn5toJG5GuB8jTre7YYNGpc2tsRT7TzJ6+mf35r4qKiruC3bpArUffJ34/Iv49gLZgU9PRp4BcAV27Srx+RcBGNTbD1SHYq86EwD/PPB3CYvqxR3n/z9U9dJtrj/WSvw4CJdXy9O9iKGteB88s5hxuWt5fS0GYH/D3TZnol8Yjk4rFEOuNE9yVFbxcQ1bZGGhbww+qYEY3kofYss0icg5MXqTxzef50zrMX44+xP0bQsvYfbbicUEN3wgaC1C/oQJIWNiwly5UIbVKUY1HLWtCoqKjyzvp/ANR/q9mPC6H2fElwVE0Fw7hNCVeL99ARVlM5nlvDzMZjxHq9ik5gc0XJ9nNr73Pm/1/qBiglOUyyn2n2Tw5X/5gVp0VFR8HBmPNvn2wu1zYGw0OT+6fpbkjWcZPEDv6z0rJsoj+L9fRH4W+CkgBf6Jqv7GHTb5Q4Rvmhf3ap8+CEQkIoT2Abz8Ye5LxTaHW47fdyS4MF3cinh5LZkkYGde2MwM7cTz2FzOJ+YyXo1j3swOIp0Rh/vnEZehURqEVmK5avdzPj4JHk503+LY4CwAjggtM3lFPXXXZ2jqeDEUJhQyKoZMg0Wtk/AWlIm4VXYtrioqPvrc7rV6c4Gxc4q11A2MvcpUd4wAjscBx4WElAX2eyhWFKx6popNIp+zVDvIupunWfTuMnPi3R/N+74NUwYL2pjiwCm6X/uTZM985R5vuaKiYi8xnZXJaFN24NPveF03d4jkzHNE185gOisPzPjiXnYmACiLhzsVEACIyM8RRMsKfHOv92mP+ZPAAcK35+3GuW5BRO7kWfjY/dqpCnhstmAqHkwC7DZGBqfQtMrhVs6xqYJnFjMOtxyLjRTJU670m7xQe5LZbJXYQmZT1s0M9bxDy2/gEB7uvQLA9fQQ55sP0bdNnFim8zViddiooBe1J/uRm5iBbWB8sV00qAb7SIAyy7fqSlR89Lk5P+F2BCtZxZTdtvGWOslYgFBUWC3ISwODctP3UEhs75LH0rctpvMNfCGspgfoRS2a+RbPz3z+rsacbn6U94KaCLUWNRattXBzh+j/zC9XhURFxccAu3wR013Dt+Z2jzbd9spBjG26a9jli1Ux8QHzFkGs/Awf8YyJd0JEngL+X+V//5yqvvJh7k/FrRxuOQ63BqwNDVd7ltwLsVEONR1zte0Z6cdmC6Yfznn1/BtcHHrWa/spVGi5Hkf754mHHc7VTiKq9KI2l+vHebv1BKvJwmSEoxPPUvNDYp8T+ZxCIkzpWV9IjI+SSWxVcLwJC7PdhcStgWEVFR8N7nS8Xm/zu+wYWpJd52t5NcET+1HZwStvV97roFPYzmPZiOcAqBd9nFiu1Y7w14//mxMBdqQ5s9kKJ3tv8cXVb+4QYN/83rt3xDsoMza01sIvHsPtu82oREVFxUcOyTNwBRond3V9jRNwRdjuAeEjUUyo6llC4NvHFhE5CPwqIajvh8B/eLfbqupthdplx+Kde2oV74u5mt9VPNyOY70zPJZ/k7XIcrH9CYrOBrWNSxy//j3O2cNcO/yvspYscKN2iOV0H6vJIoVEpG7AyNaD3aVYEhkRaY6geMbBXmnZf1BUxwuq8fz4eA+0XGopyvsTolZU7B03vx5vLi50cqrl636nYHvXa1pAVRjaRunodCctxl0OHEnoAK6m+0iiEbEfsRHP8cPZn+B47yyxHzG0bS5Nn+JC4yEuNE7z1et/myc7L3A/i4jtvVakyAEwnWXM6hVk2Lvv91NRUXH/0TgBGyGD7l1dX/IMrbfuuvj4cWDPiwkReQI4CgyAC6p6Ya/v84NGROaAf0wY1XoL+JpqGZNc8bFlfDRiLsqYHbxEtPwW0Y3zSG+TK+1FhlGdS/WT5DYBVVI/JBZL3fVJfM7ANhjZlKFpYPAkfkTic1QMeRmsZdWHkC10ItjeuVgKCbw7C4yKio8KN3fNdloa+5BCjQ2Fwm0LgN3nqVgKTHkz5WjUjhGnbWcnD7x7mKOKxakysjUQSPJ1Htp6bZcFbNEPoXUvT4fjOe18c9fl98pKssilxsnJWNWR7ArzuonprpO89m3c4rFKfF1R8RHHLR7Dt+aIly9OciXufOUC010jXzx2e6H2jyl7VkyIyGeAvwQ8ftP5fYK16nOEPIbngZdVtdirfdlLRGSaMJr1JHAR+FlVvfHh7lXF/WB8NMJs3EAGW9i1ayHJ1hiOjC7Ts1OsJwvMj65j8fSiqZCaCySaYZwn0oKhrZGbFAhBWn4krCb7cBLhxQRrWAVvBGRsADbuSMiOBVU18lTxIaO6Ywpou/PAOC+iFFZHPid1QwZREx1Xwirl2NKd8yd21iVGHeKVqWKT1A1ZSxcZmTR0NN7tLaBMRqQ8JqR1+34IxdtBpG5SPJxrPsJ353+KY5fvvZi4WD/Js/M/zbnmw6wnC9tjVfk6J/JLfFbOcPgBdHypqPg44tsLFAdOhRyJtavvWCTYtav45gzFwdMPjF4C9qiYEJHDBNF1m1s/9pvATwBf2nFeLiKvUBYYqvrf7sV+3W9EpAl8HfgscJ1QSFz8cPeq4n4xORrx1vdBfUitNQa18cR1aWyTb/CT7sKYSAsi10XUo5FhKt/ksc5L7Btd4+3WY/SiKQZS53LjBCNbx6rDqWF8NDek5e7YoYmrTZVBUfEhIYTXs4TOgNUClbBYD6/ZUEwr4yJZy84b5Wv3nV63Wjo7mTIh2xDriOlik6l8A2di1pN5srIwf6fbQXxpr2xBITcWh6Wdb9x2i0PDi7ww8yXONh9hJVm8K1H2nXi5/QzfOPCLnGs+wmY8N0ncHto2l5oPcV4f5xzL/Hz/t3n4AXN8qaj4uJI99iXs0vlJjoSbO3TbnAnTWSE/8RTZo1+8wy39eLJXnYk/BUwTVj1/FvifCeLqv1Ke98Py/+OVV1L+/+ny8o98MSEideAfEAqjVUIh8daHu1cV9xPfXsDN7Asp2P0Ovr2ADLtgIy41TtIousxmqwyjBrEbYX3BKKpNlvoKjEwNbywN12Wq9LpP/JBONEe7WGexuMZWMsOaiYKGwiu5RCh2lxBbVBE8Xk0Iu6qo+MDQHQXEtlEAhJRqqw6jWhbT4bXpxeAl2XELut2Z2JX0DtsdN4OKL+9L8NgQHKeO5fQAmUkw6rmzliIUI+OiRXd0OVQtkRY03O11CpE6ZrMV1pMFLjVOvu9i4mL9JN848Iu8PP0Z5kZLPN37DpFuh2QWw/NcmX6EV9JHwMY0es8x/wA5vlRUfFxx+44z/OwvAGWOxJnnthOw8yy4PTVnyE88xfBzX3vgxhf3qpj4A4RP919R1f8IQLZjTVHVz4vILPBvAP8XQgfjAqEAmd2jfbpviEgC/B3gy8AG8JXKuenHEzd3CE1q0O8g2WByfhY1qOmQo4NzdO0U68k8I1vDiaUbtYm0oJAYqznNokvih0Ra4CTi1amn2UhmyWxM29Q42j9P6kasJ3NsxPNQZlSoWEQ9kc+JKBBXMIhblW1sxQeOQOgylP8R9eW4kaAKseZYLSaeTaoeZ0ImS+hOgJd4vPHEt2x3QRF6fCpj8XUoYjrxLLlJiXyO1Ryo3WEPdXs/J+5o2zSLzjs+xtiPKCS+Y+fjZv3D7Wxlw2jTI8yNlm6rvYi04NjoIljLueQoP5AuP38bx5d3c5urqKj44ClOPMWgMU3yxrMhR6K7Flye6i3yxWMUB0+TPfrFB66QgL0rJk6Up3/zTldQ1XXgPxWR/4WgOWgSUrDvTi7/ISEiFvjrwM8DW8BXVfW5D3evKu4XprOCXb4Y3BjiBMSEdqZ3SJ4h+QhxBYkfEWlBs+hyvPc2V+rHqRd9rtWOMIiaCJ5G0aHhB0zlG/RtC1Au1Y9zrXYMFTjdvczD3VeI1LEZz3Klfpw3W5/gau0IhYkx6oi0wBD89zObojcJtCsq9h6ZdBzGmRGxG1KYBFGlUfSINCfxGakb4EzMSFJGNqVvW+RlWKPBoyoIHjNOwsbsCKnbLi5smcGSmRogpH5ErBl9ad1m/7Y7G35SiIT/T/YZd8euxJjcpKSuc0uw3R31DzfZyq4ki5xrhsTtp3vfucO9KKjnUH6N52qHOWcPs0qDqfLSK117Sw6OFZhJ/a4cnIqKig8Ht+84g33Hb1kruMVjD3SHca+KifGhnZ36gYnfnoiIqpZumHpBRH4BeAH4FeC2NqkfIX4P8Evl7zHwq3LnUKVLqvq5D2SvKu4Ju3SB5PXvhJTL8mgDNoIiwww6aHMO15giVo9srXF0cJ5Zt8Gl+gmO99/mic6POGHf4nzjNJcap+lGU3gxWF8wNHXWkgVqfggYYs041jvD41vbYe/T+TrT+TqNosPWwlfoxHOhq+G6WC3YiqbDDHpFxYeJglWHRVE8s6MVTndfZyG7QTea5nzjNF07zcjUcGLwxk7G8nwp2BaVHSNRt+uyhcW/qsGLZWTqxJozMM2y07FzkzD+p2wHPu7a2fL2rS/wYunb5m2LikIs68kCRzfPcrS/3VF4R/3DTbayuUlYTxaYzVZ2jTaN6dsmnWSOImpgkhpN12WtvsClxn6eAF5fj/jtyzUubkV0MsN04kmMMvTC1V7M5a7lctfy5SNDHp39WPqVVFT82ODbCw908XAze1VMbADz7Dbs7u/4vQFMPtFV9ayI/P+Afxf4ZeAv7NF+3Q92DqzXuH3PfUxlD/sxIDr/IrUffD0UEr2N7TnIQRezcQPTWUGKEcX+n2T0+E8Qn32Bua1VTvprnJdHudo8ybHeGRq+zxNbL3J4eIkr9eOsx/MMbIOteJq673O8d4ZEMzrRDE90XrjtvtT8iJl8HRXD0DYYmfDyykyy481UuTpVfJDseL0JiPcogsOS2ZSZYo3ZfI3Xpj7F9foRPMHqONacTH3p9DTWMozdlQQRuY36IZyTS4JVT6QjUhdGBDOxZTqFx+/YSu9oE7s9QuUk4mr9KCNbZyZb5cjgAtP5+uSaV2vHmM7XONV7czK69K76h5tsZR/deolCYuKbOhub8SyX68fZSMLngbcpElkyW2c1jrlMg+luzm9frvH6Wsxs6nlyLsPueFjOw43Ngjeu5NjVNWb2XeXgkcVqMVNRUfGRYK+KibOEYuIQQWwNsL7j8sPAmzdt8w3g3wP+RT7CxYSq/jbVKu7HBrt0gdoPvk58/kV8e4HswKd3OzTsP0H62rcxSxeJz75A9vhPkJ9+hujqW3yu/xwX7CFebjwBtYJDgwtEuEmXoRO1Odt8lEhzHuq+xhc2f5cfznyRZtG97ZFLACcRqR8ylW9SSMTIpOQm3Ra9aumxf+duWEXFfUZ2/Z6ZFKsFXgw9O8Ur7U+harleP0xhYqwWwZkMW245tnwdi7ANY02EmeSo7EzILuMaBcQrDdcPo0dWGZkasY5wElNIdJMZwR3C5jTcfte2ydOU1WSRK/XjHBpcZDZboR+16EVtntz8IV9Y/dZks3fXP+y2lR2aOhvxLL1oikQz2vkG3ajN263Hg6bK1Kn5PrYsltbiOfom4bvXHRc6lotbEbOp59BNY0ymt0m8comTvXUu5y0ua8wrF9/ioZf/LsWBU2SPfemBnNGuqKj46LBXxcT3gc8RHJr+AYCqborINeAAIdX55mJiozz9xB7tU0XFLYxHm3x74fbe0TYiP/k0DLvYzgrxuRfJHv8JiuM1Dq9c5itrv4FkA841HuKFmS+FMQjNyW3KerLAdLbGkyu/yVev/y160QzfnflJYp+FkYd4BicRVgva+QYN18NqwcjU2IqnUTE4CW9Rox7Bh/9XhUTFh4iKpRBBVMlNzNXacZyxeCIizUIQI4bMRDtE0DJxaRr/f1vQve1Y5svbtXhSN6RZbBFpTsP1qPkBFs/IpMQ+K7Nadqdq34z4gqQUh3ux9KIpchMKkcv1EyR+yHS+wYn+2zyz/uykOLg7/UOgVWzx0sxnudg4wcjU2Ujm2IhnidSxFbXJTEo732A2W8EAmtQo0pReElFLLJe24GInAoHPLO4WY5uNG0RX38L01pFsyKGoxgvxo5wf1Nk6/zIzV97ALp1n+LmvURz/5Pv5c1ZUVFTcM3tVTPwT4E8CXwH+4x3nf5PQefijBLvYnTxWnn7k3ZwqfjwwnZXJaFN24NN3vJ5vTpOfegbz6u+E5No3nsXPHMA3pvjk+d9hbul1vjv/U5xtPsp6Mk9hYtKiw9H+WU713uILa/+UY/0zPD/9WYYm5VLjFJcaJ8LIAwaDp+76zGSrpG5A3zbp2xZWM6w6EMFqjjNxVUhUfEQwKIriyEwCIhhVYp9jKbMmFHKJKQgCbL1Jz6AiZbR72Z0AKAXa86Ml2tk6dR1QSMRjnZdINONa7QhX68fIyw7eQILZgb8lw0Ix3hFrwVy2zMDWySXGi4RTLM5EiLpSdWF4fvaLHBhd4cnOC1xqnHxH/cOYi42TvD71FGvJAsoi09kqsc/pRLP0oyaZSUndkDldCc+YsfjWDJ3mQVITc3iqoHDC+S3LTOp3jTaZ3ibR1bewmzdQG6E2Isp6zLklNnydS9EBFpafJ1q+iPQ26X/1f1d1KCoqKj4U9qqY+HXgHwNPi8gpVT1bnv8/EYqJr4nInxiH04nIQeBPl9e5vEf7VFGxC7t8MXhDt+Z2jzbdBj93iOLwo8iwh5s/AnECnVWkyDk6vMDRq3+V1WSBS7UTwTpSM472z7KQLREGzQ092+Ja7SiX6ydouB71InQiMknppLNsxHNhtMnWiH1GbuIwI64OJ1EQn1YTdhUfFUQIUUFB56CAMxHWh6PrpdErRl0QW49HncaXTtK0ZcftKa2swxfWvoliWaodwGoQGx8YXqHu+gxsk0uNkxg8qR+gCIXEoVgpg7hNaVfbztdpFZv0bJNB1MCon1zPiWVEnczELKf7+f7sTwLQzjfJTHpb/cOYzXiWt1pPcKb1KFvRNIoQa44BEj9iaOuA4jEUJmYtWcSOCqI4YnPqGAONWUgdBxqOrcyQbQhDJwwKoR6F58iuXML0gn5KRgMkGwYnufqQQiy5N8ioD+pJX/s22l6g+4f+1H39E1dUVFTcDXtSTKjqiGCdisj2UKuq/hMR+QbwVeC/FpF/H1gGngDCpy/8L3uxTxUVY8aWbvGZ5zEbN9Ckflfb+dYsTM0z/MzP46f3Ufv+19FzL0AcI15ZyFZYGC2Vuoadi37PxdpxvjP/ZbrRFDUd0vB9ZvOV7Wvkwno8z1q6iBNL5HNyCQnCRn1pr1mF1VV81NghhJYgyvZl2oSTCC+GmhuQle5O22NOZVFx03sl9iMWR9doFVsMTZ250TI1P2At3QeEpOqHuq/RiafpRa1xGkWpDddJp6/m+8zk6yyMbrCc7qcftXASYco+RAjDg9wkLNUO042mmc7WeGH685zov81D3deINGdo27c84qX0IG+3HudC8zRb0TSRz8tHJHSjNokfMpKUgW2iGAqUzXgGJ5Y4tkQSsVBznJgqaCfKsFBSq4wKYSs31CPHsDdgo+fxeQuLYyYbUBeDr7fIkhZN3yeu13AcRAabROs3SF76beJP/Qz5qafv/5+5oqKi4h3Yq87EBFW9OWnnXwL+ESFT4nj5M+b7hMTsior7zs32r2bjBtGN80H8WWS4haP45vQdt5c8Q+st/PQ+8tOfJj7zPOLKoK60BkWGjMbBdrvFoGMx54nuW6w1DrGc7GMznmMq38CUvvupjgjOM5ZIClp5h6GtMZRalXpd8RFmuxgoJEJMWnbUPLHPSN0QAYa2hiNikg9fjvAFPyYl8hmJ5tyoH+a3o68ymy1zaHiZp1e/yXLtAOeaj0x0STPZGtfTw/goHIOy5YJesFgKWvkmjaLLZjTDWrJvkokhmmNLW1qR7XdpL5piZGv0oyYv9D/Pp9a/x2y2wqXpUxR9Oxl12oxnebv1ONfqRygkIvJ56HxEbZrFFjPZCuvpIoOoQSFxKFqwQesUKUf8KgeSLfbNJLSTcO9TiVKzymYubI6EjVFEZ9OSuUNobR7jC+rRMabpcrBYYt3OcCS/ypHiGhiDNmfxgx52c4nas78K6nd53wOVH35FRcWesufFxM2oakdEfhL448A/BxwFOsCvAf+VqlZ2qhX3ndvZv/qkjopgNpcBRXobFIcewc/su/UGXIHprpEvHtsWaqtDnAPv0ChB8iws+m+asd4l5tz4DmtuHWk61pM5rtePUivHnbpRm6Kc564XPR7bepG3Wk9wvXZ475+giop7Jow7eTHUXR9THkca2Rq5ifG7xvQEjA2/qSLqMCgOS24SBmmT1XQfA9vi8OA8B4ZX+dTG99lIZllPFtj0MyHQUR2Jz2gWWyDQiabJTcpGssBWPIcTw8jWtvdPDMUkHTt0UEJcXnBY6sSzvDDzef75eIqTvbe40HiIq7VjE2H25fpx1pN5rC+wxgE5malhtcDg2UwWGJnaxK7WqCf1I4Ym3JPLc/atvsZM7QA+CZ8z9UhJI0Vy4e3NiMRAltVo+C5WISeik8ywobNcig6z6FY5lV9k3m0bJGocYzZXSF/6bUxnBWwUxqKGIQNWay00qYGN8K25ygWqoqLivvKBFxMw6Vb8j+VPRcWe8k72r1Jk4VhpkWE3bgBQxOktHQq7dhXfnKE4eHpyVM9NL6LWhsVQNgJflJ7626JS4BYx577hVVI34ErtGOvpAgNTxyPEOqLuehQSM1VsEvuxs4vcFNRVUfFRZDtHQtTjxZCbhEIiHDfrfcZjTkHGrWLJxJQ9CyX4ORk241lebn+O5fQKJ3tv8ntWfoNuNM2v7/9DNNwWkc+YzteZLdbZjGfYiqbxEoaZClNmUKiACFoWElZ9sK4Vi1FXvs+UkamTm4QrtWO8OvUUv3flN7nQOD3JkZjNVtkoLV6bRYduNBU6MaKkbkAuCSNbI/I50/kaG/ECKoZ60SU2QQPVsVOc63Z59MplGlGKRjHa6+AH84ir0S0SWgksxkMSt45kfRBhyvdYSvbRtS1avseh/Nr2sz7sYbqbiCvCCOfmMj5OiJaCJgzAT81RLB6DtEm8fBG7dL5ygaqoqLhv3FMxISL/H0Jy9QvA6+NU64qKjxLvZP/qFo5gehuhkFDFbK1iVy5vFxOuwK5dxXRWyE88RfboFyfb6sxBfH0KO+wioz4y7kiUR1zDKIeSmdpuMad6prNVprPVXRaxucScbzzE1cYxCixvTT3JZjJX2mfu6VNUUXHfUDFsRe1JtnVwWro5D0J2/e7l1kLDKOXoUYMiiyaL+qmiw8jWeLzzEuvJAku1gyybhIFthMX9WPSNwe18LwKUvQgvZhKAZ8rLojI7YxA1eWHmi/yxS3+Br17/O0DIkfj+/E+yEc/hEXpRi4FtImgZfqcMbJPI52XSPUSaU0gczseR+hF112dDWlzf2uKxN59F0waX8xaxCG2pIVbwLmJFLXVtEJlgDz2wDWpFnwY96n7A1fggDJ+HbIjZWkFGPTRK8e05fGMqBG26DDe9EP4O2RAz2KLYd4Ji/wns2lXi8y8CMKi3qw5FRUXFPXGvnYl/n+1P6aGIvAw8z3aB8aKq9m+/aUXF3vNu9q/anKE49HC47tYaZmMJyUbIoAMmgiLDTy+Sn3iK4ee+tutLV+MEd+A0ZmsVk3cZj1FgdkbXOhI/vKOYs+F6NNwkDJ5e1OJG7RDr6SJOgk9/w/fpSROVD6WRWFFxl+w4liSmFEfDrZWw7Lre7dpu49GnzKRcqx0hdUNm8xVen/okXiyZqYWRwXJU6GzrETrRTDm0ZMhtdEuEXRhnCsWNYLE+R1QpJITreZgke1+qn+DN5uM82Xmedr7Bd+d/it+Z/xl+NPN5RKDueuRFcH2aztbYSOdxElN3m5P7S/wodENMREE8yZpYTfez7JrUNzfYqLdZSxYxRmn7Dk9svMgNO896NMtQY7xC4oe0iw3m8jX2j65xtvUo58xBVu0si4M3MIMuahNI6xDXMJ1VTHcdnzTQ5nRwt5JNTHc9HCg5/onJQZXo+lmSN55lUBUTFRUV98C9rk4GBBcmytPPAZ/dcbmKyNvsLjBeUNUb93i/FRV3xd3Yv/qZ/RT5iHjYA2Mw/U24UUDaxDen0VqL0Sd+6pZxALd4DLfvONHZH6HSQzR0InDByhINy6mj/XM7xJwRUWl1eTsODC7xytTTDGwDFUMr3yTRrDw6WVnDVnyUGdu93uTYdDfbTRj7M3kSzYl8hopwvX4YqwW9aApBOdI/H0YGR9dYTRYp5BOh26CKqC/HpaTcl0kON5PCRXUy9jQuQMZZFSrCxeZp/vxD/wFfXP0mX1z9Jn/48l9iYXSdftSia9scG5zlWu0wV+vH6UctComJNN/1SAxh/Cl0SCIyW2MjmmPLTrHRmOFS4yR1HRITUu3b5XGIJzafZ0DKZjKH80rkMtquQ6OUE24MZ9mQOpddm/29DSgytDkbRrlMhBQjJBviZw9O9sXXp7Br1zDdNWTUR9MGbu4QyZnniK6dwXRWKlF2RUXF++Zei4kW8Cjw9I6fTwH7y8sFeAR4GPgj441EZIlQWEyKDFW9ORG7ouKekTwDV6BxcsfrmI0bIfipyFBjURvjZvaj9Xb4Yh52SV/5FtqYmhQUY2coe/VNKEahkBgvJW4yMFvIlksx58NcrR2diDlvRy9qM5Ov0klmyCUlNymowajD+AJvxm44FRUfNXYWEjvOAyYOTu/62h0v/EPHItI8aBx8wY3a4YkeYtYGW+XNeJZLjZMUElF3fWouuKl5seQS0YtaeG5KjVdFBVQNqiE8bxKgV1rMZpLwZutJhqbBhcZpvnr9b/PJzed4qPsaL05/noXR9TLzosXFxilGJp1YxI4fdS4x1udE5DTyHpEv6MQzjGwQaE/lKxzIrqNiuFw7RubhNXOCh+Mhi8NrNPrdsEvelwcmABFiN6BAcZ1NpCjQtIGmdbARGqdh5Cmp7+6QikGTOpINML1NXNqYiLFNdw27fPFdi4mxpXblClVRUXEz91pM/DzwI1X9n9mRaF2G0D19089DbH+T7CekY39lxzZ94CXgeVX9k/e4XxUVQBhFwkbIoHvby6W3EVJm166hxkJchyTBHTiF239yopnYOV8s/U3q3/wbJGdfwGzcwPiCdzsK+8XVb+4Scx4aXtyVrFuI5WrtGGvpPhZH11lPFxmaOnXfp5CYxIOTiJEaVAxVQVHxsWBXp+JuX7MSFtGqeCyFTfAIQ9sY3yjnWw/T8D36tkEnnsFqQexz0h0hc3WCVe3QNibuSuHmt2Xe7My+EELRXl7nSO8sqR9M3rP/wqX/8RaHp4e6r9GNprhcP84gaoEL4vOhqZPZlEgimq5LpDn9qMXQ1rHeMZPf4DMb3+VEdpFrtSMMJaVj2yxFC0j9YRIdMTNagyhCVZEiZ6zByk1Ks+iQFAO8sSAWcTluehHfnie6sRU+y27GWvAe/PbnjsYJuCIcdLkD4wMn8cVXsCuXoMghinELR8mPfaJyhaqoqLjnYuLXAC8in1TV18Znquo14BrwjfF5ItIkdC2e3vHzJDD27WsSsie+AFTFRMV9wS0ew7fmiJcvhvGjm0adoitvYm+cR7xDxISjekWD6MZ5zLAXsifaC5jOKsmb30cGW5juOvGZ5xDvIIrwjTYmHyFlR2IlWeRS42RIwvYjjvbPcWxwbpeYc+yXH/sRuUlZTxaYztd4cvOHKHCx+RDWO/aPrjKyNTyGlXQ/Gs/g1FKYiHcPsassoCo+aHZ26LhNp+LuKcRS2EbI1jaCwVNgMWznPQxNnZGtkfistJ7dvSdWPTU3YGTrIYV7ewAqjAVNrglGlZob4MVQSMQgbvHoxqtAeM/+5r6vcWB4mcQPOd96mJGtcbL3Jk9tfp+BbbCa7kPUMbR1MpMG21rNaBUd+rbJIGqG21bITB2jBbiC6dEqzdoWXdOiVvRYj2e5Uj/OdL4R9i6uBVMHl+McrMfzHO2d4ejWm5iiB8bioxjEloXBMHQPjEWTFLVxeEKcgzjZYRCxnZ1zp85tdP7F8sDJ85ittV3djujiq8RvfZ/o3I8Y/L4/WrlCVVQ8wNwPRef2UOr4DJE/BbwM/JaqZgCq2gN+t/wZX88Aj3PrmFRFxX3BtxcoDpwKVohrV3e5OZmlC2FeeLAVxNZC+KI1FtNZCYLFq29B2gAU2VzBXn0TyQaIBrtFN7UILsP0NrkYHSzD6R5mPVmYzFHPZiuc7L3FF1e/yb9w6X/ku/M/xdnmI5PrpK7D0c2znOq9yRdWv8WZ1iP81r6vsZVOY7WgVWyRS0zkc2KfE5MxkCZuMg9eFQ0VHz5GfVA8iGUy8nQPBUVuUiye1A1ouE5IlDYxNdelWWzRtw16UZvYZwieQmq73gkjUyPWjOmixzrz9KPWZH9UFdnx/jHqSfyIWDPEB83FRjzH+cZpBrbBq9PPcKlxgtPd19mKZhiZGq9PPcWbU09ytH+WuWw5FAymjqiS+Iy50VI5sjhHr7SRBUWNoRPP8PzMFzHrniPDS8xkq2xEM0i53+t2mr5t0vB9sDYs9kd9riYHaBfrnOq9yWK2jE/S8BhcQXT9THh4RRZGNvMhRAma1PD1KSQb4JvTu5zqbsnO2YFdukDjN/4i6eu/W3YzJBQ21oJzyKiP2Vql9tJvIUVG75/5P1YdioqKB5R7LSZGQHKb2/nPCOYYTwGv3mnjMm/ilfLnr93jvlRU3JbssS9hl85PRpXc3CFk2CW+9Bpm0EFNBHGCuAJfa+Jn9kORYdevY0b9MFvcmEbyEWbQBXWoiTBbq0g+RBFennqaf7TwByfhdOOuw9C2uTR9iguNhyaz13/48l+6bfdiIVsGoOG6HBheYSk9RCeaYaZYZ2RrFCbMYDsTYdSVzjTl0Vb1t0nJrgqMig8KT6Q5TiLCEM326NB7p+wXiEF8jlVHL2ozNPXyUiE3CUPbxInFmxqqYTRqYBvUXZ+RCe+X1A0QDfsWRq7MZL/Gg4lGQzGhYhiZGs0iOLNdqR9nOdnPyNbp2SZryQID0+BU7032D65wqXEKL4brtcPMZqvMZ0tcrx1B1TM7uk7T9VhN97MVtRmZ2uTpiHwwYFhOD/DD2Z8gWf0tjvTPsRnNsFQ7iFehT42OnaKhA0AoMFxPjrJqZ3hy60d8vvMsmtTxM/swwy5m2AfvEF+UnQiBbBTGl7IhtreJpk18aw5Nw7jY7bJzdlL7/j8kefsHSD7ET83j61O7P2NaM5jBFmZrleSt7+O+/2v0vvYn3s8fvKKi4mPOvRYTy8Bh4DTw4k2XVSuZio8Ebt9xhp/9BaC0QjzzHDLoYjaXwAczSFUNhcTUPKCY7jriCojicBRz2EXyUSmuFjAmzDH3N7lUP8U/WvxneLn9DHOjJZ7ufWe3HqIf9BDj2et2vsmxwXbxcDML2TKfX/sWFxunWE/mJ5aWIYgrppA4/G88j65KqN1vaRLeRNXBqNgLlEgLIp+TR3c2OngfN4siZCYNwXdiSf2QVhG6FCOTkpkEMOQaI3jUNOhFU9Rcn9SNUAy9aIpckvJ95JkEtwghWwYHIjgiDI5+1Ax6DTFEpoYvrWNRYRA1WU8WeKj7Kk9svcC5xiNcqx9l//Aan139HX5r/y9wtX6CgW2yEc+XYuvwnhP8JGsi8jmb8RxrySKvtT/F0xvf46FumBS+Uj/GSrqPi/lRcltjVJ9hnSYzwxWe7L3Ez2/+Y44NzoOxIeW63wmfTcaixiLqURshYsL/XQ5FjkYJvtF+x+ycMaazQvL6d4LF7PQCvjF9y3UQE85Xj9kM1x/83j9SibIrKh5A7rWY+B7wi8CfFpHfrSxfKz6qFCeeYtCYJnnjWeLzL5G88exkhlhF0NYsvtFG4xSzuYRkQ9TGqDGY3sZkmAgohdop6sLM83dnfpJzzYeZGy3vcGra3iJSNzn/XPMRfnP/13h643tkJmVgGnSiaTrJDACHBxf45OZzfO3a3+K1qU/x3fmfYjndj5OIzKQMbR0/1krsEI6G1O2d7BSEVwVExd6iCENbnyyct3k/r73yvSOlABtBUFI/YiZbJfY5PVu6Po1HqRCMKk4IYm1Tx2FRMVh1IMEAVrwSUYAqhUkm+5v4IdYXZKZGZlKsOiKfIyh110clOKpFPuda7QjdaIrj/beDrmFwKRQN1nK8f26i6ehFLSLNMepD7aJKs+hOrKFrfoATy0q6nyv14zzReYHUD8lMSmZSWm4Lo56m73Os+yanOq/yueELHO+8PhFRm8EWAMv1g1yuHScjJtaMo6OLzOsmkgVhtdoYcS6YTaxfwzdnbpudMyY6/yJ2/TrA7QuJHfjGNGZzBbt+jej8i2RP/f738TevqKj4OHOvxcSfJxQTzwAXROS3gG/vuLxKxK74yOD2HWew7zhuehG7ehmpNdFBF+l3cFPzodvg8nC0zxX4eqtMttbS8aWM4FJFnQMxrMYLnGs+xGY8x9PdUg4kZtvKcQfNosNL05/lWu0Ivzv/+7lWO8JKso/MpAhB/NkuNpnO15nNgvXlVL7JSrq/PBKbBJHlhHEsmOwYP9i+Xyln2BnPsFdFRcWeoDtypO8NUResW034ahqnVCshUTozIX+hkBijnsgXOIkQ9RwYXiHyGZ1ohq1kltyGEcKaH5D7iCKOUUJ2S6SOrbhNZmqIeuKycBinZzssGMU4T+KH9KI2qc9BhL5tshnPsBHPMZetkPoBnWiWTGJqfsjh/nloKH3bCO9jETbieQa2gd2RMRPGr3zQSCTz9G2TZtGhVWzxUPc7/L6Vf0I9sUSR4fj6K8xnN0BMqdny+LjOxdajfK/1Wc62HmXdzlBgidyQuWyFE9kFPj98kaPFNbARpr+JFBn54UfJjz9J9ugX76hxsCuXkWwQLGZvGZ+8+Y9m0ChBeuukL38Lbc7ga03MsFfZyFZUPCDcUzGhqr8hIv8h8P8kaCd22b0C3xORl9gRWEdIxR7ey/1WVNwTSQPfnIFGG9/vEN04hwy20OZ0mDN2OWojUA2jTuqRXXb5DikyEOFS+wTr8Tyz2TKROvq2SSeew4nBakE736DheiylB3m79TjdaIq1dIHL9WMMbIvMpngMkeaMTI3NeJbzjYcxOJrFFsd6Z0j9kAull30gLHhCaq/sKnR2FgxaHtFFXWkne+t1KiruFdHSZnXcMdtlB/tebscRqaOYvD6lTKQ2IKHbMDCNSYEhZV9BEZyJGNg6x0fXmC42OWsT+rZFM+9QK4/2+8IysjUEiDXYyCrBuSmMDgYNklWHMxEeCwL9qIVHyE1KpxwzLCRmZGsMbINOPEsuEWemHmdxeI3Y5xQSM51vMFNsAEFMnpmEkalR8+HrT8vPiJoblLczQyZJcHXrvMCXl74RsiNstG0NWz5itTEvzX+JX5/5Oc7VTrKZzDNbrJH4jK6tc7lxmvP+cc7GP8EfaF/kid4rREsX0XqT4VNfftfugdxlZSj5KBQpgy6Ckrz8LZLXvh0+H6OEYuYAOrsf35qjOHCqspGtqPgx5Z7dnFT1PxORvwv8m4RC4skdF++0ex3jReQtdhcYL6jq0r3uS0XF3bAze8ItHMH0NrAbN0rVgU6EmuKK4Knug+WrGouICboJH0YXMkkoJCKThFfaz7ARzzGwDbwYjHrqrk/qh+Uo0yyC4jAM4zYotPLNcrShFkYlNDjgFxIxsA1Gts5Mvs4NP2LoRziToGLwmLCvMnaj0TLBF7bHRMrllvod4tOdq4SquKi4V7Rc4o6LWnnfousw/qOoKXUXup0F4XcIpwEiLTDqsZpTSIQi9OwUl+snibS0iRWhH03RyPrM5GtEPqOr0xQmZggkbhgKCRORmSRopxCK8v4LbCheJKRqZ+ppuD5TxSZD28Cqo+77QXidHqYbtYmSvOxu+F1diKl8g6Gp0Yumwn37YXBy8wNSP6DAcrV2FIPy5OYP+fzqtwANdtZQOlCFbgaqXGyf4tdnfo6Xm08yn61wcuuHRFKGZbqcgohrtSO8Gp9GWaA5CydcHj4DkgbvRrF4BE3qYYzK+90BeCUy7AUTitEgdEvEhI6vdxMbbrN2Dd+aQaOE+Mws8RvPMviJXyL/xO997y+RioqPEFWI427uhzUsqvo28B8A/4GINIBghwF/FThEsHudL69ugccIydn/wvg2ROQGZSq2qv7p+7FfFRW3Y2f2RLH/BMWhhwEwmyuY3jqSj5gEWrtwRFBNhDamUZdjRj3wYbGe+CGdqM3Z5qMgMDJ1aq6P1YLMpHTiWUYmJTcx09k6PrKMbAPB03C9yVHKmh8Gf/rxaEbRY2RrXKsfZcMFIWfqM5w6RrYRdB47dBmhC7Hjf6VQPEgpJIhTxwm/4/En2LHwqwqKivfLjuC3e6CQaGIhoJMU+TA+Zcr/eywgFBLjbISobi/e8aQ+JGAH16ScxA9ZHF1nbrTMheZDWPVkNmVgG+SmgVGPUU9BhI6NDW4qkIx6PBFGCgoTk2tSvocEj8Gg1PwQU/gg1ladZF9ASMIuTEzihqWYPGYznkPKwxc9O4WLLHP5Cp9ef5avXv/bHB+cD49CBGwc3usugzIZ/LtTX+R8fJT5wfWgx7IRakywtvaeKIIjxTV0EHNB5nluNM/J/hbanr9jpsSuv8WJp3CzBzAbN5DBJtqc3XW55CPM1ipm2AvaMVVUfOhIxGlI4s6Gk66FpnW0t4G9cY7o+hlG519k+Lk/WHUpKj52jEMco+tnMd21SeH8oHff7ksxsRNV7cv2F8t/oqqvAojIEUKOxDNsZ0qc3LHpAUKi9s8BVTFRsWfcnD3hG200SpiMEbhgsQjlkUARSOrl0bnSMcWHjoWoYyU9wEptP/sHVziQXdo1PT4qEi42TtO3LeIoYytql640OanfnvZzZdfAl4uFyGdkNqUftRiZFAVSzSiwZNRQ7GTRU+5oOZpQBnDhMerwhMVNpAVODF5DR8OVR3PvJQeg4kFnrNfZ+f8x7/U1JYxD5KwvUMCJLRfzoTi+NZQuLPZFFXAUEhH7EQeHl0GhF00xk69yrH8OW3YyYs1pZluQLDA0NbyxRD4HQygokB15GWC8I9IMJzEGR152LawWJD7D4Cfp3IujqxSSoCh9u5+tdJrMxGSlTa0iOLHkJsaLpe6G1Ise3ajN4cEFvnL97/EzS7/GscG5oEHQ0lfBmDDqpA7yESvJAucap9mMZni6+1roPBZ5yM0wJow0eo+4gsPZGZ6P93FxZNm8eo2ZcXfiXfDtBbJHv4RdvojtbuAwaH1q0qEw/U1kNEC9wxSjsoNk0bQZxs/yUfgM9R7BIYMC7wtIQiCofO8fIoMthp/7WhV2V/GxITr/IrUffD0UEr2NYLUcJ8igS7x8Mawpls4/kK/r+15MlPxFQhhdNj5DVS8Dl4F/OD5PRNpsFxbjIuPxPdqniooJ4+yJ5LVvEw17iCtK0fUU4gvMyAdLRcolUpGFL3PvQhu/XDi9OfUkuYlpFN1ylnv3sHFuUyyOxI/YiqZxEmHVkfhs13LLSYSKDWJTsXgTEfscZyyFSYJGQj1ReRTWl+NW4yO5Bj+xsxy7PTXysE+5SbFaEPuMREckfsRaskjfhkReVV+KtKuiouK9cDvnpvcr9FeMd1gcqKcwKQZFfHit+1sS38f34RE8kRZ4MawnixzvnWEhW2IrnibSfKJdcmK4XjsUNA0mCqJxEQqJiFyGGo+XOAiwJQoJ1SKMTB2rLowSqk40Ew3XI3VDtqJpUj9gPlshdUMyk1CYhM1klm7tGFaLiYNTITEIpG7AdLbKdLbGgeEV/sDS3+OXL/y5HU+HhhyJWgt8Ecwhhj1AudQ4yXqywGy2MrGg7peaCycRBk/bd2m6LtYYZop1NrTJFbufuc4S6XP/CLX2XRc7w8//Qez1MySv/y5m0IHhFpqUAZ7ddWTUH+8q2HhiYEGRh1Md54WEgs9ko/B3jFMkH5K8/UMABvX2A3kkt+LjhV26QO0HXyc+/2Iotg98GuyOJXRpuTzOs3rQXtd7Ukyo6r92l9frAN8qfwAQkb0qcCoqJrh9x8lOPUPy2u9iO6vgHWojjC8Q58s8iYCoQpGBxtt6CWAlWeRc8xESX3BwcImV2gEAporNSVHhMZNuQ2HiUHD4ohxD2iYMV7ArU0I0iEz9+PLSntJqgdfxwipspyqwo5wZZ1CoyERN2YvbONfnaP8c89kyF+tBuJlLtO0+VXUpKu6J9/v6KV/fPiMzSdmhcKgx5TjfnY6mh/sLYmphZGtsJAu0i3VAcOXo0o+mP8u12jH6UQtlrB0aFz4y6TiE95tF8Aih0NBSs+HUYNXjxBJpQezzkHodNdk3vMbhwQU2oxkKEzE/usGN2iHUSChovENFiHVE6kbEPqMfTeEl5qeW/xE/c+PXdj8ql6O5oLMHwGXYjaWg4YLJqFTsR2zGs1yuH2cjCW5RYezKU/dDZop1DufXSQjjWYP5E7g4uuvFjtt3nP7P/nE0TknOvYDprCDZMBxYyYMBBWK2OydFHoTi4yweCT+iHkyp7coGQdulikZJyP1541kGD9Ciq+LjyXi0ybcXbpsYj40m5z+Ir+uP3MJddYdqraJiD7HddbQ+hW8vIL0NzLAXNBIi5SiT23FtLfUTJcby8szneGvqCWI/pF1s4mxMN57hetymVvTL5N4Wg6iBqFJzfVxpeak3jRrsdKYZlwXj+etEszCrLTGpOiwep760zJTJOIjg0fIWRD2ZSVEESxjxiLTAqmOpdoi5bJlHu6+wnO7ncv0EI1Mrj9RWHYqKDwcvJqRcSzANcCYqX4/vhOAlODJFPqeQhG40RTPfZCZfZWRrfG/mp1hP5+lFzaBzGAvFb7odINyv2KCloCi7FKa8nwgvoQApCFkSiR+xb3iNh7qvMZ2vs5LsZy3ZR6Q5n9r4Ptdrh7heO8IwqiOqWFw5CiVYddTcgIVsaUc+zY49KjLsjfNgbQilAxBL4jMizblRO87lxknWk/ndWi1J6aSzbMRzbMRz1EzBQV3DpvOodJG1PsnbP8S3F+l/5V9/x2e3OPEU/cY0RZnPY1cvI5vLsFEWeAJ4jxlsTXQk4nccjBmPXmpZXKgieYYMu/ipOezGDaJrZzCdlQdavFrx0cZ0ViajTdmBT7/jdd3cIZIzzz1wr+uPXDFRUfFBMP5wkMEWvtbE9jbQKA4uT+rDFyKwPboBlEv1S83TPDv/03x7/vfzdutxPIatooOIkviMmvZQDYuchuuR5wkjkzKVb7IVTzO0dXKJqbG9pLFaIOrwkiLqML5gGNcRlHa2ztA2GNo6TixSWr3GfkCtGNKPmxQS4yfz69vz5+F8i2KouT6JH7IVT+OxHB2c4aHuayiW5XQfiqEXT1EQ3dVcdUXF/WXH6xezUxH0Lhj6tkFkQqjcRjRLPenzSOclLjVOcb71MCNTCwW7jvuE4+6EbIvHdVyKh1wZr6EDoSqlTWwo9McLZasFB4ZXykJig8LE3KgfDvoID0cG51hJ9k2sYmVXNwRiPyIzKZfrx1lJFlnIlm99RlwGO49piHB0cA7rC861HsGoo+F6zI6uYHT7ij4XtpI5btSP4E3EkcF3ObH8HPHgKrgC6a5Tf/bvgnpGz3zlXTsUg33HGX3qZ7DLF4kuvEztxf8V6a6HLInBVgjRcy7oNtTd5lZKlzyniHdINgD1+NYcpruGXb74wCy6Kj5+2OWLmO4avjW3e7TptleOHsjX9Z4UEyLy3wA/osqVqPiIMv5wEFcEe8Mim+RKqLHl131wQxLdLihemf403zj0hznbeIgr9eM4ifAImUkY2CY1HdFyIxazG7SLTaw6ricHuJoeZmAa1F2YM85v8py35WiAKR1exum8NTdgLluhG7UZ2CZDUw+iVBwg1HSIFJ5u1CY3NcaBeR6Dl3Qyr1yYmL5MMdQGiR/RjxpsxAv0bZv1ZI6BbZL4UVhsSRCVVh2Kig+HnTkVd6fBULEUGLw1dJNpZrov8kjvVTbjOZr5FnkShwwJHMbnYRxQQlfPMe7Gjb3QwohVTA5lByFYs0o53pQhKKkbUHd9pvN1AK7WjxFpgWgIqDzXeIROMstctkzN9cnLTBmDJ3YjhrbBarqPV6ef4fuzv4ev3vjVmx7VzgMZJd6xkK0EUbdExN5N7n8nBmjLgG60SOEFl+UsrrwWQuisBbHY1Sukz/9jzNbqXQlGfXthMuIRrVwmeeWflrtYWk/fNLp5h79U+Jwd9jHdDXx7PhQ3efbum1ZUfEhInoEr7soJDUr7+Qfsdb1XnYl/m+1PwZ25EuMC4wVVvbFH911R8a5InsGgi/Q3kd5m+E6MkpB6XeTlHLAtnWLCF+DF+km+ceAXeWnmM8znK3y6831emn6GpWg/M/ka0/kG3WSGtXieSAsOZVeJI6ErI4x6NuNZZvMV9g+ucLVxnIFtBJemMmdCUBI3xIllK24j6qmjDGwTFUPkM/pRa5L4m5uEtTg4LjtMedRUsZpPxqRin2MIoxthHMSWnv0NskZKO98kk4TcJOWs+ng+vSokKj4M5Kbf77Y7IYDDuhFGHZnEvN76JNfrR0h0GN5XJqbu+hhCBkRuErp2CiM+6IagLGIEbyzeFxiU2OdhPMkmYZRQoJ2Hz4z1ZJ4t22Y9mWctWWT/8AoD22A52U8nnqFe9Jgug+vSYvfCIi0yerbFZjzLizOfu00xcZvHLoaV+gESHQUXKoHNaJapYmOX+YMXQyeeRVxO5JUIx9LiE8z7zXAzWj7T9u41FJPbLt3woitvBJ/9iU7i9rt8O6TIiC6/jtt/Erf/xF0v0ioqPgx2ZlPdDZJnaL31QL2u96qYWAL2lb9bQqbEzbkSS2yH1v2IUGC8vkf7U1GxC40TTD7E9DZBPRrX0GQ7YRpVMBYdp2ADz87/NOcaDzOfr3A0vwoos9kam2aarXiWttuknW8AsBzv4/vTX6QuOVumxYqdxRk7cXRqFFt0o2m68TQdZok0J/J5WD6JxWOwhFC8vm0CQUcR+ZyIHEsxEWWrCrEWaGn7OtZeRFqgIowkZXuRpmTlwikk8tZJ/DCMWJkYqo5ExUeKu3ktamhmELIhrM8503qCwoTcioFtkJmE2AdXpYmzkoYkbVTCOL+YSSMkvLcsrgz2DqOPjkIsKoaRqRH5gqu1I4zmU472z/Pkxg841XuLf7rwM2w2HyMzNWazlXfc88SP2LLT3KgduuOo0+6H6rmUHMNJzMn+2wxtg/Vkjuvx0VKnVeAkYhi3SNSxP7tOyogibnA5Psz8qCwmvAtBW3OHQsFxG8HoO4Vyjd3w7PLFMOI0GQu92+JPQ0c4H+IWj95e0FpR8RFhZzbVOFfizlcuMN018sVjD9Treq/cnA6IyGHgLwNf5vbfCPsJidlfGZ8hIpvA7wB/E/hb1XhUxV7hFo+hJgqzu4DfdQShFAv67S/G4Nz0MJvxLE9vfhcx4SV9WC6yEc2wVDuI2oj2aBXjc9bSI6wzDxKOEhZE2FIg2ouE1I2Yz5bITMrIpAhKzQ2ouUFY/NgaraJD3fWg9L4/OLxMO1/DY1mp7adRdJnNVinE8kb7KW7UDpVz4WEi3PqcYdS8xZ9/p61mIZYimsJPzq8KiYqPGaqAB4XCJgxpMLRNIgrSYoDH4IhQI/Rsi7rrk2gYVXIY8jJVfmdmhorgiAAfAiKlDI4TEC3IJCGLUqym7Bte41Mb3+er1/82Ddfl2/NfZiuapp2v32IVvROPkNk6U0UHj+VS4+S7FxNoaT0bs5AvMz3scMUdZT2aZSA1vBgSP6Kd95ilz+HeOTYa+3FiyaT8jPMeyQb45jTanMZHyS7BqAx7dxXKNfzsLyC9TWrP/+PSne5uConyCTZlFkY2xKxdC7a3D8hsecXHj5uzqd6pSLBrV/HNGYqDpx8YvQTsnWaiDvwK8AXgeeA/BV4BNoE54JPAHwB+CWjs2HQG+IPA14D/XET+tKr+hb3Yx4oHG99ewNenJs4xuyxRbTTRT4RZaeVS49S2t7svgJA2O609HhqegaTOerLAJdtmRMLQ1EIAFiFht+66TBebWDwb8SwjW2MmX+Wfu/zXON17nU4yA8DZ5iNcaDxEO99gIVuaeMePvfIbrgfAxfwkI1vny8tfZ3F4nf/8kT/DWrKIE0vD9ai7PhvJPG5SSNyuSDA4E4dfg79sZQ1b8fFDBNTgBUJPT4n9EERINENdn5EJXcfchgW1cUEX5CaFBOzWZxicCJSOatsibYh8cEULI4WeSHM68TSdeJpjg3PsG10j1oyRqb3jbo/zKdr5OpEWZCZ9x+uPSTTDimNom0yPNpjubrBq57ieHCA3MbEv2Gc2WSjWUIRlc5TEhwIKQAZbaFILgVtp+PodC0aTF/9Xoutn7y6Uq3R6MtmA2vd/DbL+tsX0bf9OpjxIU3YxjA3hfMPeA2ejWfHxY9yNG48FurlDt82ZMJ0V8hNPkT36xQ9pTz8c9mrM6d8Fvgj8FvAV1V32DpcIY01/VUT+T8D/F/iXgPPAfw/8FPAzwCLw34nITwF/XPWu1F0VFXdNfvrT1F74J8hwC8mGaJyWxYMPR9q0FAsiZFEjeLtrHr4ETalR8I59bpXYX+ByZDnjZ9gqrR9VhNQNWchWaBfr1Hy4j9nRJjeiRdbSfbw091l+6epf4djgHCvJIv/DyX+HoW3y2NaLRKVTy+04NLzICzNf4mzzEaaztRDwhccq1F2fzISC5t07DbLjpCokKj6OlJ1EglOQkwgrYcGfm4SG69KNpkqtUU5hYrrSIpf4pmJ7t9vSmJ1uT7FmNIpesK3FcGhwjn2j67w8/Rn6tsHl+gkaRZfYZ2xF02y6mV25MxA6ElvR9CSfolVsEmlO4kd39WiP9s4yN1rmcu0Eq2aG67UjbMSzDEwdLwaDss4+lmSV/dk11rXO0fwiR7IrSG8Tk/VxM/txC4e3H2OcIL0N0uf/CdH6NXx9Cjd3CD+1XXDcKZSr//v/FczaNeKzL2BG/TLnZrtTEWyry+fQl4WZmLKgmQ36iQfMRrPi48e4GwdljsSZ57aL7TwLbk/NGfITTzH83NceqMA62Lti4o8RPkn+i5sKiV2o6jLwx0TkDPB/Aw6p6ldF5AjwXwD/fHlbV4H/8x7ta8UDSnH8E7j5Q0Q3zkGeYYq8DF/KdmdMGEOsORGOYdQKRYd6cDmSj1AxTPsOycpzrNY/xXoyPUm9PTi6ykyxMSlOJBtixbDfXeNC/STn6w/xm/u/xi+f/3O3Tba9E5E6ZrOV0A1pnCyPagqpHzIyNUa2VgqtKyoeELRMkkfwtkGj6JK6IbHPqPkBvWhq4tyUmaR0LNuJ7LoxqwVe7ESFZNVh1RFR4IjC+0ss+0bXebF2hG8ufpVXpj/NvuE1ADJTYzVZZDOeo1V0tvUMtkHqB+wbXuNk93WuNE4xm61wtH9r1sTtmM9ucLL7Fi9OfYbvzf4kXsx2zgSOzKZsmjk2bZuL6TEW8mVOrzzHvtUfoY0p3Mx+ikOPoM2ZyW2arXXs0rmQZ2Hj8Dm1tRpSuFuzuIWj+Ob0bUO53OIxipOfwq5fh61VZNhDfVHqzkwwsSjd6tSEzyStNfG1Kai30ObMA2ejWfHxpDjxFIPGNMkbz4YCuBwD1HqLfPEYxcHTZI9+8YErJGDviokT5emVu7myqv5HIvLTwL8tIn9ZVb8P/BER+S+B/wPwp0TkL6jq23uzuxUPIm7xGPmpZ8KccJ4THGAVfBA3E6ehAFDPsa23mB2tcLF5mmPZZSIdhcLDu9Dq9J6ONBlJihWP2oiW69G0BUiCumKH64nHGMt0tk4nmual9mdYSRZ3JdveDbEfUUgIsyskCkFb6hlEDXJJqDoNFQ8UY+E0lpxQBEzlG/TjKVp5h0LikNVSZkbsHsnR7RspT93Y4anULFkcgpaGBopRz8ikvDD9ebbiaVbTfQjKwugG0/kGG/EcuU2xro8XQ6RKoiOmR+vMZquTxOzpfI1TvTfvQi/B5HPpSHGNYdRkuXaQVt5h3+gqVhSSGqNaDVPkrJlZhqZOqkOOds+ACEvzj3Hh4OcZ1WZJfMFhWWNx7U2iy68iwzL7YWZfeD7yDNPbRHobSG+D4tAj+Jl9u0K57JU3Qtgnim/NQj7CuhwKmRQTk5QeY0tZVhQ6Eq7AJ3V8c/qONprvJAKvqPgwGOeuVK/N3exVMbEF1IDjBLemu+HPA78X+LeA75fn/SmCQPsR4N8A/sP7upcVDzS+vUB+6hnsjfOYznJIZu1thJa82FAkuBxVWMhXONl/i/Oth7kWH+BodhG1SfiiNDYkupoaI6mRS0zsc+o6wiYx6gyiA9Q4pBzWE1cQEUYbNpI5LjVOkvgRkeYMbfuu9r8btenbJjfSg6wm+8glwlvBYSkk3rPnraLio0lp6yrhSLjB0y42abku12qH8eNMiXHHTnZ3IoJmSHdMOu3MutAyIT4hkpypYgtQNuI5utEUM9kaC8Pr1HTIVNHhmY1niXzGpcZJColAPdP5GnXXp11sMj9cCnay6T6e3PwhX1j91l0+whDld2HhUySpZdGt4gVuNI5i8YyiJn3bZGRjjC8QX7BcO8RfPvm/57n+y2zMnGAtOUHhDRGe2WKV0xs5X+I1jtkr+KlZ/NT8jqclpFvbjeDkXqgPnYZRn+Sl38IuX0BtjF2/jtlcCuGf3iPGoCYqrTEldCh8gRQFvtaYWMkqIL1NNEp22WjapQt3JQKvqPiwGOeuVAT2qpj4AfBVwojS37vLbd4sT788PkNVCxH5HwgC7i/fdquKintgLKpK3vwuDPvBVcT3wlhS7oI1rCoq8PnOs5xvP87LrU+Beg4NLwUxtgSLVmozDGydHEvLdWnnq4i4Mvk1BGCpMaGboeDEYjV0QTKTcrr7OrPZCpemT1H07R1HnTbjWS42TvJS+zMTp6ZeNIUTg9cInWQHV52JigeRMJNfENGPWiGhPp4hl/gdDAZk+zIJHb7xmKDoOMxOSP2AuXyVmWyVG7VDjGyNxqjLdLHBZjQTnKMkYjpf55Huq2Qm5VLjJFcaJ1lL9zGVb4Z0bbHMZcs8vf49vnr9b3NscHcjTgCrdoYL5gCo8rn+D7ghs1ypHeN6eoi+bU4yZ0QMRoTVaIHfnvkyLzaeYp4Oh/yA2EBPY64OF7lS/wIXjx3g5zu/yRPZWzc9LQbfmMYUGdGNC9iNZdQYzOYyUmTY5QuQ1NEohSILo59lB1bEhAMyAoxGoRiIEygy7KAb7Lm31jDDLm7UIz7zHH5qHulvUvvB1+9OBP4uQXsVFRUfDHtVTPwl4BeAXxKRP6yqv3IX20yXpwdvOv975emp+7VzFRVjxqIqs7FE8vYPkFE/5E5AGHHyIf0WsRwfnOOrS38fUeVs4yFemP4cs8NlYs3IbY3r9cNYPBGeBkNqmkFRgHdhQSJSig8Fr8rQNkj8kOl8nYFpcKlxshzTgHONR3i499ot+7uUHuTt1uOcaz5EJ5rBqqNZbFFzffpRKzymd1w0VVQ8CAiDqMm5xsMIytDWy+JgLLR+p/dHcIbaGZknqsSaM5uvcmB4hVxiRqaGw9J0W0DQayQ6wpY5FmNin9GPmhQS4yQqU+63myB3+3jGo1mXGqdYtzPM9S6z0L1AlPa40HyYka0josQ4EgqseJwRBmpwkrKSLDA16LC4dZG2zUI3dZRxLd7HS/NfgrjG1PL/whH6u+952EOGfWTQQYZdNIqDpbYq4j04B4kLmoqkjt24geTD0H3obUJaR+MkNH5G/e0snbSBuBwVgwy2SN78HvbaGaQYYdev49sLZAc+fVvHnPcatFdRUbG37FXOxK+IyJ8Afhr46yLyFPAfq2r+Dpv9q+XpzfY1m+Xp1H3ezYoKALQxHUTV1uJn9mF6G8hgKyz+bRS+PIsMKTKe3PwBU2bI90af5VxygvVoltwkNF2Xz63/LpfzG7zQ/hwDW8eLxfhR+MIVKWeGBXWwFU2R+CGFRGzEc/zWvp9nZBtsxLOsl2NP1+tHeGLzOebzVSB0JF5qf5oLzdMMbR0Aq64M7RWsFhQSbbvPVFQ8kIQlemFiemKx6lBhR97K3bw/ZNLdUwFPKChGkrKUHsCoY2RqpH5E3Q3wCEPbYHq0TjvfYDOe5e3W43SSWeazZZpFBwFO9N9m3+g6jaLDRrzApeZpvnHgl2jnm+/SnQjpeSohm6KwNZKyc/lW63GW0wMg0CAjoZg8wr6k2B2dyuvpQc4UQ56xF1AzjZEOh6MBLi04Vz/F92uf4oj7dsiBACQfYrZWMaP+tmV2kQOKGINPm2GEyRWhq5uk+NYsZmsNKUaIetQ7gieeIsaiaRM3vRCst0d93OJRiqNPIMMu6RvPgncUhx66vZe/jW4rAq+oqPhw2avOBIQMid8iZEr8X4F/XUT+W+AbwHOqoXcsIqfLy/83hE/Mb990OzPl6cYe7mvFA0zy+newW6vkxz+Jby8Qv/E94qtvBpeG5gzkQ8KIkgVVjm+9yfHN11iRNpcap8hMQqIFR0cX6aWz/JlH/lNebH2KG2aeA9ovv9jDHLdXw1Y0zdDUQcOX/Fqyj7xMy60XfRZGy2zFs1ytH2MpPcjJ3pssjG7w8vSnudg4hReDYspE7AwnEU6iyZFPwb+HI54VFT8O3OYVr+EIeDEJo3unImLcrRif7r6uoMQ+Y2QbFCaeiLNTNyDWnM1ohtQPmM1WabgerzQfZj2Zp170mC42IJpBUOazFQ4Mgy9JuwgdjXPNR/ju/E9x7PLti4mVZLF0bKsRU9BLZzCNJgNp0MuWuZIeYUhMnYyUAodQYMmJGBFRiCWlICZnaBtcSk5yenGWRt4huvY2oBwwW7wYL3C2+Qhrq99jLg2FivQ7wTbbxmF0KRtAkYeDIlGC1krb2EEP0+/A0KLGhvMH2/baZtgL29Sm8PUpTHcDTWoTZyk/NYckIZfDdNeDRuId2CkCryxlKyo+fPasmFDVNRH5AvDngH8NOAD8mfLHi8gaoduwM6knB/7sTTf1dHn67lYXFRXvEdNZmczmjlvqbuEQ0cpFZNiHIgtH0NRDlCBFhhYZeMeiX2JBO0EHUYSm28LwOn/0wn/H5ok/xcX6Cc43TjOdrRFpgTMRQ9skcUOMFvRtg9RlHBhc4uHeqxONxLHBOU703uKV6adZTg+ymu5jy05xtX6UQhIMOVIaWxYmIdKC2I8YmHpI6y3tLysqHiSkFFHrzQLru+rUvcP4U+mSZrUgdQP60RRDW8f6AqOOzWhmkhlxeHCBvm2ykcwzMnVmsxWgHIHyt45A7cyLWUkWdzk6Xayf5Nn5n+Zc82HWkwUKiYm0IDGeG7VDbJopTGOLrmmEAD3xdKkxIsJNkmdCYZRhsaVmqxu1uZHWOWFd6EDkGVaUmThnrX6AK7LAfO9NSGtINgyuS/UWpr+FFAUQnmO/I38CX4SRJYD6FGrDZ5BkA3ythbg8jJCWltt+9gC+NYdbOBLcnADT2wQburemt4mM+tsZFzdTirErS9mKio8Ge9mZQFWHwP9WRP574P8O/Bzh09oSQul2sgb8sqr+4Kbz/yXCp/xze7mvFQ8mdvliCJtpzYVRps1lzKCHRgnELrTv82GwZPSubPNnQDkClTZComuRg3OIOv7A9b8H3vM3Dv9xzjceohPPThYSiR8gQOJzjHqO9c7wePelW/ZrLl/h9678Bm+1Hudy/QTX6kfJJcFSkLoRIxtyJTKTkpHiMXjzXsY4Kip+nAjFgO6wdt19Gby7VuJmdBJUJygD06BvW1gtsD7HScxqup9EM/YNr/FQ91Wm83Wu1w4zsA1qro9Bt0eg8jACtZOb82LGxcTL7Wf4xoFf5FzzETbjOWazFWI/YminWKvtp1Ok9Got3mg8RiExop4eNTKi2+RnKF4NQ6khQFYo/c0tdDpBTYTtLYOxJLZOXmsznNqPrLyKrF5FskEwoRj2odRJqDFBcB0FxzjJR4grUEx4zrIhUl6GjSGKQqciitEojEHlp5+5tVAojSk0riHZILg83amYIATt3clStqKi4oNlT4uJMar6XeAXRGQfweXpGUKnogYsAd8BfkVVuzu3E5FTgAGGwD/4IPa14sFibAdrNpYw69eQbIAZdEshdnmUc7JIJyS3ign+6VEa9BSDbulZP3Z9gZ9d/oc8uvkjfnPf13ip/Wk2klkUYTrfYNp3uFg/ScdM88TWC++4f/OjZZ6f+SKdeBaAVt7B4nEmwmPC7Lat7fDEr6h4MAlzs2b8202XvPcCW9QTa0bsQycw9kVwTBML6slNiuDp2RaH/UXSMh/GSXhvjrsQW9F0GIHKV2+baD/OiwnBk6Ej8Y0Dv8jL059hbrTE073vbDu7iXB8cIa39GleTebZiBcZSIKXCK+2TJtWLFp2JwhjRupRMTgF4wuy5eukl15ABltIPsLmQ4rmFE2GxBbc7AGs2KCVcHno0FKmWasHX8CwFwLuiiws6tWD88EGu8hCN1ckmFBEKW5qDjPsl+nYt8HYba2G97uDQ2/398kztN7aZSlbUVHx4fCBrkBUdYng9PSX7vL6Z4HPi8itQ6wVFfcBs3IRe+0MtrMSZn3jGmotgiD5AOzYJ92iaR3yLGgnjA1WiN6H1FhAk3r40i2tEY8VZ/nl8/8Vy+k+LtdPkJmUxOesNw7w6wd+kaZuvWvS9bX6ETKbggiRhlll63OMOgqzQ2ytVA5OFQ84N3clbi4i3sv7wxP7ETU/IHEZsWakfoQXw9A0SPyIvs/ITBpco5oPsxVNcWB0NTg92RqqcssI1O3ITUrqOiRlMRJGmx5hbrR0W1F2pAWPr/+QLKrxevMTbJkWhVhCkF7ozRRje9iysLJ4vCpIGIHKcofZuDFJpi6cskGLY70zHF9+HmN6eFXMjkW9TxtBUJ0NQjdAFXSAjNOu0fG/oK9wOYhBihHqUsQnaFIPB2x6m7ibug6+OY0mdUx2Lfy+8yDOzbgC010jXzx2e6F2RUXFB8rH4nBmKdauNKUV95X4td+l/rt/h2jtahhTSpsIA9THqI1CArYvj+o5D9IMG6b10JHo+9CVKNGkFiwRtzNfAVgcLbGQrYK1iHc8G/80hQqxvnN7fjx7XUiE9TmiSiERNfVEWpCRkkmyPSNeUfFjyc0f/e9UFHhCM3t8vfcx2kSwYPUSkZkahSTEmqOFYSZfY39xFYOyGc0wNDUEZT1Z5I2ppzjXfISG64XgOFNnuljjwODKZATqZgqxrCcLHN08y9H+OVaSRc41H2YznuPp3nfu8FSEr8NPrDzLjWgf682ZspgIj9PrrisT0rxtufgP52QS06vP0/ADJB9xLT3GtNvg1NZrLK6+FroNqmF8yRg0beLnDgZ3p/UbpUB67Ozky45QOOhCFIN34TPUl/ax5YEXbU6FsdDbdB00beAb00Hx5Qq0OX3LdcbYtav45gzFwdOVXqKi4iNAtQqpeCCJzr9I8xt/nujqm+Ggmo0QH3QPZtANX6beh8RZMaHt3u8EnURSxzWmQ8u/GIVcCmMxg63wxQmoMZOkXUXA2rCtjUl8RuRH5PLO7flOPMNW1N7uOggYPCNTw6grE3l3LpwqKn6cuVsh9Xvd5ubrhwMIEgxhyU3CwNbJTEqkxXh4aJIZYdST+BEGR2ES8tIUweDJJX2HuzJcrR9nOl/jVO9NFrJlLjVOsp4sMJut3KFruV1YRT5nbrRE4rOyAyETzYhBEfVlloUETZVYBE+kOX3TYDNdoEgaXGw+xGo8z8neW3x+43dDJo6CeBeE1BKCNmWwhY9qaOm6NC4owm6VOTrGhFwdXxYYaR2tT6FCeRu9MMp0h66D2hjfmg2fdZ2VW12dXBF0bp2VkIT96Bff9S9aUVGx9+xZZ0JEDgD/HvB7gBawCrwBvAg8D7yoqv0730JFxd5gly5Q//bfIr7yBniHO3AC01kN9oXG4OMmUuThyxSCv3qZM6E2Qr3DdtfDkTTADHtIPiyTsk0591t+saoP5xOOtiHC0cF55rJVLs2c4nj/rZCiPQmlCsVI8Kl/jOV0P0PbCHavEgSbg6gBKF7ez5HXioqPG7cKim8/ynQ/3gdBdG3xRN5hcFgtcGIpTMxasogdFSR+RDdqo0BEwVy2zIHBRa7XjzGbr3C0f5al5CDX60e4UT9M4sOY1Lg7UYjlauMEa8kiT278gC+sfguAzKQUEhOXI0/vhkGx6jHe48rPAylF34jdUXqUBtUieBX6psFle5Ar8SGm83WeXPshv7D89zkSbVLMH8Z2VmC4hdbbqI0wg25wW1INi/0iw4wGOyTvGroQ4lFTfvYZi6818dOLmI0lFMUMtnC1Jr7W2v1AyjA6yQdkD30WjVPs1irJmee2E7DzLJhlNGfITzzF8HNfqwLrKio+IuxJMSEiJwii6n3js8rTn95xNRWRt4AXyp/ngRdKXUVFxZ6RvP4dokuvBR1Ecza08MtIRMmGmLwXWvTGBCtEEYgSVD1CsC3UWhNtz+ObM5irb4WCwcahxe9yQMojeBJyKpwr3Uo8i8VVTgzOcr75MFfrxznWPzvpYqDbKdc3aofp2SlASfwIJxZHVIpAQ4CUwe9I9q2o+HFgezzn9rxfHcTd3LWWOS1CVOokQnZLONI/sHU2knlQZWDriCqtbClkSQDT+TqRFsxnKyyOlkg140r9GOdbD1PYhFNbr5ObhPVkgeligyc7z/PV639noo1I/IhIc4a2/c77KeORprInIRrC+ZDy8+CWBzb5zUmEU6GVbXC6uMC+7gUOdt6mG7V4vv0FjmZX2GfWg2OTMWithS87r6a3geo0mjYhH+0WSQvbOocoCYXE1DyahO6EDLbw9Sk0rhFffu0diwStt0neeDbkSHTXQuZPvUW+eIzi4GmyR79YFRIVFR8h9qoz8WeB/eXvy8APCd2Jh3ecL8CjwCPAHxlvKCLXVfXwHu1XxQPOJFei3wlfcuX5WmvibRSCl7IBuDyMMTmHpo1y/tdBUp/clmQjNIrRWhOG4BYOg7Eh/XUYmm7i8ok4UcpZZ1X4wuZ3uDD1KC83ngAxHHTLxFmPzbhdFhKH8BgSDTa0B4dX2Iqm6URTOCIUsLgyvI4y47bqVFR83BmPzeyYw9/F3r62hbAot+qp+QFT+SadODixWS3oRbMMbHNScAjQ9W28iZjKN7Ba4DE4iTgwvEDqh7TzDV5vP0VmEnIT03Idjm6e41T/bb6w8k2ODc6WLknK0f45ZrMVLk2foujbOxs0KBTGshbP4lRwGlys5KYrmXJky+IxWjCSGipCy23x6ZVvkopnJZrjrfmfITcpUWSY8V1ORa+GfXNXIU5x9anQLdhcCU5OSS3YtjoX/u996XCXQK1Z6h/aaJyWJhVDRD3ZsafIH/4cprfxrkXCYN9xTGcFu3wxODfFCW7xWKWRqKj4CLJXxcQfIHwrfA/4OVXtjC8o7WGfuennNNvfEgf2aJ8qKrZzJZozmN56+JIqL9M4xU0vhoClLGghZGs1ZE0UGdiIfPEYvjmN6W1iehthTtjGUGuFo3GNaWTYQ8b2shDGnmwUOhsaXujHB2f5+aW/h8xlnJ16jOdbx5nvX+dqeoirtaM4iZgu1klGGc6EI6Nz2TKZScjKI6IQ7CvNWGDJTp+CqqCo+JiijiDne6fi+HbF890U0ju3G5+lE+2DUYctF/A926Zrp8qtwhhiZhJEldQPMeoQgX7UYqQ1hqaG9QVttzmxhZ3O15nO1zHqUBG+uPbbfKLzAkf751jIVya7sRqPU64TrDpqrsfV2rHbujmNeXXqaTrxLB6Z5FmohN/HCgqjnpgCq650ePJY73Bi+cHMl0g1oxPNMDtaJvYZPU25lB7motnHxegQX137Oo/pMmItpE18o7S/nZoPhUP5fEseUrLFuyC0NhayYRgBzQbgClx7geFnf4HhT/7huy4SfHuhKh4qKj4G7FUxMbZh+E92FhIwsYf99fIHABFpEZKux8VFRcWeIHnwRPfN6eBM0tucHFUbozZG6zGSjzCuQEYDNE4o9p+gOP4JNG3gAFzx/2fvz4MkS/L7Tuzj7u+KOyKvOrLuqr7vnumZHmAwgwFIggNQtF2QuxJJkZJRtiuZdk1/7JpM+l9rEmVGM8lMa7KlSOOSC9kuKREktQQxGAIggJkBMNPX9HT39N11V1ZWXhGRcb3L3fWHv4iMzMqqru6qrK7ujq91dlZGvHjPI17EC//573vgX/gZYmvFFR7DbWSeOmcoaxDGOgGjdF0NwY7DsUiGPL3+I5rDVX68+CucL5/jenCEgVfHCMnx0UXms3XqaZvL5TPcCI9QtgPqWYdYlZBCkwsfZTUG0AW1QViDFbexVJxhhgcajuu/uyjYr0jYUxBMbrsd9tFXWFOYN0mssGjhkeNBQReS1uBUTLLQJ+QEJqaRtUllhEUQmphERoWGQtAcTofTuXFWc5cP81D/HZ7tvOSuBcrjUukMP2l+o0i5XiQXHrEs0Q4WuFo+zUBVeWjw9q4ORS4UH9Se4MPaY2QioKp7RdekhiNiGrzi2RohyKzCCIFGIawlyocMVJX3q4/z9PZPebb953hTydwnUaxEx3mz+gxYS+3GP+PE1odYqZwNrJDY0cCJrLPEaSPmjpIdfchpz/pbLnTOGKwfYMo15HCb7OzzpE9/B5gVCTPM8EXDQRUTK8BJ4PKdbFyE1f2o+JlhhgOD9QPn3CQkptpCDjqIUW9fG0I57LoMCSGwpRqmtrA7kVV56LmjeGuXEKM+1gsQox5y1HOdCOmsFcldPoS1Y6oTUBQWx0cXOH75H7MZLPAHi7/BttdkIVnl8f6blPMeWFtQnaDtz9H36gVtIS+ElpJqvk1e2FhmMriJ7DDDDJ8vTHca9v493Y34NE5Nu/cjsC7iTVj03q9Da4tUZ0AIjAWFxTcZoUnIZFg4JEFkYjIZYIpQu51wOvccxlkSvkncZNwLeXP+63y/+Ze4UDo7lXLtPutaeOTC46PaY9woHeP48AJ+ccx2sMC238A3KYvZKolXZSNYJDUhmQxBSHJBYfwg0EiMsAQmxTcJoU2wQqGsppZ1CwMIO9FheDafdEQulM7yUuUrnOy+7YwopATpIUc9rCiSsYMypjqHaR3GtA4jkiFi0HUGFlI5rUTrCNnZ52cFxAwzfEFxUMXED3HFxDJOWD3DDA8E9OIJTHUOf/0y2eGzyEEH1bmBAWyptpPAqjP3RZkmEJbQ9QWnidgDW2mg6/N4/TbWD53GQo2KjArtrA117joT2q0uWiEhqji+MRaMZiG5wen++8zNbWCQlPP+xBd+Kb5OmI+4VjrBWniYq6WT5KqCb1J8m3F68AEL8Q3erT/FarRMrMrcH5rTTJ8xwwHD7kxyAYSd+gzd9r13u/emKHRMhp3M+uJ2LNJqZ70slCsmBBMNRyYCYlVCZ7IIsIuczbMMi6wHd9u16AQK7ZLpreFGdITj7fOcGF7AKo8r5VP83tyv81b1aebj1d0p18DJ4Qd8UH2CS5VzBWXKOUyFepuF/iqXKg8R2Jynt1/jjdbXMMKjpIdIDFoFaNSE6mSLwMtWtokuOiyZVZT0ED3tDj9lQY21HI0v83rzG5yvnGPDX2Ah28Aaga1W0XOHkd11t1iSxYXOLHeLKGG50FM4hyYZ98lOPT2zcZ1hhi8wDqqY+EfA3wb+GvA7B3SMGWb4xDD1BfLDZ1BrF5HJgPzoQwDIfhvZvu5E2VI5ru+gA0qi6/PkJ57AVpo37c+GZedYEq44ylRYwjSWnFC7mICIQRc57GKV3glrsqZIid1Jjw10jK8T+n5xnKnwqTH3+pT6gKCZsFI6QSpC5rJ1zvbf5XB8jVa2yY8WfpVrpZPO7em+4F5pNGaFyQx7UUxspzoRVgiU1bsnwbd67C1RCJd27WNneyscUciKsaRZAGZS2MSqxFq0DFgy6YoLWQRJYg0rpeO0/XkiM6KkBxM64mawxFBVWUjX+UnjF7gQnWY+uXGLlGvNY703qOQ9tv0mp4cf8M2NPyAwCR2/xe/5dcrE1OyQptlm1SakokJkYgJGZF5ELiQYi7aWSCcE2jnCGSEJCstbZfM9jLGdro1nNa10g3awwJXSCRaSVfcqDbpIqbClKtoLwGjkoDuzcZ1hhi8xDiS0zlr7Q+C3gL8lhPj2x20/wwz3E+mj3yA/fAa5vYHIErJjj5EfOoNuHXZfhOASW6WjQqXnvoJpLt1yf3rh2ESDQTzAeh6mVMWU6xg/LNxOcmdFG5ZBKkSaOFE3YJUEazk+/IhWskbba5GjXJdk+oteCMpmxBPbr3N4dJVMBVgklawHQDXfppm18XUMBdPb4aDC4/fz9/+0x5oVEjPsh/Fkfk+a8129X8SeyfPu+yxyym65uF+IqQ6JcBqlgkZkhCpoSQotfVIZ0vMbdPwW6+FRun6LVIashUf458f/Lj+a/w4Xyg+xHcxxdHQrJrA71tH4MrGqkAuPs/13ea7zEmWdkKuQQDtTiOXkGgvZGkZKYllGmJzIxFRIqMiMUFoyFTDyylR1n0iPyEVASY+o28GOa5YYvzY7r4lvEnLhntNkZDpFZAmmtkDy5LcxzUNukWb5EWyp6mhcpSrZ6WdJnvlVRt/6G+Qnn7qL8zXDDDM86DionIm/A/w3OKrTvxVC/O+stf/4II41wwyfFHrpJPFXfx0Ab/U8fnsVU51DNw9NXJpscwlTaWCahzGLJ267P1tpst56mJXgUfLMEOgRy6Me87aLGPVdV0LIqW6FwHr+JN3VSh8hDQvpOqcHH3CpfI6V6Dgn4ovuAEK4QkQ5ykRDb1PPu8wna4RmxHv1p2mlG/S9GmvhYbQIcJGz4xF+WjrInWBvIXE3+/ukj505V3258Gm1Evvgtp+NohNxm3HYwkFpWuOghe8sm21OpIdo4ZFJj2a6zTOdlwhMwluNr3CpfIZ2sIhGshEdoZ5uTWksiuNP9AtT3YHyaRbSdXyb4JmMvl+HzNIwPR7Vl+nYRTbUPF3ZIiJB5hojJSNCfFLm0w2OxZd4v/oEShiaYkgUKrB+kYFjd6iXBcZaj8AkWCF3lg/SGJEOQTnxtS1ViZ/+DrbSvCc2rjNL2Blm+HzhoLgQ/4Td3/T/UAjxnwL/HPgda+0HB3TcGWa4I+SnnmZUbtwUjGTKdfLTz6Cbh/BW3se7cWHCBd4PV+wcr+jTXKk/y9ahI+g0JRh2aIo+p5NLfJ0fcTIZutA75SPiPjaIsEI6WlQRhjX2rH9x80+4VD7LW42vAJajo8t4wrriA9DWY6V6Cq18vrH5xxwfXqATtLhSOsNK6Tgdf45celP0ELj95OseZFNYO8Urv1eFyUFsP8PnF3d6rqc7DXuE3BYQu61k1UQbsfcYzt5gd1E+hiSXAVp4rnAwMQLnqCYKTUJgUgLTwyIITEKqIhbTG1yqnOP96mOkMqSS9+l5NUp6SDPd5NjoUpGQbW/bHTg+ukjLdLkcPcwJ1UYGIfOR4LnRW/y0/hU2ZQttQoTMkDrHI2Mu2+SJ/hsMZBkjFMrkHBpdBWHcQoeSjnLJbteodrDA8e55jg8vFMywsVOcRW2tojauYcs1d40MymRnn7/D87Q/1NolFyq6en5yTUZ5mOoc+eEzpI9+Y0aXmmGGBxAHSawWe/79QvHz94UQPVzq9Ws4gfZrwDvW2tstBz0wEELUgO/gns9Xi9/zxd2PWWvf/azGNsOdQy+dvG0wUukH/wzZb6O2VtD7dCfetsv8vnmay0mZbqlMo1HCJyfZKnNJ1LjYfIqLjSf47uq/4IneG8h0hNA5Jqg6cbcobDALbYUVihOjC3x39V8CcKHyCK83X6SVbeDbjNQr0Q6XqJs+T/bf5tdX/zlPbr3Ej+a+w786ephEhGTCd/vdVR+YnT8mt+/9eH4aTBI6CPIEhSaREUYeCHtyhhn2wW7x9M5tOyJrYS0KjTIaz2akKkQLz2Uw2IxEhlN2yjv7ENbAVGrDbgiskGg8F2Jn3XEQhsAkLCQ3qOg+yuasRse5WjrBenCInt9g22+5Y6uU1IRshy06/hxdf45z/bdZSlZ3HWlXdwBYSNc5lV7hgv8c12qPs6y2kcMuy2qIKt3g3VKTrdgnSwCdUzFDGqbPteo5muk65wbvkaAYEjGfbrjXyZiiU7pTxKxEJ2hkW5wZvM9Cuu5u1NYVFMZAOkR1b6ABW593Tnl3Ae/iG0Sv/K4rJAadHf3FqI+/fhm1dhG1dpH4hd+Y0aZmmOEBw0EVEw/hciOemfp9fOr+OvBLxc8YsRDiTeBVa+1/dkDjulf4VeBffdaDmOHe4Fae5+mj30CtXcS/+AYAeu7opENxxc7x+/mTvJPNM5+ucbLawx56AgAvvszJ7mWulU7wVvUpmI+pb1/lZH4BqxQiHSHToSMFeUExEclcmraRPDH8OfWVPj9pfpPzlYdoBwvk0qeq+ywnW5wxK3x94/uc7L3B5eg0fz7/Ha6Uz5BLf1pGWvyy7EoSnnQs7pbeZCdFEIVbjMKQiIPSZ8www81wuSoA08WAKySUzQm0s3bWQlE2A7TwqWcdRqpCokoYKwq75ps/C3YSnLdf5oVzfRJYp+EoQiMDnRCaGI+cTPi0gzkGqsKW3yIwKfW8SzXtEPsVcuHTzDYh26TnNViLjgAQmqToULjuwI3oCMEoZi04zE9bv8CJ0Xm+sfo9LtUf4c3g65AlLCcxNBaZW5rjcT9jdWvA9WFMzyoats+y1+WYvc7Z5C2Od97hTytf563KkyDg6PAynnHZOONjrkQn2AqXeLL7Kl/f/MHu529NsQhii5weS3r0IfTiiU9NT/LO/5TyH/5TvJX3sdUW2bFHseX6zgaFM9T4Wjwq1WcdihlmeIBwIMWEtfYj4CPgt8e3CSFa7C4ungUeA8bLGSXga7hV/ge9mABYA14BXgauAf+vz3Y4M9xr7NVWTLuVvCZPckV6zKktjlYN+fLDmCKrIj/6EB5wfLCCSEZc9I7xcu3rnGq/NaEBWSGxfuTmJWmKHa/mS4UNIo6xyfH1f85G2zmppDIkMBnLYpP5yCBGWwij+fGhX+ZC9RFy6ToSyuYYK3dcaMR+XYJ7QQ8a79sirBN4JkLeRxepGWYYW8RO3+A0C+M8hWq2zUiVGXkVEhkRmphG3iU0MVtiCS3Gn5VpPYYF5B5KFOzqeAhw2fMUVCjXDdRCMZRlLpfOYIQs8l8CrFCMrGbo1VA2xwqBFh5Xyqc5FK/QyDsAtIN5rpVO0sjadP0WbzS+QsefR2D5/cP/AZ7NaWWbnB5+xHPX/wB0xvnm07zW+Dr1uTqebZDGgrSzxfHtq7SyTb46+hkPj97neH6d+WwD0hG1eAOhc86Xz/F644UiAXsnx6KRbfFk91W+u/rbhdvUbhG8sBZ0jk2G2NZhTKVJ+PoffGJ60pjWFL38O3grH4CQGJ3jj/qYagu9cMy56Clv0h32Vs8TvPdjRrNiYoYZHhjct29+a20b+OPiBwAhhAc8zu4i45n7Naa7wL+x1v7r8R9CiFOf3VBmOEjsp63YNGUuRidpB0d5utIlX1ieFBIApnmI3I9Qm1c53O/ws3SJj2qPseEvMp9vFqF5GhtEyLjvxI/SrfRZ33d5FXmGDcvM2yHz6XuQZ4g8cVa0/jy23GBdNrlQfZj14BAAmQgIi/AsV7QctKZgvH+DRTpP/ZmOYYb7ij1BdAXDz0gPkcdILGU9JFElUhkS6RGVrEsNSy4Cen4DCkemm/d5i2NNVMjjCMqdbpyWHlp4JEUgnuucuILHoEilRODj6wSBpOu3yETIofgqtbzLanScdjDPhfJZ3qs9w2a4WIy5h0YRqxJXyme4WD7HmdFHPJO8w9HWMh8unKbtNdAWatsrnF3/Iec2XuWF4U85zgYoBVoj0hFWKh5PP6C+sc3L5a9wPjrFVrCAFh6h3uZ49zxnBh/w9c0/2ce2tiicjEZgEFmKCavIjSv4F17/RPSkMa3Jv/IO3rX3EekI3VhwtrKFEYYcdMiPPjxx09NzRwk+es1di7c3ZqLsGWZ4QHBXxYQQ4v+CW51/xVp76ZM+3lqbA28UP791N2O5n7B2Kl1ohi889morPupWWG+foebXMXM3B9kBzgmq0kAkQ+pbOeuVr3Ox/yLzV78HOnPOKOnIWdCOpyS+jw1KzjpWj7BBFROUivtC1PYmG7LBpcYLJJUFLps5VjhJYFM6/jwV0y9WWg8K0yu1Y3mT03oYO9ZlzPIiZpjGbsHzwbw3LNJoELawdfXIUAxUhUQEeDZHWI2whlworpTPUM77hGZEpn2Ghebh5iC82xUVju4ji68CI72dAn7cvLC62Kfr4CmyYnwKLT3q6TqJLNPzagwrD9PI22g8rpROcal0Biskc8k6z3Z/wpH42uTY+egjVsonebPxPFoe4rtna3zljMfKYEh7dYP47T9ice3HLOotokYNY6akiNYgRz1EMmTZ71OKf8JCssLV4BgCw/LoEk91X9vRSEy9xju6K5eRY6Vy9telCt76JUx9gfTw87vNKm5BT1Jrl1whcfENQGArdRd2V2m565cxiFEP1bkBQOYHkw6Fqc4h+1uo9ct3XUzMXKMeDHwez8PnccwHibvtTPwf2CFgT/YlhPhPcALrN6218V0eY4YZHgiMtRXD9YAsL+EbmHY/2Q82LKNqiqTRoi//Iqb3Kqq7jh27HgkB0sP6EdYPXdciS7DKc4WFHwCCi0df5JXFk1yUh9iqHCMLKrRlneu6js0zjPQITIaYdCTuR1dih/ZgZMCskJjhZtwLof/HH8PIsW2pc0KyQpCpiFwGqGJSr4UkkyESzdCr4puUSA9ZSG7QCeYZqsoe2tTHuKAJ5Toa1u7Z3nUljPR37cOiJp2MXPp0/QU8m6GlIsMnl0t4JsMKQahjjg0v8kLnTyf6ifFePJNzYvARWLgULfDmW9d4otLiojnNyoVtevlRzMJfQUloiiGnsyu8MPopJ/IVRyMqN7gaHOOl0vNcKJ+jkwfkRuCbhGulU6yHR3hx8084EV9iXBztSEWKZyAkeCFmbhmpc0x9YV+TilvRk8aOTaa+AEK6okFNdYekxFYaGFygqNq4Rl6Ehlo/AJ0jsvQ25+f2mLlGPRj4PJ6Hz+OY7wfutpiIgWif2/8BRbdZCPE+rrCY/Fhr9y57zDDD5wa+tCgBsbmzyVFqBBVl4YkXSde+QvjmH7k5T1h2AkYBNqqAtYgsQeQZJqpgynVEPOCt2jN8r/Y/4aJdoCvrNGoBXqnESJfYGtUxeYLIUkI9IhEhBzlpu/nv6QJi1pmY4bPCmHI0zmiwxX8CI6QTU1uBFaCtwgiBlQJpDc1si1ayzqhUwgqBrxOU1SSqtE+3Yi/szvHGfxdOT3utac10oWIhlYETgFtACAzOXhZc4ROZEclUWNyuB1s4OrrIT0vf5LVtePcnHVZrPXrDOvNmi8CDkfW4Ep3isn+MS/4yf7n/xzyevs/Pw4f5fuvbXGKJTjDPXLJGoGN6ssaV8lkuVh7iUuUhvrv2r3mi/9bOJN/oYgJvXZHQOoSp1JGDjutI3AbT9CR17b2JY1N6+HlUd90FdO5THNhSDdm+juxvIZIhNiy7leBS9VO7R81cox4MfB7Pw+dxzPcLd1tM1IAngK/sc5/AWWw8BjwK/M8mdwixys0Fxpc2e0II8eot7nr0vg5khjvC0YqmGRpWBj7agLqNE6o20E0ly9WMQ8cWGX3jN/FWP8K7cdFRnIRA5AnEAmE0VnmukKjNYz2fq2KR77f+Mj/3zzE/uMKpWh997DlsWKaRC0Ybgqsdn0wKBqJMLj5JxsSd4lYFwv6WmTPMcP8xPaEv/hZu0i2wBGYE1pLLkFwqsBKDIVERV0unARcQJ3WKZ3MSGe2YGHzscW/3ey/psBhnYc8sLIRmRC58jBAY6eGZjJIesREdRmJ3uTtNwzM5IRlvlx4jTGJOpuc5l62iVOYc40Z9MrvKin+En4fuq2R7WOHPyi/w8/BR5uNVnhu8hpcMXScgqqAHF7geHuHNpvtKr2Ud16GwzmjBYkH5mHKN/PAZp+Hyglvm8EwwRU8KPnwN2d/CVOfc7ZUGNii5hZWxQ9wYUmKDEiIdIQZdrBcg+1tkiyf274R8DKbpVZ+EljXDvcXn8Tx8Hsd8P3FXxUShHRhrHqZxAieonv45zc4V9ghwGPjL4wcIIYbFfn5qrf3P72ZcM8xwkJiLDCdqOVf7ihtDxdHqralON4aKemA45bU5dO0NhBeQn3wKMewhsxirM0QO2BxbqmGDEqZcx/ohctjlJ62/yvnyOebyDY7ZDYxYxPa2YNilXG7QjOoMbJ+28RjJ0BUTwP7hXZ8WH7Mye0+OMcMMd4txQTHlzCRAGJdYLQR4NgXjuy6BEEjjKFAGiWdSKnmP2KtgxvSeT4XdnwlRGBQAhTZjxzVKWFOM1DlIDRkO/QAA3JpJREFUSauxCJTVlPLBLnen/dBVdbp+kzPpFU70P3RahkoDi8WmMV465ER+ERFkXJRH2aj+JfqqxpxuczxfQejU0Su9wNGNfI9jeg2kx/n647wUf5sTV/+pe1ZCgAox1SZ67ii2VEcOu26ynwwRg65bEJHKjSEs735VxvSkZOicoKY6C1ZIZ+fbWcPU57HK37lPKoQxCKNRWyuYSpP8yNlPxU+fpld9ElrWDPcWn8fz8Hkc8/3EQVnDXgWuAr8zvk0IUeXmAuMJYNzHrQDfAF4EvlTFhLV2v87OuGNxd5GiMxwInltMudpXvLvlvvQOlfWuDoU2rpDo9FKeSN/jF65+j3L/A8Sgg9pcQQ67yGSIlR5WeS7MzuToqAKejxx22dQlzlcfoUuZ57deQngest9GjnpuxU5ITsYwMkfoB8vYsMZ0ArXEuknRgeB+6DJm+GJgKpPkwN4zt6bX5dJD4+Em70zyIbAQ6RG5UIxUlUSVyGSAEQrDpw9eVDYHKNzNQJkcLTxnB71niOPyRwuFRVDWQ1IZkKgSUTxk0ztM23d6jrIe7HrsUFXoqjq5hoUgRuQZWI3NUvAjJ7ZOhlghOBqPeLn5C6yKeTw0X0s+QmQJWItpLWHDCrK3gRACYXKO5Dd4vfwMH9UeZ6O0zEKyCsZ1VEQyQoy2UZ0bqI2rkMX4l97CFh0KW3QTdlm7wg49KSyD8pCdG8jhNrLfdoVIGiOyGDHqYct1TKXpnO2Mxno+cnsdrCU79TTpIy9+4vMitzd20atuh5lr1MHh83gePo9jvt+4n9awfeBHxQ8AQogxDerZqZ/PgzXsDF9yLFc1v3zMeQtc7nm8tRXQCAyBtKRG0E0ljazNk+03+O7Wv+VM9zWskMjuGnLQRcQDRxnQmduhtcjBNnLYw3oBtlTlSutxOrbC3GjVTVDs2KnJIobbqO0N5rKEh/w1Bo2ITjCPRhYFhcTM9AszPBAQB1xIMLXv/Wl3tlj5t8JihedoO8KSyrDQVSisEEV2xDjw8U67E7awb5oSYFs7eay0BisMptBsTFOytJBYEWKEItQjFpPrbAaHSGRIoiIiPWSkymz7zZuKiS1/jp6qU082mfM2MaWqW6Tot123wRRXAGPwiQnyERvhHEeSa3j9TUBganNkp5/F+iHeygeo9nVEbxMvGTHHCm1Z50q4zEK84gpC7QoxkSaYZIQY9RCjHoy2i65qE+H5N1u71uYm9KT03PME7/8E79p7rljI0uKxNeTAuC5H0ekw5Toy7mP9ED13lPz4Y8Qv/Manoo+o9cu76FW33/jeukbNsIPP43n4PI75fuMzTZgqaFJvFT//789yLDPM8EnxaCun5o/46XrA5Z5HJ5FoCxVlOSY2eGj9j3nx2r9luZKRHT6Lf/UdZDpyK27zy8h+Bzlou+LBCxFxD5HGoHx0bY64dZzciwhMjqnOY2pzIKVbvdvedJQBa1lKVjk5Os+N0jJ9BRnBlCvNTmLvrWdGs6JjhoPGZ/f+Ehgncsa5PFnAZURIYlVYL+MoSLKgIQnsnuyJ28BaFDka16U0KJQwk6LECFegSDTWSozY+UwqDMIaPJsxl24wn27Q9+rk0mPg1SnnfYyQky7HNNaiZXyb0kg2qPavYEo1EBKRJ4gsdnqGIELkKULnSOFyMMbHtF6Anj82oWbkfgR+iMhi5GAbn5zci0jDhqNBASZynQWRx3jdVfeaBlHR0TCIPMFUm5hKc5e1q6nNTehJ+BGit+WudUKi545MdBK20kAMusjhthtHbwsbVciXHyX56q+TPvLip+ahiyy9iV5129N6D1yjZrgZn8fz8Hkc8/3GLK52hhnuAstVzXJ1xFYsWRkoMiPwpeXMG/+Gozf+LbYSoRdP4F16C9lvY4Iytgi4M40F8H1EmqAbi+ilryG3riGyjOzhryHlCVTPY+TXMVFpckwx3HZhdxas8hE6p5G1qeg+ns0Q1rIZLJJPTYbcSqmdcLd3YJHWFE4zU6LRA6elfFLsJ2S91XbT4tfx4z49bWWGLw5E0UGwxXvECIUo7FYlBl3kpkycoW6JqfeWAGul+8wUTk7aCkczwk6cnez0e9gafJvhmQyJoZZtM1dkOzjqlU8qQ7SnqOftCXUKIBeKlegEfa9OPevQyNqIuI8UuO6IwHVVLOB5WM/HGoP2I5QE7YVYFbjuRbBjxjgWQtuohg4rxNExqnkfFc9h0hY2iDC1ecCJUeVoGxtWXHERDwDrhN/DbXRjsbB2NajNa8hhl/i5XyN95EWCd/8cYTS6voBMR4hhD1uqOeqmH2GbEbbaRG2uINKYfOEY/f/wvyQ78+xdnPligqc8xKh/R9vfrWvUDPvj83gePo9jvt+YFRMzzHAPMBcZ5iIXDiW3N6is/3zCrxTJ0PGC0xjTOrLrcaZUQ436CGswtTnWmudYu3SduFNlZLYomTaXS6c4bocoYRE6Q8QDRJ47yoTywBrK+TYGiW9znt9+ibcqT3MtOk4qAnaSevfBfh75VlPSA4ZejbsrJj5Nx+PWj9mZjn3cPp2wVWLR420nDlcPSnE0w/2BE1/bmyhIOyJoi+tEVLNtciHp+U24qROwt0gdhzQ64bARcsod1hT7lAibIzBkIpgcT1gzoSv6NqOcD5hL14lMTCJChl6VSt7DMylb4RII2PIXSEVAJkPawQKNrM2znR/T85tcL52kr336WYncL6NK89TtgErcRqRDkB65CkhDn0bWJhUBuRfh5Rlq4wpy7ghm/pi7Tg3aoDO6rVNc5hSngut0/RYb3jytajExygtqps6L4Dq3OCLSESIegjGoPHWmVVkCJkO3DpM89ovYqIK3eh6hM7LTz+LdOO90YO3rrpCRCmFcUrcp1RCej2kdRfS3CF/9PbcgU2thGku3DAm7VZiYXjyBqc7hr1+eZAPshUiGiPYN1KCDWr9MfvwxTFT5xO+6GW6NOzkPY4hhD7V2ifzwWcSg85lpED7JmNH5XTmOfV5xYMWEEOIw8F8AvwhUgU3gPQrHJuANa+3woI4/wwyfFfbyK0V3HZGOinTrPSvkwokVr9h5/rz/KBfFIbrlp9EpeDbjRnCYQWL5iDKPBJuQ5+4LWuD2JSVWSjr+AnPJGgiJl6d8e/P3ebP2LO9Wn2SoqlOTqfEkCLAGNXGaKSZL1lLWg4kPzadza7qbDO5bH8faYozi44sJKyjE53vpXjN8ubDXKEDsEUG797gWilSFBCZGWUMu9r5f9v57qms3lXztYMZREAgsvklBCrRQSKuR1qKFJDApc+kGtawDwFp4mK7fIhM+SubkwsezObWsS2hiFIZQ9zjevcCZwXt8ffMH/O6Rv857taf40fyv4NsUIxQSiEhoiTbL8SUaWZvr/hEW4xWq+TZ9VeW6nOdEfAG1tUL0sz/EtA6jm4fYTiUr5Se4zHFGhKzoBv+u/C1eXn6CU2KdF0Y/5eToPYTOXVfU5CAVprmE3N5CZAkyjbFGOzG28kD5CK2dccTUtdHMHyWLyqiNay5HIh0hjMH6QdEliZDdDbwrP6f+//3Q6TV0hlU+ptIgX36Y7Mxzk5CwOwkTyw+fcVkAWyu7Jnpi0MG79j5q4yoy7iOSEWARyYj6P/s/kT76DeIX/sqXyurzoGDqC7c8D2PIQRe1cQW1dgmRDFGbAaVXfhfz7o8/k2C4OxnzGHfrOPZ5xYEUE0KIU8CfA0vjm4rf357azAohPmAna+KnuLyJtYMY072GEGL6XdKa+ndzz31b1lpzn4Y1wwOAvfxKYbT7kpT7c7Dfqj7J9yvf4YI5R1fWmbM3CGxKX1bZVnWGNuB9eZx8aHnMXsazduKBn6O4XjrDpmrwTOclBILLlbOA4cWtH3Ku/y5/2voWa9EyRiiUzZFWowqnJ4ElEx6ZjACDbzJ8kzFSO7aOns3IUXCTDgNumqBbjYdGM0UVEWKqA2J306d2CVdv+6qya2I4EbjeOufizroYM8zgaE+xLJHK0E3KrSw0E7d6/+xzuy2oTxOqkdMm1LMuh+JrjFSJ9egoOQrfZgQ2JdAxmfBpBwv0/AaZDCjljkqRqpBQx8yl64RmxFe3/pRH+m9xfHiBhXSdt+rPcTU6wVBV2AyXqGQ9KnmPXEq2VZ2uqrPlz1HX2xhjearzCt/c+AN+tPAXeLPxFShZjo4uo4bbqCxmo6d5v/IIq8FRhlSYp8ec6dKXZa5UlrnE0IXfpfA0N9zn2BadFq3B5K4LKkRBl6pgpXKOTdsbRK9+j/SRb+y6NtpKk7zSvMlaljzF27jiHKbiAQQlrJQgfaTeRgy7qK1rqBsuJCxffhjv2vsfGyaWnX2e/PCZSRaAnjuK7G3in38dtbWCSEfOtQrrdGzpCP/Cz1Drl1Gr5xn+hf/lly6M7CCQPvoN1NrFXedhvNovOzfwrr6Hal9HxgN0fRFTn//Mg+FuN2Z3g8uZkNsbn9px7POMg+pM/FfAoeLf68CruO7EQ1O3C+AR4GHgPx4/UAixaq1dPqBx3UvcKsX7z/f8fRq4eLBDmeFBwl5+pZUKK6Vru+/Z9rJ3lO8H3+Hn0WPMp5ucMRdQhe4BDSfza7xde4aP1AmuqMNsmwpHwhqh7JOqiHawSCNv81T3Nb57/V+AUHzv8H/I+crDvN78Gq10g4cG74FQbIRLaOEhrcU3QzIRkKoQjULaHM+4CU6iSuRyyucdUfQuCnLGbRb5pTXOR0pIRy/B4JKHxY47zq5a5BNM9qfDrISAsZB0cvvUvqadeMaFxx13Nmb4UsFa1zHAMC5BldXFexjuvCB173hRrB0ZIciFRyeYIzQxJT1kLt0AKPIkJFvBAj2vSSZ9PJtRzvsEJqWi+7RGm5wevEcmAjbCI1wpn+Ybm3/EQrrO5dJpvnf4N7lSOcuJwUc0sy26fouRXyXKh5TzPn2vxkbpEHP5Fr+w8Yd89/q/4Mnez6iIGBuUuBCe4qdzv0CTPrmVfBScYlMdomQSTqsbnBOrHLLXkekNtL7Atcppfh4+imikNLuXOZG+6z5LOnPOTfHAdVpLJUzzEKZUdS+LlIg8Q924gC+VE17vfeXC8iSXQgw6+KsfoTavOrtYITClGrqx5Lqx1iBHPUQ8QG6vEbz1A4J3/sz5/C8c+9gwsfTMc0CRBfDOnyG7G6jtddfJkBIblrBhyQWHhqWJQ1b4zp9ivYDhd/83sw7FXUIvnST+6q8DxXn46DXXyc8zvNUPkd11bFQhO3KO/NijmGaxLv0ZBsPdaszWDxBZ6jpulSbZqac/tePY5xkHVUz8RdxV+SXg16y12+M7hBBLwHN7fs6yc8U+fEBjmmGG+4K9/Eo7nfBqzC6q08ulZ7kojjGfrnPMrjtnlFFcfLFavGTEk8k7eGSsigUaeYeq6aOtoZptczy9xpn+O7y4+gccTy+DH1Fb/e95qfELnK+co+21COWIZwavsxHP0fWaZDJAS59ceOhcItGkIkRLRSvZQEufWJVYD4+ghQIsyuZFAq7zzzfTNI8JLJ7N8DB4JisKCGe/aXD7sbvsNscNu08ujhYYfJMijSZREXaX8874GG6FUaDxCq//O3bomeHLAwG+yfFtRl68R8YFqjMnmO6K3Yr2Z5GYgtaUEZiEVAbkwkcLxbbfdNSkrR8gLHSCFldKp3mz8TxDVcHXCZW8TzXv0cjatLJNlkeXdoXVXag8zEvz3+Lk1Qv8eP7bXKg8zFy6zonRBbpek2vlU7SDBUayhBGKZtamrIdEJubY4DxPDFwWxFOd16ibAS/Xv8FH9cfZqh7jw+gMiSizmKxwMr3CofkSdZFggxCUj5f2OZ5dc+MoneEnzV/kZPtNjKxBliLS2OXl5Bl4gXscgDGINEYXNCrVb7vb8uSW3HO1cRU53k7nzpWqPr9z3RQSU264K5DOkYMOZDFmyplq9w53h4npQ6cZfetvELz3Y6KX/g1y9SOncwkjCCu7gkMBTKUFQiKG2wTnXyf/koWRHRTyU08zKjcI3vuxy2Tob6GufeC0hc1D5Eun0AvLk5wS4DMPhttvzOgcW6qSLZ4gP3L2rhzHPs84qGKiUfz+e9OFBEBBY/p+8QMwHWg3Li4eeFi7N35ohhkc9uNXmmoLOei4QKbCzWlTtbhoF+n6TU5vv4KtNRB5ilUeNqoAFvIMkac8JC4wCCucGF3g29s/pBxvEaZ9jmXXWBxcdoLssIz1Ao7nKxzf+P+w2W5xJThG6pUJ0JTjda77R3i39hTXy6ewRrM8usSR+Ao/mfs2P2t+HayhlqyhkWyrBkOvgkXg2RQjJBaFtMZNzqUqig33UfBMRkmP3L9tjm9TEhmBEEit8XTKMKiRE2CFE8JKa9B7dSQ34WYNhjCFu82UsJYJm1DseowqnHpyMT0hvN/C8hkePOwkZWtAFe+NHBdaN9Y8TAoJ6wpT9571itsoaldX3BqhXIdB9ylpQc9rYIRAWsNSfJ2/fvWfspCusxEs8lb9eXLh8W7tKY7El4lMQj3rspRcp6wHDFWF1Wi56CbmrAeHOF95mPcrj3Gh8jBdf45nuz8BIWnkXRr9Nxn6dbZlFS08lMko5z3eqj/P+5XH+XeH/wMCnWJ1SsWMONt7mydHP+da8jCj1l8lDQUvbPwRNYZodQRKtYmY3HUXUo6KVV6PnuJC6Qwb0RHm7RB0Vmgo1ORVJU0QARAPnQtUdQ59+Azqo9ewXoAJSvtyzydmFfFgYqtpyw3XXBz1JrRIW4T8yd6W6+LmmTs/yfCm5O0xpsPEkmd+leSZX8X/4GV86WFKVWx9ERs61zyRJoU2TWKD0BllDHuOEnXpLZJnfvVLxYc/KOilk4yWTrpQuItvUEp+G5GnpA+/gC3Xb/24zzAYbjxmde09gg9fm7zn0nPPo5cfuW/jeNBwUMXECnASuHwnG+8XaDfDDJ9n3MSvbB1BDjqozg1HpogqXLN1OqJKK99C+R7kKSLPMFEFU1xIZRoj4wEe0PI6xH6NBgOe0e+g+muOBqBz1wUwOSLJ3ZdqnrNouiyKS1yqnOMnrW9yofErXCmd5nppmaFyFITX7YtIqxmoKjei5YnvvqCYRAiBwWekXIIwiIkbTWHdX0zo3S2pcqt5KSGWKloolNWU9YBIDxlSm+zHCokWd9KVuHnibqRPuuv+sRbj5u1zpcjvShT+8eOZ4fONTEYYdEHMUxM7V7OLWkeRFjGl3RE7jlBaeq7+Fx5aeAQmJTIxufDwbMZmuMSV8mkW0nWGqsorc7/Ipco5tPTpBItIa+h5TTbCQ1gglREjVcYIibSGWJV4tfUL1LIO7WCBVraJZ/XEjMEqjxIp5XQVjKHrNbhSPs1WsMBqtMzbjecQGLCWiu5zeHSN4/FFlNWYJOZU+j51vQ3W4m2tYIPIpVpbi9A5ZAmezmmJNdr+PJdbjzPfeRkR9yBPkZl1bkzpCNVZneik8oVl9MLyRAwNYIII1XXyyGnuuRh0EcmwWERJsJ4PJndhennmvPtNVuxbgskQWmOVQnZWUZvXyI8+tP9J3hMmBqC2N5y+I4iwfjhx3UNnO3ou5WODCDwfjHbC4C9RGNn9gKkvuA5EWEIvnbxtIQF8psFwtxL6ezcufCbi8AcFB1VM/BBXTCzjhNUzzPClwl5+pd9exfoRJii5DsXWCtniMTIZEJgckWfOZjGqOK7uuMVe+LqLNCZMttEWMiNcFyKIII0LjrZAZDEgwNixISZv1Z7le0f+GhfKD3OtdIKBqjL0KiQymkx6cuGRSx8jZEFfmlrbn9CSdltp6ilNhesIWHLhY4p0YVt4+ctC1F3Ne4yLCGk1IIogrruZmO/32Nvt7150JWb4YmCcWr3zfjBj0wCx04m4WV8jiqJ1OgzSTZo1CiEsuQiKz3XqPpvCke0yGZDKkLfqz/G9w7/JK61fZCNcct0CBKkM2QgPkcoQsAQmpZ51UDYnlSHbfpNYlfiz+V8hNAn1fLtwc/OKj2fh7ub5rMs5Piw/TNufYzNYRAuPoSpPnmtoYjreHFfKp4n0kK4/x5H4iqNhCpyYOo0ReQrKd5NrY5B5Rii2yYKIUfMYtvsKKhm4V0G4goY8Rxini7BBhNB6ohezfgBCkj30Ambjyk3cc7V5HdVdx2Ld8wKnPdNO3O2sZjU7OTgWa9zrL4fbeCsfYsqNHY793rO+N0wsz9w5zjNk58bO4ozyHK1Ka0SaQBoXhUXgCp0vURjZ/cLnIRjOu/gG0Su/+7FC//stDn8QcFDFxD8C/jbw14DfOaBjzDDDA439+JW2VMX2thB5ileZQ4Uhw1xhTYittnZxdcF1MIzykMNtElunFm8QkGFbh0kPn8H/4GVEZ83pGaTTJQirEdZyuXyW7x39j3ir/hxhPsQzKVkQUM86+CZhIzxMJ5gnE36R0gsKjWdzrKXoMkxPwG1B9RhTitykS5mMku5jpE8mfSwSaQyeTfF1ihUuabiVblDWfTIRENiUWEYkcq/e4U6xm8r08QXCLdynZviSwhbdN0fT82yGwJDLgHGg3U7HbbpouPl95OoRi0Lj7AckiQwJRTzRXowtYrf8eX6w8Jd4q/EVSnrIQnKDXAQ08g6xjOh7NVIZYIUgMjFlOyTKnU2pQZBLn7XoKAqDSVc5Ljaw0nMLCcbR/Lr+HB+Un2DdX0TpxD1WSKp5n6VkBYCe12DkVfDyDIugE8yRC4+Tw49oZB13DRICpHLdCT9ynYI8IwmqVEKJTwXrBW7ijXDUTFl0dDwf64dYIZFxH2/lfbJCqGpLVfLjj5E+/s19uOcVt8ocDxFm22kxIg+rImQydNc55blCwhpHCy06MwiJHLTxVt4n90NMpcFe3BQm5rlCSY5taT0fE1R3FZHWWpcingyxMvtEE94Z7hwPejCcWrtE9Mrv4l98A1Nf+Fih//0Uhz8IOJBiwlr7QyHEbwF/SwjxT6y1f3IQx5lhhgcd05zQ6SAlE1Vo9jKql5e4si44YdegNn9zDgVg/ZC0vsSmPsbx5AqHDjUZ/MJfd+FP8cB90Q+3ISxDPHB+7lbz46Vf5Xz1UebSdXqqRjeYo5QPaOQd1sPDxKrkugQyACTKZq6QQBTJwGALd6ZxNwGgrPtU8h4A7WABEBxNrvHo9htsBEuMVJmSHrGQrtEO5vmw+hgAjazNVr5EHJQpZVtEYkgiI7p+y3U03LPl5knbft0EV9QUa5K3OQOzTsQMe2GRdjoA0dLItshkwAhBJv3J7Z7N0XhTbmTT70/3vrJCIO240+EogkYoEhWhizRtieXY6CLXS8edcDpZYyFdo+/XuRE2MZmYdB6iYlU/ViW2/RaRSdBIUq/EoeQ69azNxerDXA4f4lG5gmdyR5G0OdZaroXH6PgtSnpILEISVaakB8xn64z9qRp5BxB0/TmWR5eoZR22giWulE7TyF93ImovAJM7GlClgRUSk2dsqWWORlscqQaYzaMQRIhkiBkLZYXA+gUtCDAD54ak1i8j03gS5mXqCzddG0mHRG/8EcEb/36igbJe6KhPOnf2sOMJXCFbFBaszrHVMqZUdcfauHpzMbFPmJieP4b//suIbOTSvKcWciYQAusFTseh3Sr4lymM7H7hQQ+GG1ObxgGIN+EzFod/1vjkNip3ACHE3wH+G+DPgH8rhPi7B3GcGWb4vMDUF8jOPk/66ItkZ51Qq/bokyw/dJJaNeJa+SQy7t3y8ddp0cw7nAx71J54hvzU06jOGjIdkR86ja02MV4ASoG1bISHuFB5iG2/SSvdpBPMk8gStbxLJnxGskQugrGZ5STIS1qNFopceFgoVmyLqVNRWET5kIVkDYRwrk0Iut4ctXybr3b+nF/a/EO+2vkzlpLrDFW1KEYMmQqp5208mzHw6ihrKOshoXGrpzvYW0jsDzsZ2e30ELNCYoa9sFDYFztb2Bwj1MTFSVmNsAZVFNCiCKEb2wtLa6YFQzv7FBJRFCAutyLCIPGMZiFZ5eTwI9bDw3T9OY7GlynrAc10k9CMaPvzxLKEFj6hiQnNCC08YhmRyoC+3yAko+HnPMqKYyJZuOifwBZ6CSskQ0LaXpNYhIR6yLbfxAKNrOPC86ZQ010SFTHwahwqOhZXyqcZqoqbyHsewjgKow1L2FKVa5UzNPMOp7PLLKQb4AfopVPYqOKK+3IdW6pNCgkAW6oh0hhv/QomKN0U5jV9bUyf/hXyxROu82A01g8n1COsgemsHqOx0nM1nhBgNKbaQqSxC8FLdmfi7g0TM/UF8kOnXKfD3D4KSmSp6/xKBd6sK3EQGBuXmEoTtbVy223vdzCc3N6YUJv03NHbbqvnjiIHnYk4/MuCg6I5/RN2e+j9QyHEfwr8c+B3rLUfHNBxZ5jhc4XnFlOuHSrzfnIE0c85MuwhJnQB0FZw3TZpZx5n44uU6jV+fOhFwosd5gclhs0XiasLlM17nLjxEoujPgg3Kdjy5mgl6wxUlZEqE+khWni0gzmGXgUtBHnBS5ZjncM4H0K4QDsJmOK+8Wru0K+ywSFGqlz482v6Xo33ak/ybOclynoAwFp4hLXoEIkIQbiE32OD8/S8BlvhohNnmxSN3IefvpuPvnPbfpgVDDN8EojCqlgChsCkDFXFaX6QOM8yjUWQ70PBc3ax09bIoqA3WZcoby1GKDLp4dmcSI9YjFfZCBZ5r/YUYEhlhKcHHBtdous77cJIlV3GTLFXz2RkeGx5c1ghWTJtlhbKiM0aJ4bnWQ0Os2rrhGaOo16Ol2f0RJnY+kT5gI4/R6xK+EVQZcdvMdYsSSyhiYn0kJEqc2h0lVa6wbbf5P36EzwxfBultbN71Rn9THJeHKdLhbNqm4dv/Cn+1k9ACmyl6cTLo557RUs1F9SZJjsOazp3dq8Lx7BeiP/Ra5ioQqeXcX0rJh8M8cpljsxHRKXqjuAZUQiic1dgjAMwjd4JuMNzBZW1iGHPFSCjHt71jzDVliv5kiEy7t8UJmai6oTSJeKBc68KSjvXImsLZ6cYlEJX57BRZSbAPiA8qMFwaiq5/bYdE/hMxeGfJQ6qmIDd3/ACeKH4+ftCiB4u9fo1nED7NeCdWVL0DF82LFc1334kRGQhV68v8XpyiLn+Bp6SZCqgTZUgH6GkpVs/zp8sHqO7Pk+33UeH/yv8MKfp5zSPfI358OucXX+VF9f+kMwotJX4+QgtFLFwK5B9r8ZQVYilc4lxNAxZWGBOT93FxI3F3S7QQmKFJBEltK/IVDjpbEhpuFI+jUUSmpiRjFgpn2QrWChKEtimxVBVXCCYtQxUFdS0wHv6t50qMD6p0HqGGW4HsTNZFIJ4kvbuClgNgJq6bfqhknza4Wn8Hi3EwBqJVmPbWIvBooXkQuVhPqo+St+vE+VDElWimW5ybHSJc/136HkNBuUqmQgmXcBM+GhZIjQxR5IVzuaXWTi/jkgGNP0cmafU8g6pLPEz/xwttUHXb9L1mgxVpTBUcGO7ES1PnNOU1QQmJdQjrBBU8h4lM+L48DzXyyeIZZnXa1+hKQZk+Nzwl9hQRxAoKnmPYZzz7/PHuaA8vt75ESc23nLBnMJN/L32DcC6roY1rhAwBpSH7G4QvfI7XB2FvOw9ziW1zJbXcla2jGjKLU4Ky4v+MifLI4TOEeloxwra6KnXvHBaCn1nblGuIdIRsreJsBbR74DyETrFRFXyQ6dJzz6PXjo5ceQJfv5D505XZGSI4TYi7juKF3JyXBtE6LlldOuQE5XPBNgHggc1GO7zIA7/rHFQxcRDuNyIZ6Z+H5+6vw78UvEzRiyEeBN41Vr7nx3QuGaY4YHDo62c2nM1flaHq1c36Q5K6CynYhMikbNVnicPqlwrt0BEbPYk/axCLCPKNqZjM5b8kKv1GpftApfCk5wZvItnU2JVpy8DusFcsfKpJ8d1HYhxUjUIK6amTuPUaJfk62xiAQRGGHIRoAvx6ph7nshwQpPIpD8JtxNjByihaPuLjmQymczd5oW5ZSExwwx3iVsWqnci5C86ZuNa+yZZjti1aSqioqgWZCoglhG5DOj4c3T9Oc713+bs4B22/QYjVUEVNCmBpaz7LI+u8NjgLZrpppucW8hCn4X0Bt9e+x4Dv875ysO0gwUGXgUrRGGoYLFIMuGBcP9GCHKryYXvMmAw5MKn6zWo6AHneu9wOv6IzCvzUfMpLvvHGHgVEDCXrnNk+zxB1ueN6rNcjE5xqXSGv7z+P/Jk91X3rC2OaokTb1NoSYTJsdag2qu8zTH+XfWbXPBOsu23aKWb+FITy4Cr8jBXshbXKopfy3+fx6I21vNRW9fd5ExKp19RntNylGpYa5xRRbWF2rhaFDG6KBIUJqi5zoPRBB+95gTh197HWz2PWr8C0sNGNazOkKOBc+DKc/B8t9+ohl48Rn70IVR3wx17JsA+MDyIwXAPujj8QcBBCbA/Aj4Cfnt8mxCixe7i4lngMWD8apeAr+G6F7NiYoYvFZarmuVnymw9UmV1rYfeWqcTh7w2WiI1izQrirJn+HBbkGhJPRQsZzcYJpahahIbyaOjDxlZw1uNr7gOgMm5XjlOJhSpDLFIKnkbi8T4EkuINRm6EGDbQtAscIFyVojCeV8W2lM3iRI4JydpDVoIEMo5q1jIhEesSmjh4ZsYzxq09F0xYiEXEosHQiBtjq9jQJFJv0inLiZpd1VIzETXM8Cku4UBJJMcEqvxTYqWHgZv6q1ys8h/1z+nO2hjy2RrkTajrEcY67IhTNHBG5sEGCEo5wOa6QY3omMMvBrCagyCtegIAGcG73I0vsJKdJxGtoVB0g4XOZyv85T+gGq25VblgVz6tMNFjidXeGH7JRZH19gIFrlSPs3btae5VjpJz2vQzLZIZUgsywQmQdkEKBLsCzckLXxSabgRLeObnK+1f8j/4uJ/zdX6w/x31VOEcsiS2eRMtk5j6yNE6kIpM6/M9egYbzaexwYRNZlxcutnzuJahOjmIfB8Z4OdxlgpsCrgilzi98vf4q3qU8yn65zZfgUP7Vyhogo6XuW6WuCtypOQZ1Tsn7J8+gj4AbKzjinVsL4PyqVsW6FQ7etYIRGjvqM+BZHj3x97BBtWMJUG1gtQWysE779E8M6fOcrSwnHSh1/Av/AzVHsVvXgCrTPU9gbEA2ypRn7sEfThMy4IT+fIa+/fV9HvlxW3Mi4ZC/fv+3gecHH4g4CDpDntgrW2Dfxx8QOAEMIDHmd3kfHM/RrTDDM8aJiLDHMnKnCiwu9cKHHjekhTWo5WNe93PLqJpKQMtUAik5B62sHqAV0TsibneTx/A4zmRrRMNd8mlQGb4SJl3SeREamMiEyMZ3Jy5Y9Z3oVPvCAX/qR7ofGKpF9XSIjJ5Eri2aygUbhQK89kxKpELnycC06GQCCEKDoR0iVeI9DFEqYTUCsCm2Ks46CPuxz2roqBWSExA5NaQAFGjP8cv+vcO9CIaWnfXkyJ+yfL7kVVUfwtBHhG08g6DLwqBo3BYqyzcnXqDBc4l3gVmnnbCaq9OmUzopQPaAfzbGVLNNNNOv5cQTuEer7NUrZGZbRTSCAEK+WT1LMOZ/rvsji6BsBCus5Cus4H1ccJdUxV99wCQlG0Tz9Dz+bkeKQyxDcZ5bzPRniIhWSNM8P3WdBb/PvKY4ysx5n0EsvBADnYLhKhBVZ6KN/jmL4O1nAhPMXLta9ysv2m60YY7cTPqgbGOAcmGWCl4ifNX+R86SzzyTrHs6vge1jNhBIiozLH0jUwhguVh3i1t8Lx+B30wvHJJM6Ud1yaxKDr9BVGI4tCx9Tm0EunyI+c23U29eIJvBsXkJvX0PPHJhM9U225omfUw1Ya6Pll5LDrxoSYJGrfb9HvDEyE8p81xuJwtXZx3+T2aXxZ3ycH5eb074UQ/zchxNzttrPW5tbaN6y1v2Wt/S+ttX/BWrt4EGOaYYbPE7ZiyeWex3YqOVTWjHJBN5GkWlDxi2lRuYENIuppm8RI2rLBIGpxNL5G1285YTOGoapSyodEekQufWIZEZjYOTEVjjbjyX0uPKTVzvrVFiu6U4oKaY3rVdjcBdwJN2EKTEIm/ULQLfBN4jQZEyqUwAjhONxjJxzhqE+ZcM4vqhCKWjE1iZthhk+DwqYVcFqfcWFgXdGcCTl+2zNt8/qx+xxvX/y21r1vM+GTFQGQxT1IXLcOLJkIGKkSpbxPLd8mkyEdr0VgRiSyRDuYZyFZo5FusRUssBUsUE/bLA8vuuA4XLL25dJptvwFzgw/5Ovrf7RreBvBIhcqDxGYjIV41ekmkATFZ3Hs0Db+McJDYAlMwlBV8WzGw9tvsR4scaF0hm1Z5YjZwHq+Kw6Mdt0d5YEfgB9yJFtlW9U5H55m0yvCNq1BJgPEwOVECMB6vhtf+SzbXpOjw4s7NthSOWqRzlzWgx9wJL1ON5jjoneMztY2ptpyTk3JcGeiP+gi06ETUQuBGHQAVxzohWM3nT6RDN1lJ3G5HWO3J71wzBUU6RAx6IIxTkQ+doUa9pwAd3vDJRzfJ9HvDA8W0ke/QX74zKRbgs53b6DzL/X75KA6E78MfBv4h8DWAR1jhhm+sFgZKDqJpBEYlIReLIi1IFQWOWZa+CGmOo/MU0qp85Tv2RJVYWhlm2wHTcpFMBYCjFBIqwv/+0LPUDi7WFSxeiuKdGzflRCTSZkTlFohsFYQqwrSaqJ8SGhitPRcV0IIbEGfMCik0IQ6JpM+mQwmIV5QiLqlhzSG0MT4JiNWESPGPv+fAHZ6BfnjHjujQX3hIaY7CGLX7cKCFWoy4bdW3CI4cTqwDjeR3vU+c0WDkR59r0oqIwQWVRTaEysBoVA2m3w+5tN1Ylkikz6r0XGU1awHhwjLI3IZUMu3Acilx6aaYzsskQlHbWpkWzzZfY3vrv3/ODG6sGu0V8qnaQcLHImvkMiQldIJtHCuVcJa8qnCXWCQNkejMFKxkNxgIb2B9gKu+KfY8udpZpsoZRG9tnMzKvIWbFgugupAhSHNvE3bm+NKdJL5wSZQJFXrHLzATfaDEtfUcdr+Aq1s01GbjHUtosJFbiLW9gOUp2iabbaiI1ztLfD0lXcxlQYmiJD9Dt7mCjYsuywJC153HSs9dOsw+dGH9w2sk4OuC94LK4gscV2NsIytNMmPPuS26beR7evO0claZOcGwfsvoReP33fR7wwPFh5UcfiDgvtGc/o4CCGawFeB16y1swJkhi81MiMY5oJBLlgdKtqxJNMCNaFlOFjfpdPKLMNIz00ehMQnpyfrRCbm2OgiXb9FKgNHvbAASTGhcKaWWqiCpuHh2QxptbO3FI5e4enUreiqCItA2RzfJLTSDRpZl61wgaEso4U3EXRLm6MwhGaEKJxujNrjkmMtnskJTMqOqHXvZH8vFWU/aopFFc4rWno7/Pjdr9YnPAszfD5hp+qAcTG8856yAqwVRVv+lirq4maz62ZZWL/awkDAGcK6kEeJy6YIdDKVHl90ARDEMmQzWCTSI0IzIrCSZrZFLJ0VaWgSnt78Q5ppGyugEy7Q9ufRKEIz4njnPGcG7/P1zR9yPLl001BTGRb2ts7yOTAxugifzISHGGuXCnE31uDbnPl0nUPxCjXdJy3NAZbcCwlsXtCapEvCFtKlXAtZuNS41yyQhkz6pCpAaA2FpgrpYco1dGMJkaekNiCXHn5hxdsNF9EyQKGp200qegD5jvtNQEbml4ijBsZrYepzLuNBXkeUnKjaRlVIhtg8A89HpAmyu44w2mklwvJkfyIZOLemZIDcjPGERGcxtlQHY9B1J5IXWYIwuSuIpCSfX0YfOUe+/DAizybZAQfJ5b8TrcCDoif4MuFBFIc/KHhgiglgGfh3uCvRgzSuGWa4r7jWV7y0GnBx22OYCTZHllgL+plACQiUJjIxYthFZLFLnyXCs9opIKRLy828iDX/EF2/gUGSyRAjpOsoFAnVJwYf0chdoNWF8kMkKiLUQ7Tw6QTzbPnzeOSU8z6bwSHysR2shVwGbIaH6Prz7J6siUnnw2AYeDVy4Ree/bsnbFZIYhURF0WK3eXfP8YdOO4IF7zniiON2ZMnxr77neH+4XbahHsNMTnM2GbVWaROdyicjcBtx2NdBoXE2bQ60wDjqEyFGZSj+oGwGrBooUhV5OiCRdidFpJUhVhB0dEzWOGogPPJGvPZDZp5m19b/df86trvsJCuA0xE1akMCUzC8eGFyX37Ycuf53L5NJvBEqkMaAcL6IK2KLBIM6YQClSxgACSJKizKj384QWCzOXUeDpl4IXIUR/jBVjltFBkyU6AnDEIo8lKC1R1QpAXVChrQEgnRPdCCCLQGYFJiWWJK6XjXCmfYuTVim5pTskf0My2OJZeoz7qInROLjQVOyTK+gg7ctQS43IgLAK1vYG/cdWlfxeUE9XdwLv6DjYso5uHMEsnMeUGqn0ddfU9VL8NJnevwXAbe/U98HxMVHHOUEHk3JrCCtqAFBaUQnXXUFsrjrYVO0cfG1Un25vqnKO2PPqNu5pIji1rvdXzk4nq3v0DH7vNl3Eye7/woInDHxTck0m7EOL/DLwMvGytvXq3u7sHQ5phhs8l3m17/PHViA87Hv1UkBhBSTl3pVRLtAWZaxbyDpXUcYeN9BjJMvW0TT3dIreSq+Fx+rLCenjI8aFNhm8zhLVkIiTzQzIZgrU8032ZRrZF32+gbE5kEmLlcXx4AVNR3AiP0PHnSWWALjjhsgj1SkVI7JUAJhMViyDHdUgchUSg5c2FhIPACI+bKCWfAkb4GMnuVWm4RZdihvuL/ZySDvpSP4ldnHIHs7vuv/3DXQ6LMBYrx1arTFb3LdZNmm1xHEvh5OSsWTM8l7FWFDLSGsBghHA0QKm4WjpFZGLOrP/erkICdkTVd4K36s/x8ty32AgOsRYdQemMXHho4SNwlC7r7XQlPJNjBYQ2pSNrpOEcnk4YWp+Hh+8zl25wpXyaE6MLeDpzug1rnLi6CK8UWpMDbW+O44MPOT68ANa4+6xB5gm2u46NKlg/oifrrITLXCudpKQHlGyCMjkpPtvhETp+i44/x0P9t5nLb9D2WhzfPs+x/odIMUAOt3fC60yOSKbyJ8awGnKN1LlbZOluOF1XOnJUrbGQHev2YXJsniLTGJvGmEqjeH4WOehiyw1UZ80Vo8kAb/0ysueIE6Y6R750AsIK/vplJ85du0j8wm+Qn3zqjs7bNLyLbxC98ruTpOUJhWbUn+zff/8l914a9W65zd2MYYY7x4MiDn9QcK86AP9HxpI0Iaavfr8hhFDA29ZOGdzvj1LxexZcN8OXEtf6ij++GvHulk8rNJxtZFwbeAhhmS+5L/CtkaCvQeUBSoaEQUSPMmGW07I9SsrwXvg4ba9FX9WwSCI9IjAxJRMD7oMay4hElbhaPo2y2hUTXg3P5pwcfMijvTfwrGboVVmNjpJIR9sY28Yq6ygdVrr033EhMdZVCGuL1dpxITHGfhSmaQHsp51gioInP72LPavRMzxAOPhCYtw+sBOfkU9QSBTQhWWxFeAb7TIghCrMDdw+JZqxZ4AsuoMZPki5439mNZ7NCE1KLjyUdZqFREVkKuRa6SRDVQXurHiYxuXSab53+Df5qPooJd3HMxmpCglMihZucq+FP9FMKZuTS4WymmrWpZz36Xl1+l6NPzv8XY5d3+RUeoULPMm1ucc5uf3eJCxO6BzrR0VxoVkpnaaRtzkz+HBS+AgE1nPaDJklsHmN88u/yI8b32agaoQmppIPaObtyWtoMknPb7IWHkZYQ8tfoJ53ODP8gMX+FWypiqnUneh61C8SsM2UjmVn4WBcMoo8Qw47btuxhXXhNjW9wCDGRVI6wgYhutLCa19HpjE6rJAffwykwru0ishTTGPB0TjTGDnqkS2dJD90CrW1MkluHpXqn6g7oNYuEb3yu/gX38DUF0gPP39T8rO38j7Bu3/maGvHnyA9e/M2dzOGGWa4G9yrJbuYnRnB0tTtfw+XdN0XQrwqhPhHQoj/XAjxTSFEdc8+vlX87tyjMc0ww+cKP10PuNzzaIWGo1XN0aqmERpGWtJLBRXfUGMAxtKTVbpek23KjAhoqIQl2+aqd4SL5TOMVBnPZiwm16nnXXTh4jSeupdMTKRHGCRXyqf5oPYEACf7H7jVyKnaPy+E0wqNZwpnGekXnQpZuDsVX+hj0xwxZqTbYo5/f+gtwppiBZhZIfGlx2RaOfX39O87ebx7LwvrqExOE+SyVoS1KKMRVhcUPfcIPU6enhqDstrZMRcZD551tB9lNcrkbIWL/GT+W7cayG3x4/lvc6HyMHPJGs2sM+mb+CbFM1lREInCna2gZrGzqBCrEsujK5xKLnEhOs3Lta/xteErnNbX2PLmuVw6XVg+CzfpzmJyY52zVLjE6eGHfL39o8l4rBAuDyJyAXoiHvCqOMeF8BSnRh+yHF9l5JXoqsZk5VAKaOQdonzAtegElyoPcWZ0nq91/9wlUxunwxAWMHbyN0K4AmHc+Sy6ka54AGH0jmQG67YTaqdrKRVIr+CsaeSoj9deReQZJihBEKG2rqM2riD77UL03cJWWpigjOy3URvXQHkTmou3ep7gvR9/onM4pi2Z+oKzHd2bY6C8Ca3MdYfMvtvczRhmmOFucK86EzXgaXZC5/5ucfv4ihoCz+GyJMawQogLwLuAD/wK7iP/0j0a0wwzfG4wbQX75JybsNcDy6maa+N3E8kwtngmJTKanldjlYAGQxoMiaThfO1xSvEWgYlB1Ahsyny6zkg5C8SRKtH3Gi4DwhqMkKQqILM+nkkJ9YiHBm9PxjRUFfpeDQqHGhdSV0xELMXESiIpeNKFDaxAI4zFFOJPO3HU2eMOxfTvvfg0NJhCGGt1MZYZHkzcJzetXeJrCi7/3gJj3weyuxCxWCHJZeA0OdYVEoFxuQuZCJztsfAn9D8zdocqxqCFwsoQgUFZgy2S4RtZGy0Ufa/Oz+vP8p3gd++Y2gQ7drBdf46H459xpXyGwCREeliERypsQb8S2IlNrmczXDq2TyvZ4NzgXebyNj9tfY2Pao/xS7zNX4p/hBWSSyzx07lvMBev4duUTAS0/fnCWepVvrv6Lzk+/BAK4wWERGaJ604IyYY3x0V5lG0qPJu+wabtg7W0/Rar/jGifOjUVUIyUhUSFXEovc7XBz/huL7hOglGI2Mn0BYTc9vilyz0UFPmFLY4R7vOqbXYonAQeca4OHJcNCdIJ40RKsd6AXrhmKMTdddcVyaN0XNHdvZYqiHb1519bDJ0Oo25owQfvebEudsbd0SDkdsbE2pTevj5fbcRyRDZbxdjZdcx9+LTjGGGGe4W96SYKChMPy1+/oEQYlxM/FUgwhUR45+jxX0COAucmfpbA3//Xoxphhk+T9hrBTvGQskQqIzVoWK7OyTVfQKrsDgawTx9jolNGoxo+QM8BiRDj66MifIREktF91FJTs9vMpIl8sLVxbM5lXyAFgqJpZVu7upIbPtNtv0mnsnxSRE4r/tUhhgrkcJxwMfZExkShCXUCYGOGXmVYkVzJw1YorG2yJu4J6LovSvPtiBj3cmE9X6KgmfYwX16vSedKTuxMc5USCb3sx4uVrQZ0/OkW80vthPWZamUtCvMA5PSStdJVYmeqjHyKgUVEHyTk8kAjZoIwL0iQ0VZTWASQh1TMiNqWYehqhKriKulU1wpn/5ExcTYDraVbjD06oxUmXrWoaz79PwmXa9ROLy552asRGIITYJnNSU9YHl0maXsBtYLaNo+W5WjXLFneSZ5m/rgBq+KhzhfOkNbNclRVHSf48PCWWrrh5wYXQTpYZXnujhSurwJIcAPuFJ5iK3SYZpegmgtspgMiUZvc00fpePPM1IlDALPpDTyLqmKOKLXKfu4loXnF0WEKxJu0lWNz/Pktyq0FHu2U5770WALS1phnHB+rKkRwmm8bLmGLdexOne5FuDsYqf1V1Jig5LTYxQ2s2MhtOxvodYv39FEXq1fdrai1blbJiuLQbegYbniQaQj5KCL3qeY+DRjmGGGu8VBuSatAYvAeWvt28C/GN8hhFhgp0vxLPAIUAbOA/93a+0fHdCYZpjhgUVmBNpCIG8WINcDSz3ISdNNhltXMAjWOYxPzjfl+5wVNwjIWRZbXJBL/Dw9hAAUevIlGZmEKFklEz6JijC4SUUiQrb9JmPP/Wlo4RUrrE6wGZkYLSQjVXZFggbPJAQ2JxUhxqtgrbO4bGZbeOjCT99Z0iqrCU3sKFIiwE0LPq2uweyR07q/pHWuNTsWtLB7UiEmj58kfReuNpNtrUHZfFI8zZyg7jUOsoibOtfFyrQyOWUz4MTwPJvhElvBPLpIapdFsruyeuLMFOkRns0ZyDKpihDWUMu3eWz7Z0RmxNXSKaczyruQd2mKTRIV0fFaGKFopWtsBYfo+XUoivbxBH9sxRzqGN9mACQycsYIMiAtCpL9UXxW7M7ndGwH65vE6SKU02NEJiZKbjh9hAqwucSzKZnwkViato9ncwLdJyJxxUBQwvckOSGpCAA4kV7hdPdVNvx5rvpHSa1PIC3H+x8wn667iWup5iyqPR+Rxa4zU5sDFSBGPdLSHFl1HnHkDFntNHJrldr6RR6hzSCEng0wcYyfDqjpbTbLy0hfkHpldw7lTr6HQOypEcRN/7bKXbOE3q2lsFLtdKakC9+ztqAPCddddTa4Hla5549SO3a1/s3dTisVYkw/Gt/mB5NE7zuByFJnL+oHt96m0IhYqdxTMGZKTH4zPukYZpjhbnEgxYS19nBRNPT2uW8D+P3iZ4YZZgB8aVECYnPrCVbJh7roQJYyilpUSHhMXONpeXmyzTU7hy9y1wMYW7GOJ+vW4tsMP88m26d+uHsyNYVxIjWIiQbCCa8NwqYg3BQ8MClIGFHGiEK3gFuF9WwOVpAJHw+NQqMZB2fZ4v/utyjY6MVg2T1R2O31KiaP2VsqGBSa/JadifGkZELKuAkSi8Li2Rwr5JTYdoZ7i4OkO+0Ux0JYFJqyHjLUAzzTACmR1kwm9ICbaBcdiMC4ibe2PtJqWtnGJCRuLTpKKnYm/ePPVCqcheuR+BojVWXoVTHCJVDX8w7V/KavQ6CgCwqBb1JHnfpY7FCwApPi2YxY1QnMAAmkygft3KUC6zJcNMoZMEjhXguRkkkfmbnPvlVOd5AJn8AMCWwxCS0WIxbSdRYH1wCBDUJEnmL9EBuWdg/NOocrq3xsqYrMU3xpUFKQ+WV0q+42661DllIq+ZSwCJGh0jaguS5DKmaIX+RcYHb0ARa7w1Qrbpk+5xPXLjEuvKZMGca3IZj4vAgBSjla1Fj2Kd01zJ0cvZPUrW+evAujsX7gCpXxbVmKLVVvWxzsesn8AJSHGPVvvY1UzlFsXBz4QaET2R+fdAwzzHC3OLA8h6JomGGGGT4GcnuDk+urzPdPcD2ewwQGGd3cvjblhvNYH/Ro2zLHxBbLYne+Y5mEwPcY6TJDvwQWPKGR1hDmw12TJ4NgpMpYBCU9ZDNc4mp0nLlsi7IeUM861LMOa+FhchFNhKYjWSLUjkIVyxKZUOTCJxM+FvBsRjXrEcsysSyD1WgZoWzuHBkRk7wL5/zkxKvTegphLVZMTzZ3TzonJcGEB1/caE0xESgmEmL68VP7s9aNRQgmytlirwZBKnwnlmXWlTgY3Olr+kkLjp2C0xQFai58hqLEpegUA79OrMouoVpYMrtjWWyLib9FMFBlRqpMJjzAoy/rrETHOBRfp6SHbIctTCaQU++ZWJVpZG0Ox9dYCY+RlTxyAgJGSKNv6gqGOkbZ3H0GhWA+WaPjt/jJ3C8RmIRK1mPg11gPDk2oTIvpjam8Ccvx4UVa6QZXGmdY7F8n0gO6qo4xrigO8yGen7nj2iG58F1XRKRsqwqNfEAj2QCRoX1LmxrHkwuc6L6L1B2sMe4zlqWQpdhqE12dw9u65tKkxxNthJt05zmERXjcaIAYdDgWSZp+xkVR56iBRESMTAOb9hEjj1qgKQchVvmYJKNN1Y0hvsSGv8RVr0VaniOwKce677KUXtl5b1h2Cobx592aXd0bJpu4BG+RZ4gsd0WKtTt6CQT4yqWjD7dRQiKSIbp1CKSH7G0yztBwJ90g0pELxysSt8VwG7V2ifzwGcSgc0eaBb14AlOdw1+/PMmMuAmeCwQUgzbCCvTC8q6Ub5EMkYPupFshOzfIFk84MfcXFFuxZGWgyIzAl5ajFc1cdP/MQGc5E7sxC4ebYYbPCNMBRbX+FufkN1nxn2OzJzhaMeiF47u+MMZOIiujkGa6yanSOvPCrWZdsXO8Ys9yySxy1TvMgAqp9On5DXybEhYC65IeUss6RCZmM1ik79XxbYoRkp7f4JW5X2IxuUEz26SRtR1FSShSGZIUwXLgEnWNUBg5fQlx97WDBXyTuyRtNCNZwSLIpU+CJR9z1oWjPuVFdgWFpezH02Acicv9c2p1buzfL7x9Cond+7NCkou9q3Y7nGuYeVQfHD5NcfBJ4ShL43dS6lVY8yq7tnCWqbtXd2PlEatxIS8mv9ZLR2iH89TyLiU9AmvpeQ0aeQeAntcgNC7ZejVaZuDXyUVQJMvXuVw+U7zf84nGyDMZFkEmPUo6Zi06wvcP/yYdr8VWuEi/0GJg3Wq8b1IaWZuHem/zTPdlXtz8E06MLnB68AGXyufoeHO04jW6qkHPq7swSptS0kNiGTHw6iibUdJDUp1Rkm3mknXKegDAdV2j2b/Kuc2XWbr+0+JldM5HE/pSpYltLMDWCiJLkXnuiggh3Mq9NZAnqOG2C5IzhqVsxNnVl3jHP8tP2zWkzUg4hg1yZG4JtaZpexzTm/T8Gs3RKs3+Cn8cfIWLlRNseS1yv4wnLXP1a5zefocXN/+46BRZNwEfw1jXNZ0qMnYWHpyIepI3sc8HXKSjiT6DuD95/qbWAqmQox6mXBQOox42iJzWIU/xVs/jrV1CJEPUZkDpld/FvPvjjw2SM/UF8sNnXEbE1squAkAOuhMnKTHadra4CGS/49yfyg3ksOvuT0euwEmGWKmQ2xuIeABfsAnutb6aOB92Epe9pAQ0Q8OJWs5ziynL1Y9LIvj0uJNgwS+jJe+smJhhhs8A+wUUvRC+xWU7z9vZCRgNOTz4OXL5HKbh3Ja1geuVc3QH6zzVfZWvxT+Gpsfb8iS/b57mkl1gxTbZ1n5h+qHIREEukh6JCIllxEg6akLXb2GFJEqHHIqv0fYX2QoXuORVWdXLuyZaLkvCrcgJa8llODXP201H0sLjRnSEMB+ipTcJujPWOd9YKxDC3pRKbKGgpky54XxiFJQsa/YUFDN8KfGp3gP70esEuQzo+AsMvBRfJ6QqYkyOib0ylazHttdkNTpGz2ugjMZISSYDssIJyrM5oRkhraHv18ilj7AG32yw7c2Ri4Ab4RE2wyX6XoOxwUFF9xFYul6LlegEF8vnuFQ+y3dXf5sXN/+ES+WzvNX4CmE+pJFusREdBqCWd6lkXbpek5EKKecZ1sLIq7AUX2d5dIlcKFaiE2wFizzZfZWvr/2hS7oWEitcQWCtQUgFw+4kwXvcBbS20DQYl7SNZnKtGGNu6wOG9T7XyksgyjTUAM86i9muqNGxEVdLLap5j3OD97jmL/NG5Wm2vQatdBPfZPQJuVp7nkvhSS6Vz/Dd1d/mye3X2a2T0WCnCJTFAoW1xhURqd29/X5n3+idfpi1bhKvMycEzxL3/HE5E7p5CBuE+BfeQLWvI+IBprGIqS18oiC59NFvuFC6IiNCzx1F9jbxVj5whUIycsVakashhl28y++4NO8indz6jn4mkhEEIbJzg9IP/ocvVIDdONR17HzYCAyBtMRGsDLwudpXXO0rvnMs5pFW/vE7/IS4k2DBL2to4IEVE0KIw8B/AfwiUAU2gfeAN3CuT29Ya4cHdfwZZnhQcauAoqPAr9qrmLzJ5bTKG6OQ5rUOMquTBFW6qaQeeDxyZJtfFdc5ceMyVy+V+MO5X+SdYJ5QDwmswPqLLHgD+hgGxicTHokMUSZDCxcOZa3FsxmH4xW+vvUnHImvsRYe4cPqY9wIj7ARHiaTPoFOEFZPvlgt7ATUAUxsGh3PWNkcLRRGKEZeDTD4JkNiyEUw+ZL3TEYufHRBgHaps07xcHeJ1VPOLnY8vllB8aXFPSgmZaGdsUU4Y0qA9jy09kiikMBmVLMuA8/pJLDQyjaZS9fZCA/R9xsYhLNlFS6bZTwhHfP8QxNzbPghK+XT9AvhdmBGk3duYFLmk1UyGTLwqqyHh3m59U0A/qdX/jHfXf2XAFyoPEwuA3ydsu03WQ9dUSGsoZQP0NJj22/RSjeo5l02gkN8UH1iyub1tyfaEMuOdsD6ITqqoIbbMOhgoyo2rEA6ch2IPRN0YS3W87HlBhfmnuL16tfBGuaTG2R+iThoEEmFlw4JzYht1cB6Et+m9P06fVVhPt3g9Og8HmMhsSUXHivlk7zZfAGEoJ51J+PdgXWFkPKxYRWrU2Q8KHQRdwYBWOWBFwKOzkSWgB+6f0vlJpLKw7/8Dmp7HRNVyI+cIz/2KKZZxG3dYZCcXjpJ/NVfB3AZEe/8mes4DLtODC7Almvk9XlAIEY95PY6Is+wQQlTm0NkCTaI0K3Djmal8y9UgN3eUNcn59JdzofawI2h4t0tp8mr+qN72qG4k2DBL3No4IEUE0KIU8CfsxNgN/4Mf3tqMyuE+AAXavc6rsB43Vq7dhBjmmGGBwU3BRRN4XFxjZo34lV1lkuDgM6oQrId4R2psFzNijZujRPDb5G8F/Dj6wtczE4wZ7fpexU63hKR8qhVQ6oyotNPGSQ5I+s7r3nrgueMUMyn63xn/Xs0sjYAS8l1QhMzmKuybZoIDLn0EEAt6yAx9LxGYfe6A1HQNsAVCqFJSGQ4Cfuq5V0iE5PKgFwGO9oIC5kMwFgCnH98x5/jpq/8yery7aYC+9CjxPR9u26Y4YHFg1f8CZwjlCuSC0qPcaveFd3nsd7P2AoW2QgPUc77LKY3aKWbDFWFTAb4JiNVwcR5ySLxrbOHBQhMgm8zPqg/5WyXhbOlDUxKZGLXTVQlBn6DxWQVcKGRufC4UHmYnyz8Mv/Rlf+WetbhJ/Pf4nzlYa6UTrMaHWPguWzYiu5TSzsTTVIl7xOZEZ7NON4tbF43f7BrYi6w2LCElZ4T84ZlrNHOeSiIsNUWctSDQReRJbjCqMihERJbqqIXlnm59BUulM5yMr5II+9ytXyKLXGcUdjESkmkE5rJZSwwkFWulE9zNrnAMbsBYQi5cFQSC8r33e025HztcX6y8B1OXNlTTEiFKdUwzUPopVOI3ib+pbdcZ+IOYRFuP2EZPH8q4wJ06wh67ig2qiDb1xGZ61DopVPohWO7qKnjIDlgEiQ3usUEMz/1NKNyg+C9HxO99G8QnRtYv4Qp11zBUJ1DLyy798x7P4HhNhS6IJFn6Pmjk21spTnZ78cd9/OCvaGue6Ekk9sv9zx+uh6wXB3ds+Pf7nvbDeDOz/UXEQfVmfivgEPFv9eBV3HdiYembhc4W9iHgf94/EAhxKq1dvmAxjXDDJ8p7iSg6LjY4rjYYrMUsXZtg2HpMfShv8LhpdpEYKarJ7lWP80Hbwq2NgQPBR0uxXPEuspixWmKQyyHGj6ZEQxHKZuxpCJj/KTPlmxxSPSQ1QZ2UHCI/QjPSsp6SFkPKCU3WCmfRFg4NrqAxPJh5bFC82CKIkIgbU5gEjIZOBqHjrFYEllCoqnlHZ7tvkIt65LJgIGqEqsSkR4R6SEfVh/jzOB9zvTe4b8/+b9mIzyCsilG+JR0H4ug7zfQeCBsIZh2pKgx8VngLD2F1W51uJiQjvMBpDVOhDp2uHoAJ61fPuzj2GUNCkOohxjhkRUaGHfKNdIYtAqmHnor9697B4MTWiubAy7BWtkMaQ2L6Sp/49I/4PeO/nW08Hh0+2e0MmeK8NPmixjhcWr4AVp4DLwasYzo+i1a6SYl3afnz7EUX+V6dIK+qhdPwaCFT0l3AQhNTN9rMJIlMuFTy7usRsdBtFkPDnG+/BAbwSInRhc4cfUCG8EiV8qnSWXIUJURFkpmSGASjg/dxHt8//g2J+gWLg3aOHqIlYp8bhlbbaI2riJHPZelYC22VCdffggrFd7ld/DWL4E1WD9yOgOdYf2IDZpc9I7T9RqcTi7i5yMa26/TZ42OOoWNt/GSPjWVorXl9+u/ghWS56IbaO8sIh4gu+tOLC0lJqpgqy0OCcnr4hQf2he40f8RC/QAi4wH6NoC2dlnMU031Qg6N0CqYnHDuEJBeUCRM2H3cWkCrDEIKdH1BUyl6cYBpGefY/Br/wlq8xqlP/2XiCwlffhr2HLtlu+hOw2S00snSaIK/sU3kdub5EfPYb0AW2lMAurGYXU2LKFbh5C9TWylTn78cUx9/lMd90HHfqGut8KhsuatLVd4bMXynoiy7+R7e4wvymv+SXFQxcRfxF3dXwJ+zVq7Pb5DCLGEy5mY/jnLzjfB4QMa0wwzfOa4k4CiMea9mEP+KrbfZ5g9RBbtvoitDBRtytQbgp5XZqR9QimKMLkd+NLSqPhYT6LTCGFSKjYhLrXoqhNU7LCwQFRs6wojVaaS9wlsim8K9ych6auK61QUXvnKmsKbX4CQzjIWQIAq7GYlllRGRHrkfOn3QawqBDZl5NeIbEIt7yAL7UVJDxkoJ5wVmEmTQViLEVM2r+PuiJA788pxhgDG6b0/his9w2eBPedECIQxVIpwuIFXIwU0CrnL3Ov+FYNWuJVql0lhinpWEugRA6/Gz1ovEpiUU4MPWY6d09BqtMxIlYn0EIlF2oxmUWQEJiWXHrFXIdJDvMLOeKgqzk1K+C6lfvxUcQ5puXRuUNW8R6SHJLJEM9+kHczvCrtbSNc/NvjulvdLCSg3eQeEdhQvpEKMhthSHRtEzk41dJ9LqVNQvgutK6xiRQoiz7hGk7Zq0srbeMJMJvSVpENpeBmR9EBrrFfiRrjoLiVYBjagogRCekU4XOT2aw1GeohSlWYS0w4WuDL/NC111Z2r3pazTfUjbFhGbV1Hjtz0Q0wuTj74YSEY18VbcNpKduwqZx21yZhJgJ3IYtT2hqNNVZoQRuilk7ctJIBPFCTnHIJi9NLJfWkykwC7qIqtNJ3jllSIfJ9J9hckwO5Woa77QUloBIZO4tye7kUx8Um+t78or/knxUEVE+M+39+bLiQAChrT94sfAIQQVVyA3bi4mGGGLyTuJKBoGrcLH5oOutNWYKxAiVtPmJWAzIC1Ag9XCBg7tlB1KdVGjFde88IW1U3aDHJqVf/madxE8AiOWz71txFqIsLeD75JyIXPQFXRwoVumWLSwWR/+00cJ1XD5K/9ttm5fXofs67Eg4pCRQPsd2Y/2/Mmpv4lioJ3oKqT4Lgx9NTnaC9UEfIIEFj3GGHNRLQ8rVWYHK1YUR9nwSibO3tlDLnwPybs7tM8y+JzPg5GK4S/jvOldoemGTNZUNjZhTuLKY6OtSu3Yuy0NDZJKOxltVCTgt/Y4pWe3qZ4nCj0JoFNyVEkKto57k1j05PCaN+rlr3V9XLc2dw5HkpBBuTZzvX4Hl3Ldx35Y74jpgPsGI/rNiF2X4QAu9uFuu4H953oHncvcC+/t7+oOKg0ppXi9+XbblXAWtu31v7IWvv/sNb+3QMa0wwzfOaYBBR9knRU5e17ERsH3aXGFRFSuKLiVtDFd7ISlrzwupdiypu9oCxJa9DCmzgrgXNZcgF2+0/cxxNANw0xu/6WVu87qRojkyGezajofiHgloUTS+EexY4mY7+jTv9187MXU7dP72PWpXhQMS5ExaSk2Ouu9NnBTv3L4qxeK7qPZzOyqQm9mvoc7YUW3uQzMb7fThXP0+/9ydGKz8Q4iM/twy0IeDa7w7C7T/Isi8/5eMI6znOx7AS5SVX8yJ3iYLILdxYDMjybTxK1d0LkiuJjHEoHLjyvOOtyvCgyvU0xhvFrk4oADz3RnrgXZmpssDO+Pc+r2Dm3FugXz3/qeJPQOs93QXX38Fq+68gfs99JgN24eNj7nD/lcR9kTH/X3Qncd6J73L3AQZ3rLxIOqpj4UfF7pn2YYYYpjAOKJv7Ut904n7RW9xN8Ha1omqGhm0rKniVSlkQLzD7XT2Mh1oJqKKnIlCEhARk1P8cq3zmyKEXdDJwvvVdG6bT4MhX4JqGabxe0J1GskjKxXqToJkirCXQ6+RssrXSDetbZ9ynmQk0Cub619ns00japjJA2L8SqrnMhx1znAhNJ9Th0Crd66yYc4zvHGxf6jskqpP2s56QzwJ5zsOPqNV2AuqBE9z4SGHxTOAfdpmi+1xCWwm3MjcIKgbIZWng00jbfWvs9WukG7WCBvLA0rmcd9zlS5V2GAuNwu3rWoZZ1iVWZ3OXFE+m40GZkk/c+7tmSCx/PZIQ6nuwjNCNSGdJKNydaiLuGtTsr+Z5Lsca6VW8bRGByx9kPSphKw/2U6u6V0RmTELg8x3o+y3Ro6Q5tr0Vup7qNfoQp1WB87bGWih5grbOFrvjFdkFYbJMhdIZVPgQh2graqknT9jne/3BSbIh0NBkbMDU+15Hd6YrYnXyM6ec+7naOqU9+CEHo9p0Mwbj8H10Ewt2ra/muTT9mv7biwktFOnKr33ue86c97oOM6e86/TGsJW2gm0qaoeFo5d64OR3Uuf4i4aCKiX+I+3b46we0/xlm+FxiHFBkKk3U1sptt1VbK5hKk/zI2X15l3ORC+mpB8Z5boeGQFkG2c0TrUEmCZVlvirxPJ8SKSJPKSnrnFmUB3lOSWY08zahHtEOFinpYRF6VZ4IswUF5UIowKKswQo18dH3bYYRquB65yzHVyfBWHuxEp2gkW05N5nOn3Ku/w4V3SeVIcpmJDIisOMAvKl1YTFesy60GdZghCIv/Pyl1cXE1LqxFWueO6KLOzpdMxwUpou+qULCtxm+ScmFjxqnEhe6l8CkKNy5nnDa70O04JhkZ4XLWnHvL0tV93io/zZf7/wppwcf0Mi2WInc5KGsBzSzTUIzouftTPLG4XZLySqLySqhGbEWHqVsBsxl61Rz59Azfu8DJDJyYXNmhG+zyT6wsJitcWb44ZQG4tO+sYWbXE/RmkxYwYZlJ7yOKpjawoS+ZKpzhQi4jGkuYYNCHJyliDxxq7JBxLwfcyq/QiPvct1z5o5W+dio4pyiimuPyFM6VGjpNnP0aMvGzrbBDo3JBiWs8rlOi4ZKOCU3mJcDZ5U6FSI3FitPxuf5IAVWKYQQ7nkK59g0fk67+k5CghdgoipW+c61CoupzZOdfBJTX7in1/JpfNx+bVjGVFvYIEJ11256zp/2uA8ypr/rbgxvn0F0Y6ioB277e5WIfVDn+ouEuyomhBD/VyHE3xRCPCHETl/WWvtD4J8Cf0sI8e27HeQMM3yRkD76DfLDZ5DbG6j1yzevdOjcCb62N1yi5iMv3nJfzy2mnKjltBOJBGqBYaQlvdR1KIyFXioZaUEtME4MWqlxRPXw8phrcUgeNbBB5FYWheBQtlaEatWpZD0WRyuMvApdr8l8coNQj7CiKCasxWAxwtEtfJ2w7dXJhYdnUqrZNsKayYrtGLlQXC6dZitc4nRhSwnw167+dywPL6GFhxY+qQyIZUQ576Ns5jolbu264E9rZ61pElIZkBUruIFJ8IxbKc2E76xqAc/kRQfj3p7TGT4BrEHafEKtG0NZTS3rUs17ZNKn59XRQqFsTqATAuOyBuTk/I1XkA9KjG0nXS0tJFoobDFOiWV5eInfvPpbALy4+SecHrzPVrjE5dJpcqE4NrpEK91k5FXoeC3aXouRV6GVbrI8usSR0VWU0fT9BtJoHtp+k1a6OSlWUhnQ8+pkMqCkR5PwuYFXRRqNQhefnT/ZGfFe7cKdPtMi6dmdE4vxQ0xtHjnsIpIhptxA1+bddoUz0vi6pReOo1uH3VmI+4hkhPXDSUfgq+lbnB59xJY3x+XwBHlUw5TdfabcIPdLXGWBLVHl6fQ9npTX2LJVrto5tMF1pooOqRaSq6bFlq1yUmzwfGUdU26g+lvI3qYb58KxnSemc6xQrvDxIyfmNgaRZ+4+6cFNAZkWISWmVMFGVeSgjextglSkZ57ddT2+l9fyaXzcfnXrCFYql8ItJXruyD057oOM6e+6lb66qUOhDaz0Fe1ETpKw7yUO6lx/UXC3Auz/PTtfy6kQ4ufAz3C5Ef8DcA74H4UQ/3Nr7b+5y2PNMMMXAjcFFH302k6SZpa6FmmlSXbqaeIXfuO2wTfLVc0vH3Oc4cs9j9wIfGnpZZLNxE22AmUpeRZtBErCM0cF5+Z7XDq/xuW4zBv2KK2oQiB6ZEbQlnUW0jVq+TaRHtL36pMQLLdKavAK330nNFVFdwLioITAUs17PLL9BidH5+l7DV5vfoNWuoFvEjIZ0g4W9g3KerH9A/72pf8nv3Xyf8vFyjn6XqMQlxZFxJRTk4Milz4aBRYUBt+mzCWbZNKn47dIVKlwA7IIdNGtKKhOYweX+5aUXYx7Inqfvv1Bb5fcozEKgRH+VCHgKGqO2uTShzMRkksPz+Q0s01KZkTfqzMSFSRmh/4kxD7DmrrhE5/bMc1l7Ogjycece+s0C2Xd51zvXf7Opf+aF9uuCD4xurArOG78fq9mXdr+PBtFeNx0WFw7WGAhvUG1+JxtRMtEekQ12yYJI1JZYpyAncqA1dJxlMnxbM5Ctsazvdf47o1/xYnR+Sl9EVAIhgV3dsZsYZFqC5WTLXQGanvddQ7CMkLnmHKN9NFfACGQo96u65apNJBBCTFFN1LbGwCcST/gL5cGsAgXao/w0/AczSzB14bMlOhEh2hkmzwRv8evjX6A5gj/LvomF8Uh3rTzNP0S/uJxUuHRMWWa/S2eFBf5S+ZlTsXvu7GVnJuS0Dmyu44YdnddS5MnvoXst/Gu/BzVWcOaHJHunzthEY76aUFtOpcoU22RPvQCo1/+m7uux/fyWj6NO9pvfdE5OgUlvOsfYnp3f9wHGXu/697aCiYJ2KkRRair4dG5jO8ci+9pYB0c3Ln+okDYW7oZ3MGDhRgApT0376/NhD8E/gnwA2vt1U990C8RhBCvPvXUU89///vf//iNZ/jcQa1dInjvx86PeszFLGzl8iNnSR958Y4vSNf6ahLqc62vWB9JhrmbYJQ9w1LJBf2MV2yWq5rrl1Z58911Lnehk3noXOOlQ+byTU7HFzk2vMCKbXEhOMHl8AQ3wqMuBMtaNJJtv8nAq5FLf8JzD3TCUnKdX177Hn/zyj8EmARpOU65s71spRv7BmWN8ePWt/iXx/42b9WfYy06QiojjBAIYwvxYe6EiIWrTmAyynmPheQGrWyTSt4nlx7Xo+Osh4cYqBpaqCn7R8eDN1KRCZ9MBlOi1086YbZTk9abHWNkQcMCnEvVlIh92tZ27ADElIvW/cHtjjXWpExPyvfwzPedrI+pS2bi6rVzpB1Rf5SPqOdblLRLe9bFKrGyOb5JaWZtFpI1cqHYChfpqxojr0IufLpeg1iV0VJhrShEyuAm4GMnMblTdNzmOY7T211XwGAALYPifLixhjrm6Ogyz3d+zG9e/a1JITGNy6XTN73fYxkV4XG7w+LcZ+ADjo8uc6Vyho9qj9IOFujIKm1/fvJcsRYhwDcpjazDufhDnonf4mvD1zmWX0NoDUohRgPkqAt5vlMcTJyMpqXjOKqPkI7eOO5KKB8dVbDlOqIQ85qogmkdQS+emFyTgH2vW1Yq5P+/vf+OsyNLC/v/z1NVN3cOUitnjWZGo9EEaaRRSzvDstmBZKKJBvtHcARjgrExxl9j/IXF/trYJhi8Bmy8LBgTlsULuzvqGU2UNEqjkTTKsXO6uarO749T9/btVner1VnS8369rm7r3lPnnqqu7q6nTnhGB3CG+3Fyg3ZMP3ZoUtC8iotrD/B24mmulOoYLHv4xsGTkKaYz4b4KM+5l9iQv4wz2s+1sIW34zu5mNxEf2oVpYaVuGJoHbnC5uw59mbfZp1/q/r70s4XEJzs4JS/SwGSb/0xiRNfwr11ASc3glRyaohj98GLgVeZXB2rtr20Y/+0F4jz+bv8fur129bh9V6b989dzmr/1g0WHQJjVypsSoTj/r4tlIX6Xi8HH/vYxzh58uRRY8xz97vtXIMJwSae213zeJqxxHS1aj+oH5vxuvI4Drxv5tKYh5AGE4+GSreplEuYWNxO9prhWMv+gl1Luxz1SKS9kJzvUA6FvA9OdpjM6G3iYZFUHEYb1lIeHSFz8R3WD5+lNeijJ76CG8nNXDStXPEbIQQxPomYQz7dSi7wuJW3CYNyQQw3KLCi2M3G3AU8F/oTKyjE60kEOdZmr7Bj5ATFQOh1m3CDMil/lI3ZC+S8DDeSGxFC6suD1AcjlLwU79ftpM9rIxYWWJW/RmfP/wVCuto/wnv1T9ObWEldeZj20i2eHDrGltw5SsQ41fgcF+seI+9maC3doSN/g3X5S8TCEiKQCmyirnR5hFvp9bxft5MbqfUIEAuKZL06RrwmrqU3kHXr8Z24TbwXFjEiFNwMReIUvDRhdOHjBnniJrC5K4y9S702d4VEWORaagP98RUU3RSeKZEICzgmJGZ8vMBmSxiJtVBwUsQosTZ3iR3DJxiKtXAjs4myxMhLiryXxohrh4aZkNCpZE+uBE9CPCzQWO4j6ecYSKxg1MsQYhNxzSQIEUJSfo724i1iYYHu5BqyXiaa+xIQC4uIAQ97ge2GZcpugoJjL97F2MnQiTBHfWmYopckEI9MMEpdcQgE8rE6hJAN2fNsGj3H+w27uJ7eSN5JEeIiYudCNBX7WJW7iic+Oa+eoiQZjDVTcNM4hLSUunl68A0Qh4vp7dxKrUOMwTM+DeUBcl6GnNtAzJRoKA3QWupBMNxJriLr1uNISCwoUXCSNih1XBpL/bQXb9Kb6KA/voKCm6Kl2MOOkRM8NnKS3kQHZxqfjuY7OGwoXOaZwTfp7P0C24dPM9lcjXNNT3OsaR8Fk2DYq6v2lOViDbT5PVxKb+NC3ZOU3ASOCdiSe58nR95lTfEGT7i3KO7Yx9XV+/CHBin19XArK3xgVvFBfCPDsSZSXkhrMuTZ8ll2ld5nrX+L8vrHOV2/m9vdIxS77xDPDbIm9wErirdZ6w7TbIYhlUGCgIGc4WrTExRaNyAtK1ifPU/H5SNRr0MDfttawta1kKwjFLiYr+NEuJ5eaSLbspa1q5rY0BCwbvh9Vp37It7ND6BkE6iJCW1OBmMIG1ptQFIOIChiYglMptH+XmtcQa/TxK0RKJcCYnGXjlXNNLU3T/q7sKdhEzfzcYKbl0gO3WKtM0RLqRtv4DYYg0lmKG7ZjXhx3N7ruLcv4nZfsQGsG8NfsYFg9XYkDAjrm6GUx7tyCu/2ZZzsgL0o8cs4fhGTSBO0raO89nEkWYcRCKP8EW52BAqj4Nksx8aLVumJp8f9zp7N7/KZbFMp4wx244wOENY3EzauIExmcApZnKFunJEBwrpmwqYV4+qYatu5tHmhTPx7tjoTTDnv4X7KLoTldNzmy5IFE1NWKrKK8QHGbuyQp+nW+MsDJ4BjxpgfnPdGPYA0mFBTudfdmeecS2y+8mW82xe5kXV5Sx7jit9oywYhXlCkpdjDpuw54kGBV9u+mtMNu+lOdJBzM5ScBKFUFnmtfUDt0JRkWKCx1EcqLJDys4TiMFxzx9gzAfHAThxN+VmaS334bpwBr4WBeBs5L1NdHtMhxAnt8rMGsRfs2AFO8aBIe/E2L/d8npe6P8/VzGYuZbZxLbWJ26m1ZN06ANLBKKvyN1iXv8im7Hn29X2F9flLXE1t4vXWD9HV+mFONj1Pf6yNnFeHL95dy3CON9mFeWVs+diSuHffnZ9hr4Ixdrmg6jbLfajTdMb6H8TYHpna3gaI7gBPtY/VoUX3+779fjjV74vUTNAf4xrfBphBgYKbpugkCRyvukITUG23Z3y8sIxHEPUI9LM+d4m9/a/wqVu/N6437fXmQ3xu7Xdwoe5xehMryHl1lCRuFyEwhkAcSm7SDsWrOU/EhHhhmfbCbbZnT7Ov/xWeHjnG0Y6v4ivNL3MhsYURt77mHLXzReJhgSZ/iKZyP0Yc8pIk69ZRdmIIhmSQp6Nwk51D7/D00Fusz17mav02LjY+zkCiPZrcXqal1Mvmkfd5IfoZsUueJjnS+hK/3/HNnE4/QW9sBcWo184zAY3+ALuG3uFgzxd5oe8vWT98PlqhydQs92p7PMJogjZezPYfujHCTCP+mu2UNz9Dacf+ae/gut1XSL71x8TPHsEduI2MDOAURuydYImGIlWWtQ5CCMt2udRKb0w0TM24rk1UZ4xdjSrqtSIMohXeop45J2p7PInfsoby2u24+VF7IZ4dtPMsTGjLxBKE6QZ78V7puenYfM99mrh/8bNHbGbliXe4J9Q1saxkB3FG+hDfrnAVNrRiMk3jtgWInz1C7OIxvJvncEaHqitihZlGgpbVEEtgvJg9btN8/kJb6t4GZS27YGLSDxLJYHstdtc8dgLJCUWNMWb66fqPCA0m1GTODnh8+XqSqyO2t2DiuNHG8gCbB07wif4/QfKj/FnTx7gStjBcdmkp3CEWjM1bGPXquJNYTd5N2wBAXHzxasaiT3dxOzb+34vySIz9NhFcY+cn2KDEJqTywjKeKVF0UpSdOCDVORB2OIxTvWAUE+KZEq4J8CWGgyER5Gkr3mF1/iqjsUaybh05L1Nd+SYRFkj7WTLBKGvyV9iUPcf2kdOcq3+SrrYPczGzg4KbxJd4dAG5HC7eH4T5ErOxEPs1VZ2TzBKYGHxULxyj+Srjzu+agK4ydCsa+hQz9gI0boq0Fe/w3MCrfMeVX2bn8HH+96pv4b9v+AFupDcw6jVgMPhiFwKoDJGafEJ0TXtNSCrKEO+FJXJeXXWI1Phz1NQ8mSj0DKurl1V/lrBDojL+CKsK1/FCn2SQA3FoLvcSC0qUnTgD8TYa/AE2j57jE7c/x87h4/zB6m/htzb8AJfSW8jGGmuOVUiIi2N84mGZzdmzdPb+BZ+4/XvsHD4+zXdLMLEERHMajOuB6+Kv2ER5yzMU9nwKf8NTd23nXT5B+ou/SfzC2zijA1Au2pWiQh9jKiuzjT+S86X6nRHHBiyVPBphYC+6o/PDeDHCdAMm3YRJZgja1uJ3bJ5ynybuX/LtP7XBQXZw0rH3lbowZlxZI47ticjayfEmkSbMNBA2diAmIMw0ESbrQAS39zpe9yWbiyL0wYlFS/iG4JfskK5ECn/lFsKm9kk//177Mlf3+ntWWZnp5bUFHmu+x7Ksak7mEkwsVAbsuxhjssBr0QOAaAWox7l7mJRSahI3Rl2+fD3J2f4YzYmQnS0l3JprFTM6RE/3Tc7mGxlNfwLTkuF6uY72/nNsGblQvejHGK6YLbxX/1GG4s3RuH4f8CqzOGcwcTV6XwQfr7qNY0JSfpZkmCfr1RNKHC8sE+JQcJM4JpqfINg7ytHFQVCTYRuMXbnJOGT8QeJhieFYI1nPBg95J0VbqZuyG7dr9vtDgF16M+9l8MolfPF4q6WT11teYtTN0JNcTdFNYHCiNAXL5QJ+ubRjvi3Efk1V5yTzOcadv1HStdoFDMdVVQlEaraLcqjEggIi4IY+g7EWXm95mXhQZE9/F/99ww9wse4xkkGOuvKgXZmJEBcfYzy7WtCU7a18nkPBiXMn0UHgxKLWVuZ52OCnuuaAVAKGKK1f9JpnyjSUB/GMT8FJUnDTZL06Lqe3YkToyN9gb/9XaC33VVvg51xuJjdwsvl5cF0+yOzgt9Z/P+czOzBih9LFTZk49o6/MYasW0/RTXAtvYmutq8GDA3loUnnPVVaSeDbGwrNq5CghBSyOMPdxM+9CUA+1TDuDrjbfYXUV/4HibOvIeUCYTyDUy7YSfdutPpSUKouYzuvZ5m41Z4WqVxwx5N2tTu/DEHZljMhUlkVqpSzczZCn9jlE5PuUy23+wrJt/+U2OUThA1tlDqeBbfmPAl83P6bxC6fQLL295rXc4WwoY1y/RZi19/DKeUJM02Y1jU4xSxOMYcp5/HXPYEzeJv42deQwLcrWIlDmKnHpOrBcezk+N7rdngOArEEUs7bwCjTNO7z77Uvc3Wvv2dBaJd6Pdtvfy7qYnntoVimFi2YmIwxJgROR4/fXsq2KPUgqHQFNyfshOqJ4n3XWJ+9hMRWcyL+BADbRo+xfuTc2ApC0R3bc/U7KbrJ6l1N37EX2mK4/7v20TAMO5E1IHBi5BwbHLgmqBnKZAijCyw7nCQgFCdaOnbiXWIIHI+8V0ey1EfM+BSiIVCDiTZCx6Ol1EOjP1gtX/l6KN5CS7kPXzxupjbY5WHdJI4J8Z0Yd93FVg+1mkv3e5Qaz5cYvhMnHdghfImwiO94nGjay/sNu7iR3kBdeQgPG2iM5e2WsezR07LnoJFY9WegNodKtWVRMr+xYYfRtiKYKNt0yU0S80dJhQUEGPUaKHtxMuURQsflTmpdTTAheCawQYDrcDG9jTebDnAjtQGXAAw4xpAwpWgpZfv59cEw0EDRSTIQa+FSZjtvtB5i/fXJgwnb9gCnkMUURgkb23HAJqoLfLsqzvuvk6+5WI2fPUL84jEIA7s87VCvvfB1XJtEzi8xLtv2fDLjf6cKBvyy7V0JA9sG17NDgoLADjMKQ5zcEGF9K2FD26T7VKsyXClsaJs8qZnrVV+PXzwOgL9mG0H7erwrp+y8h3gaU0nMl27EAZzRAdz+W9HE+wAp5pAgIKhvqZYFbM4MY2wyPsezq5SNDuD23sDPNI37/Hvty1zd6++Z61B9/eqIx7GeOGvq8gvSFjU3C5W0Tik1z/oLTrUreGX67l+8UszhZAeQUoHGuKGfDANhiubszWisb2UlI0NfvJ3+eBtliRMLSwTiEuIQSmXtndlcZNttDETDpWIE4uCFJYw4BNFwiUrZygpH0e1VqkNMqmzgUJI4RSeBLx5OtHRoyYkz6tXb4RsT1PtDFJ0U3YkOyhJjxK0j76YpOwk7QXTWqzapB5XhPoPjsbW2KDsxnNAnkBjG2HPydnI1l9JbyboZmss9FKrD9uwciXBGn1VzzotdjcpUX8dOMIaazO2TtQ+MUB2eGETntmfKhCLV1dNyboaBWCs5N1OzvX1enbvCrcRqrqQ2MeLWEw+LBBKzifGqq3mNtTnjj+A7Nji/lVzHxcx2euPt0xxKg5SLNgdFUCZM1dtlWY3BGeqxq+JEy8g6w73Erp7GGenHBmQeUsrZ3xturNojMIPIcP6EPlIq2qCqEiA6Niknge21kUKuOjzIyQ6O26daznBvdbhS0LJ6+o/NNOGM9Nr8GZlm+/t91P5+N9GwsWrZ6Jg6g3dwh7rtcQp8KOUgMTaSXIIyUirYSfeJjC0D1fZLcez3adCyetp9mat7/T2rtTIdMFyy5fsLc79sLZfLc65DjbcgwYSI/EcR+dsisldEJs6JUErNws2sy2DRjil1J/nJdXJDSCmPiafISgoXgxOUyUqasSFJ9p/bybUU3CSu8SFartTMaJ7EDIhUl+UUg52wGH24qemBqNyBHdcLMslHh+JQcFPVfBZuNQO3Q9lN3H0cMCSDHCOxRkZjjbgmoOzYC5HA8Sb/EKXGqZyPhlBcym4Cz5QJHHtxXnbiZGN19sLbieM7MZwoE7wYouzw9zrPKsOcaj6z9mdPZFwN5q5hWZVnh0pG+koPYCUDvWNCym4C1/jk3TTDsaa7WuEZn1Bccl4drvEJxcMzZRvq1AYS0Uc6GGJhiaKbJBCHgXgb19Kbpj6G0b5KuQilov19EE/ZTNleHGe03yYBA9yeq7i912xyuUQap5CNJlw7UYbuyiT7xV34UYJyNDRzbAicifKPiG97TaSURwpZwrqWcftUy+25aoOOupbxQ5sm+8xC1g7pchycwiiSHfv9jjPhD0B0TJ38ME5u2PY4RO2VmgtnKRUhKEdLAtuJ8pVltqWUrw6rso31pt2XubrX37NargON8ZDBol3B6X6Vy2XefPNNfuEXfoGv+ZqvYe/evYTh4q389ChYqGFO38/YT3soIuexy7++Gz0fN8bcWaDPVuqhVA6FwEDcmeIPaRCtZOK6BFGuAonulE4cQVSWmB3SRGgnPQMzHQwyE2NDMio5Bibr7ZhknPsUtVWmXAqmGvAYO/100i1c41MSG2hItMLP+H1Vj5bZBpDRkCUcxJQxSLQakH3NCQPC6GJ+/Lk+d/fbPzg2u2LsmWhRA4l65CrBxmQbGwSHSuq6qS607L45ZuxnyZdYlFjyXg20wyANgOtCGNoL8sBHyjZbsZRL4EcXv64bLTcL4ybKL24cMfa5E2+yVG6+RHlACEM7tyQWH7dP4zYpl2zm7Vj8np8oYTA2bya0K6NJGE49fK5yvKJeruq2tUPCoiFr1WAkGvZa2/5xez3NvszVPf+eTRB3DIGx292LMYb333+fw4cPc/jwYY4cOUI2mx1X5syZM+zcuXNWbVd3W6hgohtYEX3tYnNRPAZ8U6WAiHQTBRZEQYYx5uwCtUepB17MMbgChal+mbr2LhblUrSsqr3gdk1YO2oDDMRMuXpxPVbb/P2Vrl74U7m7OlmbzYTnqWurjEQPqUxArVzOTX7RE4iHa3xbKprPUbngU4+i2Q7dq1yih3YVHeNjRKiEsqHj2ozc9zzX79/91lIJe6h5rgbR0cIIrpliNRyx24RI9DzV3V/7MxSKg2fsRb9nysTD4gwaWPlZxN74iMXtkCXXq15cm1gcvNhYGceN7kzUrLa1JD/GE4dgMvZ/sRPhjePYxH2FAiZVN2nAYJPheUh+9J6faCrJBAVwXHsmOk40cXoSUfJCIFrGNtq2djWxSpARREFDNHSrtv3j9rpcmnJf5uqef88mKIVCxjXEpgg+rl+/TldXF4cPH6arq4uenp5p6zt58qQGE/NoQYIJY0yHiKwBPgO8zOS/F1cCH40eAIjIENAF/C/g94wxk+e7V+oRtDoT0JQIuZmNEYTc1TUcphttV3d2iIzJEyCIGyNjclQvpqJlJTsK10kGBXKxOjxTGrvjWplXMZfroWiyppjQDs0Ix/oo7Gs210BlCIVUcy3IpNd8jglJBnkKboqy4xFgh2U5JiQW3H0REyIU3DQtpW5ChO74SmJhGd+J2+RrlSVplZpS5XwUm8QvKFL0MsSDPL7EiIUl3NCn6CZxwxJeWCbvpu2KQ46d2xNMl1MDqF4VV895U50/YZtgosAlKm1qhzqZse2jYMYxQTVYqMwtCsUhFhQJxCMV5GgoD97VispcpLQ/StatwwnzFJ2k/VUhYz+nlY8MEcpOnExpBNeENJd6WZebbAL2+LkWJpawk35NiJTyhKl68EuEdS3VCb9B+3qCtnV4V88gxRxhXTOO60FQsL2ujkQXx4s71Mm4Mfu9rS4bbLOLGwHjxW1SvHgKk8zg9F6j3L5+0snVQft6wroWYj1Xq3kdpvzMZMZOCDdil3p13ervd3ssapfxi45pfSsIOIN3qOZcicXGisUT4MaQUhET2nkVYSwx1v6aidoEPs5o/5T7Mlf3+ntWKwhhqOSwpq7M6owNhAYHB3nttdeqvQ8XL16c9vPWrl3LoUOH6OzspLOzk7a2BzvB3HKzIMGEiKSAzwIvYDNc/zx2xaYhoAV4CvgI8PVAumbTJuCvAJ8CfkFEftIY82sL0UalHjQtSbve9vVRlzs5967VL+x6481IdpChktASz4IDA5nVNBR6xy5UDLSWemgp9TLiNVBy4rjRqkrGOFQyPtz/BffY9FGbY8L2fPhO3K7yBDWTn+3dTcfUdOXD+K+ju6RxU4pW0YmRlzQCxMMSdf4IBTdNwh/fBT/iNZII86wo3qYv3kZ9MEpZYhSwy886JozGtOtqTo+Kyhk98+935Tw0xMIyoePhmjIiNv9JR+EmibDAtfQmBmLtJMM8hTBFyUnYnkAR7r2Apa2/enFa7U0c+1kQ7Jyiuydhj/2ciLE/b57x7Wdjhx7ZJZfL+BKj0R+iudxHOshO2F64md7AquJNYsbnWmojRSeBa8oUnRQJU6q2r9LmrNeAF5ZJBAVWFa6xOXuOttI0d4HFBhImWYdxYzi5IUw8CSKEje34q7ZUMweHDW2U1z9J7PxbNilb6GPi6Wh4UNkmWXMcZDFjCcezF+Glgl2O1vXsyk4AbgzjuJhk2s4vyA7aHA01+1QrbGjD79iM230Zt//mtBfpTnaQsD7KYp0diAKRZptALz9y1wpNJp4kbFppB7YN9dh5EV4CigX7jA2KTDwJpQJOMWvLQLX9JjF2Oeb235x2X+bqXn/Pat3JuaTJkX3/Ff7zH3+Rrq4uTpw4Me28h+bmZg4cOMDBgwc5ePAgGzZssEkO1YJYqGFO/xDYB3wJ+Kgx49Zbu4Yd1vRbIvIjwC8B3wJcBn4VOAR8GGgH/ouIHAK+K1pGVqlH2jPtJa6Pjq27vTIdjLujU2pdR0/WZTBv2FU4g0lmuF63HikVWD0hz8T2kVPcTqym4KbsMq1hkUAS+E7lQhtmfPEVTYo0IgS4xINCNc9EIG41z0QoLk7oY8QhFIdSNE7bLh9bmbQ6dqHkhj4pf9TeDRUvGs9taCr20lbqZiTeBHBXnom2wu0o6Z3PmtyVap6J0Vh9FEw46GJ2j46ZXXfeHVx6powXlig7MbzQpyRxMsEouwbfZE9/F5/Z+EPVPBOJIE/ZiUdDjOzynFPnmaiIBkaZMl60pLIYm2fCTAiyx+KJmp9NU1k3yhAPChio5pnwTAkv8AkcDycMWJm/Nm5ffbF5Jvri7Tw1fIyP3/wcn9nwA5yve9x+ttiemcnyTGT8UZrL/WzKnuOFvlemP6riEiYzmGSdXSSikCVMpDCuZzMtP7ZvXPnSjv14l94lefJLdiWjWAonlsMpFTDlop2ULA4Tl3GdF+KOm+BtkLFhV45rE76FQfWuf+jFwHEI043gCM5wL+WNu+7ap4n753ZfruZxCFpWT5pnwhnupbR5N2DzTAAEzatwsoO4g3ds30wyg1PMIsUcQdNKgpZVOIO37XClRBoTS+IUs7ZslGciTNXjZofsZPgYEE8S1jUTtK256/PvtS9zNd3fszAIuHH+XU6++QqXj3+ZvnOv4ZemHqySTCbZu3dvNXjYuXMnzsSJ6mrBLFQw8W3Yn8ZfnBBIjGOM6QG+TUQ+AP4psNoY8wkRWQv8IvANUV03gR9boLYq9cBYUxfw0lr7C/XqiMep/viEjKHtNDZ77OAEn+j/PNIXZcBOt3IstuKuDNjr8peIh8VqBuyxYReTDzkarzL8oSYDdvRSIVqKtTL8wpcYgiEZFCZkwHYIhWhyprF3ZQXsMKgQISTr1TMUZcDO+KPjMmDHghLDsSZ6Eh3AWAZs34njGZ89/V3jM2A7NgO2HTKyXHomlks75ttC7NdUddYO+xkbJlQ5lyDKr1IZHjNlBuzKdvZuvEEou0mb58GhmgH7m6//OjuHj2PEuSsDdohDgGeH85mQmWTAToaluzNgM5YB2w45qhluVJ1HZDNghzgMxlqru24zYI+Oy4B9qe5xBifJgP3UwNvVDNihyLgM2CUS3JUBOyizLncpyoD9uSkT1lVb6XqIMbj9N6sZsMOGFdUM2BMTogUrNpD/0Lcg5eJYBmzsSnAS+BhTHvf9mtezLBoeZnuEogzYYJeyDYMokLDnh/Fi9hFP2yVWHY/yxl2T7tPE/Ss8/0kgyuPwwdFJM2BX6qrNgB0buI2JJQnjKdtD0X+zmgHbxFJ4ty4QZpoo7XiR2gzYTnYQRnrHMmBTMz/FcTCxFE5uGBnqvevzFyphHYz/e3Zl2OX1M9cYee+L3D75JW6c+gql0YEpt3Uch6effro6bGnPnj0kk7p46FIRM+ka1nOsVCQLJIHnjDHHZ7jNV4ADwH5jzFvRa/8O+LtAADxujLkw741dxkTknaeeeurZL3zhC0vdFLXM3Bh1qwl/BosOgQFXoClhu46fcy6x+epX8G59wI2sy9uynct+ky0bhHhBkZZiD5uz7xMLirzW+mFONT5Dd6KDnJuh5CRs1tpqT0HlAWPDK0KSYYHGUh+pME/Kz2FEGPaayLtpAsfFMz7xoEDMlEn7WZpKffhOnIFYCwPxVnJe3VhCOxNGCfRs/TULyhIPiqwo3uKl7s/zUs+fcS2ziYuZ7VxLbeJ2ci1Zrw6ATDBKR/4G6/IX2RzdNV2fv8TV1CbeaD3E4dav5mTT8/TH2sh5dfjijU0KndQUF65RR6m9HJSai9LptpusKjN2kTjuGD+IxobCiLFBpEDU4xS9M908gnEX//fzvv1+ONXvS23itzGu8UkFOeJBgaKbpuAkCJxYNEm/0kNgomSKPl5YxiMgFpZoLPezPneRF/pf4ZO3xl9Av958iN9f++2cr3uC3sQKcm4dJSdul2c1IYG4lNwkAe6480RMiBeWaS/c5rHsafb1fYVdo8c52vEyX2n+Ki4ktjDi1teco3aeUDws0OQP0VTux4hDXpJk3TrKjg3YU0GelYUb7Bw6yu6hN1mXvcK1+q180PgEA4kV+GKHbLWUetkycpa9fa+wvnA5mgid5EjrS/zBym/kVGYnvbF2ik4CIw6eCWjyB3hq6B0O9fxf9vZ9ifUj5+0k6spwLXFA7JKjYSJth814Mduf6MYI65rwV2+jvOVZSo/tm/ZC1e2+QvKtPyF+9gjuwC1kZACnMBItFWvrk8oQrCCA0PagUBn6UgnEXDfKUYEtE+XvIAyi4WNR+OBEbY+n8FvXUF6zHTc/ittzxV64++VqcGhiCcJ0A2FdM2HzKoL29firttxznybuX/z9120eh9H+6hyKsK7lrromlpXsIM5Iv12W1osT1rdgMk3jtgWIv/86sQ+O4t08jzM6aJe4jb4PQfMqm93b9exxm+bzF0pvby+HDx/mC1/q4tWuLvpuX5u2/JYtW+js7OTQoUPs37+fpqamBW3fo+ZjH/sYJ0+ePGqMee5+t12oYOI2dpjS1xlj/nCG23wLNgv2fzXGfG/0mgecBLYD/68x5p/Me2OXMQ0m1L30F+y62+VQiDmG1ZmAluTYiEBnuBe35ypSLtFHHdfSmyiPjpC5+A7rh8/SGvQRNLQRrH2CC0Ebp4Yz9OcdciZGIpMi17CGMJFmsOAwlC1RHB4hlu2jo3ybrW4P8eY2mlLQnr1G/eBVcr5QLof0lOL0hhlcQpJSZnfhNC2lXq6HTZR9Q95NgwiFZDPvtzxLX6yVeHGU1dnLHLz5h1As0NXyYW4l1+BKyOO50xzoP0yLm7NDnfwi/W4L172VlCRG3slgwoC0nyUe5lmbuzjpOO7eeDvXM9v4ILOdS5ntmDBkINZC4HgE4lF0E7QXblNwU2TdekbiTQx4LYTikA5zrCzcYFXuGs1+P1mvjp5YB47Y4VSEIXkvQ9FNgTGUJUbey5DzMoiBEi7D8VYCx6Wl1MvOoaNsHz3FncQarqU34ZiQwXgLQ7Fm4mGZeJAnEeTpTXbQm+igLB5eaFfOaSwPsiZ/GYzhamYr3cnVjLr1UfJBGUtgJh5gcE1I3M8SI7BBHiHNxR6eGXidOn+Ys/VPcT29iaKXpK40ZLMmu3HKbhzCkKSfo+QlGIy12mFxYUB9dEHbUuql7MZJBAXW5y+xKneZkptiONaMZ3zWZi8iwLmGnTZLdDRcpjfZQdarI+NnWZO9xJrSVVwTMOw2cK7+SfoSHTgmZF3uIi91/wmBG+dYwz5upNeTCvLU+UO0F2/jEZJ3UqTCPKvz11hVuMawW8+5hicZirXSVO5n+/Ap6oMhRmJNGGBN7gppf5RTTc9xpn43vYkVtBW72ZD9gI358ySDPNdSmyjH0qQzSTqaXJ70L7Li1nHcwTuQt0NLqsGgG+fsihd4N7ObQugQhNBWukPKE/rqN+A0NHJB1nHdXUnJsz1y64ObbB48w5riVZ5wbpJ58lmKB78RgKGbt3m/J+RCv3ClWMeoSZBwoTHtsr0uyya3n7Wl65hME2f8ldzKOhQGholle1lbuMLK4m1Wp0o0Zzz85g4kWUevSXOtfhuF+pUk/Bzr8ldpHzgHYRkQm/m4bT1h0wrCZIZLA3BquJ7eIE0u2cK6tjgbGgLWDb/PqnNfxO2zPQ1BXQviF3AH7tjhNu3rKG99nqB1DU4hizPYbbM21zcTNq6wY//vYwy+M9yLd/kEbu/1KIcHOOUCiItJpCl3bMIp5nB7r+MM3MYd6olyKLgEDW2ELWvtBOP6Zijl8e5cwskO22FW7euR/Cix6+8h5RJh80ryz38SP7oYr3y213MdCqPg2ezQxotWN4qnMbH4fe/TxP2r/I6+V10Ty4bJDE4hO+22lW2m+j7cz+fPVTab5Y033qhOmj5z5sy05Vvb2vnQITtsqbOzkzVr1ixIu5S1HIOJPwY+AXzOGPONM9zmOeAt4JIxZkvN6z+CncD9tjFm77w3dhnTYEIppZRSD6Jyuczx48ery7W+884702afzmQy7N+/n4MHD3Lo0CG2b9+uk6YX0VyCiYWaM/HfgE8CXy8if8MY89kZbFNZmmDVhNffjJ43z1fjlFJKKaXU/DHGcO7cuXHJ4kZHp86p4Xkezz33XHXS9O7du4nVLGWrHhwLlWfisyLyA8CHgN8RkV3Azxhjpg5J4Tuj5+yE14ei5/p5bqZSSimllJqlmzdvVpPFHT58mO7u7mnLP/HEE3R2dnLw4EH27dtHJpNZpJaqhbRQPRNgc0h8CZtT4ieAvyUivwx8HjhqovFVIrIlev/bsTOhXp1QT1P0PLiAbVVKKaWUUtMYGhoalyzugw8+mLb8mjVrqnMeDh48SHt7+yK1VC2mBQsmjDH9IvIC8B+A7wE6gH8RPUIR6cf2NiRqNisDPzuhqt3R8/S50ZVSSiml1LwpFAq888471eDh3XffnTZZXFNT07hkcRs3btR5D4+AheyZwBhTAL5XRH4V+OfAx4gS5GJXe6rVD3y3MebtCa9/C7bH4uhCtlUppZRS6lEWhiGnTp2qBg9vvvkmhcL0yeL27NlTnTT95JNP4rrulOXVw2lBg4kKY8wbwCdFZAV2ladnsD0VSaAbOAJ81hgzbqaOiGzGpqktAH+0GG29HyLSAfw48FeANdj5HW8Cv2SM+YulbJtSSiml1HSMMVy5cqW64lJXVxcDA1MnixORarK4Q4cO8fzzz2uyODW3YEJE/jXwNnbZ1iv3Km+M6cau9PTfZlK/MeYisFdEll02p2hS+V8CrdFLw0AbNrD4lIj8hDHm55aqfWr5ulduiPmsb+J7a8Nu2ocvIeUSMnjLrsles167eHEG8nA9bKI7tYZBt4mBwTzXurOEoyOEgc8KGaHFyTIUJhkqxSiEYtfy96/S4QySzvWSyvWxtnST5niZMCgT671OP3Wcqt/N2ebnOVP3FL1uI5nSMOtyF9nf8xe0l7opuUnipsyasJt+t4VXmw5yK7mWohOnze9ndfEGAQ4tpR7ai3dI+8PcTG7k/YadXExuYcTN0BIMsCn3AZ09f85jg+9yLr2NrraPcqnuMa4kN5J308SDIoHjUCDBzcxG8k4GJKSuPMJjIydpLfUSiMtwrJliLEXaz5Jz0ox6GQKJky6P8PTQW+wafpsT9c/yavtH6EusoEyMZJCnLhglFYyS9LMEbpwhr5mSmwBjCMWhLHECx6Ox3M/Tg2+za/AN3m/Yxdn6XXQnV1IgRdFLEUismrnZwyaBi4cF6svDxIMCdeEoqSCPF5aIhyUG4i3cSayhL95OyU0SIsRCn1QwSkO5HyMuJSeBZ3wCsZmac55NjOaFJeqDYdoKd2gv3QZxWFG4QSrMUZY4V9NbuZFcS8FLI8YQDwo2IZuXpCwJxIQ0lAdpK91iTf46HYXrDMRbCcSjwR/CDUsMxNq4nV5PwUmS8kepLw/Rn1jJSKyRYa+BwPFIBVkktJmki67NlB4AWa8R34mBCInyCFtz59mYPU8mGCXrNeAYnxCHnFfHULyFMjG8sERZYuRiDTiEtBXv8MTwMToKN7iS2cKw10QoHutyF9mafY/68hDpMEfeTWMMlJ0kA/EW3LDMzeR6rmc2UnRSJMM8zeUByl6a/uRKkhTpKN6gdeQaGJvqsb48iHE8RmMNdHsrGIk1kPJzILCpdIVN4S1SCY+cV8dJ2cQ79c+Td9PUByM8lj3NjqF3SZWzxOIOa1Ilihuf4mZiPcHoCPFsH2mnTDZwCYYGSIz0sH7kfRCHq007KCabiJkSDSO3yIYxyk6cnJNExCEZlsgn6hnKrGGofi0mFmPt6CV29b9B68B5nHKBnrp1XGt6gtF1TxHPpNlw623aCrcwiTT+6m34a7YB4ORGkPwI4hchCHBHBqCcp89p4HrQhF/0iTshq2WQVr8Xp5RDgoCgZRXFnYfw1z0xZS4K59YFUq99Du/qGQaKLtfqHyPftIoYAev8W7SEQ9DQQmnbHoJVWwmTGbxrZ4iffxtnZICwrpny2scI29ZW80H0NGzi7FCKO72jOIPdrLv9DjtHjtLqFvFbVxHWteKO9iOBT5BpIKxvs6kkDfQkV3DdW0XZDylk84g4pEqDxMMSa5IlmupdTLoR4ulqTp9SKCSHb7PWGaQ5xbzmcOgvOJy7nuPinQKDRYemRMDmlSm2r03TVuqeNndEb29vNXA4fPgw165Nnyxu8+bN1Z6HmSaLm6/8FdPVM9gzwO1bA5RLAbG4S8eqZpram+el7nuVk5E+4heOIsUcJpGmtPVZgjWP3ff+zbZNy82c8kyISJT6EmOM8Wpe/z7gOHAyGur0UBGRFPAesAE4Bny7Mea0iDQA/wz44ajox4wxfz6Hz9E8Ew+Re2Wtfqa9xJq6YF7qq4/ZYGKk7DBYdAhzo8SH79CSv8Xm/nfZd/2P2Dh4BgkCjGAvQjJbeL3tJY63HOBCejvXnXYGqKOMR1iJ52t/X0ThvRiDYDMHp4I8qwrX2D5ymnX5S2zKnmd99iLHml/gK+0f5736pxiJNRHWZEUWE+Ian3p/mG0jZ6gLRric3spAvIWSJChH2YSNgGtCkkGWxvIQBig5CbJuPQU3Wa1TMMTCEhl/hHhYouzEGPaaKDtxm6F33hiW2T2OBTCXfYzOFRPVMV126zmrzSI+07ImyoAMQogX+qT9LOlgFM/4lJ04JSdGSZLk3RSB4zGWXbvmc6LzH8AhIBaW8YIyxnEIcAkcF4NTzbLthgGJIE/CFHFCn9FYI0UnYc9xQBCEkERYpCN/nU2584QIAmT8EXzx6E+0U5Y4MVOmpdSNFwaMenVjZRyP/vgKyhIjFNcGjuJRkjgFN03JiROIW82YXe8PsbJwgx0jp2gq9zMUa2Ig3oYvMTxTprnUy6bsefb1fYX1+cvVLNeI2OAp8G0CxdRGXm/9EJcy26bZ3mYPN46L8ZKYTAMmkapmyTZBGXekDyc3zNXkhnvU9wrrStdsNmxHwC+PZeQ2BhyHMJbi0qq9fH7VN/JWche3pZli6IIJSfk5OgrX2dv/Cp+69Xu2bVEW70pW7yuZrbze9jKX0lu5llzP7eRaso4NqNNBlo7iTdYXLrOxcIm15Vtcbd7JpYYdDDiN+OLiOUKT5NhIN88lb7Gqo5HSjv2zzi59Y9TlS2fzvH5NuF6uIxfGCHBwxZA2BdYFtzloTvHx8uus82+B6zESq+eV/pAv3RrlK2+/e89kcSvqkry0eSUvPbmFzgMHWNn5yfvL7H32CN7ti3dn9u7YPON9n66eK6mNvB1s4mqpjsGyh28cPAlpivmsazDsenwFqzZ0zLmNk5VzRvpw+26OJa10HHBcwkwj/urt5A58A+XHX5zRsVqI4zYXS5a0TkRy2KFKxhjj1rxeCTJC4Bw2sKg+jDEP9GRqEfkHwKeBUWCHMebGhPf/APga7KpV9/1NqalHg4mHxNkBjy9fT3J1xGO45NAYD4k7hlIoDJUcGuI2oHh5bYHHmv051Xcz65Lz7YVLxjOsoY/kwDX8QoHBkkdToZvNo2f5xK3f58nhY4DhVMMz/NnKr+VY0wtcyWxlKNZMzkkTisPYhdO9Lizt7xIvLNNa7KajeJM6f5j+WBt9iXb64u32Tvu4yXhRnVEmYTf0cU2A78QIqVz4h4ATXbjYbSoXbwYZq29i8wzRNmaBL2TVg632HAQJQxxsMB6KYHCjc2wmgZUZe5psk3F/bmvPazPJuWsD7URQIGGKUbAzipiAkpsk72VIBVniQZFQhLxrV09P+6M4JqDoJRn1Gm1VxgCGsiTwHQ8jghhDzJTxwhKuCSAKYur8EVpLPazLXSIWFik7CQbibTSW+9mUPccnbn+OncPH79rzUw3P8PmOr+NSZjtDsRaaS7333L56mLy4vatfzOIUc7OubzKnGp7hMxt+kLdbDjAYa0aMIRnkASi4KUBoKvfx3MCrfMeVXx5XV20bbqQ2kHXryHkZio4d1pMIC6T9LJlglDp/mIKbJhHmwXFpLvcTp0wxVk9/uoNG8mzKf8BHzVG2t0Fhz6fwNzw1Zbsnc3bA4/ePFXi7N0V/mCGIfke6GELsaeSagJbCHTZc+X2aPvjfnL5wljeu91MOp77Wq0vE6FzXzFetyvDyjg08vroVxy/jjPYTZprwOzbPqL3e5RMk3/5Te0GcHSSsa8HE4ki5dF91TVfP2ZE0X0gd5FJyo81w7xWJOSHl0GHQpGmQAuuTOT60s56tT2ycdRv9NdvxbpwbV84ZuIV38wJSzEIYYuJJTLIOxEGKWUwiRdC6ltxHvpvCvq+d0fd0Po/bXC1l0rp64Elgsg+uTLR+HNgBfHP1DZHb3B1gnJ9jWxbTt0XPvzMxkIj8W2ww8ayI7DDGnF20lqll58aoy5evJznbH6M5EbKzpYRbc4M8COFOzuVsv03WUxfLT9tDMV19wyWhO++QLdu7nI1kWTFyjuahS3aIzcggt9x2TjY+h/ES1F/LI36JP+v4Wt5sPshQrJmCkyQvySiQgLE/+TO7kPIdj/5EGyk/S5/XRndq1VhwULkoM6Gtr+YOIAhBNKQFE+AQEoqDGEEwSBjYizvxqqGEZesUAtzQbhOKN9ZcXUlETSs6J6OA0zgugbEX8mOBxP3UVXmaEMSaECHEVAJ044zVLUQBxYS2iEvBS+OUfer9QYbizYChrXCHNfnLDMTb6E3YO7CtRbu+f19iBWBoLA1QZwYZiTXhi4sYQ+jYHiLHBCTCArGwjBGHeFi0vXxePSUnQVOpj7bSHRrLduy8n3O5mVzPqUb7p76hPFTtYQC4mtrE5zu+jlONz9FS7GZ39gieGfsdNtX21R9Rv4Qp5ZFScU71jfs+iHA1tYnfXfs9HGn9EEUnSVvhNo3+IE70uyNEGPaaGIi38nrLy8SDIn/70i+yPn9pXBsSfs4OmYvHaSgPUu8PAcJIrJG8myYIHW6m1jEYb6W9cJu9/a/Qwggmnkb825TNbW40Pc7J5B5Mvo6Ga5+jgz8hn2qY8d3mG6Muf3Q64M3eDMNBAnEMdVIkgQ9hQP7mafrPvcbQhS4ufNDF68WRKevyPJdnn32ODz27i48kB9lnunGbVxC0rLZ3w7GhLoGP23+T2OUTANO21+2+QvLtPyV2+QRhQxuljmfBrbnEnGFd09VzIxvjz2QbZ9yNtJb62BTcRJrbMTEb3AVhntulBGfzjXBqiEzm9rgeipm2MX7uDeLvvQauR9C2llLHs7j9t3B7ryOlPMQStjcsDGwPZOMKcD3coW682x+Q/r+/QdC4ckY9FPN13JbanIIJY0wAnIgetdZjl3StfWxi7M/7KuwE7I9XNoh6OU4Ax4wxPzSXdi0kEalnLHiaqsvgdexk7EbgqwANJh5hlaFIzYmQ1ZMECa5D9fWrIx7HeuKsqcvPqr7bOZeRkkNT3N5pHM2WuVVM0JRI4wz1EivnWedfg1iCS8lNvNm4DyMOFzOPEYhL6Hhk3Qyh43J/Q1xsWceEGMCXGLfT64iFJYw40RAke6Fky1SGi5hx21eJgxgfMaZ6F9UlBFyCu4IbU93GQHU4iVL3Z/z5Z8b1yk14/77qq3Qz1J6zcnd1Uvn5sOe8qdm26KUphHnCynnvOHhRYFIJ+isdd5UyeS9DIC7JIE/BTVHw0oAhHpYACCRGTHy8sEzWs70aqSBHKA7dqdXcKG6oBhOeCaoX65cy23mj9RDrr49dvNuhSNtpKXZPuKhnRtsDOIWx9VfmXp8BcXi97WWON79AIB4tpV4a/cHxn4mhyR9AMAzHmjjRtLdaV20bRmKNDMVbSPnZmjpM9fh0J1cDUFceJhSHO8m1tOZO21JeDK+UY33uIqbhMS6lt/CmOcDX3f4z4u+/Tn6GF4bHeuK8110gH7g4AgxdYeTcX3L93FcYPvcK5eE7027/xOpWXl7fzFetb2bPJ78O76PfSeqV/0nixF9i4naeyl1cr/q6d/vitO2tDNEJG9rmVNd09byTbeeyu5oWRllreqAcEuZGMI02mHAdWJMsQgGuFtKcPNszLpiYaRvdO5dx+64Ttq6tlotdO4OTH4ZYnDAV5VAuF5BSASc/bOf6tKzG7b+J23ed9GufY2gGwcR8HbelNp8DiKuMMdeNMX9sjPlZY8w3GGO2Yi+sDwF/D/iv2LkGJcauCjLAfuD7F6JN8+hxxv4MnJ6sgDEmBN6P/vvEYjRKLU/9Bac6FGllevr5ECvTAcMlW76/MPmP5nT15X1hqOhQCoRMzFDnFCkGhkGTIudkkFLO9gh4cVYVbjDsNXK6fhen65+mN7ESDAy5DZQlhkGq48lnxv5ImJr/F5wEOTc9dgFE5W5vdME/bfVS7cLHSPUiKRwXRIz/xEoZszC/1tRDbbJAoRLszn4o8JhKaDBx2ODEz6/8nIz/zEBcRr16G1gDeSdFzklTcFK2184YOwTHravUQN5NU5Y4XljCAAFO9HMd4BqfUBx88XCiYYW+EyMZZBFjyLtpuhMd5Nzx2YlXF64yFGvhYmY7vXG7untvvJ1LmW0MxVpYXbg67VGYbPuJ5qu+3lgbZ+qfoj/ehmPCqDdhcvX+EA4hfYl2TjXs5lzm8Wobmsq9DMZaKTqpSetIBnbCft7N0FzqoeimGIi3kpME+CVwPCTwkVKe1WEPQ6S5mN7OQB68Wx/gDPdOu49gf++fuNjHB0f/L9d//0e58HPPceann+Di7/wQfW9/dtJAwmtaS9vz38Rf+5s/wZv/zz/i9Z/8Tv71t36ST61K0Dx4A/fG+9VhNUHL6mk/P2hZjZMdnLK9znDvvNQ1XT39RZcrYSvDTh2rwl47DCg6rhKUx5XtiBcZNkmuDtlJ2vfTRinmAIMU83Y+VDGHM9yHM9IHvk+YGPuZMF4CAh8pFcC3bQgaVyDFPN6N93FvvD/Fp8zvcVsOFmVpWIBo2deu6AGAiFSGQe2ueTy9WG2apVU1X9+cplzlvVXTlAHs3Igp3tox00ap5elm1mWwaOc0uPe4xnUdaIyHDBbtCkyTrfA0XX0jJaEQCAnX4AiIXyQV5Cm4GUZKDvWBb++2iuAFdhLj9dRGQIiHJQZjTfjiYSTqlZjNHX4RxITVi/4wmuQ59j4znytbGUseDfsYNz9i0gq1V0LNl9qL+/kIJiara/Jz2dx1CtveibITJ+6X8IyP78QYjdXjOzFiob2IKboJQIiZMr54FCVBwhQJHY9AvLGfQ3EQE+CYkFBcuzBB5ZPEtdvjMRxrYjjWRDrIVt/3TEBzqZeBeBvX0ptoK/VwLb2JgXgbzaXecUORJjPZ9hPNV33XUhu5ntqAYwKSQaE6tGkyDoaUn6PgpriZ2sCx5n3VNuS8BvJummSQm7SOspOozkkJnDhJ3wYXw14T6aAHEwZ2snpQxivlaU5mGZB6rjbsYNfoTdyeq5Ou1lMsFqvJ4r7wpS7eP3kMe59ycm6qkcYtB2jY1kly+4dx2raRMiVa5Bql5KvA1eqEXme0n/iFo3Y8fl3L+GE1k1Y+tt1k7XV7rs5LXdPVczOfYEDqaAqGccX+TBjXs4FEqQip2Fg9DjRJjsGyx+1bAzS1N8+4jZIdQspFTCKD+EWc7BDOcJ8dgufF7ITramEBz0P8MlIuYLwYuB4mkcHJDhG/cJT8NCs8zddxWw4WLZiYTDRM6lT0+K2lbMt9qL1VM/VYFMhFz3UL2Ba1zJVDITAQd2Z2QRJ3DIGx291vfYERQiPRL1ogDHEICMQlMIKY2ottu+LRiNuAcQSHgBB37P37GeF0D2aeKppZPTOZ26HUg8dU5gZFwwRD3KinwV5gGrEXU2JCkLFJ5Xa5grGf+7FY3kT9Lk51Ani1PjHRKlB3XyLEwiK+xCg5CcCuqOZLjFhYnNF+TNx+ovmqr+QkKEvcDpE0917UwjU+gqHkJMi5mWobAvEIxZmyjrBmhbgQqfb62GWdAaIVf4ydKxbDx8eh6KXsXe2yHXYWhiGnT5+u5nt4/fXXp00WJ16C+s0v0Li1k8YtL5JZ8xTi2nOgKHHK0fe/hEup5lLPxOL2c4s5CHz7/xmobhe1d1xbyqV5qWu6ekrGxcclLn7NDSl7XCs93rViTohvHMql4L7aKGFgVwTzPAhDCAMIyrZX35nkjmB1HmBNCzwPwiDq5Zjms+bpuC0Hc80z8W8Ym0R91sxlaagHx7xfqUw1cz7qsXh2vj9PLZ6YY3AFClMEBxOVQiHjGmJTBB/T1eeKwRETBSL2D1iIS9wUcSW64xmOXUqUnTgxU4LADolwCMaGV8zjWS41FzALX89Muz2UerBIFOEbcXCMb39eMTVLIofV98cmlUt16eZKLWNhhUQDn8Jqj99YfYITDYeaqOwkSATDxKOL/XhYxDNlCm7DjPZj4vYTzVd98bBIzJQwIpMGRRMF4mEQ4mGRdJCttiEejOCYcMrgx6npLXAwlCRG3JRwTXlsAn4YgOuCOJTxyFAk4ee5PFLgC5//S7706d+4Z7I4REiv2UVq28s07niZ1k3P4cRT9qLVL427mA2r33EhTkCcse+jlEuYVB0mkQbXQ/Kjd33UpB9f2W6SC18Ti89LXdPVE5cAj4BRU7ONCcFxo3N+vHLokHF9YvHYfbXROC7GcRDfry77ihuzgcuE4VR2Azs/Z1yvue9DImWP8XSfNU/HbTmYa8/EP2bsr3dBRE5h50Icjx4njDHTh2YPntrvegqYasmEylk0s7NEPZRWZwKaEiE3szGCkGmHOgUhDJUc1tSVWZ2ZvHt/uvrq44akaxgtOYTG3rnKu4aGcr/NO+F6SFDAGIPvxBiIt7Ft5BRGXM7U7yLhF/DiPmICkJj9RX2/w4aiO6HRgA2cyjCFyYaJ36v3w9QEBsZUhxKM32Z8eFGZsK3U3FROzvm8Pzaxrok/ANHlX1RsbLiTACGxsEQgDoYYiSBPXXmEgpOmEEuBoTocKedmMAhelMTPCX1c42NI2kvM6C5uKA5eWCYWjt3lFBNQdlIg0FAepKE8OK7FvrgMxNtYN3SRdTk74Xld7hLNpV6uNW7Gz7nTDk2abPuJ5qu+dfnLrM1f4b36XeTdNGFZphzqFCLkvTQGYXX+Cs8MvM7lzFauNW6mfeQGqSDHcKx50jpiYbGae8QNSxQSTTQWBmnwB+3wJse1w2biSYZKJU689xXK7/85nzv9Fa4OT395tGnTJg4ePMgzLxziQt0h3hpoZSSIIa6LEPVaVC5kjV2R3yD4eBgMLoZV3jBrpN+WDXyc0X7K7espbX0W784lYj1XqzkNplSz3WSThIP29YR1LXOua7p6VqeKNBdGue6tJPBv42Lzm4TxJMTHB3pBCIMmzZpYPx2rOu6rjSbTiIklkGKW0FtFmGm0SxfHE8hIzvZWVHoojAHfx6SS1RWlbK9PlqClg9LW6e8Fz9dxWw7mGkzksRfURM97gOdr3jcicoHxAcZxY8z0yw4sb7XzJFYzNtF6ospsmlsL2xy1nLUkbf6I66Mud3LupKs5VdzJudV8E1NlxJ6uvpRnaEyEDJccsmUBEiTcIk2SJx1m7TKF5RL4JW7VbaXBH+LJkRMYceiOr+ROYhWNwTAjXgMh3n1elFfug41NNU2GRWJhiYKbqq7AZO+qhjbomLZ+u3qTXU7WIMbe9TOYmtWcxn+iYMuEREt6KjVjk0W28zjWrzJEiTAacjTVQgLRT8+Enw3XBNT5IxScJAZIhXnSYY5kmGeERhDIBKMYIOtmAJuMLhAX34kjEK2GZjDiEmDvqHvGJxQXL5p3UXAzGBHSQZYVxdvj5ksA3Eyup7Hcz+bsuer8hLZSD5uy57mS3srN5PpJV1+abvuJ5qu+tnIvT4yc5J2m/fTF2xnxGu9azalixGskxKGt2M3O4eNsz75XbcNgrI2mch+D8ZZJ6yi4aVKBDQoG4u0kgjzNpT7SpkjRxLl44QTnL53l/NUPuHn7ypT7AtDW1kZnZycHDx7k4MGDrF27tvreH19K8cExu5pTEDqUHM8uCytiAwrs79WSk8Bgz5k2hnjc66ZV7D1Nt/+mzVmwagvBmsfwOzbjdl/G7b857QVq7XaTjdUPG9rmpa7p6mlJBGxw+rgSruSW08a64nWM62HiKYwbG1fP7VLC5ptopJoRe6ZttL0JgkmkQASTSGMSacL6Vtz8CE4xW13NSfyinSMRT9r5FIA71I1JpPDXPHbPjNjzddyWg7kGE3XAY9w9gXpl9L4A24FtwDdWNhKRbmxgUQ0yjDHn5tiWxXKWsb8yTzJJMCEiDva4AEyfalI99J5pL3F9dCyPxMp0MGmeiYGiw46WMs+0Tz8ecrr6OtIBg0WHW1mbi2FNOsaqoIgM5TCJFOVSkVtuO31OEzuzp9g79Dril7iS3EBvfAVO6JMJspQlHmX8nSl79zSMLoJiYYmO3DV8iVFMrcIxQRQYREtZmjD6KYryTEy8aKtZPrYy9CqophKb2M1RGbMaIia0gze0c0Ldt5rzMDqXjHg1vXP3G1xMGHJX7VmrnK+M7/mL8kyMH8Foyyb8HEk/RymesNuGIT4OYsLqMJtKR160QDIpP0vZiTESayLAIe7n8d0YJSduk+GFBYh6KTP+iJ0r4NURC0usyN9kTX7swtcXm9ehP7GCnUPv8ELfK+P2dF/fV7iS3lLN+7C6cHV8Xoh7bA8QJuuQYh4xwTzUZ3sz9/V+iZN1T/PlFR+nP95GiEyZZyIZFNg1+Ga1rto2JPwcjaV+epP2LvfEPBMrCjfJevUMuI2ULh/h/Knf5cvXznD51hWCYOobSOlUin3793Po0CEOHjzIjh07kClusjzTXuK9FdB/M2A48MgbDyPYgML1wIQUTYyCJMAY6k2Rp5wbPCcfVHMVOMO9lDfuovTYPgBKO/bjdl+u5jCo5JmommK7ycxXXdPV81ymh6vDNznjbkSknQ5vGEnXj31EaAOJgSDFjtQQT+1on3HdtW3EdQla19rcET1XCVpWU173BDLSjzM6gGOGq3kmwmSGMNVgtx3qRvIj+B1byL349VMeq4U4bkttrnkmDPbi+izwPyuvi8gq7s4zsZWx38QrgY9Gj8o2OeAkNs/ED86lXQvJGDMiIm9je2E+Avz+JMVewC6FC/AXi9U2tTytqQt4aa3tkr464nGqPz5pBuwdLWVeXluYNmHdTOrzQyETsxcYvpeku3k7w6RsBmzHZsB+augdPnHr91k/bGPjj9/+AzBwrOkFsl49KVMgZ+43A7Z9zwvLtBR7aQyGqPOHqQ+GxzJgE2XAlkrPwdhE0UkzYBui/ggHHM8WN2Mjgu0KT5WaXHynpt7KxZpmwFbTGn8OjsuATYAx95O4zow9VTrNKuOWRGxd1VEyIdXEdeMCC6luLyYgERSIEZD36mgsDSAmIOfV0ZdcSSrI0lTqIxRhOGbvwDaWBsZlwAaiC3FDGHqEDoTiUnDSBGIzYNv5AELGH6HOH8ElpDe+kiGvaVzG6Z1D7/CJ25+7q7dgff4Sn7ht/xReymzneNP+STNWT9y+epi8OMRTGBMixdys6xv3fTCG9bkP+Kbr/5Wim+LtlgP0JjvoMyunzID9zdd/vVrXxDb4TpxYUGI41kRPlCgwHuTh9kmuXniFgQ9e486VE/jFLFNxxOGptSv5xJPrePGvfyO7PvENxOMzG/++pi7grz7pUS5lebs3pD/MMGoSjJKwGbBdqhmwW8v97PNP8A18hU0D56pZlMsbd1HY86lq0rNgxQYKz3/SniO3LxL/4Oik2ZcnbjeZ+apruno2lEt8fOQKEmXAPh7bQFO5SCwYnwF7R2qID+2sH5dj4n7aWNr+wrgM2JVyQdtapFRAilmkmLc9EmGIO9hdzYDtd2wh95HvnlHCuvn+HiwlWaw50yKSwfZa7K557ASSE4oaY8yyHqMgIv8A+DR2vsRjxphbE97/HPB1wDvGmOfvrmHGn/POU0899ewXvjBVbjz1ILkx6lYTzg0WHQIDrkBTwg5deqa9dM9AYqb11cdCEBgpOQwWHcLcKPHhO7Tkb7Gl7zgv3PgTNg6eRoLA3sUXh6uZLbzR9hLHWg5wIb2N684KBqijjBf1OFSWao1E1z6VCZ6OCUgFeVYVrrJ95Azr8pfYnD3Huuwljjfv5cvtH+e9+l2MxJqqk0bt9iGu8an3h9k2coa6YIQr6S0MxFsoSpKyEycUFyP2D2UqyNFQHsJgV2zJuvUU3GTNRFS7UlWdP0IsLFF2Ygx7TXYJzEkm6s3efA6DWa7mso+VC+vKlTFzqGuGnzWj+seGFFV6vYQQL/RJ+1kywQiuCSg7ccpOjKIkybupqKdOquPjK6pzeQCHgFhYxgvKNjMuLoHjYnCqQ5fcMCAR5EmYIk7oMxprpOgk7DmOnSIthCTCIh3562zKnaeyklPGH8UXj/5EO2WxCyi0lHrwwoCsVzdWxvHoj9syobjVnBIliVNwU5ScBIG4OBiSQZ56f4iOwg0eGz5Jc7mfwXgzA/E2fInhGbuM9ObsOV7oe4X1+csgjp0PEI3Vl8AHY7ia2sgbrYe4mNk+zfZRIOG4GC+JyTRgEikEwbgxTFDGHenDyQ1zNbnhHvUdZl3pGsaL21jM95HQBk4YYxehiKW4tGovf7bqG3kzsYvbTjPF0AUTkvJzdBSu8UL/K3zyVhSUiDPWYyrClcxW3mh7iYvpbVxLbuBSKcb1yyfp/+B1+j94ncLI9Gv+t63cyLatO3lx63q+6fEGtm1aSemxfbO+KLwx6vLls3mOXHO4Xs6QC2MEOLhiSJsC64PbHDSn+Fj5ddb5t6pLivqrtkz5uW73FeLvv25zGIz2V8fv32u7ycxXXdPVcyW1iXeCDVwp1TNY9vCNgychTTGf9Y3w1I72uwKJ2bRxsnLOSB9u3027UlN0juG4hJlG/DWPkXvx62ccSCzEcZuLj33sY5w8efLoVIsCTWfRgolJP9wOB7orz4QxZsWSNWoGRCQFvAdsAI4C326MORNlx/4p7MR0gI8ZY/58Dp+jwcRDqL9g80iUQyHmGFZnginnSMy1vonvrQ27aR++hJRLyOAt3KEeEBeTSFPu2IR4cQbycD1soju1hkG3iYHBPNe6s4SjI4SBzwoZocXJMhQmGSrFKIRCU7mf7f5VOpxB0rleUrk+1pZu0hwvEwZlYr3X6aeOU/W7Odv8PGfqnqLXbSRTGmZd7iL7e/6C9lI3JTdJ3JRZE3bT77bwatNBbiXXUnTitPn9rC7eIMChpdRDe/EOaX+Ym8mNvN+wk4vJLYy4GVqCATblPqCz5895bPBdzqW30dX2US7VPcaV5Ebybpp4UCRwHAokuJnZSN7JgITUlUd4bOQkraVeAnEZjjVTjKVI+1lyTppRL0MgcdLlEZ4eeotdw29zov5ZXm3/CH2JFZSJkQzy1AWjpIJRkn6WwI0z5DVTcu3wg1Cc6jCyxnI/Tw++za7BN3i/YRdn63fRnVxJgRRFLxUtL2mAEI8AAeJhgfryMPGgQF04SirI44Ul4mGJgXgLdxJr6Iu3U3KThAix0CcVjNJQ7seIS8lJ4BmfQBwCPHJePb54eGGJ+mCYtsId2ku3QRxWFG6QCnOUJc7V9FZuJNdS8NKIMcSDAoG4lLwkZUkgJqShPEhb6RZr8tfpKFxnIN5KIB4N/hBuWGIg1sbt9HoKTpKUP0p9eYj+xEpGYo0Mew0EjkcqyCKhIcSh6KYoO3ECIOs14ju2ZytRHmFr7jwbs+fJBKNkvQacaMJxzqtjKN5CmRheWKIsMXKxBhxC2op3eGL4GB2FG1zJbGHYayIUj3W5i2zNvkd9eYh0aPMEGANlJ8lAvAU3LHMzuZ7rmY0UnRTJME9zeYCyl6Y/uZIkRTqKN2gduRb1nEF9eRDjeIzGGuj2VjASayDl50BgU+kKm8JbpBIeOa+Ok7KJd+qfJ++mqQ9GeCx7mh1D75IqZ4nFHdakShQ3PsXNxHqC0RHi2T7STpls4BIMDZAY6WH9yPv2pkDTDorJJmKmRMPILbJhjLITJ+ckEXFIhiXyiXqGMmsYql+LicVYO3qJXf1v0DpwHqdcoKduHdeanmB03VPEM2k23HqbtsItTCKNv3ob/pptADi5ESQ/YseOBwHuyACU8/Q5DVwPmvCLPnEnZLUM0ur34pRySBAQtKyiuPMQ/roncApZnMFunNEBwvpmm0m4fT3OrQukXvsc3tUzDBRdrtU/Rr5pFTEC1vm3aAmHoKGF0rY9BKu2EiYzeNfOED//Ns7IAGFdM+W1jxG2rYV4GhOL09OwibNDKe70juIMdrPu9jvsHDlKq1vEb11FWNeKO9qPBD5BpoGwvo3hXIHX3rvI58/e4JWT57hy/dq0v49Xt7ey79nneGz/R3ny2RdZHQ9Z6wzSnIom3M7TePf+gsO56zku3ikwWHRoSgRsXpli+9o0baVu3J6rdvWfWHzGn+sM985qu4Wsa7p6BnsGuH1rgHIpIBZ36VjVXJ0jMZ9tnKycjPQRv3AUKeYwiTSlrc/ec47EfLZpITywwcSDTESexg5hao1eGsbOIakMAv8JY8zPzfEzNJhQSimlFkmxWOTo0aMcPnyYw4cPc/z48WnnPTQ0NHDgwIHqpOnNmzdPOe9BqeVsLsHEkiate5AZY94VkZ3AjwN/BVgD9AFvAp82xuhcCaWUUmoZC8OQM2fOVIOHN954g3x+6ny08XicvXv3Vldd2rVrF667rEdmK7XgNJiYA2PMbeDvRw+llFJKLXNXr16tBg9dXV309/dPWVZEePLJJ6srLu3Zs4d0evpkZEo9auaaAfu7gc8YM01WmbnVvw1YY4z58kLUr5RSSqmHW19fH6+99lo1gLhyZfp8Dxs3buTgwYN0dnby4osv0traOm15pR51c+2Z+HXgJ0XkXzGPQUUURPwU8M3AzwJfno96lVJKKfVwy+VyvPnmm9Xg4fTp00w3P7S1tZXOzs7q0KX165dfhmGllrO5BhOnsYnbfg34ORH5XeC3jTFv3G9FItIE/A3g24BO7ETmMjaHhVJKKaXUXYIg4MSJE9Xg4a233qJUmjr5ZyqVYt++fdVJ048//jiOM5/LRiv1aJlrMPE08APAT2IT0f0g8IMichN4AzsZ+ShwB+gHBrF5JVqAZmx27D3AXuAZIMbYAt7/B/jRBygztlJKKaUWmDGGDz74oBo8vPbaawwPD09Z3nVddu/ezcGDBzl06BDPPvvsjJPFKaXuba4ZsEPgP4jIrwPfD/wQsBG7stHXRo+ZqAQQPjaj9M8bY47OpW1KKaWUejjcuXOHrq6uagBx69atactv37692vOwf/9+6uvrF6mlSj165mU1J2NMHvhFEfkl4KuBbwJexgYW9+IDr2ODiP9hjLkzH21SSiml1INpZGSEI0eOVFdcev/996ctv2rVquqk6c7OTjo6ps6ArJSaX/O6NGzUU/Hn0QMRWQO8CKwF2rEJ3gx2uNMV7JyLo8aY0flsh1JKKaUeHKVSaVyyuGPHjt0zWdyLL75YnTS9detWTRan1BJZ0DwTxpgbwGcX8jOUUkop9WAJw5CzZ89Wg4cjR47cM1ncnj17xiWL8zxNlaXUcqA/iUoppZRacNevX+eVV16pDl3q6+ubsmwlWVxl3sPevXs1WZxSy5QGE0oppZSad/39/dVkcV1dXVy6dGna8hs2bKgGD5osTqkHx5IHEyLiAY3YuRTDxhh/iZuklFJKqfuUz+eryeK6uro4efLktMniWlpaqsOWNFmcUg+uJQkmRGQf8LeBl4D1jC0Na0TkKvAl4Fdmk/xOKaWUUguvkiyusmTrW2+9RbFYnLJ8bbK4zs5OnnjiCU0Wp9RDYNGDCRH5NPD3sAFEFjgDVLLNNACbgO8GvktE/r0x5h8udhuVUkopNZ4xhosXL45LFjc0NDRl+dpkcZ2dnTz33HMkEolFbLFSajEsajAhIt8L/H3gMPBPgVej5WRryzjAQeBfAn9PRE4ZY359MduplFJKKeju7qarq6s6cfpeyeK2bds2LllcQ0PDIrVUKbVUFrtn4vuBU8CHp5obEQUXXxGRDwNHgR8ANJhQSimlFtjo6Gg1Wdzhw4fvmSyuo6OjOu+hs7OTVatWLVJLlVLLxWIHEzuAfz+TSdbGmLKI/Anwdxe+WUoppdSjp1QqcezYMV555RW6uro4duwYvj/1n+i6ujpefPHFau/Dtm3bNFmcUo+4xQ4mCsD93LZYFW2jlFJKqTkyxtyVLC6Xy01ZPhaL8fzzz1eDh6efflqTxSmlxlns3wivAt8kIr9jjPnz6QqKyMeBbwK+sCgtU0oppR5C169frwYPXV1d9Pb2Tlu+kizu0KFDmixOKXVPix1M/HPgI8DnReQvgT8HLgCV5SAagW3AR4GXgWK0jVJKKaVmYHBwsJos7vDhw1y8eHHa8uvWrePQoUN0dnbS2dmpyeKUUvdlUYMJY8wxEfkodkL1h4GvmqKoAOeB7zXGHF+k5imllFIPnEKhwFtvvVUNHk6cODFtsrjm5uZxyeI2bNiwiK1VSj1sFn3gozHmsIg8ju15eAnYju2RANtDcQ74MvAlY0yw2O1TSimllrMgCDh16lR1udZ7JYtLJpO88MIL1eDhySef1GRxSql5sySzqKIg4YvRQymllFJTMMZw6dKlccniBgcHpyzvOM64ZHHPP/+8JotTSi0YXZJBKaWUWmZ6enrGTZq+cePGtOW3bt1aDR5efPFFGhsbpy2vlFLzRYMJpZRSaomNjo7y+uuvV4OH9957b9ryK1eurAYPnZ2drF69epFaqpRS4y3rYEJE/hZwwBjzPUvdFqWUUmq+lMtljh49SldXF4cPH+bo0aP3TBa3f//+6pKtmixOKbVcLOtgAugEvgPQYEIppdQDq5IsrhI8HDlyhGw2O2X5WCzGc889V500vXv3bk0Wp5RalvQ3k1JKKbUArl+/Xg0eurq66Onpmbb8E088Ue15eOGFFzRZnFLqgbCowYSIfOt9brJ5QRqilFJKzbP7TRa3du3accni2traFqmlSik1fxa7Z+K3gKkz6dxN7rO8UkoptShqk8V1dXVx4sQJwjCcsnxzczMHDhwYlyxO5z0opR50ix1MlIDbwG/MsPzXALsWrDVKKaXUDFWSxVV6Ht566y0KhcKU5ZPJJHv37q0GDzt37tRkcUqph85iBxOngLXGmH8xk8IishENJpRSSi0BYwyXL1+uBg+vvvrqPZPFPf3003R2dnLw4EGef/55ksnk4jVYKaWWwGIHE28Dz4jIWmPM9UX+bKWUUmpaPT091UnThw8fvmeyuC1bttDZ2cmhQ4fYv38/TU1Ni9NQpZRaJhY7mDgMfAzYDswkmOha2OYopZR6lGWzWd54441q8HDmzJlpy7e3t1eHLXV2drJmzZpFaqlSSi1PixpMGGN+G/jt+yj/68CvL1yLlFJKPUrK5TLHjx+vTpp+5513KJfLU5bPZDLs37+fQ4cOcfDgQbZv366TppVSqobmmVBKKfXQMsZw7ty5as/DkSNHGB0dnbK853l3JYuLxWKL2GKllHqwaDChlFLqoXLz5s1x8x66u7unLV9JFnfw4EFeeOEFMpnMIrVUKaUefAsSTIjIfwTeBY4DJ4wxU6+dp5RSSs3B0NDQuGRxH3zwwbTl16xZM27eQ3t7+yK1VCmlHj4L1TPx/YwlmwtF5Dw2sKgEGMeNMXcW6LOVUko9xAqFAu+88041eHj33XenTRbX1NQ0Llncxo0bdd6DUkrNk4UKJrqBFdHXLvBY9PimSgER6SYKLIiCDGPM2QVqj1JKqQdUGIbjksW9+eab90wWt2fPHg4ePMihQ4d48skncV13EVuslFKPjgUJJowxHSKyBvgM8DIw2S2glcBHowcAIjKEXQ72fwG/p8OjlFLq0WOM4cqVK9UVl7q6uhgYGJiyvIiwa9eu6opLmixOKaUWz0LNmUgBnwVeAI4BPw+cBoaAFuAp4CPA1wPpmk2bgL8CfAr4BRH5SWPMry1EG5VSSi0fvb291cDh8OHDXLt2bdrymzdvrg5b2r9/P83NzYvUUqWUUrUWapjTPwT2AV8CPmqMCWreu4Yd1vRbIvIjwC8B3wJcBn4VOAR8GGgH/ouIHAK+yxgz9YBYpZRSD5RcLsfrr79+X8niOjs7q5Om165du0gtVUopNZ2FCia+DTsB+xcnBBLjGGN6gG8TkQ+AfwqsNsZ8QkTWAr8IfENU103gxxaorUoppRaY7/vVZHGHDx+ecbK4Su/DY489ppOmlVJqGVqoYGJj9HxjJoWNMf9MRD4EfL+IfMYY8xbwjSLy74C/C/ywiPyaMebCwjRXKaXUfDLGcP78eV555ZUZJ4t79tlnq8HDM888o8nilFLqAbBQwcQIkAQ2YFdrmon/DBwE/g7wVvTaD2MnaG8Hvg/4J/PaSqWUUvOmNllcV1cXd+5MvwL4448/Xh26tG/fPurq6happUoppebLQgUTbwOfwA5R+sMZbnMuen658oIxxheRX8dO4H550q2UUkotiftNFrdq1arqikudnZ2sWLFi2vJKKaWWv4UKJv4b8Eng60XkbxhjPjuDbRqj51UTXn8zet48X41TSil1/4rF4rhkccePH582WVxjYyMHDhyo9j5s3rxZ5z0opdRDZqHyTHxWRH4A+BDwOyKyC/gZY8zUs+3gO6Pn7ITXh6Ln+nluplJKqWmEYcjp06erwcMbb7wxbbK4RCJRTRZ38OBBnnrqKU0Wp5RSD7mF6pkAm0PiS9icEj8B/C0R+WXg88BRY4wBEJEt0fvfjl0B6tUJ9TRFz4ML2FallFLA1atXOXz4MK+88sqMksU99dRT1eBhz549pFKpRWytUkqppbZgwYQxpl9EXgD+A/A9QAfwL6JHKCL92N6GRM1mZeBnJ1S1O3ruWai2KqXUo6qvr49XX321Omn6ypUr05bftGlTNXh48cUXNVmcUko94hayZwJjTAH4XhH5VeCfAx8DBHCxSelq9QPfbYx5e8Lr34LtsTi6kG1VSqlHQS6X480336z2PJw6dWra8m1tbdU5DwcPHtRkcUoppcZZ0GCiwhjzBvBJEVmBXeXpGWxPRRLoBo4AnzXGjFuEXEQ2Aw5QAP5oMdqqlFIPE9/3effdd6tLtr799tuUSqUpy6fT6XHJ4nbs2KGTppVSSk1pUYKJCmNMN3alp/82w/IXgb1i/5LpXzOllLoHYwwXLlyoTpo+cuQIw8PDU5Z3XfeuZHHxeHwRW6yUUupBtqjBxGxFk7XNUrdDKaWWo9u3b1d7Hg4fPszt27enLb9jx45qrod9+/ZRX6+L5SmllJqdBQ0mRCQBfBd2aNN67ATrHmxW7FeALxpjpl6kXCml1F2Gh4c5cuRINXg4f/78tOVrk8UdOHCAlStXLlJLlVJKPewWLJgQkR3YeQ6VZHOVYUoGG1z8OHBHRH4R+CVjjL9QbVFKqQdZsVjk6NGj45LFBUEwZfmGhgYOHDhQ7X3YsmWLzntQSim1IBYkmBCRZuALwFpsEJEHLmET0LUAW6LP7gD+DfBNIvKpaE6FUko90sIw5MyZM+OSxeXz+SnLx+Nx9u7dq8nilFJKLbqF6pn4h8A6bC/ETwKfjpaJBUBEUsBXA383en4WeE1EDhhj7ixQm+ZFNHTrJWBPzWNV9PYnjDF/tkRNU0o9wCrJ4ir5Hvr7+6csq8nilFJKLRcLFUx8DTaQ+FVjzL+e+KYxJo8dAvVHIvKtwK8Bm4D/Cnxqgdo0Xx4HNGBQSs1JJVlcZeL0TJPFdXZ28uKLL9LS0rJILVVKKaWmtlDBRGWexP+5V0FjzO+IyCA2uPi4iHzMGPOFBWrXfBkE3gHeAt4Gfm9JW6OUWvYqyeIqvQ/3ShbX2to6LlncunXrFqmlSiml1MwtVDBRmUw9ozkQxpg/FZH/BXwT8O3Y+RbL1QmgJVquFkAnNiql7uL7PidOnKgGD/dKFpdKpdi/f381gHj88cdxHGcRW6yUUkrdv4UKJq5jhwNtwd65n4n/iQ0mnl+gNs0LXcpWKTWZicniXnvtNUZGRqYs77ouu3fvrvY8PPfcc5osTiml1ANnoYKJLwNPAN8B/O4Mt7kaPa9ZiAYppdR8qySLq8x7uHXr1rTlt2/fXg0e9u/fr8nilFJKPfAWKpj4TeAHsHMgvtsY8xsz2KY1etZM10qpZWlkZGRcsrhz585NW37VqlXVSdOdnZ10dHQsUkuVUkqpxbEgwYQx5m0R+VXg+4BfEZFVwM/dY4jQ34yep//r/BASkXemeGvHojZEKTVOqVQalyzu2LFj90wW9+KLL1bnPWzdulXnVCmllHqoLVgGbGyuiSeBF4F/CXyHiPwy8HljzPlKIRFZB/wwdkiUAT67gG1SSqkphWHIe++9Vx22dOTIkXsmi9uzZ081eNi1axeet5C/VpVSSqnlZcH+6hljciLy1cBvA18LbAc+DXxaRIrY5VWTQGPNZu8B/998t0VE/hnwz2a5+b8xxvzkfLZnImPMc5O9HvVYPLuQn63Uo+769eu88sor1WRxfX19U5YVEZ588snqvIe9e/eSTqcXsbVKKaXU8rKgt9CirNdfLyLfAPw48Ez0VhKYOHi4C/hmY0xuAZriAO4st53tdkqpZai/v5/XXnutOnTp8uXL05bfsGFDdd7DgQMHaG1tnba8Ukop9ShZlP54Y8zvAb8nIjuBl4FdQBs2H8Ul7NCnLy3g5/808NMLVb9SavnK5/PVZHFdXV2cPHmSmjQxd2lpaRmXLG79+vWL2FqllFLqwTKnYEJE/g1wPHqcNdP9hQaMMaeA6dO+KqXUHARBwIkTJ6rzHt566y2KxeKU5VOpFPv27av2PjzxxBOaLE4ppZSaobn2TPxjxpZyLYjIKeAYYwHGiQUatqSUUoBNFnfx4sVxyeKGhoamLD8xWdyzzz5LIpFYxBYrpZRSD4+5BhN5IBV9nQL2MD6DtRGRC4wPMI4bY+7M8XOVUo+w7u5uurq6qhOnZ5osrrOzk/3799PQ0LBILVVKKaUebnMNJuqAx4DdNY+ngZXR+4JdxWkb8I2VjUSkGxtYVIMMY8wDk19CRJqZfGJ2g4i01fx/yBhTXqRmKfXQGh0dHZcs7v3335+2fEdHR7XnQZPFKaWUUgtnTsFENEfibPT4n5XXoyR1uyc8tmKDC7DBxkejR2WbHHASOGaM+cG5tGsRHAM2TPL67074/8vAlxe8NUo9ZEqlEseOHeOVV16hq6uLY8eO4fv+lOXr6+uryeIOHTqkyeKUUkqpRbJQGbBvAbeAz1deE5EMttdid81jJ3aZWIAMsA94AVjuwYRSah6FYcjZs2erKy4dOXKEXG7q6VaxWIw9e/ZUex6efvppTRanlFJKLYFF++trjMkCr0UPAETEAR7n7mFSy5oxZuNSt0GpB10lWVxXVxddXV309vZOW76SLO7QoUOaLE4ppZRaJpb0Vp4xJgROR4/fXsq2KKUW1sDAwLhkcZcuXZq2/Lp168bNe9BkcUoppdTyo+MClFILIp/P89Zbb1WDh3sli2tubh6XLG7DhsmmJSmllFJqOdFgQik1L4Ig4OTJk9Xg4V7J4pLJJC+88EI1eHjyySc1WZxSSin1gNFgQik1K8YYLl26VA0eXn311WmTxTmOw+7du6srLj333HOaLE4ppZR6wGkwoZSasZ6enmrw0NXVxY0bN6Ytv3Xr1mrPw/79+2lsbFykliqllFJqMWgwoZSa0ujoKK+//no1eHjvvfemLb9y5cpxk6ZXrVq1SC1VSiml1FLQYEIpVVUulzl27Fi19+Ho0aPTJourq6tj//791SVbt23bpsnilFJKqUeIBhNKPcKMMZw9e5auri4OHz7MkSNHyGazU5aPxWI899xz1d6H3bt3a7I4pZRS6hGmVwFKPWKuX79eDR66urro6emZtvwTTzxR7Xl44YUXNFmcUkoppao0mFDqITc4ODguWdzFixenLb927VoOHTrEwYMHOXDgAG1tbYvUUqWUUko9aDSYUOohUygUqsniurq6OHHiBGEYTlm+ubmZAwcOjEsWp/MelFJKKTUTGkwo9YALgoBTp06NSxZXKBSmLJ9MJtm7d281eNi5c6cmi1NKKaXUrGgwodQDppIsrjLv4dVXX2VwcHDK8o7jsGvXrmrw8Pzzz5NMJhevwUoppZR6aGkwodQDoKenpxo8HD58+J7J4rZs2VLNNL1//36ampoWp6FKKaWUeqRoMKHUMpTNZnnjjTeqwcOZM2emLd/e3j4uWdyaNWsWqaVKKaWUepRpMKHUMlAulzl+/Hg1eHjnnXemTRaXyWTYv39/ddWl7du366RppZRSSi06DSaUWgLGGM6dO1cNHo4cOcLo6OiU5T3PuytZXCwWW8QWK6WUUkrdTYMJpRbJzZs3x8176O7unrZ8JVlcZ2cn+/btI5PJLFJLlVJKKaVmRoMJpRbI0NDQuGRxH3zwwbTl16xZM27eQ3t7+yK1VCmllFJqdjSYUGqeFAoF3nnnnWrw8O67706bLK6pqWlcsriNGzfqvAellFJKPVA0mFBqlsIwHJcs7s0337xnsrg9e/Zw8OBBDh06xJNPPonruovYYqWUUkqp+aXBhFIzZIzhypUrHD58mK6uLrq6uhgYGJiyvIjw9NNPa7I4pZRSSj20NJhQahp9fX3jJk1fu3Zt2vKbN2+uBg8vvviiJotTSiml1ENNgwmlauRyOd544w1eeeWVGSWLa2trGzdpeu3atYvUUqWUUkqppafBhHqk+b5/V7K4crk8Zfl0Os3+/furAcSOHTt00rRSSimlHlkaTKhHijGG8+fPV3seZpIs7plnnqkGD8888wzxeHwRW6yUUkoptXxpMKEeerXJ4rq6urhz58605Xfs2FENHvbt20ddXd0itVQppZRS6sGiwYR66NQmi+vq6uLChQvTll+9evW4eQ8rVqxYpJYqpZRSSj3YNJhQD7xisTguWdzx48enTRbX2NjIgQMH6OzspLOzky1btui8B6WUUkqpWdBgQj1wwjDk9OnT1eDhjTfemDZZXCKRqCaLO3jwIE899ZQmi1NKKaWUmgcaTKgHQiVZXGXo0r2Sxe3atYvOzk4OHjzInj17SKVSi9hapZRSSqlHgwYTalnq6+vj1VdfrQYQV69enbb8pk2bqnMeDhw4QHNz8yK1VCmllFLq0aXBhFoWcrkcb775ZnXJ1tOnT09bvq2trdrzcPDgQU0Wp5RSSim1BDSYUEvC933efffd6rClt99+m1KpNGV5TRanlFJKKbX8aDChFoUxhgsXLlSHLb322muMjIxMWd51XZ599tlq78Ozzz6ryeKUUkoppZYZDSbUgrl9+3Y1Wdzhw4e5ffv2tOUryeI6OzvZt28f9fX1i9RSpZRSSik1GxpMqHkzPDzMkSNHqsHD+fPnpy2/atUqDh06xMGDBzlw4AArV65cpJYqpZRSSqn5oMGEmrViscjRo0fHJYsLgmDK8g0NDRw4cKDa+6DJ4pRSSimlHmwaTKgZC8OQM2fOjEsWl8/npywfj8fZu3evJotTSimllHpIaTChpnX16tVxyeL6+/unLCsi7Ny5sxo87Nmzh3Q6vYitVUoppZRSi0mDCTVOf38/XV1d1YnTV65cmbb8xo0bq8OWXnzxRVpbWxeppUoppZRSaqlpMKHG+cxnPsPP//zPT/l+a2vruGRx69atW8TWKaWUUkqp5USDCTXOwYMHxwUTqVSK/fv3VwOIxx9/HMdxlrCFSimllFJqudBgQo3z9NNPc/DgQZ577jkOHTqkyeKUUkoppdSUNJhQ43iex+/+7u8udTOUUkoppdQDQMerKKWUUkoppWZFgwmllFJKKaXUrGgwoZRSSimllJoVDSaUUkoppZRSs6LBhFJKKaWUUmpWNJhQSimllFJKzYoGE0oppZRSSqlZ0WBCKaWUUkopNSsaTCillFJKKaVmRYMJpZRSSiml1KxoMKGUUkoppZSaFQ0mlFJKKaWUUrOiwYRSSimllFJqVjSYUEoppZRSSs2KBhNKKaWUUkqpWdFgQimllFJKKTUrYoxZ6jaoKYhIXzKZbNm2bdtSN0UppZRSSj2kzp8/T6FQ6DfGtN7vthpMLGMicgloAC4v8kfviJ7PLvLnPkz0GM6dHsO502M4d3oM54cex7nTYzh3egynthEYNsZsut8NNZhQdxGRdwCMMc8tdVseVHoM506P4dzpMZw7PYbzQ4/j3OkxnDs9hgtD50wopZRSSimlZkWDCaWUUkoppdSsaDChlFJKKaWUmhUNJpRSSimllFKzosGEUkoppZRSalZ0NSellFJKKaXUrGjPhFJKKaWUUmpWNJhQSimllFJKzYoGE0oppZRSSqlZ0WBCKaWUUkopNSsaTCillFJKKaVmRYMJpZRSSiml1KxoMKGUUkoppZSaFQ0mHmEi8piI/FMR+T8i8r6I9ItISUTuiMgXROQ7RWRO54iINIjIz4rIeyKSE5E+EfkLEfmG+dqPpSQi7SLyd0TksyLygYgURCQb7e9/EJGtc6j7JRExM3i0zec+LbaFPIY1n/Gwn4cJEflY9PP8hyJys+b8+Pgc635UzsMFO4Y1n/FQn4cVC7GfD9N5KCIdIvLvan7f3RGRPxKRDy/Hepej+d5XEfmuGZxbo/O9Hw8LTVr3CBORHwP+dc1LeSAEMjWvdQGfMsYMz6L+tcArwKbopVEgCXjR//+zMeb777fe5UREyoztD9h9jEcPgALwPcaY/zGLul8CvoT9nvRMU/QJY0z//da/XCzkMYzqfxTOw93AsSne/oQx5s/mUPdLPBrn4W4W6BhG9T/05yEs3H4+LOehiOwC/hJojV4aBuqwN3cN8BPGmJ9bLvUuRwuxryLyXcBvAGVgqvMna4zZMps2P/SMMfp4RB/AXwV+DNgPNNa83g78KPaHygC/Pou6BXg92v4S8GL0ehL4x0AQvfd9S30c5ngMDfAV4DuAjug1FziAvTAx0XHcNYu6X4q2v7zU+/kAH8NH5TzcDQwAX8TeIPj6aL8M8PE51v2onIcLeQwflfNwwfbzYTgPgRRwOdqPo8CT0esNwP9bc759dDnUuxwfC3gMvyva7stLvY8P4mPJG6CP5fsA/mX0w5UHYve57ddE2wbA7kne/3T0/i0gvtT7OodjdGia99qBO9F+/sYs6n7g/3gug2P4qJyHDlFPc81rGkwsn2P4qJyHC7afD8N5CPyDaB9GgDWTvP8H0fvvLId6l+NjAY+hBhNzeOicCTWdt6LnJNByn9t+W/T8RWPM8Uner9xB6AC+alatWwaMMa9M814P8KfRf59bnBY9eBb4GD4q52Foor+IanYW+Bg+Euchj85+zlbl+PyOMebGJO//2+j5WRHZsQzqXY4epX19YGgwoabzYvScA7rvc9uXoucvTPZm9EvgdPTfh/mPSl/07C5pKx5sczmGL0XPj/p5qJbWS9Hzw34evhQ9P+z7ed9EpJ6xGyKTHh/sELGh6OsZHZ+Fqnc5epT29UGjwYQaR0RSYld5+hnsGFeA/3g/d+xEZAVQWVHj9DRFz0TPT9x/Sx8YH4qeT82hjnYRORqtcJQVkXMi8isi8tR8NPABMKtjqOfhvHvUz8NZeVTOw0Xczwf1PHwcO6cEpjg+xpgQeD/670yPz0LVuxwtxr4+KSKnRSQvIiMickpEPi0im+696aNLgwkFgIj4ImKwvRBngZ/Crprxy8BP3md1q2q+vjlNucp7q6Yp88ASkb8OPB/99zfmUFUaeAYoYldE2QZ8H3BMRH5kTo1c5uZ4DPU8nF+P7Hk4R4/KebhY+/mgnocLdXwelfMLFmdf27BBSw47xPtJ7DyN0yLyrbOo75GgwYSquI2d6Jqvee0/Af/KGFO+z7pql5bNT1nK/rCCXdLtoSIia4Bfif77f8zslpUcxI7/fB5IGWNasH9IPwS8hh32828f1l9w83AMH/nzcJ4M8gifh/PgUTkPF3o/B3mwz8OFOj6PyvkFC7uvN4F/DuwEksaY1mj7T2F701LAZ0Tk0H3U+cjQYOIBIyL/LOpFmM3jX01VrzFmrTGmA/vDugH4BeD7gZMi8qGptpuqmbVV3/dOLrCFOoY19dcB/xtYAVwB/tZs2mmMOW6M+VFjzDvGmEL0WhBNWH4ZeDUq+m9kjskF79cDcgwf6fNwvjzK5+F8NbPm64f5PFzQ/VzO5+EMyb2LLKt6l6MF21djzJ8bY37GGHPaGFOKXisaY/4UO3/0AjZgfShydcy35fgDp6bnYE/o2T6mZayrxpgfAf4RdhWn/yEimXtsWqs2S2R6mnKV9xY7q+SCHUMRSQJ/iL171gN8zBjTO987EP2y+6nov2ux3f6L6UE4ho/sebhYHubzcB49Kufhku3nMjgPZ6J2f1PTlLvf47NQ9S5HS7Kvxpgh4P+J/rtPRNrno96HiQYTDxhjzE8bY2SWjx+7z4/7Fey41FXAx+9ju9qxjKunKVd579Z9tmtOFuoYikgc+D3sChKD2KQ5709Vfh68UfP15gX8nLs8IMfwkTwPl8BDdx7Os0flPFzq/Vyy83CGFur4LPVxX0xLua+V80uAjfNY70NBgwk1JWNMkbFlOWecQt7Y3ACVO8lPTlO0stLCmWnKPBBExAP+B3Z85SjwSTP5OusLZdkNn7hf830MH8XzcBl44M/D+faonIfLbD+X43l4lrF2TXp8ouFZj0X/nenxWah6l6Ol3NdlPVxxqWkwoaYUjVuvdOfdb3fhl6Lnj0xR9xrGfhn8xf23bvmIfnn9N+DrsJPC/pox5sgifPQLNV9fXoTPWzALeAwfmfNwCT005+ECelTOw6Xcz2V9HhpjRoC3o/9Oenyw+9AYfT2j47NQ9S5HS7yve2u+vjKP9T4UNJh4hEV3gqfz94FY9PXh+6z+d6Lnj4rI05O8/4+wkf4txv4APXBERLDDwb4VKAFfZ4yZl/2J6p7qvRjwM9F/bwFH5+Mzl8JCHkMekfNwIT0q5+ECe1TOwwXbz4fkPKwcn28TkcmWLa0sbfvOfQ7vXKh6l6N539fpzq3o/QagMqTvzagXTtUyxujjEX0A54C/ix3CJDWvPwb8O2yeCQP8/hTbm+jx05O8J9hMlAa4COyLXk8APwwE0Xvft9THYY7H8NPRfpSBvz6L7ac7hqej78+2yvcHO+GxE3ilZtvvXOrjsIyP4SNxHkb71IxdI73yqByXb5zwekzPw0U/ho/EeTjX/XzYz0PspOHLUTvfAZ6IXq8Hfr5mHz46YbuNNe9913zV+yA+FuIYRu+9jl01cH3N63HsfNGT0XYB8FVLfQyW42PJG6CPJfzmj/1gGaCAXTknN+H1zwN199j+p6d4f230B6VSbgR7wVj5/39a6mMwx+O3vmZfSthcHVM+7vcYTvH9Kda85gP/ZKmPw3I+ho/CeVizn5cZf85M9XhJz8PFPYaP2Hk46/18FM5D4Gns3JJKu4cYC7JC4Mcm2WZjTfnvmq96H9THfB/DCe8Z7FDbXuzfpMprWeDbl3rfl+vjXsNc1MPtrwEfBg5gVz9ox/7SvwC8Cfy2sWssz4ox5rqI7Ab+CXYs/EbsH5bj2D8on51D25eD2mGCMWDlPNf/d7Dfm+ew+Raasb/k3ge+gj2GD/JkOlj4Y/gonIcL7VE4Dxfco3IeLuB+PhTnoTHmXRHZCfw48FeANdiFTt4EPm2MmdU4/4WqdzlagH29A/w9bC/X09hroUZsAHEeO/fiPxljdK7EFCpdhUoppZRSSil1X3QCtlJKKaWUUmpWNJhQSimllFJKzYoGE0oppZRSSqlZ0WBCKaWUUkopNSsaTCillFJKKaVmRYMJpZRSSiml1KxoMKGUUkoppZSaFQ0mlFJKKaWUUrOiwYRSSimllFJqVjSYUEoppZRSSs2KBhNKKaWUUkqpWdFgQimllFJKKTUrGkwopZRSSimlZkWDCaWUUkoppdSsaDChlFJq1kTkN0XETPLYvdRtm46IfFdNWzcul7qWExF5aYrv7U8vdduUUsuHBhNKKbVEROSHp7hYu5/Hu0u9H0oppR5dGkwopdTS2TMPdbwzD3XMh5vAUzWPs0vbnLl5WHsb7tNbjP+eKqXUXbylboBSSj3CfgL42Sne+7fAx6OvP4a9WJ9M93w3apbKxphTS92ImTLG/Cbwm0vcjGXNGJMFqt9TEVnC1iillisNJpRSaokYYy5O9Z6IrI2+HAX+rzHGLE6rlFJKqZnTYU5KKbXMiEgC2BH994QGEkoppZYrDSaUUmr52clYz/HxJWzHvKpZ+enyPcrVriL00oT3frryXvT/hIj8IxF5W0SGRGRURI6JyI+KSHKaz5h0TkTls4HfqCl+aZKJ7y8xCyLyrIj8ZxE5KyIjIpITkQsi8msi8vQ9tu0QkX8V7eugiJRFpFtETovI50Tk74hI+3xtp5RSM6HDnJRSavmpvag8vlSNWO5EZCXweeCZCW/tjh5/VUQ+YowpLHLT7iIiLvBp4IeAiZMPtkSP7xGRf26M+ZeTbH8A+GOgacJb7dHjCeDrorr/81y3U0qpmdJgQimllp/dNV/r0q9T+31sL84vA38I9ACbgR8F9gKdwE8CP3UfdVZWMPrrjE2On2wC/KX7bOuvAt8dff0G8GvAB8Aw9oL+B4EXgJ8RkX5jzH+sbCgiceB3sQHBKPBfgL/ATr73gA3Rtl9T+4Gz3U4ppe6HBhNKKbX8VHomAuDkUjZkmdsLfMIY88Wa146JyJ8Cb2Mv0v9/IvIvjDH+TCqsrGAkIs/XvHzOGHN5to0Uka9lLJD4e8aY/29CkXdE5HeA/w58C/CvReR3jDED0fudwJro6281xvzRhO3fAP6XiPwI43sgZrudUkrNmM6ZUEqp5WdX9HzeGJNf0pYsb/9hQiABQHTMKhfsbdigYin9RPT8p5MEEgAYYwJs70QRqAe+oebtjpqvvzLVhxhroOal2W6nlFIzpsGEUkotIyKyibG7xMfvY7ufiiYGf3Qh2rVM/dY0771d8/XmhW7IVERkNVDp5fjsdGWjC/pKXof9NW/VDrH6bmZuttsppdSMaTChlFLLy2wnXz8bPR+bv6Yse+9N815/zdf1C92QadRmOf+NSVaFGvcAnovK1vYqvApciL7+JRF5S0R+UkQOTrdi1Ry2U0qpGdNgQimllpfdNV/fz+TrZ4Drxpie+W3O8mWMyU3zdljztbvQbZnGillul658YYwpA3+VsV6L57GTw18BBkXkL0Xke6MJ18x1O6WUuh86AVsppZaX++6ZEJEW7Mo8EyfYqqVXG8h8J3B0httla/9jjDkb5aH4BHalqUPAY0ACeDl6/GMR+ZQx5sJct1NKqZnSYEIppZaX3dFztzHm9gy3qQxxOioiHwZ+HLvkpw/8KfAPjTHd89rK2an0FtyrVzyz0A1ZRL01X4sx5tSUJe/BGBMCfxI9EJEVwEeAvwMcBLZjl4J9bj62U0qpmdBhTkoptUyISCOwMfrv8fvYtJK0bS8238It4FewE3C/FZuPYTkYiZ6b7lFuxwK3YybMPNVTO4fl4/NUJwDGmG5jzG8DHwK+EL38rIhsXYjtlFJqMhpMKKXU8jHXydc7gd3GmG83xvxw9Ppx4ICIvDQP7Zuri9FzvYhMGjCIiGADoKVWmzU7MdtKjDEfMDZn4esX4oLdGGOAv6x5qW0ht1NKqVoaTCil1PKxu+br+518DfD9E8bLF7GZlsEGGuOIyJdrVhLaeJ9tnY3aXAc/OkWZf8pYcLSUbtV8vWWOdf1M9BwD/iBaLnZSIuKKyLeJyNqa1w6KyLZptnGAD0f/NcDluWynlFL3Q+dMKKXU8jGbydd1wDbgqDHmTyYpUpl3Meu76/PFGHNcRF4FDgDfHa0i9BvAALAJO0H5r2KXND2wZA21jmF7J5LAvxSRMnCFsXkfN2aaUNAY81kR+RXgb2ODutPR//8SuAOksMPb9mOT1a0CngKuR1V8GPgpEenCzoF5F+jGfk83A38LO5Ea4A9q5trMdjullJoxDSaUUmr52B09F4D372MbB/jfU7y/Pnq+Msl7qei5DAzP8PPm6ruxS5N2AN8WPWr9NvBfgb9YpPZMyhgzIiL/HtuD8izw5xOKvAx8+T6q/H5s4PDj2DkjP8rUvTMlxg+zAvs9PhQ9pvIV4HvnaTullJoRDSaUUmoZEBEPeDL67yljTDDDTStDnCYLFgC+BggYPzYeEUkxFrx8xhjTzyIwxpwXkWexF9WfAtZiJ2a/C/yKMeZ3l8n8DoAfA84D34H93jQyy5wV0YpK/0xEfgO7itKHsb0xjdjA4QZwAvgi8PvGmNpVoH4eeAP4amzvxWpgJSDYAOUd4H8Cn43mQcx1O6WUmjHR3x9KKfXgii5Ovwu7/OsvTXjvEPau828bY/7mhPe+Cnv33wceM8ZcZBZE5Dexw5OuGGM2zqYO9WCIMnQD/AtjzE8vZVuUUsuH9kwopdSDrdIz8TdF5D9GWY+JJvn+CjCIndQ80Yei59+ebSAxQUxEaid5XzDGTByqox4gIpLB9p4opdSUNJhQSqkHlIgkgCewE5bXA2+LyOeBFuBvYCfafo0x5vIkm38IO/zpX81Tc1YDJ2v+/wz3t7ytWn72AF9a6kYopZY3XRpWKaUeXDuxy42+jp0QfBP4IeDrsWPv9xhjJk4cBsAY85IxxjPGnF+sxiqllHr46JwJpZRSSiml1Kxoz4RSSimllFJqVjSYUEoppZRSSs2KBhNKKaWUUkqpWdFgQimllFJKKTUrGkwopZRSSimlZkWDCaWUUkoppdSsaDChlFJKKaWUmhUNJpRSSimllFKzosGEUkoppZRSalY0mFBKKaWUUkrNigYTSimllFJKqVnRYEIppZRSSik1KxpMKKWUUkoppWZFgwmllFJKKaXUrGgwoZRSSimllJoVDSaUUkoppZRSs/L/B46aQXDIIHLKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 270, + "width": 393 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-3,0.5)\n", + "yhat = model.predict(x)\n", + "\n", + "#plot to check it looks right\n", + "plt.plot(X_t,y_t,'o',color='orangered',alpha=0.5)\n", + "plt.plot(X_v,y_v,'o',color='dodgerblue',alpha=0.5)\n", + "\n", + "plt.plot(x,yhat,'-k',label='neural network')\n", + "plt.legend()\n", + "plt.xlabel('$T_b$, [unitless]')\n", + "plt.ylabel('$log_{10}(lightning flashes)$')" + ] + }, + { + "cell_type": "markdown", + "id": "3487cd63-cf05-43cf-822f-6d22b66b32a1", + "metadata": {}, + "source": [ + "It is pretty clear that the randomly initialized parameters would not work as is! To improve this performance, we need to actually train the model!" + ] + }, + { + "cell_type": "markdown", + "id": "277786b0-a04a-4b3d-9565-e4adf5c48122", + "metadata": {}, + "source": [ + "#### Step 4: Compile model \n", + "\n", + "Before we can train our model, we need to first compile its *loss* and *optimizer*. To keep this example consistent with linear regression, we will choose the mean squarred error as the loss function and gradient descent as the optimizer." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "38ba70df-a551-4eb9-9e83-f3a5140e6b8a", + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(loss=tf.keras.losses.MeanSquaredError(),optimizer=tf.keras.optimizers.SGD())" + ] + }, + { + "cell_type": "markdown", + "id": "6f180635-2728-47f1-b7fe-43a7c93414db", + "metadata": {}, + "source": [ + "#### Step 5: Shuffle and batch \n", + "\n", + "Recall the discussion of how neural networks are trained. We train a neural network by asking the question, 'How can I change the weights such that it makes the model better?' We answer this by first calculating the gradient on a small subset of the training data (i.e., a batch), then take a small step (or change to the weights). Then another batch is fed in and the process is repeated until all data is ran through the model. \n", + "\n", + "To shuffle and batch the data, the easiest method is to use tensorflow datasets. Let's build one of those now. To do that we use the ```tf.data.Dataset.from_tensor_slices``` which will make the dataset for us:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c4011441-cf48-41ae-929c-91b30b78f724", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_train = tf.data.Dataset.from_tensor_slices((X_t,y_t))\n", + "\n", + "ds_train" + ] + }, + { + "cell_type": "markdown", + "id": "0891d534-06e0-48d4-9481-1f67acef8d93", + "metadata": {}, + "source": [ + "We can loop through this dataset to see each example sequentially. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "24ca081a-9afa-4aec-9f78-b3f3c75ca3b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 tf.Tensor([-2.19623756], shape=(1,), dtype=float64) tf.Tensor(2.7781512503836434, shape=(), dtype=float64)\n", + "1 tf.Tensor([-2.09703255], shape=(1,), dtype=float64) tf.Tensor(2.7442929831226763, shape=(), dtype=float64)\n", + "2 tf.Tensor([-2.19119954], shape=(1,), dtype=float64) tf.Tensor(2.6866362692622934, shape=(), dtype=float64)\n", + "3 tf.Tensor([-2.06990647], shape=(1,), dtype=float64) tf.Tensor(2.5514499979728753, shape=(), dtype=float64)\n", + "4 tf.Tensor([-2.03890491], shape=(1,), dtype=float64) tf.Tensor(2.6190933306267428, shape=(), dtype=float64)\n", + "5 tf.Tensor([-2.18577433], shape=(1,), dtype=float64) tf.Tensor(2.7573960287930244, shape=(), dtype=float64)\n" + ] + } + ], + "source": [ + "#just loop over the first 5 entries. \n", + "for i,(x,y) in enumerate(ds_train):\n", + " print(i,x,y)\n", + " if i == 5:\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "6df7c251-a844-499e-8fbf-8df27bc23e1a", + "metadata": {}, + "source": [ + "You have probably noticed the word 'Tensor' by now. You dont have to worry about this too much, it is just a fancy numpy array that helps with the neural network gradients. But as expected, the above loop showes that there is one x value and one y value for each example. \n", + "\n", + "The cool thing about these datasets is that we can shuffle them by simply calling ```dataset.shuffle(dataset.cardinality().numpy())```" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "eab9e46b-b870-4467-937d-056a0e00c0a6", + "metadata": {}, + "outputs": [], + "source": [ + "ds_train_shuff = ds_train.shuffle(ds_train.cardinality().numpy())" + ] + }, + { + "cell_type": "markdown", + "id": "9683db61-cd6f-4279-bbb3-c7e6e4ffe620", + "metadata": {}, + "source": [ + "Now when we run the loop, the first 5 items should be different:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "726dafec-9c16-434a-aa11-f04b7445d36c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 tf.Tensor([-1.9040488], shape=(1,), dtype=float64) tf.Tensor(0.6989700043360189, shape=(), dtype=float64)\n", + "1 tf.Tensor([-2.23305154], shape=(1,), dtype=float64) tf.Tensor(2.4345689040341987, shape=(), dtype=float64)\n", + "2 tf.Tensor([-2.11175847], shape=(1,), dtype=float64) tf.Tensor(2.123851640967086, shape=(), dtype=float64)\n", + "3 tf.Tensor([-1.77500522], shape=(1,), dtype=float64) tf.Tensor(0.9542425094393249, shape=(), dtype=float64)\n", + "4 tf.Tensor([-1.16388941], shape=(1,), dtype=float64) tf.Tensor(0.0, shape=(), dtype=float64)\n", + "5 tf.Tensor([-1.93543768], shape=(1,), dtype=float64) tf.Tensor(2.4668676203541096, shape=(), dtype=float64)\n" + ] + } + ], + "source": [ + "#just loop over the first 5 entries. \n", + "for i,(x,y) in enumerate(ds_train_shuff):\n", + " print(i,x,y)\n", + " if i == 5:\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "f1e6102e-c583-420c-ab2a-5cb11a0fe782", + "metadata": {}, + "source": [ + "We chose stochastic gradient descent as the optimizer for this model, and as such, it is important that order of training examples are randomized on each iteration of the training (hence why the optimizer is 'stochastic'). Therefore, we need to shuffle the data at the end of each epoch. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7e23cd30-4f12-4811-b3dd-d8a5b844633a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 0:\n", + "0 tf.Tensor([-1.63007367], shape=(1,), dtype=float64) tf.Tensor(1.5440680443502757, shape=(), dtype=float64)\n", + "1 tf.Tensor([-0.9829185], shape=(1,), dtype=float64) tf.Tensor(1.6232492903979006, shape=(), dtype=float64)\n", + "2 tf.Tensor([-1.21891701], shape=(1,), dtype=float64) tf.Tensor(0.8450980400142568, shape=(), dtype=float64)\n", + "3 tf.Tensor([-2.0718441], shape=(1,), dtype=float64) tf.Tensor(1.3617278360175928, shape=(), dtype=float64)\n", + "4 tf.Tensor([-1.87847257], shape=(1,), dtype=float64) tf.Tensor(1.806179973983887, shape=(), dtype=float64)\n", + "epoch 1:\n", + "0 tf.Tensor([-1.99511552], shape=(1,), dtype=float64) tf.Tensor(1.5563025007672873, shape=(), dtype=float64)\n", + "1 tf.Tensor([-2.22142601], shape=(1,), dtype=float64) tf.Tensor(2.110589710299249, shape=(), dtype=float64)\n", + "2 tf.Tensor([-2.04161763], shape=(1,), dtype=float64) tf.Tensor(1.5563025007672873, shape=(), dtype=float64)\n", + "3 tf.Tensor([-1.40957582], shape=(1,), dtype=float64) tf.Tensor(0.6989700043360189, shape=(), dtype=float64)\n", + "4 tf.Tensor([-1.36268616], shape=(1,), dtype=float64) tf.Tensor(0.0, shape=(), dtype=float64)\n", + "epoch 2:\n", + "0 tf.Tensor([-1.6533246], shape=(1,), dtype=float64) tf.Tensor(1.0, shape=(), dtype=float64)\n", + "1 tf.Tensor([-1.90521133], shape=(1,), dtype=float64) tf.Tensor(1.9637878273455553, shape=(), dtype=float64)\n", + "2 tf.Tensor([-1.84088337], shape=(1,), dtype=float64) tf.Tensor(2.6263403673750423, shape=(), dtype=float64)\n", + "3 tf.Tensor([-1.84049582], shape=(1,), dtype=float64) tf.Tensor(0.0, shape=(), dtype=float64)\n", + "4 tf.Tensor([-1.84010828], shape=(1,), dtype=float64) tf.Tensor(1.9084850188786497, shape=(), dtype=float64)\n" + ] + } + ], + "source": [ + "#restart the data \n", + "ds_train_shuff = ds_train.shuffle(ds_train.cardinality().numpy())\n", + "\n", + "#loop for 3 epochs\n", + "epochs = np.arange(0,3)\n", + "for e in epochs: \n", + " print('epoch {}:'.format(e))\n", + " for i,(x,y) in enumerate(ds_train_shuff):\n", + " if i < 5:\n", + " print(i,x,y)\n", + " else:\n", + " pass" + ] + }, + { + "cell_type": "markdown", + "id": "5b16fd25-7a07-4a11-84ef-a8201d21a436", + "metadata": {}, + "source": [ + "Indeed, the first five examples change each time we loop the data! " + ] + }, + { + "cell_type": "markdown", + "id": "2fe0dcd9-d8f1-47cd-bbb9-a121361687ed", + "metadata": {}, + "source": [ + "Now that the data are shuffled, we need to batch the data. Remember this is needed because it is typically too costly to calculate the gradient across every single training example simultaneously. Instead, batching lets us approximate the gradients on a representative subset so that we can incrementally adjust the weights towards the right solution. The batching is just as easy as shuffling, and only requires a ```.batch(batch_size)``` " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "efca6c6b-212b-4e64-9835-a87e39aa45b7", + "metadata": {}, + "outputs": [], + "source": [ + "ds_train_shuff_n_batch = ds_train_shuff.batch(32)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0a5d001d-479a-4f94-bc50-727f9054b717", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 0:\n", + "0 tf.Tensor(\n", + "[[-0.77869648]\n", + " [-2.04898047]\n", + " [-1.79825628]\n", + " [-2.31016755]\n", + " [-1.99705327]\n", + " [-2.22336364]\n", + " [-1.95675135]\n", + " [-1.17783999]\n", + " [-0.52215952]\n", + " [-2.00557828]\n", + " [-1.92768753]\n", + " [-1.63976157]\n", + " [-1.66301262]\n", + " [-1.36578619]\n", + " [-1.55411994]\n", + " [-1.38864982]\n", + " [-1.57427096]\n", + " [-2.08540726]\n", + " [-2.01294136]\n", + " [-1.34602284]\n", + " [-1.85289645]\n", + " [-1.71377754]\n", + " [-1.89552343]\n", + " [-1.2014786 ]\n", + " [-1.9338876 ]\n", + " [-2.21600056]\n", + " [-1.81104445]\n", + " [-1.80019403]\n", + " [-1.62697339]\n", + " [-1.51963091]\n", + " [-2.27102852]\n", + " [-1.73470342]], shape=(32, 1), dtype=float64) tf.Tensor(\n", + "[0.47712125 2.24303805 2.04921802 2.8585372 1.5797836 2.28555731\n", + " 2.35024802 1.75587486 1.53147892 0.47712125 2.77232171 2.07554696\n", + " 0.47712125 1.23044892 0.95424251 1.76342799 0.69897 2.38560627\n", + " 2.7201593 0.90308999 0.30103 0.30103 2.48287358 1.92941893\n", + " 2.23044892 1.94939001 1.75587486 1.60205999 1.88081359 2.39269695\n", + " 2.02530587 0.84509804], shape=(32,), dtype=float64)\n", + "epoch 1:\n", + "0 tf.Tensor(\n", + "[[-1.79786885]\n", + " [-2.18073678]\n", + " [-2.08191943]\n", + " [-1.91799951]\n", + " [-1.328197 ]\n", + " [-2.17686152]\n", + " [-1.80639434]\n", + " [-1.96566403]\n", + " [-1.81220698]\n", + " [-1.99589038]\n", + " [-1.8490212 ]\n", + " [-2.31520557]\n", + " [-1.91179907]\n", + " [-1.43941474]\n", + " [-0.4520188 ]\n", + " [-1.6095351 ]\n", + " [-2.34465671]\n", + " [-1.30417085]\n", + " [-2.06060624]\n", + " [-1.68006337]\n", + " [-1.74787903]\n", + " [-1.48940456]\n", + " [-2.06486893]\n", + " [-2.24777722]\n", + " [-1.7711302 ]\n", + " [-1.50064266]\n", + " [-2.03115463]\n", + " [-1.64867449]\n", + " [-1.83507049]\n", + " [-1.83042037]\n", + " [-1.50335526]\n", + " [-1.29642057]], shape=(32, 1), dtype=float64) tf.Tensor(\n", + "[1.64345268 1.38021124 2.24303805 1.79934055 0.47712125 2.26481782\n", + " 2.17609126 1.47712125 2.20951501 1.77085201 1.92427929 2.47712125\n", + " 1.50514998 0.84509804 0.90308999 0.47712125 1.66275783 1.50514998\n", + " 1.90308999 2.23552845 1.2787536 0. 2.7458552 2.49276039\n", + " 2.28780173 0. 2.02938378 1.97772361 2.46538285 2.4785665\n", + " 1.44715803 0.95424251], shape=(32,), dtype=float64)\n" + ] + } + ], + "source": [ + "epochs = np.arange(0,2)\n", + "for e in epochs: \n", + " print('epoch {}:'.format(e))\n", + " for i,(x,y) in enumerate(ds_train_shuff_n_batch):\n", + " if i < 1:\n", + " print(i,x,y)\n", + " else:\n", + " pass" + ] + }, + { + "cell_type": "markdown", + "id": "a773752f-1d40-4544-a305-d21e6757535b", + "metadata": {}, + "source": [ + "Hopefully you can see above that now the x variable is now of size 32,1 (which is 1 batch) and it is changed every epoch! We are now finally ready to train the preceptron. \n", + "\n", + "#### Step 5: Train the model \n", + "\n", + " The cool thing here is that the training command in ```tensorflow``` is the same as in ```sklearn``` - that is, ```model.fit()```. The only difference is that now we need to define the number of epochs, which is how many times we iterate over the training dataset when training the neural network. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "be44651a-1078-4a62-a25b-3d68884b2cde", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "946/946 [==============================] - 1s 561us/step - loss: 0.4966\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(ds_train_shuff_n_batch,epochs=1)" + ] + }, + { + "cell_type": "markdown", + "id": "bf1b9e87-ce5a-4cc6-bf7b-a96031128504", + "metadata": {}, + "source": [ + "The printout above displays the number of steps (batches per epoch), the time taken for the epoch, and the loss value on the training data. \n", + "\n", + "Let's see how well the model performs after iterating over the dataset once!" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "cf8dcc7f-2c3f-4b54-990b-9f72f9a2a99d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$log_{10}(lightning flashes)$')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 270, + "width": 395 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-3,0.5)\n", + "yhat = model.predict(x)\n", + "\n", + "#plot to check it looks right\n", + "plt.plot(X_t,y_t,'o',color='orangered',alpha=0.5)\n", + "plt.plot(X_v,y_v,'o',color='dodgerblue',alpha=0.5)\n", + "\n", + "plt.plot(x,yhat,'-k',label='neural network')\n", + "plt.legend()\n", + "plt.xlabel('$T_b$, [unitless]')\n", + "plt.ylabel('$log_{10}(lightning flashes)$')" + ] + }, + { + "cell_type": "markdown", + "id": "c95bf626-f7b1-421d-90dd-4d5f1d875134", + "metadata": {}, + "source": [ + "Not bad! Typically it takes many epochs to train a neural network, but here because the preceptron has only 2 trainable parameters, it doesnt take much to train. Furthermore, this example is basically the same as linear regression which is usually fast to train. \n", + "\n", + "We can now interogate our model and look at the newly trained parameters!" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "fe903dd1-5c52-4189-a0b2-d677f70cbb9c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.layers[0].weights" + ] + }, + { + "cell_type": "markdown", + "id": "110b6c7e-0ada-4560-b9b5-84a6a170108e", + "metadata": {}, + "source": [ + "Hopefully you are now a bit more familiar with tensorflow and how it works. These concepts will be further explored and refined in the next example notebooks." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook05_Train_ANNs.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook05_Train_ANNs.ipynb new file mode 100644 index 0000000..b7958d9 --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook05_Train_ANNs.ipynb @@ -0,0 +1,1016 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "100e48a3-2f19-4fe7-a25b-46474524fae9", + "metadata": {}, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook05_Train_ANNs.ipynb)\n", + "\n", + "# Notebook 05: Train ANNs\n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "### Primary Goal: Train and evaluate the artifical neural networks \n", + "\n", + "#### Background\n", + "\n", + "In the paper we start by training artifical neural networks, so we will do the same here in the notebooks. \n", + "\n", + "Note that the model used in the paper is included in the github repository, but we will also take you through the steps to build and train a similar network here.\n", + "\n", + "#### Step 0: Install packages and grab data\n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98ef3402", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "5e45e5d1", + "metadata": {}, + "source": [ + "#### Step 1: Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d4e2bb50-8dcc-4eaf-ae11-58f79ba797f1", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import pandas as pd \n", + "import numpy as np \n", + "import tqdm \n", + "import matplotlib\n", + "import matplotlib.pyplot as plt \n", + "import matplotlib.patheffects as path_effects\n", + "\n", + "\n", + "#outlines for text \n", + "pe1 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"k\")]\n", + "pe2 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"w\")]\n", + "\n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9]\n", + "matplotlib.rcParams['axes.labelsize'] = 14\n", + "matplotlib.rcParams['axes.titlesize'] = 14\n", + "matplotlib.rcParams['xtick.labelsize'] = 12\n", + "matplotlib.rcParams['ytick.labelsize'] = 12\n", + "matplotlib.rcParams['legend.fontsize'] = 12\n", + "matplotlib.rcParams['legend.facecolor'] = 'w'\n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "%config InlineBackend.figure_format = 'retina'\n", + "\n", + "#one quick thing here, we need to set the random seed so we all get the same results no matter the computer or python session \n", + "tf.random.set_seed(43)" + ] + }, + { + "cell_type": "markdown", + "id": "07e4abb3-031b-4c0f-b707-1b7b5bcf4149", + "metadata": {}, + "source": [ + "#### Step 2: Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e9671555-9898-4b44-a387-0a535aa60b52", + "metadata": {}, + "outputs": [], + "source": [ + "#load training \n", + "df_t = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_train.csv')\n", + "#load validation set\n", + "df_v = pd.read_csv('/content/WAF_ML_Tutorial_Part2/datasets/sub-sevir-engineered/lowres_features_val.csv')\n", + "\n", + "#make matrices for training/validation\n", + "X_t = df_t.to_numpy()[:,:36]\n", + "y_t = df_t.to_numpy()[:,36]\n", + "X_v = df_v.to_numpy()[:,:36]\n", + "y_v = df_v.to_numpy()[:,36]" + ] + }, + { + "cell_type": "markdown", + "id": "2621f2e2-c248-4d50-baa0-30d4fde28dfd", + "metadata": {}, + "source": [ + "#### Step 3: Make tensorflow dataset \n", + "\n", + "As we discussed in the previous notebook, we need to shuffle and batch the data. We will leverage the ```tf.data.Datasets```" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e843bdc4-0fd0-4222-a750-7fc5acb80ea4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-12-13 11:54:41.644480: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], + "source": [ + "#make datasets \n", + "ds_train = tf.data.Dataset.from_tensor_slices((X_t,y_t))\n", + "ds_val = tf.data.Dataset.from_tensor_slices((X_v,y_v))\n", + "\n", + "#shuffle only the training \n", + "ds_train = ds_train.shuffle(ds_train.cardinality().numpy())\n", + "\n", + "#batch both \n", + "batch_size = 32\n", + "ds_train = ds_train.batch(batch_size)\n", + "ds_val = ds_val.batch(batch_size)" + ] + }, + { + "cell_type": "markdown", + "id": "61f0a9c6-0545-4e70-a94e-113445ff2ccf", + "metadata": {}, + "source": [ + "Just a few quick notes on batching: First, we technically do not need to batch the validation data. The reason we do so here is to save time/RAM when computing the predictions on the validation data. Second, it is important to carefully choose how much data to include within a single batch. If your batch is too small, it could take many interations to train the model. Conversely, a batch that is too large can overwelm your RAM. As such, the optimal batch size will be machine dependent. " + ] + }, + { + "cell_type": "markdown", + "id": "62502a75-c4a5-45eb-83bc-89dccb6e8640", + "metadata": {}, + "source": [ + "#### Step 4: Build a model\n", + "\n", + "In the paper we note that neural networks do not have a \"one size fits all\" paradigm, where a set of default parameters can consistently achieve good results. With neural networks you *need* to do some sort of hyperparameter search. So here, while we only show one model configuration, we encourage you to play around with different model configurations to figure out what hyperparameters work best for a given prediction task. In fact, we have a modular script that leverages the tensorflow api to help optimize your model configurations. The notebook example explaining this script is [here](#) <-- dead link right now!\n", + "\n", + "Let's start simple and create a model with 2 layers with 2 neurons each to classify whether or not an example contains lightning (0 no lightning, 1 lightning). \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "105b946b-57ae-4b6f-bbd2-6465f673b9e9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense (Dense) (None, 2) 74 \n", + " \n", + " dense_1 (Dense) (None, 2) 6 \n", + " \n", + " dense_2 (Dense) (None, 1) 3 \n", + " \n", + "=================================================================\n", + "Total params: 83\n", + "Trainable params: 83\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = tf.keras.models.Sequential([\n", + " #input layer \n", + " tf.keras.layers.Dense(2,activation='relu',input_shape=(X_t.shape[1],),),\n", + " #hidden layer 1\n", + " tf.keras.layers.Dense(2,activation='relu'),\n", + " #output layer \n", + " tf.keras.layers.Dense(1,activation='sigmoid')\n", + " ])\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "e53b46c3-b0c4-4545-88be-7a2825ea906a", + "metadata": {}, + "source": [ + "Notice the following about the above definition of the model: \n", + "\n", + "1. The input layer *always* has the input_shape defined\n", + "\n", + " - This is needed so that the model is initialized with the correct number of weights. Otherwise you won't see the summary output above. \n", + "\n", + "\n", + "2. The activation functions for the input and hidden layers are 'relu' \n", + "\n", + " - Tensorflow models do not have an activation function by default (i.e., $\\sigma(x) = x$), which is why we didn't mention them in the previous notebook. However, NNs require an activation function to effectively learn non-linear relationships in the data. The 'relu' activation function is commonly used for this purpose. \n", + "\n", + "3. The output layer (last layer) has a *sigmoid* activation function \n", + "\n", + " - This is specifically for classification tasks. If we were training a regression model (as in the previous notebook), we wouldn't need this (i.e., linear activation). \n", + " - If you have more than one output neuron (say if you have more than two possible classifications such as 'no lightning', 'some lightning', and 'lots of lightning'), then you would use *softmax* instead of sigmoid. \n", + "\n", + "\n", + "#### Step 5: Run some data through it\n", + "\n", + "In order to visualize the initial performance with random weights and biases, we can plug the data into the untrained model and plot a performance diagram. But first let's look at the raw model output:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c6d86d5a-8d98-4ed1-9b0c-79fd7c40a796", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 269, + "width": 414 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "58dc4766-ccfb-4a09-ad38-10d002b7d976", + "metadata": {}, + "source": [ + "The sigmoid function in the output layer ensures that all model output falls between 0 - 1. In order to plot the performance diagram, we can use some fun tensorflow pre-built metrics:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6f5f50b1-7e3a-47fb-99aa-11ce4325a231", + "metadata": {}, + "outputs": [], + "source": [ + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a6a2d2bd-965a-4108-b031-a3535dc27fb8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 353 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "id": "1b641c95-417f-40dc-a849-b23f337d68cf", + "metadata": {}, + "source": [ + "As expected, the model performance looks wonky! It is an untrained model. \n", + "\n", + "#### Step 6: Train the model \n", + "\n", + "Okay, let's get the model compiled and train it for 25 epochs. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8c94df1b-49e7-4b92-bc1e-85f43cdafbe8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "1875/1875 [==============================] - 2s 703us/step - loss: 0.4991 - val_loss: 0.4118\n", + "Epoch 2/25\n", + "1875/1875 [==============================] - 1s 662us/step - loss: 0.3092 - val_loss: 0.3229\n", + "Epoch 3/25\n", + "1875/1875 [==============================] - 1s 654us/step - loss: 0.2725 - val_loss: 0.2946\n", + "Epoch 4/25\n", + "1875/1875 [==============================] - 1s 655us/step - loss: 0.2581 - val_loss: 0.2859\n", + "Epoch 5/25\n", + "1875/1875 [==============================] - 1s 661us/step - loss: 0.2514 - val_loss: 0.2727\n", + "Epoch 6/25\n", + "1875/1875 [==============================] - 1s 653us/step - loss: 0.2479 - val_loss: 0.2690\n", + "Epoch 7/25\n", + "1875/1875 [==============================] - 1s 659us/step - loss: 0.2459 - val_loss: 0.2603\n", + "Epoch 8/25\n", + "1875/1875 [==============================] - 1s 663us/step - loss: 0.2445 - val_loss: 0.2633\n", + "Epoch 9/25\n", + "1875/1875 [==============================] - 1s 731us/step - loss: 0.2435 - val_loss: 0.2692\n", + "Epoch 10/25\n", + "1875/1875 [==============================] - 1s 711us/step - loss: 0.2425 - val_loss: 0.2575\n", + "Epoch 11/25\n", + "1875/1875 [==============================] - 2s 761us/step - loss: 0.2420 - val_loss: 0.2632\n", + "Epoch 12/25\n", + "1875/1875 [==============================] - 2s 753us/step - loss: 0.2413 - val_loss: 0.2618\n", + "Epoch 13/25\n", + "1875/1875 [==============================] - 1s 724us/step - loss: 0.2410 - val_loss: 0.2567\n", + "Epoch 14/25\n", + "1875/1875 [==============================] - 1s 701us/step - loss: 0.2406 - val_loss: 0.2651\n", + "Epoch 15/25\n", + "1875/1875 [==============================] - 1s 720us/step - loss: 0.2402 - val_loss: 0.2569\n", + "Epoch 16/25\n", + "1875/1875 [==============================] - 1s 689us/step - loss: 0.2399 - val_loss: 0.2589\n", + "Epoch 17/25\n", + "1875/1875 [==============================] - 1s 685us/step - loss: 0.2400 - val_loss: 0.2587\n", + "Epoch 18/25\n", + "1875/1875 [==============================] - 1s 712us/step - loss: 0.2396 - val_loss: 0.2574\n", + "Epoch 19/25\n", + "1875/1875 [==============================] - 2s 753us/step - loss: 0.2392 - val_loss: 0.2757\n", + "Epoch 20/25\n", + "1875/1875 [==============================] - 2s 818us/step - loss: 0.2390 - val_loss: 0.2567\n", + "Epoch 21/25\n", + "1875/1875 [==============================] - 2s 792us/step - loss: 0.2393 - val_loss: 0.2637\n", + "Epoch 22/25\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2391 - val_loss: 0.2568\n", + "Epoch 23/25\n", + "1875/1875 [==============================] - 2s 903us/step - loss: 0.2391 - val_loss: 0.2533\n", + "Epoch 24/25\n", + "1875/1875 [==============================] - 2s 804us/step - loss: 0.2387 - val_loss: 0.2714\n", + "Epoch 25/25\n", + "1875/1875 [==============================] - 2s 811us/step - loss: 0.2385 - val_loss: 0.2539\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.RMSprop(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=25)" + ] + }, + { + "cell_type": "markdown", + "id": "df8ff179-35e0-4f9e-94fe-2d8be6a2d130", + "metadata": {}, + "source": [ + "\n", + "#### Step 7: Check for overfitting\n", + "\n", + "Notice that there is a new parameter in the ```.fit``` command. Specifically, we have passed the validation data to the function so that the validation loss can be computed and displayed as the model trains. Additionally, we also set the model.fit command equal to a variable called ```history```. This enables us to plot the data that is being outputed in the text above. \n", + "\n", + "This data is very useful for determining if a model is overfitting. Let's plot the training loss vs the validation loss: " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d1107e58-04a6-4a92-bf36-025bd1b55913", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'loss')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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cOMLhMGPHjuWcc87hueeeS4wLGjFiRG4DHUKsUJrgpIOZvbrtttvuNG/evKy/9huri/jmE94MGVvXtPHnA9dmPQYREZF2q1evJhAIsNlmm+U6FBEAzjjjDG6//XYuvvhiLrnkklyH080HH3xAJBLpc22ddocccgjz589/zTk3K1Mx6StwSSu1sIiIiIik9tFHH3HvvfcCcMABB+Q4mqFDNUpJq5qgBt2LiIjI8DV37lwuueQS3nnnHcLhMACtra3MnTuXQw89lObmZnbddVf22GOPHEc6dGile0mrsiJHsc/RFjNaoj6aI0ZJQN0ORUREZHhYs2YN11xzDddccw0+n48RI0ZQX19PJBIBYMqUKdxyyy05jnJo0VfgklZmUK2pjUVERGSY2n///bngggvYbbfdGDduHA0NDZSWlrLjjjtyySWX8PLLL7PpppvmOswhRS0sknY1wSgrm7wpjetafWxSHs1xRCIiIiLZMXXqVC677LJch1FQ9PW3pJ1aWEREREQkXVSblLTTwHsRERERSRfVJiXtkqc2rm3VavciIiIiMnhKWCTtqtXCIiIiIiJpotqkpF1NqGOQvRaPFBEREZGNodqkpJ0G3YuIiIhIuqg2KWmXPOheLSwiIiIisjFUm5S069zCokH3IiIiIjJ4Slgk7UYUxzAcAPVtPiKxPi4QEREREemBEhZJO78PRqhbmIiIiIikgWqSkhHJa7HUaeC9iIiIiAySapKSEZ3WYlELi4iIiPTDQQcdRDAY5NZbb+10fMmSJQSDQYLBYFrvmw3tcS9ZsiTrr10oArkOQApT5xYWDbwXERGRwvLUU0/x9NNPs91223H00UfnOpyCpq++JSNqgh2LR2otFhEREdkYRUVFzJgxgxkzZuQ6lISnn36aK664gvvvv7/Xcu1xFxUVZSmywqMWFsmITlMbq0uYiIiIbIRNNtmE+fPn5zqMQRmqcecT1SQlIzotHqkWFhEREREZJNUkJSPUwiIiIjJ0ffzxx4RCIYLBIAsWLOixXGtrK6NHjyYYDCa6RrW1tfHQQw/xrW99i5133pkJEyZQWVnJ5ptvzmmnncZrr7024Hj6M+h+3rx5HHLIIYwePZpRo0ax9957849//KPPe7/88stcfPHF7L333kybNo3y8nImTpzIkUceyT333NNjLFdccQUAf//73xOxpRpg39eg+w8//JCzzz6bLbbYgsrKSsaOHcsBBxzAX/7yF6LRaMprkicRaG5u5vLLL2ebbbahqqqKiRMncuqpp7Jo0aI+f/ahQl3CJCNqtNq9iIjIkDVp0iT23HNPnn32We644w4uv/zylOUefvhh6uvrqa6u5pBDDgHgP//5D8cdd1yiTGlpKWbGsmXLWLZsGXfffTd//OMfOeWUU9IW769//WsuuugiAMyMqqoqXnnlFb761a/y5ptv9nhdQ0MDe++9d2K/qKiIUCjE6tWr+c9//sN//vMfvva1r3HTTTclyvj9fsaOHUtDQwONjY2EQiGqqqo63dfv71/d58EHH+Tkk0+mpaUFgKqqKhobG3n22Wd59tlnueuuu7j77rspKytLeX19fT377rsvb7zxBsFgEJ/Px+rVq7nrrrt47LHHePbZZ9l00037FUs+01ffkhHVWjhSRERkSDvxxBMB+Ne//tVjmTvvvBOAY489luLiYgDKy8s57bTTeOSRR/jss8+oq6tj/fr1LFq0iO9+97tEIhHOPvtsli1blpY4n3vuOX7yk58AcPLJJ7NkyRJWrlzJ8uXL+eEPf8iNN97YY9Li8/k49NBD+fvf/87ixYupr69nzZo1rFy5kuuvv57y8nL+/Oc/8+9//ztxzaRJk1i2bBnnnnsuACeccEIiGWt/TJo0qc+4P/zwQ7785S/T0tLC5z//ed566y1WrVrF2rVr+f3vf08wGOTxxx/nhz/8YY/3uPzyy6mrq+P++++nrq6O2tpaHnvsMSZOnEhtbS2XXHLJQP5X5i3VJCUjqrvMEuZcDoMRERGRATv++OMpKipiyZIlvPjii93Ob9iwgYcffhiAk046KXF8n3324Y9//CP77bcfI0eOTByfPHkyv/rVrzj99NNpaWlJ25ooP//5z3HOse+++/KXv/yFcePGATBixAiuvPJKzjjjDNavX5/y2tLSUubMmcMXv/hFJkyYgM/nS1x79tln85vf/AaAm2++OS2xJrvmmmtobGxk+vTpzJkzhy222ALwupCdeeaZXHfddQD89a9/5YMPPkh5j9bWVh566CEOPvhg/H4/Pp+Pvfbai1/96lcAPPDAA7S1taU99mxTlzDJiFAASgMxmiI+os6obzOqgspaREQk/xQfObjFCPNR2wOtabvXyJEjOfDAA3n44Ye588472W233Tqdnzt3Ls3NzWyyySadulX15fDDD+evf/0rzz///EbHWFtby1NPPQXAD3/4Q8ysW5kf/ehH3HLLLYO6/xFHHAHASy+9RDQa7XdXr74457j33nsB+N73vkdpaWm3Ml/96le58sor+fTTT7n33ns5//zzu5U57rjj2GyzzbodP/LIIzEzWltb+fDDD9lqq63SEneuqIVFMqbT4pHqFiYiIjLktLec/Pvf/+42APyOO+4AvC5R7S0T7Wpra7nyyivZZ599GD9+PKWlpYnB51/84hcBWL58+UbH98Ybb+Ccw+fzseeee6YsM3369F67aEUiEW655RaOPPJIpkyZQkVFRSLWsWPHAtDS0kJdXd1Gx9vuo48+SrT67LvvvinL+Hw+Pv/5zwPw+uuvpywza9aslMeLiooYM2YMQFrjzhW1sEjGVAdjfNLgPa9t8TO1MvVMFyIiIpKfZs+eTVlZGStXruSJJ57gwAMPBGDNmjU8/vjjQOfuYADvvvsuhxxyCCtXrkwcq6iooKSkBDOjra2Nuro6GhsbNzq+NWvWAN5g9Z4GpgNMmDCBjz/+uNvxhoYGjjzySF544YXEsZKSEkaPHp1Iwtp/jsbGRkaNGrXRMSfH3R5bTzbZZJNu5ZNVVFT0eG0oFAIgHA4PJsS8ooRFMkYtLCIiMhSksxtVoSkrK+PII4/kzjvv5M4770wkLP/+97+JRCLMmDGDHXfcsdM1X//611m5ciU77rgjP//5z9ljjz0oLy9PnH/88cc57LDDsvpzuB4G01555ZW88MILjBo1il/+8pccfPDBiZYJgGg0muiu1dM9NlZrq37/+qJapGRMTajzwHsREREZetpnC5szZ06ict0+c1jX1pVly5bxv//9D7/fz7///W8OPvjgTskKwKpVq9IWW3uLx/r162lqauqx3IoVK1Ieb5/96/rrr+fUU0/tlKwAnVqJ0im5paa32dI+/fTTbuWHI9UiJWOSV7tXwiIiIjI0HXzwwYwcOZL169fz8MMP88knn/Dcc88BJMajtGuvYI8ePTrRnamr9q5k6bDDDjtgZsRisURMXS1evLjHpKA93u233z7l+d5ibe8yNpiWl+nTpzNixAgAnnzyyZRlYrEYTz/9NEC3VqzhRrVIyZhqdQkTEREZ8oqKijj22GMBEl3DnHPsvPPObL755p3Kti+guHLlypQtKW+//XZisH461NTUJAat//rXv06ZPFx77bU9Xt8e74IFC7qda2ho4Oqrr+7x2vbxI+vWrRtAxB4z45hjjgHg97//fcrWob/85S98+umnmFni//9wpVqkZEznFhatdi8iIjJUtXf9euihhxLrp7R3FUu25ZZbMnHiRJxznHrqqYn1Q8LhMPfddx+HH354ty5iG+uSSy7BzHjiiSc488wzE9241q9fzyWXXMKf//xnKisrU157wAEHAN7Ux08//XQi4XnllVc49NBDWbt2bY+vO3PmTACef/55Fi1aNOC4f/SjH1FWVsZnn33GMcccw8KFCwFvTMuf//xnfvCDHwBwxhlnpJy6eDhRwiIZkzyGRS0sIiIiQ9dee+3FpEmTaGlp4b333sPn83HCCSd0K+fz+bjuuuvw+Xw89dRTbL311owaNYqamhpOPPFEgsFgYlHDdNlzzz35xS9+AcBtt93GlClTGDduHOPHj+eaa67hnHPOYYcddkh57aWXXsqoUaP4+OOPOeiggxgxYgQ1NTXsueeevP32270ubrnPPvswffp0amtr2XbbbZk4cSIzZsxgxowZfPLJJ33Gvemmm3LrrbcSCoV46qmn2G677Rg7diwjR47k7LPPprW1lf322y/t/7+GItUiJWOqNYZFRESkIJhZp/Eq7eurpHL00Uczb948DjjgACoqKgiHw0yePJlzzz2Xl156qcexLRvjhz/8IXPnzmXfffelvLycSCTCrFmz+Mtf/sI111zT43XTp0/n2Wef5eSTT2bMmDFEo1FGjBjBl770JZ5//nkOOuigHq8tKirikUce4ZRTTmGTTTahrq6OpUuXsnTpUiKRSL/iPvLII3n11Vf56le/ypQpU2hqaqK0tJQ999yTm266iQcffLDX6ZqHC8vUFG2SO2b26rbbbrvTvHnzchrHhjbjoPvGAd6q948fl5mZNkRERHqyevVqAoHAsO9SI9JfH3zwAZFIhNGjR/er/CGHHML8+fNfc86lXsUyDfS1t2RMeZGjyOclxE0RHy39+7JBRERERCRBCYtkjFmXbmGtGngvIiIiIgOjhEUyKnlqY41jEREREZGBUg1SMqomqJnCRERERGTwVIOUjKpRC4uIiIiIbATVICWjksew1ClhEREREZEBUg1SMqpTC4sG3YuIiIjIAClhkYzSoHsRERGRoSFf12cs6BqkmY0zsxvN7EMzazGzlWZ2v5kdkMbXKDezj83MxR+n91BualKZ3h47pyu2fKBB9yIikg9isVjfhUSGuXxNWAK5DiBTzGw74HFgZPxQPTAKOBI4wswucs5dnYaXugKYOMBrelvyPbwRseQdDboXEZFc8vv9OOdobW2lpKQk1+GI5LXW1lacc/j9+dWNvyBrkGZWAszFS1ZeB7ZxzlUB1cCvAQOuMrODN/J1dgK+A7w0kOucc+N6eby5MTHlm5rkQfdqYRERkSwrLi7GOcf69evz9ttjkXyQ/DkpLi7OdTidFGoN8ixgCtAAzHbOLQBwztU7584D7ouXu2qwL2BmPuDm+O63Bh9qYasKxjC8fyDWt/qIqEVeRESyKBQKEYvF2LBhAytXrqS5uZlYLKbkRQQvSYnFYjQ3N7Ny5Uo2bNhALBYjFArlOrROCrVL2Cnx7e3OuU9TnL8WOAbYycy2dM69N4jX+C6wM/A759zrZja4SAtcwOclLeta/TiM9a0+RpYoaxERkewIBAJUVlZSX19PfX09GzZsQP9mi3TmnEskL5WVlQQC+ZUi5Fc0aWBmFcCs+O68Hoq9CKwHqoD9gQElLGa2CXA53liUiwcX6fBRHU9YAGqVsIiISJYFg0Gqq6tpaWmhra2NSCSS65BE8orf7ycYDBIKhfIuWYECTFiArfDGqAAsSFXAORczs4XALsDMQbzGb4EK4Gzn3PqBXmxmLwBbA0XACuA54A/OuWcHEUveqwnFWFzvPdfAexERyYVAIEB5eXmuwxCRQSjEhGV80vPPeinXfm58L2W6MbPZwLHAk8652wYYW7vd8Fp4AKbGH6eY2Y3Aua6fHWvN7NUeTm05yLgyInngvRaPFBEREZGBKMSvu8uSnjf3Uq4pvu331y1mVgb8Dm/q4W8PMK4W4Cbg80CFc24EUIrXfe3+eJlzgAsHeN+8l7x4ZJ1aWERERERkAAqxhSWTI+l+DkwGrnHOvTOQC51zK+iS5MRbUl4DjjKzfwEnABeZ2U3OuXX9uOesVMfjLS87DSS+TEpePFJdwkRERERkIAqx9tiQ9Ly3FaJKU5TvkZntgNcC8jFe4pJuP45vy4ADMnD/nEluYanVWiwiIiIiMgCFWHtMHrcyoZdy7eeW9/O+NwJ+4CeAmVl58iOpXDB+rDT1bVJzzi0GVsd3pw/k2nxXoy5hIiIiIjJIhVh7fA9oH7S+daoC8UUft4jv9rdr15T49lZgQ4pHuz/E9wfUZaw9tPi2oFazqtagexEREREZpIJLWJxzG4BX4rsH9VBsV7w1WAAey3hQ/WBm04BR8d0lOQwl7dTCIiIiIiKDVai1x9vj21PMLNW0xefFt6865xb254bOuanOOevpkVT0jPixqcnXW9/L6l4Z3zYDj/cnpqEiedB9XauP/k3aLCIiIiJSuAnLzcBSvMUdHzCzmQBmVmFm1wDHxctdlHyRmU01Mxd/nJ7mmJ40swvNbBsz88dfz8xsRzO7FzgpXu6XzrnaNL92ToUCUBrwWlnCMaMhnMmJ3ERERESkkBTitMY455rN7Gi87l47AQvMrB5vzRUf3hiRi5xzj2YxrCl4rShXAuF4PKV0nsnsd2RmBrKcqw7GaIp4+XFti4+K4mgfV4iIiIiIFG4LC865N4FtgN8AHwFBYC3wIHCQc+7qLId0PvAn4E2gFqgEYsBC4C/Abs657/Z3lfuhptM4Fk1tLCIiIiL9VJAtLO3iizWeE3/0p/wSBrnwZJdxLKnO3wXcNZh7F4LkhKW2xQ+EcxeMiIiIiAwZ+qpbsqI6ebV7tbCIiIiISD+p5ihZoamNRURERGQwVHOUrOi0eKQSFhERERHpJ9UcJSs6jWHRavciIiIi0k9KWCQr1MIiIiIiIoOhmqNkRU2o82r3IiIiIiL9oZqjZIVaWERERERkMFRzlKyoLHb4zVsTsynioyWS44BEREREZEhQwiJZYdZ1tXsNvBcRERGRvilhkaxJ7hamcSwiIiIi0h+qNUrWJA+81zgWEREREekP1Rola2qCWu1eRERERAZGtUbJmupOi0fqV09ERERE+qZao2RNTaepjTXoXkRERET6poRFsqbzLGH61RMRERGRvqnWKFlTrUH3IiIiIjJAqjVK1tRoWmMRERERGSDVGiVrOg26VwuLiIiIiPSDao2SNckLR65r9RGN9VJYRERERAQlLJJFAR9UFntZisNY16ZfPxERERHpnWqMklXJq91r8UgRERER6YtqjJJVndZi0cB7EREREemDaoySVckD79XCIiIiIiJ9UY1Rskqr3YuIiIjIQChhkazqNLWxuoSJiIiISB9UY5Ssqglq0L2IiIiI9J9qjJJVNWphEREREZEBUI1RsqpGg+5FREREZABUY5Ssqu40rbEG3YuIiIhI75SwSFZ1bWFxLofBiIiIiEjeU8IiWVUScIT8XtLSFjMaw5bjiEREREQknylhkazTwHsRERER6S/VFiXrOiUsGngvIiIiIr1QbVGyLnngfZ0G3ouIiIhIL5SwSNaphUVERERE+ku1Rcm66qTV7pWwiIiIiEhvVFuUrOs0tbEG3YuIiIhIL1RblKzrtHikWlhEREREpBeqLUrWdW5h0aB7EREREemZEhbJuhq1sIiIiIhIP6m2KFlXE+oYdK8xLCIiIiLSG9UWJesqih1+cwA0hH20Rvu4QERERESGLSUsknU+6zzwfp1aWURERESkB6opSk50XjxSA+9FREREJDUlLJITyS0sGsciIiIiIj0J5DoAKQz+VUsJvTSXomVvE5mwOQ3Hntdr+eSB95opTERERER6opqipIV/9VIq776KkpfvJ/jm432W1+KRIiIiItIfqilKWkQmbZ14XvTJexCN9Fq+0xgWdQkTERERkR6opihpEascSbR6PAAWbiGw4qNey1dr0L2IiIiI9IMSFkmb8OSOVpbAsrd7LVujQfciIiIi0g+qKUraJCcsRcsW9Fq2WoPuRURERKQfVFOUtIlMSUpYlvaesKiFRURERET6QzVFSZvw5G0SzwPLFoBzPZbtutJ9NNZjUREREREZxpSwSNpER08mFioHwL9hLb66FT2WLfJDZbGXpcScUd+mX0URERER6U61REkfn4/I5JmJ3T7HsQQ1tbGIiIiI9E61REmrgQy8T17tvk4D70VEREQkBdUSJa06T23c/4H3amERERERkVQKupZoZuPM7EYz+9DMWsxspZndb2YHpPE1ys3sYzNz8cfpfZQvNrMfmdkbZtZgZuvM7AUz+4aZWbriypXkgfd9T22cNFOYWlhEREREJIWCrSWa2XbA28D3gOlAKzAKOBL4j5ldkKaXugKY2M+YKoHngV8C2wMGlAC7ATcDc80skKa4ciKyyQycz1u5PrByMdbc0GPZTi0sWu1eRERERFIoyITFzEqAucBI4HVgG+dcFVAN/BovUbjKzA7eyNfZCfgO8FI/L/kTMAuoBWYD5UApcDrQgpdMXbYxMeVccYjIhBmJ3cDH7/RYNLmFRV3CRERERCSVQq0lngVMARqA2c65BQDOuXrn3HnAffFyVw32BczMh9cqAvCtfpTfEfhifPcM59wDzhN1zv0NaG/xOdfMxgw2rnzQ34H3NVrtXkRERET6UKi1xFPi29udc5+mOH9tfLuTmW05yNf4LrAz8H/Oudf7Uf7k+Hahc25uivN/BNbjdRE7bpAx5YXOK96/3WO5aq12LyIiIiJ9KLhaoplV4HW7ApjXQ7EX8ZIDgP0H8RqbAJcDK4GL+3nZfvHto6lOOueagWcGG1M+6e9MYTXJXcLUwiIiIiIiKRRiLXErvDEqAClry865GLAwvjszVZk+/BaoAM5zzq3vq3B89q/2lpzeps5qH/AxmJjyRjh58chPF0IknLJc5xYWP85lPDQRERERGWKG9IxUPRif9PyzXsq1nxvfS5luzGw2cCzwpHPutn5eVgmUpTsmM3u1h1OD7eaWFq68hmjNBPy1n2HhVgIrPiQysXtIpQFH0O9ojRqtUaMpYpQVKWsRERERkQ6F2MJSlvS8uZdyTfFteX9vbGZlwO+AMPDtfIgpX3UaeL80daOSmQbei4iIiEjvCrGGmMnFF38OTAaud871PF9vd8kxpa0JwTk3K9UDeC9drzFY4SnJ41g08F5EREREBqcQa4jJKxWW9FKuNEX5HpnZDsA5wMd4ictgYyrtsdQAY8pn4cnbJp73PrWxBt6LiIiISM8KsYaYPEZkQi/l2s8t7+d9bwT8wE/wxtGXJz+SygXjx5ITk3qgMQMx5a1OUxsvW0BPI+q7DrwXEREREUlWiAnLe3R0u9o6VYH4oo9bxHf727VrSnx7K7AhxaPdH+L7ifs65xzwbm8xxbVPrzWQ7mZ5KTpqErGSCgB8DXX4alPPNaAWFhERERHpTcHVEJ1zG4BX4rsH9VBsV6Aq/vyxjAfleSK+TRmTmYWAveO72Yopc8z6teJ9TVCD7kVERESkZ4VaQ7w9vj3FzFJNEXxefPuqc25hivPdOOemOuesp0dS0TPix6Z2ucU/49stzezIFC/xdbwkqhm4tz8x5btIfxKWkAbdi4iIiEjPCrWGeDOwFG9xxwfMbCaAmVWY2TXAcfFyFyVfZGZTzczFH6enMyDn3OvAv+K7fzWzw+Ov6TezrwC/jJ+73jm3Kp2vnSv9WfE+eQyLWlhEREREpKtCXDgS51yzmR2N17VqJ2CBmdXjrW/iwxvjcpFz7tEsh/Z1YFNgFvCgmTXhDeQPxs8/APwsyzFlTPLUxj2txdK5hUWD7kVERESks4L9Sts59yawDfAb4CO8pGAt8CBwkHPu6hzEVA/sAVwAvImXOLUCLwJnAUc55yLZjitTIptsgfMXARBYvRRrqu9WRi0sIiIiItKbgmxhaeecW4G3dso5/Sy/hEEuPNllHEtv5drwun/9sq+yQ16gmMgmm1O0zJv0LPDxu4S32LVTkapgDJ85Ys7YEPYRjkKRGlpEREREJE5faUtGhSdvk3helGLFe5/BCK12LyIiIiI9UO1QMqrT1MZLuycsADXJ3cKUsIiIiIhIEtUOJaMGOrVxbYv6g4mIiIhIByUsklHhyTMTzwOfvg+Rtm5lqtUlTERERER6oNqhZJQrG0Fk1EQALNJG4LMPupWpCWm1exERERFJTbVDybi+uoVpamMRERER6Ylqh5JxyTOFpVrxvvPikfqVFBEREZEOqh1KxnVa8b6PhEWD7kVEREQkmRIWybhI8losS98G5zqdrwl2jGFRC4uIiIiIJFPtUDIuOnITYqVVAPia1uNf+2mn89UhjWERERERkdRUO5TMM+u0gGSgy4r3yYPu17X6iHVugBERERGRYUwJi2RF5xXvO49jKfZDeZGXtESdUd9mWY1NRERERPKXEhbJisgABt7XaeC9iIiIiMQpYZGs6HNq46SB97UaeC8iIiIicaoZSlZEJmyGCxQDEFjzMda4vtN5DbwXERERkVRyWjM0s+3M7OdmdpOZnW9m43MZj2RQoJjIJjMSu0Ufv9PpdI1WuxcRERGRFDJWMzSzWWb2vJk9Y2bVKc6fCbwK/AQ4C7gaeNfM9s1UTJJbnWYKW9plprDkFpZWjWEREREREU8mv8o+CtgNaHHO1SWfMLPJwO8AP2BJj0rgbjOryWBckiOdZgrrMo4luYWlTi0sIiIiIhKXyZrhvoADHk5x7mygGGgBTgbGAl8BWoFqvBYXKTCdVrzvuhZLpxYWJSwiIiIi4slkzXCT+PatFOeOxktm/uycu8M5t9o5dxtwM15Ly+EZjEtyJDx5ZuJ54NNFEGlL7NeEOmYJUwuLiIiIiLTLZM1wdHy7OvmgmY0Ftojv/qvLNY/Et1tmMC7JEVdaSWT0ZAAsGibw6fuJc8mr3auFRURERETaZbJmGIpvS7sc3zO+bQFe7HJuZXxbmamgJLfCU5K7hXWMYxkZ0hgWEREREekukzXDNfHtlC7H949vX3bOhbucK45vN2QsKsmpSA8D70sDjmKfA6Al6qMpbFmPTURERETyTyYTljfi21PaD5hZCfAFvPErT6S4Zmp8uzLFOSkAnaY2TkpYzLqMY1G3MBEREREhswnLncQH0JvZv8zsO8CjwBi8hOWfKa7ZNb79KINxSQ51m9rYucR+jVa7FxEREZEuMlkr/DvwFF7ScjxwI7BH/NyfnHOLUlxzHF4y83gG45IcitVMIFbmrSPqa6rHv+bjxLnkgfdqYRERERERyGDC4pxzwJHAr4FPgAiwDLgM+E7X8mY2G5gc3/1vpuKSHDMjPCV5xfuObmFqYRERERGRrjJaK3TONTrnznfOTXHOBZ1z05xzlznnoimKPwtMA6Y75+ZnMi7Jrc7dwjoWkOw0tXGLP6sxiYiIiEh+CuQ6gHbOuTqgLtdxSOZ1XvE+uYWlI4/VWiwiIiIiAhluYRFJpVOXsKSEpdMYFnUJExEREREymLCYWZGZzYg/ilOcD5rZr8xsmZk1mdkCMzs7U/FI/oiM2xRXFAQgsPZTrMFrWOs0hkUtLCIiIiJCZltYjgHeBZ7v4XX+DZwLbAKEgK2A35rZdRmMSfJBoIjwJlskdos+fgfQGBYRERER6S6TCcvBeFMaz3HOtSSfMLNDgMPju6uAh+NbA84xs10yGJfkgU4r3i/1Bt4nt7BoWmMRERERgcwmLLPw1lR5KsW5r8a3HwFbOeeOAGYC7WuznJnBuCQPdFrxPj61cVVxDJ95C0nWt/mIxFJeKiIiIiLDSCYTljHxbacFIs3MgAPxkpnfOefWATjnaoHf4bWy7JnBuCQPJA+8b58pzO/zkpZ2amURERERkUzWCEfFt41djm8DVMefP9Dl3Jvx7WSkoEUmzUw8DyxfBG1er0EtHikiIiIiyTJZIwzHtyO7HN8rvl3hnPuwy7n18W1RxqKSvOBKKoiMnQaARSMEPnsf6DK1sVpYRERERIa9TNYIP4lvd+xy/HC87mDPpLimveVlTaaCkvzRecV7r1tY5xYWzRQmIiIiMtxlMmF5Bm88yrfNbDSAmX0OOCR+/pEU12wV367IYFySJyKpEpZg0mr36hImIiIiMuxlskZ4ExADpgIfmtkreDOGBYC1wF0prtkfr/XljQzGJXkirKmNRURERKQPGasROufeAH6Al4CUAzvhLRDZBnzNOddpML6ZjaBjbZb/ZiouyR+dpjZe9g7EYl0Wj1TCIiIiIjLcBTJ5c+fcb8zsCeALwDjgM+Cfzrn3UxTfF3g5/lwJyzAQqx5HtKIG/4ZafC0N+Fcvoya0ReK8WlhEREREJKMJC4Bzbj4wvx/l7gPuy3Q8kkfMiEzeGv8Cb/6FomULqN5088RpDboXEREREX2FLTkVnrJN4nlg2YJOg+7VwiIiIiIiGW9hSWZmRcAMoCZ+qBZ43zkX7vkqKWSdpzZ+m+ouC0fGHPgsF5GJiIiISD7IylfYZnaEmc3DWxjyLeDJ+OMtYL2ZzTOzw3u+gxSqyOSOFpaiZQsI+qGsyEtaos7Y0KZsRURERGQ4y2jCYmbFZnYHMBc4EG+WMOvyCMXP3W9m/zSz4kzGJPklMm46rigEgL92ObZhLTXJM4W1ahyLiIiIyHCW6S5h/wCOw0tMInizf72ItzCkAWOBXYGD4rF8ES+JOjHDcUm+8AcIT9yS4sVvAPGB96EZfNzgna5r8TGtMnfhiYiIiEhuZSxhMbPDgOPx1mF5BjjNObekh7JTgVuAfYAvmNmhzrlHMhWb5JfI5K07EpalC6ipOipxrlYD70VERESGtUzWBs+Ib98GDuopWQGInzuEjumPv5rBuCTPhKckD7xf0GngfZ0WjxQREREZ1jJZG9wNr3Xl1865tr4Kx8v8Cq+r2G4ZjEvyTOcV7xd0HsOihEVERERkWMtkbXB0fPv2AK5Z0OVaGQYik2bizJsNLLD8A0b5GxPnNOheREREZHjLZMLSHN9WDeCa9uHVzb2WkoLiQmVEx04DwGJRpq1/J3FOXcJEREREhrdM1gY/jG+PHcA1x8S3H6Q3FMl3yd3CJq55M/Fcg+5FREREhrdM1gYfxBuP8k0zm91XYTM7FDgbb9zLgxmMS/JQOGkBydErO3oRqoVFREREZHjLZG3wRqAO8AP3mtlfzGzP5IUh4wtL7mFm/w+4H2+a5TrgNxmMS/JQJKmFperT+YnnamERERERGd4ytg6Lc67OzL4APAQEgdPij5iZ1eO1pFTRkTQZ0Ap8wTlXl6m4JD8lT20c/GQBxVtFaXN+miM+miNGScDlMDoRERERyZWMfn3tnHsCbyX7l/ESEsNrcakGauLP24+/DOzinHsyXa9vZuPM7EYz+9DMWsxspZndb2YHDPJ+O5vZ5Wb2iJl9YGbrzazVzD41szlmdkwv1041M9ePx86D/oGHsFjVGKKVowDwtTaxXWRR4py6hYmIiIgMXxlrYWnnnHsL2C1eET8I2AYvWQGoxZv2+D/OuVfS+bpmth3wODAyfqgeGAUcCRxhZhc5564e4G3PBM5K2m8AYsAE4CjgKDP7N/Al51y4l/us7OVcb9cVLjPCU7bBP/9JAHZsfJ1XKrcEvG5hE8qjuYtNRERERHIm4wlLu3hCktakpCdmVgLMxUtWXge+7JxbYGaVwE+BHwJXmdlrzrlHB3DrF4D3gKeB951zDfHXmwR8FzgfOB64ALi8p5s458YN/KcqfJHJW8P8JwHYuv4NqPwSoMUjRURERIazQq0JngVMwWsBme2cWwDgnKt3zp0H3Bcvd9VAbuqc+5tz7gbn3GvtyUr8+MfOuR8Bt8UPnb6R8Q9LyVMbb76uY2rjOg28FxERERm2NrqFxcwmpyOQrpxzyzbi8lPi29udc5+mOH8t3povO5nZls659zbitZL9DzgVr4uYDFBywjJ57VuJ57UtWu1eREREZLhKR5ewxWm4R1eOQcZmZhXArPjuvB6KvQisx5ulbH+8bl7psEd8m4n/JwUvOm46rjiEtbVQ2bCcka2rWBscoy5hIiIiIsNYOmqClqHHYG2VdP2CVAWcczFgYXx35ka8FmZWbmbbmdnvgRPjh3/XxzUvmFm9mTWb2WIzu83M9tqYOAqCz094UsfbMbP+DUBdwkRERESGs3S0sJyRhnuk0/ik55/1Uq793PheyqRkZhOBj1OcagGudM7d1MctdsNr4QGYGn+cYmY3Auc65/q16IiZvdrDqS37c30+Ck/emuIPXwO8hOWZ0QerhUVERERkGNvohMU597d0BJJGZUnPm3sp1xTflg/iNaJ0TE1cDRQDEbxB/D21rrQANwF3AK875xrMzIAdgUuB2cA5wCrgykHEVBCSV7zfWi0sIiIiIsNeIdYEN6Y7Wb8455Y758bFpycuAbYAbgUuA94ws61TXLPCOfdt59wz7TOMOc9rzrmjgLviRS8ysxH9jGNWqgfpG5OTdeEp2ySet3cJ06B7ERERkeGrEBOWhqTnJb2UK01RfsCcczHn3PvOua8B1wGTgdvMbKD/b38c35YBB2xMTENZeOKWuPj/uukNCwlFm1jf5iMSy3FgIiIiIpIThZiwJI9b6W164fZzy9P42r+Nb3fA6+rVb865xcDq+O70NMY0tARLiY7zfnw/MbbY8DYA69QtTERERGRYKsRa4Ht40yIDdOuaBRBv/dgivvtOGl87ec2XTQdxfXt3tn4Nui9UyeuxaKYwERERkeGt4GqBzrkNwCvx3YN6KLYr3hosAI+l8eWnJT0fUFczM5sGjIrvLklXQENReErSwPv1rwNopjARERGRYapQa4G3x7enmFmqaYvPi29fdc4tTHG+GzPzx2f16s358W0EeKHL9X1d2z4zWDPweH9iKlThyR0D79tnCqtt1cB7ERERkeGoUBOWm4GlQAXwgJnNBDCzCjO7BjguXu6i5IvMbKqZufjj9C73nAS8YmZfja/D0n6Nz8x2MLN/AGfGD//WOVfX5fonzexCM9vGzPzxa83MdjSze4GT4uV+6Zyr3aiffohLntp4yw1v4XNRtbCIiIiIDFPpWDgy7zjnms3saLzuXjsBC8ysHm/NFR/eGJGLnHOPDvDWOwF/BjCzFrxuXxVAMKnMX4Efpbh2Cl4rypVAOB5PKZ1nMvsd8PMBxlRwYlWjiY4Yi3/dSkqjTUxt/IDalk1yHZaIiIiI5EBBJiwAzrk3zWwb4ELgSGATYC3wMnC9c26gY1c+A07Em3J4F2A8MBJvQcgP8bqA3eKce66H68/HG1OzCzAOqAHagIXAc8AfnXMvDTCmghWevDX+dd7anDPr36CudVKOIxIRERGRXCjYhAW8xRrxVo8/p5/ll9DDwpPOuTbgX/HHYGK5i47FIaUPkclbw1veUJ6Z9W/wdMvROY5IRERERHJBAwMkLyVPbbx1/RvUadC9iIiIyLCkhEXyUvLUxjPr39CgexEREZFhSrVAyUvRMVOJBUsBGNO6Av/6VbhhvZymiIiIyPCkhEXyk89PZNJWid0t1r3JhnBfS9mIiIiISKFRwiJ5K3kByZn1b1CnbmEiIiIiw45qgJK3wlM6Jyxa7V5ERERk+FHCInkrecV7tbCIiIiIDE+qAUreCk/cgph5v6LTG9+nvr45xxGJiIiISLYpYZH8VVzCmpoZAPhwFH36bo4DEhEREZFsU8Iiea1u3LaJ55Wfvp3DSEREREQkF5SwSF5rnNgxjmXUivk5jEREREREckEJi+S1SNJMYZuseSuHkYiIiIhILihhkbxmUzsWj5xaNx+ikRxGIyIiIiLZpoRF8lrl6BqWhzYBIBhtIbBycY4jEhEREZFsUsIiea2iyPFu5Q6JfbdYA+9FREREhhMlLJLXzGBxzXaJ/dhiTW0sIiIiMpwoYZG899nojoSlaJlaWERERESGEyUskvdWJ63FUvbJ2+BcDqMRERERkWxSwiJ5LzJ6Cg3+cgBCjWvwrVuZ44hEREREJFuUsEjeGxGCdyu3T+wXLVuQw2hEREREJJuUsEjeqwnFWFC5Y2I/oIRFREREZNhQwiJ5ryYY452kqY2LliphERERERkulLBI3qsJRVlQtUNiX13CRERERIYPJSyS96qDMRaVb03E/AD4Vy3GmhtyHJWIiIiIZIMSFsl7NaEYrf4QH5RvBYA5R+ATLSApIiIiMhwoYZG8NyIYA+gyjkULSIqIiIgMB0pYJO8FfFBV3GXgvcaxiIiIiAwLSlhkSKgJRTW1sYiIiMgwpIRFhoTqYIx3kheP/OQ9iEZyGJGIiIiIZIMSFhkSakIx1hWP5NPQJAAs3EpwwTM5jkpEREREMk0JiwwJ1fGB90+MOTxxrOKfl0IknKOIRERERCQblLDIkFAT8hKWGza/lJbiCgCKPltE2X//ksuwRERERCTDlLDIkFAdjAKwOjSOBz53UeJ4+b2/xrduZa7CEhEREZEMU8IiQ0J7CwvAfVt8m/CEzQHwtTRQ8a8rcxWWiIiIiGSYEhYZEpITltVtQepPvTyxX/rcXRQt+l8uwhIRERGRDFPCIkNCTbAjYalr9dO29edp3rljAH7V3y+GWDQXoYmIiIhIBilhkSGhOqmFpbbFh3Ow4UuX4opCABQtnU/pU7fnKjwRERERyRAlLDIklAQcJQEvaQnHjMawER01kYYjv5MoU3H31VhDXa5CFBEREZEMUMIiQ0Zyt7DaVu9Xt+HwbxEZ5S0m6Wuoo+Kea3ISm4iIiIhkhhIWGTK6dgsDoLiE+pMvTRwvffzvBJYtyHJkIiIiIpIpSlhkyOjcwuJPPG/d6VBat9kHAHMxqv7+E3Au6/GJiIiISPopYZEhI2ULC4AZ60+9HOcvAqD4/ZcJvXBvtsMTERERkQxQwiJDRk2wY9riupbOv7rR8ZvReMiZif3KOy/HmhuyFpuIiIiIZIYSFhkyOrWwtHb/1W046lyiI8YC4F+3kvK5N2QrNBERERHJECUsMmQkr3bftYUFwJWUs+GLFyf2y+b9Cf/yD7ISm4iIiIhkhhIWGTKqexh0n6x5j+Nom7ELABYNU/mPn2oAvoiIiMgQpoRFhoy+WliA+AD8K3DmnQ/Nf5Lg6/OyEJ2IiIiIZIISFhkykgfdpxrD0i4yZRua9vtyYr/y9kuhrTmToYmIiIhIhihhkSGjotjhN697V2PYR2u057Ibjj+fWFk1AIHVyyh/+A/ZCFFERERE0kwJiwwZPutntzDAldew4Qs/TuyXP/Bb/Gs+yWh8IiIiIpJ+SlhkSBkZ6mhWeWttca9lm/Y9hfCUbQCwthYq/nlZRmMTERERkfRTwiJDyl4TWhPP/7GwvPcJwHx+1n/5F4ndklcepHjBMxmMTkRERETSTQmLDCnHb9pE0O9lKQvrinhtde+tLOHNP0fTHl9I7FfedjFEwhmNUURERETSRwmLDCnVoRhHTG1K7P9jYVmf12w48SfEQuUAFH22iLL/3pKx+EREREQkvZSwyJBz0oxGDK+V5fnlIT5aH+i1fGzEWBqO+UFiv/zeX+FbtyqjMYqIiIhIeihhkSFnckWUz2/SMZbl9n60sjQe9FUi4zcDwNfSQMVdV2YsPhERERFJHyUsMiSdukVD4vkjy0pY3dzHr3KgmPWnXp7YLX32XxR98EqmwhMRERGRNCnohMXMxpnZjWb2oZm1mNlKM7vfzA4Y5P12NrPLzewRM/vAzNabWauZfWpmc8zsmH7co9jMfmRmb5hZg5mtM7MXzOwbZmaDiWs42nZUmG1HtgEQiRl3Leq7laVtm31omXVYYr/y7xdDrJfVJ0VEREQk5wo2YTGz7YC3ge8B04FWYBRwJPAfM7tgELc9E7gYOATYFO//XwyYABwF3Gtmd5tZUQ8xVQLPA78EtgcMKAF2A24G5ppZ7wMyJOHULTtaWe79sJTGcN/5Xv2XLsUVhQAoXvIWJU/9M2PxiYiIiMjGK8iExcxKgLnASOB1YBvnXBVQDfwaL1G4yswOHuCtXwDOBWYBFc65CudcCTAZuDZe5nigp2ToT/Fra4HZQDlQCpwOtOAlU1rdsJ/2Gt/KpPIIABvCPu5fXNLnNdHRk2g44tuJ/cq7r8Ia6jIWo4iIiIhsnIJMWICzgClAAzDbObcAwDlX75w7D7gvXu6qgdzUOfc359wNzrnXnHMNScc/ds79CLgtfuj0rtea2Y7AF+O7ZzjnHnCeqHPub3QkOeea2ZiBxDVc+X3wpRmNif073i8jEuv7uoYjziYyahIAvoY6Ku65to8rRERERCRXCjVhOSW+vd0592mK8+011J3MbMs0vu7/4tsJKc6dHN8udM7NTXH+j8B6vC5ix6UxpoJ2+NQmRgS9cSgrmgI8/kmo74uKS6j/0qWJ3dLHbyWwbEGGIhQRERGRjVFwCYuZVeB1uwKY10OxF/GSA4D90/jye8S3i1Oc2y++fTTVhc65ZuCZDMRU0EIB+MJmyQtJluNc39e1zjqU1q0/D4C5mDcAvz8XioiIiEhWFVzCAmyFN0YFIOXX5s65GLAwvjtzY17MzMrNbDsz+z1wYvzw77qUMaC9Jae3r/LfSUdMw80XNmsk6PeSjYV1Rby2urjvi8xYf+rlOL83x0Hw/ZcIvXhvJsMUERERkUEoxIRlfNLzz3op135ufC9lUjKziWbmzMwBG4A3gbPxBs7/1Dl3U5dLKoH2eXfTFpOZvZrqQUdyNCyMCDqOmNrRynLbe31PcQwQnbA5jQefmdivvOMKrKWxlytEREREJNsKMWFJrq0291KuvYZbPojXiAIr44+2+LEI3iD+36Uon42YhrWTZjRieK0sL6wI8eH6/s0O3XD0uUSrvDkO/OtWUD73hkyFKCIiIiKDUIgJS8YXX3TOLXfOjXPOjcMbJL8FcCvelMRvmNnWvcSUtoESzrlZqR7Ae+l6jaFickWUfTZpSez/c2H/WllcSQUbTrw4sV/2yB/xr/gw7fGJiIiIyOAUYsLSkPS8t4U5SlOUHzDnXMw5975z7mvAdXhrstxmZsn/b5Nfo5SepSWm4eqULTq6cz2yrITVzf379W7e43jaNtsZAIuGqbztpxqALyIiIpInCjFhSR4jkmp64a7nlqfxtX8b3+4A7Jh0vB5or01nO6ZhY9tRYbYd6fXQi8SMuxb1r5UFM9Z/5Rc48xrCQvOfIPh6ysncRERERCTLCjFheY+Oblddu2YBEG/92CK++06qMoOUvObLpu1PnHMOeLe3mOLaZwdLZ0zDyqlbdjRO3fNhKY3h/vUQjEzZlqZ9v5zYr7z9Umhr6fkCEREREcmKgktYnHMbgFfiuwf1UGxXoCr+/LE0vvy0pOddu3U90VtMZhYC9s5ATMPKXuNbmVQeAaAh7OP+xb31Cuxswxd+RKysGoDA6qWUP/yHjMQoIiIiIv1XcAlL3O3x7SlmlmqK4PPi21edcwtTnO/GzPzx9VR6c358GwFe6HLun/HtlmZ2ZIprv46XRDUDWhBkkPw+ODlpLMsd75cRifXvWldew4bjf5TYL3/gNxR98EovV4iIiIhIphVqwnIzsBSoAB4ws5kAZlZhZtcAx8XLXZR8kZlNbV9fxcxO73LPScArZvZVM5uYdI3PzHYws38A7Yt6/NY5V5d8sXPudeBf8d2/mtnh8ev9ZvYV4Jfxc9c751YN/keXw6Y0MSIYBWBFU4DHPwn1+9qm/U4lPNnrtWdtLYy6/CiqbzyDwMfv9nGliIiIiGRCQSYszrlm4GhgLbATsMDM1gPr8FpBHHChc26gI6t3Av4MfGxmzWa2Gm/tlNeBk+Nl/gr8KPXlfB14FRgJPGhmjXiD8f+GN6PZA8DPBhiTdBEKwBc261hI8h8Ly/s/6ZfPz/rTryFW3NGVLPTaPEZdciAj/vAd/CsXpzlaEREREelNQSYsAM65N4FtgN8AHwFBvATmQeAg59zVA7zlZ8CJwB+BN4D1wAggjDdI/s/AXs65M5xzkR5iqgf2AC4A3sRLnFqBF4GzgKN6ulYG5gubNRL0e1nKwroiXl1V3O9rw5vuyJrLH6V516MTx8w5Sl64h9EX7kPlLT/CV/tZL3cQERERkXQxp/UmCo6ZvbrtttvuNG/evFyHklPXvFrJPR96UxvvPq6F6z9f18cV3QWWvk3FPdcQeuO/nY67oiCNB5xO4xHfIVY5Mi3xioiIiAw1hxxyCPPnz38tvnh5RhRsC4vIl2Y0YvEZrl9YEeLD9YEB3yMyZRvqzr2VNRfPoXXL3RPHLdxK+SM3M/r83Si/51qsqT5tcYuIiIhIByUsUrAmVUTZZ5OOtVRuX9jPhSRTCG/+OWovuJu15/+Ttmk7JI77WhqpmHM9Y87bnbKHboLWpp5vIiIiIiIDpoRFCtopSVMcz1tWwurmjfiVN6Ntm31Y+7MHqf3enwlvskXilK+xjso7r2DMj/ak9LG/QqRtI6IWERERkXZKWKSgbTsqzHajvOQhEjP+tWjwrSwJZrTOOow1V/yXdd/4LZHRUxKn/OtWUnXrRYz+8d6UPHsXxKIb/3oiIiIiw5gSFil4p2zRkHh+74elNIb7Wv+zn3x+mvc8ntVXP8X6064mOmJc4lRgzceM+NM5jPrJ/oReeYj+z6ssIiIiIsmUsEjB22t8K5PKvdmiG8I+7l9c0scVAxQopmn/r7Dq2ueoP+mnxMqrE6eKPltE9W/PZOSlh1E8/0klLiIiIiIDpIRFCp7fBycnjWW54/0yIrEMvFBxCY2HfZNVv3qRDcf8kFiovOPUkrcY+auTqbnqeIrefykDLy4iIiJSmJSwyLBw2JQmqoPeeJIVTQEe/ySUsddyJRU0HPtDVv3qBRoO+yauqOO1ggtfZNQvjqX6ui8TWDo/YzGIiIiIFAolLDIshALwhc06phy+7b3yjPfOchUj2XDST1l17fM07n8azt+xDkzozccY/dNDGPG7s/CvXpbZQERERESGMCUsMmwcv1kjQb+Xpby/rohXVxVn5XVj1eOoP+0qVl/9DE17fAFnHYP+S/53P6N+egjBNx/LSiwiIiIiQ40SFhk2RgQdR0ztaGX5x0YsJDkY0TFTWH/Wb1hzxeM073x44rivaT3V13+F8vuug1gmBteIiIiIDF1KWGRY+dKMRgyvleWFFSE+XB/o44r0i0zcgnXf/X+suXgO0ZoJAJhzVNz7K6pvPB1rXJ/1mERERETylRIWGVYmVUTZZ5OWxP7tWW5lSRbe/HOsuWwerTP3ShwLvfFfRl12OIFP3stZXCIiIiL5RAmLDDunbtkxxfG8ZSWsbs7dxyBWOZLa826n4fBvJY4FVi5m5GVHEHppTs7iEhEREckXSlhk2NlmZJjtRrUBEIkZ/1qUu1YWAPwBNpx4CXXfvplYsBQAX1sz1Td9i4p/XgbRSG7jExEREckhJSwyLJ2yRUPi+b0fltIYtl5KZ0fLLrNZ+9MHiYybnjhW/sjN1FxzEr76NTmMTERERCR3lLDIsLT3hFYmlXstFw1hH3M/Ks1xRJ7IxC1Y87OHaNnx4MSx4HvPM+pnh1D04Ws5jExEREQkN5SwyLDkMzh5i46xLHcuKiWSJzMKu9JK6r73FzYc/+PEmi3+2uWMvPI4Sp78R46jExEREckuJSwybB02pYnqYBSAFU0BHv8klOOIkvh8NBx1DnU/uI1Y2QgALNLGiFvOp+ov50FbS+/Xi4iIiBQIJSwybIUC8IXNOhaSvO29cpzLYUAptG63H2sufZjw5JmJY6VP3c7IK4/Dt/bTHEYmIiIikh1KWGRYO36zRoJ+L0t5f10Rr64qznFE3UXHTGHNxXNp2uP4xLHixW8w6meHUvzuczmMTERERCTzlLDIsDYi6DhyalIrSw4XkuxVsJT13/gN60+9HOcPAODfsJaaX55I2cN/IO+ahkRERETSRAmLDHsnzWjE8Cr8L64I8eH6QI4j6oEZTQd9jbUX3EW0aox3yMWovOPnjLjpm1hLYx83EBERERl6lLDIsDepIso+m3QMYr89X1tZ4sIzdmXNZY/QttnOiWMlL9/PyJ8fiX/FRzmMTERERCT9lLCIAKdu2dE6MW9ZCaua8vujEasex9oL76bxgNMSx4o+XcioSw8j+PqjOYxMRES6Cr75GGPP3prRF+yNf+WSXIcjMuTkd61MJEu2GRlmu1FtAERixl0f5HcrCwCBYuq/chXrvn4DrsibktnXvIGaG06n/J5rIBbNcYAiIlK08CWqf/t1fI11BJZ/SM2vT8U2rM11WCJDihIWkbhTt2hIPL/3w1Iaw5bDaPqvea8vsubi+4iMmpg4VjHnBqqvPw1rXJe7wEREhrnAsneoueE0LNzR7Tiw8iNqbjgd2ppzF5jIEKOERSRurwmtTCqPANAQ9jH3o9IcR9R/kanbseayR2jd+vOJY6G3HmfUzw4jsGxBDiMTERme/KuXUfPrU/A11QMQKxuBM++LsOIPXqX6D99RS7hIPylhEYnzGZy8RcdYljsXlRKJ5TCgAXLlNdSe9w8ajvxu4lhg9VJGXT6b0nl/IvDZIogNoR9IRGSI8tWvoebaL+FftxKAWEkFa3/8L+pPvixRJvTqw1TefqmmpRfphzydv1UkNw6b0sQf3y6nrtXPiqYAf3u3nK/ObMCGRu8w8PnZcMKFhKdtT9WfzsHX0oi1tVB1+88AiJVW0bbpjoQ33YnwprNo23RHXNmI3MYsIlJArHkDNb86hcDKxQC4oiB159xCZMo2RKZsg3/tp5Q/cjMAZf/5M9FRE2k89KxchiyS95SwiCQJBeALmzXxpwUVAPxpQQVrWnz8cMd6AkOoPbJl58MJT9icmt98jcDyDxLHfU3rCc1/ktD8JxPHIuM3o22zWbRtOovwZrOIbDIDfP6sxywiMuSFW6n+zdcoWjofAGc+6r55E21b7ZEosuHES/Cv/YyS/90PQOU/LyNaPZ6WXY/KSciSWdZUT8nz/yY8bQfCm+6Y63CGLCUsIl2cskUD/1tZzBtrggDc+2EZKxr9XLH7OsqKhk7TfXTC5qz52UOUPvUPit97gaIPXsWfYmaawPIPCCz/gNJn7gQgFionPH2HRALTtumOuIqR2Q5fRGRoiUUZcfN3Cb7zbOLQ+tN/SevOh3Uu5/Ox7hs34l+/kuL3XwZgxB+/R23VGNq23C2bEUuGWeM6Rl55PEWfvIvz+an79h+7/z5Iv5hT38mCY2avbrvttjvNmzcv16EMWa1R+MX/RvDospLEsc2qwly3dy1jSofoOBDn8K9eRtGHr1L8wasUffgaRcsWYNFIn5dGxk6nbdOdvARms52ITNwK/Pq+Q0QEAOeo/NsFlD3x98Sh+i9cQOPs7/V4iTXUMeqKoxOt4LHSKtZeMpfIhM0zHq5knrU2UXPNSRR/8ErimPMXUff9v9K63X45jCz9DjnkEObPn/+ac25Wpl5DCUsBUsKSHs7BH98u55Z3KxLHRpdE+dVetWxR3Xclf0hobaJo6fxEAlP8wauJQaK9iRWXEJ6+A+FNd6Jts1mEN51FrGp0FgIuDNbcgDWtIzZyYt+FRSTvld9zLRVzrk/sNx58pjfAvo8BkP7VHzPy8iPxr18NQGTURNZecj+xEWMzGq9kWKSN6hvOIDT/iW6nXFGI2vP+QduWu+cgsMxQwiKDooQlvR5YXMJVr1QRdd4/PCWBGFfsto49J7TmOLIMcA5f7acUf/AaRR+8SvGHr1G0dD4Waevz0si46TQeehZNe58EgaIsBDvEtLUQeutxQi/cS+jN/2LhVpp3PZr1p12liQ9EhrDS/95C1d9/kthv3v1Y1n3jt+Dr38DHwOK3GHnVcfhamwAIT9mWtRf+G1dSnpF4JcNiUUb84TuUvDQncWjDUd+n5Pm7Caz5xCsSKqP2/DsIb5ax+n1WKWGRQVHCkn6vrCzmgueraQh7/wD5zPGDHer5wuZNOY4sC8KtFC19O94K43Un89d+1mPxyOgpNBz7Q5p3P1aD92NRit99jpIX7iX0ykP4mjd0KxKtHs+6r99A29Z75yBAEdkYoZfmMOL/zsbidamWbfej7vu3QKB4QPcJvvk41TechsXXZfHu81d9+TPUOEflrRdR9vjfEoc2HP19Go77Ef6VSxh55bEdU12XVrH2gruITNkmV9GmjRIWGRQlLJmxeH2AHzxbzfLGjrEbJ81o4LvbbcA/hGYQSwdf7XKv9aV9PMyS+Z1WcgYIT9ichuPOp2XW4f3+prEgOEfRR29Q8uK9hF6ak+jq0ZeGg7/OhhMugOKSvguLSM4Vv/0UNdd9BYuGAWjbdCdqf/wvXHBwiw6XPPkPRtxyfmK/6fNfYv1Xf9VntzLJH+X/voaKuTck9hsPOJ36L/8i8R4GPn2fmquOw7+hFoBoRQ21F9075MctKWGRQVHCkjlrW3yc/2w179R2fHu2zyYtXLrrOkoCw/ezZK1NlP73FsofvAlfY12nc+Ep27DhuB/Ruv0BBf0Pb+CzRYRevJeSF+4jsGpJyjKRMVNp3v1Ymnc7hsDyD6i65fzEP1wA4QkzWPfN3xXEN24ihazoozeoufoLHd24JmzO2p/ciyuv2aj7lt9zDRVzbkjsbzj2PBqO+cFG3VOyo3TenxJrngE073YM6876Xbcv7AJL32bk1Sfga1oPQHTEWNZedC/RsVOzGW5aKWGRQVHCklktEbj0pRE8+WnHN+FbVbfxq73qGFkyRGcQSxNrqqds3p8oe+RmfC0Nnc61bTaLDcf/mLaZe+UouvTz1X5GyYtzKHnxXoqWvp2yTLRqDM27Hk3L7scSnrZ9p6TNt24VVX85j9Cb/00cc/4iNhx/Po2HfUtd6kTykH/5B4z8xTEd35LXjGfNxXOJjdxk42/uHFX/71xKn/1X4tC6M6+nee8TN/7ekjElz97FiD+dk9hv2W5/6s65pccufUUfvErNtSfha2kE4pMtXHTPkJ2IRQmLDIoSlsyLOfj9WxX8Y2HHoMhxpRGu27uO6VUFMoPYRrCGWsofvImy//4Fa+vcVax15l5sOP7HQ3awoTXUEfrfg5S8eC/FC19M9F1PFiupoOVzR9C827HegnG9JR7OUfrkbVTcfim+tubE4dYZu7L+G78hOnpSJn4MySXnCrq1sZD5apcz8oqjCKz9FIBYWTVrL74vvV16Im3UXPcVggueBsD5A9Seeytt2+6bvteQtAm+No/q356ZGH/UtvnnWHv+P6GProHF771Aza9OSXSnjoyd7iUtI8ZkPOZ0U8Iig6KEJXv+/UEpv369klh8BrGyohhX7VHHLmP7nlVrOPCtW0X5A7+h9Inbus001rL9gWw4/kdDovuTtTYRfP1RSl64l+D8JxN91pO5oiAt2x9Iy+7H0rLd/lAcGtBr+Fd8yIibv0fxR68njsVC5dSfejnNe31RFdyhLtJG6TN3UvbwH7DWZhoPPIOmA0/HlVT0fa3kBWuoY+SVx1H06ULAm9699oK7CG+6U/pfq3kDI688lqJl73ivFSpj7UX3Dom/l8NJ8bvPU/PrU7CwN2toeNJMb4a3sqp+XR986wmqbzg98W9KeOKWrL3w7o3uWphtSlhkUJSwZNfzy4Nc/MIImiJeP1W/OS6YtZ7Z05v7uHL48K39hIo5N1DyzJ2Jb6HaNX9uNg3HnZd/gw4jYYILnvaSlNceSfRVT+bMR9vMvWje/VhaZh2GK63cuNeMRiifeyPlc2/o9P+peefDWX/6L3EVIzfu/pJ9kTAlz/6L8vtvTExp2i5WNoLGQ75O44Ff7XcFR3KktYmRSYsAOn+Auu//LaMLAPpqlzPq8iPx1y4HvLEOa356/5DtNlRoAovfYuTVX0h0f46Mmcran9w34BaS4CsPU/37b3S00Ezdzpu8YWP/PckiJSwyKEpYsm/RugA/eKaG1c0dXX9O27KBs7bdgE9fjCf4V3xExX2/JvTifZ26Ujnz0bzH8TQc8wOiY6bkLD5rqqdo6XxCLz9Ayctz8TXUpSzXtulONO92DC27HJWR5vuiD19nxM3fJbDyo8SxaNUY1n/tOlq33z/tr7dRYlGIRqAomOtI8kskTMnzd1M+90YCq5f1WjRWUkHjwV+j8eCv48qrsxSg9FskTPVvvtZprFndN39Hy+7HZfylA5+8x8hfHIOvqR7wJuZYe/F9OVu7KbBsAWX/vYXgW08QnrotTfufRus2+wyvmSBJMY5pxFjWXjyH6OjJg7pf6IV7GHHzdxP/LrZttjO15/8TFypLW8yZpIRFBkUJS26savJx3rM1vL+uY5DdgZOauWSXdQQ1drqTwCfvUXHPtYRefbjTcecP0PT5L9Fw1DnEaiZkLoBImMCKjwh88i5FH79L4JN3CXz8bqJfespLxm9G8+7H0bzbMVmZzcVam6i44/JO8/kDNB5wGvUnXtJn/+iMamsh+NYTlLw8l+Ab/8HX2kQsVE6sYiSxypHEKmq85+2PypHd9gc79Wvei0Yoef7flM+5gcDqpZ1PVdTQeNi3iJVXU/7A77rNJhcLldF0wBk0HnoWsUq1puWFWIyqP32f0ufvThxaf8rPaTr4zKyFUPzuc9Rce3Ki21DrlrtTe97t2fuSIBIm9OpDlP33Forff7n76TFTadr/KzTtfeKwSLh9az9l1BVHJ9Yji5WNYO1F9xCZuOVG3bfrtNatM/ei9txbB9y9OBeUsMigKGHJncawccmLI3h+eccfmG1HtnHtXrWMCOqz1lXR4jcp//c1hOY/0em4KwrSuN9XaJz9XWKVowb/As7hW7eSwCfvUfTxOwQ+fo+iT94h8NkH3cbUpBKtGU/zbsfQvNuxRCZvnZNxJME3H6Pqzz/otJ5LZNx01p31O8LTd8heIOFWgm8/RclLcwm+/mi3WeAGyhWHiHZKYkZ5iU7X5KY9wQmV5/c4nmiEkhfupXzuDQRWLu50KlZWTcPh36TpwK92fGMajVDy4n1e+RUfdS5fXELTAad5yU3V6Gz9BJJCxT8vo/yRmxP7DbO/x4YvXJD1OEIv3EP1H76T2G/e9WjWffP3GW3Z8K1bSekTt1H65G2JxQ5744pCNO92NE0HnO7NiFiAbMNaRv3iWALLPwDi45h+fCfhzXZOy/1LH/1/VP3jp4n9lu0PpO57/2/AC5FmmxIWGRQlLLkVicENb1Ry9wcdTbkTyyNct3ctkyuivVw5fBUtfImKf/+S4MIXOx2PBUtpOvhMGg77Zp9dIKy1icAnCwl8/A5Fn7xH4ON3Kfrk3R67daXi/EVEJmxO22azaNntGNpm7JoXXR189WupuuV8Qq89kjjmfH4ajj6XhtnfA3+gl6s3QqSN4IJnCL18P6HXHkl0S+nKmQ9zmZ3SOxYspW2rPWnZ8WBadzw4fyrysSglL9xH+dzruyceZSNoOCyeqJSU93h96KW5lM+9kaLP3u90yhWFaNrvVBoOP5tY9bhM/QTSg7KHbqLyzisS+037nMz6M67NWeJc9uDvqPzXlYn9hsPPZsOJF6f3RZyjaNH/KPvvLYReeRCLdp710vkDtOx8BM17HEfxu89T+vQdifVEkrVN35GmA06jeZfZBbMYrjU3UPPLEyhe/Cbg/XtRe+7f0j57W9n9v6Hy7qsT+82fO5J137opc3/n00AJiwyKEpbccw7ueL+M37xZgcP7x62yOMY1e9ayw+juM0wJ4BzFC56m4u5fUrz4jU6nYqWVNB76TRoPPhMXLMG/ammiK5e3fQ//qiUppxjuSbRmAuFJM4lM3JLwpK2ITNqKyLhNe5w3P+eco+SZO6n8xyWJufsB2jadxbqzfkN07LT0vE4kTPG7z1Hy8lxCrz6Cr3Fd6mJjp9G8y1G07DKbyKStsKb1+DasxVe/1ttuqMVfvyb+vPNx34a1/Wrh6okzIzx9J1p2OpjWHQ/xJmzIdiUynmhUzLk+8W1r4lRpFY2HnkXjwV/r/yxgsRihVx+ifM4NFH38TqdTrijodZU84tvpWetD+lTy9B2M+HPHgo0tsw6j7ts357bS6ByVt17UqZvo+i//gqYDz9j4e7c2UfLifZT99xaKli3odjo6YixN+32Zpn1PITZibOfrXppD2X//StHS+d2ui5VV07TPSTTt95Wcjk/caG0t1Fz3ZYLvPgd4f4PWfev/aNn1qIy8XMXdV1N+/28S+017nsD6M6/Piy/QUlHCIoOihCV/PPVpkJ++WE1r1KtMFfkcP/ncOg6d0tLHlcOYcwRff5SKe67tVnGLlVZikbZua7v0JhYq75SUhCduRWTiFjkbtLqx/KuXMeLm71K86H+JY7FgKfUnX0bzPicPruIejVD83vOUvHQ/oVcf6rFVKjJ6Mi27HEXzrrOJTN5m8EmCc1hLQ1ISs7ZLYlPb/Vhbz7PuRcZMpWWnQ2jd8WDaNv9cZiuVsRih/91P+X3XUfTZos6nSitpPOQbXmI92Bl+YjGCbzxKxX3Xd6sAOn8RTZ8/icYjvqP1eTIo+PqjVP/ma4lZm1q33J3aH/4jP8YSxKLeBACvPwp4rZt13/t/tO506KBu51+1lNLH/+a1lKT4cqJtxi40HngGLbMO7/3LHOco+uh1Sh/7GyUvz01M85s4bUbrdvt7g/S3229oLYobjVD9u290auFed/o1NO93auZe0zkqb/8ZZY/+v8Shxv2+Qv1pV+Vl11glLDIoSljyyzu1RZz3bDW1LR1/oL+x9QbOmNmQj3938ke8Ylhxz7Xdutqk4sxHdNz0eGIyk/DELYlMmkl01MS8/AO/UWJRyh66iYp7ftVpTZiWHQ5i/Vd/1b/uUrEoxQtfIvTSXEKvPIh/w9qUxSKjJtKyy2xadjmK8NTtcvb/0r/iI0Jv/Ifga/Mofv/lHrugxcqqadn+AFp3OpjWbfbtuSvWQMVihF550EtU4utwJE6VVNB48Jk0HvKN9E1P7BzBNx+jfM71ndbmAa9bTvOeX6DhyO9lZQKI4aTo/ZcYec2XEov5hSfPZO2F9+TXFLOtTYy8+oTE74UrDrH2grv7vx5MLEbxgqcp++9fCL75WLeWaVcconn342g84PRBrftiG9ZS+vQdlD5+K4E1H3c7Hxk92Wut+fxJ+T9Vu3NU/fkHlD5zZ+JQ/RcupHH2d7Pz2recT+lTtycONRx6FhtO+mne/ZumhEUGRQlL/vms0c8Pn6lmcX3HN1RHTG3iglnrKRpCXzTlRDRCyXN3Uz7nusQ6FtGqMV1aTbb0ugUVSF/p/gosnc+IP3yn0zf90YqRrP/qr2jd6ZDuF8RiFC36n9fd638P4l+/KuV9ozXjaf7cbFp2PYrw9B3z7h9Ha6gl9ObjBF+bR3D+EynXyAFwgWJat9qT1h0PpmXHg4nVjB/4i8VihF592EtUPnm386lQuZeoHPqNzLXYOUfx209Rcd91iTVAEqd8fpp3P46G2d8lOn6zzLx+u7YW/LWf4l/zScdj7adewuzz43x+8PvBkp63H48/XPw8/gDO54sfT3ruD+DM57WQ+fzx4wFcccibkKHcm33OlVZm5HcysOwdRl51XGKsVmT0FNZePCcvVx731a9h5M9nJ2aii1bUsPaS+3vtGmqN6yl57i7K/vvXTlOmt4uMnkLTAaelb7avWJTgW09Q+vjfCL71ePfEqChI8+dm03Tg6Xn5dwbnqLjj550nXch2whCLMuKP36PkhXsThzYc8wMajj0vO6/fT0pYZFCUsOSnDW3GRS9U87+VHVNRzhrTyi92r9MMYv0RCRNYtYRYefXGzRxWaNqaqbzrqk5dB8AbIFx/8mW44hKKPnyVkpfvJ/TyA/jXrUh5m+iIsbR87kiadz2K8Kaz8ravdDdtLQTfe4Hga/MIvf5ojz8feAuyte50CC07Hkxk0szeKx3OEXz1ESrm/Dqx2ni7WKiMpoO+RsOh38jeitTOUfzuc5TPuZ7gey90PmU+WnY9iobZ5xCZuMWgbm+tTfFE5OOO7dpP8K/51HveQ3KbC85f1JHAJE+jXd51lrn249V9dhP0r17GyCuOTsyGFa0azdqfzMnrFiz/io8YdfnsRBfOyJiprL3k/m5TYgc+fpfSx/5KyfP/Tpnct2y7H00HnpHRrlr+lUsoffLvlD51B77G7l1Ow1O2pfGA02je7ZjcTtmepOz+31J591WJ/aa9T2T9167LfmIVjVD9+7M6LQNQf+LFNB5+dnbj6IUSFhkUJSz5KxKDX75axf2LO/4gF/sc+09q5ujpzewwqi3vvmSSoaH47acY8adzO1XYI6MmYrFYYr2ArqJVo2nZ+QhadjmKthm7DJ0kpSfOEVgyn9DrjxB6/dFuiUayyKiJiZaXti127+if3z6G6r5fU7T07U7XxIKlNB34VRoOOyunXVmK33uR8rnXE1zwTKfjzoyWnY+g4ajvE5k8s9M5a1wfT0Dak5FPE8lJYM3HA5pNbyiKlY3osj5Q5+flc65PTEcdK6lg7YX/HlR3qGwr+uBVRl59QqILW9umO7H2x/8CfxGh1+dR+t9buiW44I23atrrRJoOOI3ouOnZC7itmZKX76f0sb916+roxVVF094n0rT/V7IbVxelT/ydqr/+OLHfstOh1H3nj7mbdCHcSvWNX+20BEDaJlxIAyUsMihKWPKbc/C3d8v4w9vd+0RPqYhw1PQmjpjapFYXGTBrqKPqbxdQ8vL9PZaJVoz0kpRdZ9O2xW5Da/DrAPnXfELwda/lpfi9F7pN0douVlpJ67b70bb5zpQ8exfFS97qfL64hKYDz/DWRcmjBR2LFv2P8jk3dFvHCLxvzQkUxbtufdLjlNT95Xx+ojXjiY6cSHTUJKKjNiE6ciKuuASLxSAWgVjUG6gef1i0/XkkXibpebRr+Zj3/rgoRLvcp7Wp80QMPXQBTAdXFKT2h/+gbas9MvYa6RZ85WGqf3dmxyrpm+6Ev3Y5/rrl3cqGJ25J04Fn0Lz7cTlfRb1o8Ztey8+LcxIJV7LWbfahae8Tadt8Z2I1m2StZSP00lxG/N+3Ev8/82YBx9Ymb6aypAR03deuo/nzJ+UwKI8SFhkUJSxDw9OfBvnLO+W8V9d9Qagin2OfTVo4ZnoTO41pw6dWF+kv5wi9cC9Vf78oUUmNlVXTsvPhNO86m7Yt98jr+fwzxZrqCb71OKHXHyX41uP9qsC74hCNB5xO4+Fn53U3xKIPX6d87g2E3vjPoO/h/EVER25CdNRE75FITOLb6nH583vT1pyUwNQmnvvbZ5RrSEpu6mtTdkFKxZmPuu/8idadD8vwD5B+pf/5C1W3pV6Txfn8tMw6jKYDz/C+pMizZnxrqKP0mTu9QfqrlqQsE60aTXja9oSn70h42g60Td8+I90xi+c/Sc31pyUmM2mbtj21P74rfZN3bCRrbqDm2i9R/OGrgPc7u+5bv6dl16NzGpcSFhkUJSxDy3t1AeZ8VMq8pSU0Rbp3yZlYHuGoaU0cMa2ZkaHMLs4nhcNX+xmh/z1IdPxmtM7cK3/Xl8mFSJjihS96ycvr8xKTObRzRSEa9/+Kl6jk4YDrngSWzqdizg2d+rq3c0UhoqM2ITJqUudWkvh+bMTYod8lsCfRCL7GdR3TaDfUdplSuxZrbaLp8yfROmvoJSvtKu74OeUP/yGxH60cRdO+p9K036nEaibkMLJ+isUIvv0UpY/9leCb/+1zXa3I6CmEp+9AePoOtE3fgciUbXEbMf6l6INXqPnliYkp1CPjN2PNT+7Nu5nMrHEdI68+IbFejvMHqPvu/6N1x4NzFpMSFhkUJSxDU1PYeOzjEPd9VMqC2u6tLn5zfH6TFo6e3sQuY9XqIpIWzhH4+F1vzMuSN4mM25TGQ77eeXG8ISbwyUKK33+JWNmIRCtJrHJU3n2zLmkWi1H20O8pWvI2LTsdQsvnjoCiYN/X5SH/6o8peeYOihf9j6KP3sDX0tDnNc583uyR07anbfqOhKdvT2STLfv1ZU3gk/cYeeVxibVoojUTWHPxnLxdqNVXv5aaq45LzBDpAsXUnvs32rbZJyfxKGGRQVHCMvQtWue1ujyytISGcPdvPceXRZg9rZkjpzYxplStLiIiUqBiMQIrPqToozcoWvyGt122AIu09XmpKwoRnrI14ek70jbNa42Jjp3WKXn3r1rKyF8c0zFDXMVI1v7k3sxPFb6RfHUrGHnlcYludK44xNrz/kl4i12zHosSlo1kZuOAC4EjgU2A9cDLwA3OuccGcb/JwHHAAcD2wFigDfgIeBi40TnXfZSbd+1UYHE/XuZzzrlX+i7Wa5xKWApESwQe/6SEOR+V8uaa7q0uPnPsOb6Vo6c3sfu4VvwF2qNDREQkIdJG0cfvesnLR69TtPhNAp+932c3MvBmIvPGw+xAePLWVNx1VaLSHwuVs/bCu4lM3S7DP0B6+Nd84iVb8ZkgY6Fyan/8L8LTd8hqHEpYNoKZbQc8DrR3PqwHygEf4ICLnHNXD+B+k4ClQHKbej1QBrRPs1MHHO+c6zZlS5eEZWUvL3WIc+7N/sbVQ6xKWArQ4vUB5iwu4aElpdS3dc9MxpREmT2tidnTmhhXplYXEREZPqy5gaKl870E5qM3KVr8erfxab1xRUFqz7udti13z2CU6edf8REjrzwW//rVgLem1qprn8/qQspKWAbJzEqAd4EpwOvAl51zC8ysEvgp8MN40UOcc4/2855T8VpSHgL+CjzmnKszs2K8FpffA9PwkpgtnHMrUly/GMA5l9GOxEpYCltrFJ76NMR9H5by2uru/ZMNx27jWjlm0yb2HN9KQK0uIiIyDPnq13TuSrb4DfwbaruVcz6/N3B9p0NyEOXGC3zyHiOvOh7aWqj7/i20bf35rL6+EpZBMrPvA9cDDcCWzrlPu5y/FzgG6Pf/XDOrAqb21PphZlviJUch4FLn3GVdzk9FCYuk2bINfuZ8VMpDS0qoa+2+nsbIUJQjpzVz4KRmpldG1GVMRESGL+fwr/m4U1cy34ZaGo47j5bPHZnr6DZKYMlbWGuzxrAMJWb2P2Bn4I/OubNSnN8DeC6+u5Vz7r00ve4TwL7A/c65o7qcm4oSFsmQcBSe/izEnI9KeXll6llhSgIxtqwOM7MmzNYjw2xd08aYkpgmDhIREZFBy0bCkierQKWPmVUA7f/Deqqxv4g3AL8K2B9IS8ICrI1vC3fpaMlLRX44YFILB0xq4dMGP3MXl/LA4hLWtnT8KjZHfLy+OsjrSd3IRoaibF0TZmZNGzNHhplZHaa8uPC+xBAREZGhq+ASFmArOgbGL0hVwDkXM7OFwC7AzHS8qJkFgD3ju2/3UfYFYGugCFiB19rzB+fcswN8zVd7OLXlQO4jhWWT8ijf2nYDX996A88tD/LI0hLmrylmTUv3PHpti5+nP/Pz9GehxLEpFRG2jicwW9eE2awqTJFScBEREcmRQkxYxic9/6yXcu3nxvdSZiC+DYwDYsCtfZTdDa+FB2Bq/HGKmd0InOsKsZ+eZF3AB/ts0so+m7QCsKrJx4LaYt6pLWLB2iLeqyuiKdJ9UMvSDQGWbgjw0FJvv9jnmNHelaymjZk1YSaWR9WVTERERLKiEBOWsqTnzb2Ua4pvyzf2BeNTKF8Z3/2dcy5Vy04LcBNwB/C6c67BzAzYEbgUmA2cA6xKuleveuorGG952WkgP4MUvjGlMcaUtrDfxBYAojEvOVmwtshLYmqL+XB9gGiXIVZtMePttcW8vbaY9o9XZXGMmTVt8e5k3qM6pKmURUREJP0KMWHJ6ve+ZjYeuA8oBV4FfpyqXHya4293OeaA14CjzOxfwAnARWZ2k3NuXQbDFsHvg+lVEaZXRZg93cvtWyKwcF0R76yNt8TUFvFZY/c/E/VtPl5cEeLFFR1dycaURBlfFmVsaZRxpd23GhsjIiIig1GICUtD0vMSYEMP5UpTlB8QM6sBHsVbf2URcIRzrmWQt/sxXsJShreuy78HG5fIYIUCsP2oMNuPCieO1bX4eLfO60a2oLaId2qLUy5cuarZz6rmnge7lAZi3RKZsWUdx8aURLVmjIiIiHRTiAlL8riVCcDCHspNiG+XD+ZF4uuyzAO2AZYBBzrnelvBvlfOucVmthoYDUwf7H1E0q06FGOP8a3sMd4bC+McfNLg55148rKgtoj364poi/XeuNkU8fFRvY+P6otSnjcco0piXiLTQytNZbHT2BkREZFhphATlvcAh9c1bGtSJCxm5gO2iO++M9AXMLMyvBXvd8ab5etA59yywQacfOv4Vn1nJG+ZwaSKKJMqohwyxWtQDEdhRZOflU3+btv2563R3jMNh7G62c/qZj9vr01dJuh3jAxFqQnFqA7G4tvO+zWhGDXBKBXFDp+SGxERkSGv4BIW59wGM3sF+BxwEHBPimK74q3BAvDYQO5vZiXA/cAeeOuuHOicWzT4iBP3nQaMiu8u2dj7iWRTkb8jiUnFOahvs16TmjXNPlwfQ9Bao8ZnjQE+a+w7Jr+5pCQmmpTgpD6m7mgiIiL5qeASlrjb8RKWU8zs5865rt2+zotvX3XO9dRlrBszK8ZLgPYD1gEH9zAjWKprrY/pittnBmsGHu9vTCJDgRlUBR1VwQhbVEdSlglHYXVLUiLT6OuW3KSahrknUWesafHH159J3Q0tWWVxRxJTVRyjothRVhSjvMhRURSjrMhRUeztlxd1bMuKnJIdERGRDCrUhOVm4PvAFOABM/uyc+4dM6sALgGOi5e7KPkiM5sKLI7vnuGc+2vSOT9eInQo3kD+w5xzrw0gpifN7BG81pl3nXPR+LTGOwA/BY6Jl/ulc652APcVKQhFfphQFmVCWc+tNI1ho7bVR22Lj9pWP3Ut3vO6rsdafTSGB5ZF1Lf5qG/zDap5szQQT2h6SWzKixzlPSQ8pQGNzREREelJQSYszrlmMzsar7vXTsACM6vHW3PFhzdG5CLn3KMDuO2ewPHx50XAfdZzDeNj59znuhybgteKciUQjsdTijeTWbvfAT8fQEwiw4YZlBc7youjTK6IAuFey7dGiScvqROb5P11rX13R+tNU8RHUwRW9zJLWm985igLdLTolCUlM8nJTWmKZMcrH6Ms4PCrpUdERApQQSYsAM65N81sG+BC4EhgE7wxJy8D1zvnBjR2BS/RaReKP3qSamrj8/HG1OwCjANqgDa8SQGeA/7onHtpgDGJSA+CfhhXFmNcWd8LWkZjsK7Nl2id2dDmY0Ob0Rj2sSFsNIR9NIaNDe3bNh8NScc3JtkBiDljQ/z+G6O9pac8kfjECPq9yQqCfkexz1Hc/twPwU773rFQUjnvXIpyPtQiJCIiWVOwCQskFms8J/7oT/kl9LDwpHPuyZ7O9fPedwF3DfZ6Eckcvw9GhmKMDPWd3HQVc9AUNhqSE5qwj4awj4Y2L6lpT27a9zeEvWSo/XhfM6j118a29AxEsa8jgWlPiEJ+RyjQvk+3YyF/l20g6dqkMqH49e3HNNubiMjwVtAJi4hIpvkSXdUc4xh4wgMQiXnjc5KTm8YuSU1D2Loda7+mMWIDHrOzsdpi5q2903vPvLRob/EJ+BwB8xJMv3mTHfjN4TcI+Lyt3wcBc13KdBzruu10rTmKfFAUb2Uq8kGx31Hk6/l4cfx4e5lin4vvo0RLRCRNlLCIiORYwNc+i1rqCQf6I7mlJzmJaYkabVFoixqtUfO2sfbn3vG2+H77sdb4sfZrWqMkyrRFjXAfi4SmWyI5GmICPi/BCSQlMsU+4smNd7wokYyRSHqSr0skSz7X6XzimL/jeaDLvdsTvED7vqU+7jd18ROR/KaERUSkACS39DDIlp7+ijkSiU17ctMS8Z63RJO2ES/ZSRyLdDkf7bgu1bH2/aEqEjMiQyTRSm6x6ivZ8ScdB28GP/B+L9rn7o85w8XPpdrGnPf/xcWva79PDHDxc+33M+iUhHUkbV4syYlcpzLW+bh3j+Tn8a11TgIDvu4JZPK55GNqRRPJDiUsIiIyID6DUMAbY9JRRc0M57wZ31qjRtQZUeclAlHnTZYQcUY05q27E4nhHU8897YdZZKvNSLxrXfcKxeOGeEo3jbmte6E40lZOOa1SEXaj8faW5zo9jzbrVAbK+qMaBQ2YqjmsNSe4KVKZoqSkr3khMvwPkMdD4cvfsziXRO9rfdutO8nyuOSyiZd034P2j8HXmLY/jwaM2Ku4zPS07FY0uei/Xgs/nlLLpP8c3SNof3n6rrfHl9PP3t7GR8kfmYAi/+dscR/vE37b2tyC2HyscTz9r9TnY51XNe5JTPp/fR3b71M9R4Xd2k1bX+u1sv0UcIiIiJ5y7KYHKWTc6RMZNq6JESReHLTkeh0OZZ0bSQpiYokJUaRpGvbj4WjnRO2SPy+Edfe8tM5sZPBaU/0hnJLoGSO0ZHg+Lskbr54ktdT8tp+vj0xTXVte/KXnLjuMb6VI6c15/pHTzslLCIiImlmBsV+b3B+WVF+J1ouqYXJa7XqSGr6SnbatX9zbp22rpdzYPEKV+pz3vWGl6Ymx5Oc2EUSCV78XLQj5vYkr1uZpGvDsS5lHd2SwEiPCaKSFOmdw2iLf8mQLaNKYoASFhERESkgZnhdXzq1YOV3kpUPnCPRnbBrMtN12578xOLdq2J43apizhL3cXiJoHPt5zrKtJd3rqNMT9c4iM96B36fS3wD3z6jnt/nfVPfWxlf/HhPx3yWPB6p4+fy4omPR0r6WZPj7uln73Sf+HEgsc5V++t5x0jsJB9rH0/V6bizztfFn3SMt+pIaLu+Z11bLyMxLwGJxLq3fKa6Nhetlz4rzM+uEhYRERGRATIjPmAfQgytLouSHe0tluGoJcYUJSesyclncsKWeNAxxqjbOZd8rqPspPJIrn/sjFDCIiIiIiKSZn4f+PEW0fUoqR2s7K40JiIiIiIiMgBKWEREREREJG8pYRERERERkbylhEVERERERPKWEhYREREREclbSlhERERERCRvKWEREREREZG8pYRFRERERETylhIWERERERHJW0pYREREREQkbylhERERERGRvKWERURERERE8pYSFhERERERyVtKWEREREREJG8pYRERERERkbylhEVERERERPKWOedyHYOkmZmtDYVCNZtvvnmuQxERERGRArZo0SJaWlpqnXMjM/UaSlgKkJktBiqBJVl+6S3j2/ey/LqSe3rvhy+998OX3vvhS+/98NTT+z4VqHfOTcvUCythkbQxs1cBnHOzch2LZJfe++FL7/3wpfd++NJ7Pzzl8n3XGBYREREREclbSlhERERERCRvKWEREREREZG8pYRFRERERETylhIWERERERHJW5olTERERERE8pZaWEREREREJG8pYRERERERkbylhEVERERERPKWEhYREREREclbSlhERERERCRvKWEREREREZG8pYRFRERERETylhIW2WhmNs7MbjSzD82sxcxWmtn9ZnZArmOTzDCz083M9fFoyHWcMnBmVmFmR5nZ5Wb2sJmtSXpPt+zH9cVm9iMze8PMGsxsnZm9YGbfMDPLxs8ggzPY997Mpvbj74Ezs52z+fNI/5nZZDP7fvzf7mVm1mpmG8zsTTO72szG93G9PvdD1GDf+2x/7gPpuIkMX2a2HfA4MDJ+qB4YBRwJHGFmFznnrs5VfJJxYaC2h3ON2QxE0uYA4N7BXGhmlXh/D2bFDzUBJcBu8cdsMzvWORdJR6CSdoN+75Os7OVceCPvLRlgZpOAJUByYlEPlAHbxR/fMLPjnXNPpLhen/shamPf+yQZ/9yrhUUGzcxKgLl4ycrrwDbOuSqgGvg13gfgKjM7OHdRSoY975wb18Nj01wHJ4O2CngIuAz4xgCu+xNepaUWmA2UA6XA6UAL3hcZl6UzUEm7wb73APTy92Ccc+7NtEcr6eCPbx8ETgBq4v+WlwKHA4vx/l2/z8zGpbhen/uha2PfeyA7n3tzzqXjPjIMmdn3geuBBmBL59ynXc7fCxwDvOacm9XtBjJkmdnpwC3AU865fXMbjaSTmfmdc9Gk/al4/2gBbOWce6+H63YEXovvHu2cm9vl/DnADUAzMNU5tyrNoctG2oj3PlHOOafuP0OMmVXhfSZTVizj3QFfB0LApc65y5LO6XM/hG3kez+VLH7u1cIiG+OU+Pb2rslK3LXx7U796fsuIrmXXGEdoJPj24VdKy1xfwTW43UVOW6QryEZtBHvvQxhzrn1vX0LHk9UX4zvdv3yUZ/7IWwj3/usUsIig2JmFXT88s7rodiLeH+oAPbPeFAikkv7xbePpjrpnGsGnonv6u+ByNCyNr71dzmuz33h6+m9zyolLDJYW9ExSGtBqgLOuRiwML47MxtBSdZtbWYLzKw5PqvI22Z2vZlNy3Vgkj3xWYDaW1FT/j2Ieye+1d+DAhWfGao+/jdhsZndZmZ75TouGTwzCwB7xnffTjquz32B6+m9T1Eu4597JSwyWMnT3H3WS7n2c71OiShD1ii85LUJr4/r1sD3gQVmdnIv10lhqcSbVQb092C42w2IxZ9Pxes6/IyZ3aDpbYesbwPj8N7XW5OO63Nf+Hp677vK+OdeCYsMVlnS8+ZeyjXFt+UZjEWy7zPgZ8A2QMg5NxLvPT4C79u0EuBWM/t87kKULNLfg+GtBbgJ+DxQ4ZwbgTfL0Czg/niZc4ALcxKdDFp86YIr47u/c84lt6Toc1/A+njvIcufeyUsMlj6pmwYc8496pz7uXNugXOuLX6s1Tn3ELAH8AFef1etwTM8JP890NSTw4xzboVz7tvOuWeccw3xY84595pz7ijgrnjRi8xsRM4ClQGJLxh4H14l9FXgx12LJD3X576A9OO9z/rnXgmLDFbyKuYlvZQrTVFeCphzbj0d38rsZmajcxmPZEXy57u0x1L6ezBctVd2yvAWp5Q8Z2Y1eAPppwGLgCOccy1diulzX4D6+d73R1o/90pYZLCS+6tO6KVc+7nlGYxF8s9L8a3h9WeVwlYPNMaf6++BdOKcWwysju9Oz2Us0rf42hzz8Lr8LgMOdM6lWslcn/sCM4D3vk/p/twrYZHBeo+OJuCtUxUwMx+wRXz3nVRlpGCpq8Aw4rwViN+N76b8exDXPkuQ/h4MP+1/E/T3II+ZWRnwELAzsAKvwrosVVl97gvLQN77gdw2vt3oz70SFhkU59wG4JX47kE9FNsVqIo/fyzjQUk+2SXp+dKcRSHZ9ER8m/LvgZmFgL3ju/p7MIzEpzkfFd9dksNQpBdmVoI3WHoPvLU3DnTOLerjMn3uC8Ag3/u+7pnWz70SFtkYt8e3p8QHaHV1Xnz7qnNuYYrzMgT1NUWhmVUCF8R3X3bOre6tvBSMf8a3W5rZkSnOfx3vC4xm4N6sRSUZ149pS9vHtDUDj2c4HBkEMysG7sFbCHIdcHCKWaFS0ed+iBvse5/tz70SFtkYN+N9e14BPGBmMwHMrMLMrgGOi5e7KEfxSWZMMbMXzexrZja5/aCZFZvZocBzwAy8Odk1jekQZGaj2h9AddKpEcnn4t0+AXDOvQ78K777VzM7PH4vv5l9Bfhl/Nz1zrlV2fg5ZOAG894DT5rZhWa2jZn54/cxM9vRzO4FToqX+6VzrjZLP4r0U/w9ux04FNgAHOace60/1+pzP7RtzHtPlj/35nVBFBkcM9ser5l3ZPxQPd5c6z68PosXOec0tW0BMbOpwOKkQy14Ay8rgaL4sSbgm865v2c3OkkHM+vvPwzTnHNLkq6rxPsmbVb8UBPe9NbB+P4DwLHOuUiaQpU0G8x7b2ZLgCnx42G8fwdK6TyD5O+A7zlVOvJOfL2sp+K7LcD6Xop/7Jz7XJfr9bkfojbmvc/25z6wsTeQ4c0596aZbYP3TfqRwCZ4/R9fxvtGRX1WC89K4HvAXsD2wGi8Jv9GvCkQHwP+zzmnsSvDjHOu3sz2AM4FvgRsBrQCrwO3AH9ShbUgnY83hmEXvFWxa4A2YCFei+sfnXMv9Xy55Fhya1ko/uhJt+lt9bkf0jbmvc/q514tLCIiIiIikrc0hkVERERERPKWEhYREREREclbSlhERERERCRvKWEREREREZG8pYRFRERERETylhIWERERERHJW0pYREREREQkbylhERERERGRvKWERURERERE8pYSFhERERERyVtKWEREREREJG8pYRERERERkbylhEVERPKGmT1pZs7Mnsx1LIXKzC6N/z92uY5FRKQ/lLCIiOSQme3bXnkcwOO+XMctIiKSLUpYREREREQkbwVyHYCIiCT8H3BTP8rVZzoQERGRfKGERUQkf6xyzr2d6yBERETyibqEiYiIiIhI3lLCIiJSAMxsSXxA/l/j+7PM7DYzW2ZmLWb2mZndbmY79fN+u5nZX83sIzNrMrN6M3vbzK4zs8n9vEeNmV1kZk+b2UozazOzT83sRTO7qj+xmNkEM/uVmb1vZs1m9v/bu/egq6o6jOPfR1EMlcI7XiZKKkpL8ZKmUKKhMVraKGppRiUaXhnNpnIqrew6aSYalqKSWhKFTWmZpU6FNGmS41COlWCggBh4ScUL/fpjreO7Pey9zwFe4HDe5zOz5py919prr73Py3B+Z6291jJJd0ga204bauodUpjEYFzed4ikm/O9ekHSfEnXSBpaU09bM26Vna8p/9qcNy9v71C47ufyfZsmabeSer9buD+LJd0gaddVuBcDJX1R0gOSnpH0pKSZkk6W1Nb3BElH5fY1/t6ekjRb0lclbV9z3KvuX27L+ZL+ImlpzpvY7rWYWXfykDAzsy4j6WPAlcAmhd2DgQ8BYyWdGRGTK44VcDEwsSR7t5wmSBofEdfXtOEY4GpgYFPWjjntB3wGUE0dBwA3A9sWdm8GjAJGSfp2RHyq6vhVIeki4HNNu3cGxgFHSzosImb1xrnaaMsewK+BHQq7XwOMBQ7PbfmjpIOBnwGvLZTbDPgwMEbSyIiY0+JcQ4Dbgeag7ICcjpV0ZEQ8X3H8NsB04D1NWf2BPXM6XdLxEfGrFm0ZCtwGvLGunJn1Pe5hMTPrLnuSgpWlpKBjf2AkcCHwLOmHqiskjak4/iJ6gpUFwBmk4OLdwFeA50lfiqdKOrysAknHAdNIwcqLwGTg/cDewAjgFGAG8FLNdQwGfk4KaM7P17APMAFYmMucK+mQmjraNZ4UrMwETgT2BQ4CJgEBbAlcL2mTqgp60QDSvdk0t+lA0md4AeleDgB+mL/czwCeAc7OZUYAl+Q2DyIFjK1MIwUIVwGHku7xScD9OX80cE3ZgZIGAHeSgpUAbgJOoCfYOYf0NzQQmNFGj9pPgV1IE08cltsyttAWM+urIsLJycnJaT0l0hfjyOkKYPc20uYl9cwr1DMf2KmkzHDgv7nMPKBfU/5uwIqc/xCwTUkd+5ICnwAeA/o35W9H+hIdwBPAXjXXvkvJvrsK1/HvijJvBpbnMjNW874PKZwngCnARiXlvlAoc2RJ/gWN/FU437iS/GsL+UuAXUvKnF4o83j+jLYtKffNQrnhdW3O6aSSMpuSgpFGmdElZS7Nec8AB1Rc91bA33K5P7RoywpgzPr+N+nk5NR5yT0sZmadYwLwQBtp3xb1nBMRjzbvjIjZpC+zAK8n9XoUnUZPz/upEfFESR33AF/Pm4OBY5qKnAVskd+fHhH3VTUyIubXXQRwZlmZiHiINFQMUs/PmloEnBYR/yvJ+w49PUHNw57Wls9HxL9K9k8hBWqQhsmdGRFLSsp9r/B+ZItz3RoRU5t3RsSLwCdIQQSknrZX5KFg4/PmlyLi7rLKI2Ip0Bi2N0LSm2raMjVaDBszs77JAYuZWXdZRhoqVGVK4f3oprzG9sMRcWdNHT+oqeOI/Poo8JOaOlp5CvhFTf69+XUrSa9bg/MATI+I5WUZEfE0qScD1s2zFUEaplXWlueBf+TNZcBvKsrNJfV6QOs2T6nKiIiHST1eAAdL2riQfRjpuRpo/Tn/vvD+XTXlKp+JMrO+zQGLmVnnuDAi1Ea6q6aO2RHxclVmRCyg5xmQdzT2S+oPNH79/lNdIyNiEWlIGcDbC3X0K2zPrOixaNdDLY5fWni/5RqcB+DvLfIb51rT87TjidwrUeXJ/PrPiKibmaxRrlWb/9xm/hbAGwr79ym8n1uYAW2lRE/wBK+eSKCZn1Uxs1IOWMzMusvjbZRZnF+3LuwbtIp1LMqvWxX2bU3P/ysLWTPPtcgvBjMbV5bq3XOt6Xna0W5beqvNrT7rxYX3xb+X7VocV2VATd6y1azTzLqcpzU2M+suteuBZJVTCa/jOmz9a/U5VX3OjUDoZWCvNuppqAyQImJFVZ6Z9W0OWMzMukvlIn0FjV/H/1PYV/x1u506GmWKw5eWkn7Z34i01kpf8EpPj6SNaoaxbb6O2rOqtifNKlel2JNS/HtpTMjQD3g6Ih7p7YaZmTV4SJiZWXcZnp8lKSVpJ9LsXpBmHAMgIl6g54Hud9adIK9cPqSkjpcK2yPaXSV9A1d8PmNQZSkYtrYbsppqP2t6ZqR7Fphb2D+78P59vdoiM7MmfeE/EzOzvmQQcGRN/scL729vymtsD5VUN13wyTV1NGb22hE4tqaObvFw4X3ddNMnrO2GrKZxVRmShgCj8uYdTUO2biUtZAkwMU/aYGa2VjhgMTPrPhdLGty8U9IewKfz5nxWnjb4CnqGOE2WtFKPQV6t/LN5cyEwvanIJNLilACTJA2vaqSknesuYgNxN+k5DoBzy3qVJH0E+OA6bVX7jpC0UjAlaVPgKnqeVbm8mB8RC3M+pN6ja/MxpSQNlHRGVb6ZWR0/w2Jm1jm2k7R7G+VezIsnlrkfeBtwn6SvkaYo7ge8FziPND1tkBZKfKl4YETMkfQNUkDyVmB23r4X6A8cCpxLmukpgPF5KFmxjsWSTgVuIM0qNUvSFOAW4DHS2h3DgDGknqDKL7kbgohYIunHwImke3yLpMtIwdxOpF6mE4GZwIHrraHV7gGm5h61aaTpkIeRFnvcM5eZHhG3lRx7HmldleHA8cA+kq4kTYX8NDAw13UQ8AHSopeT1tJ1mFkXc8BiZtY5JuTUyiP0PEPS7K/AZcBk4NKS/BXA2RHxy4rjzycFJGcDryf1ujRbTgpWbimrICJulATwfdLD5u1e14bqHNK6JMNIz3M0P9PxO+AsYM46blc7jgN+C5ySU7M7gI+WHRgRz0kaBVxHCj6HAt+qOVc702Wbma3EQ8LMzLpMRFxN+jX/R8AC0rMGi4CbgP0i4vKaYyMiJpJ+OZ9KWiByOWmY1xzgEuAtEVG7KnlE3EhaZf1C0i/uS3M7FpB6fS4C2ulN6ngRsQTYn3RND5Lu15PALOCTpJ6pVuumrBcRMRfYG/gy6fN9ljSRwCzgVGB0RFS2PSKeioijgJGkIWIPknpXVpBmnpud9x9N6rUzM1tlql8o18zMNgSS5pF6RK6LiHHrtzVmZma9xz0sZmZmZmbWsRywmJmZmZlZx3LAYmZmZmZmHcsBi5mZmZmZdSwHLGZmZmZm1rE8S5iZmZmZmXUs97CYmZmZmVnHcsBiZmZmZmYdywGLmZmZmZl1LAcsZmZmZmbWsRywmJmZmZlZx3LAYmZmZmZmHcsBi5mZmZmZdSwHLGZmZmZm1rEcsJiZmZmZWcdywGJmZmZmZh3LAYuZmZmZmXUsByxmZmZmZtaxHLCYmZmZmVnH+j9bd0ei5TfEIQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 406 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'],color='dodgerblue',label='training')\n", + "plt.plot(history.history['val_loss'],color='orangered',label='validation')\n", + "plt.legend()\n", + "plt.xlabel('Epoch number')\n", + "plt.ylabel('loss')" + ] + }, + { + "cell_type": "markdown", + "id": "76debe57-04fe-4ad8-ad1c-3faa22383270", + "metadata": {}, + "source": [ + "Above, you want to compare the red line to the blue line. The absolute value is less important. Notice that the red line is relatively flat after about 10 epochs. This isn't much of an overfitting signal, which would be increasing validation loss with more epochs, but it does seem to have converged to some local minimum. \n", + "\n", + "#### Step 8: Check validation performance\n", + "\n", + "Now that the model is trained, let's check the new predictions and generate the performance diagram: " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3146e9ba-e2b8-43e9-b086-825794e321ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'count')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtGFIkSZIk1YohRZIkSVKtrDzsDdCKZbcTrxj2Jky7S96x87A3QZIkaUbxSIokSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWhnJkBIRu0bEhyPihxHx24hYGBHLIuJPEfGfEfG3PepXjYijI+KqiFgUEfdHxCURcWRERB/9HxQRF0bEvRGxOCKuj4iPRMRafW771yNiQUQsjYhbI+KUiHj6OD4CSZIkacYayZACvBH4J+ClwNOo3ufjwGbA/sC3I+IbEbFKa2FErA1cDHwC2AEIYDbwXOCLwHciYuVOHUfEycDZwB7A2sBjwNbAB4CrImKzLrWHAZcAhwCbAEuBzYE3lNoX9/8RSJIkSTPTqIaUS4B3AbsAa2XmWpk5G9gC+FRZ5lXAMW1qv1Tq7gP2A+YAawDzqULDvsAH23UaEW8BjqAKRO8F5mTmWsDuwC3AllQBpl3t9qXvlYEzgY0zcy4wD/gxsCbwzYjYsL+PQJIkSZqZRjKkZObpmfnZzLwiMxc1zb8tM48GvlpmzW+ui4idgIPL5OGZeW5WHsvM0xkLNe+KiI1aalcDjiuTJ2bm8Zm5rPR7MXAAkMDuEbFfm83+ELAKcBlwWGbeXWpvAQ4EbgPm0j5YSZIkSSNjJENKH/67jFtPvXpNGd+Ymd9pU3cysJDq9K8DW9r2BDaiCiKfbi3MzCuB88vkoc1tETEX2KdMfiYzH2upXQScVCZf3c91MZIkSdJMtaKGlOeV8R9a5u9Rxj9qV5SZS4CflcnW60Matddk5p869Hteh9rnUx1F6dh3U+2mwDYdlpEkSZJmvBUmpETEnIjYPiL+jerCdIDPN7UH1QXuANd2WdV1Zbxty/zGdD+1G0bEBm1q78jMe3vUtutbkiRJGhkd71I1CiLiyVTXcrRaCvxLZv5707y1qS5OB1jQZbWNtk1b5m/a0t6ttrH8Pf3WZuaSiLif6rqU1r4lSZKkkTHSIYXq9r93ltfrAqsCjwIfo+koSrFm0+slXda5uIzndKjvp7a1vp/aRv3cNn0vJyIu79C0dYf5kiRJUi2M9OlemXl7Zm6SmZtQXez+18AZVLcQvioitmtavPli9JxAd4366a6VJEmSRsqoH0n5i8x8HPgN8IZy2tRRwFcjYpfStqhp8TW6rKrRtqhl/qKW9m61rfX91HbrezmZuUu7+eUIy8696iVJkqRhGekjKV18rox3BHYqrx8AHiqvOz4Vvqnt9pb5C1rau9W21vesjYjZVKd6tetbkiRJGhkrakhpvkXw0wAyM4Hry7ztlqsY07iz1nUt8xvT/dTenZn3NM1v1G4SEev3qG3XtyRJkjQyBhJSImKLMqw0jppZjbpBbFOLpza9bj516qIy3qtdUUSsDrygTF7Q0tyo3S4iOh0R2btD7c+BR8rrPXvU3s5YmJIkSZJGzqCOpNwM/J7qQvV+PbWpbsIiYqU+nsj+3jJ+FLikaf7XynjriNi3Td0RwDpUd+H6dkvbBcBdVJ/pUW22awfGAsiZzW2ZuRD4fpk8KiJmtdSuCby5TJ5VjvpIkiRJI2mQp3v1CgpTXdewOXBZRPxDeU5KtdLqSM2OEXEm8MYy+3OZ+efGMpl5JXB2mTwtIvYptStFxOuBT5S2EzLzruZOM3MZcFyZfFdEvDsiViv1u1GFmlnALzLz3DbbfSzV0ZRnl743KLVbAN8CtgDub9oGSZIkaSTV6e5ejXDy+BSsa2fgywARsZTqlK61gNWaljkNOLpN7RFU16nsAnwvIhYDKzXVnksVKJaTmV+IiJ3KOo4HPhYRyxh7rsnvgYM71F4dEUcApwCvA14bEQ9QHbmB6qL+V2Xm3V3fuSRJkjTD1enC+cZT1B+c5HoWAIcAJwNXAQup7or1CNUF518Gnp+Zh2fmo63FmfkA8DzgGOBqqmeXLAMuBd4E7N+urqn+yNL/RVThaGXgBuCjwI6Z2e2p8qcDu1EdzbmT6tkutwGnltoL+/wMJEmSpBlr0EdSel47ERGrUB25+ECZdeOkOsx8mOpL/tm9lu2xjk8wwVOrMnPC/WfmZVQhR5IkSVohTUlIiYjH2s0Grul9DfsTJPCNqdgmSZIkSTPTVB1J6ZRExnsR/NnAZye3KZIkSZJmsqkKKR9smT6W6qjISVS35e0kgaVUz/64ODN/N0XbI0mSJGmGmpKQkplPCCkR0bj71b9lpk9HlyRJktS3QV04f3gZ/3FA65ckSZI0ogYSUsqtdCVJkiRp3Or0nBRJkiRJGvwT5yNiPaqHI25J9dT3lXrVZOaHBr1dkiRJkuppYCElItYHPkP1YMJVxlluSJEkSZJWUAMJKRGxNvBTYGvG/6wUSZIkSSuwQV2TcjSwDVVAuQB4ObAhsFJmzuo1DGibJEmSJM0Agzrd6wCqBzWeB7wiM3NA/UiSJEkaMYM6ajGvjD9nQJEkSZI0HoMKKUvKeMGA1i9JkiRpRA0qpNxQxk8e0PolSZIkjahBhZSvUF00f/CA1i9JkiRpRA0qpJwKnA8cGhGvG1AfkiRJkkbQoO7utTnwDuBLwGkR8UrgTOB6YHGv4sy8dUDbJUmSJKnmBhVSbqa6BTFUp30dUIZ+JIPbLkmSJEk1N8gwEB1eS5IkSVJHgwophw9ovZIkSZJG3EBCSmaePoj1SpIkSRp9g7q7lyRJkiRNiCFFkiRJUq0YUiRJkiTVykCuSYmIUydRnpn5hinbGEmSJEkzyqDu7jWfseekjEeUOkOKJEmStIIaVEi5ld4hZU1gg/I6gXvo42n0kiRJkkbboG5BPK+f5SJiPeC1wAeBPwP7ZeZNg9gmSZIkSTPDUC+cz8z7MvNfgRcAmwE/iIi1h7lNkiRJkoarFnf3ysxrgM8DWwJHDXlzJEmSJA1RLUJKcV4Z/91Qt0KSJEnSUNUppCws43nD3AhJkiRJw1WnkLJtGT861K2QJEmSNFS1CCnlLl//THUr4muHvDmSJEmShmhQT5z/mz4WmwWsCzwLOBzYmCqkfGUQ2yRJkiRpZhjUwxx/wvieOB9l/A3gy1O+NZIkSZJmjEGe7hV9DgBXA2/MzEMyczzhRpIkSdKIGdSRlD36WOZx4EHgD5m5sNfCkiRJklYMAwkpmflfg1ivJEmSpNFXi7t7SZIkSVKDIUWSJElSrQzqmpS/iIhVgL8D9gKeCaxXmu4Dfg38GPhGZj4y6G2RJEmSVH8DDSkR8XLgS8CmzbPLeB6wM3AY8MmIOCIzfzjI7ZEkSZJUfwM73SsiDgW+SxVQGrcbvgW4FPhled2Y/yTg3Ih49aC2R5IkSdLMMJCQEhGbUx1BmQUsAf4PsGlmbpmZz8vM3TJzS2AT4J+Bh8qyp0TEkwexTZIkSZJmhkEdSXknsDqwGHhRZn4kM+9sXSgz78rMjwIvLMuuDrxjQNskSZIkaQYYVEjZG0jg05l5Wa+FM/MK4DNUp369dEDbJEmSJGkGGFRI2aKMfzSOmvPK+ClTvC2SJEmSZpBBhZTGXcOWjaOmsezAb4ssSZIkqb4GFVLuKONdx1HTWPaOrktJkiRJGmmDCik/pbq+5H0RsW6vhSNiLvCPVNex/HRA2yRJkiRpBhhUSDmpjJ8MXBIRf9NpwYh4PvBzxq5F+cKAtkmSJEnSDDCQ6z8y85cRcSLV7YS3Ai6KiN9TPcjxLqojJhsDzwae3lR6Ymb+ahDbJEmSJGlmGNhF6pn5rohYAhxNdcTmacCWLYtFGT8OfDwzPzCo7ZEkSZI0MwzqdC8AMvP9wPbAvwM3UYWS5uGm0ra9AUWSJEkSTMPtfjPzOuBtABGxKtC4kP7PmfnwoPuXJEmSNLNM6zNJSii5czr7lCRJkjSzDOR0r4jYICJOLcOT+lj+SWXZL0fEOoPYJkmSJEkzw6CuSTkQmA/slJl/6rVwWWbHUnPAgLZJkiRJ0gwwqJDySqrbDH9jHDVnU11Mf+BAtkiSJEnSjDCokLJVGY/nmSeXtdRKkiRJWgENKqQ0rkO5axw1d7fUSpIkSVoBDSqkPFLGa42jprFsdF1KkiRJ0kgbVEhpXCz/rHHUPLuMb5/ibZEkSZI0gwwqpPyU6ojI2yJitV4LR8TqwFupLrb/6YC2SZIkSdIMMKiQ8uUyngf8v4joeNpXaTsbeGqZdeqAtkmSJEnSDDCQkJKZlwGnUR1NeQVwY0R8JCJeGhHbR8Qzy+uPAjeWZRL4WmZePNn+I2KLiHhnRHw3Im6NiGUR8WBEXB0RH4+ITXvUrxoRR0fEVRGxKCLuj4hLIuLIiOh5zUxEHBQRF0bEvRGxOCKuL++/5zU6EbFrRHw9IhZExNKy/adExNPH8xlIkiRJM9XKA1z3m4ENqQLIJsD7ytCq8aX/h8AbJttpRGwO3MwTL8B/AFgT2L4MR0bEqzLzojb1awMXAruUWYuB2cBzy7BfRByQmY926P9k4Igy+SiwFNga+ADw6oh4QWYu6FB7GHAK1X7Jst2bU30ufx8R+2fmhf18DpIkSdJMNajTvcjMhzNzP+BtwK1UoaHdcCvwtszcJzOXTUHXK5Xx94CDgPUycx1gDWAf4A/AusA5EbFJm/ovUQWU+4D9gDmldj5V4NgX+GC7jiPiLVQB5XHgvcCczFwL2B24BdiS6tS2drXbl75XBs4ENs7MuVSnzP2YKmR9MyI27OtTkCRJkmaogYWUhsz8d6rrTXaiOiJwTBneWOY9tSwzVf4M7JSZ+2bmNzLzz2U7Hs7MH1AFlaXA2sCbmgsjYifg4DJ5eGaem5XHMvP0st0A74qIjVpqVwOOK5MnZubxjdBVTmE7gOroyO4RsV+b7f4QsArVQy0Py8y7S+0twIHAbcDcpm2QJEmSRtLAQwpA+aJ/dWZ+JTM/WYZTy7yc4r4WZubVXdpvAC4tk7u0NL+mjG/MzO+0KT8ZWEh1+teBLW17AhtRBZFPt+n3SuD8Mnloc1tEzKUKTwCfyczHWmoXASeVyVf3c12MJEmSNFNNS0ipoXvLeKWW+XuU8Y/aFWXmEuBnZfLFHWqvycw/0d55HWqfT3UUpWPfTbWbAtt0WEaSJEma8Va4kBIRK1NdIwJwTdP8oLrAHeDaLqu4roy3bZnfmO6ndsOI2KBN7R2ZeS/tXdf0urVvSZIkaWSscCGF6qGRm1Bd3H5G0/y1qS5OB2h7962WttbbGG/a0t6ttrW+Z205inN/h74lSZKkkTHIWxDXTrmD1r+Uyc9nZvNRjzWbXi/psprFZTynZX6jvp/a1vp+ahv1c9v0vZyIuLxD09Yd5kuSJEm1sMIcSSkPcDyH6nbClwP/2LpI0+uJXMzfqJ/uWkmSJGmkrBBHUiJiPaoL0p8K3AS8IjOXtiy2qOn1Gl1W12hb1DJ/UUt7t9rW+n5qu/W9nMxsvXMZ8JcjLDv3qpckSZKGZeSPpETEOlR3xnoG1YMj98zMO9ss+gDwUHm9WZdVNtpub5m/oKW9W21rfc/aiJhNdapXu74lSZKkkTHSISUi1gS+D+wK3EEVUG5tt2x5Xsv1ZXK7Lqtt3Fnrupb5jel+au/OzHva1G4SEev3qG3XtyRJkjQyRjaklCMP3wWeR/VclD0z86YeZReV8V4d1rk68IIyeUGH2u0iotMRkb071P4ceKS83rNH7e2MhSlJkiRp5IxkSImIVYFvUT1g8X5g75Y7eXXytTLeOiL2bdN+BLAO1V24vt3SdgFwF9VnelSbbdqBsQByZnNbZi6kOuIDcFREzGqpXRN4c5k8qxz1kSRJkkbSyIWUiFgJOAt4GfAg8PLMvKKf2sy8Eji7TJ4WEfs01hkRrwc+UdpOyMy7WmqXAceVyXdFxLsjYrVSvxtVqJkF/CIzz23T/bFUR1OeXfreoNRuQRW4tqAKXJ9oUytJkiSNjFG8u9fuwKvK61WAc6qHybd1W2Y+q2XeEcDTgF2A70XEYmAlYLXSfi5VoFhOZn4hInYq6zge+FhELGPsuSa/Bw7uUHt1RBwBnAK8DnhtRDxAdeQGqov6X5WZd3d6M5IkSdIoGLkjKTzxPa0ObNxl2LC1ODMfoLqO5RjgaqpnlywDLgXeBOyfmY926jwzjwQOobpGZRFVELwB+CiwY2Z2e6r86cBuVEdz7gRmA7cBp5baC3u+e0mSJGmGG7kjKZn5E574YMaJrONhqtOqJnRqVWaezdhpY+OtvYwq5EiSJEkrpFE8kiJJkiRpBjOkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWjGkSJIkSaoVQ4okSZKkWhnJkBIRa0XE/hHx4Yj4QUTcExFZhq37qF81Io6OiKsiYlFE3B8Rl0TEkRERfdQfFBEXRsS9EbE4Iq6PiI9ExFp91O4aEV+PiAURsTQibo2IUyLi6f2+f0mSJGkmW3nYGzAgLwG+PZHCiFgbuBDYpcxaDMwGnluG/SLigMx8tEP9ycARZfJRYCmwNfAB4NUR8YLMXNCh9jDgFKr9ksADwObAG4C/j4j9M/PCibwvSZIkaaYYySMpxV3A94EPAkeOo+5LVAHlPmA/YA6wBjCfKnDsW9a5nIh4C1VAeRx4LzAnM9cCdgduAbYEzu5Qu33pe2XgTGDjzJwLzAN+DKwJfDMiNhzHe5EkSZJmnFENKd/NzI0z8xWZeRzVl/yeImIn4OAyeXhmnpuVxzLzdOCY0vauiNiopXY14LgyeWJmHp+ZywAy82LgAKqjI7tHxH5tuv8QsApwGXBYZt5dam8BDgRuA+Y2bYMkSZI0kkYypGTmYxMsfU0Z35iZ32nTfjKwkOr0rwNb2vYENqIKIp9us01XAueXyUOb2yJiLrBPmfxM6/Zn5iLgpDL56n6ui5EkSZJmqpEMKZOwRxn/qF1jZi4BflYmX9yh9prM/FOH9Z/Xofb5VEdROvbdVLspsE2HZSRJkqQZz5BSlKMTjTt/Xdtl0evKeNuW+Y3pfmo3jIgN2tTekZn39qht17ckSZI0MgwpY9amujgdoO3dt1raNm2Zv2lLe7fa1vqeteUozv0d+pYkSZJGxqjegngi1mx6vaTLcovLeE6H+n5qW+v7qW3Uz23T93Ii4vIOTT2fEyNJkiQNk0dSxjRfjJ6TqJ/uWkmSJGmkeCRlzKKm12t0Wa7Rtqhl/qKW9m61rfX91HbrezmZuUu7+eUIy8696iVJkqRh8UjKmAeAh8rrzbos12i7vWX+gpb2brWt9T1rI2I21ale7fqWJEmSRoYhpcjMBK4vk9t1WbRxZ63rWuY3pvupvTsz72lTu0lErN+jtl3fkiRJ0sgwpDzRRWW8V7vGiFgdeEGZvKBD7XYR0emIyN4dan8OPFJe79mj9nbGwpQkSZI0cgwpT/S1Mt46IvZt034EsA7VXbi+3dJ2AXAX1Wd6VGthROzAWAA5s7ktMxcC3y+TR0XErJbaNYE3l8mzylEfSZIkaSSNbEiJiA0aA7BuU9Pc5rbmQJCZVwJnl8nTImKfsq6VIuL1wCdK2wmZeVdzf5m5DDiuTL4rIt4dEauV+t2oQs0s4BeZeW6bTT6W6mjKs0vfG5TaLYBvAVtQPSflE21qJUmSpJExynf3urvD/Etapp8K3Nw0fQTwNGAX4HsRsRhYCVittJ9LFSiWk5lfiIidyjqOBz4WEcsYe67J74GDO9ReHRFHAKcArwNeGxEPUB25geqi/ldlZqf3JUmSJI2EkT2SMlGZ+QDwPOAY4GqqZ5csAy4F3gTsn5mPdqk/EjiE6hqVRVRB8Abgo8COmdntqfKnA7tRHc25E5gN3AacWmovnOz7kyRJkupuZI+kZGb0Xqpj7cNUp1VN6NSqzDybsdPGxlt7GVXIkSRJklZIHkmRJEmSVCuGFEmSJEm1YkiRJEmSVCuGFEmSJEm1YkiRJEmSVCuGFEmSJEm1YkiRJEmSVCuGFEmSJEm1MrIPc5TqYrcTrxj2Jky7S96x87A3QZIkzWAeSZEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUKysPewMkSZI0PLudeMWwN0FajiFF0pRb0f7Du+QdOw97EyRJGime7iVJkiSpVgwpkiRJkmrFkCJJkiSpVgwpkiRJkmrFkCJJkiSpVgwpkiRJkmrFkCJJkiSpVgwpkiRJkmrFkCJJkiSpVgwpkiRJkmrFkCJJkiSpVlYe9gZI0ky324lXDHsTpt0l79h52JsgSRphhhRJ0rgZzCRJg2RIkSRJba2IYVRSPXhNiiRJkqRaMaRIkiRJqhVP95IkqQ+e+iRJ08cjKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKZIkSZJqxZAiSZIkqVYMKTUUEZtExIkR8buIWBoRd0bEdyPiJcPeNkmSJGnQDCk1ExHbA9cA/xvYElgGbADsC/w4Io4Z4uZJkiRJA2dIqZGImA18B1gfuBJ4RmauA6wLfBoI4GMRsffwtlKSJEkaLENKvbwJeAqwCNgvM68FyMwHMvM9wDlluY8NZ/MkSZKkwTOk1MuhZXxWZv6pTfunynjniNh6mrZJkiRJmlaGlJqIiLWAXcrkeR0WuxRYWF6/eOAbJUmSJA2BIaU+tqG65gTg2nYLZObjwI1lctvp2ChJkiRpuhlS6mPTptcLuizXaNu0yzKSJEnSjLXysDdAf7Fm0+slXZZbXMZzuq0sIi7v0LTDTTfdxEtf+tLxbNuUuf2uxb0XkiRJ0pR66ffXmPY+b7rpJoB5E6k1pNRH9F5kSjy2dOnShb/+9a9vnqb+mjUu9r9hCH1rermvVxzu6xWL+3vF4b4eMb++s2PTIPf1POCBiRQaUupjUdPr2cCDHZZrxOBFHdoByMxdurUPQ+PoTh23TVPLfb3icF+vWNzfKw739Yqjrvvaa1Lqo/k6lM26LNdou32A2yJJkiQNjSGlPm4Asrzert0CETEL+Osyed10bJQkSZI03QwpNZGZDwKXlcm9Oiz2HGCd8vqCgW+UJEmSNASGlHo5q4wPjYh2txh+Txlfnpk3tmmXJEmSZjxDSr18EbgFWAs4NyK2hepp9BHxSeDAstz7h7R9kiRJ0sBFZvZeStMmInagOpVr/TLrAapnosyiumbl/Zn58SFtniRJkjRwhpQaiohNgPcB+wJPogoqvwJOyEyvRZEkSdJIM6RIkiRJqhWvSZEkSZJUK4YUSZIkSbViSJEkSZJUK4YUSZIkSbViSJEkSZJUK4YUjVtEbBIRJ0bE7yJiaUTcGRHfjYiX1HG9mpyp3i8RsUVEvLOs49aIWBYRD0bE1RHx8YjYdKrfg/ozHb+DETEnIm6LiCzD/Klat/o3yH0dEVtGxAkRcX1ELIqIheX1qRHxwqnYfo3PIPZ3RMyKiMMj4vyIuDsiHomI+yPilxHxgYhYayrfg7orD/7ePyI+HBE/iIh7mv6d3XoK1j/939Ey08Gh7wHYHriH6sGSCSwEHiuvHweOqdN6Heq1v4HNS122rPPRpun7gD2G/d5XtGG6fgeBz7bs//nDfu8r2jDIfQ38A7C4ad2LWqZPGfb7X9GGQexvYA2qB0+3/lve/O/7zcCWw37/K8oA/G3L/mgetq7bz1A/g0dS1LeImA18B1gfuBJ4RmauA6wLfBoI4GMRsXcd1qvJGdB+WamMvwccBKxX1rkGsA/wh7L+c8pDTTUNput3MCJ2Bt4G/HJyW6yJGuS+joi/B04BZgOfB56WmXMycw1gE+B1wMVT8kbUlwHu738GXkz1JfX9wNyy3tWBVwP3A0+h+nnQ9LkL+D7wQeDIqVjhUL+jDTv5OcycAXgn1T9IDwJPatP+7dJ+eR3W61C//Q2sA+zQpX1rYElZ77HD/gxWlGE6fgepTi/+b6qjZjvhkZSR2tfARlRHQRN437Dfp8PA9/ctpe7LHdrnN/2Orzvsz2FFGICVWqbnMQVHUob5Hc0jKRqPQ8v4rMz8U5v2T5XxzuM8/3FQ69XkTPl+ycyFmXl1l/YbgEvL5C59b6kmazp+B98O7Ap8ITOvnOA6NHmD2tdvofrL6o3AJyaxfZpag9rfG5dxp9/ly5terzGO9WqCMvOxAa16aN/RDCnqS7kArvGl8bwOi11KdZ4iVIeBh7ZeTc6Q98u9ZbxS16U0JaZjX0fEk4APA3cC/zTeek2NAe/rxheZMzLz8QlsnqbYgPf3zWW8U4f2Rr93AgvGsV7VyLC/oxlS1K9tqM47BLi23QLlP6Yby+S2Q16vJmco+yUiVgZ2L5PXTMU61dN07OvPAWsB78nMhb0W1sAMZF9HxPrAVmXy5xHx4og4LyL+HBGLI+K6cue+DSaz8Rq3Qf5uf6mMD4+IYyJiHYCIWDUiDgFOoDoF6D1ZzgnSjDTU72iGFPWr+baw3f4q0mjr9zayg1qvJmdY++WtVBfYPg6cMUXrVHcD3dcRsR9wAPCTzPzqOLdNU2tQ+3qrptd7A+eXceNo6DbAPwJXRcQ2fa5TkzfI3+3PAv9GuWgauD8i7qe6pvDrwA3A/v7Oz3hD/Y5mSFG/1mx6vaTLcovLeM6Q16vJmfb9EhHbA/9SJj+fmW3/aqMpN7B9HRFrUt3l6RGqAKrhGtS+ntv0+v1Uf3F9TmauXdaxD9Vdh54EfLMcMdXgDex3u1z/8E7g3VQ3w4DqxiiN75VrARv2uz7V1lC/oxlS1K/ovUit1qvJmdb9Uh7geA7VBZaXU/3VVdNjkPv6Q8AWwAmZed0A+1F/BrWvm79LPAYckJm/gupUkMz8AdXzU6A6qnLAgLZDTzSw3+1yi/hfUN2C9kxgB6ovqFsB7wO2BE6NiI8Nahs0LYb6Hc2Qon4tano9u8tyjbt4LOqyzHSsV5MzbfslItYDfgQ8FbgJeEVmLp3o+jRuA9nXEbEj8A7gNqqwouGbjn/Hv5eZv21dIDO/B/ymTO7Z53o1OYP8d/wM4NlUtyCen5n/k5kPZeZvM/PjwJvKckdHxDPGsV7Vy1C/oxlS1K/mcxE367Jco+32Ia9XkzMt+6VcbHke8AzgVmDPzLxzIuvShA1qX59IdU3CB4CIiDnNQ9Nyq5V53qZ08Kbj3/EbOy411rZ5n+vV5Axkf0fEtsBeZfKEdstk5n9Q3alxFrBvP+tVLQ31O5ohRf26gepOHQDbtVsgImYBf10m+z21Y1Dr1eQMfL+U6xW+T/XsjDuoAsqt499UTdKg9vVTyvgMqoeAtQ4NJ5Vpf7cHb1D7+veMna/ez52cvNvT9BjU/m6++cEfuiz3+zKe1+d6VT9D/Y5mSFFfMvNB4LIyuVeHxZ5DdeEcwAXDXK8mZ9D7JSJmA98Fnkf117Y9M/OmCWyqJsnfwRXHAP8dfxz4SZns9jC3xheZW/pZryZngL/bzc/B2aLLco0/VDzYZRnV2LD/fzCkaDzOKuNDy4XOrd5TxpdnZrdD/tO1Xk3OQPZLRKwKfAvYA7gf2Ns7eQ3dlO/rzJyXmdFpaFr08DJv3iS2X/0b1L+3/1HGr4iIp7c2RsQrgL8qk98fx3o1OYPY31c1vT6i3QLl1uMblclf9rle1dPwvqNlpoNDXwPVRVM3Ux36uxzYtsxfC/hkmZ9UXzqb6+Y1tc2fqvU6zLz9TXWNwjdK2wPAc4f9Ph0G97vdo88J1TnUc19T/dHzstL+a+BZTfNfRnVKZ1J9YY1hfw4ryjDA/X1eaXuM6jkpG5X5c4D5VEfIk+p0sFWH/TmsKAOwQdOwU9M+fG5L26xx7OuhfUfzXuXqW2YuiYhXUh3O2xm4NiIeoPpHaRbVD+n7M/NHdVivJmdA+2V34FXl9SrAOREd73B4W2Y+a0Ibr3Hxd3DFMcB/xx+PiL8F/ovqRhi/iogHqf4w0bgpwo3A32X5hqPBG+Dv9vyyzm2AY4Bjyv5eq2mZO4EDM/Phyb0LjcPdHeZf0jL9VKrg0dMw/3/wdC+NS2ZeTfUf0L9SXRS3GtVfTL4H7JXVrQdrs15NzgD2S/O/OasDG3cZfBDYNPJ3cMUxwH/H/0j1vIwPAtdQBZQErqS6y9uumXnbpN+AxmUQ+zszbwd2oXqg40+B+6jC6APAFcCHgWdm5pVT8BY0ZMP6/yH8g4YkSZKkOvFIiiRJkqRaMaRIkiRJqhVDiiRJkqRaMaRIkiRJqhVDiiRJkqRaMaRIkiRJqhVDiiRJkqRaMaRIkiRJqhVDiiRJkqRaMaRIkiRJqhVDiiRJkqRaMaRIkiRJqhVDiiSpo4i4OSIyIk4b9rb0KyJmR8Q/R8SVEbGobP+43kNEzG+qm9em/bTSdvMUbvq4tqHOZuLPjaR6WXnYGyBJ0lSJiFWA84HnDXtbJEkTZ0iRJI2SgxgLKP8BnArcU6b/PJQtGrKIOA44FiAzY7hbI0n9MaRIkkbJnmV8J/APmfnoIDrJzPnA/EGsexRk5rxhb4Okmc1rUiRJo+RJZfy7QQUUSdLgGVIkSaNktTJ+ZKhbIUmaFEOKJE2DiDiucaemMr12RBwbEb+OiAcj4v6I+EVEvDEiOv7bHBE/Kev5SZl+ekT8a0Tc2HQnqx1bajaPiONLXwsjYklE/CEiTo+IcV1gHhG7RMRXI+LWiFgaEQsi4qyI2Hn8n0rHPl4WEf83Im4rffw5Ii6PiA9FxAZtlp/X9Nm+sMx+YdOdsf7yuU/hNvZ1d6+I2C8ifhgRd0fE4oj4TUR8KiI2Ke193wUrImZFxBsi4ucRcW9Z33UR8dGIWKfN8vPL+z62aV62GeY1tbf+fG1WfnZ+U35u/hwRF0bEQT22teP7iogXNfX9ojLvVRHx44i4q+zz35Wf6036+FzWj4hPlt+BJRFxZ1nXAc2fw0y8S5q0IvOaFEmaZuWL0o+Bp7c0Pa8MB0fEKzNzSY/17AecBczpssxrgC8Dq7c0zSvD6yPic8A7M/PxHv0dDnwRWKVp9qbAq4GDIuLtmXlSt3X0WP9qwBnAwS1NqwE7l+HtEXFQZp4/0X6mS0T8G/C/WmZvBbwHeG1E7DOO1a0B/BDYq2X+NmU4ICJemJl3T3R7W5UAew6wYdPs1YE9gD0i4tOZ+Z5JdjMrIs4AXtcyf0vg7cDflfd1U4dtfCbV79LGLdu4J7BnRJwMXDLJbZQ0BB5JkaTpdzbVl7BTgL2BXYHXA1eX9r2Ar/RYxxbAmcAy4P3AC4DnAG8G7oPqiATwVaovbUuAjwF/U5Z7K3BbWdfbgY/36G9HqoByH/BO4Lmlzw8CD1H90evfI+LlPdbTzVcYCyjXAf8APAt4CfA54FFgLvC9iNipqe5PwDPLcFmZd1nTvMYwbSLiaMYCygKqz/g5VJ//R4F1gG9QhY9+fInqi/eZwP5UgW1f4LzSvg3wmZaac6je9xea5rV+Js+k+vxabQr8JxDAB6j29a7AW4DbyzLvjoiX9Ln9nXyYKqB8D/g7YBeq34mzmrbj1HaFETGXKrg1AsrXgX3Kdv49cDFwJNXvhKSZJjMdHBwcHAY8AMcB2TS8vs0yqwIXNS2zV5tlftLUfjswr0N/q1CFkAQWA89ts8z6wPVlmceAHdosc3NTf7cBT2qzzE7AorLMzcDKE/h8Xt7Uzy+A2W2W2bdsZwKXd1hP4/P5yST31/ym7VnuMwZOa7zfNm2bUIXCxuexSZtlnkcVMBt9nNZjGxKY32aZWVTPhUngYWCDbj97fbzv5p+vW4HN2yzzV8DSssy3O6yn8XPT7n29qOV9HddhHac2LdPuZ/OEpvZ/bNO+ElVQa+6r7e+Lg4ND/QaPpEjS9Pt+Zp7ROjMzHwbeQPVFHOBtPdZzTGbe3KHtb4Enl9efysxL2/R3L9VfmqH6sturv6Myc7m/umfmlcAny+RTgP16rKedRt+PA4dlm1PdMvNcqnAAsHNE7D6BfqbDYYydXvfuzLyjdYHMvBj4t3Gs85zMPK3Neh4Hji+TqzC1D7F8e2be1jozM39D9eUfqiNDk3El1dG4dj7Z9PqFzQ3l1MD5ZfJ/WpYFIDMfA95EFagkzTCGFEmafm1PXwHIzN9T/TUb4MURsVKHRR+mOm2sk+ZrF07p0t/PgBva1LT6M/DtLu3N76nbepYTEStT/XUdqiMgv+2y+MkT7WcaNZ7V8gDwnS7LLRdUu/hql7bLml5vOY51drMQ+G4ffa5XTruaqDMzs+1NDTLzBqojdLD8+9qV6tS/Xuu4k7FT4iTNIIYUSZp+v+qzfQ7w1A7L3NTuaEOTZ5TxgnZ/DW/ROMrylIhYq8MyV2aX545k5h8Zu1Zh+x79tdqSsWszljvi0+IKxm4vPK3XmYxD47P/n8zsdivkX1Od8tWP67u03df0utP+G6/fZPcbKUxVn93eF1ThuF0fz2h6fXmPdVzWo11SDRlSJGn63dWj/c6m1+t3WObPHeY3rNdnXwDNpyOt12GZftbT2O5O29xJc59d+ylf+u9tU1cn65Zx1zttldOReu3HhsVd1tMcJjodeRuvjv0VU9Vnv/209rFu0+tedzSbsjueSZo+hhRJmn69ntkRfazjsd6L9NVXv/1N1Xrq0s90mNJns6gjP2dpBBlSJGn6bdyjfaOm1/d2XKq7xuk4vfpqXea+PpbppLHd493m5j679hMRqzB2BKXTtg5b4+jIRt0WKtcbrdttGXXUfASq6+fME5/zImmGMKRI0vR7do/2Z5XxQ8AfJtjHNWW8WUQ8ueuS1fM7AG7JzAc7LLNTucC9rYh4EtUzLaC61mI8fs/YaT/P6bYg1e2OGw+THG8/0+XaMt6+hKpOnkn1oMpBG8UjDdc2vd6lx7K7DnJDJA2GIUWSpt/8Tg3lafR7lMkLy3ULE/Hjptf/0KW/3akeBNha02pd4JVd2pv76Lae5ZQL8n9SJl8UEZ1uFgBwxET7mUYXlPHaVA9e7OT107At0HQL3nLr3lFwGdUdyAAOjYi2pwBGxMbAS6dtqyRNGUOKJE2/fSPi0NaZEbEq1e2CGxcJj+c5Gq3OAf5YXh8dETu36W9dxm7pm8Dne6zzMxGxaevMiNgBOLpM3kb3W9d20uh7JeAr7b5MR8Q+jIWhKzLzFxPoZzqczthdu44vX5SfICJ2A946Tdtze9Prp01TnwOVmUsZu4Xz9oz9/P1FRMwCvsjYM2skzSCGFEmafv8NnBERX4yIl0TELiW0/BJ4SVnmG5k54ec7lLtgHUEVPtYEfhoRH46I50fEsyLiLVQP0tu2lByfmVd3WeXVVKdzXRER/zsinh0Rz4uI/wP8nOp2yQn8rx633e20vT8AvlYmXwhcFhGHlc9mj4j4LPCfVP9vPQy8cbx9TJfMXMDYAwrnAZdHxFvL5/78iPgw1dGWBYzdeWqQp2Rd3PT6hIj4m4jYKiKeXoaOp/HV3HGM3Znu4xFxVkS8LCJ2joiDgZ9RHf1rvuX3KJ76Jo2kmfoPkyTNZIcA51M97f3INu0XUj21fFIy84cR8Vrgy1RB5Z/K0OrzwDE9VncV8DngJODENu2PAe8oT4WfqMOpjqQcTPUcjNPaLHM/cFB5yn2dfRx4CtUTz5/E8kep7gEOAr5Vpgf2VPTM/G1EnE31ue5dhmZPBW4eVP+Dkpn3RcTLqE772xB4dRmanUYVVhrXgfn0eWmG8EiKJE2zzPwD1cW+H6a6APgh4EHgEqovtXtlZq/nR/Tb11nAXwGfprqY/kGqU5FuAf4D2D0z397jwX2NdX0Z2J3qiMcfqY5o3AH8X+A5mTmZ09PIzGWZeQjwcuD/NfWxkOqoz0eArTLz/Mn0Mx2y8maqv+T/iOpOZEuB3wL/CuyUmZdRXbcCY9dXDMprqU6J+lXpq+f+ngnK0b9tqX6+b6L62b4HuAh4TWYezthnDIP/nCVNkcj0yKckDVpEHAccC5CZM+U5Hxqgcte128rkEZl5yjC3Z1RFxCnAG4A/ZWavO91JqgmPpEiSNBzNpyZdOrStGGERMZuxu9L5GUsziCFFkqQpFhGzI2KzLu07Af9cJq/KzGs6LavOIuJpXW4/vBLwBWCDMuuMdstJqicvnJckaeqtD/w2Is4BfgDcSHW9xGbAy6hOP5pNdbepo4a0jaPgfcDzI+JrVHfHu4Pqc92B6u52jVtvX8TEbo0taUgMKZIkDcZqVHdyO6RD+yPAmzLzounbpJH011S3I+7kUuDg9CJcaUYxpEiSNPXuoLrF8Mupbn+7IbAesJjqzmoXAJ8rd3rTxH0S+B2wF9UzaTYEVgHuBS6nuvPc1/q5e52kevHuXpIkSZJqxQvnJUmSJNWKIUWSJElSrRhSJEmSJNWKIUWSJElSrRhSJEmSJNWKIUWSJElSrRhSJEmSJNWKIUWSJElSrRhSJEmSJNWKIUWSJElSrRhSJEmSJNWKIUWSJElSrRhSJEmSJNXK/wfylYUMImrZYQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 271, + "width": 404 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')" + ] + }, + { + "cell_type": "markdown", + "id": "227bee36-a9dd-4f7e-861a-96ffb950a6f5", + "metadata": {}, + "source": [ + "Well this looks better than before, and we can see that there is a good number of predictions near 1 (lightning) and 0 (no lightning). Hopefully these predictions align with the correct 'truth' labels. Let's take a look at the performance diagram." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8d0e8ce8-8e1f-490b-a70f-15b0c3eb99f9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6OJ4gKSnJ3UtotGuuuQaVSoXVauXgwYPY7XZ3L6lRznb5ylMlJia6ewmNUltbK78gREZGXtALfGtr166du5fQZLGxsWf9/Ij/pQCwbUrjjtd+Tt3/nSJriNVbiQmwEBtgJfb//x8dYEFzgYWB7nhMTJs2jYULF9KzZ08WL15MbW0tCxcu5KKLLmLAgAEsWbKEyZMnM2TIEDIyMvj9999Rq+te2p1fpzZs2EB5eTkjRoyQT0Z27tzJwIED5a4UCoWCoUOHsnr1aoYMGQLAkiVLaN++PYcOHeKvv/7isssu4/fff2f8+PGEhIQwatQo3n777fO+f6tXr2bDhg0AfPjhh8TENPLspxl06dKFjRs3ttr3GzRoEAqFwiPbkrVUjOMtRDDcSM5BSG5uLp07d673drm5uQDEx8e3yrqEpgsMDHTJ8nhLICy0HLvd7pIZCQkJceNqPIdWq0WhUAB1PyOLxeLmFZ3bzuLAej+uQCJCZ5OD49P/jwmwEKD2vOzYvn376NOnDyqViszMTAC5lCEtLY2MjAwABgwYwLx58zh+/DidOnUC6jbeOYKaiy66yOW4FouFxx57jODgYEaPHk1ubi4HDhygV69eVFZW0r9/fwAyMzPp1asXCoWCXr16yR9TKpX07duXPXv2XND9u+SSS9Dr9axZs0buVCC0Pn+PcUQw3EhdunSRLxfu27ev3geK3W7n0KFDAHTr1q21lyg0kvMZr8lkcuNKBE9hs9nkt5VKpZxZ8xbZ2dnNmh1Wq9Xo9fozSgPsdjtmsxmLxXLBJ5H5+fnnzA43JwkFxbVqimvV7C+r/zYhmrpguXOYiWvbl5MU7NpTt6SkpNWzw5WVlXKgUlxcjFqtlrNyYWFhclbXsa7TSw2cA2IHu93O/fffz9q1a/n888+JiYnh1ltvRaVSMW7cOL766isiIyOBuvvs2NsSGBiIVqulpKQEgPDwcPk173wpFAoGDhxIjx49+OGHHy7oWML58/cYR3STaKTg4GD69esHwPLly+u9zaZNm+T6roZa3Aju53x5p7a2ZeoLBe8hSZJLMOxNtcItJTAwEKVSiclkoqamBqPRiM1mQ6lUotfrMRgMHlu/PqvfSaZ0L+DmjiVcFl9J93AjUXoLCs6d9a2wqDhSoWdJdhj3rG3PzC0JbCsMxJ3llHa7Xc7OO34HDiqVSn7sOj5+rpMUSZJ48MEH+fzzz3nuuee49dZbeeedd/jyyy+ZMWOGfFJV3/dUKBRnfE/nv50LYTAYmuU4wvnx9xjHu9IfbjZx4kS2bNnCl19+ydNPP33GZYJXX30VqKv3begSg+B+zlkSEQwLpwcPzsGGP9Lr9UBd3aBzWYTZbEatVqPT6VCr1QQGBmI2mzGZTB61+WZATP3DICx2KDSpKTBqOFWjId9Y93a+SU2+UU2hUYNVUrh8zZZCA1sKDSQF1fKPDmVcnlDZ6tnhoKAgOQCJjIzEbDZTU1ODwWCgtLRUzuA6blNfLacjOyxJEg8//DAffvghM2fO5KmnnmLBggU8+OCDjB49mpkzZ8plF47jRUREUFpaCtQ9JoxGo3z/Kyoqmtxn2GQysWXLFgYPHux1V2B8nT/HOD77rF9UVCT/c/whA5SVlbl8zvmFMCsrC4VCgUKh4NNPPz3jmJMnT6Z9+/ZUVlYyZswYuel0ZWUl06ZN48cffwRg1qxZLXvnhAsigmHB2elZYUdGzNtkZ2c3y3HUajV2ux2r1XrG56xWK9XV1RiNRiRJQqvVXlAXGUfLr9agUUJCoJXekUaubFvBHaklPN4rn1cHnuTzS4+z9MoMvrk8k5f7n+Ti2CqXTHJWlY5X98Ryy6okvjgSQamp9R4jqamp7Ny5E4C2bdsCdZPhADIyMuQNqtu3b0en09G+fXtMJhN5eXkUFBTIx6moqOCxxx7jvffe47HHHmPWrFl8++233HXXXVx22WV89dVXqFQqOnTogF6vZ8eOHfL3dFwad0y6c3zPHTt20LVr10bfF0mSWLp0KevWreOLL77wqm5JnkbEOM3LZ0/LoqOj6/344MGDXd4/duxYo7sgBAQEsGjRIoYPH8727dvp3r07ISEhVFVVyZeyZs2axRVXXHGhyxdakK/WDKvVasLDw4mMjMRkMlFVVYXJZMJkMtUb2Ah1L87OLxaOEomcnBw58PBXZ8v2ms1mrFYrgYGB6HQ6rFZriz3GHF0iWppKAVF6G1H6GvpG15BbreGn46H8mhOKyVaXNyo1q/n0SCRfHbUzpqOZW7oa6RDashtwBwwYwFdffcXBgwcZMWIEKpWK999/n/Hjx7N3717uuOMOANavX0/v3r3ZunUrd9xxB2VlZQBcfvnlfPvttzz77LO88847TJ06lVdeeYUff/yRW2+9FZvNxvjx4/nhhx+Ij4/n0ksvpV+/fqxfvx6oG837yCOPsHTpUn766SeUSiWjRo3i8OHDFBYWnvGaejabN2+WA+q8vDxyc3PFprnzJGKc5uWzwXBL6dWrF3v37uXFF19kyZIlnDx5ksjISAYMGMDUqVN9ro7G12g0GvkysM1m84rd8c5yc3PPaK+mUCiIi4tjyJAhhISEuFx6rKqqoqCggJycHI4ePeqWoPjEiRMe217NOSusUCj8vkQC6spGNBoNWq0Ws9l81tuZzWYCAgJQq9Xn/dhq7Y10jZVgsPCvbkXcnlLC/7JD+el4KEWmujpps13Jjxl6fszQc3EbM7d2NdI/1kpLXFRwdIH47rvveOqpp7j33nt57733+O6770hMTOT2228nKyuLrVu38tBDD/H111+j1+v54IMP2L17N3PnzmXevHm88847/Pvf/+b1119n8eLF3HzzzfLv7N///rf8/aZNm8Yll1zC7NmzOXbsGLfddhtvvPEG48ePB+Dee+8lJiaG+fPnAzB06NBG3Y/s7GxWrVolv9+vX78mZZWF1uGvMY5C8qRiL0Em+gy3jPDwcC677DKgribu+PHjbl5R050eDLdt25YhQ4ZgMBg4efIkhYWFhIaGEhwcTEhIiNxw32KxsGvXLvbt29fq5SGeGgw79xZWq9UuJxLemBlujo4SarUag8GA3W7HaDSeM8gNDQ3FbDZjNBrP+3t6YjB8OqsdVucF8/2xMI5U6M/4fGq4lVu7GhnV3oymmfdg3nbbbaxdu5Z169bRq1cvFi1aRHZ2NrfffjuBgYGMHj2atWvXsmXLFp566ikOHDjAwYMHWbJkCWPHjuXiiy9m69at8u8oJyen3hOde+65h6qqKr777ju6devGRRddxP/+9z+MRiOff/45iYmJXHvttezZs4chQ4YwbNiwRnWAqKqq4uOPP5annCUkJMjdK5y1Zh/evn37IkmS6DMsACIzLPgZ5xKJ1px21JLS0tLQaDQsXbqUU6dOuXwuNDSUuLg4kpKSaN++PX379kWpVLJt2zaP2vTkLlqtFpvNht1u94kuEs3RYs1qtWIymdDr9QQGBlJbW4vZbK738eI4efCHx5JaCcPbVHJ5QiV7SvV8lxnOxgIDEnXp4MOlap7eEMxbO+zc1NnEzZ2NGJqp4cbs2bO54oorGDhwIPfddx933HEHXbt25aeffuL5558nMzOTt956i/j4eHQ6HRUVFXz22Wfs2rULqHves9vtfPbZZ2f9PqWlpRgMBhISEnj77be555576Nq1K0899RRXXHEFNTU1TJ06lXfffZfIyEjmzDl3DYvdbufnn3+WA+GAgACuu+46n/h7E3yHCIYFvyJJEhUVFQQFBfnEbHWlUklcXBx79+6VNyM5NoBJkkR5eTnl5eUcOnSIiIgILrvsMvr06UNxcTHHjh1z59I9gkKhEDva62E2m1EoFOh0OvR6PVqtltraWqxWqzy2WqlUymOgL/RKg6eWStRHoYCeESZ6RuRxokrD0lNxLD6qw2Sr+7srMip5Z2cgy7K0vDeiggj9hZ8oxMfH8/vvv/PSSy8xd+5clyA0LS2N7777Tr7iddNNN/G///2PSZMmAXDxxRczc+ZMtmzZIn+sITqdjnnz5gF12ej4+HiefPJJ7rzzTvk2KpWK2267jaeffpo2bdqcc+1//vknOTk58vvXXHONGGojeBzxKiD4lZycHHJycuT60A4dOrh7SRckPDwcwCVAOb1VmKOReklJCWvWrGHs2LG0bduW7OzsZusR6ov8eROdJEnyxktHK7WAgAB5Up8kSXLnDedSE3+TGGRh5oBq7u9Vw49HdHxzKIAiY13deUaZmn8uD+H9ERVEBjRPQDxnzhymTZvGjh07MBqNJCUlyVd7HC655BL27t1LUVERarWahIQEFAoFu3btOuPK0em9fSMiIlw2tI0YMYLhw4ezefNmMjMzCQgIoE+fPo2++nD48GE2bdrksjZvf84VfJMIhgW/dPqgBW/l6BYRExMD1N9w3zlQKSoqoqysjIiICJ+4/8KZmloqERQUJA/VOJ2jS4RGo0Gj0aBUKuXL2zabjdra2mbbhOpN2WFnjr7Dd/UwcVtXEz9k6Hl1ayB2SUFmuZp/rqgLiKOaISAGaNOmzTkzsgaD4YxA19F2zVljegQ7JsQNHDiwSessKSlhyZIl8vudOnU6YyS0IHgKsXVaELxYdXU1WVlZtGnThhEjRhAdHX3WjgiOxvu+1FLufFitVjnL6c8cI5fP1UXDYrFQU1NDTU0NFRUVVFZWUlVV5XXdWFqaRgU3dzbxwkVVKBV1j61j5XUZ4sIaz+tf3ZL7JlQqlTycIzQ0lLFjx3ptD2/B94nMsCB4uT179hAfH0/Hjh0JDQ0lMzOTnJwcysrK5FGqjqxfly5diIyMZM2aNW5etfs4D5RQKBRotVq/fJF21AQ7egbX93lwvbLguPLg7ycRpzt9Kt2VHcwoFFU8uT4Im6Qgq0LNqB+bPrVu+63FzbnMejmm0zW30NBQbr31VlauXElaWprc1UYQPJEIhgW/ERISQlxcHJWVlZSXl1NTU//YVm9TWVnJ4sWL6devHykpKfTv35/+/fvLk4iqq6sJCAggNDSU2NhYsrKyyMrKatU1elKv4dN7C/tjIAx1u/olScJisbgEtzqdzuUEwWKxtNrIZW8tlajPqKS6gPiJdXUBsT9Sq9U+OaBB8D0iGBb8RkxMDD169ADqpvI4xo16O4VCgdlsZuvWreTk5NC+fXsSEhIIDQ0lLCwMu90ub6zbv38/W7duPeswBV92eq34udo7eesmunPVDSuVSjQaDbW1tfLPQ6lUyoEwID9utFotGo0Go9EoyiLO4vTsMMAV7c0oqWLa2rrM6/EpjTtWa03dc2iu7LDVahXdWQSvJB61gt/wxR7D8Pcla7PZLHfLAIiMjCQ8PByVSkV5eTlGo5GKigq/vsR9+gZDf50458gKO/oHO8pFHFPnzGazPH5Vr9fLE+laIxj25uxwfQHxiPZmWOumBTXBhQbERqORzz77jD59+tC/f3+/veIieCcRDAt+w3many8Fw0FBQdTW1qLX61EoFJhMJsxmM8XFxRQXt3zNoTc5PSvsjy/YKpVKzt5ptVp5M6Uj2HWeJCdJEjU1NQQFBckT+twx0ltoGTk5Ofzwww+cPHmSoKAgrrzySoYPH96ov4va2lq2bNnC9u3bOX78OHv37sVsNvPXX38xbtw4rr/+evm2JpOJZcuWUVFRUe+xHN9bENxFBMOC3/C1zHCbNm1ITU0lMTERnU5HZWUl1dXVlJeXU1RURGFhISUlJfW2W/NHkiS5/Cx8fQJWQ6USjpZoWq0WnU6HRqPBZrPJJ1L1sVgsPv/zai71ZYc9jdFo5Pnnn+eTTz7BarUSGRlJZWUlb7/9NoMHD+btt98mLS2twa/fsWMH48aNo6CgAKgLZoOCgigrK2PDhg0sXryY4uJi/vnPfwJw88038+uvv551TZdeemmz3T9BaCr/vEYo+B2NRoNerwfqggFv3zyXmprK5ZdfTkpKChaLhaqqKiRJIjw8nM6dO3PRRRcxbNgwevTogUbTTDNhvdzpG+f8tUQC6jJ1lZWV1NbWolAo0Gg0WCyWc544tVYm3TFNUWh+kiRx//338+GHH3LXXXeRk5NDYWEhVVVVvP/++xw/fpwrrrjirBMqv/jiC4xGI7/88gv5+flUVlaSl5dHRUUFK1euZOjQoTz44IN89NFHAKxatYrJkyeTmZlZ77+HH36YP//8069LuAT3EplhwS/4UlY4Pz+fCRMmYDabWbNmDcePH0etVsvZmfDwcGJjY0lISGDQoEEkJyezYsWKBi9R+oOmbpxz5q2b6M7F0W/abDaj1+sbDIQVCgUqlQpJkkSJRCN5cnb4t99+Y8mSJbzyyis89thjrFixgqlTp9K7d28ee+wxhg8fTp8+fZg+fToLFy6s9xgmk4nAwEC6du3Kzz//zIEDB6itraVz585MmjSJpUuXMnz4cJ577jluueUWoK7VWocOHfj5558pKytzOV5WVpa8cVMQ3EEEw4JfcA6Gq6qq3LiSC9exY0eCgoLkQFihUGC1WikrK6OsrIwTJ05w6NAhYmJi6N69O+3atWPo0KH89ttvbp065872ao4Rwg7+csm/MdPo7HY7NTU1DWZ91Wq13HmiNTN33ryRzpN99tlnJCUlMXXqVFauXMnIkSPR6/V89913HDx4kAULFvDQQw/xwgsvUFhYSHR09BnHSE1NJT8/n5SUFAB5QmFNTQ0LFy5k/fr1PP7444wePZq//vrL5WtnzpzJwYMHXT6mUCiYMmUKq1evbrk7Lghn4b/XCQW/4kub5xITE6mtraWkpASofwCC2WzmxIkTLFu2jGPHjpGQkEBkZGRrL9VjnF4r7I8b586lvseRSqVCp9OJqYXnwfH36UnsdjtbtmzhiiuuQKVS8cknnxAWFsaBAwe49dZb+e6776iurpY3s50eyDr861//4sEHH2TMmDE8+OCDPPHEE2zevJlhw4axYcMGzGazfCJztufb9PR0Zs2axdGjR3n55Zeb/w4LQiOJYFjwC76UGTaZTOh0OkJCQs56O0dN7KFDh7DZbMTHx7fG8jySWq1Gq9WiUqn8Jit8oRQKBYGBgahUKpcOE61J1A43r8OHD1NeXs6QIUOAulre4cOHExwczHXXXYfJZGLDhg3069cPnU7XYKb28OHDREZGEh0dzeeff85///tfevTowerVq7n88svRarXylMvOnTu7fO3FF1/M5MmTueWWWzh16hT/+c9/GDNmDJmZmS175wXhLESZhOAXnDPD3h4MHzp0iFGjRtGjRw+5c8TZKJVKlEql128avFCOn8P58Oa64caUStRHqVTKm+rEsI3z42m1w8ePHwega9euABQUFMiP6zZt2sgf0+l0dOzYkezs7DP6D5vNZpYtWwbAxo0bCQoK4sEHH0Sr1ZKamso111zDokWLeOaZZ7jkkktITU11ueowf/58+W273c7ixYu5++67GTdunHzyJQitTQTDgl84duwYoaGhBAUFeX2ZRElJCZs3b2bAgAGMGzeOvXv3cuLECcrKyjCZTHJJgGNoQvv27QE4efKkO5cteBmbzebWGnMHb68driuXqCtRau3JcqdznBAbDAaqq6uxWCzyFabw8HDg7/KOoKCgek+gtVotN910Ez/99BOSJNGmTRv+85//oNFoUKlU5OTksGTJEiorK+Vx52q1mr1793L77bezceNGqqqqSElJ4fHHH+eaa67BYDAwcuRI2rVrR1RUVCv9NAThbyIYFvzC0aNH3b2EZrV//35UKhVdu3alV69eJCcny0M2qqursdvt2Gw22rdvT8eOHcnMzPT7zLAgeBuTFfTN+Crt6NhgsVhchvQAcilMYGAggNyLGs6cTpeQkMCdd95JTk4Ob7zxBgEBAahUKjp27Mizzz7L/Pnzadu2Lc888wzr16/nuuuu44svviAiIoJLL72UkJAQVq1axdixY1m5ciUjRoygW7duHD9+XATDgluIYFgQvJDZbGbbtm2cOHGC5ORk4uPjadOmDe3bt8dut7uUA2RkZLBx40Y3rtZ9rFYrkiShUqn8uq9wU0ollEolarUas9ncwqvyHyuuPtKocokNuRoeWhWMXarb4PnMhiBeHFqFspn2ezqyv3l5efTq1YuQkBA5E+yYVunYaHvq1CmXwRunB8SBgYH897//pU+fPhw/fpyamhp+/PFHbr/9dtLT05k2bRovvPACv/32G/Pnz2fmzJm0bdsWnU4H1JWrdezYkQULFnDZZZcxfPhw5s2b1zx3VBCaSATDguDF8vPzKSoqIjQ0lIiICEJCQuRsjlKp5OjRoxQVFXnE5W5o3fZqzn1xbTYbWq3WrwJilUqF3W5vcjs0vV6PRqNBqVR6TAcJby+VaKyLEiw83q+al7fU7XFYnq0jbIvEjP7VNEcDlLS0NJRKJRs2bODKK6+kZ8+ebNq0CUA+YU5LS+Po0aMUFBSQnp5OZmYm3377LXa7nc6dOzNx4kRsNhvr1q0jPT2dG2+8UT7+yJEjueyyy9i5cyddu3YlPj6e3Nxc9u/fj9VqdeklrNVqXcZ7iw4vgjuJYFgQvJzNZqOkpETO8CiVSjGCGc74GVzoi623baJLTExEkiS5dKaxHKOXRWa4eTV2M91NnWvJqlDx7aEAAL47rCdQLfFQes0FB8TBwcF0796dtWvXAnDdddfxyCOP8OCDD7J8+XJ69uxJp06d+OyzzwDo3bs3o0aNorS0VD5Gfn4+q1at4s8//0Sv1zNy5Ei6dOlCTU0NS5YsQaVSMXjwYCoqKigoKGDv3r3069cPSZLo3r07l1xyCYGBgSxfvpzi4mJuvvlmADZs2CBnjQWhtflPmkTwW3379mXQoEF0795dHsnsy0QgXOf0iXP+lHkKDQ0lJCSEkJAQ2rZtS3x8PIWFhY36WovFQmVlpcc9jnyhzVpjew8/1reGq5Jq5fc/2x/AR3sDmmUNV155JatXr2bHjh3cf//93HTTTXz99deEhITw0UcfYbPZeOutt0hKSkKr1VJaWspXX32FxWIhPT2ddevWsWbNGm699VbuvvtuDh48yBtvvMGCBQuIj4/np59+Iikpifnz52MymYiJiUGlUjF//nyioqL48ssveeutt7BarXz66aeMHj2ajRs3snXrVo/qvCH4F5EZFnxebGysHAQfO3bMzasRWoMkSWcM2vAn4eHhSJJEaWkpQUFBREVFERwcjCRJcrs0wXOplPDsRVXUWBWsPlFXWjBvVyAGjcSELhdWunLffffx2Wef8Y9//IOFCxfyzTff8N577xEcHExFRQV3330327dvZ/78+ezbtw/4u47c8bbdbicuLo5XXnnljOPb7XYWLFjAk08+yciRI0lPT2flypXcc8893HPPPWfcfu3atUyYMIE2bdqIYFhwGxEMCz5No9HIgbDNZvOZjgq5ubkkJCQ0+HmlUolWq/WYms/W5pwVvpD+wt5Ir9ej1+sxmUycPHkSnU5HeHg4ERERqFQqNBoNZrMZi8XiUk+s1WrRarXU1NR4bLDsC7XDjS2X0CjhpaGVTFkVzOZTdQHxK1sNBGokrulUe46vblhoaChffPEFEydOpF+/fowePZpevXpRXFzMN998Q0VFBY899hjp6eksXLgQpVLJc889x7vvvsuRI0fo06cPF198Ma+++iqLFi1i0KBBcvlQZmamXP4wZMgQFixYwJo1a7BarcTFxTF48GA6deqEwWCgsLCQ33//naNHj5KUlMSPP/7I3Xfffd73SxAuhAiGBZ/mvPu5vv7CGRkZJCcnt+aSLlhjLve3adOGq666iuPHj8sN8v2FJElnlEg0F2+oG9ZqtWg0GgoKCoC6Fln5+flUVFQQERFBeHg4AQEBLkGxQqGQJ/R5aiDsSxobEOtU8MallTzwRwi7CjUAPL/RQKBaYmT786/p7tOnD1u2bOG9997jm2++YdmyZQQFBTFs2DAee+wxEhMT+fbbbwkMDOTaa6/l4MGDWCwWxo0bx4MPPkh4eDhff/01q1atYtWqVeTl5aFQKIiLi+Pqq69m9OjRXHPNNSiVSq699lp++OEHfvzxR7Zt28ayZcswGo2EhYUxcOBAHn30UW666SaXwUiC0NpEMCz4tHMFw96oMd0BHNlwf6qTdZAkyeVn5E9ZYYCKigpycnJcRihLkkRNTQ0mkwmtVotOp0OtVqNWq+Xpcu4cu9wUvpAdbooANbx1WSX/XB7CoVI1dknBE+uC0KsqGZp4/pMBg4ODefzxx3n88cddPm61Wvnhhx+ora3LPg8ePJg5c+YQEOBas+woe3CU30DDzzdjxoxhzJgx8vuSJPnlc5PguUQwLPg0XxnDrFKp6NChA8nJyVRVVXH48OGz3v7IkSPk5uY2ua1Wa2jp9mqOVk3gfxvnHMrKyur9uN1ux2q1YrPZUKvVchbZ8TnRQaL1NGVUc7BWYt7wCu7+PYSsCjVWScH0tcF8M7qMdiHNm8lfu3atvNlSqVRy1VVXnREIOzu9/3Bj+OPfpODZ/CtlIvgdX8gMBwQEMHz4cG655RYGDhzI8OHDGTlypNyGSK/XEx8ff8Zlxurqap+pkW4sf9841xjZ2dnyRrqamhr55MGb6st9obNEU4XrJd4dXkmCoa4EyGRT8OSGIKzNGAsfPHhQ3jQHMGTIEOLi4s75dd763CoIDiIzLPg052DYWzPD/fr1o2/fvhw+fJjdu3fTvn17+vfvT2FhISUlJQwdOpTQ0FCgbmrU1q1byc3NdfOq3cNx+dXxf0tkoLyhbrixVCoVKpUKm80ml0sIracp2WGAWIOd3Oq/T/D2FmkY8FVko752+63F57yN8xWFlJQUevbs2ei1nU+GWBA8hQiGBZ+lUCgwGAzy+96avejTpw+nTp3i+++/x2KxkJGRQVJSEqmpqWi1WqqqqsjPzycmJoa4uDj69+/P77//7hX1n83N0UXDUTcsLseenUajQaFQeOVjxVdqh5saELekQYMGERUVxY4dO7jsssua/PcjAmLBW4lgWPBZBoNB3jxlNBo9ZiRxUyQkJBAWFsZff/0lZ+5qa2spKysjNTWVTZs2sWvXLvn2Q4cOpWvXrsTGxpKVleWmVbtXS2WEfUl2djbt2rVDkiTMZrNX/m34u+NTGne79nOadtzk5GQ6deok/oYEvyJqhgWf5VxD661Z4Y4dO1JdXe1SIxkSEoJOp6OkpEQOhB1B/759+7DZbI2q8xMEk8nklVlhB1+pHW7sZLrWciGBsLc+1wr+TWSGBZ9VVFTE6tWrCQ4O9tpd8uHh4VRVVbm8wISGhhIXFydvdFEoFPKmMbvdjs1mkzsEeKrm7ijR2iURvlQ3LHgGd5RL5ObmsnPnTi6//PJzjqo3m838+eefZGdno9frGThwICkpKfXe9vRyidraWnbv3t1gd5v27dvXW/KSm5vLypUrKSkpIT4+nlGjRhESEtKEeygIjSOCYcFnWa1WiouLKS4+98YRT6RQKNBoNMTExFBeXi5/3Gq1UlRURGZmJuDad9hgMKBQKFxu7w8cLcMcG8LEJd5zc5RKeDtfqR1ubdXV1fz222/U1NRQWFjI6NGjiYqKOuN2kiTxww8/8OKLL3L8+HGXz11zzTU888wz9T6OHAFxRUUFPXv2JC8vr8G1aDQaFi5cKL9fXl7O008/zXvvveeSyIiIiGD69Ok88sgj8nhoQWgO4tEkCB5KkiTWr19Pfn4+NptN7pKQl5fH/Pnz6x3HHBUVhUaj4cSJE25YsfvYbDYkScJqtSJJksdnxgWhPq2VHbbb7SxbtkxuvWixWBrMDM+dO5f//ve/9OvXj7lz5zJw4EAqKyv55JNPmDNnDn/99RfLly+nTZs2Z3xtZWUlf/75J3l5ecybN4+kpKR6v8c999zDDz/8IK9t+PDh7Nq1i0mTJjFlyhTi4+M5dOgQs2bNYvr06ezevZvPP/9cnPQKzUbUDAuCB8vPz2f9+vUAZ0x5Or19mk6nIzExkbKyMo+rQWxJorew4Cu1w9A69cMbN250ef4YNWpUveOQMzIyeOGFF7jxxhvZsmULffr04d1332XDhg08//zzbNq0CZPJxIwZMxr8Xo6WlhdffDHDhg0jIiLijH/OY8BPnTrF9u3b+emnn5g/fz65ubnMmTMHg8HAkiVLeOGFF/jyyy9ZtGhRM/9UBH8mMsOCT1IoFC6jZn1JQ3V3Xbp0ISEhgW3btrXyitzLuROCUqlstfHLvlA37CulEkLjHT16lO3bt8vvDxw4sMHH8ccff4xOp+Ptt9/m+PHj9O7dW+5FvHLlSj7++GMee+wxnn76aY4fP0779u3P+r0PHDjAoEGD6v3c2LFj2b9/P4WFhYwfP54xY8bw1ltvMWVKXduMF198kd9++40ZM2awYMEC3nzzTa699tqm/wAEoR4iMyz4pPDwcMaOHcvVV19Nenq6u5fT4vR6PXq9nkOHDnHkyBF3L6fVSJLkEgyLrLD/EtnhcysrK+OPP/6Q32/fvj39+vVr8PYbNmxgyJAhxMTE8Omnn1JeXs6qVau45ZZbWLBgASUlJVx33XVAXba5KQwGA9dccw2ffvop+/btY/z48XILTMcx33zzTQYNGsSJEyeIiIhg7ty5qFQqxo4dy8aNG6mtrT2Pn4IgnEkEw4JPcuxk1uv1frHRwmQysWXLFjZs2OBXrY3sdrtLpry1ssKeqrq6uslXQ7Kzs1toNcKFaO6A2GKx8Ouvv8ob0oKDgxk5cmSDdbeVlZXs37+fIUOGALBs2TL69etHWload9xxBzabjRUrVtCjRw/CwsLYtGnTOdegVCrp0aMHl1xyCTExMSxatIj77ruPZcuWAXWPX6gbA33kyBGOHTvGnXfeSZs2bbj++utZvny5/Pna2lqXDLcgXAj/fuUQfJZzWx9/CQ4dHRW8RXNs8js9K+zPG2rsdjv5+flkZWXJmy79jS9lh5vb6tWr5c46SqWSq6666qzt1DIzM7Hb7fTq1Quo26PQsWNHAPl/R91xz549G3VFKj09nT179rB69WoyMzPZtm0bV1xxBY888ggffPABtbW1hIaGkpSUxMmTJwHk9m0pKSlUV1dTVlZG7969ATh48OB5/CQE4Uy+nzIT/JI/BsP+xhM2znlS3XBZWZkcANfU1Pj1iYGvOFt3iaZOlnMOHB2Z2bNxZGkdfX1LS0sJCwuTP6ZUKuXsdUhIyDmvMKxbt4758+ezf/9+9Ho9F110EVOmTOGnn37i6quv5qmnnkKhULh8P6greQOIjIwEoLi4WF6HY3OeIFwokRkWfJLzzmjxhOmbnDOfCoXCr0skbDabHDxAXT/Wpvw8fKlUwteyw81VLuHI5nbp0oXu3buf8/aOk0vH1Sa1Wi2/bbPZsNvtcgtDq9XaYDla79690Wq1PPDAA3z88ceUl5dz9OhRnnjiCS677DKUSiXTp0+nrKyM8vJyl+/n/P0d5T8ajeaM2wjChRKPJMHnKBQKDAaD/L4Ihn2T2Dj3N4VCQVhYGGVlZahUKjGly8c4Z4i333ruIUJPrAvi1ywdACPb1/Ly0Cok6Sr2799Pampqo64ahIaGAsilFREREXJg7jjxcqypqKiowcdc27ZtWb16NSdOnGDQoEEEBAQA8MEHH/Cf//yHv/76i8suu4ygoCCqqqrkKxyOYzu+v+P/yMhIsrKyXNYoCBfKf1Mpgs8yGAxyVqympsYvayd9nSRJLplPfw+GlUolkZGRJCUlERcX5/clEr6WHW6qO7ob5bf/yNZyolKJQqGge/fujR5I06lTJwIDA+WNcSkpKezcuRNJkti5c6f8MZPJxO7du+nZsye1tbUsX76cxYsXs2XLFnlza0hICBdffLEcCAN07doVqAukAQICAlCpVBiNRvbs2UNycjIKhYKtW7cCsGXLFuLj4zEYDPKa+vTpcwE/JUH4m8gMCz5H1Av7PseoarVajSRJbg3+PKlu2DGO+nyInsOerSnT6VLDbfSNqmFbUSB2ScGXB/VM71/TpO+n0WhIT0+Xh/6MHTuWX3/9lZdeeomVK1cSHBzMpZdeyqZNmzCbzQwYMIBrrrlGDl4Bpk2bhs1m47XXXiMmJobrr7+e7t27U15ezkcffYTBYGDYsGGcPHmS4uJiwsPDKS4uZt26dfz73/9mwIABzJs3j6CgIBYtWsRdd90FwPr164mIiKBz585Nuk+C0BCRGRZ8jqgX9h4X2lHC32uFhYb5Yna4sfXDOTk5RB//UX5/UYaestqmnzBedtllbNu2jR07djBp0iQuvfRSXnvtNQ4cOMCcOXPQarV8+OGH6PV6unXrxtatW+VxyRdffDErVqzghx9+YPDgwQwYMICPPvqIf//73zzxxBPYbDa+//57QkJC+PDDD7Hb7cTGxqLT6fjoo48AeOWVVzCbzTz88MN06NCBGTNmUFpayo8//sgVV1zh91dAhOYjMsOCz3HODPt6MJybm0tCQoK7lyG4SUVFBXq9Hq1W2yzHE9lh71dVVcWyZcuIt5iIsJ2iRBWHyabgu0N67u1pPPcBnNx1112899573HLLLSxbtoxVq1axefNmEhISSExMZP78+SxYsICHHnpIrhmOj48nLS2N4OBgue91586d+eSTTzCbzZw4cYKAgADi4+MBWLRoES+++CJXX301eXl5xMfHs3PnTqZOncrs2bM5fPgwBw8eJD09ndraWiZOnEhlZSX/+c9/LvhnZbPZWvXqoc1mE5v+PJT4rQg+x/nSua+USThq7YzGpr2YCb7LarVSUFCAJEkEBwcTExMjsuSnyc/PJzY21t3LaFZnK5ew2Wz8+uuvmEwmFEBfaRvLGQ3AN4f03NbNiL4Jr/ohISF89NFHTJw4kZSUFO655x4GDBjA1q1b+eSTT9i6dSuXXHIJ06dPx263o9fr+e677zh48CD79u0jOTmZwMBAfvrpJ2pqaujTpw+JiYlIksSRI0dYtGgRu3btolevXsyZM4frr7+e8PBwxowZw5tvvsmiRYt44IEHiIuL43//+x/vvPMOZWVlvP/++6SlpTXDT1MQ6ohgWPA5mzdvRqlUEhQUJPfK9HbR0dGEhYVhs9nIycmhoqLC3UsSnLijbrikpETeoGQ2m8Ul4wb4U0C8fv16uTxEoVDwwPC27Nli41SNitJaJUuP6bg+pWkjjIcMGcL69et59dVX+eCDD3jnnXcASEpK4u233+aGG26Qs53PPPMM8+bN4/Dhw8TFxTF16lTatm3L7NmzWbt2LQsXLpSPq1AoGDhwIC+99BK33367fHVDoVDw1ltvMXr0aJ5++mkef/xx+eOjR4/mueeeIz09vek/NEE4CxEMCz7Jbrf7VMDoqINWqVTyOFXBf1ksFsrLy+X3IyMjmy0YFqUS3uH0gPjIkSPs3r1bfn/w4MG0b9uGiZUmXt9e12ryi/0BXJdci7KJD5XExETefPNNXnzxRU6dOoVer6+3a8m9997Lvffee8bXv/XWW0DdhuaCggIAYmJiXEranCkUCq688kquvPJKioqKKC0tJTY2VrQMFFqMuKYm+L2MjAx3L+Gs9Hq9SwN6k8nk5hUJ7ua8kUqv1xMYGOjG1Xg+X9xM56ykpISVK1fK73fs2FHOnl6XYiJIUzep8Xilir/yGtdarT4BAQF06NCB+Pj48zr5Cg4OplOnTnTq1KnBQPh0UVFRpKSkiEBYaFEiGBYED+fr3TEutKOEvzGbzS5XPZozK+zgSxPpfFlJSQlms5lff/1VntAWGhrK8OHD5ceEQQPXdPq7NOL7w3q3rFUQPJkokxB8SmRkJGq1msrKSmpqmtZX01P5ejDsK1qrbtg5KxwQECCywo3ki7XDkiSxbNkyeSKcWq3mqquuQqermz7X54vIM75m9QltvR931pgpd4LgS0QwLPiU1NRUuWXP5s2bfSLrKEZLCw61tbUuHVIiI88e1Ai+rbq6mry8PPn9YcOGERUV5cYVCYJ3EsGw4FN8bfqcY0Qp1F0eF5vn/JtzVjgwMNBlvG1z88WNdL6WHQ4KCuLKK69k3bp1xMfHyyOOT3d8SuOO135OMy5OELyICIYFn6FUKuUsqiRJPhEMO5dI+EqbOF/WkqUSJpPJ5cqAyAoLUPccMXLkSHcvQxC8mthAJ/gMg8EgbxqpqanBbre7eUUXTqFQYLPZAFEiIdR1joC6x7rj7ZbkixvpfLGzhEqlQqVSNXpcsyAIrkQwLPgMXxzDXFBQwL59+zhy5EiDfZNzc3NbeVXNz1HbrVQq0el0hIaGyuUhQh29Xk9iYiIJCQmiLvQCeXNAfPDgQQoLCxv8vAiIBaHpRJmE4DOcSwp8oUTCma+PYVapVERHR5OamopOp0Oj0aBQKCgqKqKgoIDi4mJRJkLdlQLnDZWtwRdrh73VyZMn2b59OwqFgj59+pCamlpvW72zjWxuaWazmT179lBcXEx0dDRpaWlyn/SmHmfXrl3k5+cTGBhIt27diIuLc7lNWVkZVqu13q8PCgpqlasngm8QmWHBZ/hiZthfdO3ald69exMUFITJZKKsrAyom1LVo0cPBgwYQOfOnc/rRbW15eTkuHsJQiN4W3a4qqqKv/76C6jbE3Hy5El5HLcnsNlsfPLJJ/Tt25dRo0YxceJERo4cyeDBg/nuu+8avVabzcYrr7xCUlISAwYMYOzYsQwfPpz4+Hh69erF+vXrkSSJa6+9lvDwcKKjo+v9Fxsby48//tjC91rwFZ7/yiIIjeTLmWFfplQq6dOnD9XV1ezcuZPa2lpsNhsajYaYmBhiY2OJjo6mU6dOtGvXjgMHDnhcINBSJEmiurrapR5e8D82m41169bJ3WQCAwO56KKLUCobzmfVlUu0ziZLu93O5MmT+fnnnxkyZAhz584lMTGRo0ePMnv2bO6//362b9/Oiy++eNbjWCwWMjMzmTZtGiNGjODtt9+mXbt2VFVVsX37dt555x0efvhhPvvsMxYtWsTkyZPp0aNHvceaO3cu8+bNY/z48S1xlwUfI4JhwWf4UmZYoVCQkJBAdXU1VVVVDV4K9AUpKSmo1WoyMzNdBqVYLBZOnjzJyZMnCQ8PJykpifj4eFJSUqiurpYHDfiympoa8vLy0Gg0REZGNnqEbXPz1VIJb2m1tm3bNrkWWKlUcvHFF3tUCcDXX3/Nzz//zMsvv8y0adPIyMhg3bp1DB8+nAkTJvDoo4/y+uuvc/nllzfY+cJms5GVlYVWq+W3337j0ksv5eTJk+zYsYOQkBDuv/9+9uzZw59//imXjY0ePZqxY8fWW0P9/fff+3x5mdB8RDAs+AStVotWqwXAarV6/ZOgwWAgMjKSyMhITCYThw8fdveSWkxERAR2u51jx44REBCAQqE4I+tbWlpKaWkpBQUF9OrVi27durFx40a504anaY4Wa5IkyQGQxWLBaDS6LRj2ZZ4eEGdmZpKRkSG/n56e7nEbKN966y0GDhzItGnTWLp0Kf/4xz8wmUwEBwfz66+/8vLLL7No0SLmzJnTYDD87bffYjQa+frrr7n00kv597//zfvvvy8nAgICAggJCaFNmzYuX1dcXExMTEy9x5w+fXrz3lHBZ4maYcEnqFQqsrOzKS0tletNvZk/jWAuKSlBq9XKY4XPVv5w8uRJ8vLyWnzghCeorq7GZDIBdVcKwsPD3boeX2yz5ulKS0vZsmWL/H779u1JTU1144rOlJeXx9GjR5kwYQIAzz//PLGxsXz//fdotVpmz56NWq3mhhtuYNu2bQ0mKn755Rc6derEzTffzIIFC3jnnXewWq307NmTMWPGMHbsWLp168arr77a4Fp0Oh2jRo3i9ddf5+eff+b5559vkfss+B6RGRZ8gtFoZOvWre5eRrPxpxHMBQUFWK1Whg0bxoEDBygsLDxrj+jy8nJiY2MJCAjw2Z+Nc1YYIDQ0FI1G48YV+TZPzA6bzWbWrl0rX/0ICQlhwIAB51U73pKT5TZt2gTAkCFDKC4uZvPmzcyYMYNLL72U8ePH88UXX2CxWBgyZAgvvfQSO3bs4KKLLnI5RnV1NWvXruX+++8H4JtvvgHqBsvk5uaye/dutFot06ZNY9iwYezYscPl6/V6PdHR0RQXF7Ns2TK2bNnC7Nmzxd+M0GgiMywIHkapVLpkSX29pVhZWRm7d+8mMDCQLl260K5dO7nk5XRKpVL+nC9cAWhIVVUVtbW1gGdkhR18OTvsSd0lJEli06ZN8smeWq1m6NChHhncHThwAJVKRe/evcnJyUGSJLp06QJA586dMRqNFBYW0rdvX6CuT/Lpdu/eTW1trVxCYTKZ2LFjB0VFRRQWFrJr1y5uuukmXnjhBZ588kmXrw0PD6eiooLs7GzKyspYunQpvXv35p577uGtt95q4Xsv+AqRGRYED+PcOcBoNHpsXWxzkSSJrVu3YrPZ6N27N926dSMpKYkTJ05QWFhIbW0tdrsds9lMQkICbdq0oaCgAIvF4u6ln9X51g2fnhUOCwvzipZyQvOKiYnh5MmT2O12Bg4cSGhoaJOPseLqI2d8zLn/8DMbDCzOrNuI948UE/8Z2PQT76qqKgwGA2q1muLiYgD55M3xvYqLi0lOTgbq7/Tj2AwbFxeH1Wrl559/Zs2aNbz88suEhoby+OOPs2DBArRaLS+//DKDBw8G6q4qzZ8/n927d6NQKEhPT+f222/nyiuv5LrrrmP69Onceuutbuu5LHgP8QwrCB7GuV64sVnh3NxcEhISWmpJLcqxYW7Pnj2o1WratWtHZGQkqampJCcnU1lZid1uR6PREBQUREVFBUeOnPki7ysqKyvlFlqelBV28NXOEuA55RIKhYLOnTsTGRlJXl4e7du3b7ZjOw/kGNepVg6Glx7T8WB6DcHa1m9Z6NgnoFQqUavVbNmyhbFjxxIcHEx1dTU///wzGRkZPP7443z00Uds3boVrVbLPffcA9QF33a7nXfeeYd58+axadMmnn/+eX755Re++OILHnrooVa/T4J3EWUSgtdTKpX079+frl27nrHT2Bv50+Y5+PuF0Gq1smXLFjZt2sSmTZvIzs6msrIStVpNcHAwGo2G7Oxstm3b5rN9pE/PCoeHh4ux1H4sKiqKtLS0Zj+u4zHWJ8ZKclhdtwajVcGPR3RNPlZQUBDV1dVYrVYiI+v6GjsyvY7vExkZKZc11dcRxfExx20WLFhAWFgYeXl5LFmyhPz8fJYtW0bnzp1JTk7mwIEDrF+/nrfeeou9e/dSXFxMaWkp77zzDtu3b2fp0qX07NmT1NRU1qxZ0+T7JPgfkRkWvF5QUJB8Obq6upqTJ0+6eUXnT6VSyV0SfL1eWK/XExYWhsFgoLS0FEmS5DrZ4uJiiouL0Wq16HQ6TCYTSqVS/ry3aGqpREVFhVz+oVQqCQsLa6GVCQ1xV3bYbrcjSVKrnfw4MsQTu5h4bmPdCfi3h/RM7GpC04Q0Wbdu3bDZbOzYsYOOHTuiVCo5cOAAo0eP5uDBgwQGBhIdHc1vv/0G1E2brK2tldtFdurUia5duwKwZcsWLr30UoqLi0lKSsJgMNC9e3cAioqKgLqyoaqqKvr27Uu/fv1c1nLNNdfwr3/9i6ysLKDuZNJXT5yF5iWCYcHr+dLkOecuEjU1NWftquCtVCoVSUlJXHTRRWg0GrketqysjMLCQkwmE6WlpVRXV2M2m+WSAX9gt9vlshFPzgr7cqkEuCcg3rVrF6dOnWLo0KEuz2ktqaSkhKs6RDB3ZyAlJiWnalSszNYyKqnxf3MDBgwAYMOGDfTv358BAwbw1Vdf0bt3b3788UdGjhyJRqNhw4YNaDQa2rZtS+/eveVBGWFhYSxfvpzk5GTWrl3L448/TufOnfn111/56aefWLduHQBdunTBarWSlZVFVlYWYWFhtG3bljvvvJO+fftisViYO3cuAJdccglWq5Vjx45x5ZVXNvNPTfBFIhgWvJ7zZTdvD4b9oUSiS5cu9O/fH7PZzLFjx1AqlQQHBxMUFESnTp2QJInS0lKys7M5deqUu5fbqsLDwwkODqasrExkhf1ITk4OBw4cAODXX39l1KhRhISEtMr3ri4v4R8pAXywp66DzRcHAriivZnGdnCLj48nOTmZr776iilTpvD0009z/fXXc/PNNxMSEsL06dOxWCwsXLiQfv36sW7dOgoLC/nwww8JDg7mpptu4tdff2XYsGF89dVX5ObmMmXKFL7++mt5lPLVV1/NsGHDWLp0qZwhbt++PQaDgccee0xei1ar5dlnnyU9PZ1FixZRUFAgxjELjSKCYaHZZGVlkZSU1Orf15cCyIKCAqqrqwkKCvL6wL4h6enpFBcXs3r1aioqKgDQaDSEh4cTExNDSkqKPH3v+PHjHDlyxOM7R5xNU0sl1Gq1x00Yq4/IDjePiooKNm7cKL8fHR3d6pMGR8ac4lNlB8x2BfuK1ewqVNM7pvEj4B966CEeeughXnzxRWbOnMnevXvZsGEDl112GW3atGHq1KlkZmby4osvkpubC8CoUaPkGmOr1coDDzzAxx9/zO23384vv/zC3r17+fPPPwkJCeHyyy/n1KlTPPLIIyQmJpKYmIher2fVqlWcPHmSgwcPolKp6N69O9HR0Rw7doyHH36YpKQkRo8e3SI/M8G3iA10gtdzfuHw9mDYarVSXl7OyZMnqampcfdyml3btm3R6/UcPnyYiooKuYWcxWKhoKCAvXv3smLFCg4dOoTVaiUpKemCxxoLwvlq6d7DVquVdevWySd7BoOBwYMHn9dgjQsRrrNxVYe/6/G/PqRv0tdPmDCB8ePH85///IfBgwezbds2OnbsyMqVK+nZsydvvvkmkydPZvjw4fKeiPfff585c+qmgQQEBNC+fXsSExP5448/6NixIx999BHR0dEolUqmTZtGWloaJ06c4JtvvqF9+/bs2rWLqVOnsnr1anQ6nRwc33rrraSlpVFWVsZ3330n2hIKjSIeJYLXa46a4YyMDLkPptByQkJCkCTJpXXY6eOXKysrOXbsGPn5+fTt25fU1FTy8/N9djOh3W7HZrN55ECFc/H17HBLkiSJLVu2yB0UlEolQ4cORadrekeH5jA6Pp9FR+tauK09ocVohYBGRggKhYJ3332XoUOH8uqrr3LjjTfKn+vUqRPz58/n2muvBeoywr179+aFF14A6jbUjRs3DqgrEwoICKBdu3ZMmzZNPoZarWbs2LE899xz9OjRg9jYWKqqqnjvvfd48803XdYSGRnJzTffzFNPPdWsLekE3yaCYcGr6XQ6eSKZ1WrFZDK5eUXC2RQUFKBSqYiLi+PYsWMNbhBUKBTU1NRw8uRJOnfuLLdv8lZnK5UoKyujpKSEkJAQIiIiRCbLw7RUucTRo0c5duyY/H6/fv3cOhyiY4iZdkG1ZFfpMNkUbMzTcFnbxpcnqVQqbrvtNm6++Wb27t1LSUkJMTExdOvWzWUjaHBwMCtWrJCv4jkPGYK65Mby5cs5evQomZmZqNVqevbsKZdUACQnJ7NkyRIsFguHDx/m5MmT2Gw2YmJi6NWrl/gbEppMPGIEr+ZLnSQCAgIwGo3uXkaLKisr49SpU6SlpWG329m/f3+9vzdHtrimpgZJktyWLWtpNptNbitXXl6OTqc7r0lj7uQP2eHmDoiLi4vZunWr/H6HDh3o1KlTsx3/fF0cW81XVXV/ayuzdU0Khh00Gg3p6ennvN25OmZ06tTpnD8TjUZD9+7d5fZrgnC+RM2w4NV8pZOERqMhJSWF7t27n3dg4diY4sksFgu7d+/GYrHQq1cvBg4cSIcOHQgKCqq3TjI4OBilUinvIPc1ZWVlcnZco9G0WgcBwX1qa2tZt26d/HsPCwujf//+rV4nXJ+hcX/vuVhzUoPFtyfBC4JMZIYFr+YrnSQc90OlUqFU+vY5alZWFosXL6Z///4kJSXRpk0bTp06RV5eHuXl5ZSUlFBcXEz//v1p3749hYWFPrGZ8PRSCZvNJteLAkRERHhEQHQ+RHa48Q4cOCCX/Gg0GoYOHer2y/oj/pdyxscqzUoGfh1Zz63/tv3W4pZakiC0KhEMC14tJyeHmpoagoODvTp76BzUe3NtbGMVFRWxadMmkpKSaNeuHW3atKFdu3ZYLBY0Gg0mk4mAgABKS0vlSVW+prS01CUr3NrttISma46AOC0tDZvNxqFDhxg0aJD4vQuCBxDBsODVysvLKS8vd/cyLpivZLiboqSkhJKSEo4ePUpcXBwREREEBwcTHh5OVVUVRqORzMxMrNbG9zv1Flar1SUrHBkZ6bVZYQd/yA7DhQfEKpWKvn370rFjR8LDw5txZRfu+JTG3a79nJZdhyC0NhEMC4KbabVaua2WzWbz+U10p3Oc0KhUKux2O5IkoVKpiI+Pd/fSmp2jVMKxaQ7qfv+tNX5X8ByeFggLgj/z7eJEQfAC/pgVro/NZpMDRJvNd3fuOAarOPhCVtghOzvb3UtoFU0ZxmGz2cjMzDyjn7YgCJ5DBMOC4GYiGD6TQqHgxIkT7l5GiygpKZEDI51Oh8FgcPOKhPPR2IB4x44dbNy4kTVr1sjDZgRB8CwiGBYEN/O3zXNn48iQ+moWTZIkKioq5Pd9KSvs4C/Z4cbIysqSN4CePHmS48ePu3lFgiDURwTDguBGer1ebqtksVj8foJeamoqY8aM8cl6YagL9rVaLXFxcQQHBxMYGOjuJQkX4GzZ4fLycjZv3iy/n5iYKEa+C4KHEsGwILhRc2eFPW3wRkREBO3atSMlJYW4uLiz9lBWKpV06tSJhIQEoqOjW3GVrUuhUBAcHExcXJzPZYUd/Ck7XF9AbLFYWLt2rdwJJSgoiEGDBvns71sQvJ3oJiEIbmSxWKisrMRgMPhUvbBSqSQ5OZn+/ftjMBiw2WxUVlayZ88eDhw4UO/X2O121q1bR4cOHdi/f38rr7h1nT6AQ/Buzu3WJEli8+bNcjmMSqVi6NChaLVady6xRZSUlBAREeHuZQjCBRPBsCC4kaOtmK9ljFJSUhgyZAhms5njx49TW1tLu3btGDx4MHa7nUOHDtX7dRUVFezatUt+/8SJEyQmJrbWsluMowba137PZ+MvfYdPd/jwYZfa4P79+/t0GzUREAu+QATDguABfG3DWN++fSkvL+ePP/6grKyMgIAAioqKuOiii+jWrRsZGRlyT2EHjUaDxWJx46pbjsViQZIk1Go1SqXSr4Jif5Gfn49SqWTHjh3yx5KTk+nYsaMbV9U6GhsQS5LEoUOHyMrKIiAggJ49ezb5REGSJPbv309mZiYKhYLU1FRSUlIa/JsyGo1s3bqVkpIS4uPj6dOnj9vHXwueRzwiBEFoVu3atSMwMJDt27fLU9aMRiN79+4lKCiInj17kpSUxNGjR1EoFEiSRGBgIP369aOqqort27e79w40M7vdLo9dtlgsaLVaFAqFX5RK+FN22Gw2s3nzZvl3HRERQd++fd28qqa5kMly5wqIN27cyPPPP8+mTZvkj+n1eu6++26mTp1KWFjYWY9vs9mYM2cOc+bMOaMmPTk5mWnTpnHPPffIQbHZbGbevHnMmjWLwsJC+bYpKSk899xz53EPBV8mNtAJgtCs2rVrR2VlJUVFRfLHHC9Qhw4doqamhrS0NODvjHhMTAypqanU1ta2/oJbmPM4aaVSedZNhIL3slgs8u9Wq9Vy8cUXo1Kp3Lyq1lVSUlLvx7///nvGjh3LiRMnmDt3Llu2bGHVqlXceOONvPvuu1x55ZWUlpae9diTJ0/m0UcfpXPnznz44Yds3bqVLVu2MG/ePOLi4vjnP//JzJkzgbq/ufHjxzN16lR69erFkiVL2LZtG1999RUBAQFMmDCBkydPNvv9F7yXeFYWBDdQKBQkJyeTkJBASEiIu5fTbFQqFQEBASgUCpdg2BH0lpaWcuzYMWJiYuQNR2q1Wq4Lrm/jnDcP33DOCgN+eXnWXzpLGAwG+vfvT3R0NIMHD/aqEdsrrj7S4L/rk/4OUq9pX+byufqcHhDn5eUxdepUhg0bxpEjR5g0aRL79u1DqVTy2Wef8eeff5KTk8OTTz7Z4Po2bdrERx99xIwZM/j9998ZO3YsBw8eJCMjgwkTJrB27VruvfdeZs+eTUZGBvPmzWPp0qXMmzeP5cuX06FDB3bs2MEll1zCrl27+Ne//tWkKYKC7xPBsODxfLG+MjAwkMDAQKKionyup64kSWedtJWRkYEkSXLP1cjISNq3by9/3JecKyuck5PT2ksSWpBGo6Fnz54+ddIzKObvlo8bCww05k/UOSD++OOPsVqtfPzxx1RXV9OzZ08mTZrEsGHDeOKJJxg6dCgPPfQQCxcubHDPwMcff0xISAhPPPEE2dnZdO7cmVtvvZUJEybQvXt3ioqKeO6551Cr1Xz66ae8/PLLDB8+nPvvv5+FCxfSu3dv7rnnHrp3787WrVt57bXX0Gg0F/yzEXyHCIYFjydJElFRUbRt25bo6Gji4uKIiIhAr9c36/fJyMho1uOdTUuOYHZnr2Gbzca+ffvYv39/gwFBYWEhJ0+epFOnTqjVauLi4jAYDOzevbuVV9uyRFb4b76aHT7byZuvZB57RBgJVNsAyDdqyDM27nHsCIjXrl3LwIED6dChA59++imZmZnMnz+fq666ildffZWKigomTJiAJEkNPhfm5OSQkpJCUFAQS5cupaysjO+++453332X3NxcVq5cSVxcHAkJCaxYsYLc3FwmTJgAwHPPPUdycjJ//PEHAK+99ho6ne6cNcqCf/HfZ2fBK0RHR3P55ZfTvXt3OnToANTV5pWXl1NQUEBmZia7du3i+PHjGI1GN6+28QwGg/y2L/UXhrrLoqdOnao3UFAoFNjtdjIzM0lMTKRfv35ERkZSXFzcYL2hN5IkySXLpVKp/L5W2Nc209lsNnbt2kWbNm3kkp/TOfcf9lYaJXQLM7G1qO45a19pAAmBlY362ry8PHbt2sUjjzwCwK+//kqPHj247rrriI+P59dff2XFihVcc801BAUFUVNTU+9xEhIS2LJlC1arVd50+sorr8jP+YmJiVRXV5OXlydP8RwyZAg5OTns27eP119/ncsvv5x//OMffP/99wBeVcYitDyffnY+deoUU6ZMoVOnTuj1emJjYxk7dqx8hng+7HY7n3zyCSNGjCA6OhqNRkNYWBgDBw7k//7v/6isbNyThHBucXFx3HbbbYwZM4bQ0FAyMjLIycmhsLAQrVZLt27dGDNmDE888QSTJ08mLi4O8PyyCoVC4TKGtzkmz3mahjJmjo9nZ2dTWVlJamoqbdq08cmssPPP4GwbqUSphHc6cuQIpaWl7N27lyNH6q+fBd/IEPeI+DvRsLckoNFfd+zYMSwWi9xV4/jx46SmpgLQuXNnoO65QKVS0bt37wbH0V9//fUUFRUxa9YsxowZwzPPPENlZSWSJPHGG29w0UUXMXPmTMxmM6mpqRgMBrp06SL3e+7evTsA3bp1o7y8nLKyMp8YhS5inObjs5nh3bt3c/nll1NcXAxASEgIRUVFLFmyhKVLlzJr1ixmzJjRpGPW1NQwduxYVq5cKX8sJCSEiooKNm/ezObNm5k/fz4rV670i96SLW3EiBH07t2bxYsXs3btWvLy8gDkP864uDg6depEz5496du3LwkJCbz99tseH1wYDAY5S2gymVzqSv1FTU0NmZmZ9OrVC4vFctZgArxr+IYkSS6/U5EV/puvZIfz8vJcuhE0d8mWp+kR/neQure08ffVcaLvKElwbr8WGhqKUqmUrwiFhYW5lBU5GzlyJIAcBL/00ks8++yzQF0LtXvvvZcPP/wQqAuyHSVvjmNHRka6/F9SUoJarfbqPQoixmlePvkMbTQaGTduHMXFxaSnp7N3717Ky8spLS3l0UcfRZIkZs6cye+//96k4z7//POsXLkShULBrFmzKCsro7y8HJPJxNdff01YWBjHjx/nnnvuaaF75l/69+/Prl27+P7778nLy5MzvhaLhcLCQvbs2cPPP//MSy+9xG+//UZ8fDyDBw/2+HZGvlwi0RSHDx/m1KlTPtdXWJIklxfZxtQKe/oJnPC3yspKDh48KL8fGxt7zhM1b88OdwkzoVLUPaaPV+koNzctdHD+e3C8ffrfydkC0/feew+A2bNn88orr/DTTz9xxx13cOedd7JixQrmz5/P9OnTAVi4cGGD37+x38/TiRin+flkMPz+++9z/PhxgoKCWLx4sXyJJCQkhFdffZVrr70WQO5J2FhfffUVAHfeeSczZ84kNDQUqOspefPNN/PGG28AsGrVqnP2TBTOTqPREBQURHZ2Nna7XR7O4EyhUKBQKDCbzXz55ZccO3aMPn36oNPp3LTqxmnJzXPepLS0lF9//ZW9e/e6eynNSqlUotVqUalUqFQqjy/baW3evJnOarWyZ88eOYMZGBhIly5dGvU79uaAWK+SSAn9Ozu8v7RxpRKO5zrH62FkZKT8c6ioqECSJDlbW1ZW1uAVlHnz5jF06FAef/xxPvvsM2644QYWL17Mjz/+yOjRo1m8eDGzZs2iW7duVFRUUF5eLn8/+DtD7JwpttlsTfoZeBIR4zQ/nwyGv/zySwAmTpxImzZtzvj8448/DsD27dtdzvDPxfFHnJ6eXu/nnacNNbQRQGgcg8FAVVWVvGmuvrN458yCQqEgMzOTsLAwj/7ZK5VKuVZNkiSfrBduCovF4tUvSg1RKpVoNBq/7iDhaxxjgB2btlQqVZPbqHlzQJx2HqUSHTp0QKPRsG3bNgCSkpI4fPgwJSUlck/xpKQkrFYrO3fuRK/XI0kSBw4cYNu2bZw4cQKr1crhw4cZNmwYAD/++CPx8fEUFBSQl5dHYGAgP/30E0qlkosvvhioe/3dv38/SUlJAPKehD179hAeHk5oaKhHv06ci4hxmp/PBcOVlZXyH96oUaPqvc2gQYPkMx7n2phzcfxhOc+ed+b4vrGxsSQkJDT6uMKZKioq2LFjB2lpaVx99dVERkaeNfsSHBxMXFycPP7XUxkMBvl+GI1GnwwEW4o3Dt9oSlbYn0olvDE7nJ2d7TLWt2vXri4lT43lrQFxj3CnTXSNzAxrtVrS0tJYv349AFdffTWHDx9m4cKFcouz4cOHs2vXLqqrqzEYDBw7doxu3brRr18/2rVrx7vvvoskSXI2Pjg4mLKyMv7880/++OMPjEajPLjIueZ4/fr1tGnThp49e/LBBx/wyy+/8P3333P11VcD3ntVTsQ4LcPnguEDBw7I2ULHpYPTKZVKeSdrfROvGnLvvfcC8Mknn/DSSy/Jl2LMZjPffvstU6dORaFQ8Oqrr4pLoxfIbrezfPlyCgsLmTBhAnfeeSfDhg0jMTGRgIAAVCoVOp2O0NBQoqKiuOqqq+jevTtbtmxx99LPKiDg7xcRf88K+xpvrkF0B28KiEtLSzl69Kj8fmJi4gW1TPPGgLi7U2b4UJmeWlvjXuMGDx7M5s2b5elzXbt25cknn2Tt2rU88cQTBAUF8cUXX6BUKgkICKCsrIy7776bX375hX79+vHll18yYMAAFi1aBMBjjz2GTqdj5MiRjBs3jpiYGB566CGsVitLly5l7NixtG3bli+++AKo6zOck5PDNddcg16v5/HHH8doNHp84qQhIsZpGT53Dc/RcQA465mL43POtz+Xhx9+mGPHjvHOO+8wc+ZMuaamsrISu93OoEGDeOKJJxgzZkyjj+l82cHZgQMHGn0MX3Xy5Enmzp3L2LFjSUtLo1evXkDdC1NhYSGVlZXo9XqSk5PR6XRs3rz5glrKtIaCggJKS0sJCgpq0b7Iubm5Pnfm7skcU/eUSiVqtdrnXij8mc1mY+/evXIAEhISQkpKiptX1frCdDbaGszkVGuxSgoOl+tIi6i/FZqzW265hU8//ZRJkyaxbNkytm/fzuLFi0lKSqJ///4sX76cd955h4kTJ8oZye7duzN27Fjef/99Tp06xb/+9S/uuusu3n//fSZPnkxGRgbr1q1DpVJxySWXEBISwvPPP09eXh7//Oc/ycnJ4YEHHuD111/nkUceYe/evWzZsoXhw4cTERHB5MmTG5x219IOHDjQ4Ou+I/N6Nt4W43gLnwuGnbNtzlm40znqNptyqUSlUvHmm2/SsWNHpk+fjtVqlc+coO7yhfNlNOHCZWZm8sknn9CrVy/S0tLo0KEDkZGRhIeHY7Vaqaqqory8nNWrV7Ny5UqvuPRlsVh8bvOBv7PZbEiShM1mw2azodPpzisgzsnJkYcK+ANvaLWmUqno0qUL+/fvR6FQkJaW1iyt8rxxIEf3cCM51VoADpTpGxUMR0VF8dJLL/Hwww/TsWNHHnvsMQYOHEhBQQH/+Mc/+PHHH0lNTWXq1KnccccdAPzxxx/U1tZy9OhRYmJiuO2221i4cCH33Xcf33//PePHj6dHjx7Y7XY+/vhjfvjhB9atW8fEiRMZPXo0kiTxxx9/8Oijj/LDDz8wZcoU2rRpwy+//MLs2bM5fPgwcXFx2Gy2Vh320xxlcSLGaRk+Fwy35KXKU6dOcc0117B582buuOMOHnnkETp16kReXh7ff/89zz33HHfddReHDx/mxRdfbNQxGzoT7Nu3Lzt37mzG1XsnpVJJRUUFa9euZe3atUDdTuDIyEgCAgKoqqpyuXwp+DZP7Dd8el9hkRn2PdHR0QwYMIDa2tpm7SnsbQFxSmgtv/3/0v2MisZ37Rk1ahQLFy7kjTfekFugQd0eCkfWNygoCEmSiI2NZfny5SxdupSoqChefPFF1Go1v/zyC6+99hofffQRDzzwgMvxu3fvzltvvcUDDzwgdxn65ptv+Pjjj3n++ee56aab5Nv27NmTRYsW8d///pfa2toL+4Gch65duzYqA9wQb4txvIXPBcPObauMRiPBwcH13s6xE7IpIxlvv/12Nm/ezN133y03+AZITk5mxowZtGnThttvv53Zs2dzyy230KNHj/O8F4KDY0OERqORg47i4mK50ThQb9s1QWgtp2d7LrTPtcgOe6aAgICzZuLOlzcFxCkhfwePTQmGAdLS0vj444/JyckhJyeHgIAAeVqcszZt2pCTk4PNZkOj0ch/TxqNhhkzZjB9+nQyMjLIzs5GoVDQsWNHeeOXM7VazT//+U/uvPNOdu/eTUlJCQkJCXTt2hWlUsl///vfpv8APICIcVqGzwXDzjU0ubm5chH56XJzcwGIj49v1HH379/P8uXLAZg6dWq9t7ntttuYOnUqxcXFLFmyxKceKO4QFhZG//79CQwMRKvVIkkSVVVVFBcXk5+fz8mTJ+XL094gPDwco9HY4MhRwfuIrHDz8LSA2Gg0olKp0Gq1rfL9vCUg7hBciwIJCQUnqrSYbAr0qqY9/7Zt2/acJ3sajQaNRlPv5xQKBSkpKY2u29ZoNA3W6HojEeO0DJ8Lhh0N0CVJYt++ffU+UOx2O4cOHQLqZpU3hvOGNkfv2/p07NiR4uJisrKymrZwwcXw4cO5+uqriYmJOeNzJpOJwsJC9u3bx19//UVWVlaDYzw9hVqtll8AzGZzk3o/Cp6rubPCgvvZbDZ2796NxWIhLS1NblHV0rwhIA5QS7Q1WMiu1mJHQWaFjm7h4uS+NYkYp2X4XDAcHBxMv3792LJlC8uXL2f8+PFn3GbTpk1yUfjw4cMbdVznDRPZ2dl06dKl3tsdP35cXodwfi6++GJuuOEGrFYrS5Ysoby8HEmS0Gq1hIaGEhcXR7t27bjyyisZMWIEH330EevWrXP3ss/K+VKV2Wx240paXkuXrXhK3XBLZoX9rVQCPCM7LEkShw4dkjcd7dixgyFDhjSYpWxunhgQj/hfwxnYh/5q+DG64uojLbEcvydinJbhc32GoW4qC9RNaamvrcirr74K1G1Sa+gSw+l69+4tvz1//vx6b7N48WIKCgoAGDhwYFOWLDgZPnw4NTU1vP7663z77bf89ttvLFu2jMWLF/PVV1/xwQcf8NZbb/HDDz9QUVHB5MmTG+y36CncMYLZcZmsNSkUCiIiIggJCWm1S8zuIrLCvic3N9flNSMlJaXVAmEHb+xBLLQuEeM0P58MhidPnkz79u2prKxkzJgxctPpyspKpk2bxo8//gjArFmzXL4uKytL3on66aefunyuQ4cOXHHFFQC8+eabzJw5U35QVFVVyX0UoW6Ky7hx41rwHvouhUJBhw4d2LRpE5mZmfLHHOx2OxUVFWRkZPDzzz/zySefYDabGTp0aKu/aDWFO4Jhd3C0FNNqtXJrH1/UGrXC/jSRzsGdgzgqKirkS8tQV2vprl7dnhgQH5/SuH9CyxMxTvPzyWA4ICCARYsWERkZyfbt2+nevTuhoaGEhYXxyiuvoFAoePHFF+VffGN9+umndO3aFbvdzksvvURsbCwhISEEBwdz5513UlJSQmxsLD/++KPPZ8VaSmRkJDabTa4BVqlU9V5ydwQeO3fu5PDhw6SkpLitifq5aDQa+fFgs9l8bqa7M+e2U768UdA5K6xQKERWuBm5IyC2WCzs2bNHfq4JCgqic+fObt0M6YkBseAZRIzT/HwyGAbo1asXe/fu5aGHHqJjx47U1tYSGRnJ6NGjWb58OTNmzGjyMePj49m2bRtvvvkml1xyCREREdTU1BASEkKfPn146qmn2LNnD+np6S1wj/xHYWEhvXv3xmAwNNik3PEipdPpqKmpaZYm+AAZGRnNchxnzllhXx7BrFKpUKvrtiFIktSiPTxPnDjRYsduDOf72pIdJPwxO9zaHBuRHCdvKpWKtLQ0cYIjeDQR4zQvn9tA5ywuLo45c+YwZ86cRt0+KSnpnBt/AgICmDJlClOmiOtBLaGoqIgtW7Zw7bXX8q9//YuVK1eSlZVFeXm5S+bXkTlOTk4mNTXV5fKmp/GXYNg5K1xbW+s1Le/Oh0KhQK1Wi4CphbTmZrqsrCyXvuXdunXzmBIfT9xQJ3gOEeM0H58OhgXvtHjxYqKjoxkyZAg9evRg7969ZGVlkZ+fT1VVFZIkoVariYiI4KqrrkKhULB+/Xp3L7tBzk3lfb1e2MEdk53cQfQUbjmtERCXlJTIexMA2rVrV287R3cSAbEgtDwRDAsex2w2s2DBAvbv38+QIUPo1KkTaWlp8udsNps8Caq6uprPPvuMHTt2uHPJDdJqtS71wkaj0c0rahlarVYuVbHZbB5bv+2N/LHNWmtxbBCCuiE/nTp1cuNqGiYCYkFoWSIYFjxSTU0Na9asYf/+/XTo0IHExEQiIyMxGAzY7XZqamooLy9n1apVLpc4PY2/dJFwx8a51u43LEkSFosFlUolyiNaSUtnhzt37ozBYCA7O5sePXo0296DliACYkFoOSIYFjxaUVGRXEcMdfVMCoXCazoyVFdXk5+fT1BQkFuC4dzc3BZvD6VUKuXsd0tvnHMnq9WK3W6X/7VmKz9/zg63ZECsUCho27YtCQkJXnGCIwJiQWgZIhgWvIpzmUFLTzprDrW1teTn5/t0myTnrLDFYvH40djnQ5Ikl84mnpxBFJrOGwJhBxEQC0LzE8/ogtfy9EDYX5jNZkwmE5Ik+WxvYecBGwqFwi3BsD+3WWuu3sPV1dUcOnSowZaN3sKXT64FwR1EZljwWhEREVgsFiorK929FL9mtVqpqqqiurq61U9QWqNu2G63uwRPGo1GdJFwgwstl7BarezevVveb5CWliZvxPVGrZ0hbt+47l2C4JVEZljwSiqVivvvv5958+bRo0cPdy+nXv4WMPlqpt45K6xUKkWJhBeSJImDBw/Kew2qq6tdfq/eSmSIBaF5iMyw4JXUarVcP1xSUuLm1dSva9eumM1mqqurOXXqlM8Gi77MsVnOwTF1zl38eSMdnH92+MSJEy6BY5cuXQgODm7OpblNS2eIV1x9pN6P19oUjF3WCTsKFEj8csVRAtTiOU7wTiIYFryKI9taW1vLG2+8gcFg8MiWZQEBAajVavlfXl6eu5fU7FQqFXa73aeDfJEV9jxNDYjLy8s5cuTvgK5NmzbEx8e3xNLcxh2b6nQqiUSDhexqLRIKjldp6RLmm51kBN8nntkFjxAcHExkZGS9n1MoFHIQLEmSHHxJkuSRgTB41gjm3NzcFjlucHAwERERBAUFuTVIPHHiRIsc19Oywg7+vJHOobEb6sxmM3v27JGfM4KDg0lJSWnJpbmNO0omOob8HfwerdCd5ZaC4Nk849ld8HtXXXUVl1xyCS+//LLLi318fDyDBw9mwIABKJVKcnJy2L59O9u3b/foaW6+PmxDpVLJwaFOp3N7wN8SRFbYu0mSxL59++S+12q1mrS0NK9qo9ZUrZ0h7hhcy595deUmmZUiGBa8lwiGBY+QmJhISUmJS4DbvXt37rrrLmJiYrDb7SiVSuLj4+nduzcREREsXbrUI3vaKhQKDAaD/L4vBsPOvYVra2t9slRCrVbLgzY8JSvs4O+1w3DuconMzEyX/QTdu3f36u4RjeXIELdGUCwyw4Kv8KxneMFvJSYmcuzYMTnDqNVquemmm4iJiWHlypWsW7eO6upqunTpwg033MCNN95IdnY2u3btcvPKzxQYGChnEWtra7FYLG5eUfPT6f5+4fOE3sIt0WLNMVlPkiS/6wziLRoKiIuKisjKypLfT0pKIioqqhVX5n6tkSXuFGyW386s1CJJIP5UBG8krvsJHiEyMpKCggI5sOrZsyft27dn8eLFfPLJJxw5coTc3FxWrlzJl19+CUCvXr1adSRuY/l6iYROp5ODfZvN5hMtqs7GUwNhUTvcsKCgIEJCQoC6fuQdO3Z084rco6XriKP0VoI1dT24a6wqThlFfk3wTiIYFtwuIiICpVJJYWEhkiSh0WhITU3FZrOxZMmSM26/bt06CgoKSElJaZEyiYyMjAv6el8vkfC0rLDg3+rbTKfX6+nbty9JSUl0797dY09oWkNLBsQKBXRyKpXIFKUSgpcSwbDgdo7aR0dDfIvFglKppLS0lJqamjNeyHQ6HSdPniQwMNDjxqoqFAoCAwPl931tY5mjdADqNig5Nif5Ckem21tqoEV2uE59AbFSqaRTp07y49WftWRA3DH47+eAY2ITneClxDUNwe0cwfAdd9zBmDFjKCoqol27dhQUFABnTjYzGAwYDAbKyspae6nnZDAY5BICk8nkMSUEubm5JCQkXPBxnDfOWSwWj9rAeKF1w5IkyYGw1WpFo9H4dOcBX3Ps2DE6dOjg7mV4rJaqIW5r+HtPRG6N55WtCUJjiMyw4HZFRUUcOHCAkpISoqOj6dOnD9HR0djtdkJDQ+XbOTLEUVFRREdHX3A5Q0tQqVTyhjlRIuFdTh8g4i2t1ER2uG6jalZWFrt27fKarL47tESGOCFQBMOC9xOZYcHtNm7cyMaNG4G6TgzR0dEkJiai0+nqfWEbMGAABoOBgwcPtvZSz6m8vJzy8vIG1+7NnDOldrsds9l8jq/wHo5ssINKpfLrOlNvYrPZyMvLw263U1RUREZGhs8O1mgOzZ0hjjf8/TyQJ4JhwUuJYFjwKDU1NRw/fpzjx4+f8TlJkggMDKR9+/YcOHCAzMxMN6ywcXytlhbqyiIqKyvR6XQeU/5xuvMtlTg9K+xpfYXPxV/7DkuSRH5+vnw1xnlapdCw5gyIY/RWlAoJu6SguFaNyaZAr/KtRIDg+7zrGV/we2azmQ8//BCbzUZ5ebm7l+N3amtrfS7QF1lh71VWVuaySTU2NhatVnvOgRxC8w3nUCshNsBCXk3dRsVTNRqSgn3nqpHgH7yjKE4Q/j+r1Up+fj5FRUXuXorgI7w9K+zgb7XDRqPR5XkgLCyM4OBg+f36OkwIZ2qOOmJRNyx4OxEMC0IziY+PJyIiwmWTmSfJzc119xI8jsgKeyer1UpeXp78vl6v97sJc83pQgPieBEMC15OBMOC0AxUKpW88S81NdVrOhE0hkql8shJfw05ceJEo29rs9l8Iivs4A/ZYUmSOHXqlNxjXKVSERcXV+9JjMgON96FBMTOwbDYRCd4I995xRYEN3KeOldTU+NR/XcvVEBAAKGhoYSHh/vUAIPTs8JqtVpkhb1AcXExRqNRfj8uLu6sJ2siIG688w2IE0QwLHg5EQwLQjMICgqS3/a1/sKOAFilUvlUkA+umWBfGbDhy9lhi8XiMmwnMjLSZeJjQ0RA3Hj5+flNDopFzbDg7UQwLAjNwDkY9qURzDqdTi75sFqtHttS7XSNKZVQKBSo1Wp0Oh1arVZkhb2ARqMhMTERtVpNYGAg4eHhjf5aERA3TVMCYucyiVM1Gmyis5rgZUQwLAgXSK1Wy2OK7Xa7TwXDzuOXfa2lmoNCofCpGm/w7eywXq+nXbt2DdYJn40IiJumsQFxoFoiTFt3omyVFBSZvLv2XvA/vvUKIAhu4JwVrqmp8ejJc03pKKFUKuVaTEmSfG78suC9VCqVz5S1eLrGBsRiE53gzUQwLAgXyFfrhZ2zwmaz2aOD/Po0VCphs9l8rva5Pr6SHa6srGzW0d8iO9x0jakjFnXDgjcTwbAg1CMjI6PRt/WHYNhXSiQkScJisWA2m70ywPc3JpOJ/Px8cnJymvVvSwTE5+dsAbFLMFwtgmHBu4hgWPA4ISEhXHbZZfTr148OHTq4ezlnpdFo5G4LNpuNmpoaN6+oeWi1WrmO1mazNWtmzp2cNwD6QyDszdlhm81GXl4ekiRht9spLi5u1t+ZCIjPT0MBsUuZhFEEw4J3EcGw0KyysrIu+BghISGEh4fLm2Q82en1wr7CeYqeN2eFnUslJEmSBzWA//QV9saA2DFYw3HyolQqiY+Pb/bflwiIz099ZRMuwbDIDAteRgTDgscJDg6W366srHTjSs6tvLycY8eOUVBQQGlpqbuX0ywUCoXLcA1f2TjnnBX2xQ4SvqS0tNTl5DI2NrbFBr6IgPj8OQfEomZY8Gbi1UDwOM7ZVk8Phu12O5WVlZw6dcplGIAnO1dHCUmSKC0tpbq6GpPJ5BObzfw1K+zgTdnhmpoaiouL5ffDw8NdnhNaggiIz58jII7Q2dAp654rqqwqKswivBC8h3i0Ch7HmzLDvsput2M0Gn1iQ+CJEydEVthLWCwWTp06Jb8fEBBAZGRkq3xvERCfv/z8fAoK8kV7NcFriVcEweP4ancGwT2USqVfZ4UdPD077KgTdvyuVCrVeQ3WuBAiIL4wEaq/n69FqYTgTUQwLHiUgIAA1Oq66UW1tbUe3cVAr9f7ZVDlbQICAuS3RVbYcxUVFbnUp8fHx8vPBa1JBMTnL1b39+9PZIYFbyJeFQSP4k0lEh07dqR79+507NjRJ6ZhKRQKAgMDfeK+OCiVSpd+yf6aFXbw1OywJEkuv5eoqCiXkxjBO8Q4BcNHi61nuaUgeBYRDAsepbS0lHXr1rFr1y6OHTvm7uU0SK/Xo1arUSqV6HQ6l8vw3kqr1RIYGNgqG5Zak8VSV8cossJ1PDEgVigUREVFER8fT3BwMGFhYW5dj8gOnx/nYLjIrG/0KGdBcDfxyiB4FIvFQkFBAUePHvXIF20H52CxurrajSs5P/V1lHDOoDpvOPNmdrudiooKysrK0Gg0fp0V9gZBQUGtXifcEBEQN12U9u+e5EXmul7ljRnlLAjuJoJhQTgPvrbJT6VSodHU1fhJkuTVgzbqY7Vaz9lSzp94wommJEkePwVQBMRNE+kUDJeYddidfr0iIBY8mQiGBeE8GAwG+W1fCIads8Jms9njgxTB+5WXl5Obm+vxJUYiIG68AJUNg6quLMkiKam0um6iE1liwVOJYFjwKN5Q0xkQECBvMrNYLB7d8aKxnMcv+8LEuZaaVuZL3JkdNhqNFBYWUlNTQ3Z2tsf/DYmAuPEi6ymVOJ0IiAVP4/mRh+A3wsLCuOaaaxg1ahS9e/d293LIyMio9+O+ViKh1WrlkxCbzSZvOPNWKpWKkJAQwsPDXTLeUDeAQ/ibOwJiq9XqMlhDpVK5pYVaU4mAuHHqqxuuj8gSC55EBMOCxwgODkahUGAwGM4IYjyJrwXDzj9rX6gVdpSwONdBC55BkiTy8/PlDZpKpZL4+HivuCIEIiBuDOfMcPFZgmEHERQLnsDzT8cFv+EcZHpqj2FHsO7gzcFwbm4uiYmJLgGjt5dIqNVquURCkiRqamrcvCLPl5OTQ9u2bVvle5WUlLj8TuLi4rzuhCU7O5t27dq5exkeK6qJwbBDfn4+FovFpWSrpVksllYNxFv7/gmN5x2n44JfcB644alBZmBgoJzFqq2t9fqSAp1OJ7exMpvN2O12N6/owgQGBspvm83mejdniVKJM7VGuUR1dTUlJSXy+xERES4nlt5EZIgb1piaYUHwNCIYFjyGN2SG7XY75eXlWK1Wjw3Ym8K5VtPbSyREVthzWSwWlzrhgIAAIiIi3LiiCycC4vq51gx7brmbIDgTwbDgMbyhFtdoNHL8+HH2799PXl6eu5dzwSorKyktLcVoNHp9MOycZaytrT1ryy6RHT5TS2WH7XY7eXl58lUHtVrtMYM1LpQIiM/U1JphQfAEIhgWPEJAQICcpTSZTB7fagnw+pICB5vN5pVT9JxpNBqXoSEiK3x+WiIgLi0tdTnRiouL84ruEY2VnZ0tgmInYRozKuqeGyutGmrtIswQPJ94lAoewRvqhX2Rr0xlc64VNplMPnOi4gvCwsLkqz7R0dEEBAS4eUUtQwTEdZQKiND+ncwQ2WHBG4hgWPAIzsGwp9YLC57p9Kyw0Whs1NeJUon6NXd2WKVSERcXR3x8PKGhoc16bE8jAuI6je01LAieQgTDgkfwhmC4ffv2tG3blvDwcK/pi9qQtm3bEhUVJU/S82ZKpVLOBIuscPNo7oBYoVAQFBTkE3XC5yICYlE3LHgf3yncErya8+AHTwyGlUolISEhKBQKwsLCqKiocPeSzpteryc8PJzw8HBiY2MpLS1195IuSG1tLWazGb1e7/V9kn2BIzvvXLrib/y9F3Gk9u+/QxEMC95ABMOCR9i4cSMajYagoCCPDIYNBoOc1TKZTGftVODpwsPD5bc98Wd9PppSHuHsxIkTJCYmtsCKvN/5DuMoKyujqKiI0NBQoqKivP4qyvny54BYlEkI3sY/n6UEj2SxWCgtLZVHtXoSb2j71hgKhcIlGC4pKfGZTXRC82tquYTRaKSoqAiA8vJyysvLW2JZXsNfSybOdwqdILiLCIYF4SwyMjIA3wmGQ0JC5LZWZrPZq+9Lc9U7i410zcNqtbr03tbr9YSFhblvQR7CHwNilyl0tSIYFjyfCIYF4RxUKpXcDkqSJK/uyeucFfbmWmGdTkdYWBjBwcE+sQnQkzUmOyxJEqdOnZLLhxwdJPxhw1xj+FtA7LKBzqLDLrlxMYLQCCIYFtwuLCyMyMhIdDrPzCA4Tzarqanx2m4FGo1G7tohSRIlJSVuXtH5CwwMRKFQoNPp5BHMQss5V0BcXFzsUrMdFxcnt7sT6vjTcA69yk6QygKATVJSbhWPBcGziWBYcLvU1FSGDRvG6NGjz2vDTkvzlRKJ8PBwOVNXVVWFxWJx84rOj16vl7PBdrv9vDbOnU6USpy/qqoql6sMkZGRft1J4lz8JSBurrrhkydPsnPnTk6ePHleXy9JEllZWezYsUPsjxAaJIJhwe08Pdh0Xp+vlEicnhX2phcJ5wlmzREIC41TX3bYbDaTn58vvx8YGOjyOBPq5w8BsWvdsP4st6zfsmXLGDBgAImJiaSnp5OYmMjAgQP5/fffG/X1tbW1vPbaa3Tp0oUOHTrQp08f2rRpw4ABA1i6dGmT1yP4NhEMC27nyaOY9Xq93APZbrd7bTBsMBjkMhSr1eq1fZKds8I2m61Zg2GRHT4354DYbreTl5cnlw2p1WpRJ9wEvh4QX8jgjSeffJIrr7ySwsJC3njjDX788Udef/118vPzGTVqFE8++eRZv95oNHLFFVfw2GOPERsby7vvvstPP/3EG2+8QXFxMWPGjGn2wTKCdxPBsOBWgYGBcnBjMpk87tJ9WFgYklS3+6OmpkZ+29uo1Wr5Z1tWVua198P58rvICruHI4iwWCxyG0SFQkF8fLzYzNhEvlxHfL69hisqKvi///s//vnPf3Lo0CHuuOMOgoODmTRpEocPH+bee+/l//7v/86aIX7qqadYu3YtX375JWvWrGHcuHGEhYVxyy23cOjQIR555BEKCwsv6P4JvkUEw4JbeXqJxKlTp9i/fz9ZWVle/eRZXl7OgQMHyMrKori42N3LOS8BAQHyAAebzdYi0+ZEdrjxdDod7dq1Q6fTER0d7TJFUmgaXwyIo3TnN4UuLy+Pjh07MnfuXPbs2UOXLl0YOXIkXbp0Yffu3bzzzjt06NCB5557rt6vN5lMfPTRR0ycOJGJEyeycOFCOnTowGWXXUaHDh34448/eO2111zKrQRBBMOCWzmXSHjqNDSbzUZFRYXHrq8pKioqqK2tPfcNPYxCoXB58aqpqXHjagRHdlij0dC2bVtCQkLcvCLv52sBceR5ZIYdpWi33norGo2GZ599FovFwscff4zVauXZZ59Fo9Fw66238tdff9X7nLxq1SrKysq4/fbbAZgyZQopKSl8//33REVF8cgjjwAQFRXVDPdS8BUiGBbcyhuCYX/hyZvoTs8Ke2NA72scAbFCoRB1ws3ElwLi86kZdpQ+DRkyBJPJxIoVK7j99tu58847ueOOO/jjjz8wGo0MGTIEu93O5s2bzziG43HZvXt3CgoKOHXqFPfeey/XX389t912GwcPHsRisbhclRQEEQwLbiWCYaExnGtRWzorLEol6idJEhaLxaXPttiE1Px8pY44VG1Brah7rFTZNJhs5w43HCe5/fv3Jzc3F5PJRHp6OgDp6emYTCZyc3MZMGAAADt27DjjGI5ynZqaGkJCQlAoFPLPMzs7m8DAQDQajSiTEFyIYFhwK08OhhMSEoiMjPTqrFd8fDxJSUnyi4K3qqyspLy8HJPJJLLCbmKz2bDZbJjNZnnjHIiAuKV4e0CsVDQ9O2y321EqlYSHh8t7GyIjI13+Ly4uJjw8HKVSWW9XnH79+gF1rdn0ej2jR4/m9ddfJz09nQULFnD99ddf8H0TfI8IhgW30Wg08lm8zWbzuDrQXr16MWzYMLp27eqx0/HORqFQEB4eTkhICElJSS6T9LyRxWJptU2WIjvsymazuQTA3tqNxNt4e0B8PnXDzuVQ8PdVIbVaDSA/DpVKpXwbZ926daNXr1689957mEwmFixYwH333YfBYGDq1Km88847HrlZW3AvtbsXIPgvtVpNbm4uQUFB9T6puVNQUJB8GU2SJK/MRoaEhMgvIGazuVEvALm5uSQkJLT00gQv4iiPcFAoFPLjyiEnJ8cjp0f6AkdA3K5dOzevpOmamhlWKpVYrVZqamqIiIgA/h4Q5JwprqmpwWq1ulxZdDZr1ixGjx7NVVddxYsvvsi7774L1JVOzJ49m4suuuiC7pfge0QwLLiN0Whk48aN7l5GvaKjo+W3vbWlmuPFBM6cOOcNFAqFWzOQJ06cIDEx0W3f3xNIkoTZbHb5mFarrbfkRgTELSs7O9vrAuKm9hrWarUA7Ny5k7S0NJRKJYcOHQLg8OHDKJVK4uLi5FrhLl26IEkSxcXFSJJEREQEKpWKq6++mi+++IL777+fwYMHk5iYSHh4OJmZmZjNZgoLC0V2WHAhyiQEoR7eHgxrNBo5ayJJEqWlpW5eUdM5Rvt6Y4mKr7BarS4nJA0Fwg6ifrhleVvZhGtm+Nx9qB1lc+vXryc4OJiLLrqIL774gsOHD/P5558zePBgQkNDWb9+PVC3qa5v375ER0cTExNDcnIymZmZlJSUsH79eq677jomTJhAp06d2LNnD9XV1YwYMYLQ0FDKy8tb5k4LXklkhgWhHqcHwzExMW5cTdM5Z4UrKys9brLfuSiVSvR6PQqFguDgYOx2u1vugz9nhx0b5hzUarVcz3k2IkPcsrypbCKqiWUSarUavV7P999/z+OPP84jjzzCDTfcQOfOnVGr1cyePRuAH374ga5du7Jjxw527NjB008/TUxMDA8++CDffPMNAPPnzycgIMBlY3ZKSgpvv/02JSUlFBcXExoa2sz3WPBWIhgWhNOEhobK2UiTyURFRYXXBcPh4eHy203NCntC3XBgYKCcgbRYLF4XzHu7008+lEplk0Yti4C45XlD2cT5bKCLiYlh8+bNzJ07l3//+99s3ryZ5cuXc8UVV5Cens7cuXPZvHkzH374odyXeOLEiXTu3JmHHnoIo9FIeXk5wcHBnDhxgjVr1nDixAnatm3LyJEjMRqNXHPNNS4bQgVBlEkIbpOenk5KSgrx8fHuXooLby+RCAoKkmvvrFZrve2HPJlSqXQpjaiurnbjavyvs0R9G+Y0Go1Xt+bzVZ7ek9g5GC4xa7E3YgtAZGQkY8eO5cEHH2Ts2LFUV1czYcIEqqqqXD4+adIk+Xlu6dKlfP3110iShFarJTQ0lOrqat577z0iIyO58soradOmDc8//zxJSUmsWrWKpKSkFrrXgjcSmWHBLQIDA+nQoQNQl33Ny8tz84r+5hwMFxUVuXEl58e5RKK0tNTr2mA5Z4VP72krtA6VSiX/3M83EBbZ4dbjqVlindJOsNpCpVWDDSVlFi0RWvNZv0ahUPD999/z2muvMXv2bJYsWSJ/LiwsjFmzZvHoo4+iUqm44oor6NixI48++ihQF0jfcMMNBAYG8scff8gfdzZu3DieeOIJ7r//frGJTpCJYFhwC08dtqFQKFxm1ntbZlilUhESEiK/720b51QqlUtW2FN6T/tT7bCjdZpSqUSSpEbVCTdEBMStx1MD4iitiUqrBqirGz5XMAx1GzVnzpzJAw88wJo1aygoKCAmJoZhw4a5PL8FBwdz+PBhjh49iiRJtG/fXt6Et2HDBnJycti2bRuFhYWEhobKVyMF4XQiGBbcwnkuvCednYeFhaHR1D1xG41Gj1pbYyiVSsrLywkNDcVkMmEymdy9pCYRWWHPcSFBsDMRELceT9xcF6mt5VhNXfKjyKwjhcYnP0JDQxk7duxZb6NSqUhNTa33c23bthWPPaFRRM2w4Baemhk2Go3s3r2bU6dOeVTpRmNZLBZycnI4cODABbW5ys3NbcZVNc7pWWF31wr7E0mSWrScRrRca12eVEfc1F7DguAOIjMsuIWnBsMmk4mMjAwyMjJcPp6RkUFycrKbVtV0p7fF8gaBgYHy27W1tR63fl8tlXBsmJMkCY1G02wZ4dOJDHHrcleW+JZtFzf4uW9OduCbkx3q/dyXfde11JIE4ZxEZlhwC08NhgX3cHQsgLrgzFNqhf2B1WrFbrfL0+ZEhti3eHrHCUHwBCIzLLQ6jUYjb3Kw2Wwi8GkGjjpbb+sc4eCYkhcQEIBSqfS4rLCDr2WHT7+CoFKpWryFmsgQu0drb7A7PqVxt2s/p2XXIQiNITLDQqvz1KxwS10ebg2hoaF069aNNm3ayCcaF6q164YdGWFv27ToreobrKFWt05+RGSI3UNkiQWhft776i94Ledg2JMCnyFDhjBy5EjS09MJCAhw93KaJCIiApVKRWRkpMvPV2h+vjCE4/TBGnD+/YQF7yMCYkFwJYJhodU5t1XzlMywUqkkIiKC4OBgOnTogN1ud/eSGk2r1co/U0e5gdCyvD0gtlqtLiU1Wq221QNhkR12L5ElFoS/iWBYaHZZWVln/Xxubi579+4lKyuL4uLi1lnUOURGRqJSqQCoqKigtrb2HF/hOcLDw+W3Kysrvao3b2hoKEFBQV5douJtTq8TdgzYcAcRELufCIoFQQTDghuUlpZy+PBhtm/fTkFBgbuXA7iOYPa2qXPOwXBJSUmzHrsl64a1Wq28mTIsLMzrLtF7Y3a4vjphx0mgu4iA2DOIgFjwZyIYFgS8NxgODg5Gq9UCdZe+PaXspDFO7yvsrZ0wvIlzRtjRzs4TTkJEQOwZRJZY8FciGBb8nlqtlrOrkiRRVFTk5hU1XkREhPx2aWmp1wSUWq1W7lzgzX2FvS07rFar5UywpwTCDiIg9hwiKBb8jQiGBb8XFRUl10yWl5djNpvrvd3pU+ncTaVSERISIr/f3CUSLck5K2w0Gr0miPd2jmywTqfzyDptERB7FhEQC/7C854NBZ/WsWNHRowYwcCBA4mPj3f3cgCIiYmR3/aUGubGCA8PlzN71dXVLbbpr7nrhnU6nZwVttvtGI3GZj1+a/O27DDgURnh04mA2LOILLHgD8QEOqFVhYaGEhISQkhIiMeUI0RFRclve1O9sHOJhLdmhU0mk8gKtyBJkrDZbK0yWa45iSl1nscREDd2ip2YLCd4E5EZFlqVc49hTxi4odVqCQsLA+qylJ7S6q0xCgsLqa6uxmazUV5e7u7lNIpOp5NrVn0hK+zgidlhSZIwm81YrVYsFovXnXSIDLFnEpliwReJzLDQqjxtFHNAQAAVFRWEhIRQWlrqVT16S0tLKS0tRaVStfiQkNzcXBISEi74OKJWuPU4D9aw2+3Y7Xa3t1FrKkdALLLEnqehTPGXfde5YzmCcEF8OjN86tQppkyZQqdOndDr9cTGxjJ27Fj++OOPCz52ZmYmU6dOpWvXrgQFBREaGkrXrl256667WL16dTOs3vc4espCXYsnT+ggUF5ezooVK/jf//7Hjh073L2c8+LcLsuTabVan8wKO3hSdri+wRreFgg7E1lizyWyxO4jYpzm47OZ4d27d3P55ZfLl70dNapLlixh6dKlzJo1ixkzZpzXsT/++GP+/e9/yy/mBoMBi8XCwYMHOXjwIEqlkmHDhjXbffEVnpYVdmYymTCZTO5ehk8zm81UVFQQGBjoVRP+muLEiRMkJia6dQ2eOFijOYg6Ys/V1Hpi4cKJGKd5+WRm2Gg0Mm7cOIqLi0lPT2fv3r2Ul5dTWlrKo48+iiRJzJw5k99//73Jx/7mm2+45557MBqN/Pvf/+bo0aNUVVVRU1PDqVOn+Pzzz7nooota4F55P08Ohr1JQECAu5dw3sxmM2VlZT6XFfYUkiS5BMKeNFijOYgMsWcT9cStQ8Q4zc8ng+H333+f48ePExQUxOLFi+nevTtQd+b06quvcu211wIwc+bMJh23oKCABx54AEmSmDVrFm+//TYdO3aUPx8bG8utt97KXXfd1Wz3xZc4B8OesHnOG2m1WlJSUujcubPL1LzW0JKjmX2Ju8olHIGwcx22LwXCDiIg9nwiKG5ZIsZpfj4ZDH/55ZcATJw4kTZt2pzx+ccffxyA7du3c/DgwUYf991336W0tJTOnTszffr05lmsH/G0zHBycjKpqalyN4nGcPfgDUc7NZ1Oh8FgcOtaBM9is9lcNlKq1WqPHKzRHERA7B1EUNwyRIzT/HzumbKyspJt27YBMGrUqHpvM2jQIEJDQwFYuXJlo4/teADefvvtPvsi05Kc26p5QjDcqVMnevToweWXX+7Ss9eTOcZGA17RBk6hUBAaGopWq3X3UlpVa2eH7Xa7SycUX6kTPhsREHsPERQ3HxHjtAyfu7cHDhyQLxM6Lh2cTqlU0rlzZwD279/fqOMWFxdz5MgRAC6++GJWrlzJqFGjCA8PJzAwkG7dujFjxgyPGSThaRQKhUsm091lEoGBgfJ6rFYrpaWlbl1PYwQHB6PRaACwWCxuOaFoaqlEQEAAGo2GkJAQlysD/qC1A2JHOYSv1QmfjQiIvYsIii+ciHFahs8Fw3l5efLbZ+uL6vic8+3PxvEgAfj9998ZMWIEv//+u9y+6MCBA7z88sv07t2bAwcOnM/SfZokSfz666+sWbOGrVu3ur0dmHO9bXFxsVf0u3XOXntD8K5QKORWelC3eU5oGUqlEq1Wi1Kp9JtA2EEExN5HBMXnT8Q4LcPnWqtVV1fLb59t172j+X9jM5RlZWXy27NmzaJ79+589NFHDBgwALvdzrJly5g0aRInT57k+uuvZ/fu3ajV5/7x9u3bt96P++KDrba21mNaajkHw94wglmtVhMSEiK/7w3jlwMCAuRLbVar1WN+962pNVutKRQKvytHcRDDObyTP7ZkO3DgQIOv+47yh7PxthjHW/jOPfn/WirD57wxRaVS8dNPP5GcnAzUZWWuuuoqPv74Y8aMGcOBAwf46aefuOGGG1pkLcKFi4qKkt/2hmA4LCxMzvZVV1d7fJZVoVC4PFF7woAVd2mpgFiSJL/KADeG6EXsnRxBcWs/r5nN5lbNUDfH/RMxTsvwuWDYeZOW0WhssE7R8eLsfPvGHnf06NHyg8TZ6NGjSU1N5fDhw6xYsaJRD5SGzgT79u3Lzp07G7U2oWmCgoLks2aLxeJyRuypnEsk3J0Vbsxo5sDAQDlQs1qtHh+8extJkjCbzV4/Wa4liIBY8GRdu3ZtVAa4Id4W43gLn6sZdn6RPttmH8fn4uPjm3xcR2F6fRyfE3VsroKCgjzmkopziURRUZHH1wsHBga6jLH29OBdqVS61Ar7c1bYoTk30zkCYUdfYecuEkId8fwr+CoR47QMnwuGu3TpImek9u3bV+9t7HY7hw4dAqBbt26NOm7Hjh3ly76NuTQpLl+6uuSSSxg3bhxXXXUVOp3OrWtxDoYLCgrcuJLGcc4Kl5WVeXzwHhAQID/+LRaLyAo3M6vV6vIY8LcWSI2Vk5Pjcy/YgiBinJbhc8+iwcHB9OvXD4Dly5fXe5tNm/4fe/cd3dZ5pQv/OWgEiUYQLCBIgkWERFGVorpcZKs4lizH49SJU2YlziSZOJPJ5MZfMpnJ3NybOJMbz52blepUT0lz4jYqtiVZlps6qUaKFMFOgp0EQYAEQLTvDyy8wWETSBz0/VvLawEkcHAoszx4z373vgibzQYA2LdvX0THFYlE2Lt3LwAs2cQ69A1YXl4e6SmnPalUylYKZTJZwjdSRbt5Lt6DN4aHhzE0NAS3253wEomQxVYkaFV4cUKsDvt8Pl4nlnQerCEUCsQknVDGiY20/C36kY98BECwgfRCbUWefvppAMG63KUuB8z1sY99DABw/PjxBQPR8ePH0dbWBgA4dOjQss87XSXT5DmNRsNWpl0uF6amphJ6PpHweDwYGRnB7du34XQ6E306SwqvFfZ4PPB4PAk+o+QSTSD2+/28f89MGKwhFArEJJ1QxhFeWobhz3zmMygvL4fdbsdDDz3Emk7b7XY8+eSTeOGFFwAE24eE6+7uBsdx4DgOzz777LzjfuhDH0J9fT28Xi/+4i/+ApcvXwYQ/CP16quv4lOf+hQAYPv27Th8+HAMv8LUEh6GEz1sY2pqCmfPnkVzczM6OjoSei7paGZmBk6nE4FAgNcCiEQnVB8ckkmDNYRCgZikC8o4wkuOHU0Cy87Oxssvv4x9+/ahsbER69atg1qthsPhgN/vB8dxeOqpp3Dw4MFlHVckEuGll17Cvffei6amJmzfvh0qlQo+n49dDl6zZg3+9Kc/0R+pMMm0MhwIBDAxMZE05QapbKGuEn6/H9PT05iZmUn62uZEWW6rtVAQDv/3pCC8MtSPmKQDyjjCS8uVYQDYtGkTmpqa8Ld/+7eoqqqC2+2GTqfD4cOHcerUKXz1q19d0XFLS0tx/fp1/PM//zPWr18Pn88HjuNQV1eHb3/727hy5Qr9op0jPAynQllCslCpVCk7RIGC8NKWUy7h8/l4PUClUinVCUeJVolJqqOMIywuQH+1klKoz3CkPQKTTUVFBbt98OBB9nW8/vrrrLA/lS3Ug1FotbW1kEgkmJ6eRk9PT1K20LpTv2GytDutEAcCAd6GU7FYDKlUGuvTyhjp+Ec9lX39619HXl5eVH14I1VfX4+JiQl8+9vfjvlrhcTz6yPLQ8sLJKY4joNCoQAQ/MOeyDIJpVKZMiutarWa9WWWSqVJGYSBYKmEWCyGQqFIu8tmySBUGxy6nSy9utMFtV8jhABpWjNMkkd4SJqZmeFd7o23TZs2oaioCJOTk7h69SqsVmvCzuVOwnsLJ/N5AsEOEllZWZDL5XA4HAlvnZdKIqkfFovFrCyC3nDEBk2tIySz0cowialk6SQhEomg0+kAALm5uXC5XFEdL5a9hiUSCe/fLZnDcHZ2Nm+ISrKuYCezSOqHQzvASezQKjEhmYvCMIkpkUiE6elpBAKBhIbhvLw8donZ4XAkdb9erVbLgo/D4UjqCW56vZ7dnp2d5Q2EICvj9/tpA2ICUSAmJPNQmQSJKYvFAovFkvABAfn5+ez2SqbOxVN4iUQyt4BTKBRsBTsQCNC0uSiEyiX8fj978yOTyahrRIJQ2QQhmYV+05K4mDs9K96iHcEcLwqFgpUd+Hy+pO68UVRUxG673W5aFY5Sf38/72dkbm9hEl9UNkFI5qAwTNKeSCTirbYmcxjWarXs9uTkZNKGIaVSydrlBQIBdHV1JfiMUp9CoaDBGkmIAjEh6Y/CMEl7Op2OlWhMTU0lbbcDkUiE3Nxcdj+ZSyTCV4UnJiYSuuqfDrKyspCdnc3uSyQSKpFIIrRKTEh6o9+2JGYUCgVWrVqFwsJCyOXyhJ1HeInE2NhYws7jTtRqNQtATqczaTf5qVQq1jva7/djZGQkwWeU2sRiMW+4jtvtTmh9PVkcBWJC0hNtoCMxk5+fj02bNgEI/hG5fPlyQs4jPAwnc3CbnJyE2+1GXl5e0gZhgN9BYnx8nK0KDwwM0ES6ZeI4Dmq1mpVDeL1e2O122O32O/YfJokRCsS0wY6Q9EErwyRmwle7EtVWTSKRsDrcQCAg6MpwLHoNO51OWCyWpC6RGB0dhdvtht/vT+r661SgVCrZKrDf7+dNaIyk/zBJHCqdICR9UBgmMaNWq9ntRI1hlkgk6O3txfT0NGw2W1L37E0Vk5OTuH37Njo6OmjIRhTmDixxOBzzOnJQIE5+FIgJSX1UJkFioru7GwcPHmT3ExWGXS4XGhsbAQR35xPhLFTKQaUSkQuvC3Y6nYu+UYtkZDNJLCqdICS1URgmMSEWi9kmq0AgkLAwHC5ZOx6EegtPTk7C7/cn+nRInDgcDni9XshkMkxPTyf6dIgAKBQTkpqoTILERG5uLtsUNDMzQyFvCQUFBSgtLUVtbS00Gk2iT2dBKpWKVwO+lIGBgRifTfpwuVyYmpq64+OoXCK1UOkEIamFwjCJifDhEcmwKpyspFIpG2nMcVxSjjTmOA4lJSWoqqrCqlWrIJPJEn1KGYkCcWqhDXaEpA4KwyQmwsNwojpJ1NbWYufOnVi1alVC+xwvRavVshV0h8ORlKUceXl5LABnZWXRprkVkslkEa+uL4YCceqhUExI8qMwTGIiGcKwwWCAwWDApk2beJ0thBRte7Xwfyer1Rrt6QiO4zgUFhay+6OjoxGVvFCpBJ9IJIJSqYRcLkdubm5U0+UoEKcmCsSEJC8KwyQm8vLy2O1ElEnI5XIWgH0+H8bHx+N+DncS2jgHBIct2Gy2BJ/RfDqdjnXh8Hg8ST3BL5mFTxfkOA6BQCCq41EgTk20SkxIcqIwTGLCbDajr68PVqs1ISvD+fn57PbExMS8/q3JIPwNw+TkZNQBSWgcx82b3recc6TV4SClUgmJJNi4JxAIYGpqSpD/1xSIUxeFYkKSC7VWIzHR0NCQ0NXYuZf2k41YLOZ1jkjGiXP5+flsVXh2djYpzzHZZWVl8erVFxqsEQ3qQZzaqBUbIcmBVoZJWpq7oplswutGZ2Zm4HK5EnxGfCKRKKpVYRKcfhi+Yc7lcsHtdifwjEiyopViQhKLwjBJOzk5OWzgh9frTcqNacm+ca6goIBd2ne73SteFc7UUgmO46BSqVinEK/XG7NyISqXSB8UiglJjJiVSVitVpw8eRJvv/022traMDExAbvdDrVajby8PKxZswZ33303Dhw4gNzc3FidBslA4Sua4+PjSbeiKZFIWKsyv9+PycnJxJ7QHGKxmFdzPTw8nMCzSU0qlYqNW/b7/REN1ogGlUukFyqfICS+BA/DDocD3/zmN/HMM88sOWL09OnT+NGPfgSlUonPfvaz+Kd/+qeoe3CS5HDvvfdCoVDA7/ejp6cHTqczrq8fHuTiUS/c3t6O6urqiB/v9XrR0tICtVoNmUyWdJv7OI6DzWaDVquF2+2OOqwPDAzAYDAIc3IpIDs7mzeYxOFwxGUCIwXi9EOhmJD4EDQMd3d348iRI7h161bEq3F2ux1PP/00XnnlFRw9ehTl5eVCnhJJgKqqKlYGMDg4GPcwHL4ynIyb54BgV4FkbKUGBMN6f38/RkdH2eomiZzb7YZMJoNUKsXMzAxmZ2fj9toUiNMThWJCYkuwmmGXy4WHHnqIBeGcnBw8/vjjeO6559De3g6r1QqPx4OJiQm0tbXh97//PT75yU8iOzsbgUAATU1NOHLkCG0wSXHhXRICgUDcewxnZ2ez3r0ejyfpShBSidvtFmw8dCbVDvv9fthsNjgcjoSM16Ya4vRFNcWExIZgYfib3/wmbt26BQB4z3veg66uLvzsZz/D+9//flRVVUGj0UAsFiM3NxfV1dX44Ac/iF/84hfo6urCAw88AABobm7GN7/5TaFOiSTA3C4J8bg8HM7pdOLo0aN4++23cf369aSrFyaZI5EdQigQpzcKxYQIS5Aw7HK58Mwzz4DjONx33304fvw471L1UgoLC3H8+HHs3bsXgUAAzzzzDK0Op7BET54Dgitzo6Oj6O3tTcjrL0YqlaK8vBwqlSrRp7IgtVpNZRErFM145VihQJz+KBQTIgxBfoO/9NJLmJychFgsxi9/+UvWTijikxCJ8Ktf/QpisRiTk5N46aWXhDgtkgDJEIaTlVarhUajQWVlJYxGY6JPh0cqlcJoNKKmpoY3sERI6VoqIZPJoNVqkZ2dnehTmYcCcWagUExIdAQJw+fPnwcAHDp0aMUb4CoqKnDo0CEAwLlz54Q4LZIA4f1zEzGGOVHa29vv+JjwNwrJtnmuqKgIIpEIYrE4aVeuk1Ho34vjOCgUCgrEJKEoFBOyMoJ0k2hoaADHcbj33nujOs7evXtx9OhRNDQ0CHFaJAHCw3C8V4Z1Oh2kUinGxsbg9Xrj+tp3olQqWbstr9cb876zyxFa2QwZGhqK2WulU5u1uYM1fD5f0k0SDKEuE5mFuk+QZFNVVSXo8TiOQ0dHh2DHEyQMWywWAMD69eujOs66desA0EpGKkvkyrDJZILBYEAgEMClS5fY92UyCF8VtlqtSbWxr6ioiAU6u92+ZH9w8mdKpZJN6QsEApiamkqq/69zUSDOPOGrxBSMSSJ1d3eD4zjBfkcutxz3TgQJw6FLvtFOkgsFqWRaNSORy87OhlwuBwDMzs7GfZUsNGwjNDQiWYjFYqjVanZ/paONYyErK4v3cxuPaXPpsDosl8tZCz8g+MYv2YanLCS00EChOPPQajFJJKPRKHiAFZIgYTgUXhUKRVTHycnJAUAbr1LV3NXPeMrNzWVlCE6nM6nqlee2m0umbinhq8JTU1MJ6YubaiQSCe93ndPpTKr/p5GgVeLMRaGYJEJ3d3eiT2FJgoRhv98vaOKPd29aIozR0VE8//zzyMvLi+vULSC5p86Fv0lIplVhuVwe91XhkFRdHZ5bJ+zxeFK2rIQCcWajEgpC/iz5mmOSlDU7O4uenh5cvXoVzc3NcX3t8HZgiQrDC3WUyM7OZh0G/H5/Uk3E0+v17LbNZov72OxUpFKpWC9mv9+f8lexaH8GAagLBSGCrAyH/PjHP46qR+nIyIiAZ0MyhUgkgk6nY/eT6fsofEOhzWZLmqse2dnZrI45EAjEdVU4JNVWh8ViMaRSKbtvt9uT5v9nNGiFmITQajHJVIKG4Z/85CdCHo6QiOTl5bFd/Q6HI6lWODmOg9/vh0gkSqoSCbFYjNnZWchkMkxOTiZtS7Bk4vP5MDk5CbVaDbfbDY/Hk+hTEgwFYjIX1RaTRPrd736HP/7xjzCbzRCJRKisrMSjjz6Kj33sYzHZiCdYGE7mlkIk9jiOg1gsTkh/31AXCSD56oUtFguGhoag0WiSqrbU4XDg9u3byMvLS+il/lRbHQ4F4nT8fUeBmCyEVouJEBwOB/76r/8aAPDoo4/i/e9//4KPczqdeOSRR3D69Gnex5uamnD06FH89Kc/xSuvvAKNRiPo+QkSht944w0hDkNSWF5eHj7+8Y9jamoKvb29OHXqVNxeO5k3zwHBAJVMq8IhgUAA4+PjiT6NlJOOQTiEWq+RpdBqMVmpd999F7///e/BcRz+6Z/+adHHff7zn8epU6cW7Ul88eJFfPzjH8fLL78s6PkJEoajnTxHUl9eXh44joNGo4FSqYzb64pEIl63hrGxsbi9NhFGMq8OZ2dnY3Z2NiV6CAuJVonJUmi1mCzXW2+9BQDYvHkz1q5du+Bjbt68iX//938Hx3EQiUT4yle+gk9/+tMwGAy4fPky/vZv/xbXrl3DsWPHcO7cOezevVuw86NuEkQQ4YE0nquNHMfh+vXr6Ovrw+joaMJrXxfqKJFMQp0tyJ1lZWVBoVBAo9GwHtaZhDpNkEiEOlFQNwqylAsXLoDjOBw+fHjRx/zqV79iq8Ff+cpX8NRTT6GyshJZWVm46667cOrUKXYl+Pe//72g50dhmAgivJtDaOBGPJps+3w+dHd34/Lly3j77bdj/nqRCo2GDk3kSwYqlQomkwmVlZVJF4oHBgYSfQo8YrGYXeEQiUS8aXOZhAIxWQ4KxmQxg4ODAICtW7cu+piTJ08CCA42+h//43/M+7xOp8Pjjz+OQCCAS5cuCXp+gnaTWMj09DSampowNjaGqakpqNVq5OfnY/369VFPrCPJI3x4QzLWx8aTSqVi/YU1Gg1aWloSfUoA/txXWKVSweVyJVXXjWTCcRzUajXbsez1elO+n3A0qI6YrATVF5NwoZani5XETU5OoqWlBRzHYceOHbyrzeHuvvtufOc730FnZ6eg5xeTMOxyufDss8/iV7/6Fa5du7ZgvZ1YLEZdXR0+9alP4eMf/3hSraCR5QvvpxvvUczJJvyHOFmGbKjVat7wj2TcaJgstcNKpZIN1ggEAhkdhMNRHTFZCaovJgDY79FQG9S5rly5wm7v2LFj0eOEFnWmpqYEPLsYlEmcOXMG1dXV+PznP4+GhgZ4vV4EAoF5/3m9Xly5cgWf+9znYDKZcObMGaFPhcRJTk4Ou4zsdrsxMzMTl9cNBZZkIpPJ2DALIHlWycOnzY2NjSWkBV4qyM7O5pVE2O32jNs8txQqmyDRoDKKzKVSqQAsXhJ38eJFdru+vn7R44T6uwvda1jQleGf/exn+Ju/+RsWeIFg7eSWLVug1+uhVCrhcDgwNDSExsZGmM1mAMFerAcPHsRPf/pTPP7440KeEomD8JXQeK4K19bWoqysDKOjo2hvb0+KFWmj0ch+SKenp+F2uxN8RsESltCVF5/Pl5SrwiGJXB2WSCTIyclh951OJ2ZnZxNyLsmMyiaIEGjFOLOYTCZcunQJb775Jg4dOjTv8+HtWPfs2bPocULTUhcro1gpwcLwK6+8gr/5m7+B3+8Hx3H49Kc/jS996UuoqalZ9Dmtra34f//v/+EXv/gF/H4/Pve5z6GsrAwPPPCAUKdF4iBRJRIFBQWQy+UoKytDb29v3F53KeXl5ex2MoRzACgqKmK3x8bGkn6lMxGBeG6dsMfjSaohKcmIyiZINEILZhzHsWAc76mOHo8nrqvU6TS1crn27t2Lixcv4mc/+xm+8IUv8H53XLt2DW+//TY4jmOLXIsJlVOsWrVK0PMTpExidnYWTzzxBPx+P9RqNV5//XU888wzSwZhAKipqcFPf/pTnDlzBmq1Gj6fD0888URGf8OkokSEYalUyibQ+P3+pBgeodVqeeeUDPXCWq2WXfb3er1JvSqcSGq1GiJR8Neh3++nOuEIUdkEWQmfz5d2I83J0h5//HFIpVJMTU1hz549+MlPfoKTJ0/i+9//Pg4ePMjeHN2pOuDkyZPgOA51dXWCnp8gYfgPf/gDurq6wHEc/vjHP2Lv3r3Lev4999yDP/3pTwCAzs5OwfvHkdgK7woSrxrZgoICtopntVqToga2oqKC3Z6cnITf70/cySC44hK+Kjw6Oprwc4pUvFuthf4ohzbMpcq/UzLo7++nUEwiEggEMDs7y37e/H5/0l+pIsJYtWoVvvGNbyAQCKC/vx9PPPEEHnzwQfz93/89W8xas2YNPvvZzy56DLPZjAsXLgAQftibIGH42LFjAICHHnoIBw4cWNEx9u/fjyNHjiAQCODo0aNCnBaJk1deeQU//OEP8Zvf/CZu5Qr5+fnsdjJMnROLxbzLPsmwcS4vL48Ni/B6vUmxep6sZmZmYLPZMD09TatVK0SBmCwmEAiw1WB6o5m5vv71r+Nf/uVfkJWVNa+pwubNm3H8+PEle7p/73vfAxDcqH7w4EFBz02QmuHGxkZwHIcPfOADUR3nAx/4AI4ePYqrV68KcVokjmZnZ1lhezwUFhay28lw6b+kpARSqRRAsAPBjRs3UF1dndBzCv+lMjIyknJ/hOJdO+zxeCgIR4k215G5AoEAPB7PvN8/IpEIUqlU8K4AJLk9+eSTePzxx/Haa6+ht7cXWVlZ2LJlC+655547Pnfbtm3YtGkTCgsL2VAkoQgShkMhKNo//qHnxzNUkdQjl8tZ+zKfz5cUK56zs7OYmJhAXl5eXCbvRWJgYABWqxU6nS4p/o1I5qDNdSS0GrxQCZtUKk3K1pgkPvLy8vCXf/mXy37epz/96RicTZAgYTj0ji/ab+7Q81NtBYvEV2g2ORAsR0iGmrOhoSEMDQ1BpVIlRTu1EKfTmdKXr2O1OqxUKiESiWC329nGDSIsWiXOXIutBovFYkgkEloNzmChYRlSqZQNgoqE0+lkV+7Ce/kLRZCa4dAl666urqiOE3p++CVwktwKCwtRWlrK688aa+FhOBlKJMLZ7XbqTSswoTfTZWVlQS6XQyaTITc3l/4wx1gqvxkjKzP3Z4rjOEilUiqLyHD/9m//Bq1WC61Wi1deeWVZz33llVeQm5sLrVaLn/zkJ4KfmyBheMOGDQCAl156KarjhJ6/fv36KM+IxEt9fT0++MEP4rOf/SzWrVsXl9cMD8OheeckiOM4+mOzBLFYzKs183g8tDIcB9RxIvOE9lCIxWLIZDIqi8hwLpcL3/72twEAn/nMZ/Doo48u6/mPPvooPve5zyEQCOB//s//KfiikyBh+PDhwwgEAvjjH/+IhoaGFR2joaEBzz33HDiOw+HDh4U4LRIH8Z4+J5FI4Ha72UjvRA+2WGzOOgC0t7fH8UyCCgsLUVNTg/z8/LQKxUKsDs8drOH1euFwOKI+LokcBeL0E/pdPPdNJcdxyMrKotVgAiC42DkxMYGcnBx885vfXNExvvnNb0KpVGJsbAwvv/yyoOcnSBh+7LHHUFRUBL/fj4cffhitra3Lev7t27fx8MMPw+/3o6CgAB/96EeFOC0SB+FhOB7txLxeL86ePYujR4/i7bffTviq3tatW3HgwAGYTCbWxixRxGIx8vPzIZVKYTAY2ACQdBFtIFapVLx9CaHaNRJftEqcPvx+P2ZnZ+H1ehfcKEchmIScOHECAPDwww/zru4uR35+Ph5++GEEAgEcP35cyNMTJgwrFAp897vfRSAQwNDQELZu3Yp/+Zd/ueMELpvNhu9+97vYunUrBgcHwXEcvvvd7/KGOJDkpVQq2aUwl8sFl8sVt9dOhlXhrKws6PV6qFQqbNiwIeFhuKCggIU9l8uVFBPwkkV2djbv/4/D4aCNuglGoTh1hTbIzc7OsgUJn89HP1NkUVeuXAHHcXjPe94T1XFCzw+NZRaKIN0kAODjH/842tra8NRTT8HpdOLrX/86/vf//t+4++67UV9fD71eD6VSCYfDgaGhITQ0NODtt9+Gy+ViP0z/3//3/+ETn/iEUKdEYiwRY5iTidFoZCN8x8fHE3rJXSKR8AaRpGt7wpV0l5BKpbwNnjMzM7TJMYlQG7bUEmqXNveqHHWJIEsZGhoCwJ/UuhLl5eUAhN9YLVgYBoBvfetbqKiowN/93d9hZmYGTqcTp06dwqlTpxZ8fOiHKTs7G//2b/+Gv/7rvxbydEiMhYfhZJi4Fm/hP9TRdlKJVkFBAQvmTqcTNpstoecTS8sJxCKRCCqViv2R9ng8mJmZieXpkRWgNmzJL1QbPLeVpUgkgkQiYb9/CFnI9PQ0gGC5WjRCG6BDxxOK4N+9jz/+OG7fvo0vf/nLyM/PnzdyL/y//Px8fPnLX8bt27cpCKegeK8MFxcXY926dbzglyh5eXnsh9rj8cBisSz4uHhsopNIJNDpdOx+uq4Kr0ROTg77XqE64eRHpRPJKTRKeW4QDrVLS/TvY5L8QnlhbGwsquOEBkiF5w8hCLoyHFJSUoLvfe97+N73vodbt27h+vXrGBsbg91uh0qlQn5+PjZt2oTa2tpYvDyJk3iH4bKyMpSWlmLNmjW4fv06Ojo6Yv6aiwlfFe7v70/o4I/CwkL2x2hmZiYjAl+kq8PT09PgOA4ymQxTU1MJ33BJIkMrxcnD5/PNG1NOo5TJcun1eoyOjqKxsRH79+9f8XGuXr0KILg4JqSYhOFwtbW1FHrTVLzbqiXLsA2xWMz7I53I8ctSqZT3/yFUl5UJIgnEgUAAdrsdYrE4KSYVkuWheuLEE4lE4DiOvZGkUcpkJe666y7cuHEDzz//PJ588skVH+dPf/oTOI7Dnj17BDw7gcsk3G43fvzjH+PIkSPYuHEj1q1bhwMHDuA73/kOW9om6UEsFrORiIFAIOadCzQaDbKysgAEOyUkcvWztLSU9ReemppK6ObBoqIitio8PT1NfXMXQUE4dVHpRHwt1C84FICzsrIoCJMVeeihhwAEu0A899xzKzrGc889h8uXL/OOJxTBVobb2tpw6NCheRuJWltbcebMGfyf//N/8MILL+C+++4T6iVJAslkMnR0dECr1UIkEi3YY1JI4Z0Soq05ilZ4iURPT88dH9/e3o7q6mrBz4PjON5mhExaFQ5ZaHVYJpNRt4g0RKUTsRUIBFh7tLklECKRiOqCSVTe8573YPPmzbh27Ro+9alPoaioCPfee2/Ezz979iw++clPguM41NXVRd2ibS5Bvrvdbjfe+973orOzc9HNcjabDY8++ii9w08TTqcTR48exX/8x3/g2WefXfRxQpUQJEuJhEqlYpvV/H4/ent7E3YugUAAt2/fxuDgICYnJwXfXZsqwlvsqFQqqNVq6lWexmilWHjhwzP8fj9dSSEx8cMf/hAymQwzMzPYv38/vvjFL6Kzs3PJ53R0dOBv//ZvceDAAczMzEAmk+EHP/iB4OcmyMrwf/3Xf+H27dvgOA7btm3Dt7/9bezcuRNSqRQ3btzAt7/9bbz88suYmprCv/7rv+Lf/u3fhHhZkkHCV4YTGYY9Hg9aW1thNBphtVrhdrsTdi5A8I9YIv89ksXAwACqqqpYKU12djYbCkDSE60URy+0Gjz3yp7P54NYLKYNckRQu3fvxs9//nN88pOfhN/vxw9/+EP86Ec/wurVq1FfX4+ioiIoFApMT09jeHgYDQ0NaGtrY4uqYrEYP//5z7Fr1y7Bz02QMPzSSy8BANauXYs333yT/UECguNqX3zxRTz88MM4duwYXnzxRQrDZFlyc3PZ9DCn05nQuliXy4Vbt27h1q1bCZ84R/4sJyeHtxrsdDopCGcICsUr4/f74fF45tUIi8ViGqBBYuZjH/sYysrK8Nhjj2FwcJBd4bx9+/aCjw99fxYXF+M3v/kN9u7dG5PzEqRM4vr16+A4Dn/3d3/HC8Lh/uEf/gEA0NfXl9YDAYjwkqVEYq7lhK149BvOVGKxGEajkTdYI1NLRjIZlU9EZqFRygBYC0JqmUZibe/evejo6MAPfvAD1NfXQyQSLVheKxKJUF9fjx/+8Ifo6OiIWRAGBFoZDm1o2rx586KPCf/c+Pg4NBqNEC9NEuTAgQOYnJzExMREzPv9FhYWstvJFIYTJTSOcmhoKOFlGsnAaDSyVXqv1wu73Z7gMyKJRCvFi1tsNVgikVBZBIkruVyOz3/+8/j85z8Pu92OmzdvYnx8nM2j0Ol02LBhQ9QT6yIlSBh2uVzgOA45OTmLPkYul/MeT1KXSqXChg0bAASHPMQyDItEIt50tUSFYZlMBolEkvBRvtnZ2eyNpFqtRmtr67yG+JmkqKiI98uyr68Pdrs94nHNJH1RKJ7P5/PxgjCNUibJQKVSYffu3Qk9h5gP3SDpJ56T5/x+P9544w0UFhZCrVYnLIxWVFRg/fr1GB4exu3btxPW3k2v17PbNpsto4OwSqVCUVERuz88PMxWhSOdUEfSH4XiP5NIJPD7/QgEArQaTEgYCsNk2eI9htlutyf80neot3BRUdGK26lF229YoVCwVdBAIIDh4eEVHyvVSaVSlJWVsft2uz2j/z3InVEo/vMADY7jKAQTEkbQMPzjH/+YV98ZzeO+8Y1vCHVaRGDxDsOJptPpoFQqAQQ3Z1ksloScR/gqaDK0dUskqVTKbs/Ozi74BoVWh8lCwjfZZWIwppIIQuYTNAz/5Cc/WfLzoXeid3ocQGE4meXl5bHbmRCGwyfO9fX1we/3x/0clEolC+SZvioMBGvVzWYzysrKMDQ0tOiQAArEZCmptFocGr3u8/kwPj5OgzEIEZBgYXju7tRo0OWb5Jabm8tuxzIMy+VyiMXihLbJkkgkKCkpYfcjGb8cC+GrwhMTExldKxzi8XjuOL0IoEBM7iyZQ7FOp8P69evZBnWO42C1WtHb25uwq1SEpBtBwvAbb7whxGFIChCLxaybgd/vx+TkZMxeq6qqCjU1NZiensatW7fQ19cXs9daTFlZGSSS4I+JzWaLOvyvpG5YpVKxgRJ+vx8jIyNRnUMmokBMIpFsJRR6vR4bN26E3W5HX18fpqenUVxcjKKiImzatAkikSghvxcJSTeChOF7771XiMOQFKDVatnK/dTUVEwv1YWGbSgUioRdEgz19AWA7u7uhJxDeAeJ8fHxjFwVFolEqKiowPDw8IqvFFAgJsuR6NVikUiEsrIyNqFrYmICADAyMgK9Xo+6ujqsW7cO09PT7HOEkJWhSnqyLPHaPCeRSHivlYhWZmq1mtVH+3y+hKzA5OTkIDs7G0BwVThTh46UlZVBqVSiqqqK13eakFgLTbaL93Q7uVyO/Px8jI6O8sJuIBDA4OAgOjs7IRKJYDKZFp38SgiJDIVhsizhm+diuRqRn5/Pdj1PTk4ua/SxUMJXhQcHBxNyDjMzM2hvb4fD4cD4+Di8Xm/czyHR8vPzWWkOx3FR/RsMDAwIdVokA8UzFEskEtYKbaEOEB0dHbBardDpdCguLo7LORGSrqjPMFmWrq4u+Hw+5OXlxXSlNFQiASAhNbIcx8FoNLL7QpZILLdueGZmJqKNYulIoVDw/tCPjY3BZrNFdUwqlyDRErK2uKKiYsErT263GzMzM5DJZJDL5fMGDnk8HnR3d0Or1aKiogI9PT2CbmQnJJNQGCbLMjIyEpdwGh6GE1EaEAgEcOHCBVRUVECr1dKmtQSQSCQwGo2sRn16ehqDg4OCHJsCMRHKSmuLNRoNNmzYALVajb6+PvT39/PCbCAQwPT0NAoKCqBSqRacvjk4OAij0QidToeSkpK4l3IQki4oDJOkI5VKeR0rxsfHE3Ie4+PjCXttAhiNRjZcw+v1ore3V9CVLwrEREiRrhZzHIf169ejrKwMdrsdTU1NGBkZmfe9PTs7i9HRURQUFKCyshJjY2O8jcQcxyEQCKC7uxs6nQ5qtVr4L4qQDEE1wyTpFBQUsNXAycnJtKyTbW9vX/RzHMehqqqKV5+dafR6PW/ISG9vb0y6aFANMYmFxTbdGQwG7N+/H3q9Hl1dXbhx4wZ6e3vhcrkWPE5fXx+mpqaQl5fHGz8O/Lm3f+jngibLEbJy9NNDkk5+fj67nYndE7RaLZRKJUpLS5fdkzgdqNVq3rj24eFhOByOmL0eBWISS6FQzHEcNm/eDJFIhOvXr6Otre2O9e8+nw9msxkAUF1dDZ1ON28oVSgE00Q6QlaOwjCJ2MaNG/GJT3wCDz/8MEwmU8TPW+7ms0TXC4cP2og3juN40+ZiOdQkGUkkEt4K2NTUVFzqtSkQk1jr6+tDb28vxGIxZmZm4PP5WAvJ8vJybNu2DZs3b0ZlZSVrpwgE3wx2dXVBJpNh7dq1vNIelUqF6upquN1umkZHSBSoZphELD8/HzqdDjqdLqa/eEP1cyqVKu41u/n5+di2bRu8Xi+6urpw8+bNmL3WQl0l8vLyWJ2sx+PJuJplr9eLwcFBGAwGeL3euPZ2phpiEiuh+t4rV66guLgYW7Zswauvvori4mJs3LgROTk58Pv9EIvFMBgMMBqNuHHjBuvl3tHRAb/fj6qqKmzatAmFhYUIBALIyclBbm4u2traYLfbE/xVEpK6KAyTiOXm5rLbsVyxDAVQiUQS90t/FRUV7LXjXYPHcRyvPGChTTWZYGJiAk6nE4FAIO7//ykQk1gI/RyPjY2hubkZmzdvxgMPPACVSoXu7m5cvXoVPp8PKpUKGzZsgMFgwIYNG/DWW28BCG6mu337Nux2O4xGIwoLC+H1euF0OnHp0qWEDCUiJJ1QGCYRC58IF4/xn/HeOCeVSlFSUsLux3v8cn5+PlsVnp2dzegRq06nM2GvTYGYxNLVq1dRVVUFqVSKs2fPoq2tjX1uYmICfX19eOSRR5Cfnw+j0Yje3l72+YGBAQwNDUEqlbJyC0JI9KhmmEREIpGw1j1+vz/qwQfJqKysDGKxGEBw1HQ8v0aRSDRv0EimrArLZLJ5m4ISjWqISSxwHAePx4Pz58/jxo0bbHNciEgkgt/vx40bNwAEf+8ODAzwulL4/X42kIMQIgxaGSYRyc3NZYFlamoKfr8/wWckvPDxyz09PXF5zVDdcEFBAdu053a7M2ZVWCwWo6qqCj6fDz09PQkZeb2YUCCmVWKyGJlMhoqKCrjdbng8nju+iQq9we3p6Vmwb3bo92p4f+3Qx4ScekcI4aMwTCISjxKJ0tJSVFRUYGxsDAMDA5iamorJ6yxEo9Gwr3Gh0aixJBaLee3khoeH4/baiVZWVgaZTAYAqKqqwu3bt5NuRZzKJshCNmzYgC1btkAikbArSn19fbhy5UpEXXCW+j7X6XQAwDbQzTW3fzGFY0KiQ2GYRCR8AMRiv6CjVVRUhMLCQhQWFsLv98c1DIevCg8MDMRkwMNi8vPz2R9Tl8uVMe3UCgsLeVOzBgYGki4Ih1AgJuG2b9+OjRs3oru7mwVTo9GIiooK5Obm4vXXX4+4JWCo0wQQXGles2YN1q5di97eXnR0dER0DFo1JiQ6FIZJRMLDcKxWhhPVX1gkEvF628Z749ylS5ewfft25OfnZ8yqsFKp5PVTHhkZieubn5WgQEwAQKFQYM2aNRgeHsb58+cxPT0NAGhtbcW9996LNWvWYPv27bh48WLEK8QikQglJSWoqKiAyWSC1WpFQ0PDisqGaNWYkOWjMEwiEusyCYVCgZycHADB/rrxXB01GAzIysoCAExPT8d90IfH48Hw8DDGxsYyYoqUVCqF0WhkNegOhwNDQ0MJPqvIUCAmRUVFyM7OxpUrV1gQDm18a2hogFQqRWVlJVavXg273b7oqGUAyMrKQmVlJbZs2QKRSASZTIa2tja8++67gl0loVVjQu4srbtJDA0N4Ytf/CJWrVoFuVyOoqIiHDlyBK+//rpgr+FwOFBWVgaO48BxHJ599lnBjp1MYr0yHN5fd2xsLK6Xy8P/QMR7VThcJgRhjuNgNBrZZkGPx8NrHZUKqNNEZlOpVAD+vMkN+PPGN4fDgZaWFkxOTqKyshLFxcVLHsvtdoPjOExOTqKrqwsvvPAC3nnnnZj9/guNhg79R1IbZRzhpO3K8I0bN3D//fezCV5qtRpjY2M4duwYjh8/jqeeegpf/epXo36df/zHf8yIXyq/+MUvoNPpoNVqY9IDdm5bsXi6dOkSDAYDKioqEhbMFppGl46Ki4uhUCgABC8P9/T0xL2ftBCo00TmCg240Ov1aG1tnVfKMDg4iM7OTmzZsgVlZWXo7+/n7UFQq9WYnZ1lK8Zmsxnd3d0J6a1NJRWpizKOsNJyZdjpdOLhhx/G+Pg46urq0NTUBJvNBqvVii9/+csIBAL42te+hpMnT0b1Oo2NjfjhD3+IHTt2CHTmycvlcsFisaCpqSkmx09UvTAQXNXp7+/HO++8E7c/SDk5Oaivr2fBMBNoNBpe14zBwcGU75VKq8SZx2q1wmq1QqvVsq4P4fx+P3p6ejA1NYWKigq2ORYIvnn60Ic+hP3797OPhSbJJQNaOU4NlHGEl5Zh+JlnnkFPTw+USiWOHj2KdevWAQi+c3r66afxyCOPAAC+9rWvrfg1/H4/PvOZzwAAfvKTn0R9zplMo9Gwml2Xy5X0G6mEUFNTg/Lychw4cICtCLe3tyf4rGIrvO7cZrOlzQhZCsSZxel0YmBgABqNBkajkf3uCjc2NoaxsTHI5XLe5tyZmRlwHIesrCzWUjCZUThOTpRxhJeWYfg3v/kNAOAjH/kIb7xuyFe+8hUAwXc9ra2tK3qNH/zgB7hy5Qo+97nPoa6ubuUnS3irhekSkJaiUChgNBoBBDfeZEorte7uboyMjMDtdse1j3M8UCDOHIFAAM3NzbDb7TCZTPNKZUSi4J/V0PdE+ICiyclJ/OlPf8Lzzz+fVANmIkXhODlQxhFe2oVhu92OhoYGAMADDzyw4GN27twJjUYDADhz5syyX8NiseCf/umfUFRUhG9961srP9kUodVqY7qKkagSiVWrVvE27sXL2rVr2R/MkZGRjHgDEDI0NIS2tra0nGA4MDBAoThDTE5OoqWlBXK5HOvWrYNerwfw564SwJ+vhMytiU+n6ZJzwzEF5NijjBMbaReGW1pa2E7c0KWDuUQiEdasWQMAuHXr1rJf4wtf+ALsdjuefvpp9g2Xzt7//vfjiSeewGc/+1kolUrBjx/+bxivMCyTybB+/XrcddddeM973sPbGR5LKpWKd9l07vdfupdKAEtP3koHFIgzQ3NzMzo6OmAwGLBr1y5oNBoWhMvKylBRUYHBwcGU65YSLQrHsUUZJzbSrpvE4OAgu73UTu/Q58IfH4mjR4/ixRdfxN69e/HRj350ZScZpr6+fsGPt7S0RH1sIUgkEtZKKCsra8Ubnrq7u1FRUbHg51577TW2GcXhcKz0VJeltLSUN/UtXhPn1q5dy/rrDg0NpdUq0Vw5OTlQKpVx7w6SDKgfcfrzeDy4ePEiRCIRVq1ahUOHDmF0dBSBQABFRUWQSqVoampK+zd/d7JQIM7krhUtLS2L/t0PrfguJdUyTqpIuzAcaoIOANnZ2Ys+LjTgYTnha3p6Gk888QSkUil+9KMfrfwkU8jcTU+xurwd2qEdL+HBvKenJy6vqdFoeH8EVvKOPVWIxWIYjUbIZDIoFAr09vZmRB/lcNR+Lf3NzMzg7NmzmJycRHV1NUpLS+HxeDAyMoJz587x/h6RP0uWlm6zs7NxXb0Wok6cMk5spF0YjuW78G984xvo7e3Fk08+idraWkGOudg7wfr6ely7dk2Q14hGeBiOZ1iNpdzcXOTm5gIIDrqI12au8O8Zi8Wy6Ma5dOg5HArCQPAXtkgkyrgwHEKrxOnN5/OhoaEBN27cAMdxkMvlGdERR0ihQJqKmwqXa+3atRGtAC8m1TJOqki7muHwmtalejeGLvdHWgN77do1fP/730dZWRm+8Y1vRHeSKSR88ly6hOHwVWGLxRKXoQ9arZZNowoEAklTBhMLRUVFrLQGAPr6+uJWhpKsaHNdagiVMK2Ex+PB7OwsBWESU5RxYiPtwnD4CsxSf3xCn7vTuMyQL37xi/D5fPj2t7+NQCAAh8PB+y/E7XbD4XCk/DCBkFiuDCuVSpSWlkIulwt63KWIxWLeBrZ4jV8Of5fd399/xz+YqbqRTqVSoaioiN0fHh6G3W5P4BklFwrEyUsqlSI3Nzeuv48IWS7KOLGRdmG4pqaGvbtvbm5e8DF+vx+3b98GgIgvBYTqSj/+8Y9DpVLN+y/ks5/9LFQqVdpcYggPw0Jv9iotLcX27dtx6NChRXfFCs1gMLDOEQ6HI25tzdrb22G1WtN6VVgqlfLeaNjtdgwPDyfwjJITrRInn5ycHGg0GojFYigUCtb6kJBkQxknNtLuJ16lUmHr1q0AgFOnTi34mIsXL8JmswEA9u3bF7dzS0XhZRJCh+Hw/sKh/x+xVl5ezm7Ha+McEFwhfeONN3DmzJm4dcyIJ47jUF5eDokkuA1hdnY241pKLRcF4uQxOzvLajEDgQBvhDIhyYQyTmykXRgGglNZgOCUloXaijz99NMAgpvUQr347qS7uxuBQGDR/0J+/etfIxAIxO3yeywplUq2CcrpdC5Zn7RcIpGIF7TjsUKbk5PDhmwEAoG4huGQ5YT+VCqVMBgMbPey3+/PyO4RK0GrxMnB6/XC5XLB5XLBarVmfI07SW6UcYSXlmH4M5/5DMrLy2G32/HQQw+xFlZ2ux1PPvkkXnjhBQDAU089xXted3c3OI4Dx3F49tln433aSSeWq8J5eXls9cVut8Plcgl6/IXodDrWGm54eDgur5kJcnNzodPp2P3BwcG0qyeLNQrF8SOXyxecqDk9PQ2Hw5HxfYFJ8qOMI7y0a60GBFs5vfzyy9i3bx8aGxuxbt06qNVqOBwO+P1+cByHp556CgcPHkz0qSY1iUSCyclJaDQawcNw+BjkeE2d6+vrw8jICMrLyxdtayakgoICZGVlRdXHMhXarDmdTrhcLsjlckxOTmJ8fDzRp5SyqA1b7IhEIqhUKkilUvj9flbDT0iqoYwjvLQMwwCwadMmNDU14Tvf+Q6OHTsGi8UCnU6H7du340tf+hLV0USgs7MTnZ2dkEgkrBZUKOH1wvGcUOZ2u9HW1haX19qwYQNyc3NRU1ODK1euxCWAJ4Lb7UZ7ezuKiopow5wAaFiH8LKzs5GTk8M2HolEIuTk5NBQDJKyKOMIK23DMADo9Xp8//vfx/e///2IHl9RUbHilYJ0XmHwer2C9uKVSCS8LhXx6ugQTwaDgQ32yMnJiareOhVWh/1+/7LHfpKlUSiOnlgshkql4r2ZDwQCcDqdVMpDUh5lHOGkZc0wSW75+fmsddHk5GRaTh0KbzvT2dkJt9udwLMRHrWeih+qJV6ZnJwc5Obm8oKw1+vF5OQkBWFCCA/9RSNxF+8SifLycqxfv57XKzGWysrKoFarAQSnUglRlpFMnSUUCgXWrl3LVr5J7NEGu8hJJBLk5ubyyiICgQCmp6cxOTlJXU4IIfNQGCYLUqlUqKurQ0VFhWAhMtSKJTwMx2PzXHV1NVavXo0DBw7E/JIzx3FYu3Ytu9/e3p5WK98SiQRGoxFisRhGoxH5+fmJPqWMQqH4zuaWRXg8HkxOTgraGpIQkl7SumaYrJzBYMB9990HIBjo/vu//1uwY9++fRsFBQXIz8+PeecBrVYLjUYDIHiJNNYr0Uajkc2Cn52dFXRFNxlqh41GI5vg5/V64zYshfBRPfHipqenoVar4ff7MTMzQy0UCSF3RGGYLCh8g5vVahX02BaLBRaLRdBjLqaiooLd7u/vF3Qj4Fwcx6GmpobdN5vNadW8X6/Xs6AfCATQ29ubVl9fKqJQPN/s7Cymp6fhdrtZX3FCCFkKlUmQBYUP3BA6DMeLWCxGaWkpux/riTmVlZVQKBQAgu3GOjo6BH+NRNUOq9VqXm/o4eHhtBwrnaoysXxCJpMhLy+PXakI53Q6KQgTQiJGYZgsKHxlWOiBG/FSUlLC/lDa7faYfh0ikYg39rKtrS2mq9DxJJPJUFZWxu5PTU3FtTc0iVwmhOLQ8Ay1Wg2RSMSuVhBCyEpRGCYLikWZhFgsZru746G8vJzd7unpielriUQi9Pf3w+fzwel0xmRVOCSeq8Mcx6G8vJyNzp6dnUVfX1/cXp+sTLqG4qysLOTm5iIrK4v38dD3JyGErATVDJN5lEolZDIZAMDlcgm2C9tkMuHgwYMYGxtDd3d3TP9YK5VK1rXC7/ejt7c3Zq8FBDeT3bx5E2azGUqlMm0u0ZaUlCA7OxtA8N+xp6eHWlOlkHSpKQ6tAId+L4WEhmek+0AAQkhs0cowmSe8XljIbg9GoxESiQR6vZ714Y2V8FXhoaGhuO0od7lccZmoF4/VYblczrtCMDAwQO2pUlRopTgVV4tD34fhQdjn88Fms2F6epqCMCEkarQyTOaJ1ea58M1ssaw5DV3aD4n1xrl05XK50NXVBaPRiKmpqZStHSd8qbJaHKoNDt8gR6OUCSGxQCvDZJ7wMCxUAFKpVGximdfrjWmHCrlczlaCXS4XhoeHY/Zaer2elRHEWzxWhx0OB8xmc9xa4ZH4SYWV4rmjlG02GwVhQojgaGWYzKPT6dhtocokwrsRjI+Px/TSptPpxJkzZ6DRaJCTkxOz15JKpdi2bRtEIhG6urrQ3NyclvW01Es4vYUH4mRaLfb7/ZienoZCocDMzAyV6BBCYoZWhsk8ZrMZLS0tGB4ejkkYjscIZgCw2WwYHByM2fFXr14NqVQKsViMwsLChARhoVeHc3NzeatxJLMkcrV4oX7BLpcLVquVgjAhJKborx6Z59q1a7h27Zqgx0xEGI6lrKwsrFq1it1vaWlJ4NkIQ6lUoqysDF6vFz09PXQ5OoPFc7VYKpVCqVRCJBJhcnJy3pvKdOnMQghJXrQyTGIuNzeXdY9wu92YnJxM7AkJYPXq1WwFdXJyMqE1tUKsDkulUhiNRnAcB6lUiqKiIgHOjKSDWK0WcxwHpVIJjUbDepDTAA1CSCJQGCYxF74q3N/fH7Ma3ry8PNx///1YtWrVvH6kQpLL5aiqqmL3k2FVOJpAzHEca3sHBGuEabAGmUvI9mwymQy5ubmQy+XsY36/P24tEAkhJByVSZCYC29zFsuQVVFRgdzcXLYSffXq1Zi8zpo1a9jEK6vVGtO65HgoLi6GQqEAEGxd1dPTkzajpElsrLSMIrT6O3eCnNvthsPhoJ7BhJCEoDBMePbs2QONRgOr1Ypbt27BZrNFfcxAIACPxwOpVIqenh6oVCoBzpRPLBajpKSE3Y9Vb+GcnBxUVlay+7du3YrJ66xEe3s7qqurl/UcjUaD/Px8dn9wcJBqhcmyRNq3OCsrCwqFAiLRny9I+v1+OBwOzM7OxvQcCSFkKRSGCU9lZSUKCwsBBAOlEGH4+PHjEIlEKCoqwvj4eEzCcElJCduNPjU1FbM+xjU1NeyP+djYWEx7GK/EcgJxVlYWbxCKzWaLy/Q8kp6WWi1WKBTz+nG7XC6aIEcISQoUhglP+PhdIQOl3++PaTlB+GptT09PTF5DoVDAaDSy+8m0KrxcIpEI5eXlrNzD7XZTnTARzNxg7Ha7IZfLwXEcfD4fHA4H9a8mhCQN2kBHGKVSyVZXnU5nymxmUalUbFCI3+9Hb29vTF5HJpPB4XAACI6TTtZV1Eg205WWlrLNS36/Hz09PdTCisTEwMAAent7MTY2BqfTCavVSkGYEJJUaGWYMOFjmGM5Lllo4Rv0BgcH4Xa7Y/I6VqsVp0+fRmlpKaanp2PyGkK5U7lEePDt7+9PmTc+JPkVFhZidnZ2XgvFha4MJdPEO0JI5qIwTJjwMDwxMRH18XQ6HTZt2oTe3t6YBa5QW7CQWJVIhOvv74/5a8Raf38/ZmZmIJfL06LvM0m87OxslJaWIjs7G16vFw6H445dSZJ1FDQhJLNQmQRhhA7DlZWV2Lx5Mx5++GHcf//9UR9vIXq9nl3udzqdSbehLZHuVC4xMTGRsNG7JH1wHAe9Xo/q6mq2SU4ikfC6lERCyD7GhBCyHBSGCSN0GA5fsQ2v4xWy7VlFRQXvNWKxMz383yXVCDGdjpDFKBQKrF69GoWFheA4DkCwBGdgYABDQ0MrPm54MKZwTAiJNSqTIEx46BsfH4/qWHP7/sZqU5vNZoNWq4VcLo9Jb2GtVou9e/fCarWiubkZIyMjgr9GPBQVFUEqlcJisVArKxI1kUiE4uJitnE1xOFwoL+/X/C+wVROQQiJJQrDBECw56xSqQQAeL1eTE1NRXU8vV7POlNYrdaoj7eYW7duoaWlBTqdLiab2mprawEEQ3F5eXlKhmGHw4GNGzcCCNZ1dnZ2wufzJfisSKpSqVQoKSnhjTz3+XwYHBwU5IrSncxdKaZwTAiJFoVhAmB+J4loVw/DhznEesNZIBCISZsznU6HoqIi9hotLS2Cv0as5eTkYOvWrey+1+ulIExWjOM4lJaWsje6QPDqjMViSdgIbwrHhJBoURgmAIJlEc8//zy0Wq0glzjLysrY7VQd5hBaFQaCZR6hHsOpQiQSYceOHWwFb2ZmJmblKiQzBAIBWCwWVFRUwOv1wmKxCDKlUkgUjgkhy0VhmAAAZmdn0dPTI0hrMrFYzPsDFIswLJFIYroSVVBQgIKCAgDBDUGpuCq8adMmNlHQ7/fj4sWL82o8CVmKSCSaN4xlamoKFosFk5OTKXGVgcIxIeROKAwTwRUXF0MiCX5rWa1WwWt5JRIJHnzwQYyPj6O7uzsmu83XrVvHbvf09GBmZkbw14glo9HIG1F948YNWK1WWK3WJYdxEBKSl5eH4uJi9PT0zLsqEu0G20SicEwImYvCMBHcYi3VhFJWVgapVAq9Xo/s7GzBw7Ber2c11D6fD62trYIeP9bUajXq6urY/b6+PnR2drL7d5pORzKbTCZDaWkp21BbWlqK27dvp20XkoV+f1BAJiSzUBgmAIQtO4h1GA4fvxyLdmpr165lt7u6uuB0OgV/jViRSCTYuXMnxGIxgOAl7cbGxnmPo0BMFlJQUICioiKIRH9uQR8IBCCVSgVvl5bMaPWYkMxCYZhApVLh8ccfx9TUFAYHB3HixImojnfs2DGUlZWhvLx80Xrh7u5u3sCMSKnVat6qrdD1yAaDgdXZer1e3L59W9Djx9qGDRt4LfIuXry4aF0nBWISIpfLUVpaipycHPaxQCCA0dFRDA8Pp+2qcKRo9ZiQ9EZhmECr1YLjOGg0GkE6JjgcDrS0tMRk01n4qvDg4KDgq1VKpRJ+vx8ikQidnZ1wu92CHj/Wbt26BaVSiYKCAjQ0NMButy/5eArEmY3jOBQWFvImyAHB0eZ9fX1wuVwJPLvkRgGZkPRBYZjM6zGcrDiO47VsE6LzxVxtbW2wWCxYs2YN2traBD9+rLndbrzzzjvQ6/UYHByM6DkUiDOTXC6H0WiEXC5nH/P7/RgeHsbo6GgCzyx1UUAmJDVRGCYpE4aLi4vZH26n04nh4eGYvM709PSCdbapIhAIRByEQygQZx6fz8ebIudwOGCxWFLuakiyo4BMSPKjMExYjSwQXcskqVQKjUYTk2lwAHitwmKxcS4VcRwHrVYryBhcCsSZxePxYHBwEHq9HkNDQyndLi3VLNYBh0IyIYlBYZjwBjFEE6qMRiPe+973wuVy4caNG3jnnXeEOD0AQHZ2NgoLCwEEVz6FLJHgOA4ymSwlV8TWrVsHk8mElpYWQVrAUSBOT2KxGAqFAlNTU7yPj4+Pw2azJWyUMuGjkExIYlAYznAymYzXfSCa0aqhel65XM7bjCMEo9HIjjkyMiLoEIzKykqsX78e7e3tMJvN8Hg8gh07lgwGA1avXg0gODra4XCgv78/wWdFko1Go4HBYIBYLIbZbJ73po+CcPKjkExIbFEYznDhq8JWqzWqFkqx7C88OjqKvr4+GAwGQVeFRSIR1qxZA4lEgpqaGszOzqK9vV2w48eKQqFAfX09uz84OChYEA59/bRCnNokEglKSkqg0WjYx8rKylLi+5tEhkIyIcKgMJzhwjfPRVMzmJOTg/z8fADBjTkWi+WOz1lOr+GJiQlMTExAKpUu2jd3JSorK5GdnQ0AcLlcvEltyUosFmPHjh2QSqUAghv+rly5IvjrUMlE6tJqtWw1OGR2djZmm05JcllqKicFZULmozCc4YSsFw4ZHByM2aVXIUsYxGIx1qxZw+7fvn0bfr9fsOPHyubNm5Gbmwsg+Mbj4sWLMSvtoECcWmQyGUpKSqBSqXgfHx8fx+DgYEp8f5PYoqBMyHwUhjNc+MSpaNqqhYfhWPT/jYVVq1axVm0zMzPo6upK8BndWUVFBW/wyPXr1zE5ORnT16RAnBry8/Oh1+t5o5Tdbjf6+/sxPT2dwDMjqYKCMslUFIYz3KuvvorXX38dubm5d5xWtpTS0lJ2W8h6YaVSCafTKWhpBBCspwxtPgOA1tbWpF81y83NxaZNm9j9np6euLWYo0Cc3EpLS3klTzRKmQiNgjJJZxSGCTweT1QTp1QqFbts7/F4BK1L3LZtG5RKJfr7+9HS0iLYeNjq6mo2cMDhcCT9arZUKsWOHTtYDejk5CSuXbsW13OgQJy8xsfH2Vh1p9OJ/v5+OJ3ORJ8WyRBLBWWAwjJJfhSGSdTCV4UtFotgK6xqtZoNBDEajWhqahLkuFKpFCaTid1vaWlJ+tWz3NxcZGVlAQi+4bh48aLgq+WRoECcnJxOJ0ZGRtiKcLJ/P5PMkqxh2ePx3PHchH49kpxEd34IIUsL9RcGIGif2/BOEwMDA4L9Ilm9ejXrxGC329HX1yfIcWNpdHQUZ8+ehd1ux5UrVxJaA0qtuRKH4zgUFxfzpkaGDA8Ps0BMSCoZGBgQ9Hc8IctFK8MZTKfTIScnBxMTE1GFq5GREfT396O4uHjZwXKx9moikYgXsoUsY9Dr9ex2S0uLYMeNtampKZw+fTopwg71Io4/pVKJkpISZGVlwefzwW6308AMQggRAIXhDLZp0yZs3rwZAHD27Fk0Njau6DjXrl3DtWvXIJFIBLt0bzAYWFnA9PQ0RkZGBDkuAJw5cwbl5eUoLi5OuYltyRCEw1HZROyJxWIUFxfzNsiJxWLk5eUJ+nNBCCGZisokMlj4pVYh2nN5vV7Bwlp4+zChOyYEAgF0d3fj/Pnzgh5XSBzHob6+fl6/2GREZROxo1arsXr1al4Q9nq96OvroyBMCCECoZXhDBb+BzaagRtCy87ORmFhIYBgcBV6tHMq2LBhA8rLy1FSUoLGxsakX8GmsglhSSQSGAwG1qUlZHJyEgMDA1QeQQghAqIwnKFkMhlbdfT5fLDZbAk+oz8rLy8Hx3EAgvXIQrSI4jgu6UoMFlNaWspCpUQiYYNBUgGVTUQvNzcXBoMBEsmffz17PB5YLBZMTU0l8MwIISQ9URjOUOGrwpOTkysKijqdDg888AD6+/vR3d0t2ApuLEok6urqkJOTg5aWFoyPjwtyzFhQqVTYsmULu2+xWFKuDIEC8cqJRCIUFxfzgvDExAQGBwcT0kqPEEIyAdUMZ6jwMLzScFhWVga9Xo+tW7di48aNKz6X8MBbWFgIhUIBIDhKdnBwcMXHDVEoFDAajSgsLMS9994779JzspBIJNixYwcLQna7HQ0NDQk+q5Vpb29PuRCfDPx+PywWCwBgdnYWnZ2d6O/vpyBMCCExRGE4Q+l0OnZ7pfXC4a3PhOrVOz4+jitXrmBsbAx9fX2CDPCoqamBSBT8Vh8ZGRFks2As1NXVQa1WAwhukrp48WLK14ZSIF5a+ApwyNTUFPr6+tDW1gaHw5GAsyKEkMxCZRIZSoiV4fDJc0Jt8PL5fOjt7UVvby+rG46GSqWC0Whk92/duhX1MWOhqqqK9+bi6tWraVMfSpvrFlZYWIjCwkJ0d3fPC71WqzVBZ0UIIZmHVoYzVLRhuLCwENnZ2QCCfYBjUYcrxIa3tWvXslA9NDSUVF0zQvLy8nhlJp2dnSkxFW+5qHQiKDs7GyaTCXq9HiKRCKWlpezKBSGEkPij38AZSCQSscvxwMp6DMeiREJoGo2Gt3qdjKvCMpkM27dvZ2HIarXixo0bCT6r2MrUQMxxHPR6Paqrq9kbSSBYEiMWixN4ZoQQktmoTCIDSaVSdHZ2QqvVQiKRrKguNbzjgxBdJBQKBXJycjA6Ohr1sULWrl3Lbg8MDCRlrfDs7Cx6enpQU1MDj8eDixcvClInnewyrXRCoVCgtLSUTVUEgpvlhoaGMDY2lsAzI4QQQmE4A7ndbhw9enTFzxeLxSgpKWH3e3p6oj6noqIibN68GQ6HAzdu3MDQ0FBUx9NqtTAYDOx+S0tLtKcYMy0tLZiYmEAgEMDMzEyiTyeu0j0Uh1qlhW9YBQCHw4H+/n7Mzs4m6MwIIYSEUBgmy6bX6yGVSgEEL+vb7faojieRSNgqrlKpFKSDQm1tLbvd19eXVENFFjI8PJzoU0iodAzFOTk5MBqNkMlk7GM+nw+Dg4NJWbtOCCGZimqGybIJ3UWiurqaXT52OBxRXzZWKpVsnLPf70+6VWGZTCZIp4x0lE71xB6Ph1cLbLPZcPv2bQrChBCSZGhlmCxbQUEBuy1EGF63bh27LUTJhcPhwOuvv461a9fC6/UmVa9WkUiEPXv2wOPx4PLly3C73Yk+paSTLqvEHo8HQ0NDKCoqgsViSfqrE4QQkqkoDGegvXv3YmZmBlarFR0dHcvesHXs2DHk5uairKws6vCqVqvZZrxAICDYSOepqSlcvHhRkGMJadOmTdBqtQCC/x9OnTqVERvmViKVQrFUKoVCoZi3SXN8fByTk5M0QY4QQpIYheEMI5VKsWXLFgDB+sUf/OAHKzrO5OSkIN0Z1q9fz253d3fD6XRGfcxkZTQaUVlZye6bzWYKwhFI9lCcl5eH4uJiiEQiuFwuuFwu3ucpCBNCSHKjMJxhwodtTE5OJjSMcRzHK5FoampK2LnEmlqtRl1dHbvf19eHzs7OBJ5R6gmvJ06GYCyTyVBaWgqlUsk+VlpamlZ1z4QQkgloA12GCQ/Did7IU15eDpVKBSA4xa6joyOq4+3ZswerV69OugEGEokEO3fuZOc1NTWFxsbGBJ9Vakv0NLuCggKsXr2aF4RdLhcGBgYSdk6EEEJWhlaGM0w0YVgmk6G2thY9PT2wWq1Rn0v4qnBLS0tUq9QGgwFFRUUoKipCVVUVXnvtNUHGOQuhvr6ehabQYA26dC6MeJdQyOVylJaWIicnh30sEAhgdHQUw8PDSfM9RwghJHIUhjNMePP/8fHxZT23tLQU999/PwCgq6sLL7744orPQyqVYtWqVex+c3Pzio8F8PsK9/f3J00oMZlMvAEljY2NUfdlJvPFOhRzHIfCwkIUFhby2uI5nU709fXNqxMmhBCSOigMZ5how/BKnzuXx+PBr371K6xbtw46nY4dr7u7GxUVFcs+L7VazY7b1tYW1bkJRafT8Va/29vbYbFYEnhG6S9WdcVlZWXIzc1l9/1+P4aHhwUdH04IISQxKAxnELFYDI1GAyB4aXe5pQ7hYbivry/q83E4HFG3P+M4jk2vA4JhKFlG3NbU1EAkCpblj4+P4+bNmwk+o8wiZDAeHR2FRqMBx3E0SpkQQtIMheEMotFoWDibmppa1tjjrKws3lS3ZFnhLCsrY5vwZmdnk2on/4ULF1BXV4fCwkJcunQpaUo3MlG0ZRROpxPDw8Pw+XxRXxUhhBCSXCgMZ5Dwy7zL7RFcUlLCgvTIyEhSrIrNXRU2m83weDwJPCM+n8+HK1euIDs7O637J6eSO60Wi8ViFBcXY2ZmZt4G05GRkZifHyGZSiaTJfoUSAaj1moZJJowXFZWxm5HM4JZIpFg9+7dvHOZq7u7O6JjVVZWQqFQAADcbnfUrdlihYJwcgq1ZwsFZI1Gg9WrV7MhGhIJrRUQEkuhK44mkwk1NTVJ1xaTZA76bZ9B+vr68NZbbyE3N3fZY4+NRiO7Hc3IZJPJhJ07d2Lnzp1obm7Ga6+9tqLjiEQirFmzht1va2tbVtlHLCgUCuTn50c9oprEl1wuR35+PgwGA/uYWCxGbm4uxsbGEnhmhKSf7OxsaDQaqNVqyOVy3ucoDJNEoTCcQUZHR1e0+z07OxsFBQUAgpf+o1kZDh+/HM3Qj/LycmRnZwMIDjtI9DQ3sViMnTt3QqPRQKfT4dq1azRqOQWUl5djw4YNvEu0TqcTV69exdDQUFJMuiMkHYhEIqxevXrRcgi/30/7KkjCUBgmd1ReXs5uDw4OrngFNjc3l5Vb+P1+3Lp1a8Xn1NPTw1aHb9++nfAhFps3b2adOsrKytDR0QGbzZbQcyKLy8nJwZYtW9im0JDOzk40NTWx7/FkGwFNSKrgOI4Xbv1+/7zf0z6fD3a7HTabDXa7Pan2fJDMQmGY3FF4iUQ0JQDhq8KdnZ2Ynp5e9LF36jfs9/vR0dGB7u7uhK8mVFRU8N4wXL9+nYJwEquurkZtbS2vJtjhcKCxsXHJsoi5nUooHBPyZxzHQaFQQKPRQKPRLHgl0mazQSaTYWpqigXgRP/+JgSgMEwicOvWLTidTpSUlKy4XpjjON6UuKamJkHOLdErwrm5udi0aRO739PTE/EGQBJ/EokEJpOJBeFAIACz2YyWlpZlfy/RqjHJdBzHQaVSsRrg8JrfUCAONzY2htHRUQrAJOlQGM4Qq1evxp49ezAxMYG2tja0tLRE/Nz+/v6o6oSB4OqpUqkEAExPT6Orqyuq4yUDqVSKHTt2sD8Ak5OTuHbtWmJPiizJ6/Xi6tWr2L17N2w2GxoaGpbdWWUhtGpMMoVIJGIBWKVSLbrpTSqVQiQS8fZO0D4KkqwoDGeI/Px8aLVaaLXahOyQDx9LfOvWrRWtDEilUtTV1aGtrU2QABOtbdu2sdZuHo8HFy9eTPhKNeFTKBTzynGGhoZw4cIFDA4OxmyFisIxSUdZWVkwmUys5/xcs7OzsNlssNlsmJmZifPZEbJyFIYzhE6nY7ej6eKwEtnZ2Vi1ahW739zcHNHz5tYNr169GqWlpSgtLYXZbE7oeOM1a9ZAr9ez+1euXFmyBprEl1gsRm1tLaqrq3Hu3DkMDw/zPj8wMBDX86FwTFKNWCye1+HB7XbD5/PxwrDb7WYBmHqqk1RFYThDhIfh5YyTlUqlUe/wra2tZZfSBgYGVhTGs7KyeIHaarVGdU7RKCgo4NU/3759G4ODgwk7H8JXUFCALVu2sFX7uro6nDp1KqlW7Skck2QkkUjYBjiFQoH+/v55v2unpqaQk5PDArDb7U7Q2RIiHArDGSA0QCAk0jCq0WjwV3/1VxgaGkJnZycuX768otcvLS1lt1e6mhu+6WlycjLqGuZoBAIBuN1uyOVyjI6ORtUijghHKpViw4YN87qQ2O12SCSSpArDc80NxwAFZDJfVVUVNm7ciEAggKNHjwpSgyuVSnkBOJxGo5kXhgcGBmgDHEk7FIYzgFarZZe1bDZbxH2CjUYjxGIxSkpK4Ha7VxyGX375Zej1etTU1OD27dvLem53dzdqampQVVXFPraczX+xMDY2hjNnzmDTpk24du0a/WFIAgaDAZs3b+ZNtJqdncXNmzdTdiIgBWQik8mwdu1a9iZPLBbDbrfj+vXryMrKWnFZQlZWFtRqNTQaDXJychZ8TCAQAMdxC36ckHRDYTgDaLVadns5JRLhvXOjDRRDQ0MYGhpa0XPXrFnDVoWtVmtSlCS4XC5cvHgx0aeR8bKysrBp0ybe1QcAsFgsuHbtWtpdwqWAnDkOHz6MrVu3AggOO2psbERfXx9GR0cxMTGB2dnZFR1XpVKhsrJywc8FAgE4HA7YbDZMTU0lfMQ9IfFCYTgDhJdILKcLQ2haHIAV9xeOllqt5v3iTlRJwtxpSiTxCgoKsGPHDt54V5fLhWvXrsV9g1wiUUBOT6FV34sXL+Ldd9+F2+1ecQAONz09Db/fz64W+v1+XgBO5nIiQmKFwnAGWEkY1ul0yM7OBhD8pbycFWUh7dixg/3SHhsbm9cVIB5UKhV2796NxsbGeU3kSeI4HA7eZdzu7m7cvHmTRrpi4YAMUEhOFiKRCEajEQqFAsPDw7BarfD5fLw33a2trbj77rshEolgt9vZ84Do+vX6/X7YbDaIRCIWgKn/L8l0FIYzQHiZRKRhOPyy80o3qx08eBDDw8NobW1d0eXq3Nzcef2J400ikWDHjh1QKBS46667cPXqVZowlyScTieam5thMpnojUqEKCQnjlgsRnl5Oerr67F69WpW+uV0OjE4OIiXX34ZU1NT7PGhkGw0GlFaWoqsrCwYjUbk5ORAJpOhp6cHra2tmJmZWfaVq76+PsG/PkJSGYXhDBC+MhxpS7LwEomV/OLMy8vD+vXrsX79euzZswc/+9nPll1/tnPnTrYSMjIykpBhIXV1dVCr1QCCo5/j3aOZBKlUKuTl5c2rXe/s7ERPTw9d2o0SheTYCr2p3rlzJ9xuNxobGzE2NgaO41BfX4+qqiocOHAAp06dwtTUFDiOg8/nQ3t7O7Zt24aHH34YeXl5EIlEmJmZgUKhwMaNG7Fz5078/ve/p99LhESJwnAG+M///E82fS585WEp4WF4JSvD4Su6fX19K9qI0djYiJycHFRUVODMmTO82tB4qKqq4v07XL16NeJ/PyIMjuOwevVq1NTUgOM4TE5Owmaz8R5DQTh2FgvJAAXl5TAYDNi5cyfrRDMwMMC+b/v7+/Hggw+iuroaLS0tvCtgbW1t2LZtG2w2G9555x2YzWaIRCIUFBTgvvvug9FoxMGDB3Hs2DE4HI5EfXmEpDwKwxnA6XTC6XRGvKmooKCA1QvPzMwse0VWJBLxhlI0NTUt6/khIyMjeOGFF1BQUIDR0dF5/WNjKS8vDxs3bmT3Ozs76dJinOXm5mLLli28KxubN2/Gm2++mbiTIgwF5cg5HA68+uqruH37NlsYCJU2jI2NYXBwECUlJexKWKjkoa+vDydPnsSNGzfYhEuO49Dd3Y1XX30Vhw4dgslkQnl5ecSTPQkh81EYJvMYjUZ2eyVdJCoqKljzdofDEXWNbagWdO545liRyWTYvn07+8NktVpx48aNmL8uCRKLxVi7di2qq6t5Y18nJiZw9erVBJ4ZiVS6B2W1Wg2dTofh4WHMzMzc8fFWq5WVMoRCcCjwzs7OIi8vDxzHzbvq4Xa7cf78ed7HQs8bGxtDV1cXSktLodfrKQwTEgUKw2QejuMwMzODnJycFa2Grl+/nt1uaWlJuZZk27ZtY43oZ2dncfHiRdptHSf5+fnYsmULlEol+5jX68WtW7eWDFgkddzp/2OyhmWpVIrNmzdj+/bt0Ol08Hg8cDqdMJvNOH369JKbhMN/B879fajRaKDVajE2Nras2t/wrimRBHJCyOIoDKc5rVYLp9MJl8sV8XOuXLmCK1euoKCggLX0iZRCoeBNi1vu+OWioiIYDAbcuHEjIbWgtbW1KCoqAhD8o3X58mX6QxMHEokE69ev533vAMGrAo2NjewSMUl/kbzpSURgXrduHfbv34/R0VGcPXsWYrEYa9aswdatW5Gbm4vf//73K/qdtXr1auTl5eGdd95Z8vt8oY4Roat4iWp9SUi6SOswPDQ0hO985zs4duwYLBYLNBoNtm/fjr/7u7/Dvn37ln283t5evPDCC3j99ddx/fp1DA8PQyaToaqqCg8++CC++MUvori4OAZfycodOXIE+fn5mJmZwXPPPbeslYeVtKqqra1ll7b7+vqWNeQDAPbs2YOKigps3boVr7766ryV6ViWSqjVatTU1LD7ra2tCelrnIm2bdvG+9nxeDy4efMmtbEjC4p3YFapVDhy5AgmJibw0ksvsX0UFy5cwIc//GFUV1ejvr4ely5dWtZxFQoF6uvrMT09jbfffnvJx4aCsEgkQm5uLnbs2IHy8nK0tbXBYrGs7AsjKY0yjnDSNgzfuHED999/P3vHrFarMTY2hmPHjuH48eN46qmn8NWvfjXi4/X19aGiooL3zlytVmN6eho3btzAjRs38LOf/QzPP/887rvvPsG/npUQiUSsx3BOTk5cdhuHl0gsd+NcSUkJC7oKhWLZq9LRmpqawpUrV1BXV4exsTG0tLTE9fUzWUtLC4qKiiASiTAwMIBr164t62oGIXNFWlYTSWhet24dRCIRrl69ylqiiUQiOJ1OvPPOO3jf+96HLVu2oLe3N6Kx86FV3g0bNqCoqAjHjh3D7OwsRCLRvJIsuVwOg8GA7Oxs5OTkIC8vDxUVFSgqKkJbWxtOnDhBV04yEGUcYYnu/JDU43Q68fDDD2N8fBx1dXVoamqCzWaD1WrFl7/8ZQQCAXzta1/DyZMnIz5m6PLX4cOH8cc//hETExOw2WyYmZnBiRMnUFlZCavVikceeSSiX4bxkJubC7FYDACw2+2CjPJcisFgYOHb7XbDbDYv6/m7d+9mt1taWhZdVY7lamFvby/eeOMNXL58OWavQeabnJzErVu3cPHiRVy4cIGCMImb9vb2O/4XemMeHhRCfxN6e3thNptRWFgY8VWrQCDAVnfHxsZYOdlCexP8fj/279+P973vfdi/fz+2bt0Kn8+H48eP46WXXpq36Y6kP8o4wkvLleFnnnkGPT09UCqVOHr0KEpKSgAE3+U8/fTT6OjowEsvvYSvfe1rOHjwYETH1Gq1uHr1KjZt2sT7uEwmw4MPPogTJ06grq4OU1NTeOaZZ/DP//zPgn9dy6XT6djtSGrKRCIR9u/fD4vFgv7+/mX/klUqlXA6ncjOzua1EIpEWVkZ6+nr8/lw4cKFZb22kKiXcOxkZ2dj8+bNGBoaQldXF+9zbW1tCTorQpYWWkiYnJxccMW5sLAQNTU1yM3NxfDwMAvPS606h2qN//CHP7DjKxQK5OXlQaFQwGw2w+fzYXZ2FqdPn4ZarYbdbkdfX1/MFzZIcqOMI7y0DMO/+c1vAAAf+chH2DdJuK985St46aWX0NjYiNbWVl6d6GI0Gs28b5JwNTU12LlzJ86ePYuGhoaVn7yAwsNwJL2Ci4uL2dS4yclJ/OpXv1rW67W1taG9vR1VVVURT7oLueuuu9jtW7du3TGIC1U7nJ+fD6vVSoMb4qCyshLr16+HVCpFfn4+BgcHaQWYpITp6WkEAgFotVpkZWXN6xzR19eH8fFxlJSUQKvVsjC8WKlGZWUlNm7ciK6uLly4cAF6vR5VVVWoq6tDaWkpAoEAfvvb37KBR52dnbH9AklKoYwjvLQLw3a7nf2PeuCBBxZ8zM6dO6HRaGCz2XDmzJmIvlEiEQqfyRKsljuGOdr+wkDwkt5yW2BVVlayonyv1zuvr2asqNVq7NmzB9PT07h48WLca5QzhUKhwJYtW1BQUMA+JpVKodfraYMcSQmdnZ2YmZlBWVkZNBoNRkZGeJ8fGRnB+Pg4KisrI5qUeffdd0OlUqGzsxOf+cxnYDKZIBaLMTQ0hNOnT+Pdd99d1uTPZG1HR4RHGSc20i4Mh/e1DR8JHE4kEmHNmjW4dOkSb/RlNLxeL959910A/E1kiRQehiPp6iBEGF6JXbt2sds3btyIy0Y/iUSCnTt3QiwWQ61Wo76+HmfPno3562YSjuNQXV2N2tpaVrsOBH+ZNzY2UjsokjKGh4cxODiIsrIylJSUzAvDU1NTcLvdyM7O5gUFjuNQWFgIt9vNfgcXFBSwcLJhwwZ0dnbiN7/5DS5evLjiEq1oenBTkE4tlHFiI+3C8ODgILttMBgWfVzoc+GPj8aPfvQjDA0NQSQS4eMf/3jEz6uvr1/w40J0MlhOGJbJZLyWKfEaPVxdXQ29Xg8g+MO2nI1r0ZRKbN26lQ128Hq9aXnZJ5E0Gg22bNnCNlQCwasGZrMZLS0tNMSEpJRQq7/q6mps3LgRra2tcDqd4DgOYrEYXq+XlU6o1Wr2vPr6enzxi1/EpUuX8IMf/ABAMDi/8sorsNvtuHnzZsJX2YQYZkOBOnItLS2L/t2P5O9QqmWcVJF2YTi8xUx2dvaijwtNGBNiFfLGjRv4h3/4BwDAE088sei7tXiSyWTsa/R6vXcsASgtLWX9gYeHh+F0OiN+rT179kCn06G5uRldXV0RBx2O43gdJK5du7bsFkErCcQmk4n3S6ShoYFKJAQiEolQU1OD1atX80YpT05OoqGhgXa+k5R1/vx5bN++Hffccw+uX7+Oa9euIRAIwOv1QqFQoKysDKOjo+jo6GDPCa30hn4XA8FOO3fqKZxqhJoOudQUv1hwu91xnWwpxNdHGSc20i4Mx3v07+DgIB555BHMzMygvr4e3/3ud5f1/MXeCdbX1+PatWsrPq/wFblISiRKS0vZ7eWsCotEIqxfvx4KhQLV1dV44YUXIq4DFYlEaGtrg1KpBMdxy25YvxI6nY73g9ze3k4N6wUkEolgNBpZEPb5fGhpaYHZbE65sdyEhBscHMRrr72GT37yk3j/+98Pl8uFvr4+FBQU4MCBAygpKcGrr77KCx9msxlf+MIXlj18iKSvtWvXRnUlMtUyTqpIuzAcuvQNBHvxqVSqBR8XGrEb/vjlmpiYwMGDB9HV1QWTyYTjx49DLpev+HhCkkqlsFqt0Gg0yw7Dy9m4UVVVBYVCASD4DrSnpyfi54ZaqDU2NqKwsHDFnQUiXR2Wy+XYsWMHC2rj4+PLHhdNlub1enHt2jXs3r0bY2NjaGxsjEsNOCGRCg2x0Gq1yw4lZ8+ehV6vx6FDh/D1r38dAwMDkMlk0Ol0OHfuHP70pz/xHh8IBCgIE0FRxomNtAvD4Ze/BwYGsGbNmgUfNzAwAAArHi1os9nwwAMPoKmpCUajEadPn0ZRUdGKjhUL/f39+PWvfw2RSHTH3c0ymQyFhYUAgr+8l7NSunHjRna7qalpRe9aZ2dnlxXAV4LjOGzbto39ILtcLly6dIlWK6MU2rEcbmhoCO+88868TUaEJEp2djYMBgNKSkqg0+nAcRyA4MrtcjatBQIB/O53v0NzczPWrVuH8vJyjIyM4MKFC4JtVCJkKZRxYiPtwnBNTQ0bddnc3LzgN4rf78ft27cBALW1tct+jenpaRw6dAhXrlyBXq/H6dOneZ0Ykonf77/jimtJSQlbLR0ZGYm4rkmpVLKvOxAILHv8spDutDq8bt061torEAjg8uXLy6qLJnwymQwbNmxAeXk5zp07N28iEQVhkmgKhQIlJSWs9+9CSkpKVtTBITSelpB4o4wTG2k3jlmlUmHr1q0AgFOnTi34mIsXL7LVrH379i3r+E6nE0eOHMG5c+eg0+lw+vRpmEym6E46wUKT34DllUjU1tayEN3X1xfxHxWj0bjoH6dY4DgOGo2G3b916xZGR0fj9vrppqSkBPv370d5eTkAYPPmzZBI0u59NUlRZWVl2LdvHx544AGsX79+3u+aQCCA0dFRXLt2bd4UREKSHWWc2Ei7MAwEp7IAwSktC7UVefrppwEEN6ktdolhIbOzs3j00UfxxhtvIDc3FydPnkyLXZUXL17Eyy+/jKtXry5rZ234197c3BzRc8RiMR544AF84hOfwIMPPrjkbtjlWmzjXiAQwLvvvovW1lYMDg6yd8xkeeRyOXbu3IkdO3bw6sbGx8fZZWdCEk0qlfLe/ALBlbKhoSE0NjbixIkTePvtt9HZ2UkTEElKoowjvLQMw5/5zGdQXl4Ou92Ohx56iNVy2e12PPnkk3jhhRcAAE899RTved3d3eA4DhzH4dlnn+V9zufz4SMf+QheffVVqFQqvPLKK9iyZUtcvp7lUigU2Lp1KyorKyMqnne73ejo6MAbb7wRcb1w+KVHt9sNs9kc0fM2bNgAlUrFug54PJ6InheppTpZ3Lp1K27T7dJNeXk59u/fz6tXczqdOHfuHC5fviz4/0dClpKXl4cNGzbwxriHhGolfT4fBgYGcOXKFRw/fhznzp1Dd3d33Nt3ESK0TM84sZCW1zazs7Px8ssvY9++fWhsbMS6deugVqvhcDjg9/vBcRyeeuopHDx4MOJjvvvuu3j++ecBBBuwP/LII4s+tqysbFnDI4Sm1+txzz33AAB6enrYeQtpw4YN7HZrayu8Xu8dnyORSLBjxw52/9KlSxE9jyROTk4OtmzZwjZYhnR1deHmzZv0/4/EBcdxyM/Ph8FggMFg4F1RmruJ0+Vy4Z133sHExAR9f5K0lOkZJxbSMgwDwKZNm9DU1ITvfOc7OHbsGCwWC3Q6HbZv344vfelLy66jCR8k4XK5lry8lujWI6H54QBiMvI2KysLq1evZvcjbU9WV1fH2rDZ7faYbUDp7u7G3r17kZOTQzu8o1BcXIxt27bx6oEdDgcaGxsxNjaWwDMjmSA0yjgUgLOyshZ8XHFx8byOJrSBk6S7TM44sZC2YRgIrpB+//vfx/e///2IHl9RUbFoq629e/emTBuu/Px8dvtOYbi4uBgjIyPLGgkqk8nQ2dmJVatWYWxsLKI/PDKZjBX9A8CFCxdiNoa0qKgIGzduhEQiQV5eHi5duoTZ2dmYvFY6m5ycZN/zgUCAjVJO9PhYkv5qa2tRVVW1aFtIt9uNgYEBDAwMUPAlGStTM04spHUYzlThu6eXCsMKhQJ/+Zd/Ca/Xi76+Prz44osRHd9ut+PYsWOQy+URN/Suq6tjlzYnJycj3nC3XHK5HA899BBbzZTJZBTeVsjpdKKpqQlVVVVoaGig4QEkruYGYafTiYGBAVgsFoyPj2f0H25CiLAoDKeh8J3USwWY0NQ5iUSyotZYd7qUEpKVlYX6+np2/8KFC7xLMkJ68MEH2dfvdrtx8eJFCsMR0Gq10Gq16Ozs5H28q6sL3d3dFDyIoKRSKfR6PUpKSiAWi/Huu+/yPm+xWFBTU4Pp6WkWgCcmJhJ0toSQdEdhOM3I5XJWz+PxeNhIxoWEN9GO5QS4rVu3snOamJhAS0tLTF5nx44dqKysZPdfffVVdHR0RDSqOVOJxWLU1taiuroagUAA4+Pj8+ovKQgTIchkMlb/W1hYyHqUBwIByOVy3htrm82G119/fd73IiGExAKF4TSTm5vLbt/psnb4sI3e3t47HlskEkEkEi1rh3Z2djavPcv58+djEq6MRiN2797N7l++fBkdHR0A7jydLlMVFBRgy5YtbFMjx3HYuHEj3n777QSfGUkXcrmcjUHOz89fsB81x3EoKChAX18f7+MUhAkh8UJhOM2E1wtbrdZFH6dWq1lw9ng8CzbunstkMmHfvn1oaWnB9evXI7psKZfLMTIygpKSEoyOjsZk4IVSqcShQ4fYH9q+vj688847vMdQIP4zqVSKDRs2zPv3GB4extWrVxNzUiTt7Ny5k9eXeq6JiQlWAjE9PR3HMyOEED4Kw2km0pXh0ChdIFgiEUkN77p16yCXy1FXV4eZmRlcvHjxjs+xWq34wx/+AKPRGJM6YZFIhCNHjiAnJwdAsPXX8ePHF1x9pkAMGAwGbN68mdcaZ3Z2Fjdv3kRPT08Cz4ykMpFINO/ne24Hl1AZTigAO53OeJ4iIYQsisJwmol0ZTg8DEcSgpRKJXtOIBBYdv/eSMowVuKuu+5CcXExgGCfxOPHjy9ZJ52pgTgrKwubNm1imyZDLBYLrl27RlO5yLKp1WqUlJTAYDDA4XDMe3NssVhgNBoxNjYGi8WCwcFBGn9MCElKFIbTTE9PD/x+P7Ra7ZJt1cJDUSRhuLa2lpUh9Pb2wm63R3+yAmhqakJlZSV0Oh3efvvtiMZJZ2Ig3rp1K4qKith9l8uFa9eusdG1hERCq9WyGuDwtooKhQJisZjXuWVkZAQnTpygHt+EkKRHYTjNNDc337GHb15eHisrcDqdEU2pW79+Pe817sRgMGBwcDDmnQgmJibw29/+FuvXr19WvWumBeKmpiYUFBRAJBKhu7sbN2/ehMfjSfRpkRSg0+nYCnDo98ZCNBoNbx9BIBCgIEwISQkUhjNQ+KpwJCupRqOR1SK7XC60t7cv+XiNRoMPfvCDsNlsuHDhQsxaqYV4PJ4VbfzKpEBss9lw8+ZN2O12mthFIsJxHA4ePMi6jczl8XgwNDQEi8WC4eFh6udNCElZFIYzkN1uR2dnJ0pKSua1M1pI+KrwrVu37thabefOnRCJRNBqtVi/fr3gYVitVmNqakqQY6VbIFapVNiyZQt6e3vR1dXF+1yo1Rwhc4lEIkgkEt5KbiAQwNTUFC8Mz87OYnBwEBaLBSMjIzEbnkMIIfFEYTgDdXV1oaurCxzHQSwWL/nYrKwsVFdXs/tNTU1LPl6n06G2tpbdP3fuXHQnO8fmzZtxzz334PTp08vexLeY7u5uAEjpUMxxHFavXo2amhqIxWKo1WoMDQ3Rjn2yKLFYjKKiIhgMBhQXF6O3txfXr1/nPWZgYABarZYF4NHRURrCQghJOxSG08ju3buRl5eH8fFxtLS03HHoRiAQuOMq75o1a9io5uHhYYyNjS35+J07d7KNdl1dXRGVYUSquLgY9957L8RiMd7znvcgEAgIuuqcqqvEubm52LJlC6+tnlgshk6ni+lkQZJ6JBIJG4NcVFTEG8NuMBjmheHe3l5quUcISXsUhtNIRUUF9Ho9gODgiTuFJfbKAwAAPEFJREFU4UgsZ+Ncfn4+Vq9eze6/++67Ub9+SHZ2Nh566CG2kj00NIS2tjbBjh+SSoFYLBZj7dq1MJlMvMleExMTaGxsFKyUhKQ2qVSK4uJilJSUoLCwcNGrQX6/H9nZ2byrCbQKTAjJBBSG04hOp2O3I+kQEYnr168jEAigoKAAra2tSz529+7dLJR1dHQItlGL4zgcOnQIKpUKQHAT37Fjx2K2YScVyiby8/OxZcsWXnsrr9eLW7du3XGDI8kcMpkMhw4dgkgkWvDzU1NTbAgGjT8mhGQqCsNpQqFQQCqVAgi2S1uoVlQsFuNjH/sYLBYLuru7YTab73jcUKs2pVK5ZMN8vV7Pqy0WslZ4165dvCEhr7zySlxWPZNxlVgikWD9+vWoqqrifXxkZARXr16lsbYZLDs7Gz6fj7cJbnZ2FjabjTeMZ3JyEhaLBQMDA0nTL5wQQhKJwnCa0Gg07PZiKzyFhYXIy8tDXl4eysrKIgrDIQ6HY8nP7969m91ubW3F6OhoxMdeSmVlJXbu3MnuX7hwYV6XhFhKtlXiQCDASmGAYHurmzdvsvMkmUWhULAhGHl5eWhubsbt27d5j7FYLAgEArBYLLBYLEtOaCSEkExEYThNhG+eWiwMh/cXFnJjlcFgYGHR7/fj/PnzghxXrVbjwQcfZPe7u7sFO/ZyJUso9vl8uHr1Kvbs2YPBwUFcvXqVRtxmGJVKxYZghP/cA0BJScm8MNzW1haT+npCCEkXFIbTRPgfRavVuuBjlhOGdTpdxHXHWq0WHo8HUqkULS0ti77+cojFYhw5cgRyuRxAsDfyiRMnEr6hJ96lE3l5ebypXkCwq8fZs2fnfZykL41GwwKwWq1e8DF+vx9utxsikYj6/xJCyDJQGE4T4WF4oS4SHMfBYDCw+0uFYaVSiY9//OOwWq1obm7G5cuXl3zt5uZmdHZ2Ytu2bbhx48ayz30hZWVlKCgoABBcDT127FjSrIDGY5U4OzsbmzdvRnFxMc6dO4ehoSHe5ykIZ47c3Fzcf//9C37O5/NhZGQEFosFg4ODNGKbEEJWgMJwmpi7QWYuvV6PrKwsAMEd5EttQNuwYQM4jkNeXh6MRuMdwzAQ3LT31ltvLf/EF9Hd3Y3nn38ehw8fxoULFzA4OCjYsYUSq1BcWVmJ9evXsw2RdXV1OHXq1B17QpPUl5+fD5vNxgu1k5OTcDqdyM7OBhDsGjI8PAyLxYKhoSH6viCEkChRGE4T4WF4oTIFo9HIbvf29i56HI7jeL2FhVrpXYm+vj48++yzSbMivBihQrFCocCWLVvYinjIwMBAVMclyYvjOBQUFKCkpATFxcWQy+VoaGiYN+iip6cHOTk5GBgYwPDwcMzaChJCSCaiMJwGlEolZDIZgGAP3oXaqoW3JlsqDBuNRtbPd3p6Gh0dHYs+VqVSxbw1U7IH4XDhHR2WE4w5jkN1dTVqa2t5AxHsdjsaGxsF6xlNkoNIJEJhYSELwKGf3ZCSkpJ5YVio0eOEEELmozCcBpxOJ5577jnodDreeNUQmUyG4uJidn+pMLxu3Tp2u7W1ddGNONXV1Th8+DCamppw4cIFQfrb7tq1Czdu3EiLXrmRrhZrNBps2bKFt7Lv9/thNpvR0tJCG6HShFgshl6vh8FggF6vZyUwc7lcrju2MSSEECIsCsNpwOfzob+/f9FNcSUlJWzFcWRkZNE+o1lZWbzBGYuNX+Y4Drt374ZYLMamTZvg8XiirhfeunUrdu3ahY0bN+L48eOCtn5LpKVWi0tLS7F161bedLDJyUk0NDTQNLA0U1hYiB07diz4uZmZGTYFjq4CEEJI/FEYzgDhY5qXWhWuqalhK8vDw8MYGxtb8HGrV69Gfn4+AMDtduPSpUtRnV9JSQnuuusuAMG62erq6rQJw+HmBuOxsTF4vV7IZDL4fD60tLTAbDYnvH0cWbnQVZi+vj7eqv7w8DC8Xi/7+XI4HGwKnBCtCAkhhKwcheEMcOXKFdy6dQslJSULdpoI2bhxI7vd1NS04GM4jsOuXbvY/WiHPigUChw+fJitjg4MDAjalSJZhYKxVCpFXV0dGhsb6fJ4ipLL5TAYDDAYDMjPz4dIJILb7ea1w/P7/ejo6IDf74fFYonLOHFCCCGRoTCcBrKysuB2u5d8zMzMzJLjl4uLi1kXA4/Hg5aWlgUfV1NTg7y8PADB+saGhoYVnnUwWB8+fBhKpZKd47Fjx9KyTra8vBw6nQ6NjY28j9+8eRM3b95k9xM94Y5EJjs7m41B1ul04DiO9/mSkpJ5vaEXKzsihBCSWBSGU5xKpcKnP/1p2O12WCwWnDhxYkXHWbt2Lbt9+/ZtzM7OznuMSCTirQo3NjbeMYQv5a677mJT8fx+P06cOJF2q6NyuRz33nsv1q1bB7/fj/7+foyMjCz6+JV2pCCxl5OTg9LSUpSUlPA2PM41Pj5Otb+EEJJCKAynuNAfZZVKxVZYV6KhoQFOpxPr1q1btI3T+vXr2aQ7p9M5b5VzOaqrq7Ft2zZ2/9y5c0vWM6cik8mE+++/HwqFAkDwzcQ999yDP/3pTxE9PzwYAxSOE62oqIjXgzskEAhgbGyM1QCnUjtAQgghFIZTnkajYbcX6kCwYcMGjI2NYWhoaMmNWTabDefPn8f58+cX/LxIJML27dvZ/UuXLi24ehyJ3NxcPPDAA+x+R0dH1JvwkolCocD9998Pk8nE+3hrayveeOONFR+XwnF85ObmoqioCLdv3+Z9fGBgAJs3bwbHcfD7/RgZGcHAwAAGBwejukJCCCEksSgMp7jwMDx3U052djb2798PjuPgdDrxs5/9bMWTqzZu3Ai1Wg0gOIzj+vXrKzqORCLBkSNH2Ghom82GV199dUXHSkbr16/HPffcA7lczj5mt9vx+uuvo7OzU9DXmhuOAQrIK5WXl4eSkhIYDAa2kj88PMzbcOp2u3H79m04HA4MDg7yRiYTQghJXRSGU1yobAHAvE4R5eXlbGPPxMREVCNcwyfYXb58GV6vd8XHGh4eRkFBAbxeL44ePZoWq2oajQYHDhzgjb0GguOs33rrrRWvoi8XBeTIcBwHnU7HAnB2dva8xyzUfYUmwRFCSPqhMJziwleG5/7hDm1OAzBvvGv4Y2w22x3HKr/88suorq7Gxo0bV7wqDABerxcnT56ExWIBgCU3k6WSuUHYarXi1KlTSdEveaGADGRmSM7Ly0N5eTkMBgO7OjHX7OwsBgcH0+Z7kxBCyNIoDKe48JXhuTXDJSUl7PZCoYzjODz44INQqVTo7+/HK6+8smQobm9vR3t7e/QnjfRrM3X27Fk89thj4DgOjY2NOHfuXFSr5/GQiSG5sLAQlZWV8z7udrsxMDCAgYEBjIyM0OATQgjJIBSGU5hCoWCrWy6XizdmOTs7m02e8/l883qeAoDRaIRKpQIQXDGbnp6OyXmKxeKoSjSSjUgkmtcLeWxsDG+88QaGh4cxPDycoDMTxmIhGUiNoCwWi6HX65GbmzvvTdfAwABqa2sBBDuihI9BpgBMCCGZicJwCgvvdTq3RCJ8VXhoaGjBVcp169ax2y0tLfMCnkQigc/nizokHDlyBG63G6dOnUr61dI70ev1OHjwIK5fvz6vXOTGjRsJOqv4WSooA4kLy1KpFMXFxTAYDCgqKoJYLAYAdHZ2wul0ssdNTU2hubkZo6OjmJiYSMi5EkIISS4UhlNYeBi2Wq28z4XXry5UIiGXy1FdXc3uL1S2sGPHDqxatQrvvPPOijsh7NixA1VVVQCAgoIC/Pa3v03JQCyRSLBnzx5s2bIFHMfh7rvvRmdn5x1rrTNNPMOyTCZjU+AKCgrYSO9wBoMBHR0dvI/NbZlGCCEks1EYTmFKpRKBQAAcx2FsbIz3ufAwvNAwi3Xr1kEiCf7vHxwcnPd8uVyOuro6yGQyPPLII3jhhRfuGHTmMhqN2L17N7vf1dWVkkG4rKwMBw4c4NVnA8H6UwrDyxPp99BSobmsrAwVFRXIz8+fNwY5xGazwWKxLFgeRAghhISjMJzCzp8/j8uXL0Or1fIuBSuVSuTl5QEIdm8YGBiY99zwSVoLXd7funUrZDIZgGA97HKDsFKpxKFDh1hY6evrwzvvvLOsYyRaVlYW7rnnHmzYsIH38e7ubpw+fXpeX2cinKW+31atWoWCgoJ5H5+YmGA1wLGqfyeEEJJ+KAynOK/Xi9HRUd7HwlfVLBbLvM1rRUVFbHPd7OzsvMvGCoUCdXV17P6FCxeWdU4ikQhHjhxBTk4OAMDhcOD48eMptUGpuroa999/P2/EtcvlwtmzZ6nXbBxotVqYTCZkZWXh7bff5n3ObDZj06ZNCAQCsFgsMJvNaG9vX9EqfSpsCCSEEBJbFIbTUF9fH9566y1UVlYuWOsbvnGura1tXunCjh07IJVKAQT7ALe1tS3r9e+9914UFxcDAPx+P44fP87rdJHM5HI59u3bhzVr1vA+bjab8frrr6fM15GK8vPzYTKZYDKZkJ+fDyD4Zu/ChQu8aW/9/f04deoUOjs7o14BXu4Vj7koTBNCSOqjMJyGbDYbrly5gitXrsz7nEQiQU1NDbs/d5VTpVLxygLefffdZb32mjVreKvKb7/9NhuwkQq8Xi/0ej2773A4cObMGcH6KxM+vV4Pk8mE6upq3obQEIlEgsrKSt4bMr/fj5s3b8bzNBcVbZgOR8GaEEISg8JwisrLy0NOTg6mpqbgcDjmtUVbTEVFBeRyOYBgaJ7baWLHjh2sLZXFYkFXV9eyzunAgQPsvtlsRkNDQ8TPTwZerxenT5/G+973PjQ1NeHNN99Mi3HRyWbPnj1Yu3Yt1Gr1gp/3eDzo7u6G2WwWNHAms1h+nRS0CSFkcRSGU9TGjRuxZcsWAMBbb7214CrwQtrb2/G73/0OGzdunFdrrFareSUU586dW9Y53XfffWzTndVqxWuvvbas5ydCRUXFvBDS09OD//iP/5jXYYMIR6fTzQvCs7Oz6OzshNlsTtnOI8kqUW8oKIQTQlIBheEUFR4kwrsaSKVSXn3lQgYHBzE4ODjv4zt37mSrwv39/ejr61vWOZ04cQKHDx9GcXExjh49itnZ2WU9P55Cq9glJSV46aWX5tVWUxCOjlgshtFohMlkwszMzLxOImazGdXV1XC5XOjo6IDZbEZPT09aTSokiQvhS6GATgiZi8JwitJoNOx2eBj+q7/6K8zOzqKnpwfnzp2LOJDm5OTwaomXuyoMBMfbPv/88ygoKEjaMCkSibB161bs3LmT9Vnev38//v3f/53KIaIkkUhQUVEBk8mEqqoqNip8enoa7777Lq+bSEdHB55//nn09fVFXOJDiBCSMaCvBIV6QoRDYThFhYfh0ChmrVYLlUoFINjn980334z4eDMzM/j1r3+N7du3Q6FQLDi1LhKBQAAjIyMrem6sFRYW4uDBgygsLGQf8/l8aGpqokvyKySTyVBZWQmTyYTKykrWhSScQqGAwWDgbaQMvWEjhKxMuoT6cPFekHC73XH9d6QFl+RFYTgFZWdns9pct9sNl8sFACgvL2eP6evr463E6fV65Ofno62tbdHVYrvdjtdffz2GZ54YEokEu3btQn19PW9k79DQEE6ePJm0q9jJTCQS4aGHHkJFRQVbYZ9rcnISZrMZZrOZJsERQghJWhSGU1B4C6rQqjDAv2w2d9Vt27ZtMJlMuO+++3D69Gm0tLTE+jSTQmlpKQ4cOMD7N/N4PDh37hwaGxtTahBIMvH7/cjJyZkXhMfHx1kAnrtBkxBCCElGFIZTUHiws1qtAIIrdWVlZezj4S3RFAoFVq1aBSC4wW54eDhOZ5pYGzZs4LV6A4De3l6cPn2a9yaCLEypVLIhGL29vfMmEZrNZhgMBoyMjLApcOPj4wk6W0IIIWRlKAynoIVWhgsKCli9ps1m422qq6mpYeUBfX19mJiYYJ87fPgwpqam0NDQkHbT1To7O+FyuSCXy+F2u/Hmm2+iqakp0aeV1DQaDQvAoSmCQHAy39ww3NzcjPb2dthstnifJiGEECIYCsMpKC8vj90OBduSkhL2sblt08J7Bzc3N7PbxcXFbOzw5s2b8fOf/5zVH6eD6elpvPXWW6iqqsKZM2fgcDgSfUpJKS8vjwXg8M2F4XQ6HVQqFex2O/uYy+VKq+8XQgghmYnCcArS6XTsdmjzV3gYDu8EUVhYiPz8fADBWlmz2cw+t2vXLnbbbDandLCpqamBWq3GpUuXeB9vamqi1eBFZGdn44Mf/CDv+ymcz+dDX18fzGYzOjo60u7KASGEEAJQGE5JFosFHo8HeXl5rEwiPAyHt7Bav349u202m9lAjrKyMrbhzu/3z7sEniqUSiX279+Pqqoq+P1+9PT0ZExN9HKJRCJeT1+n0zlvA5zX60VPTw/MZjMrMyGEEELSGYXhFHTy5EkAfw43BQUFyMnJARDsFxzaxCSVSlFbW8ueF75CumfPHnb71q1bLFSbTCbU1NQgJycH/f396OrqwsDAQKy/pBXZuHEj7r77bjbcQSQSYffu3XjxxRcTfGbJgeM4lJSUwGQyobq6GhcvXsSNGzd4jzGbzdi0aRO6urrYGORknhxICCGECI3CcAoLrfJlZ2fDarVCq9Wit7eXfb6mpob1Ix4fH2flE0ajEQaDAUBwJTA0be6v//qvcejQId5lc5vNhl/+8pd49dVX4XQ64/J13Ulubi4OHDjA654BAFevXp039jfThLqKmEwmrFq1CgqFgn3OZDLNC8OXLl3CuXPnaOgIIYSQjEVhOA309vbi17/+NVQqFcRiMfv42rVr2e3wELR79252u6mpCQ6HAx/+8Ifx0Y9+FJcuXcIPf/hDqFQqrFmzBocPH8bf//3fo66uDr/+9a95LdvijeM41NfXY/fu3bzL+xMTEzh58mTSrmDHmlgsRnl5OQvAcrl8wcfl5+dDLBbD5/Oxj1EZBCGEkExHYTiNhO/0z8rKYhvn/H4/WltbAQCrVq3irQpfvnwZlZWV+OhHP4ozZ87gmWee4XWjeOedd/D444/jvvvuQ3FxMf71X/8Vra2t8+pPYy0/Px8PPPAAioqK2Mf8fj+uXLmC8+fP8wJeJikoKMAHP/hBVioy1/T0NBuC0d/fT0NGCCGEkDkoDKeY3bt3w+fzwW63o62tbdHL2263G8888wxWrVoFrVbLShzCa4WvX78Ou92OtWvXQqPRoKGhAYODg+A4DhzHwe/345133kFvby8+//nPY/fu3fhf/+t/4e///u95HSviYd++fbwgPDw8jJMnT2bUlDOZTAafz8cL/uE9o0OmpqZYAB4cHKQATAghhCyBwnCKqa+vZ8M1Ojo6lqz19Pl8aGtrY/dXrVrFVovdbjdrQ6ZUKgH8+ZJ5IBDgBaje3l5861vfwle+8hXcd999+Id/+Ad84xvfYG3d4uH111/HY489hkAggPPnz+PKlSsZEfLkcjlWrVoFk8mE8vJyHD9+HO3t7ezzPp8PnZ2d0Ov1LABTNw1CCCEkchSGU0hOTg4Lwi6XC263G7t27YLb7YbFYsHIyMiSAbGzsxOvvPIKdu7ciba2NrZaHApPf/EXf4Hm5uZ5tbccx8Fut+Mb3/gGvvvd72LHjh2orq6OWRiWSCTzQv7Y2BhOnjyJoaEhNoI6XSkUClRXV8NkMqG0tJRNDwSCm+DCwzAAnDp1ijbAEUIIIStEYTiFqNVqdntqagoikQhbt25lAflnP/vZklPWAoEAWlpa0Nraytto19zcjLNnz+Kuu+7C/fffj+eee47XXisQCLCNV6+88gp2796N/fv348KFC4LXDldUVGDfvn1oaGjAtWvXeJ9raWkR7HWSjUqlYgG4pKQEHMct+Ljw7hAhFIQJIYSQlaMwnEI0Gg27PTU1haKiIhaEp6am4HA4kJOTg71796KlpQXd3d0LrhQHAgEWoEIh98SJE6itrcWnP/1peDwePPfcc7znhgLvlStX4HK52KqyUEFYLpdj7969rC/y3Xffjc7OTkxNTQly/GRWXV2Nhx9+eNHPDwwMsBKITPj3IIQQQuKJwnAK0Wq17Pbk5CTKy8vZ/VB/4TVr1qCmpgY1NTVob2/Hf//3fy95zNBmrPPnz+O3v/0tnnjiCTzxxBMoLi7Gf/7nf8JqtcLv97NgvHXrVshkMkFLFUwmE+6//37eqqfX60Vubm7ahb+8vLx5m976+/vh9/tZOYTf74fFYkFbWxva29sxPT2diFMlhBBCMgKF4RSSm5vLblutVl4f4Z6eHgDgTZzr6uqCSCTCwYMHcevWLYyOjmLjxo3Ys2cPpqenMTMzg6NHj8Jut8Pn8+H555+Hw+HAF77wBbzvfe+DyWTC8ePH0dzcjJ6eHmzZsgUPPfQQZmZm8Oqrr0b99SgUCtx///0wmUy8j7e2tuKNN95ImiEf0SoqKmJT4PLy8vC73/2O177O5XKx/39msxkdHR1p87UTQgghyY7CcArJy8tjt6enp1m/YCC4MqzX61n7Ma/Xi7a2Nqxbtw61tbWora3Fpk2bYDAYIJfL4fV6IZFI8IEPfADPP/88zp8/j7a2Nrz22muwWCz41Kc+hU2bNqG2thYzMzMYHR1FaWkpfD4fvvWtb0U94GL9+vW45557eAMiHA4HTp8+jc7OzqiOnQyKi4thMplgMpl45S1AcCU8PAwDoBHShBBCSIJQGE4h4WFYqVSyy+qDg4NwOp2455572Odv374Nn8+HXbt2AQiWN+j1erz00kt488034fP58NBDD2HXrl341Kc+hQ0bNuDFF1/EhQsX0NTUhG9+85vYsWMHNm3ahO3bt0MqleLEiRM4f/48zp8/v+KvIScnBw8++CCvxAMITsh7++234Xa7V3zsROI4DqWlpWwFONSubq7Z2dlFN8cRQgghJP4oDKcItVoNmUwGAJiZmYFOp2Of6+rqglQqxZo1a9jHrl27hs2bN0OpVKKoqAgGgwHPP/88fvnLX2JmZgZAcBTzXXfdxUKxVquFWCzGhQsXMDk5iddeew2vvfYalEolfD6fIJfuPR7PvHKPU6dOxX2Ih9C2bNmCe++9d8HPuVwudHZ2wmw2o6enh7o/EEIIIUmEwnCKKCgoYLfHx8dRXFzM7g8NDcFkMkEiCf7vHB0dxfj4OP7iL/4CQHA0s1gsxtWrVzEzMzNvwtzAwADGxsZw6NAh/NVf/RV6enrQ09PD2qYt1a5tuTweD06dOoVHH30UjY2NOHfuXEqFQ4lEAoPBwDYshnR2dvLC8MzMDDo6OmA2m9Hb2xvX0dWEEEIIiRyF4RQxMjKC06dPo6ioCBMTE7j77rvZ5wYHB/HQQw+x+y0tLdi8eTNycnJ4xwiFZYDfEq2zsxP/9V//BY7j8PDDD+PJJ5/EV77yFbaCvFIikQirVq2C2Wzmfby3txe/+tWvUqZThFQqRWVlJUwmEyorKyGTyfDLX/4SNpuNPcZqtaKnpwdWqxVmsxn9/f0ZMSGPEEIISXUUhlOE3W7HjRs3AIA3lWxsbAwymQxGoxFAsIdwR0cHPvShD7Hnvvnmm6ivr8djjz2GpqamBSfHDQ0N4Re/+AVMJhM2btyIDRs24OLFiys+X71ej4MHDyI/Px8vv/wyOjo6eJ9P9iCclZWFqqoqmEwmVFRU8N5IAMHewA0NDbyPPf/88/E8RUIIIYQIgMJwCrJYLPjd736HiooKzM7OYuPGjWxTVm9vL2pra9mq8NTUFE6cOIF7770X9fX1+OAHP4jnnntuXiDmOA5WqxXPPvssG7m8kjAskUiwZ88ebNmyhZ3Tvn370N/fn/Sb47Kzs9kUuLKyMt6UvnATExO8CX2EEEIISV0UhlNQIBDA4OAga8+1d+9e+Hw+iMViNDc3Y9++feyx7777LtxuN3784x/jH//xH/HII4/A4/Hg2LFjvPZeoUv6Y2Nj8Hg8sNvtyz6vsrIyHDhwgLdBbnZ2FpcvX06J8Lhz507U1dUt+LmxsTGYzWa0tbVhfHw8zmdGCCGEkFihMJwGzp49i0uXLmHt2rXQaDTIysoCENxo19LSAiBYF/z73/8en/jEJ/DYY49Bp9PhxIkTaGpq4tUPh1aZJycnI379rKws3HPPPdiwYQPv493d3Th9+nTSlUSo1WoUFRXNq2U2m828MDw0NMTGIC/n34MQQgghqYPCcAooKCjAoUOH4HA4MDg4iHPnzs17zMzMDBoaGqBSqaDVarF27VpcvnyZfd7r9eLEiRPweDz40Ic+hMOHD8NkMuHy5cv47//+b7hcLuzatQvve9/70NfXh5dffjmic1u1ahX27dvH66vrcrlw9uxZ3Lp1K/ovXiBarZYNwSgqKoLP58NPf/pTXumGxWJBR0cHent70d7evqLVcUIIIYSkFgrDKUCtVkOn00Gn00EsFkMmky1admC32/Hqq6/iypUrvMv5HMchEAjg1KlTGBkZwcGDB3Hvvffisccew6OPPgqfzwe5XI7h4WF89atfjagVWF1dHe677z7ex9ra2vDGG29geno6ui9aAPn5+SwA5+fn8z4nFotRVVXFVs6BYKlIpG8CCCGEEJIeKAynAJVKxW4XFBTgiSeewOTkJJ5//nlee69wczfIhbf5un79Orq6uvDCCy/gve99LwoLC6FSqXD27Flcvnw54lHLbW1t2LVrF+RyORwOB86cOYP29vYVfIXCKSwsxJo1a2AymXi1y+F8Ph96enoE7Z9MCCGEkNREYTgFqNVqdjtUD6xSqXD48GEMDQ3h6tWrsFqtyzrm1NQUpqam8H//7/8FADZgYzmmp6fxxhtvoKysDG+++WZSdIvYtm0bbxJfiMfjQXd3N8xmMzo7O1NiQx8hhBBCYo/CcApYaIXTZrNBr9dDr9dj7dq1uHr1KhoaGpYVSMMD8FJBmOM4bNy4ETk5OTh//jzvcy0tLbxSg3gQiUQoKSmBUqmc99pms5mF4dnZWTYGuaurK6Um3RFCCCEkPigMpwCNRjPvY36/H3q9HgUFBTh//jxrC/bmm2+iqakpouP6/X6IxWL4fL5FH5OXl4eDBw/CYDDA7/ejq6sLQ0NDK/5aVkosFsNoNMJkMmHVqlXIzs6G0+nE7du3eUG+q6sLTU1NaG9vR09Pz5JfGyGEEEIIheEkx3EctFrtvI8bjUbs3r2b9RcO1epGsnFNpVJh3759eO211+B0Ohd8jEgkwtatW7Fz5042fU0kEmHbtm04evRoFF9R5CQSCSoqKmAymVBVVcVKREKys7NRUlKCvr4+9jGPx4OTJ0/G5fwIIYQQkvooDCc5rVbLwmggEADHceA4Dlu2bAEAOJ1OVFVVIScnB2+++Sa6uroA/Ll7xEIeffRRPP7447j//vvxpS99ad7qaWFhIQ4cOICioiL2MZ/Ph0uXLuHSpUux+DJ5Vq9ejdWrV6OyshJSqXTBx9jtdrS3t9MmOEIIIYREhcJwkisoKGC3Q+ON9Xo9CgsLMTAwgOvXr2P9+vUoKyvD9u3bsW/fPrz++ussOC8UiC9evIjDhw/j2LFjvCAskUiwa9cu1NfXQyQSsY8PDQ3h5MmT8zpUxMrmzZtRWlo67+OTk5Nob2+H2WzmTc8jhBBCCFkpCsNJrri4mHc/tHnM6/Xixo0bcDqdaGpqwujoKDZv3oy/+Zu/QX5+Pl588UXWMWFup4jW1lZ84hOf4JVIlJSU4ODBg7ySDK/Xi3fffReNjY2LrjKvVE5ODlatWgWfzzdvOIfZbGZheHx8nE2BGx0dFfQcCCGEEEIoDCe5wsJC3n2/34/m5maMj49jZmYGQLBU4vvf/z42btyIT3/603j88ceRn5+PP/zhDxgbG2Mb5Xbu3IkrV67A7XbPqxW+++67eUG4t7cXp0+fFnQMsVKphMlkQnV1NUpKSiASiTAxMbFgGJbJZGhvb+cNDiGEEEIIERqF4ST3xz/+EWVlZXj/+98PIFg37HQ6WW0wEBx+ERojPDIygs997nP48Ic/jIKCAvzHf/wHOjs7ceDAATz55JM4c+YMvvWtb817nVOnTuGxxx6D1+vFW2+9FXFHijvRaDRsCtzcVW4g2K1Cp9PxQq/D4cDFixcFeX1CCCGEkKVQGE5ygUAANpsNra2tKC4uXrDN2oULFwAEOymcO3cO4+Pj+OxnP4t9+/YhNzcXDQ0NOHToEGZnZ/Hzn/8ccrkcbrebV/owPj6OV155BYODg1FvSgt1nTCZTPNWtsO/LovFArPZnBSjmwkhhBCSmSgMpwCbzYYTJ06grKwMd999N/R6Pftce3s7b2NbIBBAa2srvve97+HDH/4w3vve96Kurg4ikQhf/OIXodVq8cgjj+DSpUu4evUq73XMZrMg5+v3+1FbWzuvJZzP50NfXx/a29vR3t7OyjwIIYQQQhKFwnAK6evrw29/+1usW7cOu3fvhkqlWrTVmcViwUsvvYSNGzeiqqoKP/jBD2A0GlFVVQUAuOuuu9DZ2Qmbzbbi8ykuLobJZMLIyAhaW1t5nzObzdi+fTu8Xi96enrYGGSXy7Xi1yOEEEIIERqF4STGcRyysrLg8Xh43SCam5tx+/ZtrF69etFpcDKZDO95z3tQVVWFt956CwUFBbyhFS6XCwqFYtlhuKSkBKtXr0Z1dTVUKhUAoL+/f14Ybm5uxujoKDo7O+HxeJb1GoQQQggh8UJhOIllZWXh85//PIDgJrljx46xz3m93nldGMLdc889+PCHP4yBgQGMj4/zgvC1a9fw9ttvRxRSRSIRysrK2BhkhUIx7zElJSXIycnhlT1YrVZYrdaIvk5CCCGEkEShMJzEQkM2gGBbMolEAq/XG9HzcnNz0dPTg+vXr7OPT0xM4OTJkxgYGLjjMeRyOe69916sWrUKcrl8wcc4nU50dHTAbDZT+QMhhBBCUhKF4SQWPgXOYDDgkUcewZkzZzAxMbHoc1QqFY4cOQK9Xo+rV68iEAjA7/ejsbER586diyhMA8Ds7OyCQXh6eppNgevv7+eVbxBCCCGEpBoKw0lMLBbz7huNRjz00EN48cUXYbfbF3yOy+ViATYQCGB4eBgnT55ccHqbTCZDVVUVTCYTWlpa0N7ezj7n9/vR3t6O9evXY2pqCmazGe3t7RgYGBB8Gh0hhBBCSKJQGE5i4SvDIRqNBj6fb9HneDwenDx5Eo8++ijOnz+PK1eu8MKrXC5HdXU1qqurUV5ezgJ3KPyGu3LlCq5fv47h4WGBviJCCCGEkOQyP22lkaGhIXzxi19kl/uLiopw5MgRvP7660l53LnmrgwDQGtrK9uoJpFIUFNTM+8x/f39+PnPf47Lly8jEAggOzsbGzduxPvf/3589rOfxcGDB1FVVcU7fmVl5bzXm5iYoCBMCCGEJKFUzzjJJG1Xhm/cuIH777+fjflVq9UYGxvDsWPHcPz4cTz11FP46le/mjTHXchCK8OhQRkVFRXYt28fWymeOzDD6XRCq9Xi4MGDMBgMvM144YaGhlgJxFIrzoQQQghJDumQcZJJWq4MO51OPPzwwxgfH0ddXR2amppgs9lgtVrx5S9/GYFAAF/72tdw8uTJpDjuYuaG4dCo5Pe85z149NFH2Wjmffv2LdjxYWZmBnq9fl4QtlgsePPNN/GLX/wCv/3tb3H58mVqg0YIIYSkgHTJOMkkLcPwM888g56eHiiVShw9ehTr1q0DEHyH8/TTT+ORRx4BAHzta19LiuNGKj8/H5/4xCdQW1vLPuZyuWCxWPCBD3wAJSUlvMe73W709vbC7/ejv78fZ86cwTPPPIM//OEPaGhowNTUVEzOkxBCCCGxka4ZJ5HSMgz/5je/AQB85CMfmRcQAeArX/kKAKCxsXHe5LREHDdSUqmUN/TC7XZDLpfDZDKhoKAAJpNp3nPOnj2LZ555Bs899xyuXbuG6elpwc+LEEIIIfGRrhknkdIuDNvtdjQ0NAAAHnjggQUfs3PnTlZicObMmYQeNxrhU+WA4Ca4uaxWK5xOZ8zPhRBCCCGxlUkZJ57SLgy3tLSwVmKhJf65RCIR1qxZAwBLjjSOx3Gj5fF40N7ejhMnTuC//uu/4vKahBBCCIm/TMs48ZJ23SQGBwfZbYPBsOjjQp8Lf3wijrsSLpcLnZ2dMJvN6Onp+f/bu/ugqKr/D+DvXfDLk4sgJmLyKAQoasqmNT1o5GiKjCbj5JQ5E47WjA9IlmGm2BSYjY406WSNiuakU86EIWkKMdmkhLkmiAKDiqEijOmIPImxe75/8Nv7g5+LP1z37LJ736+Zndn1nj333M9c731zuZzb66fKERERkfNSQ8ZxBJcLw13vifXy8uqxnbe3NwCgubnZof3Gx8db/PfS0lIIIbBlyxYAnXMOt7e3o729Hffu3eNT4IiIyKWYTCbU1NTYdX29PVfban0VFRU9nvfNtyk8iLNlHGfhcmFYVki0d/g0mUzQarUICQmx63rVpKKiAgAQGxvr4JG4LtZYPtZYPtbYPkpLS+32R96WHlhlD48a9l0l4/Q1LheG+/fvr7xva2uDTqez2M78FLeu7R3Rb08/CZp/cuzNT4pkHdZYPtZYPtZYPtbYPnq6YiqDeeYEZ+NsGcdZuNwf0HW916Wurq7HduZlQUFBDu2XiIiIqDeYceRwuTAcExOjPHHt3LlzFtuYTCZUVVUBQLcHWDiiXyIiIqLeYMaRw+XCsE6ng16vBwAUFBRYbFNSUoLGxkYAnY8ydmS/RERERL3BjCOHy4VhoPPpKUDnPUGWpv/YuHEjgM77k8xz5jmyXyIiIqLeYMaxPZcMw2+99RZCQ0PR1NSEGTNmKJNDNzU1YeXKlfjhhx8AAFlZWd2+d/nyZWg0Gmg0Guzatctm/RIRERHZAjOOBMJFnTlzRgQEBAgAAoDw9fUVWq1WABAajUasX7/+vu/U1NQo7XNycmzWLxEREZGtMOPYlkteGQaAMWPGoLy8HMuWLUNERATa29sREBCAxMREFBQUID09vU/1S0RERNQbzDi2pRFC5TMtExEREZFqueyVYSIiIiKi/w/DMBERERGpFsMwEREREakWwzARERERqRbDMBERERGpFsOwZPX19UhNTcXw4cPh6emJwMBAJCUl4ZdffumT/TojW9eitrYW2dnZSEpKQkhICDw8PKDT6TBmzBikp6dbfDKPq7PH/tbc3Izg4OAHTgrv6mTW+dKlS0hLS0NsbCz69++PAQMGIDY2FikpKTh27JgNRu8cZNTYZDIhJycHkydPxmOPPYZ+/frBz88PEyZMQGZmJpqammy4BX1XU1MT8vLysGbNGkybNg2DBg1S/j9XVlY+cv8875E0jp7o2JWVlpZKmbxaVr/OyNa1qK2tFRqNRunP3Kebm5vy2d/fXxQVFUnaor7HXvtbampqt7r3NCm8q5JZ5x07dggvLy+lbx8fn26fFyxYYMMt6btk1LilpUUkJCTcd8zoehwJDQ0VFy9elLBFfUtubm63OnR9VVRUPFLfPO+RTAzDkrS2torQ0FABQIwdO1aUl5cLIYRobGwUK1asUP5DHzlypE/064xk1KKmpkZoNBqRmJgo9u/fL27duiWEEKK9vV0cOnRIhIeHKwfi69evS9muvsRe+5vBYBBubm5iwoQJqgzDMuu8b98+JZgtWbKkWyirr68Xe/bsETt27LDZtvRVsmqcnp6uBLKsrCxx+/ZtIUTnMWPfvn3Cz89PABAvvviizbepr8nNzRWDBw8W06dPFxkZGeLrr7+2SRjmeY9kYxiWZPPmzQKA6N+/v7h69ep9y2fNmiUAiHHjxvWJfp2RjFrcvn1bnDlzpsflFRUVwtPTUwAQ69ats2rczsQe+5vRaBR6vV64ubmJ06dPqzIMy6pzQ0OD8Pf3FwBEVlaWrYbrlGTVOCQkRAAQKSkpFpfn5OQo+7T5h2tX1dHR0e1z18f/PkoY5nmPZGMYlkSv1wsAYtGiRRaXHz9+3KqDhKx+nZGjajFp0iQBQCQlJdmsz77KHjXOzs5WrloKIVQZhmXVed26dQKAiI6OFkaj0VbDdUqyauzh4SEAiC+++MLi8rKyMqVfS0HOldkqDPO8R7LxD+gkaGpqgsFgAABMnTrVYpunn34aAwYMAAAUFRU5tF9n5MhaBAQEAACMRqPN+uyL7FHja9euYc2aNQgMDMQnn3xi/WCdmMw6f/vttwCA+fPnQ6tV7+FeZo3DwsIAAH/99ZfF5eb1BgYGYujQob3ulzrxvEf2oN6jo0QVFRUQQgAARo4cabGNVqtFdHQ0AOD8+fMO7dcZOaoWHR0dOH78OAAgLi7OJn32Vfao8dKlS9HU1ISNGzcqJzO1kVXnmzdvorq6GgDw3HPPoaioCFOnToW/vz+8vb0xYsQIpKen459//rHBVvRtMvflhQsXAgBycnLw6aeforGxEQBw7949fPfdd0hLS4NGo8HGjRuh0WgeZTNUiec9sgeGYQm6Tr31oCsB5mW9napLVr/OyFG12Lp1K+rr66HVajF//nyb9NlXya7xwYMHkZubi0mTJmHevHnWDdIFyKqzOQgDwNGjRzF58mQcPXpU+Y1GRUUFNmzYgCeffBIVFRXWDN1pyNyXly9fjsWLF0MIgVWrVsHPzw9+fn7w8vLC3LlzERMTg7y8PFXv44+C5z2yB4ZhCVpaWpT3Xl5ePbbz9vYG0Dm/qiP7dUaOqEVZWRk++OADAMCSJUt6vErhKmTWuKWlBUuWLEG/fv2wdetW6wfpAmTV+fbt28r7rKwsjBw5EiUlJbhz5w6am5tx6NAhDB48GNeuXUNycjI6Ojqs2wAnIHNfdnNzQ3Z2NjZt2gR3d3cAQGNjI0wmE4DOX/PfuHHDmmETeN4j+2AYlsD8Kx1n6dcZ2bsW169fx6xZs9Da2or4+Hhs2LDBrut3BJk1Xrt2LWpra5GWloYRI0ZIW48zkFVncxgDOgNbbm4uxo8fD6Dz18rTpk3Dzp07AXReJc7NzZUyjr5A5r5cX1+PZ599FitWrMDrr7+O0tJSNDc3o7q6GuvXr8elS5eQkpKCVatWSRuDK+N5j+yBYViC/v37K+/b2tp6bNfa2npfe0f064zsWYtbt25hypQpqKmpQVRUFH766Sd4enpa3Z+zkFXjM2fO4PPPP0dwcDDWrl37aIN0AfY4XiQmJiIyMvK+NomJiXjiiScAAIWFhb3q1xnJPF7Mnz8fJ0+exIIFC7Br1y6MHj0aPj4+iIyMRHp6Or766isAwGeffYby8nIrt0C9eN4je2AYlqDrfU11dXU9tjMvCwoKcmi/zshetWhsbMTUqVNRXl6OkJAQFBYWIjAw0Kq+nI2sGqempsJoNCIzMxNCCDQ3N3d7mbW3t6O5uVk5ybkqexwvzH9cZIl52ZUrV3rVrzOSVePz58+joKAAAJCWlmaxzRtvvIGAgACYTCbk5+f3dsj0P3jeI3tgGJYgJiZG+avhc+fOWWxjMplQVVUFAL3+NbGsfp2RPWrR0tKC6dOn49SpUxgyZAgKCwsREhJi/aCdjKwa//333wA6r6jpdLr7XmZvv/02dDqdS+/HgLw6R0REKPdY9mYWA1ee6UBWjbv+4WF4eHiP7SIiIgAAly9f7lW/9L943iN7YBiWQKfTQa/XA4By1eD/KikpUabgeemllxzarzOSXYu2tjYkJSXhxIkTCAgIQGFhIaKioh5t0E6G+5t9yKqzVqvFpEmTAACVlZU9tjOHiNDQ0N4O2enIrLFZbW1tj+3MPwB2/WGPeofHIbIL+z/nQx3Mj4/U6XSirq7uvuWzZ88WAER8fHyf6NcZyapFe3u7ePnllwUA4efnJwwGg62G7HQcsb9BhU+gk1XnvXv3CgDC3d1dVFdX37c8Pz9fqffBgwetHr8zkFHjS5cuKfV75513LLbJy8tT2uzfv9/q8TsjWz+Omec9koVhWJLW1lYRGhqqPC/93LlzQggh7ty5I9577z3lAHHkyJFu3+t68LAUBqzt1xXJqHFHR4dITk5WDrzFxcX22pw+SdZ+/CBqDMOy6mw0GkV8fLwAIOLi4sTJkyeVfz98+LAIDAwUAMT48eOFyWSSvp2OJKvGU6ZMEQCEVqsV6enpoqGhQQghRFNTk8jJyREDBw4UAERYWJhob2+Xvp2OduPGDeV1+vRppXbFxcXdlnV9PDjPe+RoDMMSnTlzRgQEBCj/UX19fYVWqxUAhEajEevXr7/vO70JEdb066psXeNjx44pyzw9PUVgYGCPL71eb6etdCxZ+3FP1BiGhZBX5ytXroiIiAilnU6nE97e3srn6OhoUVtbK3nr+gYZNa6rqxOxsbFKG3ONu34ODAwUp0+ftsMWOl7X7X7Qq6amRvkOz3vkaLxnWKIxY8agvLwcy5YtQ0REBNrb2xEQEIDExEQUFBQgPT29T/XrjGxdi65zs969excNDQ09vtQykT73N/uQVedhw4ahtLQUGRkZiIuLg9FohEajwdixY5GZmYlTp04hODjYxlvTN8mocVBQEAwGA7Kzs/HCCy9g4MCBaG1tha+vL8aNG4c1a9bg7NmzGDt2rIQtUg8eh0gmjRCc0ZqIiIiI1IlXhomIiIhItRiGiYiIiEi1GIaJiIiISLUYhomIiIhItRiGiYiIiEi1GIaJiIiISLUYhomIiIhItRiGiYiIiEi1GIaJiIiISLUYhomIiIhItRiGiYiIiEi1GIaJiIiISLUYhomIiIhItRiGichltba2Yvv27ZgxYwaCg4Ph5eUFHx8fhIWFYfz48UhJScHu3btx+fLl+767bt06aDQaiy+dTofIyEi8+uqrOHDgAIQQ9t84IiKyCY3gUZyIXFBJSQnmzp1rMeha0tbWBk9PT+XzunXr8NFHH/XquxMnTsSPP/6IAQMGWDNUIiJyIHdHD4CIyNaqq6sxZcoU3LlzBwCQmJiIOXPmIDo6Gp6enrh16xbKysrw66+/4ujRo2hra3tgfzt37sRTTz0FABBC4OrVqzAYDNi0aRNu376NY8eOYd68eTh48KD0bSMiIttiGCYil7N69WolCG/fvh0LFiy4r01CQgKWL1+OO3fuYNeuXXBzc+uxv/DwcMTFxSmfR40ahWnTpuHNN99EfHw8GhoakJ+fD4PBgPj4eNtvEBERScN7honIpRiNRuTn5wMA9Hq9xSDcla+vL5YtW4Z+/fo99Loef/xxLF68WPlcUFDw0H0QEZFjMQwTkUu5ceOGctvD8OHDpa9v3LhxyvsrV65IXx8REdkWwzARuRQPDw/lfUVFhfT1db29wpqry0RE5FgMw0TkUvz9/REWFgYAKCsrQ1ZWFkwmk7T1nT9/XnlvXi8RETkPhmEicjmpqanK+9WrVyM8PBxLly7Fvn37cOHCBZvNC9zS0oIvv/wSAODu7o5XXnnFJv0SEZH9MAwTkctJTU3FokWLlM+1tbXYsmULXnvtNURFRWHw4MFITk7G999/j46Ojofq2zy12oEDB6DX63HhwgUAwLvvvovQ0FCbbgcREcnHh24QkcsqKirC5s2bceTIEfz7778W28TExGDv3r0YO3Zst3/v7UM3AgICsHLlSqxcudImYyYiIvviPMNE5LISEhKQkJCA5uZmFBcX4+TJkzAYDPjtt99w8+ZNAEBlZSUmTpyI4uJijBw58qHXMXHiRCxcuNDWQyciIjvhlWEiUp2Ojg7k5eUhNTUVV69eBQBMnjy52zzBXa8Md30C3d27d1FTU4OdO3fi559/BgDEx8fj999/7/Y4ZyIicg68Z5iIVMfd3R2zZ8/GoUOH8J///AdA5y0Vt27dstje/AS6uLg46PV6zJkzB4cPH1ZujTAYDHj//fftNn4iIrIdhmEiUq1Ro0ZhwoQJAACTyYSLFy8+1PczMzMxevRoAMDWrVtRVVVl8zESEZFcDMNEpGpDhw5V3mu1D3dIdHd3R1ZWFoDOx0BnZGTYdGxERCQfwzARqZYQAgaDAQCg0WismhotMTER8fHxAID9+/ejsrLSpmMkIiK5GIaJyKU0Nzdj/PjxyMvLg9FofGDbjIwMZZ7g559/HoMGDbJqnR9++CGAzlstzFeKiYjIOXBqNSJyOX/++SdmzpyJoKAgzJw5E8888wzCw8Ph6+uLpqYmlJWVYc+ePfjjjz8AAB4eHti0aZPV65s5cyZGjRqFs2fPYu/evcjIyMDw4cNttTlERCQRwzARuRR3d3cMGTIE9fX1uH79OrZt24Zt27b12H7YsGHYvXs39Hq91evUaDRYvXo15s6dC6PRiPXr12P79u1W90dERPbD2ySIyKV4enqirq4OJ06cwMcff4zExERERkbCx8cHbm5u0Ol0iIqKQnJyMnJyclBVVYWEhIRHXu+cOXMQExMDAPjmm29QW1v7yH0SEZF8fOgGEREREakWrwwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWoxDBMRERGRajEMExEREZFqMQwTERERkWr9F+EU922PbcXLAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 353 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " #plot text and marker every 3rd point, because every point was too many\n", + " if np.mod(i,3) == 0:\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.plot(np.asarray(srs)[i],np.asarray(pods)[i],'s',color='dodgerblue',markerfacecolor='w')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "f8d2053b-13d8-4e99-ade6-5285e9e5272c", + "metadata": {}, + "source": [ + "MUCH BETTER. Even just a simple neural network does well here. This is probably because the task is relative easy - remember that we could use a simple brightness temperature threshold for IR to get an 80% accuracy.\n", + "A quick note about the performance diagram: Each marker represents the model's performance when using a certain probability value as the decision threshold. That is, we can say an example contains lightning if the model produces a probability of at least 5%, 10%, 20%, etc. In this example, the model acheveed the greatest CSI and lowest bias with a probability threshold of about 36%. This probability threshold could then be used to convert the model's probabilistic output into an optimized deterministic prediction.\n", + "\n", + "Because this network is so small, we can actually view the learned weights and biases of each layer. These numbers will not be meaniful to us, but it can be useful to check that all layers are working correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c453a04e-ad1c-4c26-b73c-f482e77388e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.layers[0].weights" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "295ad0f4-2293-4d80-b362-c94e110334d2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.layers[1].weights" + ] + }, + { + "cell_type": "markdown", + "id": "ad550d92-7c10-4cd3-bf71-e3724b9a00aa", + "metadata": {}, + "source": [ + "#### Step 9: Save trained model\n", + "\n", + "Now that you have a model trained, you probably don't want to re-train it every time you need to make a prediction. So to save the trained model, we can do the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4fc78b99-3fd5-4d8b-9e58-3d5b75357c2b", + "metadata": {}, + "outputs": [], + "source": [ + "model.save('/content/WAF_ML_Tutorial_Part2/datasets/models/neural_nets_from_notebooks/MyFirstNN.h5')" + ] + }, + { + "cell_type": "markdown", + "id": "2fa81f07-58a0-4585-95f3-11982d6a7bc2", + "metadata": {}, + "source": [ + "This saves the trained model to a *containerized* and *portable* hdf5 file. There are also ways to save just the weights from specific training steps, but that's beyond the scope of this tutorial. If you are interested in learning more, check out this help guide: [https://www.tensorflow.org/tutorials/keras/save_and_load](https://www.tensorflow.org/tutorials/keras/save_and_load). \n", + "\n", + "#### Step 11: Load trained model\n", + "\n", + "It's just as easy to load the model back in." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "56e7cc5b-1fe7-4da6-804c-e96ed235454c", + "metadata": {}, + "outputs": [], + "source": [ + "loaded_model = tf.keras.models.load_model('/content/WAF_ML_Tutorial_Part2/datasets/models/neural_nets_from_notebooks/MyFirstNN.h5',compile=False)" + ] + }, + { + "cell_type": "markdown", + "id": "8a93609f-bca6-4cbf-b331-6cfbfabb8a27", + "metadata": {}, + "source": [ + "The extra input to this line, ```compile=False```, helps avoid conflicts with custom functions that you may have used during training. In general, tensorflow seems to complain less when using this flag, and if you don't need to re-train the model, this is the easiest way to get it loaded. \n", + "\n", + "#### Step 12: Run loaded model\n", + "\n", + "Now it's all set to run!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f8e4d2ac-0bac-4b1b-b974-a3c5e52b9643", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 353 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = loaded_model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "\n", + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " #plot text and marker every 3rd point, because every point was too many\n", + " if np.mod(i,3) == 0:\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.plot(np.asarray(srs)[i],np.asarray(pods)[i],'s',color='dodgerblue',markerfacecolor='w')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "557c80ed-9a57-4289-a663-4c61508fb165", + "metadata": {}, + "source": [ + "#### Step 13: Load and run the network from the paper\n", + "\n", + "You can even load and run the network demonstrated in the paper:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "33ad1563-9527-40e9-8391-56bd135b56e3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "paper_model = tf.keras.models.load_model('/content/WAF_ML_Tutorial_Part2/datasets/models/neural_nets_from_paper/sub-sevir-ann-class-1d-eng.h5',compile=False)\n", + "\n", + "#like sklearn, we do .predict!\n", + "y_preds = paper_model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "\n", + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " #plot text and marker every 3rd point, because every point was too many\n", + " if np.mod(i,3) == 0:\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.plot(np.asarray(srs)[i],np.asarray(pods)[i],'s',color='dodgerblue',markerfacecolor='w')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "4a1cf6f4-2301-4efc-a51e-1937cb5949bd", + "metadata": {}, + "source": [ + "volia! Now you can hopefully do end-to-end neural networks. The next notebook will jump into convolutions." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook06_Convolutions.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook06_Convolutions.ipynb new file mode 100644 index 0000000..d2886ed --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook06_Convolutions.ipynb @@ -0,0 +1,1092 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "f898a35f-1bff-46c5-bd95-bbfad1d9fc10", + "metadata": { + "tags": [] + }, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook06_Convolutions.ipynb)\n", + "\n", + "# Notebook 06: Convolutions\n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "### Primary Goal:\n", + "\n", + "Expore convolutions and how they work\n", + "\n", + "#### Background\n", + "\n", + "Convolutional Neural Networks (CNNs) are powerful machine learning models that can learn both large- and small-scale patterns from multi-dimensional data. Before we can train a CNN, it is necessary to understand what convolutions are and how they work. Convolutions can be a bit confusing if you are unfamiliar with them, so let's take the time here to explore these important machine learning techniques. \n", + "\n", + "#### Step 1: Imports and grab repo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b016868", + "metadata": {}, + "outputs": [], + "source": [ + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cdfd4a67-b7f8-45d9-b07e-dbe705b45319", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import pandas as pd \n", + "import numpy as np \n", + "import tqdm \n", + "import matplotlib\n", + "import matplotlib.pyplot as plt \n", + "import matplotlib.patheffects as path_effects\n", + "import xarray as xr\n", + "\n", + "\n", + "#outlines for text \n", + "pe1 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"k\")]\n", + "pe2 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"w\")]\n", + "\n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9]\n", + "matplotlib.rcParams['axes.labelsize'] = 14\n", + "matplotlib.rcParams['axes.titlesize'] = 14\n", + "matplotlib.rcParams['xtick.labelsize'] = 12\n", + "matplotlib.rcParams['ytick.labelsize'] = 12\n", + "matplotlib.rcParams['legend.fontsize'] = 12\n", + "matplotlib.rcParams['legend.facecolor'] = 'w'\n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "%config InlineBackend.figure_format = 'retina'\n", + "\n", + "#one quick thing here, we need to set the random seed so we all get the same results no matter the computer or python session \n", + "tf.random.set_seed(43)" + ] + }, + { + "cell_type": "markdown", + "id": "4aa35543-ccf8-4ba6-b78e-4b343cc8df1e", + "metadata": {}, + "source": [ + "#### Step 2: Load in some data\n", + "\n", + "For this notebook we will use the same hook echo example shown in the paper (e.g., Figures 3 and 4). The data for this example comes from [Lagerquist et al. (2020)](https://journals.ametsoc.org/view/journals/mwre/148/7/mwrD190372.xml). For convenience, we have already isolated the one storm that has a prominent hook echo on radar reflectivity.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a1c3c684-25f4-4a9c-a98b-ef33a42e4b68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:             (grid_row: 32, grid_column: 32, radar_height: 12,\n",
+       "                         radar_field: 4)\n",
+       "Dimensions without coordinates: grid_row, grid_column, radar_height, radar_field\n",
+       "Data variables:\n",
+       "    radar_image_matrix  (grid_row, grid_column, radar_height, radar_field) float32 ...
" + ], + "text/plain": [ + "\n", + "Dimensions: (grid_row: 32, grid_column: 32, radar_height: 12,\n", + " radar_field: 4)\n", + "Dimensions without coordinates: grid_row, grid_column, radar_height, radar_field\n", + "Data variables:\n", + " radar_image_matrix (grid_row, grid_column, radar_height, radar_field) float32 ..." + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_sample = xr.open_dataset('/content/WAF_ML_Tutorial_Part2/datasets/lagerquist_2020/lagerquist_storm_example.nc')\n", + "\n", + "#print out the dataset \n", + "ds_sample" + ] + }, + { + "cell_type": "markdown", + "id": "ca93e0c6-f7b3-4d6c-b8fc-ada127b85dae", + "metadata": {}, + "source": [ + "#### Step 3: Reminder about what images are \n", + "\n", + "Remember that images are just matricies of values, where the values determine the color that is shown in the image. To drive this point home, let's zoom into the IR image from Notebook 2. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bd916c1e-8332-4c9f-956b-edd01417d949", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 11.5, 11.5, -0.5)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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drpqa6uI1b5j8tXCesW1nZ/zpJ26NgTHsYH/GfQ/ujjvuyf6czjp97o///wtfeThuuPnJcc3zmc/dH/0Z0eKs0+dEe8aRK9Xow9c+FLc/um9c93lqX3f80w3ZR7K8LOfrWx0P/7np6fjb28Z3JM6R/qH41a/cE529A6OW1dfWxFvPXzbmdb1s9byKceif7tocX9kwviP9dnT2xIe+cU/0D43ermpKpXjXUY4ger7ewR9dvydrXctnTokPXp4dciIipjY0xvsqXKfnsYMH4vMbN4x5DgAAAADyI/ZQuNraUvzyb14e7dOz48aD9+2Ka7/wQK6POWVqY1xS4XRxP7jhidjwwMTemf696x+LRzbsyVz28mtWZV4H5flqa0sVw9BDDzwdP7jhiQnNdv+9u+KWm7JDyWVXLo+2ttGniBqvcnkkPvHpO2JwcPzXNvn2jUf/vDZvORhf+camca/3wKHeuPuBp0fdXltTE6sqXBuqmlx3z474wQRPV/fVO7ZF78DoULZsdls0P+tIrpNNV/9gfOIHj07ovnu7+uP/3Jb9s/ji0+bGlIxAnOXN5y7NvH3rwa74zN0T24Yf23c4Pndf9jZ8wZJZsTzjFHSVbN5/JD51a/b29MrTF8fLMk7zFhHxy+ddEDOaRz9Xdw0MxMfvvjOGj3UoJAAAAADHhWv2VJmhCkfGnMze+q4L4rTVo6/9EBGxd29X/OXf3B59Tfn+qL7kJcujrn70zure3sH47Jcfiv5xnHLt+f7+s/fGx/7XNaNub5/eHGdcuCjuvW/XUe+/9twFMW3a6Iuel8sj8Q+fvS8GGye+k/1fvvhAXHjxkmh63tezvr42Lrxyefzndx4/5jpGMt7R/4x7H9odT2zvjBhD1Hq+Bx7ZG729g5nX7omIuPa6TTFcioijPH4ld963Ky65cPGo20+bPzXuOcb343iqrXDav5rySNSNI5iVKuxgHy6PxJe+vjFaJnF9nTs37I4rzl303PlqSnFWe3NseGJ8R7+N1b4pU475MeXhyj8H/3T7tth9cDgiJratfPHOXfGms5fG0hktz7m9sa42XrZiUXz+7uxTAz5jxey2WDl7auayf9tyTyxe3jGhuSIibum4P17duyBmNreMWvZTF8+KLzw29qP+7u/rjDt3T40L543eNn79xafHkaYdsbvn/53W7h1nroqz584d9bEREd/cflvMnXkw5s4c88MXat3M8Qfpk9Vp007O62eN16ymkzcgj9eU+llFj5Cb2mp6X9hQdWwrERE1dZN/g87Jorlm8qcSPmkMVs/16gar6GdspFQ9b0Qpxfj/DjpZjUT1fF8aarPftJqi8kh+10cu2symGUWPkJtV7QeLHiE37Q3Z+3tStKi1enap98zrLXqE3Ow8tXo+l4mqor/gSNGlV5wSL7t6ZeaygYGh+LOP3xpdXaNPqTRZ552bfc2R2+/cHkcm+XjbtnfGpgqnzDq/wuOO5WM2btobO3cdntRsnYf74667s0+Hd/55k78Oy7GOzjma4eGR2FHhmkwdnX1x573jO3Xdsz25rSPz9qULs3fIV4u7N+6J3Qd6JrWOxypcd+mUBSfn1648MhLfeGj0kVzjW0fEdRuy13HZimPvxL3itOyP2dvTFQ8dmNz1bAbLw3HLruyje86dM/5t+O8fviv29Iy+TlFzXX28d936qK/50cuEle2z4soFazPXccfeTfFoR76n2QQAAABgfMQeCrN02fR45y9cWHH53/3jPfHk1kO5P25tbU2sXpm9M/bmW5/K5TFuumVr5u1nnp59BNNzPuaM7HfO33zL8Z1t9cpZUVs78XeLDZdH4uFxXhfm+Xbuzo49Gx/bHxmXGxqzXXuOxHDGCqa2Vs+7FrPc/9jkvh8REVsrBMYpLSfn1+6+7R2xdxJHMj3j+oezT8d4+vxjH3V0QYXTA972dD7b8K27stczr3VKTG8c3zsLe4cG468f+GEMlke/i2/p1OnxM6vOibb6hviltS+KmtLolwy7ug/Ed3bcN67HBAAAACB/Yg+FaG1riA9+6LJorHD9i+99+/G4scL1ZSZr0aKp0dAw+nEHB4fjkU2T3zkeEfHgQ9nv3p83b0o0H+UUcS0t9TF3TvZ1Nx56eHJHBDzj4Uf2xlDGhdkbG+ti4SSO1tj59OHo6R19fZfx6OrOPqrqsS2TO13Y8PBI9PePnq2lwinjqsXGLZM/3Ptwhe9JS86nVszLfds7clnPjo7e2JcRjaY01ceyGaNPofZsq+ZmB6ENB7ID0njt7jkSB3q7M5ctmzr+61A9efhQfPHR7OuiXbVkRfzuhS/JPG1c3/BAXPvkLVEeqZ5TogEAAACkSuzhhCuVIt77gUtiToUdopsf2x//9A93H7fHX7RwWubt23d0xnCFa6iM19593dFdYSd5pcf/0bLs2NLV1R/790/udFzPGBoqx46d2UdrLF5UebZjOXho8ufF7OvLjkUHOya/7t6MdZ+swSIvBzon/3Xr6RvMvP1kDWWP7x19SrKJemxv9pFmq+dVPrpnVltDTK3wtdl2pCOPsSIi4qkK61rYNrFt+NvbHo+792Sfiq3SOr/x1J1xqD+/rzcAAAAAEyf2cMK94afXxrpzFmQu6+zsi49/7KYYHjp+7xSfNSP7NEfbt3fm+jjbKqxv5lGOCpg5M3tZpXVNVKX1zTjGEQtH09WTHQXGY6hCbOvunvy6s0JeXV11PwUeyeHrNjScff68+pP0a7dlf/YRL3mua/pRTmE3b2pT5u37e7ujd2jy349nbK8Qe2Y0TfwCsX+34c7YV+GIoee7Z9/jsfFQPqelAwAAAGDyTs69dVStc85bGK95/ZmZy4aHy/HJP78lDh6c/NEIRzN1WvbO2MNdk7/Ox3PWd6Qv8/ZpFR4/ImJahR3FR3K4BsmzHT6cPVv7UWY7loGB0aeGy0v/cVx3NesffOF93Q5XOBJpIo5UONJsylGOCKsUgo4M5LwNV1jf1IaJb8M9Q4PxqQd+GEMZ1+95tj09h+L67cfv6EsAAAAAxk/s4YSZO68tfun966OmppS5/Av/en9srHBR9Dw1VbhOUG9vfjuJf7S+7B3FjY21Fe9T6RpGPSdotoaGyrNBCrr78wtc3QPjjz3N9dnbUO9wzttwhaOEGmsntw1v6TwY1219tOLygeHB+PKWW2LYdXoAAAAATipiDydEQ0NtfPBDl0dra/a73u+47am47muPnJBZ6mqzf+wrXS9movoqHGFQX1d5Z2yl04qdsNkq7KiGVPQP5Rd7eiscUVYp6ERE1Ndmx+z+oXy34f7h7PXV1UxuG26qrYuL5i2uuLw8MhJDIy+8I8YAAAAATnZiDyfEz//SxbFk6fTMZTu3d8anP3X7CZul0nVhGhsqv1t/Iiqtb+goO6OzrisTUfmIn4lqqLC+o80GKThaiBmvlgrbcPdRTis4VM6+xlFDbc7bcIX1DZUnd8TNO8+4IOa2TKm4vKmuId5wyqVRE9lRCwAAAIBiiD0cd1f/5KpYf9myzGW9PYPxFx+9KfpzPnLlaCpdW6a5Od+dsc0t9dmPf5TrqPRXOAVV3rO1NFeYzbVxSFylQDMRrRVOudh1lOervgrbd3Nd9jY3Uc112Z/n4DGut3M0L150alw8f8kxP25R26y4auHZE34cAAAAAPIn9nBcrVozO/7b286tuPxvPnVbPL3r8AmcKOLw4ewLm1c6xdxEtVVYX2dn5Qu1Hz5S8GwVvjaQimkVQmae6zrSX/n6O4d6spe11ucbe1rrs7fhwwN9E1rforZp8ZbVZ4/54y+euyZWTF0woccCAAAAIH9iD8dN+/TmeN+vXlbxOjRf+8rDcfcd20/wVBEHDvZk3r548bRcH2fxouz1HTzUW/E+ByvMtqTCuiaq0ud6tNkgBStmt+a2rlNntWXefqBroOJ99h7Jji2zm1ujYZLX03m2RW3Z2/ChvvFvww21tfHL69ZnnhpuR1dnbDy4Z9TtpVIpXrPsRTGlvnncjwcAAABA/sQejova2lJ84Ncui+nTs3cEbnjw6fjS5x84wVP9yM4KRxItWdQepVI+16GYPr05pk1ryly2Y2dnxfvt2Jk9W3t75fWNV6lUiiUVYs+OHZVngxSsnFv5ejPjX1d27Hlk95GK99l9uD+6+0ef5q2mVBOLp7TnNVosnVLhGmjd4z9S8h1rzosFbVNH3d4/PBSfeuC2+N8P3B6d/aMjVmt9U7z+lEui5Po9AAAAAIUTezgu3vqO82Ll6tmZy/bv646/+otbY6TChcyPt+07OmNoaPRFzJua6uLU5dk7UMfrjDVzMm/fv787uo5yVMCRI/0Vj+45fU3213O8Vp42MxoyrmsyODh81BAFKThvSXsu6zl1VmtMbxl9qrSOnoHY0XH0o2ce39eVefvqGflsw9Mbm2NOS3aIeurwoXGt65IFy+LShadkLvvXTffFzq7O6Bzoi7996I4YGRn9nL10yty4Yv5Z43pMAAAAAPIn9pC7Sy8/JX7imlWZywYGhuPjH7spuipcm+ZEGBgYjsc3H8hcdtkly3J5jMsuXZp5+8Mb9x7zvhsqfMzlec12SfZsj28+EIODoyMYpOTMBdNiUYUjCsfjmjPmZd6+4eljHzlz91PZwWX9/Oxtb7zWL1gaNRlHIe7v7Y59vd1jXs/81inxs2uyr6l229NPxY07tvz43w8d2B0/3LMx82MvnX9GLJsyd8yPCwAAAED+xB5ytWRpe7zz3RdWXP7P/3BXbHni4AmcKNu99+3MvP2SFy2JxsbJXVdj9qzWWHtm9o7ie+7bdcz731NhtnVr51U8Ld5YNTfXxfqLl0x4NkjB69YtmNT962tLcU2FbfjGR/cd8/43b96fefviKe2xfNqMSc1WilJctiD7SJz79419G66vqYn3rlsfTXX1o5bt6TkS//jw3aNuv2HnA7G9a/TnX1Oqidedckm01DWO+fEBAAAAyJfYQ25aWhvigx+6PBobR58iLCLi+9/dHN/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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 829, + "width": 829 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from aux_functions import show_vals\n", + "\n", + "\n", + "#make a big figure so we can see the pixels\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(ds_sample.radar_image_matrix[:,:,0,0],vmin=0,vmax=60,cmap='Spectral_r')\n", + "plt.gca().axis('off')\n", + "\n", + "#draw box to see where the next plot will zoom into\n", + "x_vertices = np.array([4.,16.,16.,4.,4.,])\n", + "y_vertices = np.array([10.,10.,22.,22.,10.])\n", + "plt.plot(x_vertices-0.5,y_vertices-0.5,'-w',lw=2)\n", + "\n", + "# #add mannual annotation \n", + "plt.text(2,6,'Zoom in box',color='w',fontsize=32)\n", + "\n", + "\n", + "#make a big figure so we can see the pixels\n", + "plt.figure(figsize=(15,15))\n", + "da = ds_sample.radar_image_matrix.isel(grid_row=slice(10,22),grid_column=slice(4,16),radar_height=0,radar_field=0)\n", + "plt.imshow(da,vmin=0,vmax=60,cmap='Spectral_r')\n", + "show_vals(da,plt.gca())\n", + "plt.gca().axis('off')\n" + ] + }, + { + "cell_type": "markdown", + "id": "beb77a18-1874-4604-b350-a9fc15e15c8e", + "metadata": {}, + "source": [ + "Hopefully this helps illustrate that images are just matrices of values.\n", + "\n", + "\n", + "Next, we will take a step-by-step look at the convolution process to demonstrate what a convolution does and how it is used in CNNs. \n", + "\n", + "#### Step 4: What are Convolutions?\n", + "\n", + "I often find animations can be helpful for describing an idea. Below is an animated version of Figure 3 from the paper. Don't get bogged down in the math right now, just notice how the kernel (filter) is incrementally stepped through the image systematically. This example is the same 12x12 image (the zoom in) from above. \n", + "\n", + "
\"drawing\"
\n", + "\n", + "Hopefully it is more apperent now what a ```convolution``` is. At this point we have not shown any machine learning - this is simply an image processing technique (i.e., like a mathematical operator). For those more mathematically inclined, the convolution is: \n", + "\n", + "$$\\begin{equation} p_{x,y}= \\sum_{j=y-k}^{j=y+k}\\sum_{i=x-k}^{i=x+k} w_{i,j} p_{i,j}, \\label{e3} \\end{equation}$$\n", + "\n", + "where $p_{x,y}$ is the pixel value at position x,y in the image matrix and k is there kernel size. This equation is then iterated for all pixels in the image. \n", + "\n", + "Normally, the convolution kernel (the middle picture in the animation) has weights that are more sophisticated than what was shown. For example, you might have noticed the right image is the same as the left image, just with a white border around it. That is because the example uses the identity kernel to set the convolution weights. \n", + "\n", + "$$\\begin{bmatrix} 0 & 0 & 0 \\\\ 0 & 1 & 0 \\\\ 0 & 0 & 0 \\end{bmatrix}$$\n", + "\n", + "Thus, the kernel is simply passing the middle pixel through with no change. Other common kernels in image processing are: \n", + "\n", + "##### **Sharpen:** \n", + "\n", + "$$\\begin{bmatrix} 0 & -1 & 0 \\\\ -1 & 5 & -1 \\\\ 0 & -1 & 0 \\end{bmatrix}$$\n", + "\n", + "Here is this kernel being applied to our zoomed-in patch: \n", + "\n", + "
\"drawing\"
\n", + "\n", + "and on the entire image:\n", + "\n", + "
\"drawing\"
\n", + "\n", + "\n", + "##### **Blur** (i.e., mean)\n", + "\n", + "$$ \\frac{1}{9} \\begin{bmatrix} 1 & 1 & 1 \\\\ 1 & 1 & 1 \\\\ 1 & 1 & 1 \\end{bmatrix}$$\n", + "\n", + "Likewise, here is the blur kernel applied to the zoomed-in patch \n", + "\n", + "
\"drawing\"
\n", + "\n", + "and on the whole image:\n", + "\n", + "
\"drawing\"
\n", + "\n", + "\n", + "I would reconmend checking out the webpage [here](https://en.wikipedia.org/wiki/Kernel_(image_processing)) for more examples. \n", + "\n", + "\n", + "Again, we have not actually applied any machine learning so far. The discussion has soley been focused on the convolution operation.\n", + "\n", + "\n", + "\n", + "#### Step 5: Implement a convolution with code\n", + "\n", + "It is possible to manually code a convolution yourself, but for the sake of simpicty and speed, tensorflow has a convolutional layer that handles this for you:\n", + "\n", + "```tf.keras.layers.Conv2D()```\n", + "\n", + "We will need to configure the layer to use the desired set of weights, but this is relatively simple to do. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "00cdd72a-5e6e-4729-bee8-e70254a795c6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-12-07 21:46:58.563763: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 33.5, 33.5, -0.5)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 285, + "width": 572 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get a high resoltion image to run through the conv. \n", + "more_points = tf.image.resize(ds_sample.radar_image_matrix.isel(radar_height=slice(0,1),radar_field=0).values,[36,36])\n", + "\n", + "#define the sharpen filter\n", + "kernel_weights = np.array([[ 0, -1, 0],[ -1,5,-1],[0,-1,0]])\n", + "\n", + "#define conv with specific weights. otherwise they will be randomly initilaized. \n", + "conv = tf.keras.layers.Conv2D(filters=1,kernel_size=3,input_shape=(36,36,1),weights=[kernel_weights[...,np.newaxis,np.newaxis]],use_bias=False)\n", + "\n", + "#run the data through \n", + "res = conv(more_points[np.newaxis,...])\n", + "\n", + "\n", + "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(10,5))\n", + "ax1.imshow(more_points,vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax1.set_title('Original')\n", + "ax1.axis('off')\n", + "#show result. \n", + "ax2.imshow(res[0,:,:],vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax2.set_title('Convolved')\n", + "ax2.axis('off')" + ] + }, + { + "cell_type": "markdown", + "id": "be01d427-0d39-4da0-a7e7-a4d97e46f569", + "metadata": {}, + "source": [ + "As you hopefully can see, tensorflow's built-in convolution layer is a convenient and easy way to perform a convolution. \n", + "\n", + "\n", + "#### Step 6: Try a new image \n", + "\n", + "Here is a fun exercise to help you become more familiar with convolutions. In the next code block, go find an image online, right click the image, copy the image address, and paste it in the ```url''' variable below. This code will perform a convolution on whatever image you choose. For example, here we show a blur convolution for the AI2ES logo. Try changing the weights to see how they affect the convolution." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d5af4dc4-69af-4e90-89f6-be27d45f91dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 257.5, 257.5, -0.5)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 277, + "width": 851 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#define URL of image here. (right click an image online and get image address)\n", + "url = 'https://dopplerchase-ai2es-schooner-hpc.readthedocs.io/en/latest/_images/ai2es-logo-web-trans.png'\n", + "\n", + "#load in some image packages, dont worry about these\n", + "from PIL import Image,ImageOps\n", + "import requests\n", + "from io import BytesIO\n", + "\n", + "#this grabs the image and turns it into an array of data we can use\n", + "response = requests.get(url)\n", + "img = Image.open(BytesIO(response.content))\n", + "img = ImageOps.grayscale(img)\n", + "arr = np.array(img.convert('F'))\n", + "arr = arr[...,np.newaxis]\n", + "\n", + "\n", + "#reshape the image so this code works for any image given\n", + "arr = tf.image.resize(arr[np.newaxis,...],[260,260])\n", + "\n", + "\n", + "#define a filter!\n", + "\n", + "#blur \n", + "kernel_weights = np.array([[ 1, 1, 1],[ 1,1,1],[1,1,1]])*(1/9.)\n", + "\n", + "#sharpen\n", + "# kernel_weights = np.array([[ 0, -1, 0],[ -1,5,-1],[0,-1,0]])\n", + "\n", + "#define conv with specific weights\n", + "conv = tf.keras.layers.Conv2D(filters=1,kernel_size=3,input_shape=(260,260,1),weights=[kernel_weights[...,np.newaxis,np.newaxis]],use_bias=False)\n", + "\n", + "#run the conv\n", + "res = conv(arr)\n", + "\n", + "\n", + "#plot it up. a figure with 3 subplots in the column direction \n", + "fig,(ax1,ax2,ax3) = plt.subplots(1,3,figsize=(15,5),facecolor='w')\n", + "\n", + "ax1.imshow(arr[0],vmin=0,vmax=255,cmap='Greys_r')\n", + "ax1.set_title('Original')\n", + "ax1.axis('off')\n", + "#show result. \n", + "ax2.imshow(res[0,:,:],vmin=0,vmax=255,cmap='Greys_r')\n", + "ax2.set_title('Convolved')\n", + "ax2.axis('off')\n", + "\n", + "ax3.imshow(arr[0,1:-1,1:-1]-res[0,:,:],vmin=-100,vmax=100,cmap='seismic')\n", + "ax3.set_title('Difference')\n", + "ax3.axis('off')\n" + ] + }, + { + "cell_type": "markdown", + "id": "dd2792da-4029-4083-b060-3047aed42d64", + "metadata": {}, + "source": [ + "How about a space cowboy?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d9bd1d8c-8c40-437d-a949-3fe1b6d5f4f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 257.5, 257.5, -0.5)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 277, + "width": 851 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "url = 'https://cdn.openai.com/dall-e-2/demos/text2im/astronaut/horse/photo/0.jpg'\n", + "\n", + "#load in some image packages, dont worry about these\n", + "from PIL import Image,ImageOps\n", + "import requests\n", + "from io import BytesIO\n", + "\n", + "#this grabs the image and turns it into an array of data we can use\n", + "response = requests.get(url)\n", + "img = Image.open(BytesIO(response.content))\n", + "img = ImageOps.grayscale(img)\n", + "arr = np.array(img.convert('F'))\n", + "arr = arr[...,np.newaxis]\n", + "\n", + "\n", + "#reshape the image so this code works for any image given\n", + "arr = tf.image.resize(arr[np.newaxis,...],[260,260])\n", + "\n", + "\n", + "#define a filter!\n", + "\n", + "#blur \n", + "kernel_weights = np.array([[ 1, 1, 1],[ 1,1,1],[1,1,1]])*(1/9.)\n", + "\n", + "#sharpen\n", + "# kernel_weights = np.array([[ 0, -1, 0],[ -1,5,-1],[0,-1,0]])\n", + "\n", + "#define conv with specific weights\n", + "conv = tf.keras.layers.Conv2D(filters=1,kernel_size=3,input_shape=(260,260,1),weights=[kernel_weights[...,np.newaxis,np.newaxis]],use_bias=False)\n", + "\n", + "#run the conv\n", + "res = conv(arr)\n", + "\n", + "\n", + "#plot it up. a figure with 3 subplots in the column direction \n", + "fig,(ax1,ax2,ax3) = plt.subplots(1,3,figsize=(15,5))\n", + "\n", + "ax1.imshow(arr[0],vmin=0,vmax=255,cmap='Greys_r')\n", + "ax1.set_title('Original')\n", + "ax1.axis('off')\n", + "#show result. \n", + "ax2.imshow(res[0,:,:],vmin=0,vmax=255,cmap='Greys_r')\n", + "ax2.set_title('Convolved')\n", + "ax2.axis('off')\n", + "\n", + "ax3.imshow(arr[0,1:-1,1:-1]-res[0,:,:],vmin=-100,vmax=100,cmap='seismic')\n", + "ax3.set_title('Difference')\n", + "ax3.axis('off')" + ] + }, + { + "cell_type": "markdown", + "id": "d35c2de0-5e0d-4785-9426-7ee86b5f987b", + "metadata": {}, + "source": [ + "#### Step 7: Padding...\n", + "\n", + "If you consider this gif again, look closely at the edge of the right image: \n", + "\n", + "
\"drawing\"
\n", + "\n", + "See how there is a border of no data showing up around the image? This is not a bug. The convolution kernel shown here processes data from the left, right, top, and bottom of the center pixel. But that means the kernel cannot process pixels around the edge of the image, as there is no data available on at least one side of the pixel. As a result, the kernel will skip those pixels and the output will be smaller than the input. In other words, convolutions will actually reduce the resolution of the image. \n", + "\n", + "A way to prevent the loss of pixels is a process known as **Padding**. This is where the *input* image is padded with 0s, such that the output of the convolution now keeps the same shape as the original image. This next code block adds in a zero padding around the image. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a9328e89-efad-4b8f-9957-6174fbed85d6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 13.5, 13.5, -0.5)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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GnZl3ln48unDy6YjYGt2Oxlcj4nejuwDzzWNP2Xq0Zputtfb8iHhWRHwqIrZHxO6I+Pfo3mE7t7W20GHCAACHrbX26ujelPtodCt57omI6yLibyPisa21V/TczmujWyH1b6N7M29mH+btEfGQ1trf99jG9og4L7o35z4fETui2x/6YkT8ekScG5OrXC20nd2ttZ+LiAdGF3q+HN3qqvsjYlt0weo90e1zndVa2znPNjZHxIMi4jdHj9852sY/Rbc/+4Tofq+AoyhXYHEe4BiTmY+ILqpERDymtfaxxR4PAADA0eUIHqCPnxp93heLHPYLAADAMAQeOM5l5mmZeeoi9z8uuvO5IyI+1FrbcnQmAwAAoC+naMFxbnT61Ycj4m8i4mMR8Y3ozsH+zoh4ckQ8MyJWR3dx5Qe11q4YaFQAAAAWIPDAcW7W9XUWsj0intFau+AQjwMAAGAAAg8c5zJzY0Q8LSIeH91qCqdHtxTo9uiWRv9IRLyhtXbjQCMCAABwCAIPAAAAQHEusgwAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQnMADAAAAUNyapT7xR97y4RLLbz39EVuGHqG3B5y2Z+gRernnKauHHqGX067fPPQIve2/6EtDj9DLzi/cNPQIvdxy3YlDj9Db/n1DT9DPqiJvB5x8Zo2/RyMiTrxjjd/UDb//kRx6BiY95ynvKbEPBgAs3bs+8KzD3gersXcJAAAAwIIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDi1gw9AAAAdV37xDsMPcKEpz9iy9AjzPGA0/YMPcKEe56yeugRJpx2/eahR5hj/0VfGnqECTu/cNPQI0y45boThx5hwv59Q08w16opO5Ti5DOn6++hE+84Zb9BEfHiK35m6BGO2PT9rgIAAABwWAQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOKWvIrWyx5783LOsWLOO3vt0CMchhqLmp10wulDj9BLu+IzQ4/Q25ZPTt+KH/P5yiU1/jzt3bt/6BF62/gdNTr7qXeo8ffTuo3TtTLMYlatmsIlP+axYegBAADopcb/WQAAAACwIIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKC4NUMPAABAXS977M1DjzDhvLPXDj3CPKZrl/ukE04feoQJ7YrPDD3CHFs+uWXoESZ85ZLp+rneu3f/0CNM2Pgd03fcwql3mK4/9+s2rh56hAmrVu0beoRj0vT9SQAAAADgsAg8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMWtWeoTzz1j/3LOsWJaa0OP0NvJq08beoRe2pcvHnqEXnZ/7vqhR+ht89fXDj1CL7ft2D30CL3cfNO+oUfo7YyzTxh6hF527Tww9Ag91fizFBGxf38OPUIvpww9AAAAvTiCBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACgOIEHAAAAoDiBBwAAAKA4gQcAAACguDVDDwAAQF3nnrF/6BEmtNaGHmGOk1efNvQIE9qXLx56hAm7P3f90CPMsfnra4ceYcJtO3YPPcKEm2/aN/QIE844+4ShR5hj184DQ48wy3T9TO/fn0OPcExyBA8AAABAcQIPAAAAQHECDwAAAEBxAg8AAABAcQIPAAAAQHECDwAAAEBxAg8AAABAcQIPAAAAQHECDwAAAEBxAg8AAABAcQIPAAAAQHECDwAAAEBxAg8AAABAcQIPAAAAQHECDwAAAEBxAg8AAABAcQIPAAAAQHFrlvrE8685YTnnWDE/8d1L/iUefTdcOfQE/Vx3w9AT9HJgy66hR+jtXo9eN/QIvdx9y/6hR+jl1m/W+P2MiLh9S42/o7ZvbUOP0Ms1V+8eeoTe7nKgxs/pXYceAACAXhzBAwAAAFCcwAMAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQnMADAAAAUJzAAwAAAFCcwAMAAABQ3JqhBwAAoK7zrzlh6BEm/MR3T+Hu7Q1XDj3BpOtuGHqCCQe27Bp6hDnu9eh1Q48w4e5b9g89woRbvzldvz+3b5m+P/fbt7ahR5hwzdW7hx5hwl0OTNfPUEREnD70AEfOETwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMWtWeoTP3V9jTb0+LveMvQIvW286uqhR+hlz+U3DD1CLxte9cyhR+ht26b1Q4/Qy9pVG4YeoZe7xLqhR+itXfjBoUfoZfv7rxx6hF52fnLt0CP0ds1Vu4ceoZf7Dz0AAAC91Kg0AAAAACxI4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAobs3QAwAAUNenrp+u9wsff9dbhh5hjo1XXT30CBP2XH7D0CNM2PCqZw49whzbNq0feoQJa1dtGHqECXeJdUOPMKFd+MGhR5hj+/uvHHqECTs/uXboESZcc9XuoUeY6/ShBzhy0/UvMgAAAACHTeABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChO4AEAAAAoTuABAAAAKE7gAQAAAChuzVKfuO3Wdcs5x4r58DUHhh6ht+d//8OHHqGXtbdsHXqEXrZtWj/0CL298vP7hh6hlxNWbRt6hF7OqvOfPp71Q/cfeoRezti1e+gRejnjGzcOPUJvu3bW+fcJAIDp5wgeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDilryKFgAATNvKqtO4guq0rZQ6bSuiTuPKp9O2wum0rWQ6bSuWTuOqpNO2Aum0rTRqNdGV4QgeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDiBB4AAACA4gQeAAAAgOIEHgAAAIDi1iz1iddevmk551gxF67bP/QIvZ2zafvQI/Ry7pOePPQIvVx83a1Dj9DbpZ89c+gRetm3r0YTvtNZtw89Qm/X3Db0BP387hMeN/QIvdzta3859Ai9nbDuwNAjwLKYtn3Cadz3m7Z9vGnbl5vGfbZp2zebtn2wadvXmsb9qWnbd5q2fST7QStjuv6mAAAAAOCwCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxQk8AAAAAMUJPAAAAADFCTwAAAAAxa0ZegAAAOq689e3DD3ChBtuXT/0CHO89+Q9Q48w4fxrtg09woRPX3TW0CPMccq3bh96hKm249YThh5hwpV7Txl6hDles/bWoUeY8Osve9bQI0y4230+OvQIc7156AGOnCN4AAAAAIoTeAAAAACKE3gAAAAAihN4AAA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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 285, + "width": 572 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import copy \n", + "\n", + "#define image on the left\n", + "Z_old = copy.deepcopy(da.values)\n", + "\n", + "paddings = tf.constant([[1, 1], [1, 1]])\n", + "Z = tf.pad(Z_old, paddings, mode='CONSTANT', constant_values=0, name=None)\n", + "\n", + "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(10,5))\n", + "ax1.imshow(Z_old,vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax1.set_title('Original')\n", + "ax1.axis('off')\n", + "#show result. \n", + "ax2.imshow(Z,vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax2.set_title('Padded')\n", + "ax2.axis('off')" + ] + }, + { + "cell_type": "markdown", + "id": "52e88077-6ef4-49c1-a7ab-fb23da4034f3", + "metadata": {}, + "source": [ + "Here is the same gif as before, but now with the padded image to show you that the original image size is now preserved. \n", + "\n", + "
\"drawing\"
\n", + "\n", + "Tensorflow has implemented this in the code for us. All we need to do is make sure the ```padding=\"same\"``` is set in the convolution function:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "94eb7f35-8e3a-4302-b3e0-488f2c24908d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 35.5, 35.5, -0.5)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 285, + "width": 572 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get a high resoltion image to run through the conv. \n", + "more_points = tf.image.resize(ds_sample.radar_image_matrix.isel(radar_height=slice(0,1),radar_field=0).values,[36,36])\n", + "\n", + "#define the sharpen filter\n", + "kernel_weights = np.array([[ 0, -1, 0],[ -1,5,-1],[0,-1,0]])\n", + "# kernel_weights = np.array([[ 1, 1, 1],[ 1,1,1],[1,1,1]])*(1/9.)\n", + "\n", + "#define conv with specific weights. otherwise they will be randomly initilaized. \n", + "conv = tf.keras.layers.Conv2D(filters=1,kernel_size=3,input_shape=(36,36,1),weights=[kernel_weights[...,np.newaxis,np.newaxis]],use_bias=False,padding='same') #<--- this is the change here\n", + "\n", + "#run the data through \n", + "res = conv(more_points[np.newaxis,...])\n", + "\n", + "\n", + "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(10,5))\n", + "ax1.imshow(more_points,vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax1.set_title('Original')\n", + "ax1.axis('off')\n", + "#show result. \n", + "ax2.imshow(res[0,:,:],vmin=0,vmax=60,cmap='Spectral_r')\n", + "ax2.set_title('Convolved')\n", + "ax2.axis('off')" + ] + }, + { + "cell_type": "markdown", + "id": "365557f0-c1b7-4d69-b49b-2682e8c2e207", + "metadata": {}, + "source": [ + "Notice the line of higher (red) values on the far-right side of the right image. This is a result of the padding. The sharpen filter in particular tends to exhibit some potentially undesireable behavior when the kernel is half-full of 0s.\n", + "\n", + "While it looks weird here, remember we still haven't done any machine learning yet. So maybe for our example here, the sharpen filter isn't the best choice for tornado classification. \n", + "\n", + "In the next notebook, we will apply what we've learned here by training a CNN to detect lightning in an image using the ```sub-sevir``` dataset.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook07_CNNs.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook07_CNNs.ipynb new file mode 100644 index 0000000..d833f1f --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook07_CNNs.ipynb @@ -0,0 +1,2549 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "82335747-20ba-46ff-bc17-52ed03639d36", + "metadata": {}, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook07_CNNs.ipynb)\n", + "\n", + "# Notebook 07: Convolutional Neural Networks \n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "### Primary Goal:\n", + "\n", + "Build and train a convolutional neural network \n", + "\n", + "#### Background\n", + "\n", + "Now that we have throughly discussed what a convolution is, here we will dive into training a convolutional neural network on the ```sub-sevir``` dataset. \n", + "\n", + "#### Step 0\n", + "\n", + "As with all of our notebooks, we will first install packages and grab data\n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c5c2f264", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "18160bc8", + "metadata": {}, + "source": [ + "#### Step 1: Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9fc548d4-f270-4824-9eac-84e923f31723", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr \n", + "import matplotlib.pyplot as plt \n", + "import numpy as np\n", + "import tensorflow as tf\n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "import matplotlib\n", + "import matplotlib.patheffects as path_effects\n", + "\n", + "\n", + "#outlines for text \n", + "pe1 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"k\")]\n", + "pe2 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"w\")]\n", + "\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9] #makes a grey background to the axis face\n", + "matplotlib.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", + "matplotlib.rcParams['axes.titlesize'] = 14 \n", + "matplotlib.rcParams['xtick.labelsize'] = 12 \n", + "matplotlib.rcParams['ytick.labelsize'] = 12 \n", + "matplotlib.rcParams['legend.fontsize'] = 12 \n", + "matplotlib.rcParams['legend.facecolor'] = 'w' \n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "\n", + "#make default resolution of figures much higher (i.e., High definition)\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "markdown", + "id": "c1b34840-3a6c-48b5-b168-5a8632e8d406", + "metadata": {}, + "source": [ + "#### Step 2: Load in ```sub-sevir```\n", + "\n", + "You'll need to update the following paths to the location where you downloaded the data from Notebook 1. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8d713440-e11e-4312-9cff-9cd78d49d34b", + "metadata": {}, + "outputs": [], + "source": [ + "ds_train = xr.open_dataset('sub-sevir/sub-sevir-train.zarr',engine='zarr')\n", + "ds_val = xr.open_dataset('sub-sevir/sub-sevir-val.zarr',engine='zarr')" + ] + }, + { + "cell_type": "markdown", + "id": "173f1509-2d36-42c1-bf46-0c492bfdd9c1", + "metadata": {}, + "source": [ + "By design the ```sub-sevir``` data are 'machine learning ready'. This means that the normalization has already been done (i.e., the features have mean 0 and std 1) and the data are already split into the required groups (train/val/test). So in terms of preparing the data, we only have to pick what features we want to use for training and decide what the learning task is (i.e., classification/regression). \n", + "\n", + "#### Step 3: Convert data into tensors \n", + "\n", + "Before training a machine learning model, we must first convert the data from xarray to tf.datasets. The first task in this tutorial will be a classification (i.e., \"Does this image contain a thunderstorm?\"), so we will choose the ```label_1d_class''' variable as our truth data. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dc178521-4da2-4292-8ed4-4ed9ec71c11b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+       "    features        (n_samples, x, y, n_channel) float32 ...\n",
+       "    label_1d_class  (n_samples) int8 1 1 1 1 1 1 1 1 1 1 ... 0 0 0 0 0 0 0 0 0 0\n",
+       "    label_1d_reg    (n_samples) int16 600 555 486 356 416 572 ... 0 0 0 0 0 0\n",
+       "    label_2d_class  (n_samples, x, y) int8 ...\n",
+       "    label_2d_reg    (n_samples, x, y) int16 ...
" + ], + "text/plain": [ + "\n", + "Dimensions: (n_samples: 60000, x: 48, y: 48, n_channel: 4)\n", + "Coordinates:\n", + " id (n_samples) object ...\n", + " * n_channel (n_channel) " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_train" + ] + }, + { + "cell_type": "markdown", + "id": "fa9e58d9-741d-4de3-a12c-70b310d14b12", + "metadata": {}, + "source": [ + "Here, the output tells us that the shape of the data is ```(None, 48,48,4)```. The ```None``` might be confusing, but this represents the batch size which we manually set to 32 above. The other dimensions are the 48 x-pixels, 48 y-pixels and 4 variables (i.e., channels). Similarly, our truth dataset is of the shape ```None``` and contains values of 1 or 0 depending on if the image has lightning in it. \n", + "\n", + "To get a batch, we can *iterate* over this dataset. The following code will loop once to get the first batch. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f801e0ad-a938-43bb-914c-6660e902e9ed", + "metadata": {}, + "outputs": [], + "source": [ + "for batch in ds_train:\n", + " break " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9b1be781-e598-40db-8636-f79efc7bbf1c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch" + ] + }, + { + "cell_type": "markdown", + "id": "e1c549e1-3300-47e4-bb05-e58b4111c869", + "metadata": {}, + "source": [ + "Now you can see that a batch is collection of 32 *tuples* made up of the images and the labels. Nice right? We can visualize just one example to show the whole proccess:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b4b7393b-6891-4e7a-abe7-747ab146c90b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 278, + "width": 1152 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][12]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][12]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "one_example_label" + ] + }, + { + "cell_type": "markdown", + "id": "4716be2c-a38b-4212-833e-b5ee4883a116", + "metadata": {}, + "source": [ + "there ya go! Now you have a way to dig into the data when they are in this tf.data.Dataset form. \n", + "\n", + "Just know that if you iterate this dataset again, you will get a new (random) example for the same index... " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "41eb8335-2a95-46ba-a4c6-692e9317c3af", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 278, + "width": 1152 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for batch in ds_train:\n", + " break \n", + " \n", + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][12]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][12]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "one_example_label" + ] + }, + { + "cell_type": "markdown", + "id": "64060486-3160-4e70-aa93-0088073fe69c", + "metadata": {}, + "source": [ + "#### Step 5: Build CNN model\n", + "\n", + "We can use the same sequential model demonstrated in Notebook 5 (ANNs) to build our CNN. \n", + "\n", + "Let's start simple with the following: \n", + "\n", + "1) A single convolutional layer with 3x3 filters and 1 output map. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "118ef97f-1e7e-4058-9ada-b2c438936fbc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " conv2d (Conv2D) (None, 46, 46, 1) 37 \n", + " \n", + " flatten (Flatten) (None, 2116) 0 \n", + " \n", + " dense (Dense) (None, 1) 2117 \n", + " \n", + "=================================================================\n", + "Total params: 2,154\n", + "Trainable params: 2,154\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = tf.keras.models.Sequential([\n", + " #input layer \n", + " tf.keras.layers.Conv2D(1,kernel_size=3,activation='relu',input_shape=(ds_train.element_spec[0].shape[1:]),),\n", + " \n", + " #need to flatten/ravel the 2d image into a 1d vector \n", + " tf.keras.layers.Flatten(),\n", + " \n", + " #output layer (apply sigmoid because binary classification\n", + " tf.keras.layers.Dense(1,activation='sigmoid')\n", + " ])\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "a9b9458b-4a78-4820-acf9-f465e41aea1e", + "metadata": {}, + "source": [ + "#### Step 6: Run some data through\n", + "\n", + "It can be useful to run your data through the untrained model to see how it performs with completely random weights. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7598bcf5-57ee-4916-9ee1-4ddbdfd5775c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 414 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "e1f5e3a8-2fab-4679-9761-50cad2c3d900", + "metadata": {}, + "source": [ + "As expected, the model is producing predictions [0,1], and the predictions generally fall in the middle of the probability distribution. \n", + "\n", + "Let's take a look at the performance diagram. To do that, we first need convert the truth label from a ```tf.data.Dataset``` to a vector. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ccd9e3ab-ac5e-4b7c-8b7c-94a07d530137", + "metadata": {}, + "outputs": [], + "source": [ + "y_v = np.array([])\n", + "for _,y in ds_val:\n", + " y_v = np.append(y_v,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f1438c8d-649f-45fa-9807-812affcfcdf6", + "metadata": {}, + "outputs": [], + "source": [ + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bb98ce47-b1cb-4f1b-b1e2-d913765d475a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "posx and posy should be finite values\n", + "posx and posy should be finite values\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "c61bb1c9-0c51-41bd-a834-98be88370540", + "metadata": {}, + "source": [ + "There are some funky things to note with this performance diagram. It might seem like random weights work well, but remember that the validation dataset is roughtly balanced (no lightning: 44%; lightning: 56%), so even a random guess can demonstrate decent performance. Also notice how the curve appears disjoint, almost as if there is an inflection point for the probability value of 0.45. This is not a desirable behavior for performance plotted on this diagram. \n", + "\n", + "If you want to view the convolution filters, you can see them by doing the following: " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3c21f96b-6e92-4dbf-89ac-4e5beaa7631e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([3, 3, 4, 1])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#grab layer 1 weights, which are the convolution filters. \n", + "filters = model.weights[0]\n", + "\n", + "filters.shape" + ] + }, + { + "cell_type": "markdown", + "id": "cd300bfe-efed-47d0-8fd1-399a62b50040", + "metadata": {}, + "source": [ + "Let's take a look at each of the filters. Notice we have one for each feature (dims are [x,y,variable,output])." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "722a76dc-2551-40a6-bf50-4db0cf5a0af2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 298, + "width": 1187 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "\n", + "for i in np.arange(0,4):\n", + " pm = axes[i].imshow(filters[:,:,i,0],vmin=-1,vmax=1,cmap='seismic')\n", + " plt.colorbar(pm,ax=axes[i])\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "992a1745-bf6f-4329-8d17-312f78594fcd", + "metadata": {}, + "source": [ + "This really isn't very informative, but you can see how the values are approximately equally distributed around 0. This distribution is provided in the initialzation step when first creating the model. \n", + "\n", + "Maybe looking at the output of the convolutional layer will help? First, let's print out the layer names. Then, Tensorflow/keras lets us output specific layers by doing the following:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "65f1a06b-8c0c-4f79-a197-4afb7cb542c1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 conv2d\n", + "1 flatten\n", + "2 dense\n" + ] + } + ], + "source": [ + "for l,layer in enumerate(model.layers):\n", + " print(l,layer.name)" + ] + }, + { + "cell_type": "markdown", + "id": "ecc266fb-600d-4b49-971a-7f87c44e1434", + "metadata": {}, + "source": [ + "For our simple model, the convolution layer name is ```conv2d```. Here, we will use that *key* to build a new model that outputs only that layer." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c8df6fc5-658f-4e84-9200-b29131f0f030", + "metadata": {}, + "outputs": [], + "source": [ + "#identify the convolutional layer\n", + "conv_layer = model.get_layer('conv2d')\n", + "\n", + "#re-wire a model to take the normal model inputs, but now just output the result of the convolution\n", + "conv_output = tf.keras.models.Model([model.inputs], [conv_layer.output])\n", + "\n", + "#run the model the same way, to see what the output convovled image\n", + "convolved_images = conv_output.predict(ds_val)\n", + "\n", + "#grab a batch to look at \n", + "for batch in ds_val:\n", + " break " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fbb5b529-cde8-4124-9fa1-d6e4143020b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 282 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][0]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][0]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "one_example_label\n", + "\n", + "\n", + "plt.figure(figsize=(4.4,5))\n", + "plt.imshow(convolved_images[0])" + ] + }, + { + "cell_type": "markdown", + "id": "e2d0706c-b3f7-4a18-8fff-c3e16498a57c", + "metadata": {}, + "source": [ + "Notice that even for completely random filter weights (i.e., no training), the CNN still highlights the region where a storm is. This is probably why the performance diagram looks decent." + ] + }, + { + "cell_type": "markdown", + "id": "6eb30c65-b421-4410-a00d-9cbc7202a795", + "metadata": {}, + "source": [ + "#### Step 7: Train the model for 10 epochs\n", + "\n", + "Okay, enough digging in the weeds. Let's compile and train the model!" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7e4b27fe-fc36-4a2b-80fb-9a3932c0aa74", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.4264 - val_loss: 0.3262\n", + "Epoch 2/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.3031 - val_loss: 0.3102\n", + "Epoch 3/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2925 - val_loss: 0.3083\n", + "Epoch 4/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2900 - val_loss: 0.2959\n", + "Epoch 5/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2896 - val_loss: 0.3050\n", + "Epoch 6/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2877 - val_loss: 0.2943\n", + "Epoch 7/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2862 - val_loss: 0.3066\n", + "Epoch 8/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2864 - val_loss: 0.3153\n", + "Epoch 9/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2873 - val_loss: 0.2956\n", + "Epoch 10/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2844 - val_loss: 0.2915\n", + "Epoch 11/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2834 - val_loss: 0.3092\n", + "Epoch 12/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2858 - val_loss: 0.3046\n", + "Epoch 13/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2840 - val_loss: 0.2952\n", + "Epoch 14/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2861 - val_loss: 0.3003\n", + "Epoch 15/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2834 - val_loss: 0.2913\n", + "Epoch 16/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2855 - val_loss: 0.2937\n", + "Epoch 17/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2859 - val_loss: 0.2944\n", + "Epoch 18/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2863 - val_loss: 0.2875\n", + "Epoch 19/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2875 - val_loss: 0.2928\n", + "Epoch 20/20\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2861 - val_loss: 0.3212\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.RMSprop(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=20)" + ] + }, + { + "cell_type": "markdown", + "id": "83b0c931-4bc3-46e7-8ed5-f680e4b5b7b9", + "metadata": {}, + "source": [ + "Depeneding on your computer, this might take some time to run.\n", + "\n", + "#### Step 8: Check for overfitting\n", + "\n", + "As always, we should probably check to see if the model is overfitting. To do this, let's plot the loss curves for both the training data and the validation data:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3a5aeb9d-6672-40dd-87c1-ad9b5c932b0b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 400 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'],'-r')\n", + "plt.plot(history.history['val_loss'],'-b')\n", + "plt.xlabel('Epoch Number')\n", + "plt.ylabel('Loss')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "66a00700-1e49-4f2e-8e3e-c1d8972d64b4", + "metadata": {}, + "source": [ + "Take a moment and consider if overfitting has occured. Remember, you are looking to see if the red line continues to decrease while the blue line increases. \n", + "\n", + "In this example, I would say that the model has probably begun to overfit. Specifically, the validation loss begins to consistently increase around epoch 17. Let's check on the overall performance anyway.\n", + "\n", + "#### Step 9: Check performance\n", + "\n", + "To check the perfomance, we can reuse the same code from earlier in this tutorial:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1c4597d2-f5a2-4248-be07-89ff8f41af6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 414 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "9983e182-7160-4481-8444-cd23f13225db", + "metadata": {}, + "source": [ + "Here we can see there is a good grouping of examples where the model predicts class probabilities near 0 and 1, and then there are relatively few cases where the output of the model is more in the middle of the distribution (i.e., more uncertain). \n", + "\n", + "Let's make the performance diagram again:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "fe17f92a-2e61-42f6-9b56-280ae886e6f1", + "metadata": {}, + "outputs": [], + "source": [ + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a5326f2c-1704-43f1-940a-b377312baa64", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 352, + "width": 353 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '../scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " if np.mod(i,3)==0:\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "52db3d48-4426-4cac-bfa4-7ca595f90a18", + "metadata": {}, + "source": [ + "We get much better results this time. The model has a maximum CSI value of about 0.81 when using a class probability of 0.2 as the deterministic threshold.\n", + "\n", + "Can we see what filter it learned?" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b94c8935-f3f0-43ef-83a6-717af7a5c9d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 298, + "width": 1187 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#grab layer 1 weights, which are the convolution filters. \n", + "filters = model.weights[0]\n", + "\n", + "filters.shape\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "\n", + "for i in np.arange(0,4):\n", + " pm = axes[i].imshow(filters[:,:,i,0],vmin=-1,vmax=1,cmap='seismic')\n", + " plt.colorbar(pm,ax=axes[i])" + ] + }, + { + "cell_type": "markdown", + "id": "9f463186-d66e-4e3b-bb2d-b8e8e182bcc4", + "metadata": {}, + "source": [ + "As before, it doesn't seem very useful to look at the kernels themselves, so let's look at the output of the convolutional layer instead." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "40edefa5-4697-4c64-b403-51a360a798b3", + "metadata": {}, + "outputs": [], + "source": [ + "#identify the convolutional layer\n", + "conv_layer = model.get_layer('conv2d')\n", + "\n", + "#re-wire a model to take the normal model inputs, but now just output the result of the convolution\n", + "conv_output = tf.keras.models.Model([model.inputs], [conv_layer.output])\n", + "\n", + "#run the model the same way, to see what the output convovled image\n", + "convolved_images = conv_output.predict(ds_val)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "6e064156-d303-46ed-ae25-3bb62da957fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 282 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][0]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][0]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "one_example_label\n", + "\n", + "\n", + "plt.figure(figsize=(4.4,5))\n", + "plt.imshow(convolved_images[0])" + ] + }, + { + "cell_type": "markdown", + "id": "7e623b1f-0d38-41fc-adbd-f72ca745cd2c", + "metadata": {}, + "source": [ + "The result here is actually quite similar to the untrained model, although the convolved data does look a bit more 'focused' in on the area where there are cold cloud tops and high radar values. \n", + "\n", + "This is probably not a very satisfying explanation for trained models behavior. Thus, later on in this tutorial series there is a notebook discussing more quantitative methods for explaining the CNN.\n", + "\n", + "#### Step 10: Save the model\n", + "\n", + "Since this model performs pretty well, let's go ahead and save it. " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "de62eb26-d475-4e33-a672-8829965ff691", + "metadata": {}, + "outputs": [], + "source": [ + "model.save('/content/WAF_ML_Tutorial_Part2/datasets/models/neural_nets_from_notebooks/MyFirstCNN.h5')" + ] + }, + { + "cell_type": "markdown", + "id": "25c747ff-f6c2-456e-9773-f6c9f2615959", + "metadata": {}, + "source": [ + "#### Step 11: Add an ANN \n", + "\n", + "Typically CNNs have their convolution and maxpool layers, but then after some number of them, the covolutional data is fed through an ANN. This task seems to do well with just a single convolutional layer, but for the sake of completeness, let's add an ANN. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ba00de0f-b0b6-45b8-a10c-406179c820f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " conv2d_1 (Conv2D) (None, 46, 46, 1) 37 \n", + " \n", + " flatten_1 (Flatten) (None, 2116) 0 \n", + " \n", + " dense_1 (Dense) (None, 16) 33872 \n", + " \n", + " dense_2 (Dense) (None, 32) 544 \n", + " \n", + " dense_3 (Dense) (None, 1) 33 \n", + " \n", + "=================================================================\n", + "Total params: 34,486\n", + "Trainable params: 34,486\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = tf.keras.models.Sequential([\n", + " #input layer \n", + " tf.keras.layers.Conv2D(1,kernel_size=3,activation='relu',input_shape=(ds_train.element_spec[0].shape[1:]),),\n", + " \n", + " #need to flatten/ravel the 2d image into a 1d vector \n", + " tf.keras.layers.Flatten(),\n", + " \n", + " #add two dense layers (which is the same as an ANN)\n", + " tf.keras.layers.Dense(16,activation='relu'), \n", + " tf.keras.layers.Dense(32,activation='relu'),\n", + " \n", + " #output layer (apply sigmoid because binary classification\n", + " tf.keras.layers.Dense(1,activation='sigmoid')\n", + " ])\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "1b5409a8-89a2-4b85-b357-78593a9d99dd", + "metadata": {}, + "source": [ + "Now you can see there are a few more trainable parameters (i.e., weights).\n", + "\n", + "#### Step 12: Train the new model " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "be859bb9-ca51-41cf-8ddd-5de0bec3f0e9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.3105 - val_loss: 0.3002\n", + "Epoch 2/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2327 - val_loss: 0.2937\n", + "Epoch 3/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2022 - val_loss: 0.3144\n", + "Epoch 4/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.1783 - val_loss: 0.3395\n", + "Epoch 5/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.1581 - val_loss: 0.3602\n", + "Epoch 6/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.1421 - val_loss: 0.3840\n", + "Epoch 7/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.1274 - val_loss: 0.4285\n", + "Epoch 8/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.1162 - val_loss: 0.4646\n", + "Epoch 9/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.1083 - val_loss: 0.4992\n", + "Epoch 10/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.1021 - val_loss: 0.5446\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.RMSprop(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "75286e3c-bd77-49e2-93ff-bd634998821e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 393 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'],'-r')\n", + "plt.plot(history.history['val_loss'],'-b')\n", + "plt.xlabel('Epoch Number')\n", + "plt.ylabel('Loss')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "f9cd46fd-75af-4b0f-be25-de91416776c6", + "metadata": {}, + "source": [ + "This is a clear overfitting signiture. It would seem that adding these extra parameters did not help our model. \n", + "\n", + "#### Step 13: Add regularization (fix overfitting)\n", + "\n", + "This is a good time to introduce some regularization tips that can help avoid overfitting. First, let's try adding dropout. This is where neurons are randomly turned on/off to prevent the neural network from memorizing examples (i.e., a specific pathway for a specific example in your training dataset)." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "d6697c60-cdc3-4423-a25d-f5cde83ad68f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " conv2d_2 (Conv2D) (None, 46, 46, 1) 37 \n", + " \n", + " flatten_2 (Flatten) (None, 2116) 0 \n", + " \n", + " dense_4 (Dense) (None, 16) 33872 \n", + " \n", + " dropout (Dropout) (None, 16) 0 \n", + " \n", + " dense_5 (Dense) (None, 32) 544 \n", + " \n", + " dropout_1 (Dropout) (None, 32) 0 \n", + " \n", + " dense_6 (Dense) (None, 1) 33 \n", + " \n", + "=================================================================\n", + "Total params: 34,486\n", + "Trainable params: 34,486\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = tf.keras.models.Sequential([\n", + " #input layer \n", + " tf.keras.layers.Conv2D(1,kernel_size=3,activation='relu',input_shape=(ds_train.element_spec[0].shape[1:]),),\n", + " \n", + " #need to flatten/ravel the 2d image into a 1d vector \n", + " tf.keras.layers.Flatten(),\n", + " \n", + " #add dense layer \n", + " tf.keras.layers.Dense(16,activation='relu'),\n", + " #add a layer of dropout where 1/3 of the neurons are randomly turned off \n", + " tf.keras.layers.Dropout(0.33),\n", + " #add another dense layer \n", + " tf.keras.layers.Dense(32,activation='relu'),\n", + " #add another dropout layer \n", + " tf.keras.layers.Dropout(0.33),\n", + " \n", + " #output layer (apply sigmoid because binary classification\n", + " tf.keras.layers.Dense(1,activation='sigmoid')\n", + " ])\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "7373cc86-b4dc-45e7-a33d-02f746353c0d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.3639 - val_loss: 0.2955\n", + "Epoch 2/10\n", + "1875/1875 [==============================] - 11s 6ms/step - loss: 0.2733 - val_loss: 0.2847\n", + "Epoch 3/10\n", + "1875/1875 [==============================] - 11s 6ms/step - loss: 0.2586 - val_loss: 0.2824\n", + "Epoch 4/10\n", + "1875/1875 [==============================] - 11s 6ms/step - loss: 0.2596 - val_loss: 0.2588\n", + "Epoch 5/10\n", + "1875/1875 [==============================] - 10s 6ms/step - loss: 0.2563 - val_loss: 0.2641\n", + "Epoch 6/10\n", + "1875/1875 [==============================] - 11s 6ms/step - loss: 0.2558 - val_loss: 0.2639\n", + "Epoch 7/10\n", + "1875/1875 [==============================] - 12s 5ms/step - loss: 0.2557 - val_loss: 0.2533\n", + "Epoch 8/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.2556 - val_loss: 0.2577\n", + "Epoch 9/10\n", + "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2582 - val_loss: 0.2616\n", + "Epoch 10/10\n", + "1875/1875 [==============================] - 11s 5ms/step - loss: 0.2550 - val_loss: 0.2736\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.RMSprop(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "b137c4c3-9aef-4e03-8b12-f517bb269226", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 400 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'],'-r')\n", + "plt.plot(history.history['val_loss'],'-b')\n", + "plt.xlabel('Epoch Number')\n", + "plt.ylabel('Loss')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "0965d0d4-7a9a-42f7-bc4d-5a1d7e155104", + "metadata": {}, + "source": [ + "As you can see here, the dropout seems to have prevented much of the overfitting signal. However, there may still be some slight overfitting here from about epoch 6 on. \n", + "\n", + "#### Step 14: Check performance again " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "2f539107-c170-4ddd-b31b-33a0e784dd85", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds)\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])\n", + "\n", + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v,y_preds)\n", + "fps = fp(y_v,y_preds)\n", + "fns = fn(y_v,y_preds)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)\n", + "\n", + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '../scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " if np.mod(i,3)==0:\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "a93c9532-1d59-49bd-87a0-a508a9041ad9", + "metadata": {}, + "source": [ + "There ya go! You have trained a more typical CNN structure. \n", + "\n", + "The next notebook will dive into using U-nets, which will not only tell us if there is lightnign in the image but also where that lightning is. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook08_UNets.ipynb b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook08_UNets.ipynb new file mode 100644 index 0000000..e6c4d09 --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/Notebook08_UNets.ipynb @@ -0,0 +1,1341 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "3966532a-78de-4448-9078-4438a394446d", + "metadata": {}, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part2/blob/main/MOOC_Notebooks/Notebook08_UNets.ipynb)\n", + "\n", + "# Notebook 08: U-Networks \n", + "\n", + "Authors: Randy J. Chase, David R. Harrison, Gary M. Lackmann, and Amy McGovern
\n", + "Institution: [AI2ES](https://www.ai2es.org)
\n", + "Associated paper: [A Machine Learning Tutorial for Operational Meteorology, Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147)
\n", + "Original Github: [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2)\n", + "\n", + "If you use this code or data in your work, please cite the paper: \n", + "\n", + "Chase, R. J., Harrison, D. R., Lackmann, G. M., & McGovern, A. (2023). A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning, \tarXiv:2211.00147.\n", + "\n", + "### Primary Goal:\n", + "\n", + "Build and train a \"U\"-Network \n", + "\n", + "#### Background\n", + "\n", + "As an added step of complexity, the next version of neural networks covered in the paper are called \"U\"-networks. U-Nets are still convolutional neural networks, but now they have a 'down' and an 'up' branch which gives the network architecture the titular \"U\" shape. The down (or encoding) branch of the network is used to convolve and maxpool the input data, reducing the image size. Then on the 'up' (or decoding) branch, the image is upsampled back to a higher resolution (typically matching the input's original resolution). Figure 6 of the paper is reproduced here for additional context. \n", + "\n", + "\n", + "\n", + "So what does a U-Net do that a CNN can't? \n", + " \n", + "- The main strength of U-Nets is 'image-to-image' translation. In other words the U-Net takes in some input image and then outputs an image with the same shape as the input. For our example, we can use a U-Net to not only predict if there is lightning in the image, but also where in the image it is located. \n", + "\n", + "\n", + "#### Step 0: Installs and grab the data \n", + "\n", + "Note: downloading the data can take up to 15-20 mins depending on the server speed. Please be patient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9698ac7", + "metadata": {}, + "outputs": [], + "source": [ + "#@title Install and unpack files [this will take some time]\n", + "\n", + "print('installing dependancies')\n", + "!pip -q install zenodo-get\n", + "!pip -q install zarr \n", + "!pip -q install git+https://github.com/dopplerchase/keras-unet-collection.git\n", + "print('grabbing sub-sevir')\n", + "!zenodo_get 7011372\n", + "print('unpacking sub-sevir')\n", + "!tar -xf sub-sevir.tar.gz\n", + "!tar -xf sub-sevir/sub-sevir-train.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-val.tar.gz -C sub-sevir/\n", + "!tar -xf sub-sevir/sub-sevir-test.tar.gz -C sub-sevir/\n", + "print('grabbing the Github repo')\n", + "!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part2.git\n", + "print('done')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "cbf5a80e", + "metadata": {}, + "source": [ + "#### Step 1: Imports\n", + "\n", + "As with all of our notebooks, we will first import the necessary packages. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "74126eb4-3ffb-4feb-8cfe-37c7751aa24a", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr \n", + "import matplotlib.pyplot as plt \n", + "import numpy as np\n", + "import tensorflow as tf\n", + "\n", + "#plot parameters that I personally like, feel free to make these your own.\n", + "import matplotlib\n", + "import matplotlib.patheffects as path_effects\n", + "\n", + "\n", + "#outlines for text \n", + "pe1 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"k\")]\n", + "pe2 = [path_effects.withStroke(linewidth=1.5,\n", + " foreground=\"w\")]\n", + "\n", + "matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9] #makes a grey background to the axis face\n", + "matplotlib.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", + "matplotlib.rcParams['axes.titlesize'] = 14 \n", + "matplotlib.rcParams['xtick.labelsize'] = 12 \n", + "matplotlib.rcParams['ytick.labelsize'] = 12 \n", + "matplotlib.rcParams['legend.fontsize'] = 12 \n", + "matplotlib.rcParams['legend.facecolor'] = 'w' \n", + "matplotlib.rcParams['savefig.transparent'] = False\n", + "\n", + "#make default resolution of figures much higher (i.e., High definition)\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "7199c2d9-3321-437c-8be0-8eba84b95423", + "metadata": {}, + "source": [ + "#### Step 2: An new package\n", + "\n", + "There is a considerable amount of effort required to code a new U-Net from scratch. It can be done, but programming the upsampling/maxpooling layers while keeping the layer shapes compatible can be tedious. Fortunately, the Github user ```yingkaisha``` has made a useful package that will help construct all sorts of U-Nets. As part of this tutorial, we have made a few adjustments to their package that allow for more customization, and already installed it to this colab session. If you wanted to do it on your own machine run the following command in your terminal (terminal in mac and linux, powershell in windows): \n", + "\n", + "``` pip install git+https://github.com/dopplerchase/keras-unet-collection.git ``` \n", + "\n", + "If you don't already have pillow (PIL) you will need to install that too: \n", + "\n", + "``` install -c conda-forge pillow ``` \n", + "\n", + "You will need to restart your kernel after installing these packages (click the little replay button on the top taskbar). " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c8963c1d-e774-45ff-a6d2-e0f58acadb12", + "metadata": {}, + "outputs": [], + "source": [ + "from keras_unet_collection import models" + ] + }, + { + "cell_type": "markdown", + "id": "d13155f9-4377-4913-ac08-64af550513de", + "metadata": {}, + "source": [ + "If this import runs without any errors, then you are good to go. The main method we will use here is ```models.unet_2d```. This method will build your U-Net to whatever depth/shape you want it. We will show an example shortly, but first let's load in our dataset.\n", + "\n", + "#### Step 3: Load in the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "71c0c1ee-c155-4c69-a1f0-b85c6b34f16a", + "metadata": {}, + "outputs": [], + "source": [ + "ds_train = xr.open_dataset('sub-sevir/sub-sevir-train.zarr',engine='zarr')\n", + "ds_val = xr.open_dataset('sub-sevir/sub-sevir-val.zarr',engine='zarr')" + ] + }, + { + "cell_type": "markdown", + "id": "6e2e0dc7-7f3f-49c1-9819-dcd2373a5d46", + "metadata": {}, + "source": [ + "Next, let's convert the data to tf.data.Datasets again. \n", + "\n", + "#### Step 4: Make tf.Dataset\n", + "\n", + "This will be very similar to the process used in the previous notebook. The only difference is this time we will use the ```2d``` labels instead of the ```1d``` labels. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "60f4acb4-29e9-467a-8727-921982df0bae", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-12-13 13:43:41.393106: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], + "source": [ + "#make datasets \n", + "ds_train = tf.data.Dataset.from_tensor_slices((ds_train.features.values,ds_train.label_2d_class.values))\n", + "ds_val = tf.data.Dataset.from_tensor_slices((ds_val.features.values,ds_val.label_2d_class.values))\n", + "\n", + "#set random seed so we both see the same answers going forward\n", + "tf.random.set_seed(42)\n", + "\n", + "#shuffle only the training\n", + "ds_train = ds_train.shuffle(ds_train.cardinality().numpy())\n", + "\n", + "#batch both \n", + "batch_size = 64\n", + "ds_train = ds_train.batch(batch_size)\n", + "ds_val = ds_val.batch(batch_size)" + ] + }, + { + "cell_type": "markdown", + "id": "f5b8c040-e369-4b7d-890b-27debf6a2e7f", + "metadata": {}, + "source": [ + "Next, let's look at an example from the dataset to verify everything worked as expected." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7c11bed2-5114-47d9-8807-844fd7df330e", + "metadata": {}, + "outputs": [], + "source": [ + "for batch in ds_train:\n", + " break " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ebb85d74-d115-4b81-a29d-23d91485b017", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 259, + "width": 259 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][29]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][29]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "fig,axes = plt.subplots(1,1,figsize=(4,5))\n", + "axes.imshow(one_example_label)" + ] + }, + { + "cell_type": "markdown", + "id": "59c01105-7252-435c-8726-a5d8ee364414", + "metadata": {}, + "source": [ + "The first row of images is still our features (i.e., inputs), which are Water Vapor, Infrared, Radar and Visible. The second row is the label containing a map of the lightning locations. The label is 0 (blue) where there is no lightning and 1 (yellow) where there is lightning. The goal for the U-Net is to produce a map containing the probability of lightning at each pixel. \n", + "\n", + "#### Step 5: Build the model\n", + "\n", + "This will be different than the previous two notebooks where we used the ```Sequential``` model builder. We will start simple with a U-Net with just 1 maxpool/up-sampling layer. \n", + "\n", + "The inputs to the model builder are: \n", + "\n", + "1. input_size\n", + " \n", + " - This is a list of numbers that describe the shape of the input data without the batch dim. Our shape here is ```[48,48,4]```\n", + " \n", + "2. filter_num\n", + "\n", + " - This is a list of the number of filtered maps (convolved images) you want at each layer. For this example we will do 2 maps and then 4. ```[2,4]``` \n", + " \n", + "3. n_labels \n", + "\n", + " - An integer representing the number of output maps you want. Here we only have 1 (the map of lightning probability). \n", + " \n", + "\n", + "These are the only required inputs, but some of the other default inputs will not work for us. We will need to change the:\n", + "\n", + "1. output_activation \n", + " \n", + " - By default this is ```Softmax``` which is commonly used for multi-class classification tasks. However, our example here only has 1 class, so we need to change this to ```Sigmoid```. \n", + "\n", + "2. weights\n", + "\n", + " - By default this is set to ```ImageNet``` which means it will use pre-trained weights from an unrelated machine learning classification task. It might seem strange to use weights from another project, but consider that we as humans use all of our experiences to learn and perform tasks. The idea here is that the weights learned from classifying other datasets may be *transfered* to our example. But for the sake of simplicity, let's set this to None so that the initial weights will be random. \n", + " \n", + "3. stack_num_down/up \n", + "\n", + " - This parameter can be used to do multiple convolutions before performing the maxpool/up-sampling. For this example we will just set this to 1. \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e9236fa3-79c4-4139-bead-d3a379d96423", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: At least one of your input shapes are not a power of two.\n", + "This might make things weird with maxpooling and concatenating the skip connections.\n", + "Best to make your data to have power of 2s [e.g., 32, 64, 128, 256, 512]\n", + "Your given input shape: [48, 48, 4]\n" + ] + } + ], + "source": [ + "model = models.unet_2d([48,48,4],[2,4],1,stack_num_down=1,stack_num_up=1,output_activation='Sigmoid',weights=None)" + ] + }, + { + "cell_type": "markdown", + "id": "7f47ec44-4aa8-4958-8b63-f9a75d972e5c", + "metadata": {}, + "source": [ + "That warning is okay. It is included as a reminder that unexpected behavior may occur when applying multiple maxpool layers if the shape of your data is not a power of 2. Don't worry about it for now. Just know that the max depth of a U-Net here is 4 down layers (48 -> 24 -> 12 -> 6 -> 3). \n", + "\n", + "The summary here is a bit more involved than in the other examples you have seen so far, but this is a good demonstration of why you don't want to manually code a U-NET yourself. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81c58c22-8f92-433d-bedb-48f6b96e9cd0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"unet_model\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " input_1 (InputLayer) [(None, 48, 48, 4)] 0 [] \n", + " \n", + " unet_down0_0 (Conv2D) (None, 48, 48, 2) 74 ['input_1[0][0]'] \n", + " \n", + " unet_down0_0_activation (ReLU) (None, 48, 48, 2) 0 ['unet_down0_0[0][0]'] \n", + " \n", + " unet_down1_encode_maxpool (Max (None, 24, 24, 2) 0 ['unet_down0_0_activation[0][0]']\n", + " Pooling2D) \n", + " \n", + " unet_down1_conv_0 (Conv2D) (None, 24, 24, 4) 76 ['unet_down1_encode_maxpool[0][0]\n", + " '] \n", + " \n", + " unet_down1_conv_0_activation ( (None, 24, 24, 4) 0 ['unet_down1_conv_0[0][0]'] \n", + " ReLU) \n", + " \n", + " unet_up0_decode_unpool (UpSamp (None, 48, 48, 4) 0 ['unet_down1_conv_0_activation[0]\n", + " ling2D) [0]'] \n", + " \n", + " unet_up0_conv_before_concat_0 (None, 48, 48, 2) 74 ['unet_up0_decode_unpool[0][0]'] \n", + " (Conv2D) \n", + " \n", + " unet_up0_conv_before_concat_0_ (None, 48, 48, 2) 0 ['unet_up0_conv_before_concat_0[0\n", + " activation (ReLU) ][0]'] \n", + " \n", + " unet_up0_concat (Concatenate) (None, 48, 48, 4) 0 ['unet_up0_conv_before_concat_0_a\n", + " ctivation[0][0]', \n", + " 'unet_down0_0_activation[0][0]']\n", + " \n", + " unet_up0_conv_after_concat_0 ( (None, 48, 48, 2) 74 ['unet_up0_concat[0][0]'] \n", + " Conv2D) \n", + " \n", + " unet_up0_conv_after_concat_0_a (None, 48, 48, 2) 0 ['unet_up0_conv_after_concat_0[0]\n", + " ctivation (ReLU) [0]'] \n", + " \n", + " unet_output (Conv2D) (None, 48, 48, 1) 3 ['unet_up0_conv_after_concat_0_ac\n", + " tivation[0][0]'] \n", + " \n", + " unet_output_activation (Activa (None, 48, 48, 1) 0 ['unet_output[0][0]'] \n", + " tion) \n", + " \n", + "==================================================================================================\n", + "Total params: 301\n", + "Trainable params: 301\n", + "Non-trainable params: 0\n", + "__________________________________________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "3d294db3-6300-4a21-b27d-cc1767544597", + "metadata": {}, + "source": [ + "#### Step 6: Run some data through\n", + "\n", + "Okay, let's run some data through the untrained model just to see what a randomly weighted model looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "07683180-b130-4640-abb1-0353f513e695", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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iSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRrUylETEooh4bkScGhEXRsRPIiLLstcI6t8pIs6MiB9ExP0RsSYizo+Iw0fRfkmSJGk+2bTpBtTkcOBTdVQcEfsBXwR2KA+tBXYEjgaOiojlmXl6HeeWJEmS2qiVPSXFHcBngbcBrxpFhRGxEPg0VSC5Etg3M7cBtgPeDQRwWkQcOYrzSZIkSfNBW3tKzs/MFZ2diFg8onpPBHYD1gPHZOYtAJm5Fjg5Ih4HPA84Dbh4ROeUJEmSWq2VPSWZ+WBNVR9f1ud1AskE7yrrJaMYuyJJkiTNB60MJXWIiEXAgWX3oj7FLgXuKduH1d4oSZIkqQVquXwrIh5bNm8ZttciIhYAjwbIzJvqaNcM7U01ZgTgml4FMnNDRKwCngLsM0ylEbGyzyF7WiRJkjQv1DWmZDWwAdgPuHbI5+wOXF+eNxvHuuzctX3rgHKdYzsPKCNJkiSpqPPDf0xeZKTPq9uWXdv3DSh3b1lvNUylmXlgr8dLD8qS4ZomSZIkzV2zaUxJJ4xsaLQV/c3WsCRJkiTNabMplHQud1rXaCv6W9+1vXBAuS16lJckSZLUR92hJCcrEBGblelz31QeWlVvk6atexzJLgPKdY7dVmNbJEmSpNYYyZiSiOg1w1YAV0dM6aqnBD4xijbV4Dqq9gXwRHqEpzKD2BPK7rAD/CVJkqR5bVQ9JTFh6ff4ZMt/AO8ZUZtGKjPXAZeX3aV9ih0CbFO2v1B7oyRJkqQWGNXsW2+bsP8Wql6FDwB3DHheAvdTXer0tcz8wYjaU5fzgIOB4yPi7Zk58RKtk8t6ZWbO1svQJEmSpFllJKEkM38tlETEW8rm32dmI5cxRcSOXbvbdW1vO+HYXZm5oTxnMXBjefyEzDxnQrUfBF4P7AZ8JiJenpnXlru9vxl4fim3fCQvQpIkSZoH6rpPyQll/aOa6h/Gj/s8/vUJ+7tT3exxUpl5X0QcS3Vp1hLgmohYS3VPkgVUPT/LM/PiabVYkiRJmodqCSWZ+c911DsbZOZVEbEv8EbgaGBX4E7gMuCMzHQsiSRJkjQFdd7RvVGZOeWbHWbmaoa4SWJm3g6cVBZJkiRJM1B7KImI7YGnAnsAi4BNJntOZr697nZJkiRJmh1qCyURsQPwd8BLgM2m+HRDiSRJkjRP1BJKImJr4CvAXgxxOZQkSZKk+WtUN0+c6A3A3lSB5AvAs4FHAJtk5oLJlpraJEmSJGkWquvyreOopse9CDgqM7Om80iSJEma4+rqlVhc1u8zkEiSJEkapK5Qcl9Z31pT/ZIkSZJaoq5Qcl1ZP7qm+iVJkiS1RF2h5CNUg9xfXFP9kiRJklqirlByNvB54PiIeHlN55AkSZLUAnXNvvUY4CTgn4BzIuJY4OPAd4F7J3tyZt5UU7skSZIkzTJ1hZLVVFMCQ3UZ13FlGUZS453mJUmSJM0udX74jz7bkiRJkvQrdYWSE2qqV5IkSVLL1BJKMvOf66hXkiRJUvvUNfuWJEmSJA3FUCJJkiSpUYYSSZIkSY2qZUxJRJw9g6dnZv7hyBojSZIkaVara/atZWy8T8lURHmeoUSSJEmaJ+oKJTcxeSjZEtixbCfwE4a427skSZKkdqlrSuDFw5SLiO2BlwFvA+4GjsnM6+tokyRJkqTZqdGB7pl5V2a+F/g/wC7AhRGxdZNtkiRJkjRes2L2rcy8GjgL2AP4s4abI0mSJGmMZkUoKS4q6xc22gpJkiRJYzWbQsk9Zb24yUZIkiRJGq/ZFEr2KetfNtoKSZIkSWM1K0JJmYXrzVRTA1/TcHMkSZIkjVFdd3T/nSGKLQC2Aw4GTgAeRRVKPlJHmyRJkiTNTnXdPPESpnZH9yjrTwAfHnlrJEmSJM1adV6+FUMuAFcBf5SZL8nMqYQZSZIkSXNcXT0lhw5RZgOwDrgxM++ZrPB0RMROwBuBo4FdqWb4ugx4T2Z+YZp1LgD+ADge2B/YFvgZsAr4NPDezFw348ZLkiRJ80QtoSQzv1xHvVMREfsBXwR2KA+tBXakCihHRcTyzDx9inVuAZwPHNb18Fpga+ApZXllRByWmTfM8CVIkiRJ88KsmH1r1CJiIVWvxQ7AlcC+mbkN1cD6d1NdNnZaRBw5xarfTBVIElgObFvqfTjwUuCnwG7Ah0bwMiRJkqR5oZWhBDiRKhysB47JzGsAMnNtZp4MrCjlTptivb9X1h/JzNM6l51l5gOZ+a/A/y3HD42I7WbyAiRJkqT5oq4xJb8SEZsBLwSWAk8Cti+H7gK+A3wO+ERm/mKEpz2+rM/LzFt6HH8X8DxgSUTslZnXDVnvo8r6yj7HV3ZtbwHcPWS9kiRJ0rxVa09JRDwbuBH4GNXg8CXA7mVZUh77GHBDRDxrROdcBBxYdi/qU+xSqkHv8OvjQyazuqwP6HO8c941wK1TqFeSJEmat2oLJRFxPNWg8J3ZOP3vD6kCwTfKdufxXYHPRMRLR3Dqvdk41XDPu8Nn5gaq2bIA9plC3f9U1idExCkRsQ1ARDwsIl4CnEE13uRkpzaWJEmShlPXHd0fQ/UBfgFwL3A68E+ZuWZCuUcCrwROAbYEPhQR/5OZP5rB6Xfu2h7UW9E5tvOAMhO9h6qX5zVU41FOi4h7gEVUr/VS4B2Z+ZlhK4yIlX0O7TWFdkmSJElzVl1jSl5PNSPVvcAzMvPyXoUy8w7gHRFxIfAVYCFwEvD/ZnDuLbu27xtQ7t6y3mrYijPzwYh4PXAD8DdUX79tuoosAh4xbH2SNAq/deYVTTdBkqQZqevyrSOpLmN6d79A0i0zrwD+juqyq2fO8NwxeZFpVlzdjPF/qaYV/jjVzRO3AvakuknjHsDZETH0rF6ZeWCvBRh28L0kSZI0p9UVSh5b1hdP4TmdQem7zfDc67u2Fw4ot0WP8pM5l+oGiR/OzGWZ+e3M/Flmfr/ciPHEUu4NEbHvFOqVJEmS5q26QknnsrCfT+E5nbIzvaSsexzJLgPKdY7dNkylEbEP1bTGUA1of4jM/ChwJ9XX9ehh6pUkSZLmu7pCye1lfdAUntMpe/vAUpO7jurSMYAn9ioQEQuAJ5Tda4esd++u7RsHlLuhrBcPWa8kSZI0r9UVSr5CNbbjjcPc2TwitgX+gipMfGUmJ87MdUBnHMvSPsUOYeMA9S8MWfWGru3H9i218fKzdUPWK0mSJM1rdYWSD5T1o4GvR8Tv9CsYEb8NfJWNH+bfP4Lzn1fWx0dEryl/Ty7rlZm5qsfxXr7Vtf3KXgUi4hjgkWX3G0PWK0mSJM1rtYSSzPwGcCZVb8mewJci4vqI+GhEvDsi/rZsrwK+zMZLo87MzMtG0IQPUt2ccRHVTRn3gepu7xHxTuD5pdzy7idFxOKIyLIsm/CabmTjwP3XR8Rp5T4rRMRWpfw55fhq4NMjeB2SJElS69V1nxIy8/9GxH3AG6jCz+Oopszt1pm+dwNwema+aUTnvi8ijqW6NGsJcE1ErKWavncB1WViyzNzKrODASwrde5NdcPHUyJiHVX46VgDPD8zH5jZq5AkSZLmh7ou3wIgM5cD+wH/AFxPFUK6l+vLsf1GFUi6zn0VsC/wXqrB55tTzYx1AbC0TOE71TpvAw6kujnkV4C7qKYWXgtcAZwKPCkzrxzBS5AkSZLmhdp6Sjoy81rgtQAR8TCgM/D97rp7EzLzdqo7xJ80ZPnVTHLzxcy8j+rStDNn2j5JkiRJYwgl3UoIWTPOc0qSJEma3Wq5fCsidoyIs8uy6xDldy1lPxwR20xWXpIkSVJ71DWm5PlUg8IPyMxbJitcyjy5POe4mtokSZIkaRaqK5QcSzXD1Sem8Jx/pxrP8fzJCkqSJElqj7pCyZ5lPZV7jnTuwr7nwFKSJEmSWqWuUNIZR3LHFJ7z4wnPlSRJkjQP1BVKflHWiwaW+nWdsgOn5JUkSZLULnWFks7g9oOn8JynlPVtI26LJEmSpFmsrlDyFaoej9dGxOaTFY6IhwOvoRoc/5Wa2iRJkiRpFqorlHy4rBcD/xERfS/jKsf+Hdi9PHR2TW2SJEmSNAvVckf3zLw8Is6huu/IUcCqiDgb+B+qy7MS2AX4HeAE4FHlsX/JzK/V0SZJkiRJs1MtoaT4Y+ARVKFkJ+CNZZmoM7D9v4E/rLE9kiRJkmahui7fIjMfyMxjgNcCN1GFj17LTcBrM/M5mfnzutojSZIkaXaqs6cEgMz8h4h4P7AfsISq9wTgJ8BK4NuZmXW3Q5IkSdLsVHsoASih46qySJIkSdKv1Hb5liRJkiQNw1AiSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDXKUCJJkiSpUYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGtTqURMROEXFmRPwgIu6PiDURcX5EHD6CuveIiDMi4rsRsT4i7inbZ0fE00fRfkmSJGk+2LTpBtQlIvYDvgjsUB5aC+wIHA0cFRHLM/P0adb9CuAsYGF56GfAZsBeZdkAfHn6rZckSZLmj1b2lETEQuDTVIHkSmDfzNwG2A54NxDAaRFx5DTq/l3gQ1SB5CzgcZm5VWZuAewEvBz42kheiCRJkjQPtLWn5ERgN2A9cExm3gKQmWuBkyPiccDzgNOAi4etNCIeCfwDVahZnpmndR/PzDXAx0bxAiRJkqT5opU9JcDxZX1eJ5BM8K6yXhIRe02h3ldT9basAv5mBu2TJEmSVLQulETEIuDAsntRn2KXAveU7cOmUH0n7JybmRum0TxJkiRJE7QulAB7U11eBXBNrwIlUKwqu/sMU2lE7ADsWXa/GhGHRcRFEXF3RNwbEddGxOkRseNMGi9JkiTNN20cU7Jz1/atA8p1ju08oEy3Pbu2jwSWU4WfdeWxvcvysohYmpnfHabSiFjZ59BULiuTJEmS5qw29pRs2bV934By95b1VkPWu23X9nKqXphDMnPrUsdzgDuAXYH/jIg2Bj5JkiRp5Nr4wTkmLzIt3QHuQeC4zPw+/OpysAvL/Us+Q9VjchzwH5NVmpkH9nq89KAsmWmjJUmSpNmujT0l67u2F/YtBVv0KD9svRd0Akm3zLwA+F7ZPWLIeiVJkqR5rY2hpHscyS4DynWO3TaNelf1LbXx2GOGrFeSJEma19oYSq4Dsmw/sVeBiFgAPKHsXjtkvTewcYxKDio4hTKSJEnSvNe6UJKZ64DLy+7SPsUOAbYp218Yst4NwCVld9DMWJ2w88Nh6pUkSZLmu9aFkuK8sj4+InpN+XtyWa/MzEGXYk300bI+KiIeP/FgRBwF/EbZ/ewU6pUkSZLmrbaGkg9S9VQsAj4TEftAdbf3iHgn8PxSbnn3kyJicURkWZb1qPffgJVUs5Z9KiIOLs9bEBHPAj5cyl0GXDDi1yRJkiS1UhunBCYz74uIY6kuzVoCXBMRa6nuJ7KAarzH8sy8eIr1boiI5wFfBvYFLouIdcAmbJzNaxXwwsx0TIkkSZI0hLb2lJCZV1EFh/dSDVLfHLiTqgdjaWaePs16fwTsD7wNuJoqkCRwJfAm4KDMvHnGL0CSJEmaJ1rZU9KRmbcDJ5VlmPKrGeLmi5m5HnhrWSRJkiTNQGt7SiRJkiTNDYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokSZIkNcpQIkmSJKlRhhJJkiRJjTKUSJIkSWqUoUSSJElSowwlkiRJkhplKJEkSZLUKEOJJEmSpEYZSiRJkiQ1ylAiSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDXKUCJJkiSpUYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokSZIkNarVoSQidoqIMyPiBxFxf0SsiYjzI+LwEZ5jq4i4OSKyLMtGVbckSZI0H7Q2lETEfsDVwJ8CewA/B3YEjgY+FxGnjOhUfwU8ekR1SZIkSfNOK0NJRCwEPg3sAFwJ7JuZ2wDbAe8GAjgtIo6c4XmWAK8FvjGzFkuSJEnzVytDCXAisBuwHjgmM68ByMy1mXkysKKUO226J4iIBcAHy+6rp99USZIkaX5rayg5vqzPy8xbehx/V1kviYi9pnmO1wEHAe/PzCunWYckSZI077UulETEIuDAsntRn2KXAveU7cOmcY5dgVOBNcBfTvX5kiRJkjZqXSgB9qYaMwJwTa8CmbkBWFV295nGOd4HLAJOzsx7JissSZIkqb9Nm25ADXbu2r51QLnOsZ0HlHmIiDgGOA64JDM/NsW29apvZZ9D072sTJIkSZpT2thTsmXX9n0Dyt1b1lsNW3FEbAmcBfwCeM3UmyZJkiRpojb2lMTkRabt7cBjgXdm5rWjqDAzD+z1eOlBWTKKc0iSJEmzWRt7StZ3bS8cUG6LHuX7iognAycBN1OFE0mSJEkj0Maeku5xJLuwcUD7RLuU9W1D1nsmsAnwJiAiot9lX5uXYxsy894+ZSRJkiQVbewpuQ7Isv3EXgXKjQ+fUHaHvQxrt7I+F1jXY+n4QNkfyeVdkiRJUtu1LpRk5jrg8rK7tE+xQ4BtyvYXam+UJEmSpL5aF0qK88r6+IjoNeXvyWW9MjP7Xd71azJzcWZGv6Wr6AnlscUzaL8kSZI0b7Q1lHwQ+CHVDQ4/ExH7QHW394h4J/D8Um5595MiYnFEZFmWjbPBkiRJ0nzVxoHuZOZ9EXEs1aVZS4BrImIt1T1JFlCNOVmemRc32ExJkiRJtLenhMy8CtgXeC9wA7A5cCdwAbA0M09vsHmSJEmSilb2lHRk5u1U9xY5acjyq5nmzRcnjCuRJEmSNKTW9pRIkiRJmhsMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokSZIkNcpQIkmSJKlRhhJJkiRJjTKUSJIkSWqUoUSSJElSowwlkiRJkhplKJEkSZLUKEOJJEmSpEYZSiRJkiQ1ylAiSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDXKUCJJkiSpUYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokSZIkNcpQIkmSJKlRhhJJkiRJjWp1KImInSLizIj4QUTcHxFrIuL8iDh8mvU9NiJeX+q4KSJ+HhHrIuKqiDg9InYe9WuQJEmS2m7TphtQl4jYD/gisEN5aC2wI3A0cFRELM/M06dQ32OA1UB0PbwW2BLYryyviogXZOaXZv4KJEmSpPmhlT0lEbEQ+DRVILkS2DcztwG2A95NFSxOi4gjp1DtJmV9AfAiYPtS5xbAc4AbS/0rImKnkbwQSZIkaR5oZSgBTgR2A9YDx2TmNQCZuTYzTwZWlHKnTaHOu4EDMvPozPxEZt5d6nwgMy+kCib3A1uX80uSJEkaQltDyfFlfV5m3tLj+LvKeklE7DVMhZl5T2ZeNeD4dcClZffAoVsqSZIkzXOtCyURsYiNoeCiPsUuBe4p24eN8PR3lvUmA0tJkiRJ+pXWhRJgbzYORr+mV4HM3ACsKrv7jOKkEbEp8LSye/Uo6pQkSZLmgzbOvtU9Le+tA8p1jo1qGt/XADsBG4Bzh31SRKzsc2ioy8okSZKkua6NPSVbdm3fN6DcvWW91UxPWKYf/uuye1ZnYL0kSZKkybWxpyQmLzLCk1U3TFxBNTXwSuAvpvL8zOw5KL70oCyZafskSZKk2a6NPSXru7YXDii3RY/yUxIR2wMXA7sD1wNHZeb9061PkiRJmo/aGEq6x5HsMqBc59ht0zlJRGxDNbvXvsBNwBGZuWY6dUmSJEnzWRtDyXVAlu0n9ioQEQuAJ5Tda6d6gojYEvgscBBwO1UguWnqTZUkSZLUulCSmeuAy8vu0j7FDgG2KdtfmEr9EbEQOB94KtV9SY7IzOun0VRJkiRJtDCUFOeV9fFlIPpEJ5f1ysxc1eN4TxHxMOCTwKHAT4EjnWlLkiRJmpm2hpIPAj8EFgGfiYh9oLrbe0S8E3h+Kbe8+0kRsTgisizLJhzbhCrsPAtYBzw7M6+o92VIkiRJ7dfGKYHJzPsi4liqS7OWANdExFqqe5IsoBpzsjwzL55CtU8DXlC2NwNWRPSdffjmzDx4Wo2XJEmS5plWhhKAzLwqIvYF3ggcDexKNQbkMuCMzJzSWBJ+vVfp4WXpx2mBJUmSpCG1NpQAZObtwEllGab8avrcfDEzL+l3TJIkSdL0tXVMiSRJkqQ5wlAiSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktSoVt+nRFJ7/daZVzTdBEmSNCL2lEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokSZIkNcpQIkmSJKlRhhJJkiRJjTKUSJIkSWqUoUSSJElSowwlkiRJkhplKJEkSZLUKEOJJEmSpEYZSiRJkiQ1ylAiSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDVq06YbIGl4v3XmFU03QZIkaeTsKZEkSZLUqFaHkojYKSLOjIgfRMT9EbEmIs6PiMNnY72SJEnSfNTaUBIR+wFXA38K7AH8HNgROBr4XEScMpvqlSRJkuarVoaSiFgIfBrYAbgS2DcztwG2A94NBHBaRBw5G+qVJEmS5rNWhhLgRGA3YD1wTGZeA5CZazPzZGBFKXfaLKlXkiRJmrfaOvvW8WV9Xmbe0uP4u4DnAUsiYq/MvK7hentadce9zrYkSZoW/35s9PWTljTdBEmTaF1PSUQsAg4suxf1KXYpcE/ZPqzJeiVJkqT5rnWhBNibamwHwDW9CmTmBmBV2d2n4XolSZKkea2Nl2/t3LV964BynWM7DyhTe70RsbLPof1/cefN3HbOScNUI0mS+lh8TtMtmD2e8Mgtmm6CZpnrr78eYHHDzWhlKNmya/u+AeXuLeutGq63nwX5ywcefGDND66aYT1ql73KekbjldQqvifUi+8L9bLXd9YAvi/06/Zn5p9bZ6yNoSQmLzJ76s3MA3s93ulB6Xdc85PvC03ke0K9+L5QL74v1MuAq3bGqo1jStZ3bS8cUK7Tf7l+QJlx1CtJkiTNa20MJd3jPXYZUK5z7LaG65UkSZLmtTaGkuuALNtP7FUgIhYATyi71zZcryRJkjSvtS6UZOY64PKyu7RPsUOAbcr2F5qsV5IkSZrvWhdKivPK+viI6DU178llvTIzV/U4Pu56JUmSpHkrMnPyUnNMRCwEvgvsBlwBvDwzry13ZX8z8P9K0Wdm5sVdz1sM3Fh2T8jMc0ZRryRJkqT+2jglMJl5X0QcS3UJ1RLgmohYSzUH8wKqsSHLpxoc6qpXkiRJms/aevkWmXkVsC/wXuAGYHPgTuACYGlmnj6b6pUkSZLmq1ZeviVJkiRp7mhtT4kkSZKkucFQIkmSJKlRhhJJkiRJjTKUSJIkSWqUoaRmEbFTRJwZET+IiPsjYk1EnB8Rh8/GejUeo/7+RcRjI+L1pY6bIuLnEbEuIq6KiNP73OxTs8w4fq4jYquIuDkisizLRlW36lHn+yIi9oiIMyLiuxGxPiLuKdtnR8TTR9F+1aOO90VELIiIEyLi8xHx44j4RUT8NCK+ERFvKvdl0ywUEYsi4rkRcWpEXBgRP+n6Pb/XCOqv/3NnZrrUtAD7AT+hun9JAvcAD5btDcAps6lel7n5vgAeU56XE+r8Zdf+XcChTb92l/G9Lwac5z0T3ivLmn7tLs28L4BXAPd21b1+wv6Hmn79LuN7XwBbUN2HbeLfku6/L6uBPZp+/S49v3/Pm/C96172mm3vt16LPSU1KXd//zSwA3AlsG9mbgNsB7wbCOC0iDhyNtSr8ajp+7dJWV8AvAjYvtS5BfAc4MZS/4qI2GkkL0QjNa6f64hYArwW+MbMWqxxqPN9ERG/C3wIWAicBTwuM7fKzC2AnYCXA18byQvRSNX4vngzcBjlRtDAtqXehwMvBX4K7Eb1vtHsdAfwWeBtwKtGUeFYP3c2nezaugCvp/rBXgfs2uP4p8rxlbOhXpe5+74AtgH2H3B8L+C+Uu9bmv4auIznfdGjjgXAN6l60A7AnpJZv9T4d+SRVL2nCbyx6dfpMmveFz8sz/twn+PLun5vbNf018HlId+fTSbsL2YEPSXj/NxpT0l9ji/r8zLzlh7H31XWS6Z4rV9d9Wo8Rv79y8x7MvOqAcevAy4tuwcO3VKN0zh+rl8HHAS8PzOvnGYdGq+63hevpvov5yrgb2bQPjWjrvfFo8q63++HlV3bW0yhXo1BZj5YU9Vj+9xpKKlBGQjW+fB3UZ9il1JdkwdVd2lj9Wo8Gv7+3VnWmwwspbEbx/siInYFTgXWAH851edr/Gp+X3Q+ZJybmRum0Tw1pOb3xeqyPqDP8c551wC3TqFezVHj/txiKKnH3lTX2AFc06tA+UOwquzu03C9Go9Gvn8RsSnwtLJ79Sjq1EiN433xPmARcHJm3jNZYc0KtbwvImIHYM+y+9WIOCwiLoqIuyPi3oi4tszYt+NMGq/a1Pn74p/K+oSIOCUitgGIiIdFxEuAM6gu0zk5y3U7ar2xfm4xlNSje/rVQf9N6BwbdrrWuurVeDT1/XsN1cDVDcC5I6pTo1Pr+yIijgGOAy7JzI9NsW1qTl3viz27to8EPl/WnV7UvYG/AL4VEXsPWafGp87fF+8B/p4ycBn4aUT8lGpM4r8C1wHP9ffIvDLWzy2Gknps2bV934By95b1Vg3Xq/EY+/cvIvYD/rrsnpWZPf/ToUbV9r6IiC2pZlb6BVU41dxR1/ti267t5VT//TwkM7cudTyHagafXYH/LD2tmj1q+31RxiS8HvhzqgkxoJpIpfNZcRHwiGHrUyuM9XOLoaQeMXmRWVWvxmOs379yw8QVVAMSV1L991OzT53vi7cDjwXOyMxrazyPRq+u90X33/0HgeMy8zKoLsPIzAup7l8CVa/JcTW1Q9NT2++LMmX8/1JN8/pxYH+qD5l7Am8E9gDOjojT6mqDZp2xfm4xlNRjfdf2wgHlOrNXrB9QZhz1ajzG9v2LiO2Bi4HdgeuBozLz/unWp1rV8r6IiCcDJwE3U4UTzS3j+DtyQWZ+f2KBzLwA+F7ZPWLIejUedf4dORd4CtWUwMsy89uZ+bPM/H5mng6cWMq9ISL2nUK9mrvG+rnTUFKP7uvudhlQrnPstobr1XiM5ftXBideBOwL3AQckZlrplOXxqKu98WZVOME3gRERGzVvXSV27w85hSfs8s4/o6s6ltq47HHDFmvxqOW90VE7AMsLbtn9CqTmR+lmslxAXD0MPVqzhvr505DST2uo5qhAuCJvQpExALgCWV32Msq6qpX41H796+MIfgs1f0obqcKJDdNvakao7reF7uV9blUN72auHR8oOz7+2J2qet9cQMbrw0fZgYlZ1maXep6X3RPanDjgHI3lPXiIevV3DbWz52Gkhpk5jrg8rK7tE+xQ6gGkAF8ocl6NR51f/8iYiFwPvBUqv9mHZGZ10+jqRojf67VS41/RzYAl5TdQTc663zI+OEw9Wo8avx90X2/mscOKNf5Z8e6AWXUEuP++2Qoqc95ZX18GXA80cllvTIzB3Whj6tejUct37+IeBjwSeBQ4KfAkc60NaeM/H2RmYszM/otXUVPKI8tnkH7VY+6ft9/tKyPiojHTzwYEUcBv1F2PzuFejUedbwvvtW1/cpeBcr04o8su98Ysl7NfeP73JmZLjUsVAOCVlN1e60E9imPLwLeWR5Pqg+P3c9b3HVs2ajqdZkdSx3vC6pxA58ox9YCv9n063Rp/n0xxDmn9TyXuf++oPqH5OXl+HeAg7sefxbVpZ9J9cEzmv46uIztfXFROfYg1X1KHlke3wpYRtUDn1SXdz2s6a+DS8/3xo5dywFd3+/fnHBswRTeF2P73On84zXJzPsi4liqrqwlwDURsZbqh3sB1TdweWZePBvq1XjU9P17GvCCsr0ZsCKi7yx+N2fmwdNqvGrjz7V6qfHvyIaIeB7wZaoJMS6LiHVU/+DoTHiwCnhhlk8fmj1q/H2xrNS5N3AKcEp5XyzqKrMGeH5mPjCzV6Ga/LjP41+fsL87VdCY1Dj/Pnn5Vo0y8yqqX/jvpRoctjnVfxouAJZmNcXerKlX41HD96/75/jhwKMGLN74apby51q91Ph35EdU96F4G3A1VSBJ4EqqGdsOysybZ/wCVIs63heZeRtwINUNFL8C3EUVUtcCVwCnAk/KzCtH8BI0h4zr71P4TxBJkiRJTbKnRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDXKUCJJkiSpUYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIaZSiRJEmS1ChDiSRJkqRGGUokaY6LiNURkRFxTtNtGVZELIyIN0fElRGxvrR/Sq8hIpZ1PW9xj+PnlGOrR9j0KbVhNpuL7xtJ7bVp0w2QJM0vEbEZ8HngqU23RZI0OxhKJEnj9iI2BpKPAmcDPyn7dzfSooZFxFuBtwBkZjTbGkkaP0OJJGncjijrNcArMvOXdZwkM5cBy+qouw0yc3HTbZCkDseUSJLGbdey/kFdgUSSNLcYSiRJ47Z5Wf+i0VZIkmYNQ4kkFRHx1s5MSmV/64h4S0R8JyLWRcRPI+J/I+KPIqLv78+IuKTUc0nZf3xEvDciVnXNNPXkCc95TET8bTnXPRFxX0TcGBH/HBFTGhAeEQdGxMci4qaIuD8ibo2I8yJiydS/Kn3P8ayI+LeIuLmc4+6IWBkRb4+IHXuUX9z1tX16efjpXTNX/errPsI2DjX7VkQcExH/HRE/joh7I+J7EfGuiNipHB96lqqIWBARfxgRX42IO0t910bEOyJimx7ll5XX/Zaux7LHsrjr+MT31y7lvfO98r65OyK+GBEvmqStfV9XRDyj69zPKI+9ICI+FxF3lO/5D8r7eqchvi47RMQ7y8/AfRGxptR1XPfXYS7OYiZpNBxTIkk9lA9GnwMeP+HQU8vy4og4NjPvm6SeY4DzgK0GlPk94MPAwyccWlyW34+I9wGvz8wNk5zvBOCDwGZdD+8MvBR4UUS8LjM/MKiOSerfHDgXePGEQ5sDS8ryuoh4UWZ+frrnGZeI+HvgTyY8vCdwMvCyiHjOFKrbAvhvYOmEx/cuy3ER8fTM/PF02ztRCawrgEd0Pfxw4FDg0Ih4d2aePMPTLIiIc4GXT3h8D+B1wAvL67q+TxufRPWz9KgJbTwCOCIi/hH4+gzbKGmOs6dEknr7d6oPXR8CjgQOAn4fuKocXwp8ZJI6Hgt8HPg5sBz4P8AhwB8Dd0HV4wB8jOpD2n3AacDvlHKvAW4udb0OOH2S8z2ZKpDcBbwe+M1yzrcBP6P6R9Q/RMSzJ6lnkI+wMZBcC7wCOBg4HHgf8EtgW+CCiDig63m3AE8qy+Xlscu7HussYxMRb2BjILmV6mt8CNXX/x3ANsAnqMLGMP6J6oP2x4HnUgW0o4GLyvG9gb+b8JwVVK/7/V2PTfyaPInq6zfRzsB/AQG8iep7fRDwauC2UubPI+LwIdvfz6lUgeQC4IXAgVQ/E+d1tePsXk+MiG2pglonkPwr8JzSzt8Fvga8iupnQtJ8lpkuLi4uLpkAbwWya/n9HmUeBnypq8zSHmUu6Tp+G7C4z/k2owodCdwL/GaPMjsA3y1lHgT271Fmddf5bgZ27VHmAGB9KbMa2HQaX59nd53nf4GFPcocXdqZwMo+9XS+PpfM8Pu1rKs9D/kaA+d0Xm+PYztRhcDO12OnHmWeShUoO+c4Z5I2JLCsR5kFVPdlSeABYMdB770hXnf3++sm4DE9yvwGcH8p86k+9XTeN71e1zMmvK639qnj7K4yvd6bZ3Qd/4sexzehCmbd5+r58+Li4tLuxZ4SSerts5l57sQHM/MB4A+pPngDvHaSek7JzNV9jj0PeHTZfldmXtrjfHdS/ScZqg+3k53vzzLzIf9Vz8wrgXeW3d2AYyapp5fOuTcAf5A9Ll3LzM9QhQGAJRHxtGmcZxz+gI2Xy/15Zt4+sUBmfg34+ynUuSIzz+lRzwbgb8vuZoz2ppGvy8ybJz6Ymd+j+rAPVc/PTFxJ1dvWyzu7tp/efaBc6res7H57QlkAMvNB4ESqACVpHjOUSFJvPS9HAcjMG6j+Ww1wWERs0qfoA1SXgfXTPfbgQwPO9z/AdT2eM9HdwKcGHO9+TYPqeYiI2JTqv+dQ9XB8f0Dxf5zuecaoc6+UtcCnB5R7SDAd4GMDjl3etb3HFOoc5B7g/CHOuX25jGq6Pp6ZPSchyMzrqHrg4KGv6yCqS/kmq2MNGy9xkzRPGUokqbfLhjy+FbB7nzLX9+pN6LJvWd/a67/dE3R6UXaLiEV9ylyZA+77kZk/YuNYg/0mOd9Ee7BxbMVDenQmuIKN0/2OdZzIFHS+9t/OzEFTE3+H6hKuYXx3wLG7urb7ff+m6ns5eOKDUZ1z0OuCKgz3Ose+XdsrJ6nj8kmOS2o5Q4kk9XbHJMfXdG3v0KfM3X0e79h+yHMBdF9etH2fMsPU02l3vzb3033OgecpH/Lv7PG82WS7sh44E1a5vGiy72PHvQPq6Q4P/XrWpqrv+YpRnXPY80w8x3Zd25PNODayGckkzU2GEknqbbJ7ZsQQdTw4eZGhzjXs+UZVz2w5zziM9N4o6suvs6SBDCWS1NujJjn+yK7tO/uWGqxzec1k55pY5q4hyvTTafdU29x9zoHniYjN2NhD0q+tTev0fjxyUKEyXmi7QWXUV3cP08CvM79+nxVJ85ChRJJ6e8okxw8u658BN07zHFeX9S4R8eiBJav7ZwD8MDPX9SlzQBmQ3lNE7Ep1TwmoxkpMxQ1svIznkEEFqaYf7ty8carnGZdrynq/EqL6eRLVjSHr1saehGu6tg+cpOxBdTZE0uxnKJGk3pb1O1Du9n5o2f1iGXcwHZ/r2n7FgPM9jerGexOfM9F2wLEDjnefY1A9D1EG0F9Sdp8REf0G9wO8crrnGaMvlPXWVDc67Of3x9AW6JoSt0yl2waXU80QBnB8RPS8pC8iHgU8c2ytkjQrGUokqbejI+L4iQ9GxMOopu/tDOqdyn0sJloB/KhsvyEilvQ433ZsnGI3gbMmqfPvImLniQ9GxP7AG8ruzQyeSrafzrk3AT7S68NzRDyHjeHnisz832mcZxz+mY2zav1t+WD8ayLit4DXjKk9t3VtP25M56xVZt7PximV92Pj++9XImIB8EE23jNG0jxlKJGk3r4JnBsRH4yIwyPiwBJSvgEcXsp8IjOnfX+FMkvVK6nCxpbAVyLi1Ij47Yg4OCJeTXXjun3KU/42M68aUOVVVJdnXRERfxoRT4mIp0bE/wd8lWr64gT+ZJJpcPu190LgX8ru04HLI+IPytfm0Ih4D/BfVH9bHgD+aKrnGJfMvJWNNwRcDKyMiNeUr/tvR8SpVL0pt7JxZqg6L7H6Wtf2GRHxOxGxZ0Q8vix9L8ub5d7KxpnjTo+I8yLiWRGxJCJeDPwPVe9e9xTcbbyUTdIk5uovOUmq20uAz1PdTf1VPY5/kequ4DOSmf8dES8DPkwVTP6yLBOdBZwySXXfAt4HfAA4s8fxB4GTyl3Xp+sEqp6SF1Pdh+KcHmV+Cryo3EV+Njud6u72JwK78tBeqJ8ALwI+WfZru+t4Zn4/Iv6d6ut6ZFm67Q6sruv8dcnMuyLiWVSX8T0CeGlZup1DFU4647i8u7s0D9lTIkk9ZOaNVINzT6UasPszYB3wdaoPsUszc7L7Nwx7rvOA3wDeTTX4fR3VpUU/BD4KPC0zXzfJjfI6dX0YeBpVj8aPqHosbgf+DTgkM2dyuRmZ+fPMfAnwbOA/us5xD1Wvzl8Be2bm52dynnHIyh9T/af+YqqZwu4Hvg+8FzggMy+nGncCG8dH1OVlVJc4XVbONen3ey4ovXv7UL2/r6d6b/8E+BLwe5l5Ahu/xlD/11nSLBSZ9pJKEkBEvBV4C0BmzpX7bKhGZVa0m8vuKzPzQ022p60i4kPAHwK3ZOZkM9FJaiF7SiRJ6q/7UqNLG2tFi0XEQjbOGufXWJqnDCWSpHkpIhZGxC4Djh8AvLnsfiszr+5XVv1FxOMGTAe8CfB+YMfy0Lm9yklqPwe6S5Lmqx2A70fECuBCYBXVeIddgGdRXU60kGo2qD9rqI1t8EbgtyPiX6hmr7ud6uu6P9Xsc52psL/E9KaqltQChhJJ0ny2OdVMay/pc/wXwImZ+aXxNamVnkA1PXA/lwIvTge6SvOWoUSSNF/dTjXl77OppqN9BLA9cC/VzGdfAN5XZmLT9L0T+AGwlOqeMI8ANgPuBFZSzQz3L8PMLiepvZx9S5IkSVKjHOguSZIkqVGGEkmSJEmNMpRIkiRJapShRJIkSVKjDCWSJEmSGmUokSRJktQoQ4kkSZKkRhlKJEmSJDXKUCJJkiSpUYYSSZIkSY0ylEiSJElqlKFEkiRJUqMMJZIkSZIa9f8D9xQ1Dgej77sAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 402 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds.ravel())\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "a0579377-3858-4e3d-847a-d112d2143253", + "metadata": {}, + "source": [ + "The results are a bit different this time. It looks like most of the predictions are near 0.5, which could be expected for random weights. Let's look at an example: " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "736cae79-678e-45b9-b32a-73a85eeb05f7", + "metadata": {}, + "outputs": [], + "source": [ + "#grab a batch to look at \n", + "for batch in ds_val:\n", + " break " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5648035c-42a8-4cf5-91d3-e7dff371a0ae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 707 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][27]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][27]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,2,figsize=(10,5))\n", + "pm = axes[0].imshow(one_example_label)\n", + "plt.colorbar(pm,ax=axes[0])\n", + "pm = axes[1].imshow(y_preds[27])\n", + "plt.colorbar(pm,ax=axes[1],label='lightning_prob')\n", + "\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "0b5e2994-f47d-4122-a002-393820be359e", + "metadata": {}, + "source": [ + "As expected, the untrained model appears to be randomly guessing where the lightning is in the image. \n", + "\n", + "#### Step 7: Compile and train" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2886a984-ce57-44d7-8c68-96ed2ac2686b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "938/938 [==============================] - 60s 63ms/step - loss: 0.3101 - val_loss: 0.1443\n", + "Epoch 2/5\n", + "938/938 [==============================] - 55s 58ms/step - loss: 0.1251 - val_loss: 0.1187\n", + "Epoch 3/5\n", + "938/938 [==============================] - 62s 66ms/step - loss: 0.1124 - val_loss: 0.1116\n", + "Epoch 4/5\n", + "938/938 [==============================] - 55s 59ms/step - loss: 0.0951 - val_loss: 0.0843\n", + "Epoch 5/5\n", + "938/938 [==============================] - 56s 59ms/step - loss: 0.0784 - val_loss: 0.0795\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.Adam(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=5)" + ] + }, + { + "cell_type": "markdown", + "id": "71179547-43a1-494a-8b63-e99c85d46f62", + "metadata": {}, + "source": [ + "This may take some time to run depending on your computer. On my particular Macbook Pro, the training takes ~ 1 min per epoch. However, if you are running this on Google Colab, the training should run much faster if you have the GPU enabled. This is where the power of GPUs can be really useful for machine learning. You can run many more training sessions when the code takes ~ 10s per epoch instead of 1 min. \n", + "\n", + "#### Step 8: Run data through 'trained' model\n", + "\n", + "Like before, let's run some data through our newly trained network\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1222f7d3-5015-4ec9-9b59-2d0340226d93", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 402 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds.ravel())\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "c874dd9b-9b51-43ca-8798-dbcebdff4a3c", + "metadata": {}, + "source": [ + "Now most of the output is 0. This is not suprising as lightning is a rare event within the pixels of each image in the dataset. That is, lightning is typically observed in only a few pixels in each example. Let's see if things make sense spatially by plotting the same example we showed before:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "86c41189-7ae3-4183-9b73-731421d3dc67", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 707 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][27]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][27]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,2,figsize=(10,5),facecolor='w')\n", + "pm = axes[0].imshow(one_example_label)\n", + "plt.colorbar(pm,ax=axes[0])\n", + "pm = axes[1].imshow(y_preds[27])\n", + "plt.colorbar(pm,ax=axes[1],label='lightning_prob')\n", + "\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "21196b6e-e891-467b-bfaa-35ace5aec233", + "metadata": {}, + "source": [ + "Good! The model is at least getting the general area of lighting correct. Notice though that the probabilites are quite low (in an absolute sense). Now let's take a look at the performance diagram which should help us better assess this rare event. This will be a pixel-by-pixel analysis, so there are A LOT more samples than in previous notebooks. \n", + "\n", + "#### Step 8: Evaluate\n", + "\n", + "First we have to get the truth values for each pixel. We are going to ravel these into a 1-d vector: " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a11cf8fb-94a7-4390-92d7-08131c22d2a8", + "metadata": {}, + "outputs": [], + "source": [ + "import copy \n", + "for i,(_,y) in enumerate(ds_val):\n", + " if i == 0:\n", + " y_v = copy.deepcopy(y)\n", + " else:\n", + " y_v = np.concatenate([y_v,y])\n", + "\n", + "#ravel both\n", + "y_v_rav = y_v.ravel()\n", + "y_preds_rav = y_preds.ravel()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "97451483-b634-4c28-a441-07a1244a09e6", + "metadata": {}, + "outputs": [], + "source": [ + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v_rav,y_preds_rav)\n", + "fps = fp(y_v_rav,y_preds_rav)\n", + "fns = fn(y_v_rav,y_preds_rav)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9e43b09a-8e5c-47e8-8702-a3125c029ad5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "c3ccc80d-fb4f-4827-8f12-13a9282b6781", + "metadata": {}, + "source": [ + "Overall, the performance is not that great. However, we only trained the U-Net for a limited number of epochs, so the network may not have fully converged on a solution. Also remember that this is a much more difficult classification problem than that demonstrated in the other notebooks (i.e., the ANN and CNN ones). We not only want to know if there is lightning in the image, but also *where* that lightning is. Therefore, we may need to calibrate our expectations. \n", + "\n", + "#### Step 8: Try a slightly different batch_size\n", + "\n", + "You wouldn't be able to tell at this point, but it took us a decent amount of time to find a U-Net that 'works' when trained on a CPU in a reasonable amount of time. To demonstrate the challenge, let's lower the training batch size to 32 instead of 64. \n", + "\n", + "We need to re-load the datasets and re-batch them as before:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c522d979-01de-4ab9-8506-99a1d9f2d78a", + "metadata": {}, + "outputs": [], + "source": [ + "ds_train = xr.open_dataset('sub-sevir/sub-sevir-train.zarr',engine='zarr')\n", + "ds_val = xr.open_dataset('sub-sevir/sub-sevir-val.zarr',engine='zarr')\n", + "\n", + "#make datasets \n", + "ds_train = tf.data.Dataset.from_tensor_slices((ds_train.features.values,ds_train.label_2d_class.values))\n", + "ds_val = tf.data.Dataset.from_tensor_slices((ds_val.features.values,ds_val.label_2d_class.values))\n", + "\n", + "#set random seed so we both see the same answers going forward\n", + "tf.random.set_seed(42)\n", + "\n", + "#shuffle only the training\n", + "ds_train = ds_train.shuffle(ds_train.cardinality().numpy())\n", + "\n", + "#batch both \n", + "batch_size = 32\n", + "ds_train = ds_train.batch(batch_size)\n", + "ds_val = ds_val.batch(batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "663c36ff-bdc8-41dd-ada8-4e19ae081890", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: At least one of your input shapes are not a power of two.\n", + "This might make things weird with maxpooling and concatenating the skip connections.\n", + "Best to make your data to have power of 2s [e.g., 32, 64, 128, 256, 512]\n", + "Your given input shape: [48, 48, 4]\n" + ] + } + ], + "source": [ + "model = models.unet_2d([48,48,4],[2,4],1,stack_num_down=1,stack_num_up=1,output_activation='Sigmoid',weights=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "148dcf70-3793-4180-99fd-e0853e58edfc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "1875/1875 [==============================] - 61s 32ms/step - loss: 0.2188 - val_loss: 0.1188\n", + "Epoch 2/5\n", + "1875/1875 [==============================] - 62s 33ms/step - loss: 0.1047 - val_loss: 0.0847\n", + "Epoch 3/5\n", + "1875/1875 [==============================] - 64s 34ms/step - loss: 0.0768 - val_loss: 0.0766\n", + "Epoch 4/5\n", + "1875/1875 [==============================] - 58s 31ms/step - loss: 0.0692 - val_loss: 0.0655\n", + "Epoch 5/5\n", + "1875/1875 [==============================] - 61s 32ms/step - loss: 0.0565 - val_loss: 0.0562\n" + ] + } + ], + "source": [ + "model.compile(loss=tf.keras.losses.BinaryCrossentropy(),optimizer=tf.keras.optimizers.Adam(learning_rate=1e-3))\n", + "\n", + "history = model.fit(ds_train,validation_data=ds_val,epochs=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "eca6cc89-d3d3-4f72-b36a-1af1bf1b03ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'count')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 393 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model.predict(ds_val)\n", + "\n", + "plt.hist(y_preds.ravel())\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "# plt.xlim([0,1])" + ] + }, + { + "cell_type": "markdown", + "id": "4996b56c-47f0-4bac-9b88-6a12fec30e7c", + "metadata": {}, + "source": [ + "As you can see here, the lower batch size results in some *oddities*. It looks like the model is predicting one value basically everyhere. But this becomes even more clear when we look at the same example again." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8bd8a096-5bc3-4633-9519-78a8c1725ecd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 706 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][27]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][27]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,2,figsize=(10,5),facecolor='w')\n", + "pm = axes[0].imshow(one_example_label)\n", + "plt.colorbar(pm,ax=axes[0])\n", + "pm = axes[1].imshow(y_preds[27])\n", + "plt.colorbar(pm,ax=axes[1],label='lightning_prob')\n", + "\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "013df4e7-9079-45dd-ba04-537531756111", + "metadata": {}, + "source": [ + "As we thought, the model is essentially predicting the same value for every pixel in the image. Why does this happen? Perhaps because lightning is a rare event, the model learned to just never predict it while still acheiving decent scores in the context of the loss function. So how does increasing the batch size to 64 help fix this? One theory is that the larger batch size contains more examples of lightning, which then have a greater influence on the loss function. Furthermore, a batch size of 64 will provide a better estimate of the *true* gradient, which should lead to better weights and an improved loss function score. \n", + "\n", + "This is probably more discussion than necessary for this tutorial, but we wanted to demonstrate that training these ML models is not always as straightforward as it appears. It can be very frustrating at times. \n", + "\n", + "#### Step 9: Load the U-Net from the paper\n", + "\n", + "Let's get the model from the paper and evaluate it:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "16e549a7-a195-4199-9fee-5787d955e7c7", + "metadata": {}, + "outputs": [], + "source": [ + "model_trained = tf.keras.models.load_model('/content/WAF_ML_Tutorial_Part2/datasets/models/neural_nets_from_paper/sub-sevir-unet-class-2d.h5',compile=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a55c81e1-cac9-45f2-b847-4ec908db1697", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'count')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 281, + "width": 393 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#like sklearn, we do .predict!\n", + "y_preds = model_trained.predict(ds_val)\n", + "\n", + "plt.hist(y_preds.ravel())\n", + "plt.xlabel('prob of lightning')\n", + "plt.ylabel('count')\n", + "# plt.xlim([0,1])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0adb8df4-b1ea-46ae-9c46-62f0aced3483", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 707 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#get the features for example 12 in this batch \n", + "one_example_features = batch[0][27]\n", + "#get the label for that same example \n", + "one_example_label = batch[1][27]\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,4,figsize=(20,5))\n", + "axes[0].imshow(one_example_features[:,:,0],cmap='Blues')\n", + "axes[1].imshow(one_example_features[:,:,1],cmap='turbo')\n", + "axes[2].imshow(one_example_features[:,:,2],cmap='Spectral_r')\n", + "axes[3].imshow(one_example_features[:,:,3],cmap='Greys_r')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "fig,axes = plt.subplots(1,2,figsize=(10,5),facecolor='w')\n", + "pm = axes[0].imshow(one_example_label)\n", + "plt.colorbar(pm,ax=axes[0])\n", + "pm = axes[1].imshow(y_preds[27])\n", + "plt.colorbar(pm,ax=axes[1],label='lightning_prob')\n", + "\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a3881ee2-3098-4e8b-8ecf-b04d70f7c014", + "metadata": {}, + "outputs": [], + "source": [ + "import copy \n", + "for i,(_,y) in enumerate(ds_val):\n", + " if i == 0:\n", + " y_v = copy.deepcopy(y)\n", + " else:\n", + " y_v = np.concatenate([y_v,y])\n", + "\n", + "#ravel both\n", + "y_v_rav = y_v.ravel()\n", + "y_preds_rav = y_preds.ravel()\n", + "\n", + "#probability threholds \n", + "thresh = np.arange(0.05,1.05,0.05)\n", + "\n", + "#statsitcs we need for performance diagram \n", + "tp = tf.keras.metrics.TruePositives(thresholds=thresh.tolist())\n", + "fp = tf.keras.metrics.FalsePositives(thresholds=thresh.tolist())\n", + "fn = tf.keras.metrics.FalseNegatives(thresholds=thresh.tolist())\n", + "\n", + "#get performance diagram line by getting tp,fp and fn \n", + "tp.reset_state()\n", + "fp.reset_state()\n", + "fn.reset_state()\n", + "\n", + "tps = tp(y_v_rav,y_preds_rav)\n", + "fps = fp(y_v_rav,y_preds_rav)\n", + "fns = fn(y_v_rav,y_preds_rav)\n", + "\n", + "#calc x,y of performance diagram \n", + "pods = tps/(tps + fns)\n", + "srs = tps/(tps + fps)\n", + "csis = tps/(tps + fns + fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "ddd32057-e22e-4740-992d-08d3dbaae099", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n" + ] + }, + { + "data": { + "image/png": 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Bnj17sGvXLtTV1UGr1WLJkiUhDwJD2YvYO9jrr79uuBrO1DrPxLmBJolJpVLIZDJ+Ax4ZHrEP6xhp4oBhGAqGiahRQEwiQjhliDMzM2Gz2fg33P6CFLvdjoaGBnz55ZeoqalBeno6tFptsJcqGKMtl4gk/f0eSSQSKBSKiJ9uSHy53e6I7mVOwhMFxCQieGeIxd6D2Gq1QqFQDNnf07OppbKyEi6XC2lpacFYniBJpVI+EA51plwsGIZBVFQUJBKJT+eJYBL75LpwzRLv2bMH7777Lnbs2OFzskmImFFATCJCOHWYqKysBMMwmDJlChITE4e8P8uyYFkWFoslCKsTJs8gCu8JbCPh6e0sRsMpm+gPy7J8GzbalBm5+r5eVlVV4eDBgwCAY8eO4cyZM6FYFiF+RwExCXssyyIqKgpA72VhsWeIu7q6cOTIEaSkpGDdunWYN28e0tPTERUV5dPqyDNYITs7GwDQ2NgYqiULBpVKDJ/L5eI33YUSZYmFw2AwYOvWrfzt8ePHY/r06SFcESH+Q10mSNiTSqWor6+HWq3mRxiLXXl5OSQSCQoKCjB9+nTk5eXxgzjMZjPcbjdcLheys7ORm5uL6urqiM4QE0JGz2g0IioqCps2beLLZ2JiYrBu3To6ySRhgwJiEvbsdjuOHTsW6mX4ld1uR0lJCRoaGpCXl4e0tDRkZGQgOzsbbrfbJ1NcVVWFQ4cOhXC1oeMZOBHpQwIGmlrXH5ZlIZVKQ54Z9ibmFmyA+NuwAcCOHTv4q0wMw+Daa6/lr7wREg4oICZExFpbW9HR0QGNRoOEhATExsZCLpcD6A1sLly4gI6ODsFsfGloaEBmZmZQHovjOL721VNDPJZsltgGdEgkErjd7hG3SlMqlZDJZGBZljpL+JGYg+KamhqcOHGCv3355ZeL6m+BkOGggJgQkXO5XOjq6uJrFcOlLGSsvP8NIrF/bmZmJjiO48tohsszpllIGWISOgaDAV999RV/e8KECZg/f34IV0RIYET2dURCwhAFw70iufewRqNBbGwsYmNjMW7cOKSlpaG9vX1Y3+twOGA0GgX3eyT2zXWA+DbYuVwufPnll/zQFrVajcsvvzyi/pZI5KAMMQl7s2fPRk9PD4xGIxoaGiIyWxhp3G63T0AXab2H4+PjwXEcuru7oVarkZiYiJiYGL6MRGjBLhGmrq4udHd3A+i98nT11VdDpVKNeLQzIWJAGWIS1uRyObKzszF58mTMnDkzbILhpqamQb/OsiyUSmWQViM83gEfy7IRldFSKpVQKpWwWq1obGxEbW0t2tvbIZVKoVQqERUV1W8/ZrlczndiESrKEgdXUlISvvvd7yI5ORkLFy5Eamoq/zWx93MnpC/hvvIR4gfeAzlMJtMlX6+qqgrmcvyCYZghA7yMjAx8//vfx1VXXRWkVQkHx3GXlEv4ixgGdMjlcshkMj7wstlsaG1tRW1tLbq7uyGRSKBSqRAVFQWZTAag93dKLpfzG/FIYIkpKI6NjcWNN97Yb79hCopJOKGSCRLWvC/rhcuL93Cy3J7scCRlRj36dlYQcsYzEAwGA+rr633GLXMcB4vFAqvVCrlcDoVCAalUCqlUynfiCOWI5pEQews2MYq0kiMSmSggJmHNOyDuL0MsFhKJBOPHj0deXh5MJhPOnTs36P3Pnz+PpqYmQZaIBLr1WiRvpvPQ6XT9ft7tdsPpdMLlckEqlfLZZM/XqLNE8Ai1DduRI0eQlZXlUx4xGKonJuGCAmIS1rxLJsSaIVapVFiyZAmKi4v5z2VnZ+PAgQOw2WxQKpWIj4+H0Wj0CfrFPqJ6NDiOi+jNdMPhGdLhcDjgdDoRFRUFqVQqqp7DlCUOjPPnz+PIkSM4duwYFi5ciOnTpw/rhJKCYhIOKCAmYW2oGmIxmDNnDmbPno1z587h9OnTyM7Oxty5c9He3o6uri4sWbIEGo0GANDS0oJjx44NuekuXHkHw8OptR4NsQ3oGIxEIoFEIoHL5eJLJ0jwCClL3N3djV27dgHo/TtqaWnpt254IBQUE7GLrOI6EnGio6P5j8UaEM+aNQstLS348MMPUVZWhp07d6K9vR35+fm47LLLYDabce7cOeh0OqSmpmLu3LlQqVShXnZIsCzLbw6L1HKJkfBM7xND7XBf4dBxAhDGBjun04kvvviCPynSaDRYtmzZiP9+xHoVjhCAMsQkjEVFRfGXzK1WK5xOZ4hXNHLp6emIi4vDwYMH+Tcrm80GnU6H/Px8HD58GKdOneLvv2TJEhQUFCAlJQW1tbUhWnXoeLLCkbaRbqQ8ZRMcx8FutwtmtDcJjT179qCzsxPAt/2GFQpFiFdFSHDRuwYJW+HQYSI3Nxdms9knGxYbGwuFQoGuri4+GPYEgGVlZXC5XMPeEEMim9VqFWV22IOyxGNXWVmJ8vJy/vZll12GpKSkUR9PrK+1hFBATMKWd/2wWDeYxcfHw2Qy+bzJaDQapKam8hlghmH42lm32w2Xy8V3DiCBIYZ+xERcQhEUd3V1Yffu3fztiRMnoqioaMzHpaCYiBEFxCRstbW14eTJk6iqqkJLS0uolzNiDMNAJpMhOTkZer2e/7zT6URHRweqq6sB+PYljo6OBsMwPvcXooaGBr8ez9NOTIht5oTq4sWLoV6CX4RLljjYHA4HvvjiC76ULC4ublR1wwOhoJiIDdUQk7BlNBpF/aLMcRz279+P1tZWuFwuMAwDjuPQ3NyMV155Benp6Zd8T2JiImQymd8DTqFzOp18UCyTyajdGhGlYHad+Oabb/istEQiwdVXXw25XO7Xx6DOE0RMKENMiIC1trZi//79AL7NBHsyOH1bqykUCmRmZkKn0wli53qw9O09TJ0lIk84ZYmD8bfLcRySkpL4vQdLly5FYmJiQB5LzEkJElkoQ0yIyAxUFjB58mSkp6ejpKQkyCsKLe8OCdRhYmQ83SZIZGEYBtOnT0dqaiouXLiAgoKCUC+JkJCjdw5CwoBSqYRSqURlZSXOnz8f6uUEVd9RzcFCG+uEhbLEI5eSkoKFCxcG/KoKZYmJGFCGmISljIwMTJ06FUajEY2NjWHfk9dqteLo0aNgWVaU/ZZHy+12+2TMqXaYhAt/1xN7SotC9TdC9cRE6ChDTMJSTEwMoqKikJKS4tN+LZx5NpWJhT82/nlnh1mWpfrhUQiXbhNAeGWJ/a28vBwfffQRDAZDyNZAmWIiZBQQk7DknYkQ68hmMjiO40JWLkFIMPirdKKjowN79uxBW1sb3nvvvZCeOFBQTISKAmISlsJhSh0ZnHdnCQAh2UwnlDrivp02RoqyxMI11qDYbrfj888/508e1Wp10Fq7DYRek4kQUUBMwpJ3mQRliMNT3+xwJJdLmM1m1NTUoKura0yBMQkvHMdh9+7d/KAemUyGVatWCWKSJQXFRGgoICZhR6lUQirt3S9qt9ths9lCvCLib30zopFcLsFxHDo7O+F2u9HZ2RlRPagHQlniXqWlpT5dZy6//HLEx8f7a1ljRkExERIKiEnYoexw+GMYBgqFgp9KF8m9h81mM+x2O4Def5e4uLhRHSecyibC0UiD4ra2Nuzdu5e/XVRUhEmTJvl7WYSEjch9FyFhiwJi8RhLpwmGYSCRSEJ++TeUdcSe7LBHXFwcf3Uk0oVblngkbDYbvvjiC/4qSmJiIpYsWRLiVfWPssREKCggJmGHAmISKUwmk1+yw0QchpMl5jgOO3fu5NuryWQyXH311YI+UaKgmAiBcP9CCBmlSGq51tTUhPT09FAvg4QAx3E+AZI/ssPhNsq5tbUVKSkpoV6GXw01sOPcuXOorq7mby9fvlwUJ0pGoxEulyuogbvL5Qp6MB7s50iGjzLEJOx4Z4jDJfOQkpKC8ePHIzk5GXK5PNTLIX2Eomyib3ZYSJulSGANlinOy8vD9OnTAQBTp07FxIkTg7UsQkSNTlNI2Nm1axdiYmKgVqvDJiD2TN6LiYlBT08PHwiRyNRfdthfnTYoSyxuEokES5YsQXZ2NjIyMkK9HEJEgzLEJOy4XC7odDo0NDSERU9WlmWhUqkA9AZCZrM5xCsioUbZYTJUPXFWVlZEtyMkZKQoICYRr6qqKtRLGFR0dDQ/dKKnpycsgnxvY+k0Eak8gxYA/2aHw1W4dpzwBMVtbW3gOC7EqyFE3CggJkTgOI6DyWSC2+0O+02CYhbMOuL09HQkJiZCJpMFJDtMPYnFo7m5GR9++CE+++wzWK3WUC+HENGiGmISVtRqNZxOZ1i9MZhMJphMJjAME9EDKMi3WJZFfHw84uLiInpk9UiEYy2xzWbD559/DrfbjZqaGnz99de4+uqrQ70sQkSJAmISVmbNmoXExEQ4HA7s378/rMbYchwHl8sV6mUQAQlkMBxum+uA8AqKOY7DwYMHYbFYAAAKhQILFy4M8aoIES9KN5Gw4mm5JpPJwipLTAgh3srLy9HU1MTfXrBgAWJjY0O4IkLEjQJiEjZkMhmUSiWA3k4TnswJIcESyDpig8GApqYmOtEbo3DYYNfW1obTp0/ztwsKCqjFGiFjRAExCRvhOLJ53LhxSEtLQ0xMTFjXilKnicF5+g6bzWbU19fzY3kDjTbXCY/VasX+/fv5rhKJiYn8II5wKhEjJNgoICZhI9wCYolEgri4OCQlJSEnJ2fAgNj7sqnYsSwLhUIBjUZDrcS8GI1GOBwOAL3/RtHR0SFekbiJNUvMcRwOHDiAnp4eAL11w4sXL/bZbEtBMSGjQ5vqSNiIiYnhPw6HgDjc+w97k0gkSEpKQn5+PhQKBWQyGRiGQUdHB9ra2tDZ2SmagST19fUYN26c344XyKl0wxGOm+vEqqysDC0tLfzt4uJiREVFXXK/rq4uJCQkBHNphIgeZYhJ2PDOEIfDyOZwy3gPpqCgADNmzIBarYbVaoVOpwMAJCcnY8qUKZg3bx4mTZoEqTTyzuH7Zofj4uJCu6AwIbYssdPpRHV1NX+7qKgI6enpA96fMsWEjEzkvbuQsBVuAaT3ZfFweD4DYVkWs2bNgtlsxsmTJ2Gz2eByuSCTyZCcnIyUlBQkJSVhwoQJyMrKQkVFBRobGyNiMleos8Me4ZolFlMbNqlUiquvvhqHDh2C3W7H1KlTQ70kQsIKBcQkbIRTQCyRSKBSqQD0BkXh3DFj4sSJkEqlqK6u9nmeDocDjY2NaGxsRHx8PHJycpCWloaJEyfCbDaju7s7hKsODsoOE29yuRxLliyB0+kc1pAeKp0gZPioZIKEBZVKxV9Ot9lssNvtIV7R2Hhnhy0WS1jXDyckJPCTtoD+h010d3fjxIkTOHXqFFQqFQoLCwW96c4f7df6Zofj4+MF/ZzFSmylEwzDQCaTDfv+VDpByPBQQEzCgkwmg16vh8vlEn12GPDNdotlM9lodXV1QS6X85uDBiuFaGxsRHNzM6KiovgMergyGAw+2WGNRhPS9VALtuBraWnxy8kVBcWEDI1KJkhYMBgM2LlzJwCMKHsiVJFSPwz0DhlwOp1YunQpKioq0N7ePmhGXK/XIyUlBSqVKmz/bSg7HFxCrCW2WCzYv38/bDYb8vPzMXPmzDH9DlD5BCGDowwxCTuerJpYRVL9MADodDqcPn0aUVFRmDx5MrKysiCXy/u9L8uy/Nc8nSiEaiyZPYZhkJqaiqioKEHVDodzllhIpRNutxsHDhyAzWYD0Pvv7o/XNcoUEzIwyhATIjDDqR+22+2wWq0+46pHym63w2QyQSqVhnQSHsdxOHbsGFwuF2bMmIHCwkLk5OSgoaEB7e3tsNlscLvdsNvtSE9PR0ZGBtra2kR/4jMUlUqFjIyMYW+gIuHj9OnTaGtrA9B7crRo0aJR/50TQoaHAmJCBMZgMODs2bNQq9VwuVw+X+vu7kZ5eblPNkuj0aCgoACzZ88eVlBrMBhw5MgRVFZW8vW6arUac+bMQUFBAX9Z9uTJkygpKYHT6ez3OAqFAsXFxZg0adJonyqA3jd8juNw5swZSKVSZGVlQavVIj8/H3l5eTAajXC73ZDJZFCr1TAYDDh//vyYHlNMhNZ7OVxbsAHCKJ1oampCeXk5f3vq1Kl+XROVThDSP2G90hIyCizLYuLEiTAajfx/Yme32y+5vFlTU4MTJ05Aq9XiiSeewOTJk9HS0oK///3vOHToEAwGA5YtWzZoUNzQ0ICtW7dCJpPh/vvvx/z582EymfD666/j66+/xrlz57Bu3TowDINDhw5h4cKFmDt3br/H2rVrFw4fPjzmgNgTlDudThw9ehTNzc3QarVIS0uDRqOBVCqFQqGAy+XCxYsXceHCBX50LSH+Fsqg2Gw24+DBg/zttLQ0FBUV+f1xKCgm5FIUEBPRU6vV/JuGyWTC9u3bQ7wi/9Pr9Th58iRWr16Nd999F1KpFEeOHMGyZcvw//7f/8Pvfvc7bNiwAWlpaSgoKOj3GDabDV988QUmTZqE7du3IzU1FQcPHkRGRgbuuusu/Pvf/8Ydd9yBQ4cOYf78+XA6nVi9ejV+9atf9Xu8++67zyeTNVJKpRJxcXGIjo5Gd3c3OI7jayY7OzvR2dkJuVwOhUIBq9UKlmX5r4vFSMc4G41GuFwuxMbGUplEhHG73fwmOqC3ZKa4uDhgpUwUFBPiiwJiInrhNJBjIJWVldBoNPj3v/+Nzs5OXHnllTh//jzi4uLwwQcf4E9/+hN27tyJo0ePYvLkyf2+iZ45cwY2mw1vvfUW4uLisHTpUuzbtw8ymQx//etfcc899+Cbb77Bm2++ienTp/t87/jx4/maRg+73T6qTJpEIkFOTg4WLlwImUzGlwTodDq0t7fDarWiu7sbZrMZdrtd9D2lh4vjOHR0dMDpdKK7uxtpaWmCrRsN57IJIDRZ4lOnTqGjowNA8OqGKSgm5FuUgiCiFxMTw38s9nKJqKgoKBQKn89xHIe2tjZcf/31SEhIwDPPPIOqqirMmDEDdrudz+DeeeedMBgMMBgM/R67vr4es2fPxowZM/Dvf/8b+/btw7x586DVavGLX/wCNpsNP/zhD+FyudDU1OTzvWazGRaLBT09PYiNjUV+fj7mzJmDK664YsTPcfLkyViyZAlcLhfOnTuHs2fPorGxEQzDYMKECSgsLERhYWHIazmDTa/X8/XaHMcN2GmDhJ+GhgZUVFTwt6dPn47k5OSgPDZ1niCkF2WIid/U1tYiJycn6I8bThnizMxMKJVKOBwO1NTUwGq1wmQywW63Y+HChQCALVu2IC0tDbm5uXA6nTh58iTq6+v5rzc3N18yxMHlcqG1tRU33ngjfwyNRoO5c+ciJSUFW7Zswe7du7Fs2TIoFAq0tLT0uz6O49DS0gKz2Yx58+b5dMQYrpkzZ6KzsxPffPMNH7zLZDLEx8cjOTkZEydOhFarhVarRV1dHc6fPy/qjhLDKZtwu90+o6jj4+MFXzJBWWL/8UyfczgcSE9PH7DsiRASOMJ+xSVkGMIlIJZIJPwlUolEwtcS6vV6AMD8+fNht9tRX1/P96WNj48HAFy4cAFTpkyBWq1Ge3v7Jcf2ZB/nz58PAKiqqkJycjIYhuEzUVVVVVAoFJg+ffolxzh69CicTic6Ojrwn//8B9OmTcPOnTtRUlIyouc4btw4KJVKnDt3DgaDgS/tcDgcaGtrQ2lpKb766itUVlbC6XQiJydnRDW4YmUwGPjssEQiCflUOtIrWL2JMzIysGrVKowbNy6gdcMDoSwxIRQQkzDgj4C4qqrKX8sZNe/n0dPTw3df8GRHtVotOjs7AYC/nO75v+fz8fHx/dbceoJrrVbL398TfHtKNDzH0Gq1/DE4jsO+ffvw8ccf45lnnsHevXtx6623Ys+ePfif//kfHDp0yCezOZTY2FhwHMcfv783fqPRiJqaGuzfvx9GoxH5+fmjykSLhRizwx7hPKgj2NRqNZYsWXJJyVSwUFBMIh2VTBBR83QhAHrbdom5HddAgb0nMGZZls8iegJJz/89n5dKpf0O8vAcw9Nj2OVy+RyDYRg+8JZKpWBZFiqVCr/73e8uCbBnzpyJr7/+Gs888wzee+89lJeXY9GiRcN6jm1tbZBIJEhNTUVNTc2AI5oZhoHFYkFjYyMmTZoEtVoNs9k8rMcQosHKJig7LGyBKp3gOC5kw3AGQpvsSCSjgJiIWriUSwC+E+q8n4unC4PBYEBGRgYA8EGq5/+eNzG9Xs/fx5tMJuOPAfRmIa1WK38MjuP47LFer4dcLsfll1+O8+fPIyUlBePGjYNUKsW5c+ewe/duvPnmm7j33nuxYsWKEZVN6HQ6tLS0YOrUqXC73SgvL+93I6QngLdYLOA4LmRZs0Bzu90+mTkxZYc9wr2WGPB/UGwymbBnzx7MmzcPiYmJfjuuP1BQTCKVuF55CekjXAJiqVTKlzC43W5YLBb+a57neOrUKURHR0Oj0fDP1fP/jIwM1NfXo6uri68vttvt/NhjjUYDhmFw8uRJ/v6e2mSdTsd/DugdGxsXF4fU1FQsWbIE+fn5UKlUkMlkKCwshFwuR1lZGQAgNTV1RL2BHQ4HTp8+DYfDgenTp2P+/PkYP3481Gp1v9mymJgYsCzLt6MKNwaDgZ9GSNnhyOByubBv3z7odDp89dVXqK6u5k8AhYLKJ0gkooCYiJp3yzUxB8Te2WFPVtQjLi4OEokE+/fvBwBcddVVaGpqgslkQm1tLbKyslBYWMh/PS0tDVu2bMHLL7+MV155BW+++Sa6u7uRmJjoc4zW1la0tLTgzJkzkEgkWLlyJUpLS6HT6RAVFYUPP/wQH3/8MSoqKqDT6WAwGFBSUgK73Y5Zs2YB6C0FGGmv1NraWmzZsgX19fXIycnBZZddhkWLFmHq1KnIzs5GTEwMOjs7kZubi+zsbLS3t/ucIIhVfX29z+1wyA57REItsb822B0/ftzn5+45WRUaCopJpKGSCSJqnZ2dqKmpgVqt5jOdYuSd6e5bK8uyLLRaLT799FM888wzuPfee7F582Z+It/vfvc7AMDHH38MuVwOjuNQV1eHn/zkJ8jPz8cf/vAHnD17Funp6Thw4ABaWlpwxx134IUXXsCHH34IALjrrruQkJCAF198EUBv1liv1yMrKws7d+70Wc/y5ctx++23o76+Hl9//TUfHI9ER0cHDh8+jJycHGRlZSEjIwNZWVlwOByQyWSwWq1QqVTo7u7GuXPnRnx8sdBoNNDpdGAYhrLDIjDW0glPG0GPmTNn8qVKQkTlEySSUEBMRK2lpWXAnrliMlD9sEdeXh4OHDiAJ554Ak8++SROnjyJDz/8EMXFxVixYgW2bt2KDz/8ELNnz+Yvwd9www1YuXIlnnvuOTgcDsydOxdnzpzBT3/6U3z44YcoLS3F66+/jvHjx+OWW25BaWkpNm7ciNzcXCgUCsTGxuLs2bM4efIkTp06BYfDgcmTJ2Px4sWw2+249957AQCFhYWjes5dXV3o6urChQsXkJqaioSEBMTExCA+Ph4mkwk9PT2orq7mN5yFG8+JTlxcHBwOh2izwx6RUEs8FgaDAYcPH+Zvjxs3Dvn5+SFc0fBQUEwiBQXEhITYYPXDHikpKcjJycGf/vQnHDx4EL/97W9x5513orW1FevXr8d//vMfaDQazJ49m2+ftnfvXuh0OlgsFqjVamg0GixatAiffPIJZsyYgccffxy33347TCYTHn74Yfz1r38FAFx22WU4ffo09Ho9nnrqKSxYsACXX345lEol2tra8Oc//xlvvvkmysvLcdlllyE2NnZMz1+v10Ov10MikcDtdoPjOEgkEqSlpY3puGIhkUj47h9E+EaTJXY6ndi3bx9/cqdWqzF//nxBlkr0h4JiEgkoICZEANra2qBWq+FyufrdYMMwDGbOnInY2Fjs378fy5cv57/Gsixyc3NRUFAAmUyG5ORkJCYm4g9/+AOA3oB78eLFAHpHwkZHR+PgwYP81DqP/Px8FBcXQ61WY8qUKWhubsZvfvObftebnJyMNWvW+HUyoSez3ffjcDKcqXViFilZ4pEGxcePH+dLuliWxeLFi0U3mpuCYhLuKCAmJMScTuewyj4YhkFeXh5ycnLQ3t6Onp4eyOVyJCYm+mxsY1kWt9xyC7q7u8FxHNRqtU/bsry8POTm5qKhoQEGgwEymQwpKSl8dwqgd4DGjTfeiJ6eHrS3t8NkMsHlckGhUCAtLc1nM2MgMAyDhoYGZGZmBvRxQsFsNkMmk4kuICK+hhsU19TU+Az+mT17tmgDSwqKSTijgJgQkZFKpUOWEzAMM+gbF8uyw8rkqVSqoGb8GIYBx3GCa0PlLxzHobW1FS6XCzExMUhKSgq7colIyRIPh9lsxtGjR/nb2dnZyMvLC+GKxo6CYhKuxL2LgxASVvLz87FmzZqwrR92uVx8OUhPT49oakhJ/4ZqxRYVFYVp06aBZVnExMRg3rx5YfEzp5ZsJBxRhpiQIDh22Uej+r45e24c+k5empqakJ6ePqrHCoSEhAS+ZMNoNKKtrW3Acc0sy2LChAlIT0/HxYsX0dzcHOTVBhbHcT4dM8Tcd3gokZQlHqx0gmEYTJ48GYmJiZBKpfzEyHBAmWISbiggJoT4HcuyyMvLw9y5cxEdHQ2XywWj0YgzZ86goqKi3+9xu93Yt28fxo8fj/Ly8iCvOPC8NwpKpdIxd+cg4iG08cz+QkExCScUEBMSRHX3D+9+2S8Edh2BNnHiRCxatAh2ux11dXWw2WzIyspCcXEx3G43Kisr+/0+g8GAU6dO8bfDZWNd3+wwgLDNDntEapbYbDZDqVSGXW34QCgoJuGCAmJCiN/Nnj0ber0eO3fuhE6ng0qlQkdHBxYuXIjCwkJUVVXxPYc9ZDIZHA5HCFcdOH3byEVKsBRJWltbkZCQgN27d/OtDr0nUIYzCopJOAjvFAUhJOiysrIQFRWFsrIyvvdqT08PSktLcfr0aSQlJSEnJwccx/EbjKKiolBcXDyqMdBC1zc7LJVKwTAM6uvrQ7iq4Lh48WKolxA0HMdh7969MBgM6Orqwo4dO8K2n3Z/aKMdETsKiAkhfpWVlQWj0YiOjg7+c57At7KyEhaLBVOnTgUAPkOcnJyM/Px82Gy24C84wLyDIoZhKDscppqamnz6iU+fPj3iftYUFBMxo4CYEOI3EokEKpUKDMP4BMSewLe7uxs1NTVITk7may6lUilfJxxum+n6ZoclEklYtN0aiUjIEhuNRpw7d46/nZubi9zc3BCuKHQoKCZiRQExIcSvOI6D3W4f8OtVVVXgOI4fUKDVapGdnc1/vq+GhoaArTXQvMtC+ssOR0LZRLhzOp04c+YM304wOjo6YjYTDoSCYiJGFBATwYu0jJqYuVwulJWVoby8HFJp/3t229vb0djYiAkTJkAqlSI1NRXR0dE4ffp0kFcbeCzLQi6XQyaT8bXDkShcs8Qcx6GiogI9PT0Aeq8ATJ06FRKJZMihHeGOgmIiNhQQE8HjOA6JiYkYN24ckpKSkJqaioSEBCiVSr8+TlVVlV+PFypNTU0hffzm5mZUVlZe0mYM6D25cbvdqK6uhlKpxJw5c5CZmYnOzs6wfQP1ZIYjrZ40EjQ2NqKtrY2/PXnyZERHR4dwRcISrn/TJDxR2zUiaElJSVi+fDmKioowfvx4AIDD4YBer0dbWxuqq6tx6tQp1NXV8VkaEnr9lT54f/7ixYswGo3Iz8+HUqnE7t27g7k8Qamvr8e4ceNCvYyAC7e+xAaDwaduOD09HampqT73GWyKXaSglmxELMI6Q9zS0oL7778fEyZMgFKpREpKCtauXYudO3eO+phutxuvv/46Vq5ciaSkJMhkMsTFxWH+/Pn405/+BKPR6MdnENlSU1Nx++23Y82aNdBoNKiqqkJ9fT3a29shl8tRWFiINWvW4NFHH8U999zDvxlF6mVpMbFYLHyW2OFw4Pz584PeX2x1xH17LJPwc/HiRf5nrFarkZ+f3+/9Ir10AqBMcSBRnOM/YZshPn36NJYvX47Ozk4AQGxsLDo6OrB161Zs27YNGzZswMMPPzyiY1osFqxduxa7du3iPxcbGwuDwYAjR47gyJEjeOWVV7Br166I3WHsTytXrsSMGTOwZcsW7N27F83NzQDA/3GmpqZiwoQJmDZtGmbPno309HT89a9/FfRGJbFPoPOnc+fOISUlBXV1daFeil95NhUyDAOpVAqWZekk7f+EU5a4sLAQcrkcTU1NfN3wQChTTJniQKA4x7/CMkPc09ODdevWobOzEzNnzkRpaSn0ej26u7vxi1/8AhzH4ZFHHsH27dtHdNw//vGP2LVrFxiGwYYNG6DT6aDX62G1WvHuu+8iLi4OdXV1uOuuuwL0zCLL3LlzcerUKXz44Ydobm7mgwqHw4H29nacOXMGmzZtwtNPP40vvvgCaWlpKC4uplpNkeju7sbnn3+O0tLSUC/Frzx9h/sb1zwQIZ/E+Vu4bLBjWRb5+fkoLi5GVFTUkPenTDFliv2J4hz/C8sM8UsvvYS6ujqo1Wps2bIFGRkZAHrPcjZu3IgLFy5g06ZNeOSRR3DllVcO+7jvvPMOAGD9+vV45JFH+M/L5XJ897vfhdVqxfr167F79250d3cjPj7ev08sgshkMqjValy8eBFutxsMw1xyCdoTINvtdrz99tuYNGkSZs2aha1bt8JisYRi2QOas+fGIe/DgcH5KY/CkDATACC162GXx0Nu7w708kIm3EY1DzSVjoQvhUIR6iWICmWK/YPiHP8Lywzx22+/DQC47bbb+F8Sbw899BAA4Pjx4zh79uywj+s5w585c2a/X589ezb/sdACMrGJjo6GyWTiN9L1V4/JcRz/eYZhUF1djbi4ONH+2zPgML7yL5DZerMoTrkGNZPvBxeef6Zhqe9UOpaln11/xJgldjgcaGhoGFNtOGWJe3V1dVG2eIwozvG/sHu1NhqNKCkpAQBcddVV/d5nwYIF0Gg0AOBTJzOUnJwcAMCJEyf6/brncVNSUpCenj7s45JLGQwGnDhxAlOnTsU111wDrVY7aKYtJiYGqamp0Ol0wVvkKERHRyM+Ph4ymazfr8scBoyvfAHgepv8G+OmojnrhmAuUbCEvrFurNnhSCqbEBuO41BeXo7KykqcPn16TFc2KCj+FgXFo0NxTmCEXUBcUVHBn8EXFRX1ex+WZTFp0iQAIxsVe/fddwMAXn/9dTz99NPQ6/UAei/Zv//++3jwwQfBMAw2btxIl0nHyO12Y8eOHWhvb8ett96K9evXY+nSpcjMzIRKpYJEIoFCoYBGo0FiYiJWrVqFoqIiHD16NNRLH1RCQgLGjRuHgoICaLXafu8TqytF2sWP+NtN2TfDqCkc0eOEuhdxJPIOhik7PDQxZYnr6+v5UeQdHR1jPvGmoPhbFBSPHMU5gRF2NcSeTgQABj178XzN+/5DeeCBB1BTU4O//e1veOSRR/DII49Ao9HAaDTC7XZjwYIFePTRR7FmzZphH9P78oO3ioqKYR8jXDU2NuLFF1/E2rVrMXXqVEyfPh1A72as9vZ2GI1GKJVK5OXlQaFQ4MiRI2NqNRMM3k37B7vclF73AYxxRTBpCgFGgurJD6Co5OeQOk3BWCYZIY7jfMolRls7HCk9icVEr9f7DO3xDAgaK+o88a1IqyuuqKgY8L3fk4EdjNjiHLEIu4DYbDbzH6tUqgHv59kVbDINP8CQSCR4/vnnkZubi1//+tdwOp382RPQexmjvb19FKsmA6mursbrr7+O6dOnY+rUqRg/fjy0Wi3i4+PhdDphMpmg1+vxzTffYNeuXSP6eQabXC6HXC4H0FtrOtggEQZu5FY8h/LZ/x+cslg4FFrUTLoXeWVPIbzOycMDZYdHR+ht2BwOB86cOcNn42JjY5GXl+e341NQ/K2uri64XK4BR74HgsvlCnqG2vvEebQozgmMsAuIA9kMv6WlBddeey2OHDmCH/zgB/j5z3+OCRMmoLm5GR9++CH+8Ic/4M4778S5c+fw1FNPDeuYA50Nzp49GydPnvTj6sWJZVkYDAbs3bsXe/fuBQBotVpotVqoVCqYTCZcuHAhxKscHu/ssPcL2kDk9i7kVL6Iqim/AQDotXPQlrEaKY3bArZGoWtoaEBmZmaol+HDX9nhSCXUoJjjOJSVlcFmswHo/blOmTKFTnbImBUUFAwrEzwQscU5YhF2f9lqtZr/eLAMnOdytff9h/L9738fR44cwQ9/+EO88cYbmDZtGqKjo5GXl4eHH34YL730EgDgz3/+c9j1Vg0Vt7t3c5lMJuMzB52dnTh37hxOnTqFCxcuiCb48P5dG05ADABxXSVIadjC324YfzvM6gl+X5u/ieVn4g+e31HAP9lh2lwnDHV1dfzAA6B3EMdg2bjRonpiMlIU5wRG2AXE3vU0g20s8nwtLS1tWMctLy/Hjh07AAAPPvhgv/e5/fbbodVq4Xa7sXXr1uEumQwgLi4OV1xxBa699lpcd911uO6663D11Vdj7ty5yMrK4gdwiGVErneGeCSXsDJq3kKUsbeGkWNlqC54EC6J/9+Y/Sk+Ph5xcXFQKpWhXkrAeTZ4SiQSyg6PktA22Ol0OlRXV/O3s7Ky/FI3PBAKislIUJwTGGFXMjF58mR+iENZWRm/y9Kb2+1GZWUlgN6z/uHw3uTm6Y3bn9zcXHR2dqK2tnZkCyc+VqxYgWuuuQbJycmXfM1qtaK9vR1lZWU4ePAgamtrfbJ0QjSS+uG+WM6J3IpnUT5rI9zSKNhUaaib+GOMP/ucIOuJ5XI5WJYFy7JQqVSwWq2hXlLAMQwzYCu90aDNdaFjt9tRWlrKn2hrNBpMmBD4qzJUT0yGi+KcwAi7DHFMTAzmzJkDAPyZTl+HDx/mi8RXrFgxrON6XwYdLJtRV1fHr4OMzuLFi3HTTTdBoVBg69atePvtt/HWW2/hgw8+wJdffonKykqo1WpcffXVeOyxx7Bw4cJQL3lIoymX8Ka0tiLn/D/5213Ji9GROrzf3WDzntzlqb/0J6H3IyajI4QsMcdxsNvtfJZfJpMFtW6YMsVkOCjOCYywC4iB3sktQO8kl/7ajWzcuBFA78a1/s6s+jNjxgz+41deeaXf+2zZsgVtbW0AgPnz549kycTLihUrYLFY8Oyzz+L999/HF198gS+//BJbtmzBO++8g5dffhl/+ctf8NFHH8FgMOCee+4ZsBejUIy2XMJbQvt+JDZ/++JXP+GH6IkaOIsYil7EDMPwmXAAYZ0dFkupjpgIIShWq9WYN28ekpKSUFhYGPSyHwqKyXBQnON/YRkQ33PPPcjOzobRaMSaNWv4ptRGoxG/+tWv8PHHHwMANmzY4PN9tbW1YBgGDMPgjTfe8Pna+PHj+Xngzz//PB555BH+l8JkMuGNN97AHXfcAaB30su6desC+AzDF8MwGD9+PA4fPszX8HnXZLrdbhgMBlRVVWHTpk14/fXXYbfbsWTJEr9esva3sWaIPcZdeA1Kc2/Q4JYocKHgF3Cx8iG+K3iUSiX/83I4HIIvZRktjuNgs9ngcDgCFhjT5rrg884MT5s2DYmJiSFZBwXFZCgU5/hfWAbEKpUKmzdvhlarxfHjx1FUVASNRoO4uDg888wzYBgGTz31FP+DH6433ngDBQUFcLvdePrpp5GSkoLY2FjExMRg/fr16OrqQkpKCj7++GOfLBkZPq1WC5fLxQdSEomk34DD88Z18uRJnDt3DhMnThzTONVAa2xsREdHB8xm84jqh/uSuO2YUPEsWFdvKYI1ehzqJ9zpr2WOmXe5RDhnhz19h10uF+x2e4hXE16EkCUWAgqKyWAozvG/sAyIAWD69OkoLS3Ffffdh9zcXNhsNmi1WqxevRo7duzAww8/POJjpqWloaSkBM8//zwuu+wyJCQkwGKxIDY2FrNmzcJjjz2GM2fOYObMmQF4RpGjvb0dM2bMQHR09IBNzD0BsUKhgMVi8VuNn/dEKn8yGAxoamryS89klaUe4y68yt/uSLsCXUmLxnzcsZJKpXxrPE8GNVBCWUfcX9/hQKEsceBxHIfTp0/zmTAhoaCYDIbiHP9iOCqEEyTPYI6R9A8UgpycnDEf48Ybb8R1112HM2fOYNeuXaitrYVer+83A1xUVIQf//jHqKysxIsvvjjmxwbg10lUgcIBqJn8ILqSFwMAWKcFhcd/CaXV9w10sLGegSCXy6FUKuF2uwM+NTBUAzocDgcfEHtqpgPZai1Su00Ea1hHdXU1ampqAPT+W0+cOFFQrfMiqfPE9ddfD4VCMaahFcM1e/Zs2Gw2fPLJJwF/LG/BfI5kZMKu7RoRvy1btiApKQmLFi3ClClTUFpaitraWrS2tsJkMoHjOEilUiQkJGDVqlVgGAb79+8P9bKDigGQff6fMMdMgE2VBrc0CtUFP8fkk4+C5ZxDfn+g2O32sC4hoKl0wROMCXadnZ18MAwI8+dJ7dgICQ4KiIng2O12/Pvf/0Z5eTkWLVqECRMmYOrUqfzXXC4XPzHKbDbjzTffxIkTJ0K55AF53lwDcSFG4upBbsVzODvjT+BYGSwxeWgc/z8YV/2G3x+L9PLUDgP+mUo3HNSTODBsNhvKysr42/Hx8YP2Xg0lCooJCTwKiIkgWSwW7NmzB+Xl5Rg/fjwyMzOh1WoRHR0Nt9sNi8UCvV6P3bt3+4xXFZr4+Hikp6fDbDajq6uL7wvpL9GmC8is+Q+/sa41cy1idGcQ1xX+l+MaGhqCWjZB2eHgC1SW2O12o7S0lC/DksvlKCoqEvTPk4JiQgKLAmIiaB0dHejo6MDRo0cB9O6sZRiGn9EudGq1GizLIiYmBkajMSCPkdy4DYa4adBrexu110y6F0UlP4fc3oWmpqaA1xEzDAOpVCroLh/+EIrssEckZ4kDERRXV1dDp9Pxt4uKinw6pAgVBcWEBE7Ydpkg4amnp4cPhoWczfHwx0COoTAAcipfhMzWmyl3yWJQXfAguCD9eSuVSmg0GsTHx4siqBgNyg6Hj46ODn7SFtA7hjYhISGEKxoZ6jxBSGBQQExES+gNUhQKBT8sxOl0BrQvr8xpRG7FcwDXG7SZNIVoyr45YI/nzRMESySSoDxeKHgHw8HODntEcgs2f/Umtlqt/AADAEhISPBLZ5xgo6CYEP+jgJiIVkJCgqBnqftrOt1wxRgqkF73AX+7OetGGOKmBPQxvXsPu91un97DHMfxXScCdfLStx+x2+2G2Wz2KW/wB4lEAplMxpeHUHY4+MYaFHMc51M3rFAoBF83PBgKignxL6ohJqIkkUjwk5/8BJMnT8b//u//orS0NNRLukQwyiX6Srv4MYyaIhjjpwEMi5pJD2B805+hcAXm8ZVKJf+xp92ay+VCWVkZTpw4wddNx8TEYMaMGZgyZcqQmWS3242Ghga0tbWhra0NXV1d4DgOKpUKxcXFyMjIuOR7urq6sGvXLpw8eRJOpxMMw2DChAlYuXKlXzKADMNAIpGEJDNM/INhGGRnZ6O8vBwulwtFRUWin7RFNcWE+A8FxESUpFIpPwK5q6srxKvpn3dAHIwMMQAwcGN85Qson/UsnHINHIp4HE++HQua/wkG/s/SegcUVqsVPT09+OSTT9DV1YWlS5dizZo1AICtW7fim2++QVlZGa6//nq+bV5/tmzZgvr6ejAMg7y8PKxYsQJKpRL79u3DoUOHcOONN/rcv6ysDO+++y6kUinuuusuFBYWorW1Fa+++ir++c9/YunSpVi1apVfnm+os4mRvLkOGPsGu6SkJMybNw86nQ7x8fF+XFnoUFBMiH9QuoOICsMwYBgGNpsNzz33HH7yk5+gqakp1Mu6RDDrh/uS23UYX/kX/nZ7dCEuxC33++MoFAo+Y+p0OuF0OvHVV1/BYrFg69at+Prrr3Hbbbfhtttuw9dff41t27ahp6cHX3311YDHtNlsqK+vx89//nN0d3fj3Llz+PDDD/HWW29hwYIF/EmQh8FgwHvvvYc5c+agqqoKf/vb33DFFVfgN7/5DS5cuIAf//jH+Oabb3D69Gm/P38SGmMtnVCpVEhLS/PTaoSByicIGTsKiIkgxMTEQKvV9vs1TxAM9NYBeupROY4LWinCSAW7frgvTfdJpNZ/O5K0QrsWXYocvz6Gd0cJm82GlpYW1NXV4cknn8Tq1avxxBNPICsrC+PGjcPvf/97XHPNNXjyySdRV1eH5ubmfo/p+dkqFAp89dVX+M1vfoOXX355wDWUlJRAIpHgv//9L+RyORYtWoSCggJMnDgRp06dwt/+9jfMmDED27dvH3EdM8dxsNlscLlcgtrAGcmb60bK7XaHfTtADwqKCRkbCoiJIKxatQpPPPHEJZeD09LScP311+Opp57Cn//8Z9x7771YtGjRoJfchSAU9cN9pde+i2hDJQCAYyQ4nnoHHKx//t1YluUz4J7Asa6uDhKJBPfccw8qKirw+OOPIzMzE1lZWfjDH/6AsrIy/OhHP4JEIhkwy6dQKBAXF4ennnoK3/nOd/DUU0/h5MmTA66jrq4O69atQ2ZmJjZu3IhDhw5h+fLlMBqNuO+++8CyLO655x50dHSMuLTG6XSC4zg4HA6/b9IjYzPcLHFVVRWOHDni94E4QkVBMSGjRwExEYTMzEx0dXX5XBIvKirCL3/5S1x//fVIS0tDWloa5s2bhzvvvBMrV64U9AYnt9vNt+oKRYYYAFjOhdyK5yBx9j6+RabFyeRb/VJJrFAo+Ky9w+GA2+1Gc3Mzpk+fDrVajc2bNwMAli1bhmXLlgEANm/eDLVajenTpw+YIWYYBjfccAOuvvpq3HTTTYP2NTYajTCZTFi8eDF//IkTJ+LKK6/EokWLcOzYMTQ2NmLRokUA4NN7dih9+w4L7XeNssRDB8VtbW2or6+H1WpFSUkJDAZDkFYWWhQUEzI6wnqVJxErMzMT7e3tfPAol8txyy23IDk5Gbt27cKTTz6JX//613j99ddht9tx8803Y+rUqSFe9cAaGhpQVlaG8+fPB7V+uC+FrR055/7O325Wz0Rt7OKxH9crUPU8v7a2NixYsAAAcPbsWajVaqjVakRHRyMmJgZnz54FACxYsABtbW0DHjsqKgp5eXlISUkZNBBtb2/nj+d2u3H+/Hn+CoNn41VlZSWKiooQExNzSYu2wYRyKh0ZvoGC4p6eHlRUVPC3tVqtoFs0+hsFxYSMHL3KE0HQarVoa2vjg6tp06YhOzsbW7Zsweuvv47z58+jqakJu3btwttvvw0AmD59On/ZXqj6bgILhfiOQ8jR7+VvlyXeAL380tZlI6HX62E2m+FwOGC32+F2u2G325GcnAwA6Ozs9ClrUSqV6OzsnaSXnJzMf89YeH5XkpOT0d3dDbfbzZeqREVF8etgWRZarXbYJyZimUpHWeL+ud1unDlzhj+pUSqVKCwsFOTPMJAoKCZkZCggJiGXkJAAlmXR3t4OjuMgk8mQn58Pl8uFrVu3XnL/ffv2oa2tDRMnThxzUBUpijo+RqytEQDgZmUoSV0PJzP6Hqwcx6Gnp4evzfRsOvMM6bDZbD5ZVYlEwg/t8K49HgvPz14qlfLH9jy+5/+eIFgmk/kEuYOh7LC49M0Snz9/nu9/zTAMpkyZIvgT50ChoJiQ4aNXehJynsvcFosFQG9NKsuy6O7uhsViuSSzo1Ao0NjYiKioqGEHOSNRVVXl92OGmoRzYnbL65C4ewNHkzwFZ5L8N9rZM7TCs4EwISHBZ2qdzWZDQkICgN7aX5Zlxzzq2RPkmEwm/tie3yHP/70fczhDGMSSHfagLHEvT1Dc2trqUxozceJEaDSaUC1LEFpbWykwJmQYKCAmIecJiH/wgx/gySefxAMPPIBZs2bxNaJ9M4nR0dGIjo6GTqcL9lKHpFAokJGRgbi4OD5LKQRNTU2IcbRiavu3o53rY+ejPmau3x5Do9HgzJkzAIDU1FSYTCa4XC64XC6YTCakpqYCAM6cOeOXICUuLo4/nlKphEaj4TtJdHd3A+jtUtLe3o6WlhYkJiYOeUzKDouXxWLxqRtOSkpCZmZmCFckLBQUEzI4erUnIdfR0YGKigp0dXUhKSkJs2bNQlJSEtxut0/g5MnUJSYmIikpSZCZXLVaDa1Wi6ysLKSnp4d6OZfIMh5BpuEIf/t00i0wyZKH/f1KpXLAzG5aWhoOHDgAAFi5ciWcTieqqqpw4cIFOBwOXHHFFQCAAwcOIC0tDdXV1XjjjTfwj3/8A//6179w6tQp/lg6nQ7Nzc2XXAFwOp1obm6GwWBAYmIipFIp9u/fDwC44oorUF5eDovFguPHjyMpKQkzZszg15SdnT3oc/PuDAIIPztMvuV2u3H8+HH+56dSqSKybngoFBQTMjDhpLBIxDp06BAOHToEoHczlCezo1Ao+q0znTdvHqKjo/muBUIS6oEcwzGt/X10K7NhlqfAxSpwLHU9ljT8f5Bwg/faZVmWf34Oh+OS3q7p6ekoLy/Hvn37cMUVV2DixInYsWMHACAvLw9XXHEF9u3bh+7ubsyePRvHjh3DuHHjsG7dOhw4cACHDh3CtGnTcOLECT6I7ctkMuGjjz4C0NvSLSUlBdu2bcPGjRtxzz334OOPP8Yf/vAHAMCjjz4KlmWxZcsWSKVSZGQMvpHQOxgWU3Y40sc5A70lMZ4SHU/dsJCu0AgJjXompH/ieMUnEcNisaCurg779+/Hrl27fHqHchyHqKgoZGdno6KiAtXV1SFcaf+EMJBjKFLOjjktr4N1907wMigyUa69bsjvUyqV/Mf9nahMmDABUVFReOCBB8BxHI4cOYLf/va3+O1vf4sjR3qz0g8++CBUKhUmTJgAu92OadOm4emnn8YVV1wBh8MBjuNw/vx5LFy4ENu3b8f27dtx3333AegNcD2fmzZtGs6fP8///9lnn8XKlSuxf/9+/OxnP8Nbb72FJ598EgcPHsSbb76JuXPnDrmxSiKR8Nlvyg6LS2xsLF8Sk5iYiNjY2BCvSNgoU0zIpSggJqJit9vxr3/9C2+88Ybgpk8plUo+K+VwOHw2lQmNxt6Ios5vRzvXxC1Fc/S0Qb+nv97D3mQyGZYtW4aSkhLMmjWLH7386KOPYufOnXxWePny5ZDJZGAYBh0dHdi7d+8lQzNYloVSqYRSqUR7ezv27t0LnU7Hf84TrObm5iIvLw+//vWv8d3vfhdqtRrPP/88VqxYgd/85je44ooroNFo+HKNwXim7ykUijFv+Au2SN9cxzAM4uPjkZ2dDY1GM+xJdpGMgmJCfNE1JSIqTqdTsC/kYiiX8Jaj34t21SS0qKcDAE4mfw+a+npEObsvua9MJuODRE/P4f6MHz8ea9euxf79+3HTTTf5fC0hIQFr167la3knTJiAnTt3YufOnQB6g1uWZTFhwgTs27cPl1122aDrX7p0KRiGwRVXXIG4uDh8/PHHeP/99/mvMwyDadOmYfXq1Xxf4uGgzLB4DaeTCPkWlU8Q8i0KiAnxEzGUS3hjAMxoexvfKMahR5YAhyQKJSl3YFHjC2Dh29/ZOzs8VOY7Ozsb48aNQ11dHT+MQ6vVIjs726cud8GCBcjLy0NPTw9kMhn/xjxnzhyMHz+eb53WH7Vajfj4eAC9pQ4LFizAtGnTUFNTA5ZloVKpMHHixIh6s4+0WmKDwQC1Wj1grffFixf5iYVkYBQUE9KLAmJC/MQ7IBZihripqemSzhdydw9mt76B/Rn3g2Mk6Fbl4qx2NQo7t/D3YRhmyHKJvliWxfjx4zF+/PhB7zdQKzStVgutVjvk43iLiopCUVERAAy73ZanswTVDIuLwWBAa2srdDod0tLSBqwPp6B4eDxX3SgwJpGMaogJ8QMx1Q/3lWCtweTObfztqvgr0aaazN+Wy+V8sOh0OgMyDCVUPM/HZrP59CAWq0ioJbbZbGhra+M/9vSeHgjVEw+fUMvRCAkGCogJ8QOx1Q/3laf7CkmWb4caHE+5HVZJDADf7hLDyQ6Lhdvt9hn9LZY2a5HM7XajpaWF73Iik8mQlJQU4lWFFwqKSaSikglC/EBs9cN9MeDQHlXA37ZLY7F9/IZL7xh36afWVd0buIUFkHdGmGXZsAmIw7WWmOM4tLW18Rs6GYZBWlrasH5uVDoxMlRXTCJReLwDEBJijY2N/CYyMQbE4aahoWHQr/fNDofbEIdwLJ0wGAwwGo387eTkZJ/a9qFQ6cTIUKaYRJrwehcgJEScTif0er3geiOPRt39w7tf9guBXUcghWt2OFzZbDa0t7fzt2NiYkY1fIMyxSNDm+1IJKF3AUIiSFNTU6iXEHLhnh32CJcssdvtRnNzM183LJfLkZycPOrjUaZ45ChbTCIBBcSE9KOqqirUSyBjNFDZBGWHxYPjOLS2tsLh6B0zPpK64cFQUDxyFBSTcEfvBERwPGN7xUKlUoV6CWSYIiU77CH2LLHb7eaDYaC3bpim0YVOa2srBcYkbIX3uwERpfj4eCxduhROpxNNTU04duxYqJc0IM9ENJfLBb1eP+RmLhJalB0WF4lEgnHjxqGjowNut3tUdcMDoXri0aMuFCQc0bsB8ava2toxH8NgMGD//v0oKyvz2UgjRJ52axKJhCadCVDfExTvn1O4Z4c9xJ4lZhgGSUlJY6obHgiVToweZYpJuKGAmAiOw+FAa2srLly4gLq6ulAvZ1BiH8gRaSQSCeRyOWQyGWWHRSZQJ5wUFI8eBcUknNA7AiFjIMaBHJHeaYJhGEgkklAvI6jElCXW6XTo7u7mu0oEAwXFo0d1xSRcUEBMyCipVCo+sLLb7fwELSIsVNctHlarFe3t7ejo6EBzczNcLlfQHpuC4rGhoJiIHQXERHDEcimbyiXEgWVZuFyuoGYchUjoWWKXy4Xm5mb+ttPpDHpdPgXFY0PZYiJmkbGrhIhGdHQ0rrzySpjNZnR2dqKkpCTUSxqQGMslhkPME+j6Ex0dDYfDAYZhIr52uL6+HuPGjQv1Mi7h6Tfs6QLCsixSU1ND8rOi7hNjR10oiBhF7jsDEaSYmBgwDAO1Wi34/r7eAXEkZ4hdAj6vlkgkUCgUABDxGWIh0+l0Pn9Doe43TJnisaNMMREb4b6TkYgUExPDf2w0GkO4ksFFRUWFXf3wzQ0P8WUgDocDer2+3/uZZEn4ZtzDcLG9Acu5hFUo6NoStHWORFRUFP8x9R3uJbQscU9PDzo6OvjbcXFxPq8DoUKZ4rHzBMWULSZiQO8ORFC83wiFXIYg9nKJ/jpNeE8HtFqtA36v2tGOgs7N/O3z8SvRrcj27wL9wDs7DERO32ExcblcaGlp4W8rFAokJiaGcEUkEChbTMSAAmIiKN4b1YScIbbb7TAajXC73WFRLsEwDL+BieO4ITPe4/V7kWg593/fzOJEyu1wMbJAL3NEvLPDNpst4tvNeRPCBjuO49DS0uJTN5yWliaoATdUOuE/tOGOCB0FxERQvANiIWde9Xo9ampqUFZWBp1OF+rljBnHceju7oZer4fZbB6y3pYBhxltb0Pi7s0km+QpqEhYE4ylDkvf7LDFYgnhakh/dDqdz88lJSUFMpmwTqoACor9jYJiIlQUEBPBkEql/GV7l8sliiCG47iw2qzlcDgGLZfwFuXsQlHHJ/zt6rjL0amcEKiljUjf7HAw+9mKRaizxCqVii9jiYuL8zkZFhoKiv2LssVEiCggJoIhtL6+VVVVoV6C4GUbDiDJXN57g2FxIvl7cDKh6w4ADJ4dpiEdvkIZFCuVSmRlZSE+Pl4UdcMUFPsfBcVESCggJoIhlnIJ8i0GwIy2dyF19QadFnkSyrXXhnRNlB0WD4lEgsTEREHVDQ+GgmL/o2wxEQradk0EQwwt1xiGwYQJE2CxWGAymWAwGEK9pFFrampCRkYGYmJiYLVaR906TuXSYUrHRziZcjsAoDbuMqSZTyGp55w/lztsnjIWhmFEUXYTasFsw+Z2u0Xf+o7asQVGa2srHA6Hz9WdQHM4HEEPxoP9HMnwifuViYQV77ZfQs0Qq1QqREVFITExEWlpaaFezpgplUrI5XLExsYiNjZ21McZZzyCFPMZ/vbJ5O/BwSgH+Y7AMZlM0Ol0MJlM/WaHqWziUsEonbBYLKipqRHs3/ZIUKaYkPBDATERjBMnTmDLli3YvXu3T29SIRFanfNYeWcqbDbbqI/DAJje9i5krt5/kx5ZAsoSrx/r8kbNbrejp6cnZI9PfDmdTrS0tMDtdqO5uTksOrNQUExIeKGSCSIoDocD3d3doV7GgMQ+kMOb9y5/juPGFBADgNJlxLT2D1CSuh4AcFGzEGnmU0ixlI95rcNhs9lw8uRJlJWVwWKx8H1t586di8zMTJ/7NjQ0XPI5u92O2tpaNDQ0oLGxEV1dXQB6xwivXr3aJ4NeXV2NnTt3DliSIZPJUFxcjJkzZ/r5WQZOoEonPP2GPdl6iUQi6I4SI0HlE4SEDwqICRkmhmF8AmKxZ4jj4+P5j8caDHukm46jyTQDzereQPBU8q24/OIGyN2BzdZ2dnZi06ZNsFqtWLduHebOnQuj0Yi33noLmzZtQmFhIZYtWzbg5i2r1Yrnn38eOp0ODMMgLy8Pc+bMAcuy+PLLL5GYmIgrrriCv/+2bdsglUoxb968fo9XXV2NTz75BFOmTBFkb91g6urq8snWp6SkhNXUQAqKCQkP4fOqREiAqVQqfkOQzWaDw+EI8YpGj2EYxMXF8beH23t4yOMCmNb2ATqVebBLY2CVxqE08TuY1fYfvxy/Pw6HA9u2bUNSUhI++eQTzJo1C83NzYiLi8Pjjz+OJ554Ak8//TQSEhIwY8aMfo9RU1MDnU6H1157DTfccAM0Gg3/tfT09Es2eRqNRtx888145ZVX+j3eX//6V9x3332w2+2iCoj9nSU2m818ph0AEhISfE4qwwUFxYSIH9UQE0GIiYmBVqsV9O7bcKofjo2N5bN0LpeLH5/rDwq3CdPb3+NvN8TOQ3P0VL8dv6+KigoYDAa88847mDp1Km699Vakp6cjOzsb33zzDZ566ilcffXVOHr0qM/z9N5c53a7AQBarRY7duzAI488ggMHDgzr8e+44w5Mnz7d57+nn34a0dHRgv59Hoi/Ntg5nU6fHfwqlQoJCQl+ObYQXbx4keqKCRExyhATQRg/fjzy8vIAAGfOnMH58+dDvKJLhVP9sHdg4q/ssLc082lkGI+iMWYuAOBU0neR0FMNhdv/JxJ1dXWYOXMmFi1ahFdffRXvvfceCgsL0djYiPXr16OhoQH33XcfvvjiC7S0tFxSOwz0XsZnWRbXXvttD+Xp06dj4cKFQz7++fPncfr0af44Wq0WSUlJWL16dViVBoxEf3XDqampouk3PBaULSZEnChDTATBuwexELOv4VQ/LJPJ+Gy3PzbTDWRq+3+hcOoBAHZpLM4k3ez3x2BZFk1NTVi8eDEAYNOmTYiNjcWyZcswf/58NDc34/DhwyguLgbDMGhubu73OImJifjpT3+Km266Cbfeeuuo19Pa2gq9Xo+ioiJMmCCMMdajMdYscWdnp0/dcGpqakSdHFCmmBDxoYCYCIJ3OYIQh3KEU/1wXFwcn6kzmUx8uYC/yd09mNH2Dn+7KWYWGtX+7bpgsVjgcDhQXFwMACgvL+czkZ4+0eXl5YiLi0NBQQHa2tp8vt+7bCIzMxOzZ88ecX/pjRs3oqKiAsePH8ezzz4LrVaLd955Bzt27Bjjswut0QbFdrvdp1NMQkKCz/TASEFBMSHiQgExCTmWZfk3TI7jBJl99X5DF3u5BMuyfBDc3d2NpqamgD1WiqUcWYaD/O0zSTfDKokZ5DuGTyqV8jXBKSkpAHozk54BL57/d3Z28vfxdza8q6sLOp0OJ0+ehN1ux4MPPojjx49j/fr12LlzZ0QGRXK5HGlpaWBZNuzrhocSiT9/QsSKAmIScmq1ms9Yms3mgGUsR6OqqgoA0NHRgYqKCtTX1wu6T/JwtLa2ory8HA0NDdDr9QF/vKKOj6Fy9HYasEvUOJ30XXB+OG5UVBRfoyqXywH01kN7Ls1LJBIA4C/dy+Vyv02ui46OxieffIKUlBRcc801uPXWW7FgwQIUFxeju7sbL774IjQaDQ4ePDj0wQRstFlitVqNrKysiKkbHgwFxYSIAwXEJOTE0r3BMzRkoGEMYuJ2u9HV1QWO80doOjiZ2+pTOtGinoYG9ZwxHVMqlUIul/OBsCdrHx8fz28S9GSDPRlKk8nktxZo1157LZKTk7Fo0SL86Ec/woMPPoh169bh0KFDePbZZxEVFYWbbroJ5eXBGUoSSKMNimUyWUTVDQ+GgmJChI8CYhJyQq8fJmOX1FOJHP1e/nZp0k3okWgG+Y7BeUpYPMNFysrKAPSWRXh+hwwGA/85oLeW2Hva3Fjk5OTgBz/4AVatWoXc3FykpKRg4cKFyMjIwKFDhwD0dk6x2Wx+bWkXKkMFxT09Pf1m38m3KCgmRNgoICYh5x0Qi70+lwyssGMTohztAACHJAqnkm8dVekEwzB8OUR0dDQ0Gg32798PAFi+fDkaGxthMplw7tw5sCyLyy+/HOXl5eju7kZaWhqOHz+O119/Ha+88greffddNDc3o6GhARzHoaOjA+3t7Zc8ptlsRlNTE+x2O+x2OzZt2oT33nsPZ8+ehcPhAMdxqKurQ2trKyZOnAigt8xGKpXyaw1XDocDTU1NuHjxYkBa+IUTCooJES66nkVCTugBsUajgc1mE/2bfXZ2NlwuF7q6ui4p+2hqakJ6enpAH1/K2TGz9W3sz7gPYFi0RRfhYswCZBsPjeg4HMehu7sbSqUSLMsiLS0N33zzDcxmM9avX48XX3wRb7zxBgDg+uuvR3JyMt58800AQFJSEj744AMsWbIEU6dOxebNm3Hs2DGsXbsW7777Lt9PuK+ysjKUlZVBqVRiwYIFOHToEJKTk3Hy5Ek+QHc6nUhKSsIvfvELuFwu/Pe//0Vubm7Y1ND2N8XO02/Y7XbD7XajpaUF2dnZYfOcA8ETFFOvYkKEhQJiEnJCLplgWRbjxo0Dy7JwOp04e/asoDb9DZdMJkNsbCwYhkF8fDwqKipCcilfa72AXP03qI5bBgAoS7oBST2ViHKOfKOi5wRlypQp+PDDD/HYY4/h2WefxZEjR/DXv/4V+fn5ePDBB3Hx4kX87//+L8aNG4eoqCi43W7cfPPN+OlPf4qzZ8+itLQUDocDp0+fxvr167F27VoAwLx58wAAr732Gr8x74YbbsDhw4cB9JZgHD58GMeOHYPJZEJubi6++93vIi4uDs899xwaGhpw++23j/nfTEj6BsUdHR0+J4opKSkUDA8TDfAgRFgoICYhxTAMurq6oFaroVKpfJr5C0FCQgLff9jlcokyGAZ6a229ew+Hsq61oHMLWqMKYZanwMmqcDL5eyhu+huYUfaeSE1NxdSpU/Hcc8/h4sWLePzxx/Hqq6/CZrPhtddewx//+EcYjUZcffXV/L9BQ0MDTpw4AaPRCIZh+M2F8fHxyMnJAQC0tbWhra2Nr0H28GwU++ijj7B8+XJcffXVYFkWdrsdu3btwn/+8x+88847KCoqQkFBwSj/lYTPZDJBp9PxtxMTE6FSqUK3IBGioJgQ4aCAmIQUx3H8JiQhSkpK4j8WYjnHcHk2nwG9vXNDScI5MLP1LezLfBBgWHRETUJt7GKMN+wd+psHsGTJEkRHR+PTTz/FRx99BKVSCZvNBo7jkJaWhuuvvx7x8fHgOA4pKSl46qmn8NRTTwEAiouLIZfLkZ6ejmeffRbPPvvsgI/DMAyuv/56bN++Hffccw+A3gBZpVLxLQPlcjmWLVuGFStW8CdT4aS+vh6pqalobW3lPxcdHY24uLjQLUrEKCgmRBgoICZkEOEQEEdHR0OhUAAAnE4n330hlBJstcjT7URV/BUAgPLEa5FsqUC0s2PA79FoNOA4DhaL5ZIMN8uymDNnDoqKilBVVQWDwQCZTIb09HRkZGTwmWGGYXDDDTegsbERTqcTarWa/xlfe+21aGxshEYzcPeLjIwMfupda2sr35fabrdDoVBg3LhxmDBhgt/auwmRZwOhJ6sulUqpVGKMqK6YkNCjgJiQAUgkEp8pW0LukTwY7+ywTqcbsPdwMDbWeZvU9Rlao6bAqEiDi1XgRMr3sKjxL/2WTshkMj7IlMlkA/ZQVqlUmDp16qCPK5FI+g08PJ/PzMwccu0MwyA1NRWpqalD3jfcOJ1On3/7tLS0sO+kESyULSYkdMLveh4hfuJdP2y1WkXZT5ZlWZ+Mp5Cm7Ek4J2a2/QcM19u/tkuVh2rN5f3e13t0tqcUIlBGM7kuUrhcLp9+w4mJifyIbOIf1JqNkNCggJiEVGFhISZOnIi0tDTB1VsmJibyH4u1XEKj0fDZO6vVKrhNi3G2ekzs3s7frtCugUmW7HMf7+ywp2SChIZ3MMyyrOC6woQLCooJCT4qmSAhwzAMJk6cyAdsn376qaC6OHgHxOFQLhHqzXQDOZewiv/YzcqxK/uxwb/h/57Suqp7A7amhoaGYZVORBqZTMZniWUyGRiG6bc/MRk7qismJLiElZIjESUqKsoneymkkgSWZUVfPyyXy/kezxzH+bTIImQ0GIaBVCqFXC732UQ31GhnMnqULSYkOChDTEJGyAM5tFotH6wbDAZBBevDxbIsTCYT1Go1jEbjsJ5DsDfWeau7f3j3y34hsOsgQ+uvowRligOHNtsREngUEJOQEfLIZovFgrNnzyIxMVG0mVWr1Yrq6upLsnlkeKhsAnC73XC5XJBKpfQ7FGJUQkFIYFFATEJGyAGx2WxGeXk5fzsvLy+Eqxkbu90e6iUQEeI4Dg6HAxzHwe12QyaTDbnxlbLEgUfZYkICg2qIScgIOSAmBIjsFmze/YZH0uaO6okDj+qKCfE/CohJyAi5hjiSNTU1hXoJJMT69huWSqUjaotIQXHgXbx4kQJjQvyIAmISEizL8sMWOI4TZRcHoUpISMDkyZORkpIS1iOEgyXSssRutxsOh4O/zbLsqCbRUVAcHBQUE+IfVENMQkKtVvObdMxmc0Anj43UZZddBolEgvb2dlRVVcFqtYZ6SSMSHx8PuVyOlJQUuFwudHR0hHpJRCQ8dcMeDMPw/YaJcFFdMSFjRxliEhJCrR+WSCRISEhAfHw88vPzBTUoZDgUCgWio6MB9Gb6hDSqWcwiIUvsvYnOY6zBMGWJg4dKKAgZGwqISUgYDAaUlpairq4OLS0toV4OT6vV8rWSer1edB0avCfTGY1GnzrQkaA64sjjcrl8TgBHWjc8EAqKg4uCYkJGhwJiEhImkwnnzp1DSUkJqqurQ70cXlJSEv+xd6lBVVVVKJYzYmIY1SxW4ZwldrvdPoNbWJaFVOq/ijoKioOLssWEjBzVEBPiJTExkf+4vb09hCsZObVazW+iczgcouvcQRPoQothGHAcx9cN+xv1KA4+qi0mZPgoQ0zI/5FKpT4ZVrFtRktISOA/Fut0PaEL1ywxy7KQy+WQSCQB3URHmeLgo2wxIcNDGWJC/o93/bBOpxNV/bBEIkFsbCx/W0zlEuuq7kVcXBx/ib6np+eSNnwcgEPpP0V7VAEAQGO9CDdYsBDXpkchC1RmuC/KFIcGZYsJGRxliEnQabVarFy5EvPnz8f48eNDvRyed/2w2Mol4uLi+GDeYrHAZrON+ZjB2lgnl8v5YJjjOFgslkvuwwCY1vYBWHfvSYpemYUazWVBWV9f4ZIlDmWrQ8oUhwZliwkZGAXEJOhiY2MRGxuLjIwMaLXaUC+H510/LLZyCe9SD7G1WvMMaAF6s8MDBWrRzg5M6v6Cv31WuwY90rhALy8scRwHu93uM5452CgoDh0Kigm5FAXEJOiEOLJZKpUiLi4OQG+wILaA2GAwwGazwe12i6p+uG92uKenZ9D7T+jehRhbb+baxSpwJvEmhCKcE3OW2LvfsNPp9BnEEWwUFIcOZYsJ8UUBMfG72traQb8uxKEc0dHRfM2wXq8PaZAwGm1tbaisrMT58+dH3Xs4FIabHfZg4cK09vf42y3qaWiJnhaw9Q2k73jjkfJkaEfys3I4HH4ZFNO33/BoxjKT8EGBMSG9aFMdCTohBsR6vR6fffYZ1Go15HJ5qJczav6oHfbW1NSE9PR0vx7TY6TZYQ+ttQbZ+n2o0ywGAJxJ+g4SLecg4wI7YpvjONTU1ODYsWNob28Hx3HQaDRYuHAhiouLh/y90ev1OHHiBCorK9HY2MifgKWlpaGoqAjFxcX8lEEPq9WKvXv34siRIzAajWBZFllZWVixYgXy8vJG3A2ib79hiUQS8oCYNtkJA226I5GOAmISVAzD+LzpCyUg9hDaesKZw+GA2WyGSqWC1WodUS1rQeenaI6eBrs0FlZpPM5qV2Nqx0cBW6vL5cLnn3+O2tpa5Ofn45577oFCocDevXvx+eef4+DBg7j77rsHrIlvbGzESy+9BLvdjlmzZmHNmjUYN24czGYzdu3ahV27duHQoUNYv349MjIyAPSejLz22mswm8249tprMW/ePBiNRrz99tt49dVXMXPmTNx0003DnibnKZXwYBjGr8M3xoKCYmHwZIopMCaRiEomSFBFRUXxb+A9PT2iurwvREIJaEbDkxXu7u4ednbYQ+7uwZSOj/nbNZrL0K0I3Jv44cOHUVtbi2effRbl5eX45S9/iR/+8If44osvsHfvXkgkEvznP/8Z8Pe5srISdrsdVVVVKCkpwV/+8hf87Gc/w+OPP449e/bg1KlT0Gq1/DHsdjv+/e9/Iz4+HiUlJfjkk0/w/e9/H48++ijOnz+Pxx57DCdOnMDevXuHtX7vumGPQPYbHg2qJxYOKqMgkYgCYhJUQiyXGC6hjW+WSCSYPHkyJkyY4DOUQ2w4jhtVp4MMUwmSzOW9NxgWp5O+C3cAXtIsFgtOnjyJ9evX48EHH8QHH3yAzMxMpKWl4cc//jEWL16Ml19+GS0tLThz5ky/x/DU7NpsNvzkJz9Beno6oqKiEBcXh40bN2LKlCn4xz/+AZ1OhzNnzuDIkSPQ6XR46623MGXKFNx6663IzMxEVlYWtm/fjj/84Q9Yu3Ytdu/ePax+2X3rhmUy2bAzy8FEQbGwUFBMIonwXhFJWIuJieE/FkqHiXHjxmH8+PE+wboYeHoPR0dH+7Rd87dg9SMeKQbAtHbv3sTjUKNZ6vfHqa+vh9vtxr333guz2Yy77roLCoUCEydOxEsvvYQtW7bghhtuQHp6Os6ePdvvMTylFFOnTsW//vUvJCUl4aqrrkJ8fDweeughHD16FKtWrUJKSgrOnz+PyspKTJs2DZdddhnefvttvPfee5gzZw5YlsWdd94Jl8uFe++9F1ardchNrEKsGx4MBcXCQtliEikoICZBJcQMcV5eHmbOnIkrr7wSKSkpoV7OsHlnhcXUezgqKspvAVm0sxOTurx7E6+GRerfk4Pm5mbExsZi2rRp2LFjBywWCxYvXoyVK1dCLpdj06ZNAIBFixYNGJxOmzYN1157LVatWoVHHnkEt912G5YtW4bVq1cDAM6fPw+gt0e33W7HxYsXsXhx76bBzZs3Iy4uDjfeeCOuuuoqtLe348CBA1iwYAEkEgnq6uoGXLuQ64YHQ0Gx8FBgTMIdBcQkqIQWEMtkMp/+w52dnaFd0DAplUqoVCoAEFXvYblczpcK+CsjP0G307c3cZJ/exO3t7dj7ty5kEgkKCsrAwCkpqZCIpEgJSUF5eW9ZRvFxcXQ6XT9/l5LJBIUFxdjyZIl/KZSjuPw9ddfQ6FQYOnSpWhvb0d1dTWA3tKKBQsWAADKysqQlZUFhmGQnZ0NACgvL0dMTAyKiooG7Yncdxyz0OqGB0NBsTBRYEzCFQXEJKiOHj2KPXv24Pjx44LIamq1Wj5A0Ol0PpeWhcw7O6zX6/3Sn3Yw/iqb8PQdZhjGb2tm4cZ0r97ErdFT0Rw93S/HBnpbn3muHHR1dUEmk/FZVqVSyZ9EJScnA8CwNwhu374dZWVl2LBhAzIyMvDHP/4Rbrcb+fn5AODzmJ5/N8//vR9zqMdjWRYKhQJyuVyQdcODoaBYuCgoJuFGXK+ORPRsNhs6OjpQW1vr9565o+E9rrm9vT2EKxk+hmH4rDYgnnIJhULBB5Jut3vEnSUGk/B/vYk9SpO+Awej9Mux3W43n2W1Wq0+5R4SiQRWa2//Y08f4uF0Ttm9ezd2796Nu+++Gz//+c/xySef4MUXX8SCBQv4kx3P8axWK//vxrIsGIbxeczhPB7DMKILhj0oKBYuyhaTcCLOV8hhamlpwf33348JEyZAqVQiJSUFa9euxc6dO8d87Orqajz44IMoKCiAWq2GRqNBQUEB7rzzTnzzzTd+WD0JhqSkJP5jsYxrjomJ4QMku90uiNKT4fCUeAAYcd/h4Sjo/BQKp6H3+NI4nNWu9stxZTIZzGYzACA+Ph42m41fu81m4wNYz89hqAEde/bswZdffonvfe97+Oc//4kdO3bwXSSuueYa/vs9x4uPj+dPHjyP7f2YfR+P47iAXzEItvr6egqMBYwC49ChOMd/hL+7YpROnz6N5cuX85cWY2Nj0dHRga1bt2Lbtm3YsGEDHn744VEd+7XXXsPPfvYz/k0qOjoaDocDZ8+exdmzZ8GyLJYu9f9ud+JffeuHxRIQi3EzXSCzwx69vYk/QknqegC9vYkzjUcRbxvbG3VsbCxKS0sB9NYOcxwHk8mEmJgYGAwGTJw4EQBQWloKiUSC2NjYAY+1d+9efPbZZ/jud7+LN998E3v37sW1116LhIQErF+/HjKZjP/5lpaWYs2aNUhNTUVXVxeAb3/ennKKsrIy5OTk8Mf3bKLzZLWF3E1iNGiAh7DRYI/gojjHv8IyQ9zT04N169ahs7MTM2fORGlpKfR6Pbq7u/GLX/wCHMfhkUcewfbt20d87Pfeew933XUXenp68LOf/QwXLlyAyWSCxWJBS0sL/vOf/2DhwoUBeFbip1QqBbXDPTExUXT1w1Kp1Kd1XTAD4rHUEQc6O+yRbjru05v4VPLYexOnpaWhsrISnZ2dWLFiBYDeQRsdHR3o7OzEypUrAQD79+9HSkoKTp8+jb/+9a94/PHH8eSTT+LLL78EABw4cADbtm3DTTfdhLfeeguHDx/GmjVr0NPTg1WrVqG7uxsGgwHR0dFISkrC/v37AQDLly9HbW0turu7ceLECTAMg+XLl+Ps2bPo7Oz0CYi9+w17AuNwQ5li4aOMceBRnON/wolO/Oill15CXV0d1Go1tmzZwo9CjY2NxcaNG3HhwgVs2rQJjzzyCK688sphH7etrQ0//elPwXEcNmzYgEceecTn6ykpKfif//kfvz6XcDJt2jRkZmaip6cHx48fR2tra0jX410uMdz64aqqKuTl5QVqSUOKi4vjg3iz2TysoQyhFozssIenN/HXqt/AxcphUIxDTdxSTNDtHvUx09PTwXEctm3bhu9///tYvHgx9u3bh0OHDiEmJga33norWlpacPz4cUybNg2nTp2Cw+HAj370I5w7dw5ffPEFUlNT8emnn+K6667DO++8g2PHjmHVqlV8WcRrr70GoLdG+MYbb8T48eOxd+9eGAwG/OAHP8Dzzz+P//3f/wUAXHvttUhJScHbb78NAHxA7HK5Luk3LNa64aFQplgcKGMcOBTn+F9Yvlp63ihuu+02/pfE20MPPQQAOH78+ICN9Pvzj3/8A93d3Zg0aRJ+/etf+2exEcTTZkulUgkikBPjhjqTyYSOjg44nU7+MrrQeTojAL1ZjUBlhz2inZ3I7/qcv302YWy9iVNTU6HVavG73/0OnZ2d+PLLL/H444/jJz/5CY4fP47MzEw8+OCDcLlcKCwshM1mQ2ZmJl544QX84Ac/AAAcO3YMGo0G77//PqRSKWw2G/7zn/9g8+bNPv8VFhbixIkTmDdvHvR6PR599FEUFhbi2LFjuPvuu/H000/jgw8+QH19PZ5++mnk5uYiKSlJtP2Gx4IyxeJBGWP/ozjH/8IuIDYajSgpKQEAXHXVVf3eZ8GCBdBoNACAXbt2DfvYnl/A73//+2GbeQkkIfUglslk/O+A2+0WTf9hq9WKpqYmVFRUiKL3sEKh4OtY3W433x0h0CbodvmtN7GnRKGhoQFz587Ff//7X/zmN7/B3//+d7S3t2PlypV47733MG/ePGg0GjAMA4vFgpKSEtTU1Pgc58yZMygpKUF0dDQyMjIu+U+hUMDtdiMzMxOLFy/Giy++iHXr1sHpdOLll1/G/fffj1dffRULFiyAwWDAddddd0kwDPRu7BNLv+GxoKBYXCgw9g+KcwIj7J5tRUUFn4EqKirq9z4sy2LSpEkAwDfVH0pnZyc/TWrx4sXYtWsXP3o1KioKhYWFePjhh0WzMSvYVCoVn7Gy2WyXvIEHm8vlwoEDB3Du3DlcvHhRFPXD3jiOC3imtT8jrSN2uVz8zzoY2WGP3t7E7/K3x9qbOCUlBddddx1MJhPuuOMOvq/vwoULceDAASxduhSzZ88G0FvCcPbsWcyZMwe/+c1vkJSUhEWLFkGv12POnDmD/ldSUoLCwkIAwDXXXINVq1Zhx44dmDVrFhQKBaKiovDTn/4UcrkcP/rRj5CcnOxTNwyIa/iGP1BQLD4UGI8NxTmBEXbX1Jqbm/mP09PTB7yf52ve9x+M55cE6G2ov2HDBnAcx29wqqioQEVFBd566y3s2LEDBQUFwzqu5020r4qKimF9v1gIKTsM9GYrW1tbQ17HHO6cTif0ej1kMlnQTzoSrLXI1u9FnWYJAOBM0k1I6qmEzD26LHVaWhpuvvlmXLx4Ea2trXC5XNBoNMjLy/NpfVZUVITU1FQYDAawLIt58+ZBJpPhl7/85ZC/b3Fxcfxrk2cX97x583D69Gl0d3dDJpMhJycHubm5YBim37rhcOssMRxUUyxOkVpjXFFRMeB7vyfzOxixxTliEXYBsadfKOC7s70vT13jcIMz78vTGzZsQFFREV599VXMmzcPbrcbX375Je644w40NjbixhtvxOnTp8O+hm8khBYQi41nAMNwhjAIUaiuCBR2bkFL9HTYpLGwSTU4m7AGUzs+HPXxPOOTPSOUB6LVaqHVagGAH+rh/bmRUKlUmD9//iWf71sqwbJsRL/mUFAsXqHKFtvt9qA/tj/2z1CcExjh80z+T6AuyXpfkpRIJPjkk0/4bgMsy2LVqlV47bXXsGbNGlRUVOCTTz7BTTfdNORxBzobnD17Nk6ePOmXtQsBBcRjk56eDrVaDYPBgJaWlpBuSmxqaho0KyEkskt6Ey/5v97EdUFbQ0NDAzIzM/1+3L4nR5FWKtEfT/kEBcbiJITN1sFQUFAwrEzwQMQW54hF2NUQewdeg7V3slgsl9x/uMddvXp1v623Vq9ejfz8fADAV199NazjRgohBcRyuVxUl5U9vYdZlkVcXFxIaodHSqFQhHoJvHTTcST7uTfxSDU0NPj9mFKplM8+UzDsi+qKSTijOCcwwi5D7J25ampq4ovK+/JsDkpLSxvxcQc6pudr586doxfkPryHSRiNxhCuBJg8eTJyc3PR1dWFs2fPoq2tLaTrGUp8fDwf7BiNxpBvSByKQqFATEwMoqKiBNErmQHQFl3I3zYoMrE174Vhfe+6qnsDtCr/8PQapmD4UlRCQcIVxTmBEXYZ4smTJ/NvDmVlZf3ex+12o7KyEgD4Hd1Dyc3N5Wt1hvPmQ29Q32IYxqcXrXf9UygkJSWBZVmfPsQjUVVV5ecVDS4+/tseukIZ1TxYtwnPzzpSN3gNJBBZYoBeawYTbm/YhAAU5wRK2AXEMTExmDNnDgBgx44d/d7n8OHD0Ov1AMCPYh0Ky7K4/PLLAWDQJteeX8ChNt1EEqVSybfcslgsId0YplAoRNV/OCoqCkqlEkBvzajn91aoQtV3eLjq7h/ef4EylqDYs4lODCUzQlJfX0+BMQkrFOcERtgFxEDv5Bagt8F0f+1GNm7cCKB349pglwX6uv322wEA27Zt6zdLuG3bNpw7dw5Abw9R0qunpwdffvklNm/ejD179oR0Ld67/Lu6ugTftcE7O6zX6wUfDAV7Kl0kcTqdcLlcsNlsPptfyPBQUEzCCcU5/heWAfE999yD7OxsGI1GrFmzhm9KbTQa8atf/Qoff/wxgN62It5qa2vBMAwYhsEbb7xxyXFvueUWzJ49G06nE9dffz2OHj0KoDcT9sUXX+CHP/whAGDevHlYvXp1AJ+hOLndbr7IP1SSkpL4j4XeXJxhGMTFxfG3hT6quW92eLDNHpFsNFnivi33KCAeHQqKSbigOMf/wm5THdDbl2/z5s1YsWIFjh8/jqKiIsTGxsJkMsHtdoNhGGzYsAFXXnnliI7Lsiw2bdqEpUuXorS0FPPmzUNMTAxcLhcf6E2aNAkffvhh2NXWhAvvumGhB8QajYYPMG02W8hPJvrq236tb3aYDGwkrdj66zdMtdmjR5vtSDigOMf/wjJDDADTp09HaWkp7rvvPuTm5sJms0Gr1WL16tXYsWMHHn744VEdNzMzE6dOncLvf/97TJkyBS6XCwzDYObMmfjTn/6EY8eO0YutQMnlclHVD3uXSwg9O6xUKik7HAAcx13SpYNarI0d1RWTcEBxjn+FZYbYIzU1FS+88AJeeGF4LZZycnKGVfOoVqvx+OOP4/HHHx/jCiPD+PHjYTabYTKZQprl9M4Od3d3C7p+WCaT8T0hOY7zmSAkRN7TkigYHp7hZImdTqfPa5JcLqdg2I8oW0zEjuIc/wnbDDERBrlcjpkzZ2Lx4sVYuXJlSNfiXT/c3t4ewpUMzel0oq6uDnq9XtC9h5uamig7PAaD1RP3rRuWSqVgWXrJ9jfKFBNCgDDPEJPQE9KEOjEFxBzHwWAwwGAwhHopQ2IYBhzHgWEYwdU5i5Xb7aa64SCikc+EEEo3kIASSkDMMAyMRiNsNhtcLteYa3KDPZxDyHp6etDV1QWLxSK4vsNi0DdL3HcTHUB1w8FC2WJCIhdliElACSUg5jgOhw8fBgBER0cLun5YbDzdJig7PHp964k9WXeA6oaDjbLFhEQmCohJQAklIPYW6tHRg2FZFmq1WhSlEmKUPbx9JyHhCYoZhoFMJuNP2qhuODRowx0hkYVeaUlACTEgFjKNRoOcnBwUFhb6dMUQGk/QRgKDYRhIpVJIpZSzCCUqoSAkctCrLQko74DYaDSGcCXi4Ok9LPRAKCEhAWlpaeju7kZbW9slQzqEZl3VvUPe50zijaiJuxwAoHJ0YdnFJwO8qkuNZGAHCQ4qoSAkMgj7XZeImkql4gM7m80WstZhKSkpyMzMRHt7O9rb2wXbFkwsvYcZhkFycjJYloVWq4XVahX8kJPhmNz1GRrVs2GXxqBHloCq+CsxuWtbwB9Xp9OhrKwMbW1tcLlcSEhIwNVXX43k5OQhv9ftdqOmpgbnzp1DU1MTLBYL5HI5srOzMWXKFJ/g2m634+jRo4NOaMzPz0dBQYFfnle4oRIKQsIbBcQkYGJiYviPQ1kukZaWhuzsbGRnZ6OiogIVFRUhW8tgEhIS+I+NRiOcTmcIVzMwrVbLl0s4HA7BT9EbLpm7B4Wdn+JkyvcAAFVxKzDOcBjRzsCM+OY4Dvv378epU6cQFRWF+fPng2EYHDlyBM899xzmz5+PtWvXDthurbW1FW+++Sa6urqgUCgwdepU5OfnQ6fTYf/+/fj6668xffp0fOc734FMJsPBgwfx5Zdf+kxA9OZyuXDw4EE8+OCDSElJCchzFjvKFhMSvqiGmASMUMolxNJ/WAyjmhmG8fn3bGtr47shNDU1hWpZfjPOeBhx1loAgJuVoTTphoA91tGjR3Hy5Encc889uHDhAnbu3ImvvvoKNTU1uP/++3Ho0CFs3759wO8/dOgQnE4n/vvf/6KzsxNHjx7F1q1bsW/fPrS1teGPf/wjTp8+jU2bNgEAWlpakJ2djY6Ojn7/O3DgAH8/MjiqLSYk/FCGmASM2WxGfX09YmJiQnb5X6lU8plqf/Qf9lZVVYW8vDy/HEutVkMulwPonVIn1Hpr7+yw3W4XbOA+Wgw4TG3/L/Zm/gJgWLRGT0VrVCFSLOV+fRyTyYSSkhLcdttt+Mc//oE9e/Zg9erVcDqdeOaZZ/Dcc8/BbDbj1Vdfxbx586DVai85ht1uR1xcHFatWoV3330Xn332Gerr65Gbm4vf/va3+O1vfwuDwYCNGzdi+fLlPt+7bds2fPbZZz6f6+7uBgBERUX59bmGK8oWExJeKCAmAVFbWwug97JuKHlnM7u6uuB2u0O4moF5Z4d1Ot2wZs0HW9/scHt7+yXrFPrmuuGIt11EluEQLmoWAgBKE29E4sVzkMB/JSzV1dVwuVx44okn0NXVhdWrV/PT/tatW4cLFy7g8ccfxyuvvILS0lIsXbr0kmOoVCq0t7dj/PjxaG9vR0JCArRaLTZt2oTdu3ejqqoKDzzwAJ555hmUlZX5fO+RI0fw97//HQB8Rm/PnDkTEyZM8NvzjAQUGBMSHqhkgoQ179ZlQi2XYFkWGo2Gvy3UrGu4Z4e9FXRugczVO2jELE9Gdfwyvx6/tbUVmZmZyMvLw9atW2EymbBq1SqsXbsWVqsVmzdvRnp6OvLz83H27Nl+j7Fw4UJkZWUhLS0NP/7xj/HQQw/hhz/8IW644Qa0t7ejrKwM6enpUCgUg/bedrlcyMvLw2233YZbbrmF+h6PEpVRECJu9MpHwpoY6ofj4uL4IKSnp0eQ448Hqx0ORwq3yafDxLn4q9AjifPLsSUSCVpbW7Fo0SIAwOHDh6FQKJCSkoKEhARER0fj4MGDAIBFixahpaXlkvHOQO8mzPXr1+O2225DTk4OP82usrIScrkcEydORH19PWw2G2JjY32+t7i4GH/729/wz3/+E3feeScaGxvxyiuv4Msvv/TLc4xU9fX1FBgTIlIUEJOwpVQq+Y19LpeLr5EUmri4OP5joa4xMTHRJzs82DrDYXMdAGTr9yHW1ggAcLEKlCVe55fjxsTEwGg0IicnBwDQ0dEBlUoFhmHAMAyioqL4NnY5OTno6ekZdqnP/v37ceLECTz88MNITEzEX/7yFzAMg0mTJvncb/ny5Vi3bh3uuOMO/POf/0RjYyPuvvtu7N69GydPnvTL84xkFBgTIj4UEJOAyMrKwpw5c1BQUBCyiWvej9vZ2SnY+uG6ujo0NjbCYrEINiD27hgS7tlhDxZuTG3/L3+7KWY2OlQTx3TM6OhosCwLl8sFlUoFoLcDi2dDJQDI5XJ+dLdng5vT6ew3S+ytpKQEW7ZswbXXXovf//73+Oabb/Dcc89hzpw5SExMhFwuR3d3N6688kqo1WqMGzcOUVFRWLduHTo7O/Hyyy9j2rRp2Lt375ieI/kWBcWEiAcFxCQg0tLSkJWVhYKCAqSmpoZkDd6X+AcbRhBqLpcLnZ2dqKqqgsvlCvVy+lVTU4Pa2loYDAbBBu2BoLVeQIbxKH/7TOJ34B7Dy2ZPTw9cLhckEgk/ICYmJgZ2u52/j91u50scLJbeOmbPgJuBguKTJ0/iww8/xIoVK/Dee+/h1KlTuO6665CQkIA1a9YAAObMmQMAOHHiBIqLi3HDDTdg0aJF+Oyzz/CTn/wEAPCjH/0IjY2Ngi0vEiPKFhMiDtRlggSEd9eEUA3lCMaGOn+2XhM6g8HAZy6HEg7dJjyKOjahJXoqXKwSRkU6ajVLkKv/ZlTHcrvd0Ov1iI6O5juxJCYmwmKx8Fl3i8XCt1mrra2FSqXy2ejWd7zzqVOn8P7772Pp0qXYsmULqqqqcOWVVwIAfvjDH0KhUADo7YLw8MMPX7Iml8uFbdt666VnzZoFoHdjp/cJJRk76kZBiLBRhpgEhHddbKgC4m+++QaHDh1CVVVVRGU1iX8pXQbkd33B3z6bsBpWScwg3zG0lJQU7N+/HwCwYMEC2O12tLa2oqurC2azGcXFxQB6a4JTU1Oh0+mwe/dubNu2Ddu3b8eRI0cAAKWlpXj//fexZMkSbNu2DRcvXsTKlStht9tx9913+/wdXrx4EXv27EFbWxv/Obfbjc7OTj4j7dnQOdB0PDJ2lC0mRJgoQ0wCQggZYrvdjqamJsFu8oqPj4fVauUvnQsNwzBjqhUOpyzxBN3XuBhbDLM8BU6JChXatZjZ9s6wvpdl2Uvq19PS0rBnzx6cP38eq1evhlqtxmeffQaGYaBUKnHdddehsbER586dw8KFC7F//350dXUhJycHbW1tfDeITZs2obi4GNu2bUNTUxOWL1/O9/7+y1/+AqC3dGjdunV46aWX4HK58NlnnyE5ORkajQYdHR3o7u7Gb3/7WwDAZ599BpZlQ1bmFCkoW0yI8FBATPxOqVTyG4acTqcg24iFmkQiQUZGBliWRU9PDy5cuCC4TX+JiYmIi4tDa2vrsEslwhULF6Z2fIhD6f8PAFAfW4xs/QEk2GoH/T6lUono6GiYzWafv4Pc3Fzs378fv//97/HOO+/g888/x89//nO4XC78+c9/RlpaGu666y6wLIsJEybg7NmzWLFiBT766CM8/fTTeOSRR3Dy5ElkZGTgs88+g1qtxpYtW3DLLbdcsoZXX30VX3zxBVwuF15++WUYjUZ88803aG1tRWFhIW644QZ8//vfR1tbG9544w0UFhb6bKIkgUOBMSHCQQEx8TshZIeFzrv3MMdxgguGWZZFUlISpFIpcnJyUFdXB71eH+plhVSy5SxSTafQop4OADiTdBMua9gIBv1n0SUSCaKjo8EwDB9geoJitVqN2bNn491334VarcYf/vAHvgyivb0d9957L1599VXMmjXLZ2iLN7vdjtTUVL7c4cEHH+z3fh9//DFsNhuA3k19DzzwAH7+85/zX3c4HPj888/x4IMPQq/X43vf+95I/2nIGFFgTEjoUUBM/C4hIYH/2Gg0Bv3x5XI5YmJi0N3dLbhA08P7pEGI9c2JiYl8ZwObzTbqYDicyiYAoKjjE7RFFcDNyqFXZuFibDGyDQcuuR/DMIiNjeWHZfR3pWTu3LlwOBx49dVX8fbbb2POnDlgWRbHjh2D2WzG1KlTsWDBAgC9P4/NmzdDrVbD4XAgLi4OycnJOH78+JDZXIvFglWrVsFms+H+++/Ho48+isLCQmi1WvT09ODkyZPQ6XTQaDS48847kZaW5qd/LTJSFBgTEjoUEBO/C3WGOCUlBXPnzoXT6cSFCxdQVlYW9DUMRqFQ8P1l3W43dDpdaBfUB8uyPh06vDdhRbpoZyfydF/hXMI1AIAK7VqkmU5C7rb43E+tVvMb09xud78nhgzDYNGiRZgyZQpOnjyJqqoqAL3DOKZPn+7zd7RkyRK+G4VMJsOkSZMQFRUFtVrNl7PExPS/0S8pKQkzZ87EggULUFFRgdraWnR0dKCpqQlSqRQTJ05EYWEh8vLy+OErJLQoMCYk+AIWEHd3d2P79u3Yu3cvzp07h66uLhiNRsTGxiIhIQGTJk3CkiVLcMUVV/jshCbiF+oMsaddlFQqhdPpDPjjjbT1mnegYzAYBNd7uG92eKwZ7HDLEk/s/goNMfNhkWlhl6hxNmE1pnV8O8BDqVTyrc6A3pPCwX7GGo0GS5cuHfQxVSoV3xLN27Rp03xue7dj68/06dMxffr0Qe9DhKO+vp6CYkKCxO8BsclkwhNPPIGXXnoJZrN5wPt99dVX+Nvf/ga1Wo0f//jHeOyxx2gjR5gIdYY4GP2Hx0LI5RKUHR6ahHOgqONjHE27GwBQq1mMbMMBaOyNfN2wR09Pj8/QjUDr26OYiB9liwkJDr/2Ia6trUVxcTGeffZZmEwmcBw35H9GoxEbN27EwoULUVdX58/lkBDZtWsXdu/ejerq6qAHxCqVij+xcjqdggs4Y2Ji+MvSDocjJBn0wfg7OxyuUs2nkWSp6L3BsDiTdBPQT93wYEmBQBlqxDMRJ5p4R0hg+S1DbLVasWbNGlRUVIDjOERFReG2227DlVdeiVmzZkGr1UKtVsNoNKKjowPHjx/H9u3b8e6776KnpwelpaVYu3Ytjh496nO5kYiP54U7FMGU93Stzs7OMfXRDQTvchKhBZt9s8Oefrb+EG5lE1vy/upzu0s1AZ9O+Muld0z0vbmu6t4ArupblCkOX5QxJiQw/JYhfuKJJ1BeXg4AuPrqq1FTU4OXX34Z3/nOd5CbmwuNRgOJRIK4uDjk5eXh5ptvxr/+9S/U1NTgqquuAgCUlZXhiSee8NeSSATyDoiFVi4hkUh8Nj4JLSDumx0W2mY/MjKUKQ5vnsQDZY0J8Q+/ZIitViteeuklMAyDZcuWYdu2bfxlw6EkJydj27ZtWLlyJb7++mu89NJL+P3vf09ZYjIqQg6IY2Ji+N7DZrOZ7w0rBAzDQKvV8rf9mR32CLcsMQDU3T+8+2W/ENh1DIQyxZGBssaEjJ1fMsSbNm2CTqeDRCLBq6++OuxgmF8Ey+K1116DRCKBTqfDpk2b/LEsEmGioqL4dmYOhyOoGU5Py6zB6HQ6VFZWoq2tDR0dHUFY1fBxHIeqqip0dnaip6eHssNhhDLFkYMyxoSMnl8yxAcPHgQAXHPNNcjOzh7VMXJycnDNNddg69atOHDgQL8jSInw3XjjjYiLi0N3dzfOnz8f1E1jQq8fBnpLEVpaWkK9jH45HA40NjYG9DHCMUssBpQpjiyUMSZClJub69fjMQyDCxcu+O14fgmIS0pKwDDMkL00h3L55Zdjy5YtKCkp8ceySAh4Nk9qNBpUVlYG9bG9N4QJLQNLSKhRUBx5KDAmQlJbWwuGYfyWrBppNcJQ/BIQe7JKU6ZMGdNxioqKANAlPrGSyWR8yzOXywWLxTLEd/hXZ2cnFAoFtFqt4OqHybcoSxw6FBRHJgqMiRBkZWX5PYj1J78ExHq9HgDGPHHOM7DAM4qUiIv3z1+v1we9ZKG2ttbvZ6D+oFaroVKpoNPp4HA4Qr0cH8nJyZBIJGhraxPcxDyhEvIL+nBQUBy5vOuLKTgmwVZbWxvqJQzKL5vqPAGs94Sm0fBsiBLasAIyPEKZwCakYBjoLeVIS0vD5MmTff6NQk0ikSApKQlJSUkoKCiAUqkM2mM3NTUF7bH8zbt1nljRVThCG/AI8eWXgNjtdvvjMAE7HgkOIQ+dCBWpVMoHUAzDhGRy2UASExMhkUgAAHa7HVarNcQrEj6VSgW5XB7qZfhFQ0MDBcaEAmNC/o9fRzeTyCaUDHGo9Nd6LS4ujr/EbjabYbfbg72sfkkkkoBNpQtXUqmUv4oVTigoJgAN+iDEb6ObAeDvf/87kpOTR/39bW1tflwNCTbvgLirqwsymSwojxsdHY2FCxeivb0dra2taG5uDsrjDod31ryrqyuEK/GVlJTEZ4etViu/DyCYxLS5jmEYxMTEiL5+eCBUV0y80SY8IgTvvvsu/vvf/+L8+fNgWRbjx4/HDTfcgNtvvz0gr8V+DYj/8Y9/+PNwRGT6lkyM5eRoJJKSkhATE4OYmBioVCrBBMQqlYqvy3W5XCEJOvsjkUgCPpUu3MTExPAnEN4lXaGaQDcQl8uFzs5O2Gw2REdHIz4+fthvHA0NDUhLS0NnZycMBgM4jkNsbCySk5MHPYbZbOZ/hzx/iyQ80CY84k8mkwk/+tGPAAA33HADvvOd7/R7v56eHlx33XX46quvfD5fWlqKLVu24J///Cc+//xzaDQav67PbwGx0DYykeCKjo7mayutVmtQW655X/oXUrs174y5Xq8XTG28d3a4p6cnpIG6GLLE3nXDHMf1bvpNGOKbgsztdqO8vBxHjx71qVNPTEzE/PnzMX78+EG/v729HQcOHEBTU9Ml3UZiYmIwa9YsLF++HAqFgv+8Xq/Hzp07cezYMf53m2EYzJw5EytXrvQ5QSbiR1ljMlb79+/He++9B4Zh8Nhjjw14v//3//4fduzYMWDHqMOHD+P73/8+Nm/e7Nf1+SUg3r17tz8OQ0TMu+VasEsDvCfUCWUgB8MwPv8mQqmpptrhkfPOjvb09MDhcGBd1b1Dfp9NosbOrN/BKVEBAKa2fxCQ9bndbnzxxReorq7GokWLcP/99yM1NRVnz57Fn//8Z2zbtg3z5s3DvHnzBjzG119/DYlEgnvvvRezZs1CVlYWJBIJqqqqsHXrVnzyySc4f/487rnnHigUCrS3t+Of//wnHA4HfvrTn+Laa68FwzD4/PPP8fe//x3l5eW45557kJaWFpDnTEKHssZktPbs2QMAmDFjBgoKCvq9z5kzZ/Dmm2+CYRiwLIuHHnoId999N9LT03H06FHcd999OHnyJD/VeOHChX5bn18C4rFOqCPi19jYiBdffBHx8fFg2eDt1YyOjoZK1RtwOBwO6HS6oD12f6qqqpCXl4fY2FhIpb1/Xna7XTDdJZKSkvifT09PjyB6fgs9S2yxWOB0OqFQKEZ05UPhMmFi95eoSLwOAFCZcA0yjMcgd/f4dX2lpaWorq7Gc889hwceeABVVVU4duwYrr/+eqxfvx5333033njjDYwbN27AANViseDGG2/Ec889h5qaGlRXV4NlWVx//fW444478Nlnn2HNmjXYu3cvVqxYgffffx9RUVHYt28f8vPzsX37djidTmzcuBH33nsvFi9ejHfffRcPPPBAUF8PSHBRcExG4tChQ2AYBqtXrx7wPq+99ho4jgPDMHjooYewYcMG/muLFy/Gjh07UFhYiI6ODrz33nt+DYjplYr4jd1u99nUFowm3N7Z4c7OzoA/3nAJseOGVCoVbHZY6H2J7Xb7qPqj5+q/QZSj96qFXaLG+fir/LoujuNQUlKCZcuW4YEHHsDHH3+MKVOm4NZbb0VBQQEqKirwt7/9DampqTh+/PiAx5HL5fjqq6+Qnp6O3NxcrFy5EpdddhkyMzPxxRdf4JprrsGaNWtw+PBhVFVVoaGhAc888wzy8/Nxyy234KqrrsLq1atxzTXXYNy4cfjLX/6CtrY2lJeX+/X5EuGiDhVkKJ7YYM6cOQPeZ/v27QB6369++ctfXvJ1rVaLu+66CxzH4ciRI35dHwXERNSEWD/MMIxPraVQuks4nU40NDTAZrMJJjsc7iScE4Ud39a5VccthUmWOMh3jIxOp4PZbMb3vvc9AMDvf/97qFQqXHPNNdDr9di4cSOioqJw3XXXobGxccA69oULF8LhcCA6OhqXX345rr/+eqxZswY9PT14/vnnAQDFxcUwGo04e/YsZDIZbr75ZpSUlOCDDz5AcXExli5dis8//xxff/011q1bB7VajQsXLvjtuRJxoPZt5P9n783joyrP/v/3mcksWSbJZN/3kAQIAQJhc0EWV6RqtWq1tY9Vq1UfrVZbn1atVq22tta9alt9/GrbR1FRATcMCLIECBAIZCP7vu+ZTDLL74/85jhDEsgyk/V+v155MWfmzH3uCZlzPue6r+tzDYfNSWy4FcG2tjby8vKQJIlly5YNW4dw7rnnAlBSUuLU+TnVZWIouru7yc3NpampiY6ODry9vQkICGD+/Pnj7mwnENhHiKeKILZarRQUFODl5YWHh8eUatfc1tZGW1vbhFnijYapkjqhUqnQarV0dXU5pVg4tPsofoZiWtzjsUpunPS/goy6vzthpt9FXFatWkVFRQW5ubmcc845xMXFERcXx9atW+XX//a3v9HS0uJwE2kjOjqa6Oho6uvrOX78OJWVlfT29mI2mwkPDweguLgYrVZLdXU1ixYtwt3dnW3btiFJEuvWrUOlUrFnzx62bdvGmjVrWLZsmYgQz3JESoXAHtsqmy2d8HQOHTokP162bNmw44SEhAA4Pajjkghxb28vf/vb38jIyECv17Ny5Uo2btzIjTfeyMaNG1m5ciV6vZ5ly5bx+uuviw5Z0xyFQkF4ePiENy3w8vKS84f7+vomPX/4dLq6uqast/ZUEulTCYVCgU6nQ6PR4OvrK7txjAcJmNf0obxd55VGkzZh3OPCQJqQl5cXycnJcoqSzVLP39+f5uZmurq6WLp0qbz/cFitVr744guam5vRaDRERERw99138+yzz5KVlcW7775LbGwsdXV18pJnWVkZ3t7essuMv7+/PI+lS5dSX18vHIgEgIgcC75rez9cilxWVpb8OD09fdhxbNcvZ3sRO10QZ2ZmkpCQwJ133kl2djYmkwmr1Trox2QycejQIe644w4SExPJzMx09lQEE4SPjw/XXnstt99+Oz/+8Y8n7LhT0V1CMD4mO5dYp9M5FIE5yypPb6wgouO7fLcTAVdiZfwn876+PtnNxJaaY/O+tv3b0tIi73O2TokdHR3cddddnDhxgv379/PCCy9w8OBBLr30Unp7e5kzZw5Go1HOkW9ubpZvSmHAos4mun19fbFYLOLmSzAIIY5nJ4mJiQB88803Q77+1VdfyY9XrVo17Di2+hdnWzs6NWXi9ddf5+c//7ksemHgF7B48WJCQkLw8vKiq6uLuro6Dh8+TFFRETDgUHDhhRfyt7/9jVtuucWZUxJMAPYFZBPppuDt7S0/nirpEvCd08RUwd/fH6PRSFdX12RPZUrj4eEhp5LY/IadGd1Maf6UWq+FmBVq2rVRVOoyiOrMOvsbR8hwc7VarbLIP9vn8fDw4J133mH//v34+vqybNkybrvtNvbu3csFF1zAvn375Apw23j2URp731DhLiEYCZMpivv7+yf8+LP5BnH16tVkZWXx+uuvc/fddzt0xzx69Ci7d+9GkiTmzp17xhQbW2pFfHy8U+fnNEH82Wef8fOf/xyLxYIkSdx666384he/IDk5edj35Ofn89e//pW///3vWCwW7rjjDiIjI7noIudWYgtcy+kd6iaKnJwcCgoKCAgImBKFa0qlkoyMDKqqqoY1FJ9o3NzcCA0NRaFQ0N3dTVlZ2aDGC1ONycglVqlUDik/Nqs1Z+JubiO+7WsK/S4BIM//csK6juBmPXPU9kyo1Wq5sYrte2g0GgHkVDQ/Pz8519jWYGQoJElizZo1HD16lOzsbAwGA//+97/JzMzk448/5tFHH+X2228HkNOT/P39Hazoenp65JSN1tZWJEmakvnqgsnHbDajUCgcbqhms1icDdxyyy385S9/oaOjg1WrVvHrX/+a+Ph48vLyePLJJ+Ub7LMFRr/88ku5CZAzcYog7uvr46677sJiseDt7c3mzZtZvXr1Wd+XnJzM3/72N374wx+yceNGebnu5MmT4iQ6jZhMi7He3l6qqqom9JjDERYWRmhoKKGhofT09HDq1KnJnhJBQUFypE6SpCkvhicDW96wjb6+PgwG53oF20ho3U6590qMbj4Y3Xw4pV9Hcsu2MY/n5+dHTk4ORUVFREdHAwNpDBEREbS0tKDX69HpdGzZsgUYELD2bcR9fHwc8qRjYmKIiYmRtzMzM/n000/p7u5m+fLl8vPZ2dkAREVF0dHRQU9PDyqVipaWFqKiouR9goODnZ7nJ5jeWK1W+vv7sVgsKJVKca2fRcTHx/PII4/w8MMPU1VVxV133TVon6SkJPnGeyiKiopkP2Nn98BwyprW//3f/1FaWookSbz//vsjEsP2nHfeeWzatAkYsNH4z3/+44xpCSaIqei5OxnYBAkwqe2Qbbi5uTlE76eS7/DZmMhcYvu8YbPZPCa/4ZHiZu0jpflTebvYdy0Gpe+Yx7M12tizZw8xMTGkpKRw4sQJKisrKS4u5tJLL5VfV6lUaDQa3nrrLf71r3/xr3/9i//93/+lq6uLjz76iDfeeIPMzExKS0tpaGigrKyMhoYG9Ho9arVajgTr9Xqys7Pp7e3l0ksvxWq18umnn7Jr1y76+/u59NJLsVgs7N+/3+E7IRCYzWaMRqOcm282m6dMS3vBxPCb3/yGp59+Go1GM6i2bOHChWzdutXBtvR0/vSnPwEDq10XXnihU+fmFEFsiz5s2LCB9evXj2mMdevWcfnll8snV8H0QQjigWIiW5Gf1WqdEo4X9tHhnp4elwq96Yqnp6dL84aHIrLzAD69A3mLZoWaPP/LxzyWXq/Hw8ODf//73wA8/PDDdHR08PHHH+Ph4cEvfvELent72bx5M2FhYZSVlWEwGHjzzTd57bXX6OnpYf/+/VRXV3PuuedSVlbG1q1bee+999iyZQt9fX385S9/QaVS8fbbb6NUKlmyZAl9fX189NFHZGRksGHDBo4cOcJXX33F6tWrWbNmDdu2baOjo8PpOX6C6YnVaqWvr29QSsTpKROC2cGDDz5IVVUV7777Ln/4wx/4y1/+ws6dOzl8+DCxsbFnfO/SpUt58cUXefvtt/Hy8nLqvJySMnH48GEkSeKaa64Z1zjXXHMNn376KUeOHHHGtAQTgEajkf2kTSbThDV7iI+Pp6Wlhba2timRqxsVFSWf2BsaGsjLy5vUwrrpHB224epcYpVK5eCQ4Iq84aGQsDKv6UP2RtwDQJV3BrHt36A3Vox+rP8/j+7LL7/kjTfe4NZbbyU1NZWsrCwuueQSwsLCuPPOO6murubKK6+UbQCvuuoqDAYDP/vZz2Tniccee4yFCxdy9OhRGhsb8fPzIy0tDW9vb7Zv385bb71FUlISc+bM4ciRI9x///2sXLmSTz/9lM2bN9Pf389VV11FQ0MDd999N/7+/sybN895vzjBtMRsNg+ZG6xSqZxiayiYnvj5+XH99deP+n233nqrC2YzgFMixLaL7XgFgO390/HiPVuxjw5PlDjV6XSkpaVxwQUXOH3JZKzYLw2Xl5dP4kwGsI8Od3d3T9vosCtTJ0wmk1yA5sq84aEI6D1FSFeOvH0i4CrG+s1JS0sjKiqK2267jQsvvJDy8nIWLlzIzp07WbBgAa+88gqLFy8mPDxcNsR/7bXX+Mc//gEM5BEDPPDAA7zyyiv09PQQExODWq3m3XffZePGjVx44YV4eHiwYsUKJEli/fr1NDc3M3fuXH79618TFBREREQEjz/+OElJSVRVVbFmzRoheGYxZ4oKazQa8bcxi+no6KCjo2PU51xbh1VXBd6cEiG25QCN9w/c9n6RUzR9sBfEE+X0YO8/PBVSE/z9/eWlm76+vkn30lWpVNM+OjwR2FIk+vv7ZWE8kcxt3ky95zyskhst7vHUei4krPvoqMdRKBRcdtllHDt2jN27dzt4efr6+nLRRRfJwYb4+HiOHTvGgw8+CAxEadLT0/Hx8eHYsWM88MADg8bX6XQsXryY9PR02aXC39+f6667jqysLJ555hmeeeYZef+EhASWLVuGXq+nqqrKwVpJMDuwWCxDel6LqLDgueee45e//CUA77//PlddddWI3/vZZ59x9dVXI0kSL730EnfccYdT5+YUQRwUFER5eTmlpaVyR6SxUFpaKo8nmB7YC6/JEMRTwX/Yviq/qqpq0m/oAgMDHaLD091/2NWpE5PVKdOrv4nYtl2U6NcAcDLgewT35KK0jj5tQ6lUsmjRIubPn09jYyO9vb14eno6/C3AgM/wD3/4Q/kza7VaJEli/vz5zJ8/H4PBQEtLC729vSiVSnx9ffHx8Rkyz9Pb25v169ezYsUKmpubsVqt+Pn5OfiDA7ILjBDGswdJkgZ5UqtUKpEvPMvp7e3lySefBOBnP/vZqMQwDKR63XHHHbz66qv87ne/46c//ekZrSRHi1NSJlJTUwHYvHnzuMaxvX/+/PnjnJFgojAajTQ1NWE2myesoC4gIEB+PNmCWKlUEh4eLm9PdrqEiA6fmal2QU5q/Ry1eeCGpUcVQInP+GyEVCoVYWFhxMXFERwcPGRzDEmScHd3x93dfdDvw93dnfDwcOLj44mJicHX1/esvzMvLy+io6OJiYkZJIbtmSr2iALXY/Oftv2rVqun3HdPMPFs3ryZlpYWPDw8eOyxx8Y0xmOPPYaXlxdNTU18/PHHTp2fUwTxZZddhtVq5f3335f9KUdLdnY27733HpIkcdlllzljWoIJ4NChQ7z99tu88MILFBYWuvx43t7esiWL0Wic9NxY+7zMjo4Oh5uCyfIhbm9vx2q1zojosA1npKEoFAr0er1cBDoVUFkMJLV8Jm8X6S/CqHRu5fRUoqqqSgjjGYbNV/j0+hGFQoFarRYpEgKZbdsGPNc3btzosNI7GgICAti4cSNWq5WtW7c6c3rOSZm44YYbePTRR2loaGDjxo18/fXXZ+xQdzoFBQVs3LgRi8VCUFAQN954ozOmJZhArFbrhDR9sI8ONzU1ufx4Z0Oj0WAymXBzc5v06DB814q0oaFhxkVkxps64e3tjUKhwN3dHYVCMek3UzaOB37nzmNSuvNF7B9G9L6Np+521ZRcjsgtnv5YrVYsFotcNCdJkhwcsDHTzkGC8XHo0CEkSeLiiy8e1zgXX3wx//rXv+QWzs7CKRFiT09PnnnmGaxWK3V1dSxZsoSnn376rAVP7e3tPPPMMyxZsoTa2lokSeKZZ56ZUhEcwdRiKqVLwEDXnK1bt3Lo0CEqKkZvm+UqjEbjpOXGTkU8PT3li7XVap1QRwnB0Iho8fTFFhW2d5AwmUxTwgJTMHWpq6sDHOtuxoLN1cnZBexOiRAD/PjHP6awsJCnnnoKg8HAb37zG37/+99z7rnnkp6eTkhICF5eXnR1dVFXV0d2dja7d++mt7dX/hL96le/4qabbnLWlAQzEPtllqkQIYYBn82pJIZnMmOJEqvVage/4e7u7gnxGx4t5feMbL/o5107j4lGFN1NH06PCtsjiuYEZ6O7uxsYcK4ZDzZXJ9t4zsJpghjgiSeeICYmhnvvvZeenh4MBgNfffWVgw2QPTYh7O7uznPPPcdtt93mzOkIXExkZCTBwcG0tbVRV1fn8nzV0/OHJ6oJyHRAp9PR3d096Q4XE8FoRLFSqXToZiQi51MXkUYxtbFFhU8/xyiVStzc3IQYFpwVvV5PY2PjuINZzc3N8njOxCkpE/bccsstFBQUcP/99xMQEDCoV7X9T0BAAPfffz8FBQVCDE9DEhISOO+889i4cSMpKSkuP95UjA6fjYkorFOpVMTExJCcnCwsC09Dp9PJTgtms3nGFBnOVEQaxdTDVh9iNBodxLDNQUJEhgUjJSQkBBjobjwebN2MQ0NDxz0ne5waIbYRHh7On/70J/70pz9x8uRJcnJyaGpqorOzE51OR0BAAGlpacydO9cVhxdMEL6+vvLjibBca2ho4MSJEwQGBk66ndjChQtRKpVUVFRMei5zcHCwXNDi5eUlt+edyYwkSuzl5eWQN9zR0SFyHKcJIo1i6mA2mwelGImosGAsnHPOORw7dowPPvhAbg40FjZt2oQkSaxatcqJs3ORILZn7ty5QvjOUOyXKyZCEHd2dlJQUEBBQYHLj3Um3NzciIqKws3NjejoaL7++mva29snZS5qtdrh/2GybxQmkjOJYo1Gg1arlbe7u7snxAVF4FxEGsXko1QqMZvNWK1W+cZbWKkJxsKGDRt45ZVXOHToEO+99x4/+MEPRj3Ge++9x8GDB5EkiQ0bNjh1fk5NmTAajbzyyitcfvnlLFiwgHnz5rF+/Xr+8Ic/yDkfgpmBUqnEx8cHGIi+TYUWyhOFvfdwe3v7pIlhGOjqaIvSdHV1Ob3IYLri4eEhP+7t7RV5w9MYkUYxudhSI5RKpfAVFoyLiy++mIULF2K1WvnpT3/KN998M6r379y5k5tvvhlJkli0aNG47dtOx2mCuLCwkHnz5nH33Xezbds2Tpw4QX5+PpmZmfz2t78lISGBHTt2OOtwgknGvoNVe3v7rIq+2SxfYGSd6VyVR3x6dNhmaTObGM52p729nf7+fkwmk7hJmCEIYexarFYrJpOJvr6+IZtsiFxhgTN46aWXUKvV9PT0sG7dOu655x5KSkrO+J7i4mL++7//m/Xr19PT04NarebFF190+tyckjJhNBr53ve+d8YP1d7ezlVXXcXx48fFEtgMwL498JnSJcrKysbtOQjfLdtNNl5eXrIXssViobKyctLmYh8d7uzspKenZ9LmMpkMlTphsVhob29HoVCIvOEZhsgvdj4WiwWTySQXzVksFhEJFriElStX8sYbb3DzzTdjsVh46aWXePnll5kzZw7p6ekEBwfj6elJd3c39fX1ZGdnU1hYKJsxKJVK3njjDVasWOH0uTlFEL/zzjsUFBQgSRJLly7lySefZPny5ahUKo4dO8aTTz7Jxx9/TEdHB3/+85957rnnnHFYwSRiH5lsaWlx+fEuvvhiDAYDTU1NnDhxYtLEsX10uK6uDqPROCnzmM25w0MxXD7xbLChm60IYTx+bA4SpxfNmUwmFAqFiAgLXMKPfvQjIiMjueGGG6itrcVqtZ6xPsgW1AgNDeXdd99l9erVLpmXU1ImNm/eDEBKSgrffPMNa9euxdPTE7VazZIlS/joo4/YsGEDVquVjz76yBmHFEwyI40QOwMfHx80Gg2+vr5ERERMaqQ4KipKfjyZrZptzhIwu6PDNjQazaC2sYKxYYvMtLa2jumGwmg00tTURF1dHa2trS6P0ItUirFha7AxlIOEWq0WYljgUlavXk1xcTEvvvgi6enp8mre6T8KhYL09HReeukliouLXSaGwUkR4pycHCRJ4t5775UbJ5zO//zP/7BlyxYqKytpb2+XC7IE0xN7QezqCLF9u+bJ9B8OCgqSO5719vaOKmf31KlTJCQkOGUearXawfJutkeHFQoF0dHRaDQauru7p20B3WR3oKuvr2f//v0OaUA6nY6lS5eSnJws+zkPhdFo5MCBA5SWlg5qmOPu7k5sbCwZGRlyk5ScnByysrLo6+sbcjy1Ws2yZctIS0sb8fxFxHhkDBcVthXPnen/WSBwJlqtljvvvJM777yTzs5Ojh8/TnNzs2zR6+/vT2pq6rg7240Upwhim0hZuHDhsPvYv9bc3CwE8TRnIlMm7BtyTKbnr326RGVl5aTlpqrVakwmEyqVSkSHGXD9sFmseXh40NfXJ1IlRkleXh5ff/01gYGBPPnkk6SmptLc3Myrr75KZmYmpaWlXHLJJcOKpZycHE6ePMmGDRvIyMggISEBT09P6uvr2b59Ox9++CGlpaVcddVV6PV6Dhw4QEZGBhdccMGQ4+3cuZOsrKxRCWIbQhgPjy0qfPq5S/gKCyYbnU7HypUrJ3UOThHEvb29SJLkYHV0OvaeoNM1giMYQKFQsH//fvz9/dHpdC4XZPYR4skSxCqVyiFHtaKiYlLmAQP2avn5+fj5+c16Mezn5+dwc1ZVVUVbW9uIWztPBTaeuvuMr7dqotkd+Ut5+/yKp/Hpq3ba8dva2tixYwcXXnghH3zwAUqlkm+++YbVq1fzk5/8hBdffJH//u//5ujRoyxevHjIMTo7OwkODubDDz/EYDBQVFREX18fy5cv5yc/+Qn5+fmcf/757Nq1i+9973v09/dz3nnn8fjjjw853sMPP8y33347rs8lhPFgTCaTgxgWUWGB4DtE0p1g1FgsFrKzsyfkWL6+vqjVagAMBsOktd5Vq9U0NTURFBREW1vbpHoPw8Cy52z39tZqtQ7Ct6WlZUb6YeuN5YR05VDnNRAtzfe/jGW1rztt/MOHD+Pu7s7bb79Ne3s7q1ev5tSpU2i1Wt566y3uvvtuvvjiC7Zv305aWtqQ7gNqtZrW1lbOOeccsrKy5OV4tVrNE088wQMPPCD/nF5zMGfOHIqKigaNGRwc7JTPJ4Txd6hUKrkQWESFBQJHxG2hYEozVdIluru72bNnD59//rncR320uMqPeDZiyxu2RbYMBgPV1d9FTYfzJ56uJLdsBetAGki9Zyot2linjV1ZWckll1xCcHAwL7zwAsXFxVxwwQV4eHjI7VVvuukmuVhuKObPn4+XlxenTp0iLS2Niy66iEsvvRSdTscjjzyC2Wzm/PPPBxh002IfsQwKCiI9PZ1Vq1ZxySWXOO0zgii+g+8iwmq1WvgKCwSn4dQI8SuvvEJQUJBT9nvkkUecNS3BNGaqFNTZMBgMGAyGSTm2Wq0etghpthERESEX8JrNZioqKgblRZ6ptfN0w7uvlojOQ1R5ZwCQ5385K6tfYLxypquri87OTlatWgXAli1biIiIYN68eUiSRGZmJseOHZNfr6urGzJyq9frueaaazAYDBw/fpzKykpMJhMdHR34+/ujVCrlNCNbYao9tr/thoYGOjo6WLx4MZ6enuP8dEMz2yPGwl9YIBgapwriV1999Yyv2+5Gz7YfCEEsGGAq5A9PBTQaDXPmzKGzs5P6+vpJE+VTAX9/fweXjaqqqmH9oGeSKE5q+YxqXTpWSUmzeyKN7skEGfLHNaYt7Wbp0qUAlJSUMHfuXOC71ZmSkhIWLFhAeHj4Wb+DBw4coKCggMDAQDQaDWvXruV3v/sd7e3tPPnkk3h6ehIYGOhw87Jnzx6CgoIwGo189dVXvPbaa2zZsoXOzk45quwK7KPF00EcBwcHo1AoMJvNNDc3T4lGRQLBTMJpgtiZFfdiGWdqs3HjRmDAf/jgwYMuK5L09fVFpVIBA5HZyWrBK0nSpHc7s/kOe3t7AwMdAGcj7u7uhIaGytvNzc1nzeeeKaLY09REVMdeyn3OBQaixIFV+eOKEttWHGwFmr29vXLk3favzUVGr9eftYiztbWVjIwMdu/eLT9XVlbGBRdcwJEjR0hJSUGpVCJJEhaLhR07drB//356enpITEzkBz/4ARs2bOC+++7jueeeIykpiZCQkHF8wpExlaPG/v7+zJ8/Xy5alySJ1tZWKioqHNKEBALB+HCKIN6xY4czhhFMAyRJIiYmRm6CkJWV5bJjaTQaenp68PDwmLR0iZCQEBYtWkRFRQVlZWXjFuVj8SPWaDQONoWz2XfY3ufcYDDMuFzhszGn5QsqdcuwKNS0a6Oo9UwjrDtnzOPZbvRskUf4LiBhy8+2Pa9UKs96Y+ju7k5BQQHXX3897u7uJCUlccstt7B9+3Y2bNhAdnY2K1aswNvbmz/96U88/fTT8jGtViuPPfYYe/fu5fHHH+eNN97gxIkTEyKIbUw1YRwSEsKCBQvo7OyksrKS7u5uQkNDCQ4OJi0tDYVCMant4wWCmYRTBLErl7UEUwudTieL4e7ubpfmtNbX1/P555/j4eExabZA0dHR8oUd4MSJExM+B/uudB0dHbM6XaKtrQ2j0UhERATl5eUjjtzPlCixu7md2PZdFOvXAQOOE6Hdx5AY2wqGbQWmo6ODpKQkBxcC28qPrQlPe3u77PgyHOnp6XLxaX9/P93d3fztb38jJyeHf/7zn6SkpFBUVMSll14qp1ZERUXh5uZGWVkZ27Zt429/+xuPPvooGzZsYOvWrWP6XONlKqRTKBQKIiMj5ba2tkh9Q0ODfKM+b948uru7Xe4FLxDMBoTLhGBUTGTLZhs9PT2TYremVqsdlucno1WziA4Pxt7ndjTMlGhyYutXuFkGboq61KFU6ZaOeSzb99nmnBIeHi5/r23/RkRE0NraSnl5uby/zQLx9G5nAQEBfO973+PGG2/kv/7rv1i3bh1lZWXs2rWL5ORkAgICaG1txc/PjxUrVpCQkIBarUahUBAXF4eXlxf5+QN50ba84slmstwptFotAQEBNDY2Ogheq9VKbW0tJSUlKBQKEhMTh+0QKxAIRo7wIRaMCvsmCBMliCeLiIgIOTLd0tIyKaJcRIedy0yIFKstPcS3ZlLgfxkABX6XEt6ZjYLRF1l5e3vj4eHBnj17uO2227jkkkt4/fXXqa+vJzc3l4CAAJYsWcLnn3+O1WolNDSULVu2yDnsGo2Giy++mMbGRnJycggLC2POnDno9Xr6+/upra0FkG/q+vv76erq4r333sNqtZKcnExYWBhubm6UlJTQ1dVFRsaAk0Z5efmQjhSTxUSnU9g8gm2NM07vvlhcXIxer8ff35/Q0NBZW1cgEDgLIYgFo2IiWzZPNvatmp0ZHR5pHrFWq3VwU5iN0WGlUklERAS1tbVOS8+ZCaI4vm0Hpb7n0afU0aPyp9x7JbEdu8/+xtOQJInw8HA+++wzurq6uPPOO3n33Xd5//33AXjmmWdQKpW8//77uLm5odFoKCsr4/bbb2fRokU8/vjjnDx5ktLSUlJSUigvLx/UZOO6667j3HPPZevWrbS3t6NUKmVrNfviO4ALLriAW2+9lYaGBrZt2yY7XkwlnJ1OERMTg9lsHpQLbDQa6enpQa1Wo9VqBxU09vf3U1ZWhl6vJyYmZlQpRAKBYDAiZUIwKiYqZSIpKYm4uDiHdIGJxNvbWxb/ZrN5UpZM7b2629vbZ2V0ODIyEh8fHxITE2WHDWcw3dMn3KxGElu/krcL/S7CJKnGNNbChQtpbGzkvvvuY968eZw4cYK//OUv7NixgwcffJDPP/+cd955h/nz58vvWbduHbfddht+fn6YzWZMJhPf//73aWhoYNeuXbz99tts2rSJvLw8/v3vf9PU1MSvf/1rvLy8iIyMxM3NjaysLE6dOsWmTZt45513OHDgAJmZmajVau68805MJpPDMacitnSKsZwffHx8OOecc5g7dy6+vr6D3JWsVivd3d34+Pig0+mGHKO2tpbm5mY8PDwIDw8f02cQCAQDCEEsGBX2gthVEWJJkpgzZw4LFy5k7dq1st3QRGIfHa6pqaG/v39Cjy+iwwP5qDYR7IpmAtNdFMe0f4vWNHBTanTzodTnvDGNExwczJIlS3jjjTdIT0/n0KFDXH755bi7u3PTTTdx2WWXodfrycjIkP8fvvnmG95++23a2tpQKpW4u7vzn//8h7/+9a9YLBZWrlxJWloa5eXl3HfffcydO5e8vDzWrl2Lp6cnfX19PPTQQ5w8eZKUlBS58ccTTzxBWloamzZtYtWqVQ4rUlOdkQpjSZJITU1l1apVSJJEbm4uRUVFg6K7fX19su9zbGzsoO+ATUDbUiWcecMoEMxGRMqEYMSo1Wq8vLwAMJlMZ/V/HSv2/sM9PT1n9T51NpIkERUVJW9PRjGdfUSovb3dZV7PUxUPDw+HgsbGxkY6OjqcfpzpnD6htPYzp+VzjgVdD8Ap/XpiOvaisox+JWHZsmXo9XqysrK48sor5efd3NxIS0tjyZIlcrvfyMhIXnzxRWDApeLiiy8mOTmZffv28etf/3rwPJVKIiMjWbduHf7+/gQEBFBbW8sf//jHQXmxMGA1tmHDBmJiYkb9OaYCZ0qpCAsLY968eQCUlpZSU1NzxvNoZWUlERER+Pn5ERkZ6ZAnbBPQtpv1yXLiEQhmCkIQC0aMfbSmra3NZflqk92uOTQ0VK7a7unpoaGhwenHOFsecWNjI11dXQQHB8+66LBSqSQqKkqOgHV3d8vFWa5gOoviqI79nPJdR486kH6lJ8W+a0huGb1VmSRJJCUlkZCQQG1tLV1dXbLLin1hmyRJfO9736OzsxOLxYK7u7tsxRYdHU1PTw9NTU3yTaynpychISHyDS4MeBVfdtll9Pf309TURGdnJyaTCY1GQ0hIiMtaNk8G9uJ40aJFLFy4ELPZzJEjR0bUbc5sNlNUVER6ejoJCQl0dnbS0tLicO493S9aIBCMDSGIBSNmItIl4LuWsTA5gtg+OlxRUTHhx7dhMBhmZeV4ZGSkLLJMJtOE/B9MV1GswEJyy1YOh/wEgGLfC4ht/waNeWyOKLYixrMxXE6rh4eHw/fnTKhUKkJDQx1WAmYyR44cITg4mKioKDQaDWazGTc3N3Q6Hd7e3gQFBdHf3097ezt1dXVyzUB9fT2lpaXExsaSkpJCaWmp3KFOp9ORkJCA0WgUXesEgnEiBLFgxJSUlPDee+/h6+s7KguysrKyES9/SpKEv7+/vO2K6OzZaGxsxMvLC29v70lJl5jNBAYGOuRCVlZWTlj+9nQVxeFdhykyrqdTE45ZoaFIfyHzmz6c7GkJ7LB14jt06BChoaHExsZSUFBASkoK8fHxaDQaLBYLSqWSsLAwoqKiOHbsmFy4XFxcjMViIS4ujrS0NIKCgrBarXh4eODr60thYSGdnZ2T/CkFgumNEMSCEWM0Gl1uUj/Z+cMwcPEpLi5Gp9ONu1XzmRgqbcJ24ZyN2JbXbTQ0NEz4RX46iuJPE15w2C7xvYAS3wvO+r6Np+521ZQEp2H7Tjc1NXHixAkWLlzIRRddhE6no6ysjCNHjhAQEIC7uzthYWGEhYWRmprKrl27gIECu4KCAjo7O4mKiiIoKAiTyYTBYODAgQOT1tpeIJhJCEEsmFLYW43ZKqwni4kWY+7u7sTExNDY2Ehzc/OsEsZD5Q3X1dVNylymoygWTB+OHDlCXFwcKpWKnTt3UlhYCHx3vjt69Cg/+MEP8Pb2JioqyiFlqKamhrq6OlQqFUqlclICBgLBTEUIYsGUwr6gbjLSJSaT4OBgVCoVYWFhaDSaWZUTaLFYaGtrIzAwEJPJNOmpKtNRFJffM7L9op937TwEwyNJEv39/ezbtw9fX99BTUxsHekOHTrEmjVr5G519jfHFotlSrS0FghmGkIQC0aEQqHAzc3Nad3ChuL0/OGJXgbUaDQTfqGxpU24u7vLubNWq3XWLYFarVZqa2vp7u7GYrFgMpkme0rTUhQLJha1Wk1MTAxGo5H+/v6zelvbhG15eTkVFRWDVoFsNnS2tDGTyTSog91EtY4WCGYbQhALRkRoaCjXXnst3d3dFBcXs337dqcfQ6/X4+Y28CfZ3d09oZ3ZFAoF69evp7u7m/LyckpLSyc0ZSE4OFh+3N7ePmsjQK7wGh4PQhQLhiM1NZXFixfj5uYmN82orKzk0KFDI0r3OtP5xRYYGKobqLNbRwsEggGEIBaMCJsHsaenp4OnqDNpa2tj9+7d8rL5RBISEoJarZZ/SkpKJuzYp0eHZ4vvsG15eKojRLHgdDIyMliwYAFlZWWyQI2KiiImJgZfX1++/vrrEad82adEqNVqkpKSSElJoaKiguLi4jO+V4hjgcB5CEEsGBH2TTmGilo4A4vFQmNj46QU09nbwk209/DpXelmS3Q4JiYGs9lMVVXVlG8qIESxwIanpydJSUnU19ezb98+2YkmPz+f888/n6SkJDIyMsjKyhpxpFihUBAeHk5MTAyJiYm0traSnZ09qhS1091/hEAWCEaHEMSCEWHflMNVgniy0Gq1DikLE1nQpdfrZaux2RQdDg4OltuAa7VaCgsLp7yrhhDFAhj423V3d+fQoUOyGLatdmRnZ6NSqYiNjWXOnDl0dnaese26RqMhNjaWxYsXo1AoUKvVFBYWsmfPnnF/H0T0WCAYHUIQC0aEfYTYlV3qJgN7u6+GhoYJtTJKSUmRH7e1tc2K6LCXl5eDvV5ra+uUF8M2bEVTQhjPXmwrOvapY7bUn66uLvLy8tDr9cTGxlJTU0NpaemwYxmNRiRJoq2tjfb2dk6cOEFbW5vT5yyixwLB2VFM9gRcSV1dHffccw/x8fFyFPDyyy/n66+/dtoxurq6iIyMRJIkJEnirbfectrYUwWFQoGvr6+87YoIsaenp1xQN9FER0fLjyczOjwbbObc3NwcbkA6Ozun5ec+m5vAbMRisVBVVcXJkycpKioaV4Gk1Wqlvb2d5uZmWlpahs01NxgMFBcXc/LkScrLyyekq6HNAcZWd3A6tbW1lJSU4O7uTmRk5KCaC29vb7RarbxdVFTEjh072LNnj0vE8FDYGiy5ssmSYGIQOsd5zNgI8bFjx1izZg3Nzc3AwEmoqamJLVu2sHXrVp566il+/etfj/s4v/3tb2f8ScXX1xeFYuDeqaOjwyUFb4sWLSIgIIC2tjaOHDlCe3u7048xFHq9Xo74jMQ2yZkkJibKjysrK2dFdDgqKkq+8env7x9kKTWdECkU31FcXMz+/fsdbpYlSSI5OZnly5fj6ek54rGsVitfffWV3LACBs5B1113nfy309fXx6FDhzh27JjD+cjDw4OlS5cyf/58+abL2bS2ttLa2oper8ff35/a2lqH1y0WC+Xl5SQkJBATE8OBAwdkoR4WFsZll11GbW0tW7ZsAQas1SbTZlBEj6cvQuc4lxkZITYYDGzcuJHm5mYWLVpEbm4u7e3ttLa2cv/992O1WnnooYf48ssvx3Wcw4cP89JLL7Fs2TInzXxqYp8/7Ip0CYVCgb+/PwqFAj8/vwkVhvbR4erq6gkt7jp8+DAnTpzAaDSSn58/YcedLEJCQuS8YavVSkVFxZTwGx4PIlI80Fnts88+Izw8nPfff5+ysjKOHz/OPffcQ0lJCZs2bRpVGlJhYSGFhYXcd999vP/++/zhD3+gra1N/l2bTCY+/vhjjh49yrXXXsuBAweoqKjgyy+/ZOnSpXzzzTfs3LnTRZ924PpSU1ODj48PUVFRaDSaQfs0NTXR1NSEVqslMjJSfr6npwdJktBoNENGl6cC9tHj2SCCpitC5zifGSmIX3vtNcrLy/Hy8uLTTz9l3rx5wMDd07PPPssVV1wBwEMPPTTmY1gsFn72s58B8Oqrr457zlMZV+cP6/V62cfzbEUozkShUDhEQya6O5rJZKKgoIDPPvuMrq4uTp06NaHHn0h0Op1D3nBdXZ1ckDTdmSqiOPr5kf04k7a2Nvbu3ctVV11FTk4O5513Hu+99x5FRUU899xz7N27F7PZzO7du0c0Xk9PD7t27WLFihX88Y9/5Oqrr2bNmjXAd3m6hw8fpr6+nk2bNvHOO+9gMBh49913iY6OZufOnfzqV7/ixIkTLvs+W61WTpw4QWdnJ4mJiYNWCWyraba/C/t0j7a2NjZt2sQHH3zg0iZHzkQI5KmJ0DnOZ0YK4nfffReAH/7wh4SHhw96/YEHHgAGTqxjjcy9+OKLHDp0iDvuuINFixaNfbLTAFdHiAMDA+XHtqWfiSAsLEyO0nR1dU3ose2ZDl6840GlUjlEyTo7OyfFWs+V1NTUTBlhPJEcO3YMjUbDK6+8QnV1NfPmzePBBx/kqquu4u6772bx4sXce++9FBUV0dXVddbxvvnmGwD++c9/8vbbbw8SjRaLhZycHK666iquvPJKXn31Vc4//3weeugh0tLS2LNnD7///e+JiYnh6NGjrvjIwICwzcvLQ6vVMm/ePLkWwN5b2xZIOH0VZLoXJQuBPDUQOsf5zDhB3NnZSXZ2NgAXXXTRkPssX74cHx8fADIzM0d9jOrqah5++GGCg4N54oknxj7ZaYJarZZdAFxRUBcQECA/nkih1NbWRlFREUajccKjw7OJ0NBQh9zPifZ5nkgmQxRvPHX3GX8uLf4lanOnvH9qw3tsPHW3U45dU1PDueeeS3BwMP/85z9pamri+9//PomJibz22mt0dHRw9dVXy/ueiVOnTlFcXMyjjz6KXq/nl7/85aB9mpubMRqN8ph//OMfCQ4O5oc//CFWq5UXXngBlUrFxo0bqa2tdenN5okTJyguLiYsLIwVK1bg4+MjHy8yMpKYmBhqa2tn9N87CIE8GQid4xpmXFFdXl6eLN5sSwino1AoSEpK4sCBA5w8eXLUx7j77rvp7OzklVdekf/gZjKffvopSqUSHx8fp7fWteUN27BVcE8EXV1dHD9+nNzcXHmZ09X4+/sTHx9PXl4enZ2dg14/deoUCQkJEzKXiaKqqgpJkvD29qaiomLKN+EYL1Ot2M7NaiSx9StOBFwFQKHfRUR2ZuFmHd+SfV9fH83NzaxcuRKAzz//nJCQEEJDQ4EB94Svv/6ajRs34uXlRW1tLXPmzBlyLIPBwDfffEN6ejoPPPAAN9xww5CRVFsB28qVKykoKKCsrIzVq1fj5+dHfHw8n3/+ufz6Cy+8QFNTk0OqjjPp7+8nKysLhUJBfHw8l156KY2NjVitVoKDg1GpVOTm5k4bS0FnMZQoFoV6zkXoHNcw4wSxfcXvmS5KttdOrxA+G59++ikfffQRq1ev5sYbbxzbJO1IT08f8vm8vLxxj+1MzGbzuJb6ysrKHLrB2dDr9XL0sKurC4PBMOZjjBWr1TphIi0lJYWgoCDCw8M5evToGT1KZwq2qnt3d/dJ+f+dDKaaX3FM+7cU+15Ar5seo5sPpT7nkdi2fVxj2vyjbUup1dXVsj2j7d/q6mqUSiWpqalndBT59ttvMZlM/POf/+Szzz7jvffeG/aYer2e6OhoOeplS03w9fXl5MmTdHV1yXNqbW11mSCGgZznnTt30tbWRkJCAhEREfT399PQ0MDevXtnTJ78eBFOFo7k5eUNe+23RX7PxHTTOdOFGSeI7U9A7u7uw+7n4eEBMKK8Nvux77rrLlQqFS+//PLYJymQsc8fnml5pacTEBAgX5xni++wPbNFDNszVaLFSms/c1o+51jQ9QCc0q8jpmMPKsvY/09sVmK26FFLSwv+/v4AsvOCvR3UcB7BpaWlFBQU8MgjjxAbG8tll112xmPaH8/+WDZv3+bmZry9vQEmpHDNbDaTnZ3NsWPHkCQJrVbr9JW0mcZUiSL39fVNeJqHM/4mhc5xDTNOELtyeeqRRx6hoqKCBx98kLlz5zplzOHuBtPT011aFDJVmAxB7O7ujsVimXDf3+TkZPlxRUXFsNGj6Z42IUkSnp6eozoJz2SmiiiO6tjPKd919KgD6Vd6Uuy7huSWrWMez+bza1tdUSqV8vnX9q9t9cdisQzpC9zX18fOnTtJTU3lt7/9Lb/4xS+oqqrCzc1tUDHazp07USgUsiC2OdPYjmXL33Vzc5Mfu8qLeChsgn+6uEdMNaqqqmbN7y4lJWVEkeDhmG46Z7ow44rqbD6ncOaIlM0X037/M3H06FGef/55IiMjeeSRR8Y3yWlEaGgoMTExeHt7O/3iMln5wykpKVxyySUORQeuxj46bLFYKCgomJDjTgahoaHExcURFhY2oYJkKjMVXCgUWBwEcLHvBRiVIzv/DYXNocUWqfX395ctE23/2iLGLS0tQ/rulpWV0d3dzauvvkpRURHbtm0jKiqKsLAwuaOhRqMhKipKjrzaCnttYw91TNucRuv1K/5eBdMBoXNcw4wTxPaRmDNdgGyv2QpAzsY999yD2WzmySefxGq10tXV5fBjw2g00tXVNSoj+qnMokWLuOqqq7jllluGTd4fK2q1mtraWnp7e+no6JgQ/2GlUklERAQKhYKwsLAJK6ZLSUmRH58pOmxjunoSe3t7y64hAQEBs6YYY6RMtigO7zqMzlgNgFmhoUh/4ZjH0uv1KBQKDhw4AEB8fLy8ymP7Nz4+nt7eXo4fP05AQAAWi4Xq6mrKy8tpamqSI4JxcXHMnTuXkpISysvL5R+VSkVaWhrl5eW89NJLwMDy78mTJ4mLi3M4VlNTE2FhYWi1WnlO9itQZ0OtVqPX68+4BC0QTAWEznENMy5lIjk5GUmSZPP0pKSkQfvYR+hGuiRgs+X68Y9/fMb9br/9dm6//Xaio6MpKysb3eSnIK5sytHb2ytfuCaqa1N4eLi8jGsfbXIlgYGB8oXZYrHM2K50arXawW+4vb2dtra2yZvQFGUyC+4krKQ0b+FA2IDZfpnPOcS17cDDNPrvgZubG0FBQezZsweADRs2sH37dg4fPkxJSQk6nY7zzz+frKws+vr6CA0NZfPmzQ4XcJt/71133SXnANvz9ttvU15ezsMPP+xgX7Znzx5uvfVWFi5cyPHjx9FoNJSUlHDrrbfKr2u1Wrm474y/E0nCy8tLzkX28PCgr69vxruhCKYvQue4hhkXIdbpdCxZsgSAr776ash9srKyaG9vB2Dt2rUTNrfpiL0gdqV4nKjcMftWzRPlPWwfHS4vL59xd9UwICqioqLkvE6j0Sg8Sc/CZEWLg3ty0fcOuJtYJBWF+ovHPFZkZCT79+8nLy+Pm2++maVLl7J3716am5v505/+hFqt5s0330SpVOLn50dNTQ33338/+/btY9myZVgsFubOncvXX3/N1q1b5Z8PPviAf/3rX5jNZpqamvjXv/7Ft99+y6pVq9DpdPzzn/8E4JlnnkGSJHbs2EF0dDQPPPAAbW1tfPTRR0RGRp41BcIWFbZvvzxcvrNAMFUQOsc1zDhBDAOdW2Cgk8tQdiPPPvssMFC4NtSd1VCUlZVhtVqH/bHx5ptvYrVaZ8Rdk5eXlxy5NRgM094lwMPDQ47UWq3WM9pAOYvAwEA5hWC00eHplDYRGhoqVzRbLJZZ4TfsDCYjt1gCUpo/lbcrvZfRpRp5aoE9CxYsQKVSceONN9Lb28u+ffvIzMwkPz+fn/3sZ7z99tu89dZbLFiwQD6XxMTEyPn7kiSxZs0afvSjHzn8DNUVa8OGDSxatIilS5eyf/9+Hn30UdatW0dhYSHbt2/n+PHjhISE8JOf/IS2trZhba3s8fDwcEib6u3tpa2tbVBBn0Aw1RA6x/nMSEH8s5/9jOjoaDo7O9mwYYNsSt3Z2cmDDz7Ihx9+CMBTTz3l8L6ysjIkSUKSJN56662JnvaUw77gbSJSC1xNVFSU/Li+vn5CcpZPjw5P95uKofDx8XHoNlhbWzsjP6crmWhhHGAoIqBn4ObMKinJ9xve6uxMuLu7c+GFF5KTk0NcXBz/8z//Q0tLC9988w3nnnsuN910E6GhoSxbtgw3NzcUCgUfffQR999/PwUFBQ6RWXts4vlXv/oVzz//PPCdvVpKSgrJyck8/vjjpKam8uGHH9Le3s7zzz9PXFwcH3/8Meedd57D3+RwdHZ2yj7k7e3tdHV1zbpGGoLpidA5zmfG5RDDwEn6448/Zu3atRw+fJh58+bh7e1NV1eXvBz21FNPceGFYy8omQ3YC2Jn5w/Hx8fj5+dHY2MjdXV1EyJOJyNd4uTJk8ydOxc/P78x5Q5PdQs2tVrt4B/a1tYme88KRs9EWrSlNG9ht8eAFWCNLp321q/w6ase9TjR0dFcd911HDhwgD/+8Y/y856enqxevZqUlBQ5lWbZsmXs27eP3bt3y68PRWJiIiUlJbz88stIkkRSUpKcbyxJEmvXriUmJoYDBw7w85//XH5fZGQkV199tbyvPbacS3vMZjOdnZ309/cLISyYVgid43xmpCAGSEtLIzc3lz/84Q9s2bKF6upq/P39ycjI4Be/+IXIqRkBrhTE4eHhBAQEEBkZSVZWFtXVo78Qj4bAwEA8PT2BgfzW0XbuGStNTU3s2rULLy+vGRc1lSSJ6OhokTfsZCaq6E5vLCekK4c6rzQA8v03sKz2tbGNpddz0UUXsXr1ajo7O1GpVOh0ukEuLunp6SNKZXB3d+eKK64Y9nVJkkhISCA+Pp6uri56e3vx9PSU03ZOR6PR4OnpSXd39yD/8dnifSuYeQid41xmrCCGgQrm559/Xl5yOxsxMTFjjhLMxOiCqwSxUql0KNabCP9h++hwZWWlbNw/UYynScVUjRJrtVpUKhXwXXvmif69zmQmQhgnt2ylzjMVJAX1nvNp1sbi3zv2duIajWbYNAhXIEkSOp0OnU435OsKhcKhFsLT05P+/n7xdyqYMQid4zxmZA6xwDm4ynLN399fjip2dHS4vGOcm5ubg6iwt28SjB2DwUBRURE9PT3U1NRMSNrLbMSVucXefbVEdB6St/P9L2emXPI0Gg2+vr4Olo5Wq1U4SAgEgiGZ0RFiwdhxc3OToy4Wi4WOjg6njW1f7DIR7ZrNZjNZWVlER0fj6enpcm/cgIAAvLy8KC8vd9od9VSNEvf3908rN4zpiquixZ8kvOiw3eyeyKenPTcUG0/d7dR5OJPTo8I2DAbDWRviCASC2YsQxIIhUalU5Ofn4+vriyRJTlliLCsrIyYmZsIFsdVqpb6+nvr6epcfC2D+/Pn4+fmRlJTEwYMHnZ5/LZi9TGZTj+mALVfYPnfZVjgnrNQEAsGZEIJYMCQGg4Ft27Y5fVybQb+NmeZIEBwcLH8+rVY745pwhISE0NHRMeM+13TD2cK4/J6R7Rc9sjTFCceWS3x6ekRvb6+ICgsEghEhcogFE4qfn58cvZmI/OGJxt53uKyszKl5tZOdmqDX6wkKCiI+Pn5EHq8C1zMZjT2mKra6BED2FRZiWCAQjBQhiAUTiq1THEyMu0RYWNgg6ydXERISIkeHzWaz3Ed+JqDRaAgPDwcGonFarXaSZySwZ7YLY6vVKjfV6OnpobW1VaRICASCUSFSJgQTykTmDwcFBbF8+XL6+vooKSmRO/m4CvvocGlpqUtcFyajuE6hUBAdHS3fWPT29rrcN1owNmZLjrFKpaK/v9/huf7+flpbW4WlmkAgGBNCEAuGZP369XR1ddHa2kphYaFTLjKn+w+7WhDbvIfVarXDcqorCAkJkT+b2WymsLDQpcebSMLDw+WIsM1veKb7UU53ZqowVigU6HQ6VCoV7e3tg0SxEMMCgWCsCEEsGIRGoyE1NRUAk8k0ppbDQ2E2m9m6dSsBAQF4e3u7tEOUSqVyEAOubtVsHx0uKSlxqSfvREaJ/fz8HG5iqqqqZlze90xmJgljrVaLp6en7CPs5eVFW1ubuDkTCAROQQhiwSDsXSBaW1udOrbJZKKuro66ujqnjns6ERERclS4ra3NqT7KpxMaGuoQHS4qKnLZsSYSrVbrIKRaWlpc7uEscA1TVRhbLBYKCwspLy/HaDTi4eHBnDlziIyMlIWvfVTYhtVqxWg0DhLDlZWV8mfVaDQkJSXh7u4ODKxIlZaWDiugdTodiYmJDscRCASzByGIBYNwVYe6icS+VXNZWZlLjzWR0WEbro4Sn543bDAYRN7wDGAqCeO6ujq2b99OW1sbUVFRhISEUFpayieffEJYWBjr168nMDDQISoMAzfVnZ2dmM1mh/HKy8v59NNPBz33ve99D4PBwKZNmwa953Q6OjpYvny58z6kQCCYNgiXCcEgXBkhngh0Op38GSwWC1VVVS47lkKhoL6+HpPJhMlkmtDcYVfasEVERKDRaICBqHdFRYVYmp5BTLYrRUdHB59++in+/v58+OGHlJeXk5WVRVVVFS+99BI9PT1s27YNtVoti2Gbg0RbW9sgYdvX18eOHTuYO3euHDm+6667aGhoAAb8zs1mMzt27MBqtQ75s3z58glr3iMQCKYeIkIsGIS9IHZWhNjX1xedTodSqTxrlGa8REVFyY9ra2tdmqtssVg4ceIERUVF6PX6GZNf293djbe3NwqFgurq6hnzuQRTg3379qFSqdi+fTuBgYHce++9fPvtt1x77bXcf//9zJkzhwsvvJADBw5wzjnnDBsVtrF3714MBgNvvvkm3d3dg9o229Pe3s6f//znQc9XVVXJN4ECgWD2IQSxYBCu6CQ3b948li1bhsViITc312XRTUmSHASxq4vpbPT19U1KdMlVqRPNzc309PTg7e0t8oZnARPZga6/v5/i4mLuvfdeYmJiuPXWW/n73/+Oj48PDz74IB4eHtx5551ccMEF5OTksGjRIgwGw7DjVVVVkZuby/33309SUhKPPfYYf/nLX4bdv62tjd///veDnvf29mbdunVO+YwCgWD6IVImBA4oFAp8fX3lbWelTERGRsrju7Ltb1BQkFxE09vbK5ZAx4HBYBC/P4HTqa+vx2KxsG7dOvr7+3n//fdJSkrixhtvxN/fn3fffReAtWvX0tjYeMZzUH9/P5mZmSQmJvL73/+eX/3qV6PKdVcqlURHR7N+/XpuvPHGKZFbLRAIJgcRIRY44OPj49Ba2RndnlQqFcHBwfK2KzvU2UeHXZn36uvrS19fn0vF/UhxVpRYkiSRJzzLWLLr+2d83ax051jGq5hVOgAW1b9NZOfBcR2zrq4OSZJYsWIFubm5tLe3s3z5ciRJIiYmhqysLEwmE6tWrQIGBLR9kaw9+/fvp7Ozky1btnDo0CFef/11rrnmmjMe38PDg/vvv5+goCBqamrYvHkzX331Fbm5uWzYsEGkTQgEsxQRIRY4YB8ddtZSeXh4uGyB1tjY6NKc3iNHjnD48GFaWlpcmi6xePFiLrzwQhYvXjwjLqD+/v7Ex8efMfdSMPtQmg0EV2+Rt0/q1mJFOsM7zk53dzf+/v74+vrKN8c63YDg9vT0xGKx0NraKt/kdXV1DTlObW0tOTk53HHHHWRkZHDrrbeO6IYuMDCQP/zhD9x333389a9/paysjHfeeYfm5ma2b98+rs8mEAimL0IQCxxwhSC2pUvAgE+oKzGZTJSVlbFz5046OztdcoywsDB8fX1RKBRERERMiajqeHKy3d3dCQ0NxcPDg8TERLkrnUAAEFS9DaWpGwCjRzi5/bHjcqgwmUx4eHgAAwVu8J3Vo+3msq2tTd5nqFUqk8nE119/TXR0NM888wxPPPEEBQUFw3aktD3/8ssvk5KSgkajwd3dnSVLlrBr1y5uuOEGHn30UUpLS6els45AIBg/QhALHKioqCAzM5MjR444LcJ6ehrDdMfed7i4uNilEe/RMBZRbMuhtKXJGI1G4SghcMDN3ENQ9VZ5uzbqaqwoZOu20Yhjd3d3PDw8ZK9uLy8v4DthbPsu6XQ6uZDOzW1wZt/Ro0dpa2vjjTfeoKysjGeeeQZgkAuF0Wjk//2//0dfXx/BwcF88MEHdHd3s3TpUtLS0igoKOCSSy6hubmZW2+9FZVKRUFBwYg/j0AgmDmIHGKBA83NzU5zlgBQq9UEBQUB33kCT+fClfDwcHx8fICBgp7p3pUuMjJSTpMQfsOC4Qiu3kp9+AYsbh70ekbSGrAcv6a98uv2onio77dSqUSn0+Hm5oaXlxctLS1y6gQMpEUEBQXJItjPz4/Dhw8DyEWy9lRUVLBy5UrWr1/Pu+++y9133y2/tnDhQmCgKE+tVrN582aOHDnC1VdfDeDQ5CMuLo7333+fbdu28aMf/Yi4uDjhqiIQzFKEIBa4lPDwcPkC5Mr84fDwcAwGg8s7603V6LCN0RTYBQQE4O3tLW9XVlZOuc8jmBq4mboIrtlGbdSAqKyNvhp90z4kBt88nS6OPTw8cHd3l88DERERmEwmDhw4wLJly3B3d6eyspK4uDgqKytJS0tDrVazZ88eAIKDgzl58iS1tbXymFarVU7tueGGG7jhhhsGzeOKK67giiuuoLCwkD179pCfn4+Pjw+hoaHyXGyRavv0jOHSLgQCwcxGCGKBS4mIiJAfu6pjnCRJLFy4EI1GQ2dnJ99+++0ZfUvHSnh4uCwg+/v7XdopztV4eHgQGhoqbzc2NtLR0TGJMxJMdYKrPqU+/DIsSncMntG0+Wegb84643uUSqUsNmGg25zN5/ybb77hggsu4NJLL+Wjjz6ira2N2tpa7rzzTvl1Hx8fmpqayMzMJDw8HKvVSl5eHv7+/uzYsWPIgtZrrrmGd955h/vuu4+XX34Zk8mExWLh66+/BgacdAICAjCZTFRVVREaGsqll15KcXExJSUlonWzQDBLETnEApdiL4hdVVAXGhoqXxiVSqVLxDBM/eiwjbMJdaVSSVRUlBwl6+7upq6ubiKmJpjGuJm6CKr+XN6uib5miPiwI42NjXIKTnd3NwUFBVRXVxMZGckrr7xCS0sLL730EpdeeimdnZ3cfvvt3H///Rw9epStW7cSHx8vF7mdOHGCI0eOADBnzhzOO+885s+f7/AjSRL9/f3AwE1rX18fq1atwtvbm/Xr1/OPf/yD1atXo1Kp8PHx4aabbmLfvn24u7vz3HPPAZCUlOTk35xAIJgOiAixQCYhIYHzzz+f1tZWTp06xbFjx8Y95smTJ+nu7iY8PHxclelnYiKK9iIiIqZVdPhMqRP2ecMmk0nkDQtGTHD1JzSEX4JFqcXgFUub/1L0zcP7Evf29lJXV4fFYnGoTUhMTGTnzp1cdtllvPrqq3z66afya5999hm33347Wq2WRYsWDVnkplarSU1NHfR8aWmpw7ZGoyEtLY38/HxMJhM/+tGPuPnmmx32qa+v54EHHuDll18mNTVVLvQTCASzCyGIBTJ+fn74+Pjg4+PjtMK6nJwccnJynDLWUKjVakJCQuRtVwni6RIdPht6vX5Q3rAtoiYQnA1VfweBNV9QH/k9AGqjrsG3+SAKSSI4OBij0TjItqyxsXHQOL6+vmRkZJCdnc3ixYs5//zzCQkJoaCggCNHjuDt7c3ll1+Ou7u7bMmWmpoq37jZnjsdvV7Pli1biI6OprW1Vd4vMjKSHTt2oNfrSUtLIzIyEoVCQVlZGVlZWVgsFubPn88555zjtN+VQCCYXghBLJCx5fYBLi1OKysrIyYmxilj2S5sMOCQMZyJ/3jQarWyndN0cpYYKkrc1taGVqslMDCQhoYGl3k1C2YuIVWf0BB2MValhh5dPL0hK0jzbpa/J11dXSO6yQoLCyMgIIDi4mJycnI4ePAg7u7uLFy4kJiYGHmMqKgo1qxZI68wrVmzhvDw8CHHPPfcczl+/Dg9PT3o9Xo5irxixQpCQ0OprKykrKyMEydOAAO59EuWLCE+Pl52vBAIBLMTIYgFMvaCeLqY09sLa1d1puvt7SUzM5PQ0FDUavW0iqieLoqtViu1tbV0dna65OZBMPNR9bcRWPslDRGXA1Afdx2arn8AA/np/v7+I85JV6vVpKSkOKzA2GMTwb6+vsydO/es4+l0OlauXDnoeUmSiI2NJTY2dkTzEggEsw9RVCeQsRfEzvQidhW+vr6yJ7CtYtyV1NbWurQdtKsYKt9ZiGHBeIht/hKFdeDGsMktgmq3eMxmM9XV1S4r0LRvBOKqegSBQDB7ERFiATDQMcpWaNXb2ztup4b4+HjOP/98qqqqKCoqGlTs4gyio6Plx9XV1UO2eBU43ugIBONBkiRCQkIICPCno+8IeZoMALJV55B4fAumCVw9OVszEIFAIBgNQhALAOfnD0dERODr64uvry8Gg8HpglihUDhYurkicuvu7u4yC7eJIjAwkHPOOYfa2lpaW1sHtbYVCEaKh4cHkZGRaDQa/un7qMNrzZoYmlf856xjLNn1fZfM7fSIsRDIAoFgtAhBLAAcq7adJYhtuCKVwd/fX/Ye7u7upqmpyanjS5LEueeei9lsJi8vb1ou0Wo0GpYuXYokSYSFhWEymURbWsGYkCSJqKgoeRVpqiMEskAgGC1CEAuAgXxcG+MVTRqNhqCgIAAsFgvV1dXjGm8oGhsb+fzzz4mOjsZoNDp9/MjISNmPdPHixTQ0NEy7lIylS5fK7W17e3vJzc2lt7d3xK2dBQIbVquV6upqYmNjHVYZyu8Z2fujn3fRxEaIEMgCgeBsCEEsAJwriMPDw+UuaA0NDS7z7O3p6SEvL8/p40qSRHJysrx96tSpaSeGU1JS5JsSq9XKwYMH6e3tneRZCaYLkiQNatbS2dlJdXX1QIvvFZM0MSchBLJAIDgdIYgFgGPKxHgt1yIjI+XHrnZ+cAVRUVFydNhoNE75rnSnExQU5CDo8/PzHZojnKmLnUDg6elJZGQk1dXVg3yqp4P7zFgYKiVKiGSBYHYhBLEAgH/961/4+vqi1+udKohd1TnOVUiSRFJSkrw93aLDWq2WJUuWOEToh4qiC1EsOB2FQkFoaKjcoCI8PJzCwkIsFsskz2xyEFFkgWB2IQSxAIC+vj4aGhpoaGgY1zharXZE+cNj7Vbn4+NDaGgoFRUV9PT0jGeqQ2IfHe7r66O4uNjpx3AVkiSRkZHhkDd88ODBYfcXolhgw8vLi4iICIeiOYVCgVardcn3zBnYUjpsN3+upqamZtAxhUgWCGYOQhALnIp9dLiurs7pXd1iY2OJi4tj7ty55ObmUlhY6LSxT88dLioqmlbR4blz5xIQEAAMiIUDBw6cteBQiOLZzelRYRvt7e1T1tu7tbWV/Px8GhoaMJvNuLu7ExUVRWJi4lldMNra2jh58uSw+fQKhYLo6GiHjnYWi4Xy8nJOnTolN7Tx9fVlzpw5WK3WQYJciGSBYHoiBLHAqdjbrVVWVjp17NO9h52dzxgdHY2npycwkDs8naLDSqWS8PBwefvkyZMjtqITonh2MlRU2GQyUV1dTXt7+yTObHhsN8H+/v78/Oc/x8/Pj5ycHD7++GNKS0tZuXLlGRvRnDx5EovFMmR7Zxi4iT9y5AihoaFotVp6e3vZs2cP7e3tZGRksH79esxmM5s3byYrK4ugoCBWrFiBUqmUxxD5yALB9EQIYgG+vr709/fT3d097rFsghKcX1AXFhYmX7y7urqcKohPzx2ebtFhs9nMjh07SE9PR6lUUlBQMKr3C1E8e1AoFISFhQ0SjlM5KgwD9QiFhYXcdtttPPvss2i1Wtra2ggMDCQnJ4err76affv2sX79+mEjxb29vZxzzjl8+umnQ76+adMmrrnmGoxGIxqNhkOHDtHX18dHH33EFVdcQXt7O25ubjzxxBO8/vrr3HnnnRw7doxFixadce5CJAsEUx8hiAWsW7eOqKgojEYjmzdvHpdv8JYtW9BqtURERDjdf9i+VbOzO9Pp9Xo593a6RYdt9Pf3s3//fodo1WgQonh2oFQq8fHxkbenelQYBlKATpw4QUZGBq+++ipZWVlcd911VFRUcNVVV/HOO+/w3nvvkZ6ezqlTp5g7d+5Zx/zVr37F119/7fBca2srCoUCd3d3GhsbaWho4KWXXuKKK67g8ccf5/e//z0ajYbnn3+eO+64g8LCQv7617+SmJgo1x6MFCGSBYKphWKyJyCYfGyRIo1G45QocW9vr9PdGdzd3R18dZ3tXtHS0sKXX35JcXEx+fn507rF8XjmPt0s5gSjp7+/n9raWmAgp7agoGBKi2EYiF4bDAb++7//G4VCwS233EJDQwMxMTF8+OGHvPrqqyxatIjzzz+furq6EY1ZXFxMdnY22dnZFBQUUF1djcFgYOnSpajVampra/Hw8ODWW2/l4MGDPProo/j5+aFWq7n99tupr6/n3nvvBaC+vt4pn7OmpmbIH4FA4HpEhHiWo1ar5ciGyWSashfGqKgoBysxg8Hg9GMYDAZycnKcPq6rCAkJQaFQOP2CKSLFMwu1Wj2oOU5LSwtGo3HcN8AT1YHOlh51zjnnUFRUxMmTJ0lLSyM+Pp7W1lY++ugj7rvvPs455xy++eYbTCYTbm4jv7x1dXWhVCpJSEiQo7TNzc1kZGSgVqvZvHmz7OLS09NDZmYmW7Zs4ac//SkRERE0NzcTHx/vks8OQ0eTQUSUBQJnIiLEsxz76vK2trZB3ammClFRUfJjZ6dLTEc8PDxYsmQJy5cvZ8GCBU63nhKR4umPUqkkMjKSpKQk3N3dB73ujNWgiaK1tZXQ0FCio6PJzc0FvlvZ8vf3l59bsWIFVqt1RN02H3jgAY4ePcrBgwf561//Snx8PNnZ2eTk5GCxWGhvb2fFioGWfLm5ueh0OtRqNT4+Pri5uTkcc7ze7WNFRJQFAuchIsSzHPvCmpaWljGPo9VqSUtLo7Kykrq6uhGZ+Y/Ui9jPzw+dTgc4Lvc6g6Fa1E51bJEqW+FQWFgYeXl5Tre4E5Hi6Yu3tzfh4eGoVCpgwP3l1KlTTvtbX7Lr+2d8vcNnHoVpjwMgWfpJPfBz1H1jP7/09fURGhoKfBct1mg08r/t7e2YzWZCQkLk/c9ET08Pvb29VFVVERUVxd13380999zDfffdx3PPPYder8dqtcrjNTc3y8eTJAm1Wi3PIyQkxGXt6cfKmUSxiCoLBEMjBPEsx1mCODIyklWrVgED1eCbNm0a99xs2Ivmqqoqp+X3KhQK1q5dS11dHYWFhWf17J0qpKamyv9vFouFrKwsp4thG0IUTy9s9nu+vr4Oz/f29k7ozZ+u/QRe7Xl0+aRgVaioi7yCqOJ/jnk8i8Ui3wDaPIRtxaNKpRKr1Upvb6+8z3A35Gq1mr179xIYGOjQcGTRokV8/PHHPPvss2zatEleIbE/pkLx3YKqUqmU07bUavW06uYn0i8EgqERKROzHPsL53gEsX1Kg7OX7Owr4svKypw2bkxMDDqdjsTERFavXu20cV1JWFiYg0DNzc11+XKtSJ+YHnh7e5OUlOTwne7v76esrIzKysoJFW0SEFrx3U1xU8g6+lU+w7/hLLi5uTk0xYDvosB9fX2o1Wo8PT3lNJDh8ofnz5+PWq0mODiYlStXsmbNGhYtWsTRo0d5/PHHUSgU/OhHP5JrKeyPaX/T2dfXh16vBwZST0aTrzxVGS79QqRgCGYL0/9bLBgX9hfPkeTdDYcrG3Ls2LEDf39/QkJCnCb+FAqFg+/wdLBZ8/T0JD09Xd6uqamZMLEqIsVTl+Giwi0tLdTW1k6aY4p361E8Ok/Ro0vAotRQH345EWXvjGksT09PiouL6evrIzg4GBhIe9DpdPT09MgONCdOnJD3HwpfX99BTTl8fX2pra1l7969AA7FcSdPngQgODiYnp4erFYrZrPZYR4nTpzAw8NjTJ9runA2USyiy4KZgBDEsxxnCGJ3d3e5OM9sNjs1x9dGc3OzUxtxxMTEyIVGvb29lJSUOG1sV6BQKMjIyJBzQru7u8nOzp7QOQhRPPXw8vIiKirKIULZ19dHdXU1nZ2dkzgzW5T4A4rn/QqAhrCLCanajJupa9Rj+fn5UVRURHZ2NitXrkSr1VJVVYWfnx/19fVcf/31AOzZswe1Wo2bmxt79uyhra0NSZIICQlh4cKF5OXl0dPTQ3h4OMHBwSiVSjo7O2lpaWHp0qXAdznK/v7+7NmzB4A1a9bwr3/9i+bmZrq7u7FaraxZs4a+vj4OHjzoEBCYjYicZcFMQAjiWYyXl5cssHp7e+XcvNFifzGoq6ubsp2ubJweHS4oKJjyOYALFiyQl2gtFgsHDhxwWd7wmRCieGphMpkcGrG0tLRQU1MzZf6efZsPou2uoNczCoubOw1hlxBW8f6ox7HdcG/bto0VK1Zw7bXX8r//+7+yH/nNN99Mf38/27dvx9/fn4qKCpqbm7n55ptpaWlh06ZNaLVaCgoK8PPzY//+/cBAaoXJZMLT05OHHnoIgP/7v//D29ub0NBQcnNzOXXqFFdeeSW/+tWv2LVrFwBz5szh3HPPJTMzk97eXge3HoEjUzm63N/fP+EpIZNx3haMDCGIZzEajYampiZ8fX3HlYpgL4id3a7ZFZweHS4tLZ3kGZ2Z8PBw4uLi5O1jx45Nms0TCFE8lejt7aWhoQG9Xk9VVZWc8zpVkLASWvEBpSm/AKA+/DKCq7egNI/OR1yr1RIWFsYLL7zATTfdxBtvvMHcuXM5duwYt912G+eddx5PPfUUFRUVrFy5ksbGRlQqFa+99ho5OTls2rRJjpjv2rWLiooKsrKyaG1tJSoqiuuuu47w8HA2bdpEdnY2aWlpsnvLvffeyyeffMKhQ4d46qmn8PT05De/+Q19fX08+OCDuLu7y24UgtFjL0iFWBRMJkIQz2Kam5t5++23kSRJthQaC5GRkfLj0QriM1mvLVu2jPr6eqqqqpwWdVYoFCQnJ8vb0yE6bMtZVKvVVFVVTYn0DiGKJx43Nze0Wu0g0dvQ0EBjY+OU/Tv2a9xLTcx1GN1DMat0NIReRGjV5lGPk5qayo4dOzjnnHN4+OGHuffee1Gr1ZSVlfFf//Vf/O///i8REREEBwfT1NQkt3u21QfYIumfffYZV155JRdddJHsHLF3716efvppXn31Vfz8/IiJiUGpVDJ//ny2bt3K2rVrefLJJ3n99deBgRb1v/3tb8nJyWHlypVjbpcuEAimDkIQC2TLorHg7u5OQEAAMCDcqqurnTKnwMBAwsPDCQ8PJzk5mc8//9wp48bGxqLVaoGBznRTPToMA2komZmZzJs3jyNHjkz2dGRsBX1CGLseX19fwsLCkCSJwsJCh0ia1Wqd0l7aEhZCKz6kLOlOAOojLieoZhtKy+i8ez09PTn33HPJycnhrrvu4p577sHT05OOjg4UCgUJCQnMnTsXSZIICgqisLCQ+fPnAwNiOCUlhc7OTh544AEeeOABVCoVOp2O7u5ujEYjkiQRHR1NamqqLHDj4uJQKBTs27ePVatW4eHhgdlsxmg04unpyYoVK0R0WCCYIQhBLBgX9tHh2tpap0Vy7W3cnFWkp1AomDNnjrw9HaLDNnp6ejh48OBkT2NIRLTYdbi5uREREYG3t7f8XERExLS4kbPHr2EXNdE/oE8biEntS1PIOoJrto16HB8fH84991yamppoaGjAZDIRHR1NRESEQze+oKAg1q9fT3t7O5IkERAQgEajYfXq1XR0dNDS0kJ3dzcmk4mAgAB8fHwICQmRaypsSJJEbGwskZGRVFZW0tXVhSRJ+Pj4EB4e7uBNLBAIpjdCEAvGhb1wdVb+sJubG+Hh4fK2s1o1R0VFyRdNg8HgVE/j2Y4Qxc5Hr9cTFhbmsBxvNBppaGiYxFmNDYXVREjlZioSbwWgLvJ7BNZ+icI6+htoSZIIDAwkMDDwjPvpdDq5w6X9e318fBy8zUeCm5sbsbGxo56rQCCYPojb21mKzcYrISHBoVvdaDly5Ai7du2irKzMaQIzPDxctpFqb28flz+yPWVlZRw4cIDOzs4pHR3W6XSsW7dOdpWYLpw6dUo08XACKpWKmJgYIiMjHcRwU1MTRUVFcvOJ6UZAfSZufQPFoP2aAJqDV0/uhAQCgcAOESGepfj6+nLOOecA0NHRwd///vcxjWPzBz506JDT5hYdHS0/ttkqOYuqqiqn5Tm7AqVSSUZGBt7e3px//vkcPnzY6b8DVyOixWPHz8+P0NDQQVHhqqqqaSuEbSgsfYRUfUJV3E0A1EVeSUBdJhJT88ZUIBDMLoQgnqXYR4XH07LZGdg7TXh6espFehaLxeld74ApXYC0cOFCeTnXarU6LTo+0QhRPHoiIiIcvpdWq5Wmpibq6uqm9N/sSDl03gcO20b3ELLPO7sn8ZJd33fVlAQCgUBGCOJZylQSxPbYW7DV19eP2f1iOhIVFeUQHT969CgdHR2TOKPxIVwoRkdbW5v8vTQajVRWVtLT0zPJsxIIBILZgRDEsxT7zkpjbYns7u6OwTA6g/2zYe9a4YycZFsKQklJCfX19eMez1XodDoWLlwob5eXlzutmHCyEdHikdHV1UVzczMWi2XGRIWHovyeke0X/bxr5yEQCAT2CEE8S7Ev2BpLhNjT05Of/exntLS0UFZWxs6dO8c9p6CgIDw8PICBCFldXd24x4yPjyc0NJTQ0FCqqqo4cODAuMd0NkqlkmXLlsmFhB0dHRw9enRyJ+VkRLTYEX9/f/r6+uTuaTamcn67QCAQzGSEIJ6l+Pr6yo/H0gbY1q7Zz8/Pacu6Wq1W7shWWVk57giZUqkkMTFR3p6qdlWLFi2SfWZNJhNZWVmYzeZJnpVrmO3CWK1WExERgZeXF/39/RQWFs7Y/2uBQCCYTghBPAvRarVyt7a+vr4xCVr71AZnFb5VVFRQVVVFaGgo7e3t4x4vLi5Obknd3d09JVMQYmJiHLycjx49OihqOBOZjWkU/v7+hIaGys0cVCoVgYGBTlkJEZwZq9WK0WhEpVKJNssCgWBIhCCehdinS4zVxcBexDnDFszmNGGxWJyybOzm5jaoK91Uy8n08PAgLS1N3i4rK5t2FmvjYbZEi+2jwjasViuNjY1TOq99JtDT00N+fj6VlZVyJN7f35+UlBSCgoLO+F6TycSRI0fOWGPh6+vLokWL0Gg0VFVVUVBQ4NBW2x6VSkVSUpK8uiYQCKYWQhDPQuzTJcYiiHU6nTxGf3+/01orO5PpEB3u6ekhNzeX1NRUOjs7ycnJmewpTQozWRgHBAQQEhLi0OLXYDBQVVXl9IJUgSN1dXVkZWWhVCr56U9/SmpqKs3NzfzjH//g22+/JTY2loULFyJJ0pDvr62tpbKykmuvvRa1Wj3kPv/6178oLy9nzpw5HDt2jMTERIfiWHtycnLIyckRglggmKIIQTwLGW+E2P6EXlNTM+U6vrm5uTnkDufn50+56LCN4uJiWlpa6O/vn/W5pDMpjUKj0RAREYGnp6f8nNVqpaGhgYaGhin79zhTMBgMHDhwgLS0ND766COioqLIy8sjIiKCX//61/zmN7/hz3/+M3q93sHq0R6j0QjAK6+8Mmw3z02bNsn7GY1GLr/8cp588skh933kkUf4/e9/P/4PJxAIXIIQxLOQ2tpajh8/jl6vH1Ohmb0grqqqGvd8VqxYgZ+fH01NTU4RC/bR4a6urimfhjCWosaZykyIFkuSRFxcHCqVSn5ORIUnlqKiIiRJ4r333sPb25vzzjuP3bt3ExgYyH/+8x+effZZ9u/fT3Z2NtHR0cNGiW18/fXX3HLLLYOe7+3tRafTDXp+7dq1lJSUODzX1tY25L4CgWBqIATxLKS0tJTS0tIxv9+ZgliSJFJTU/Hy8iIpKYk9e/aMK6/y9OjwVMsd9vDwoLe3d8pF1aca01kYW61W6urqiIyMFFHhSaK+vp4LL7yQ+Ph4Hn/8cXbv3k1SUhKVlZXceeed5OXlcccdd3DjjTfS0dEhd4ccju7ubtkX3VYM6ebmRmpqqkOBsY3Kykp5f19fX7y9vfHz8yM2NtbZH1UgEDgJIYgFo8LT01NOuTCZTOOukI+OjpaLjXp7e8dtjRYfHz9lo8Nubm6cc8459Pf3k5WVJbqQjYDpKoxbW1vRarW0trbOqm6LUwGbv/M555wDwCeffIK/vz/z5s1Dq9WSk5NDQUEBq1atAgYaE51NENvT399PXV0d4eHhhIeHn9W1oq2tDYvFQnJy8qiOIxAIJhYhiAWjwj4aUltbO+681/nz58uPc3Nzxx1Fq6qqwsvLi6ioqCkXHU5PT5fF/3nnnccXX3wxpeY3lZmqwtiWK1xTUzMoHWIqFptOBVzdgc5WF7Fs2TJgoIYgNDQU+K5lfUFBARs3biQ4OHhEKUvLli2joKAALy8viouLee+993jzzTfZsWMHq1evlhsK2fi///s/QkJC6Orq4ssvv+Qf//gHBw4coLu7m6SkJCd+WoFA4CwUZ99FIPgOSZLkznbjjb5qtVri4+Pl7RMnToxrPBhY2szOzuarr76aUtHh+Ph4wsPD5e3jx48LMTwGTp06JYvjySYwMJDExEQ8PT2JiIg4ax6qYGLo6+sDBjpfGo1Guru7ZZcI2782K7XAwMBhbdLsx8vLy2Pnzp3s2rWL6OhoXnzxRfbt24dWq+XIkSMO+5eUlJCXl8fWrVupqanhzjvv5MCBA/zwhz/kxIkTdHR0OPsjCwQCJyAixLOM5ORkkpKSaGlpoaSkZNSev3l5eeTl5eHl5TXuPNjk5GR5ubG2tpbm5manFZ10dXU5ZRxnoNfrSU1NlbeLi4tFi95xYi+KJzpqrNVqiYiIcIgKajQaPDw86O7untC5TCeW7Pr+GV+virmBuqirANC15ZJ07NExHcd2o+nm5iY7QNjOMzb7O9vzKpVq2POYrXlRcnKyQ6MgjUbDc889xx133MG9997L7373O7q7u9Fqtbz88ss89dRTDuOsWLGCzz77jBdeeIEPPviA0tJSB/9xgUAwNRAR4llGWFgY8fHxLF26VF5GHAtdXV3jzoGdO3eu/NgZ0eGpiEqlIiMjQ74Qt7a2cvz48Ume1cxiIqPGQUFBJCQkOIjhnp4eioqKhBgeJ0E1n4F1IAWr03c+PZ4xYxrHJn47Ozvx9vbGzc1NjhrbosG21InOzk7c3IaOC4WGhpKUlIRer2fFihVcfPHFXHDBBXh5efHAAw/Q0dHBj3/8Y2CgiG/JkiV4e3szf/581q5dy8UXX0xaWhr79u3jtddew9/fn8suu0x0JhQIpihCEM8y7P00bakPk4G/vz8hISHAQHFeQUEBgFyZPRpUKhXJyckONldThfT0dNmLtq+vj6ysLOEw4SJcKYy1Wi2JiYkOTTYsFgu1tbWcOnVKjjgKxo66rwW/xn3ydn34ZWMax5ann5ubC0BISIh8s2L715bfW1pa6tBB0B6lUsm8efNYvHgxoaGheHh4oNfriY+Pp7u7m8LCQrljp9FoJDAwkKVLlzJnzhx8fHzw8PAgPj4ed3d3Dh8+DAzUYIi/FYFgaiJSJmYZ/v7+8uPJFMTz5s2THxcXF4/rIpGQkEBKSgoJCQnk5uaOSVS7goSEBMLCwuTtw4cPC2eJCcCZ6RSSJBEUFERQUJBDjnB3dzdVVVVC3DiZoOottAQNuEO0BJ1LROm7qPrbRjWGTqdDpVKxZ88efvKTn7Bu3Treeecdent7KS8vR6fTsXz5cnbv3o3ZbMbf35+cnBzKysqwWCx4enqyZMkSenp6KCkpwc/Pj8jISHQ6Hb29vVRUVKDRaIiLi5OjvVarlf3792O1WomKiiIwMBClUkltbS0Gg0FeDauvr5+SN+4CgUAI4lmFWq2Wo5Umk8khL24krF+/npaWFqqrq8e17KdQKBzSJU6ePDnmsVQqlSx61Go1JpNpzGM5E71e7+CgcerUKWpqaiZxRrOT8bpTqNVqBzFssVioq6ujqanJaXMUfIdXZxGe7fl0+yRjVahoCLuQ8PL3RjWGJEkEBATw+eef09fXx2233cY777zDtm3bALj33ntRq9V88sknSJKEVquluLiYq666iuTkZP7+979TUlJCfX09gYGBFBcXU1hY6DD+448/jp+fH3/84x+BgcYrNiu2rKwsh/kkJSVxxx130NHRwaeffkpQUNA4f0sCgcAVCEE8i/D19ZUft7W1jcrlwMvLSy4M6+/v5+WXXx7z0r9Wq6Wmpoa4uDgHw/uxkJCQIEdcOjs7ndI5zxkkJibKS+stLS0ib3iSGWvU2Gg0Ul9fLy+7i6iw6wmu3kqJTzIAjaEXEVrxEQrrmZ0gTicuLo49e/bw+9//nt///vccPHiQN998k8WLF3PTTTeRnZ3Na6+9Jqc8AFx//fVcffXVbNmyhcbGRoxGIzfddBN33nkn27dvp6ysDB8fH84//3zS0tIoKyvjueeeIyAgAI1Gg0qloqSkhF27dnH06FEMBgNz5szhe9/7Hmq1mv/+7/+mu7ubjIwMp/6+BAKBcxCCeBZhL4hHGx229x+uqakZVx5sT08Pn3zyiZyTN1b7MbVa7SBu8vLyxjwnZ3Pw4EEMBgNRUVFkZWUJi7UpxJnEsVKpHOSt3djYSH9/v2ixPUHom/aj7m2kTxuISe1LS9A5BNTvGNUYwcHBREdH88QTT3D8+HEeeeQRnn32WVpaWnjkkUf461//ikKhYN68eXLB3cmTJ/nmm2/o7u5GkiTc3Nz49ttvWbFiBWvWrCE0NBSTycTJkyd59NFHeemll+js7OT888+npqYGk8nE3//+d1auXMntt9+Oh4cHjY2NsmdxZmYmCQkJcmMjwXcoFAq8vb0nexqCWY4QxLOI0yPEo8FeEDsrCtvT0zNkTm1ZWRkxMTFnfb99dLijo2PKRIdhIKfw+PHjFBYWiojiFMYmjhUKBStXrsTf35/CwkIHb1qr1SrE8AQiYSGw5jOq4/5/B4fwDfjX72C0Ls+LFi3C09OTbdu28fHHHzu8Fh4eTmpqKlqtFo1Gg7e3N48++p3N29KlSwkMDGT37t188803Q44fFBQku064ublRXV3NHXfcMeS+Wq2WhQsXitbNdthEsI+PDzqdDoVCcdaufwKBKxGCeBZhL4hHe4G3F8RToeGFSqVyaOoxlaLD9ggxPPXR6/Wkp6fLESp/f39hjTXJBNZtpzb6B1iUWgxeMXT6zMe7PXdUYygUCpKTk4mLi5OL29zc3AgMDHRooSxJEmvWrKGlpQWr1YqHh4dcaxETE0NraysdHR0YjUYkScLDw4Pg4GC5RTyAh4cHa9asobu7m9bWVnp6ejCbzajVavz8/NDr9aJxC0OLYHuEIBZMJkIQzyLsl+pGEyG2ncBgwDqsvr5+zHNQKBROsR1LTEx0iA5PdqMLjUZDeHg4JSUlkzoPwcixFXcmJiY6iBVJkigvL5ejxFOtXfRswM3UjX/9DhrDLgGgIfyyUQtiG2q1mujo6DPuo1AoCAgIGPS8UqkkICBgyNdOR5IkvLy8hrVxm+2oVCqSkpIGiWAbBoNBWFIKJhUhiGcR9oJ4NBFi+8KT6urqMZ+0goKCuOqqq8jLyyM3N1dunzpa1Gq1Q3Q4Pz9/TOM4kyVLlhAcHExQUBDZ2dlnbQcrmFz8/PxIT0936IxoMpnIzc0ddFMzmV3xZjPB1dtkQdzmv4RebQjaXhG5nw4olUqsVqvDtaK/v5++vj65AyAMiOC2tjba29vp6+ubMi5BgtmJEMSziE8++QS9Xo9er6ezs3PE73NWusT8+fPx8PAgPT0dd3d3Pv/882H3PVMesX10uL29fdJzh5OSkggODgYGOgGWlJTQ0NAwqXMSDI1SqSQlJWVQVLihoWFEPtFCHE8cWkMNPs3ZtPung6SgIfxSoor/OdnTEgyDUqmUVxO9vLyGtCdsb2/HYrHQ3t4ui2CBYKogBPEsoqamZkxeuOHh4fLjsYpPpVJJUlKSvD2eVs2dnZ309PTg4eEx6bnDAQEBDp7K+fn5QgxPUfR6PUuWLHGICvf395Obm0tpaemoxzu9K54Qg2D24QAAhvdJREFUyM7j0HkfDHquIfwyGs7SvW7Jru+7akqCIVAqlfj4+Mgi2P4m08fHZ5Agrq+vH1fKnUDgSoQgFpwRb29vudior69vzGIvNjYWd3d3YCDnt7KycsxzqqiooKqqivDw8EltdqHRaMjIyJAvAo2NjZMu0AXDo1KpHMRwfX09hw8fxmAwOGV8ET0WzAbOJILtkSQJSZKE5aRg2iAEseCMREREyI9ramrGfHKzb9U80s50Z0qbsFgs4xLVzmDp0qVyPlxvby8HDx4UJ/8pTENDA6WlpURERHD8+HGXtvgW0WPnUH7PyPaLft618xAM4O7uTkJCwrAiuLu7W06HEHUUgumGEMSzBJVKNaYTVEFBAe3t7URERIzZi9XDw8NB2I6nVfNUISUlRW7BarVaOXjwIL29vZM8K4ENpVKJl5fXoAY0x48fJz8/32lR4ZEiBLJguqFUKrFYLA43+QaDAbPZjJvbd9JBiGDBTEEI4lnCDTfcgFarpaWlhW3bttHV1TWi95nNZqqrq8dlazZ37lzZX7KqqmrUTUFgwFnCy8uLlpaWMc/DWQQFBZGcnCxv5+fn09jYOIkzEtgTEBBAeno6CoWC7du3O1ykTSbTlKhkP10ggxDJgsnHzc1NTofw9PSkoqJi0E1le3s7Wq1WiGDBjEMI4lmAUqnE19cXhUKBh4fHhEcy58+fLz/OzR2bl+icOXOYM2cO9fX1nDhxYkyi2hlotVqWLFkiLxk2NDSIvOEpgpubG/PnzycuLk5+bsGCBWRnZ0/irEaOiCJPPjYHBKPRiEajwcfHZ1jf3JGOo1Qq0el0DnZj9hiNRjo6OrBYLOh0Ojw8PMb7MUbF6SL49MK40wXxZHu+CwSuQgjiWYBNDMPA3f1ERshCQkLw8/MDBoryCgsLR/X+srIykpKSZJETHBxMSUnJpAlitVqN2WwGvssbFkw+QUFBLF682EFM9PX1TevIvYgiTxxWq5WKigry8vIcrPc8PT1JSUkhMjJyRJ3mTCYTZWVlFBUVDUrL8fb2Ji0tjcDAQGDg/JGfn09ZWZmDX29oaCjz5s2Ti5ntiYuLY8GCBVitVj799NMxe8KfSQTbsFqtonOcYFYhBPEswL4hx2hSDkJDQ2ltbR1XRNnekqywsHBMYnzOnDlyzlpbWxu1tbVjns946ejoIDMzk8WLF1NcXCxaM08ybm5upKamEhsb6/B8TU0NR48enXF53UIkOx+r1Up2djYVFRUsWbKEX/7yl0RHR1NaWsqf/vQnDh06RFNTE4sWLTqjKDYajezevZuOjg7OPfdcfv7znxMbG0t3dzdHjhzh1VdfJScnh3Xr1tHT08POnTsxmUzccsstXHvttajVanbs2MFf/vIXMjMzWbVqFeHh4aSkpJCamkpMTAxKpZLOzk5ycnLQaDRjyoXX6XTExMQMK4Ltc4KnQnqRQDBRCEE8C/D19ZUfjyayunHjRjw8PGhoaOCjjz46a9OCobD5TgYHB4+pmM7Dw8NhCXwqpCf09/eTlZU12dOY9QwVFTYajeTk5Ex6s5aJRIjk8VFVVUVFRQWPPPIIjz32GGVlZezevZvzzz+f66+/noceeoinn36a4OBgB092e6xWK1lZWZhMJrZt28Yll1xCXV0dR44cwcvLizvuuIOioiLeeustAA4fPoxarWbfvn0sXLiQzMxM6urqeOihh/j5z3/OeeedxwUXXMD3vz/gq1xbW8vhw4eprKyksbGRlpaWMTe16O7uxmq1yoJYiGCBYAAhiGcBYxHEvr6+eHp6AgN5ZGMRwzDQgOPEiRP4+/uPqVXz0qVL5WW71tbWSY0OC6YOqampJCYmOjxXXV3N0aNHRdQeIZJHQ2FhIQsWLOCxxx7j66+/ZuPGjfT09ODl5cWnn37KE088wccff0xhYeGwgri6upqmpib++c9/cskll/DLX/6SF198URat7u7u6PV61Go1bW1tNDQ08Oyzz7Jw4UJuv/12XnvtNWCgBfzu3bt54403+Pe//w1AVlYWe/bswWg0OqWzm8ViobOzE4VCQXt7Ox0dHUIECwTA6KsFBNOOsQhi+3bNziiiGIsY9vDwIC0tTd6ejOiwJEmsXLmSsLCwCT+2YHg6Ojrkx0ajkaysLLKysoQYPgOnTp0a8mc2YzQaaW9v5/rrrwfgySefxGKxsGrVKvr7+3n66adRKpX84Ac/oLW1dVhHhaqqKiIiIviv//ov3n//ff785z/T19eHt7e3XEfR19dHamoqjY2NKJVKrrnmGoqLi/nyyy+Ji4sjNTWV7OxsPvroI1auXEl+fj4ACoWCzs5O+vr6UCgUYyryO53y8nJKS0tpaWkRYlgg+P8REeJZwFgEsTPaNY+XpUuXyrnDra2t1NXVTfgc5s2bR0hICCEhIRQVFXH8+PEJn4NgMOXl5YSHh2MymcjJyRFCeBwMJ4pnQ0TZVlOxatUqOjs72b17N/Hx8QQHBxMVFcWOHTvo6elh1apV8v7BwcEOY5jNZhoaGvjpT38KwH/+8x9gYGXNzc2Nuro6FAoFycnJrFixgri4OJYtW0ZHRwdWq5X//d//pb6+ni1btlBYWMjWrVu5/vrrCQ0Npbq6mqioKCIiItBoNERFReHh4YFaraa8vJz8/Hx6enpERziBwAkIQTzDcXNzk9vV2qyARsJ4I8RarXZcBU1eXl4O0eGdO3eOeayxEhISwpw5c+RtIbomh5CQEHp7ewfdzO3fv3/MVfaCs3Om6PFEiWVXd6CzrTQsWbKE8vJyTCaT7O7g7e1NX18fdXV1LFmyRN7/dEFsSzm48MILgYGgQ1ZWFhkZGcBAM5gXX3wRk8nE5ZdfTmdnJ0ePHuWKK67gk08+wdvbmzlz5nDhhRdy8OBBysvLsVqtLFq0iG+//ZZrr72WjRs34ufnh0KhoKenB09PTxYsWMDy5cv5z3/+MyX82QWC6Y4QxDMcHx8fuXjC5nV5Nnx9fWURbTQaqa+vH/Vxr7/+esxmMydOnODYsWOjNm+3jw7X1dVRWlo6bBtnV+Du7i5fBG1zGK1lnGB8qFQq0tLSiIqKor29nR07djj8/QoxPHnMlKhyf38/arUad3d3Oa1LrVY7/Nvc3Cy7Mgx1HrPl9YaEhADw3nvvcfjwYX70ox/h6enJfffdx3PPPUdubi7Hjx/npZdeYsWKFfz0pz9l3759HDp0iCeeeIKEhARSU1M5duwYMHAe/vDDD7n22mtpb2/n22+/paioCIVCQWBgIBdccAFRUVFceOGFbNmyZcTNlgQCwdAIQTzD0el0WCwWFArFiFsv20eHq6qqRr0UFxoaKlu9LV++nJycnFG9HwYEqY29e/eO+v3jQZIkli1bJl8Qe3p6OHTo0ITOYbYTGhrKokWL5GYGPj4+JCYmUlBQMMkzE5yJs+Ukj1QwL9n1/TO+3u67gKIFjwKgNHWzYP9tKC2usdizWq1nzNu1nR9txb8FBQVcdNFFKBQKLBYLH3zwAXl5efj5+XH33XfT29vLsmXL5PeVlZVRW1tLeHi4HASQJAlJkjh69ChbtmwhPz+f7u5u+bWysjI+//xzLr30UhITE4mOjubEiRMu+fwCwWxBCOIZTllZGS+88IJDc46zYS+IKysrR33MefPmyY/H6j28bds2Dh48SHJyMmVlZcDAZ5mIKPH8+fPlZiIWi4UDBw44pbpbcHbUajVpaWkOf4MAFRUVlJaWTtKsBM7CWYLZu+04mp5qjB7hmN08aQk+l8Dar0Y9Hzc3N/r6+jAYDPj7+wPfRXxt//r7+9PW1obVakWlUg0c39sbf39/6uvr5edsaQv/7//9PxQKBZdccgltbW18++23fPnll1x//fUkJiZy4sQJWltbkSRJHtvPzw9Jkqiursbf3x+r1UpbWxtdXV3s3bsXjUYjz9kmpJuamigtLSUiIoKQkBAhiAWCcSIE8SzAYrGMKscsKipKflxRUTGqY7m5uZGUlCRvj+ck3djYOOGdxsLCwhzsvHJzc0V+3gQRFhbGwoULHVrcGgwGjh49Kuz2ZgkjFcwSVoJqvqAy4WYAGsIuIaD2K87eS84RW75wdnY2aWlpuLm5yXnFHR0dqNVqQkND2bt3L1qtlg0bNrBu3Tr8/f3p7+/HYDBQUFBAdnY2Bw8e5OKLL6axsRF3d3fUajU+Pj7AgHiVJAkfHx8sFovcTjw6OpqQkBB8fHxoamqioKCACy64AEmSOHToEBqNRl6pOh379I2x2mIKBILvmNG2a3V1ddxzzz3Ex8ej1WoJDg7m8ssv5+uvvx7TeBUVFfz1r3/l8ssvJyoqCo1Gg06nIy0tjV//+tcz4qLt7+8vNzro6emhqalpVO+fM2eOHM1oaWmhpqbGqfOzRYtdgYeHB4sXL5a3a2pqZr0t1USg0WjIyMhg+fLlDmK4vLyc7du3z4jvlcA52NvFte//J/QPCEGDZzQFnd6j/r7aosLffvstOp2Oc845h/Lycurr66moqGD16tV4eHiwZ88eLr74Yq666irq6up45ZVXePPNN6mvrycjI4O//OUv7N27F0mSSEpKoquri+rqank+tiBBSUmJ/G9tbS2XXHIJ5513HgEBAezdu5fa2louu+wyAPbs2YO/v79cAzJUZzlb8GIstpaCmYHQOc5jxgriY8eOMX/+fF544QVKSkrQaDQ0NTWxZcsW1q9fz9NPPz2q8SorK4mJieEXv/gFW7ZsobKyEq1Wi8Fg4NixYzzzzDPMmzePHTt2uOgTTQxWq5UTJ07Q3t4+JncJ+1bNubm5o3qvRqORc+gmA/u84e7ubjmKI3AdSqWSNWvWEBERIT9nMBjYu3cv2dnZoy7GFMweFH2dqIu3ytvGlOuA4f2Wh/Je1mg0+Pj4yFZpv/nNb1AoFOzZsweVSsVDDz2ExWLhyy+/5OGHH6a5uZnf/va3pKWlsXbtWm655Rby8/NZtmwZQUFBlJWVcddddxEREUFWVhYFBQWsWbOGiy66iMzMTGpqamTnmn//+9+Eh4fzs5/9jJaWFp566imWLFnClVdeyf79+ykrKyMwMFCeqy1VQqFQ4OfnxyWXXEJ0dDSFhYVO8YoXTD+EznEuM1IQGwwGNm7cSHNzM4sWLSI3N5f29nZaW1u5//77sVqtPPTQQ3z55ZcjHtNsNgNw2WWX8f7779PS0kJ7ezs9PT1s27aN2NhYWltbueKKKybFL3coNBoNcXFxDk4TZ6OlpYUvvviCf/zjH3z22WejOp5Op5MjFhaLZdSNNFatWsVPf/pTFi9ePCnCOD8/n76+PjlvWIgx12M2mx1yg8vKyti+ffuU+Q4JpjaavP/Ij/tj1mBxDzzD3t9hL469vb3Jycnhd7/7HevWrSM3N5e33nqL3NxcVq9ezcMPP0xsbCxubm7s3r2b0tJS1q9fzxVXXEF7ezsff/wxvb29fO973+M3v/mNPN7777/Ptm3b+OKLL2hubuaee+5Bo9GQkpJCcHAwjz32GCdPniQwMBCVSsVbb73Fnj176Onp4ZZbbkGj0RAdHY1WqyUuLo558+axdOlS1q9fzzXXXMPSpUspLCxk27ZtcsGdYPYgdI7zmZGC+LXXXqO8vFxuvWkr8vL29ubZZ5/liiuuAOChhx4a8Zh6vZ4jR46wZcsWrr76atlFQa1Wc8kll7Bt2za0Wi0dHR1yG87JJjg4mCuuuIKf/vSnXH311aN+/2iL4eyjwxUVFaM6SXt5eTF//nw8PT1ZvXr1GTvDuSptora2lszMTA4ePDhiRw7B+CkoKKCmpoZvv/2Ww4cPixsRwYhRtp5CWff/r+QoVBiTz+xOMRS+vr7o9Xoee+wxli1bxqFDh0hOTmb//v2kp6fz1FNPyakVnZ2dALz11lv89a9/BQb8sI8cOUJ8fDwKhYK4uDj+/ve/ExYWhqenJw8//DDz58/n5MmTciv6RYsW4e/vT01NDc3NzfT39xMREcGf/vQnEhISyMvLk60nLRYL69at4/vf/z7r1q1jyZIlmM1mtm7dyubNm0fsLS+YWQid43xmZFHdu+++C8APf/jDIXvPP/DAA2zevJnDhw+Tn59PcnLyWcf08fFxaBRxOsnJySxfvpydO3dOmaV220kcRt6hbjzYu0uMtphu+fLlclS4urp61MV8zqKnp0cUqLgIrVZLamoqJ06ccPgdW61W9u/fP4kzE0xnNHn/oSckHYC+pO+jPfp3JOvIb+YlSSIiIgJPT0+OHDnCD37wA/k1tVpNZGSkbAPp5eWFu7s7Tz311MCx//+iN5uAXblyJTt37uRXv/qVwzF0Oh1xcXF0dHTIRXs333wzYWFh/OIXvyAzMxMAPz8/0tPTSU1Npbq6GrPZTF9fH9u3b8fb25vOzk4qKyuF641A6BwXMOMEcWdnp/wfddFFFw25z/Lly/Hx8aG9vZ3MzMwR/aGMBJsAtS07TDa2uzvA5U4JkZGRcovo3t5eiouLR/xenU7nIKb37dt31vc4w4JNoVCgVCpFRHICiIyMJC0tDbVajUaj4dtvv53sKQlmCKqyTKSeBqweQVg9guiPWYO6dOTLxDAgiv38/NDr9RgMBkwmE25ubri7uyNJEt3d3VitVvz8/Jg/f758Q6dQKJAkicrKSpqbm4mOjmbhwoV4enrKolWr1crWbDZiY2O54IILKC0txWw2c+WVV5KQkMD8+fOZM2cOVquVZ599Vs53ts97nm7NTwTOR+gc1zDjBHFeXp5cfGAvsuxRKBQkJSVx4MABTp486ZTjmkwm9uzZAwz42E4FbAIVRhYhXrt2LR4eHlRWVlJQUIDBYBjxsdra2jhw4ABz587l1KlTo0q3yMjIkE3tq6qqJiw6vGDBAkJCQsjKyhIpEi5Cq9WyaNEiQkND5eeCgoLw9/cXlfECpyBZTagLPsC46A5goLhutIJYHkuSZJcde0pKSujp6SEyMhIfH59BbdwbGhpobm4mNjZWvumz9w4+nXPPPRedTkdJSQk///nPSUxMRKlUUldXR2ZmJnv27KGqqmrI947V+UYI6ZmD0DmuYcYJYntLkDPlodpec5aFyMsvv0xdXR0KhYIf//jHI35fenr6kM+PtiBtKGwemMCI8swSExPx8PAgMTGR6urqUQnizs5Ovv32W/bu3TsoGnImdDqdwxdrJNFhG+OJEkdERBAXFwfA+eefT2ZmpryUKXAOUVFRLFiwwMFHtbu7m8OHDwsxLHAqmvwPMKbdAgoV5pB0zPoElK3Os0ysr6+ntraWyMhIwsPDaWhocHi9o6MDo9GIu7u7Q+RMkiSCgoIwGo1yUCIwMFCO1qWmplJSUsK7775LVlaWS89B47WQFILaeeTl5Q177R9JKsJ00znThRkniO0Luezb/56OLQrgjP7vx44d43/+538AuOuuu4a9Y5tIFAqFbDoPZ48QBwQEOPgPj7UhhsViGRQ9ORPLly+Xo8PV1dVj6ow3Wry8vBz8hqurq4UYdiJarZbFixcTEhLi8HxxcTG5ubkzcqlNMHm03Ty4NXznlR+c9X2+/xw+V/J0+vv7OX78OAkJCSxYsID8/HwMBgOSJKFUKjGZTPJ5z/68m56ezj333MOBAwd48cUXgQHx/Nlnn9HZ2cnx48enzffBGZ7sU01UG43GCfeaH831cTiEznENM04Q25YRJora2lquuOIKenp6SE9P55lnnhnV+4e7G0xPT+fo0aNjnpdOp5OFZldX11lTGMbbrnks+Pj4OHyp9u7dO+oxRhslViqVLFu2TC7g6+zs5MiRI6M+rmBooqOjSU1NdYgKd3V1cfjw4VE3eREIphL79u0jIyOD8847j5ycHI4ePYrVasVkMuHp6UlkZCSNjY0O9RO2G237NAyj0cju3bsnfP5TgbOJT2eIxelASkrKuIrSppvOmS7MOEHs5eUlPzYYDOh0uiH3sxVF2O8/WlpaWrjwwgspLS0lMTGRrVu3OnTamkzsC+pGkj9sX6U6XO7aULi7u6NUKsd0B5qRkYFCMeD8V1lZOSFCPC0tTU4lMZvNHDhwYNT2coKh8fX1HbQMeOrUKU6cODFtomCC6Uv5PSPbL/r5sY1fW1vLF198wc0338zVV19Nb28vlZWVBAYGsn79esLDw/n8888dzoVFRUXcfffdE+LyI5g9CJ3jGmacILbPp6mpqZFbZp6OraWwfbHPaGhvb+eiiy4iNzeXqKgotm/fTnBw8JjGcgX2gngkBWP2gng0XY8WLVrEsmXLKCsrIysra8Stmt3c3IiNjZW3R5M7fDojjRJHRUU57JeTkyM8PJ1IW1sbpaWlxMbG0tXVRXZ2tsgVFkxZgoODqa+vH9V7du7cSUhICJdeeim/+c1vqKmpQa1W4+/vz969e9m0aZPD/larVYhhgdMROsc1zDhBnJycjCRJcgviof5QLBYLBQUFgGMziZHS3d3NpZdeyqFDhwgJCWH79u1yh7apwmgEsV6vx9PTExi42xzp0rYkScybNw9JkoiNjeX48eMjnp/JZOLNN98kLS2N4ODgUUWlh+Jsolin07Fw4UJ5u6KiwmUNPmYLtu+ZPcePH6e3t5fCwkIRFRZMaSIiIkYtiK1WK//+9785ceIE8+bNIzo6moaGBvbv3++0Sn6B4GwIneMaZpwg1ul0LFmyhIMHD/LVV19x1VVXDdonKytLjgyuXbt2VOMbDAYuv/xy9u7di7+/P9u3bycxMdEpc3cm7e3t1NbW4ufnd1ZBbJ8/PJrocGRkpLxU09PTQ0lJyajm2N/fz6FDh0b1nrFwet5wR0eHyBseJ7GxsSQmJrJjxw4HH2eTyeQUhxSBwNXYNy4aLceOHePYsWP09fXR19eHJElotVq5bmO02MaxWq2o1WrUajWSJMmvWyyWYfNGJUmSU88EswOhc1zDjBPEMNC55eDBg7z77rs88sgjg5YLnn32WWCgcG24pYah6Ovr46qrrmLHjh34+vry5ZdfTtlKy+zsbDlp3/7EOhRjLaizv+vMz8/HYrGMcpbOZbgocXR0tFz5bTKZOHDggIhejhEPDw8WL15MUFAQMODlPBM7FglmPl999dWY32swGKirq5NbOcPAeTYgIICgoKARC+Ouri4aGhoG1WC4ubkREBBAYGAgbW1tVFdXn/H8qtfrHc7jgpmP0DnOZ0beVv7sZz8jOjqazs5ONmzYIC9ldXZ28uCDD/Lhhx8CyO03bZSVlSFJEpIk8dZbbzm8Zjab+eEPf8jnn3+OTqfjs88+c7DumsqcrSJ1LIJYpVI53DGOdLnwbOLcFZSUlJCTk4PFYuHo0aPCYm2MxMXFsW7dOlkMw8CF2BZ5FwimE2Ot1O/o6KCoqAiVSsWTTz7Jzp07+eyzz7j++utpbm6mqKjorIW6VquVmpoaSkpK0Ol0/OEPfyAzM5Ndu3bxj3/8g/Xr11NXV4fRaKSpqYn58+fz5z//ecifG264gdbWVtFxc5YhdI7zmZFXMnd3dz7++GPWrl3L4cOHmTdvHt7e3nR1dWGxWJAkiaeeeooLL7xwxGPu2bOHDz4Y8Lbs7+/niiuuGHbfyMhIDh48ON6PMSH4+PjIFlk9PT0jzh9OTk6WG3A0NTUNMqofjvXr16PRaNi3b59LbLiGixIXFxdTW1srV90KRo6npyeLFy8mMDBQfs5qtVJYWEheXt6krwwIZg+2KGx4eDhhYWHs3buXtgk8vslkorKyksWLF5OZmYm7uzuffPIJYWFhvPvuu9xxxx2sX7+empqaM+ZbtrS00NTUxF133cWzzz6LUqlk37599PX1cemllxIXF8dnn32GyWTCarWSkJDAfffdR09PzyDh6+3tzbvvviu+h7MMoXOcz4wUxDBgr5Wbm8sf/vAHtmzZQnV1Nf7+/mRkZPCLX/xi1Dk19ieb3t5eent7h913OlmStLe388orrxAeHj5ky9LhsO8uN9JiOr1ez9y5c1EoFCQkJPDWW2+5pGXycKJYiOHREx8fz7x58xyiwO3t7Rw+fFi0uxZMCDYRHBERQVhYmENL5PDwcMomcC4tLS1YLBbeeustlEolGRkZ5OQMNAb51a9+xdNPP83999/Pk08+SXBw8JDtm81mM7W1taxfv54XX3yRL7/8kltuuUVenZMkSW5gcXrqxbXXXsuWLVsGjenm5ubg/S2YHQid41xmrCAGCAkJ4fnnn+f550dmPBkTEzPsMtrq1asn3Ax7rKSkpODn50dzczNVVVVn9Qg2mUyUl5ePeHw/Pz85X8lsNo+4iGr58uVy8Ud5eblLBVVUVBRVVVUiajJGbN38AgIC5OcsFguFhYVTIl9cMLORJInAwEA5EjyUsITxFcaNha6uLhYsWEBqaiqvv/46OTk5hIWF0dXVxbPPPssDDzzAjTfeyJNPPkl3d/eQ8+7s7MRisfDwww/T2dnJddddR2trK0qlEnd3d9zc3KipqSEgIOCMokOj0eDt7Y1KpcLHx2dS0tEEk89s1TmuYEYL4tnKnDlziI+PB2Dr1q2y9YqzsC+mKy4uPuNdpA29Xu+Q2D+WrnQjZcGCBSxZsoT4+HiysrJEZHgM+Pn5OYjh9vZ2srOzhaeqwOWEhoayePHiYUWwwWCgpqaGqqqqAZ/rCeoGbLVa6enpYeXKlQBs27ZN9iD28PDg1KlTfP7559xwww34+/vT3d2Nn5/foHE6Ozvx8/Nj5cqVfPTRR7S2tqJSqfD19aWlpQWz2YyXlxeBgYGDRK4tWt7f3097ezuNjY3o9XoHm02BQDA2hCCegfj6+sqPW1panDq2JEmkpKTI2yMtplu2bJkcHS4tLaWurs6p87IRGBjI6tWrgQERnpCQwLFjx1xyrJlMRUUFERERBAUFUVBQQH5+/qyOHAhcw1Be1kNFVg0GA9XV1VRXVw/b7GWsHehGSl9fHxaLhSVLlgADqVlarVa2XAPklbb09PRh2zN3d3ezceNGlEolBw8e5LXXXuPHP/4xWq2WxsZG3n77bX73u99RUlIip07Y+M9//iOnth07doy33nqLF154AaPRSFxcnLBfEwjGgRDEMxBba2LgjJ3YQkND0Wg01NTU0NfXN6KxrVYrX3zxBXPnzh3I3xtBcwu9Xk9ycrK8vX///hEda7So1Wouv/xyOd+1oaGBbdu2ERER4ZLjzRRsF3SDweDw/OHDh9FoNKKbn8CpSJJEUFAQERERhISEkJmZ6fC319HRQWdnJ0qlUo4EO/vGfizY0oRs0djm5mY5x1ehUCBJkizWfX19h00rMpvNcsrZ/fffj9ls5je/+Q0NDQ18//vf5/7772fx4sWsWbNG/twWi4WvvvqKXbt20dzcTFRUFD/60Y/4y1/+QkZGBtdffz2tra0TnkIiEMwkhCCeYXh5ecmC0GAwnFHopqenM2fOHCwWC59//jn5+fkjOkZFRQUVFRVDRneGYsWKFXLkoqysjNra2hEdZ7RceOGFcnTcaDSyZcsWTCbTiFs7z0Z0Oh3p6em4ubmRmZk5qqIKgWCkKBQKgoKCCA8PJzQ01KEALCwsjOLiYof9d+/ePeK/Pd9/pp3x9Z5lD9I37wYA3Kr34fXF7aOcvSPD5eraP3+mfF6r1SoLab1ez7x58ygqKkKhUPDOO+/w4YcfcuWVV7Js2TJycnLQaDRs3ryZzZs3AwOFdmazmSeeeIKvv/6a6667jqeffprCwkIhiAWCcSDWV2YY9ukSZ8v3tPkPKxQKGhsbR32skYhhPz+/CckdXrhwIXPmzJG3v/rqK5HvegYkSWLOnDmsWbMGPz8/vL29HVJhBILxolAoCAkJIT09ncsuu4yVK1cSHR09yA3BPlfdhjNvxDQn3gXLQCMeU/gKzH5zzvKOobHd1NvOK35+fnKDH4vFgsVikXOG29rahk1fUCqV8hh79uyhqKiIyMhI5s6di5ubG2+++SYAl19+Ob29vYSFhREaGkp0dDTz589n3rx5JCUl0dvbyzPPPAPAD37wAwwGg2g4JBCMAxEhnmGMVBAHBATg7u4ODNiRDZeXN16WLVsmR0tKSkpckjscHBzM+eefL28fPXqUwsJCh31ElPg7vL29SU9PdyjEMZvNwthf4DSio6NZsGCB7FV+Ot3d3XJOsKvt+5Rd1ajKttMfdxEAvfN/jOeu3456HLVajUKhIDs7m5/85CdER0fLufVGoxFA9h4+fPiwnFdsyz1WKpWoVCq0Wq3s32rzYtdqtSgUCjmPGL47l9scN+zRaDS4u7tTUlICIAtx23EEAsHoEYJ4hjFSQRwdHS0/Hml3uri4OCoqKs7ahcmGt7e3y3OHNRoNGzZskC8CdXV1fPPN/9fefcdHVaX/A/9My8yk915ISKOElkgJPSBVEFGBRVbQ2HYt6O5PxXVF11XUVdeyuoKCFBFFF+klJPQSWiCENJKQhJDey2Qy/f7+mO8cZ0gCScgkmcnzfr14OTP3zrl3rpN7nzn3Oc850ea6/T0oNvQKDxo0yKT3qq6uDpcuXTKZhpaQjmordaqlpaVVMNzc3Izi4mKUlJT0+N0bcfpmFhCrQ2ZBd+lL8OUdm0zIgMfjwdbWFmfOnAEAzJ49G3v37kVdXR2amprA5/Mxa9Ys5OTkoKqqCn5+fq3yn318fGBnZ4fMzEzU1tay2T5ramrg5OSE5uZmdqfLkEaSn58PjUYDZ2dnODg4QCAQQC6XQyaTYeLEiSbrUjBMSNdRyoSVMe71u1PPi/EsSh2pQezq6ooFCxbgueee63Cx78bGRmzfvh23bt0yW2WJmTNnskGECoUC+/fvv+Ntw44MArRGjo6OmDp1KoYMGcKCYa1Wi/T0dBw/fpyCYdIpfD4fvr6+uO+++zB79uxWgVhVVRWUSiVkMhmuX7+Oo0ePIiEhARkZGb2SyiSszoCg7NL/7bwIysFLu9SOvb09rl69iszMTDz22GOIjIxEcXExGhoa8OKLL8LDwwM//fQTAP0Mj7W1tVi8eDG2b9+OcePGoa6uDvb29uA4Dj/++COGDx+ORYsWoba2FgUFBXBycsJrr70GrVaL7du3A9Cf16ZNm4bGxkYUFBQgLy8PpaWlGDNmDN58802o1Wr88MMPcHR0pCoThNwD6iG2Mh0JiHk8Hnx9fdnzjvQQDxkyBID+tqEh1aIjSktL8euvv5rMdNZdxGIx7Ozs2PPDhw93qCJCf+spDg8PZzMEGtTW1iIlJYUCYdJhAoEAXl5ebGCc8d+0j48PiouL2XOO41pVj+htkvQtaPbRl0xTRj4CydXvwFM3d6oNV1dXVFZWIj4+HklJSbhy5Qr+97//wdfXF3Fxcbh48SL+9a9/wcnJiZWOGzp0KBYtWoQdO3bg8uXLkEqlsLe3x1tvvYVJkyZh+/btiI+PR1VVFaZOnQpfX1+8+uqrKC0thZOTExoaGrBu3Tq4uLggNTUVDQ0NCAwMxPDhw6HVavHiiy+ioqICwcHB3X7MCOlP6OekFeHxeCYpE+0FxO7u7uxkLZPJ7hpE8vn8LtUeNtbRNIvOUCqV2L59O1JSUpCSkoK8vLwOv7c/9RTzeDyTXuFr165RrzDpEIFAAD8/P4wePRpz587F2LFjERAQ0OoHblvVDfpSMAwAwlsnwa8v0D+xcYAyfGHn2xAKERAQgHPnzmHgwIH45ptvEB4eDj6fj/j4eMTGxkKtVrMOBx6Ph3PnzuHLL79Ebm4ueDweeDwe/P39IZfLERMTg/j4eIhEIkRGRuLQoUOIjY3FJ598Ajc3N9bB8eqrr7Ie44CAANTX1+Odd95BVFQUvvnmG3h4eMDBwaF7DhQh/RT1EFsRPp+P48ePw9XVFba2tu2WXDOuy2vcq9Oe4OBg2NvbA9AH0AUFBd2zw91Ap9O1mzN8N/2lpzgnJwd+fn7QarVISUm561TehABAWFgYBg0a1O7dnaamJpSUlKC4uBiNjY09vHedxwMHcfoWtEx4GwCgHPIYxJk/gcd17se6k5MTQkNDUV5ejr/85S+/t8/jwc3NDZ6enuyYeXh4YP/+/di/fz/4fD78/PwA6O+0hYaGorKyEhs3bsT333/P2hGLxfDz82MD5dzd3fHbb7/h119/bbUvdnZ2CAoKMqk9TwjpGgqIrYhWq+3QrGydDYgN6RIAkJGRcddya5MnT0ZtbS0yMjLaLU7fVxh6iq0lMHZ2doZKpTKZrprjOJw5c4aNhCfkdm0NjFMoFK2C4cbGRlYdwhKC4NvZ3NgHRfQL4KRu4Ox9oA6+Hzb5Bzvdjq2tLUJCQqBQKKBSqcDj8SCVSlsdL29vb3h6ekKn04HP55ukLYlEIvj5+cHLywsKhQJarRY2NjZs9jsDQ9k1tVoNpVLJ2mpre4SQrqO/pn7IOCAuKSm547oSicQkNy0jI+OO63t4eCA6OhoAMHr0aPzwww8dngWvIwxtp6SkdFubgOX3FhvSWsLCwlBTU9Nq2lgKhsnthEIhfHx84OfnBycnJyQkJJgsLysrg1arhUwmY0GwpafZ8LQqiDN/hiL6eQCAcuhyiPIPov1pNO5MIpGw8mrtuT0Qvp1QKGR34NrD4/FgY2PTqoYzIaT7UEDcz/D5fJw+fRoBAQFwc3O7a/3hyMhINoK8tLT0riPEx44dyx5XVlZ2azDs5+eHiRMnsluPBw8e7NbauZYaFLu4uCA6OhqOjo4A9D9KgoOD+1RqC+kbjINgLy8vk+oQ7u7urC4uoM/7T0hIsLrZCm2yf4Fi+JOAUAqt+yBofEZDVHaht3eLENLLKCDuZ3Q6Ha5du4Zr1651aP3Bgwezx3cbTOfu7s7qagJAcnJy13ayDVKpFHPnzmU9LVKp1CyzMllSUGzoFQ4PDze5xVpVVYXKys7VWCXWyxAE+/v7w9PTs91atbcHxED3zhjXF9Q/ebXVa82zv7vr++42PTQhxPJRQGxF4uPj0dDQgOrqapw4caJDUyvfibu7O7y9vQHoe4tun/3tduPGjWOP8/LyWl1c78Xs2bPZbcWWlhbs37/fbPnJlpBXfHuvMKD/f5Sens5mryJk6NChCA0NbfeWfX19PUuHoMGWhJD+jAJiK2FnZwcnJyc4OTnB09MTx48fv+c2jQfT5eXl3bG3yNPT06R3+OzZs/e8fYMxY8aYBKcHDx7skYt3X+wt5vP5GDx4MMLCwkx6hSsrK3H58mWTwXSkf2lrYJxSqWwVDBuC4OLiYjQ3d64Or7W4ubJj6wV9Yd79IIT0HRQQWwnjsjvt5fny+fxO9aqeOXMGlZWViIqKumuKhXHvcE5OTrf1DgcEBJi0ff78+R6tIdyXeosFAgHi4uJM6o2q1Wqkp6dTvnA/JRKJ4OvrCz8/P0gkEhw9etRkeUlJCaKiolBXV8d6gvtrEEwIIXdCAbGVMA6I2yuHNHLkSERHR6O4uBjXrl276wx1Go0GWVlZyMrKuuN6np6eGDhwIAB9ia/uyh22tbXF7NmzWQ9XcXFxt/Y8d0Zf6C3WarWoqqpiAXFFRQUuX77c5yZAIOZlY2PDgmAPDw+THmB7e3uTuydyuRwHDx6k7wghhNwFBcRWwniGuvZ6iP39/WFvb4/IyEjcunWrQ1M2d4RxZYmcnJy7Vq7oCB6Phzlz5rC8Yblcjv37999zXvS96Au9xenp6XBzc8ONGzf61Wx7/d2dgmBj7u7urdKJKBjufRzHobm5maU0icViODg43LEcm4FGo7nr/0OBQACpVGqSRqXVatHY2AiVSgU+nw97e3tIpdJ7+yCEWDEKiK1ERwJiwyxJQMcm5OgIT09PhIaGsufnzp3rlnbHjBmDwMBAAPqLyYEDB/rMrd6eCIwFAgEiIyORm5trUrpOo9HgyJEjZtsu6XtGjRqFwMDAdoOn2tpaFBcXo6SkhILfPqi5uRllZWWt8vttbGzg7e1tcu6+nUKhQG5uboc6ApydnREYGAiO41BdXY3KyspWlXgcHR3h4+MDsVjcpc9CiDWjgNhK3C0g9vDwYAXkm5ubUVdX125bwcHB0Gq1KCoquut26+vrkZycjOjoaBQWFnZL7zAAFBQUYMiQIXBycsL58+c7tC89zVyBsbu7O6Kjo2FnZwepVIpLly51a/uk72prYJyhh89YTU0NywmmILjvam5uRn5+PgICAvDWW29h0aJFEIlEOHbsGN566y1cvnwZOp2OTdN8u8bGRnAch+PHj0MkErW7nW+++QY//vgjAP2EKtXV1Zg1axbeeecdjBw5Eg0NDfj222/xySef4MaNGwgNDaVJPgi5DQXEVsLFxYU9bivYDQgIYI/vlioxadIkuLm5ob6+Hnv27LnjADmVSoXk5GSkpqa2W9+0KyoqKrB161aMHDkS58+f77Z2zaG7AmOBQIChQ4eyfGwACAwMRH5+Pmpra++pbdJ3icVi+Pn5wc/PDzqdDmfOnDFZXlJSgvDwcNTU1KC4uBilpaUUBFsAjuNQXFyMAQMG4NKlS5BKpfjiiy9QX1+Pl19+GRcuXMCcOXOQmJgIBweHOwa8TU1NbS6PiYmBm5sbVq9eDZFIhObmZlRXV+Oll17CF198gczMTLz++usYNGgQ3njjDTz00EMYM2YMysrKEBQUZM6PT4jFoYDYCkilUtb7q1Kp2kwtMKQfAHcOiL28vODm5gZAP6itoaGhQ/tgjgu0UqnsthSMnnAvgbGHhwdGjRoFOzs79ppKpUJaWhoFw1ZIIpGwnGB3d3eW+6nT6WBjY2OSJlNXV4cDBw5Y3SQZ1k4mk0GpVOLDDz+Eq6srYmNj2YDjjRs3IjMzE1999RUiIiJQV1cHT0/PVm04OjqisrIS8+bNa7VMIpGgrKwMhYWFOHr0KDw9PVFTUwM3NzesWbMGaWlpGD16NJu2/cKFC1i/fj1WrlyJ999/H2q1+o5BOCH9zd0z+kmfZ3y7ra10CYFAYNJDfKf0A+Pawzk5Od06NfLdWMstvMLCQvbvboRCIUaMGIGJEyeaBMNlZWVISkrqk6kipGskEglCQkIwadIkzJ49GyNGjICHh4fJQCgej8d+kBqjYNjyNDc3QyAQYM6cObh8+TKSk5Ph7e2NkJAQVFZWYseOHQgLC0NERES74yMkEgkGDRqEgQMHsn8hISHg8XhYuHAhnJ2dsXHjRnAcBxcXFzQ3N2PatGmws7PD+vXroVKpEBkZCRcXF/zwww9oampiwTXVLCfEFAXEVsA4IG6rN9Hb25v1BNTX17fb68vn8xEREcGe36ncWkxMzB0Hg3TWgAED8NRTT5lM7mEN7hQYe3p6Yvr06QgJCWGvKZVKXLx4EcnJyRQEWZHY2FjMmTMHI0aMMOkRBvS31quqqpCamoqDBw+irKysF/eUdBe5XI5hw4bB3t4eSUlJAPTnajs7O4hEIiQmJgIAxo8fD7lc3u7AOYFAADs7O/ZPrVaD4zjEx8dDp9Nh06ZNrBqPWq3G+PHjAQBJSUmwt7eHjY0NXFxcoFKpcPLkSYwaNQpSqbTPDFImpK+glAkrkJWVhfLycri6urZ5kvP19WWP75QuERISwsryNDY2truuj48PJk2ahAkTJiA9PZ2d7LvK3t4es2fPhkQiwbx585CYmHjXiUAsjXFQPGDAALi6umLChAkm65SUlCA1NZXd4iSWqb2BccYMQXBJSQlKS0vp/3kP64kZ6JRKJaKiogDo7/jw+XwIhfpLro2NDcrLywEAw4YNg1arhVarZcvvpK6uDiEhIYiLi8Phw4dRVFSEwMBA9h0z3qbhrpvhv+Xl5RCJRIiMjEReXl73fmBCLBwFxFZAo9GgqqoKVVVVbS739/dnj0tLS9ttx3AiBYDMzMx21zPMHGd8gu8qPp+PuXPnskBcJpNZ/Yna0GscGBiIkJAQKJVKpKamoqSkpLd3jXSRVCplA+NkMhlSUlJMlpeUlCAgIICC4H5Ep9OxSXRqa2tNBh0LhUJ2N8+wTkdmEVWpVJDJZHjttdcAABs2bIBAIICjoyOrP+3g4ACdToeGhgZ4eHgAANu2oQqQYR1CyO8oIO4HBAIBdDod+Hx+u/WH7e3tTQaDpaent7met7c3W0+n093zoLfx48ez+sg6nQ779+/vNyPok5KSMH78eJw6dQpyubzXZ8IjnWNrawtfX1/4+/ubpC05OjriypUrJgFHRUUF9u/f36qnmPQs5++H33G5xnM4ZA9s0T/RquH4yyzwW7o2DT2Px4NGowGgryRifNdAp9OxWsCGcRrGaTTtqa2tBZ/Px4oVK1BbW4vdu3fDxcUFfD6fvV+j0bDOCsM2Df813mZHtkdIf0IBcT/wv//9jxWBby9/eNCgQewEWVhY2O70z7Gxsezx9evX250EpCOCg4Nx3333sednzpyxyl7S4OBgjBo1Crt27TIplC+TyZCQkMCe355WQfoeW1tb1hPcXu1YgUAAZ2dnk3x+nU5HwbAFEFZehaDiCrReIwGBCMrBSyFN+bJLbQkEAnbXztXVFVqtFhzHgcfjQavVsu+PYZ27zVrHcRzq6uowY8YMBAQE4Msvv4RSqWQVhAy9wMbbNATbhvOOYcBmVVVVt5bJJMQaUEBs4UQiEUQi0V1HDKtUqjtWLBg8eDB73N5gOj8/v27rHXZwcMDs2bPZ8/z8fFy8eLHL7fVFEokEU6ZMYcd23LhxOH36dIfee/tAPAqQexePx2P1udui0+lQVVWF4uJilJWVUfBrwcTpWyD3GgkAUEU+CsnV9eBpOl+RQSqVsnNkZGQkOI6DQqGAWCxGS0sLIiMjAehn9xSLxeDz+WhqamK9t46OjiZBq0wmg1qtRnx8PAB9uoRUKmXpZobSm8nJyZg3bx4iIyNZDXfD9SEyMhLV1dXIy8uDt7d3Vw4PIVaLAmILN3DgQMyZMwdqtRrXrl3D8ePHO92Gi4sL661QqVTIzc1tc70xY8awx5mZmXec7e5O+Hw+HnjgAXYCb2xsxKFDh7rUVl8VEhKC6dOns9HfgP5Hx/nz57tUyo4C5J51+8A4juNaTYOr0+lQWVmJkpISCoKtiKjoOPgNN6FzCgIndoQy/CFIMn/sdDu2trYoLS1FQUEB5s6dC4FAgNLSUohEInAchwcffBAAcPbsWdja2qKyshIVFRXs/TY2NoiIiGB37mpra+Hu7o758+cjJSUFaWlpLN0M0J9XpVIp+9H94IMP4sSJEygrK0NDQwP8/PwQExODPXv2AIBJmUdCCJVds3iOjo4A9D3FXR0kUVdXh++++w6nTp1CSkoKy3sz5uPjY9I7fC+zx02cOBE+Pj4A9Lfy9u/fbzUlxiQSCebMmYMFCxaYBMNZWVnYsmVLt9V1Nq513JF6x+Tu7O3tERERgbi4OJN63AYlJSXQ6XQoKyvDpUuXsH//fpw9exY3b96kYNiK8DgdxOk/sOfKocvA8TqfXmAYLPfNN9/Aw8MDn332GdRqNerr6/H000/j/vvvx/bt21FbW8sGxY0ZMwY3b97ERx99BJVKxc4XGo0GDQ0NWLZsGWxsbLBhwwbweLxWpS8dHBxw5swZXLt2Dc888wymT5+Oqqoq2NnZYd26dWx/BAIB61kmhOhRD7GFMz4h3p4f7OnpifDwcNy8eROlpaWteriMyWSyO6YsGOcOZ2dnd3gGu9u5ubkhOjqaPT99+rTV1F0NDQ1lRfENZDIZjhw5ghs3bph1220FxdSLfHf29vYsJ9j4b0kkErUaWFpUVITi4uIenayG9A6bvD1QjPozOKkrOHtfqIPvh01+5+5iicViuLi44N///jeGDx+OF198EYsWLYJcLkdwcDDOnTuH559/HhKJBI6OjqiuroZYLEZgYGCr/HTDWI34+HgoFAr89NNPcHJyapUH7O7ujpqaGixevBh79+5FYmIisrOz4ePjA1tbW7zzzjs4dOgQfHx87pqzTEh/QwGxhXNycmKPbw9SBw4ciNGjR2P06NFITU3F0aNHu7QNf39/Nu/9veYO19TUYPfu3Zg5cyaKi4tblaeyRFKpFFOnTmU5gQaZmZk4fvx4r/V+U5DcNkMQ7O/vb/L3Y0wikcDOzs6krrehViyxfjytEuKsn6EY9WcAgHLocojyD6GzdRl8fX2hVCqxbNkyfPHFF3j00UchEolw9OhR7N27FyKRiM08JxQKkZ2djaVLl+LGjRvg8Xgs4FUqlRCLxVizZg2qq6tRX19vMqGPgVAoRFBQEK5fv47IyEgsW7YMo0aNQn19PTZt2oT8/Hw4OzvD3d39Xg8RIVaHAmILZ3xBv73ig/GEHPdSvUGr1aK8vBze3t7IzMy8p8oSAHDjxg1s3brVauqwDh482CQYlslkSExMREFBQS/uVdvaS6/oD4GySCTCpEmT2g2CtVotKioqWE5wW6lDpP+wyf4FimFPAkIJtO6DofEZDVHZhU61IRAIMHDgQNTV1eHq1avsLpxAIICXlxfc3d1Z0Ovp6YmysjLs2LEDfD4fvr6+bJm7uzuUSiV27NgBHo8HT0/PdnOADak/lZWV2LJlCzZt2gRA/8N9wIABcHBwoJJrhLSBAmILJhQKWQ6xTqczKZXG5/NZni7Q9oQc9vb2GD58+F0HyJWVlWHbtm0YMGAAK+x+r9or62aJLl++jIiICHh7eyM9PR0nTpywuGD/TnnIlhos3z4wrq1UB8OPvZKSEpSXl1MQTBi+og42ubuhGrQYAKAc+ninA2JA/z10dXU1Kb0mEAhaBaVSqbTNXl9An37R3rK2iEQi+Pn5wdfXF1qtFnw+n1IkCLkLCogtmHHOY2Njo8mgOg8PDzZdZ2NjI5qamlq9f9CgQRgzZgzGjBmDK1eu4NixY3fcXlcHb/n5+aGmpsZqBs6JRCKT4IrjOCQkJMDBwcEqB7hZUrDs6OjIcoILCwtbzXpYUlICe3t7CoJJh4gztkIV+SjA40MTMBFa51AI6rs+k2ZP1/41pGIQQu6O/lIsmHFAfHsPr/F0ze2lSxjXHi4vL+/enfs/zs7OWLBgAZRKJfbv32/RA+hsbW0xffp0SCQS/PLLLybLampquq333JLc7QdATwTMTk5OLAg2jOwH9H8DtwfEN27cQG5uLuUCkw4RNBZBdPMo1AOmA9D3EtueXt3Le0UIMQcKiC2Y8Uhk41mxACAgIIA9bmu6Zj8/PzbJgFKpbLP2cGBg4B0n87gbgUCABx54AGKxGGKxGDNnzsTmzZtNbmNbisjISEydOpWVKho+fDiuXr3ay3vV93Wkx7wrQXN7QbAxR0fHVr35VCGCdFT9k63/vlXhD0IV/uAd33e36aEJIX0TBcQWzHjWLOOAmM/nm/QQtxXURkVFscfZ2dmtbhv7+/vjkUceQU1NDc6dO4fr1693ev+mTJkCT09PAPo6mgcOHLC4YNjOzg7Tpk1DaGioyevtDcwindeZNJNBgwZh4sSJJjWejWk0GpSVlaGkpAQVFRXUE0wIIaRDKCC2YDqdDmq1GiKRyCQg9vLyYvnDDQ0NrcqxCYVCkwDv2rVrrdoeN24cAH3QHRAQ0OmAOCIiAsOH/95TcuLECVRWVnaqjd42ePBgTJkyhc2oB+iP5+HDh3Hr1q1e3LP+4/aBcdnZ2Zg0aZLJOiqVCvn5+cjJyUFhYaHJj7u+luNMLM/NlR1bL+gL8+4HIcS8KCC2YAkJCUhISICTk5NJvVTjIKCtwC0sLIwFzDU1Na0C1YCAAJZyodVq7zhhR1tcXFxw//33s+fZ2dkWlV5gb2+P6dOntxrVnZqailOnTtFtdzPz8vJCeHg4wsLCcPbsWWRnZ7NlHMchLy8PgwYNwo0bN5CTk4ObN2+2OzCuq4McKZAmvUGn07E6wyqVCgKBAA4ODvD09GTn7PbI5XJUVVXd9a6IVCqFl5cXWlpaUF1d3e76AoEA7u7uNMUz6TcoILYCt/cABwYGssdt1cIdNGgQe5yZmdlq+fjx49njjIyMTs1KJxQK8cADD7CTd11dHZKSkjr8/t7WVq9wfX09EhMTqVfYjLy9vVkQbJyOEh4ebhIQA8DZs2dx/Phxs6ZDdEe1EAqqSWfI5XJ2h2Pq1KkYOnQoqqursXPnTmRnZ8PX1/eOE2qUlJTA0dERwcHBd9zO+fPnYWNjg8rKSnh5eZmk1xm7desWbt261WrCIUKsFQXEVujYsWPw8/ODj49PqwoTDg4ObNY5juNaBRtBQUFsQg+NRtPpWeni4uLg4eHB3r93716oVKqufpQe5+3tbRIMX7lyBadOnaLSXGbg4+ODsLAwhIeHs3raba3D5/NNSgq2tLT01C7ek+4uwUcBtvXSarUoLCyEv78/tm7divHjx7N0uNLSUrzwwgvYuXMnxGJxu4NIVSoVFi5ciP/+97/tbkehUMDe3h5qtRpqtRpPPPEE3n333TbX/dvf/oYPP/ywWz4fIZaAAmIrVFlZicrKSly5cqXVsqFDh7KC8EVFRa3qE48dO5Y9Tk9Ph0wm6/B2Bw0ahKFDh7Lnx44dQ3V1dWd3v1edOnUKwcHBrLbwvczwR9rm4eGBBx98sN0gWKFQsHSIoqIik2C4P+uJGtcUdPcOQ6rDjh07MHjwYDz++OPYunUroqKi8NNPP+Hnn3/GsGHDcPPmTdjb27c505xIJMLevXtblRoE9FVxPv74Y+zcuRNarbZVGsTy5ctblcTMy8uDSCTq3g9KSB9GAbGFCgwMhFgsRmNjI2prazuc12p8eywtLa1Vm35+fgD0PRYXLnRuViZDzzOgT8Voa7BeX+Lg4ACNRmPS46hWq7Fz5040NjZSr7CZ1NfXw9bW1uQ1hUKBvLw85Obm4ubNmxQE95LenFimPwfjjY2NmDZtGkaNGoVPP/0UP/zwA5ycnJCeno6nn34aZ86cwUsvvYTnn38eKpUKYrG4VRt+fn6orKzEmTNn2GsajQYqlQoLFiwAAGzYsAEikahVlZZTp06x9DqJRMJmtjNcDwjpDyggtlAxMTHsArJr1y7k5+d36H2//vorPD09ERYWhhs3bpgsi42NZY872zsMAIcOHUJFRQWGDBmCI0eOdOq9PW3YsGGYNGkS8vPzceDAAZNlt9d0Jp3n6+uL8PBwhIeH4+DBgyb512q1mt0ezsvLo55gAqB3g/G2OPfQdrRaLRQKBauesmPHDkilUgQFBaGyshLJyckoLS3FxIkTAehzjdsKiO3s7FrlD5eUlKC5uRlLly5FYWEhjh49Ck9PzzZ7mA2USiUcHR3h4eHR6ocrIdaMAmILZTzwyDDojcfjwdHR8a6D4AwpFcaCg4NNcoc72ztscOXKFaSmpvbZesOOjo6YMWMGG3gYGRmJ7OzsDv+gIG3j8XgsCA4LCzPpgQoPD281IDEpKQkKhYKCYGJ1OhvYG+5EGTokUlNTWU6xRqMBx3FIS0vDjBkz4OjoiPLy8g4NdOY4Dk1NTVi6dCmcnZ3x2WefgeM4NDc3t9rHTz75BO7u7mhsbMThw4fx888/48aNGwgICDCZEZUQa0YBsQUyBL4GhpOjt7c3/vCHP6ChoQHZ2dkmt87uxtnZGRqNBkKhEGlpaa1yizujrwbDw4cPx8SJE03KF9XU1EAul/fiXlkuHo8HPz8/hIeHIzQ0tN3JMtq67UrHnBA9w/nS19cXCoUCLS0trAfY0JNbW1sLPp8Pb2/vDv94NwTa8fHx0Ol02LRpEwQCAfh8vsl6CoUCgYGBkMvlGDVqFB544AG8++67mDdvHk6fPs223ROUSmWPbMd4ez19Z6KnPyPpOAqILZC9vT0EAgEAoLm5mZ34DL2eTk5Ona4deeXKFeTk5CA6OhqXL1/u3h3uZU5OTpgxY4bJdNY6nQ6XLl1CcnIyzWbWBQEBAZgzZ0673zO5XI7c3Fzk5uZSuTpC7sAQEIvFYpN68sDvAbHhdeMKOHejUqkQEhKCuLg4HD58GEVFRWzqeYMff/wRn376KfuByuPxsHz5cnz77bf44YcfEBISArVa3WaKBiHWhgJiC2R8C6u+vp49Nh6Ucvt0zTNmzEBVVRUyMzPb/YXa3NyMkydPdueu9rqRI0diwoQJJqOla2pqkJCQgPLy8l7cM8tx+2xxgL6+9O3BcHNzMwuCi4uL++ydAkI6w9wz0BkHvUFBQSb5vYa/IcM5//aAuT06nQ5arRZPPPEEAP1gOh6PB6Hw90u+RCJBYWEhBAIBpFIpeDwe1Go1Nm3ahIkTJ+LJJ59EXFwcjh07RgEx6RcoILZALi4u7LEhIBYKhfDx8QGgP4ka3wZydXVl5dBiY2Oxbt06q6+gIBKJ8NBDD5lU1dDpdLh48SLOnTtHvcJ3wefz4e/vz9Ihfv31V9TU1LDlMpkMpaWlcHJyQm5uLnJyclBSUkJBMCGdZEhHuH79OqKiouDi4sJS1gw59h4eHmhpaUFRUVGH0hdUKhX4fD5WrFiB2tpa7N69GyKRyCTYtrGxaTX7nUAggEajwbFjx/Dkk08iIiICR48e7a6PSkifRgGxBTIOiOvq6gDop7s1nChramqgUCjYOsYzDRUVFZkEw7a2tlaZz6lWq016wqurq3Ho0KFWgwnJ7/h8PgICAlgQbHx7NTw8HMnJySbr7927F3K5nIJgYpXqVzvddR37+EMQBo0DACjO/AeKhL93ejuG8/aZM2fwyCOPYNKkSdi9ezc4joNGo4FUKsXo0aNx4cIFqNVqSKVSKJVKVmqTz+ezUmmAvkNErVZj5syZ8Pf3x5dffgmlUmlyR4fjOHZ+FIlELAVPp9OB4ziWXtaZWUoJsXQUEFsgNzc39tgQEBsPXLq9wLrxVM1ZWVnscXBwMObNm4dr167h4sWLnS6z1tclJSXBx8cHaWlpOHfuHFU0aAOfz0dgYCDCw8MxcODAVjmGBm0NjOvo7VtCrJXi1Gew/7+AWByzAsqTn4JrqetUGzweDwKBAImJiQD0k2Ts2rWL9RIvWbIEtra2OHz4MAD932xLSwtiY2Ph6+uLw4cPo6Wlhf3tarVacByH+Ph4AMD3338PPp/Pgl5A34Os0WggEonQ3NzMeo45joObmxueffZZKBQKHDhwwOR9hFgzCogtkKurK3tsuI1tHLAYz67m5+fHSrS1tLSw4uuAflY6oVCIkSNHguM4HD9+3Mx7bh48Hg9RUVHIzMw06f1ubm7Ghg0bOjxpSX8TFhaG+++/v92BOk1NTSwdorS0tIf3jpC+T5N7GNqKDAi8hoAndoDN6HgoT3zS6XZEIhEyMjKwYcMGxMfH49dff8X333+P6OhovPnmmygoKMBXX31lkgP86quvYsGCBRgyZAhycnLY6yqVCu7u7pg/fz5SUlJw9erVVn/jHMdBKpXixo0b2LlzJ1JTU6FQKBAeHo5nnnkG7u7u+OCDD1BXV0e1iEm/QQGxhRGJRKzkmlarRX19PasBa2AcvBhPpXz9+nWWOxsSEsJyjjUaDS5evNgTu9/tXF1dMXPmTPj4+MDJyQmnTp0yWU7BsF5bA+MaGhpaXSibmpqQk5ODnJycVncaCCG34TgoTn0Ou0e+AwCIx/4JyrNfA+qWu7zRlEgkglqtxp///Gfk5ubitddewyOPPAKtVoutW7di9erVaGxshL29Pfs7rqurQ1lZmUkngCHNYt68eaipqcHatWtZ+7fTaDTIyMjA448/jueee469fu7cObzxxhtYv349hEIh9RCTfoMCYgsjFApx+fJleHh4gMfjQafTwdvbm40CbmpqYgPtxGIxIiIi2HszMjLYY+NZ6dLS0tjt77CwMERGRsLW1hbFxcUoKCjok72DPB4PMTExGDduHOs1iY6ORlZWFqqrq3t57/oGgUCAoKAghIeHIzg4GJs3bzbJF6+srERDQwN4PB5ycnKQm5tLQTAhnaRO/w26aX8H3yUIfDt32IxcBtWF7zrVBo/Hg62tLRQKBT766CN8/vnn8PHxQV1dHRoaGsDn82FnZwc+nw+O48Dj8fDkk0+y9xv/sOXxeNi4cSM2btwIAK0G0xlek8vlmDZtGqtvbGtri+rqanb9sLGxgVgsvuOsdoRYEwqILUxLS0ur1AZD/WHAtNzaoEGDWLBYUVGBiooKAPrcYU9PTwD6HtTz588DAJ555hnMmTPHJEe5oaEBGzZswKFDh9DS0rleD3Nxc3PDzJkz4e3tzV7TarU4d+5cv5922TgIDgkJMblQhoaGIi0tzWT97du3W13uOCE9SqeB4sx/YPuAPlVCMv5FqC5tBHSdq+TD4/EglUphY2MDtVrNUt+kUimEQiELTHk8Huzs7FjPsHF+8O3Lbi+1ZiAQCGBvbw+NRgOdToeqqioWaN++PUL6CwqIrUBzczMqKirg5eVlEhAbV5dIT09nj8eNG8cep6WloaWlBUuWLMGyZctw4cIFfPXVV3BwcEBERATmzp2Lv/zlLxg5ciQ2btxokoPc0/h8PusVNr6NV15ejoSEBJOyYP2JQCDAgAEDWBDcXs1Qf3//VgExBcOE3DvVla2QTF0Fvp07+C5BEA1dCHXaL11qSyAQ3DVNgc/ntyqZ1pFlxng8XpupFIT0VxQQW4GMjAxkZGTAzs6O5cw6OzuzvGKtVovr168D0PcSGnpWNRoNUlJSEBwcjGXLluHo0aNYt26dyW3z06dP46mnnsLUqVPh4+ODTz/9FNnZ2eDz+T1atcHd3R0zZ86El5cXe02j0eDcuXO4ePFivy39FRUVhcmTJ7d7Aayvr2c5wVRyjhAzUbdAeW4tpNP0ZdckE1/uckBMCOkdFBBbEeMyWC4uLpDL5bC1tUVhYSGrS2ycO5yamgqZTIbBgwfDyckJKSkpKCsrA4/HY/nJp0+fRlFREZ5//nnExsbi3XffxV/+8hcUFxf32Ofy8fHBokWLTHpNysrKkJCQ0K9SJNoaGCeTyVoFwxQEE9LzVBfWQzLhZfDE9hB4DYEwfAY0OYd7e7c6xHBeoTQJ0p9RQGxh5syZg+bmZshkMly+fLndntGCggJ8++23CAoKYsFwaGgo3N3dAehL8xgqS9jb2wMAW4/jOJN2i4qK8N577+HVV1/F1KlT8be//Q2rV6/uscFr5eXlqKqqgre3NzQaDc6ePYuUlJR+0SssFAoRHByM8PBw+Pv7Y8OGDSajyouKiqBUKiGXy1kQXFVV1Yt7TEj/4/xu6wks7Jf9etf3dWTyj7ZwHAeVSgWVSsXOg0KhEGKxuMNVIbRaLatHbGiDz+dDKBTCxsam1Yx4Wq0WSqWS1Tk2pFzQwDtiLSggtiBSqZTlBSuVSqSkpNxxfZ1OZ5Lza1xx4urVq2yQnGGw3UMPPYSMjIxWVSV4PB6ampqwevVqfPTRRxgzZgxCQ0N7LCDmOA6HDx9GXFwcEhMT2WQk1kooFCIkJIRVhzDO8xswYADy8vLYc61Wi82bN1MuMCH9hFarZTNEzpw5E9HR0aivr8f27dtRU1PToeoQKpUKCoUCtra2mD17NqKioqDRaHD+/HmcPn0aMpkMtra2bECeUqmEUqmEg4MDlixZAg8PD2RmZmL37t1QqVQm6xJiqegbbEEM9YcBoLGxETweD/PmzUNlZSVKSkpw69atO77/wIEDyM3NRXR0NC5dusRez8jIwPHjxzFhwgTExcXhl19+gUqlYss5joNAIIBWq8XBgwcRGxuL6dOn49y5c92eS+zp6YmoqCgcOXLE5PXq6mr88ov15uSJRCKEhIQgLCysVRBszM/PzyQgBmhgHCF9xc2VHVsv6Iuutc9xHORyOfz8/PDLL79g3LhxaGhogJ2dHT744AOsWrUK33zzzR0H1ul0OigUCsyYMQM///wzXFxc0NzczHqYCwoKMHfuXGRnZ7NKFEqlEosWLcLXX38NV1dXNDQ0wMXFBdeuXcPixYuRnZ3NysIRYqno22tBbg+IPTw8EBoaitjYWMyePfuu7+c4Djk5Ofjpp59Y77Dh9tqBAwdQW1uLp59+Gg899FCr3gVD0Hvp0iUoFAr2/u4KhgUCAcaPH4+lS5di+PDhGDlyZLe0awlGjx6NP/3pT5g7dy7Cw8NbBcPV1dVITk7G5s2bceLEiV7aS0JIbzOkSGzbtg0xMTFYsWIFnJ2dERISgrS0NPz3v//FhAkToFQq200pU6lUEIlE2LhxI2xsbHD//ffD3t4etra2ePbZZxEcHIz//Oc/4DgOarUaSqUSkZGR2Lp1K8rKyjBkyBC4urpi/vz5GDBgAH777TcIBAKTThRCLBEFxBbE2dmZPa6vrzepP2zoHR48eDDmz5+PsLCwDuWSGWauS05OxrZt26DT6fDCCy9g5cqVcHNzY7/4DSfXmJgY2NjYdGvagpeXFx577DGMGTOGbW/MmDFWeQuurduYcrm81Wetrq7G2bNnsWnTJmzZsgXJycn9tqwcIURPo9EgJiYGEydOxObNm7F582aIRCIUFxfj8ccfBwC88sor4DiOndtvp9VqMXbsWPj6+mLLli1ISkqCSCQCn8/Ht99+i9OnT2PatGlwcnJidYpfeOEFiEQi/OlPf0J2djZEIhH27t2Lzz77DJGRkZg9e7bJ2AZCLJH1RRxWzMXFhT2ur6/HwIED2XND/eGhQ4fC398foaGhOHbsGK5cucLWkUqlGDZsGMaPH4/m5mbI5XLs3bsXTU1N0Gq12LFjB2QyGV588UU8/PDDCAsLw/79+5GRkYGbN29i1KhReOCBByCXy3Ho0KF7/jwCgQDjxo1DTEyMya224uJiHD582GpOsDY2Nhg4cCDCwsLg5ubGZpAyyMvLw/Tp01FTU4Pc3Fzk5OT0q+oZhJC7MwS5EydOBADs3LkTPB4PEokEarUaBQUFSE1NxYQJEwDoA9+2OhV4PB4aGxsB6HODAZikvimVSmg0GsjlchZUT5w4ERUVFTh79izEYjHEYjF0Oh1+++03rF69GhMmTMDevXuh0+kobYJYLAqILYhxD3FTUxP8/f3Z86KiIjg7O7PXdDodrl+/jtDQUIwdOxZnzpzBs88+i+joaEgkEmg0GgiFQjz66KPYsWMHkpOTkZOTg4SEBJSUlCA+Ph7Dhw/H4MGDIZfLUVVVBX9/f2i1Wrz33nv3PJ2zj48PZsyYYTIrnlqtxqlTp5CamnpPbfcFYrGYDYwLCgoyuTD5+PiY1HpWKBRYv3495QITQtplCFgNEyulpaWxGeUMdwOvXbuGESNGYODAgbh582ab7QgEAqSlpeHSpUtYtmwZ1q1bh+zsbADAjBkzMHnyZPzwww9Qq9Xg8Xiwt7fH0KFDcezYMTaexNCOYcInQzlPrVZLATGxWBQQWxBDyTTg9+k8Af3t9aamJkyePJktz8/PR0tLC2JjY+Hu7o73338f3t7e2LVrF06cOAGtVosHHngA48aNQ3x8PKKiorBz506cO3cO6enp+Mc//oExY8Zg+PDhGD16NEQiEQ4cOIDk5GQkJyd3+TMIhULExsZi1KhRJifOW7du4fDhw2hoaF2+yFKIxWIMHDiQBcHtpaz4+/ubBMQADYwjhNyZIW3NMLFSbW0tS8EynEsNd5a8vb1RWFjYZjs2NjZQKpWYNWsWPv74Y6SlpSEvLw82Njbw9fXFv/71L/zjH/8AoA96PT09wefzWdvGU0hrtVrU19ezfeoPpTCJ9aKA2ELY2tpCIpEA0N/ScnV1ZcsKCwvB5/MxePBg9lpaWhoiIiLg7u4OLy8v+Pr6YufOnVi/fj3kcjkA/XTOEyZMYIGxi4sLBAIBzp07h/r6eiQkJCAhIQH29vbQarVsIN29GDVqFGJiYthzlUqFkydPtppS2NJMnjwZI0aMaDcIrqioQE5ODnJzc1FfX9+zO0cIsXiGYNNQPaKlpaXVAFzDub296duB38eNjBkzBtOmTUNdXR2ys7NhY2MDLy8vzJ07F9u3b0daWhp0Oh3bnqFt44DY8PqdtkeIpaCA2EIY9w7X1taaTGFcVlaGoKAgSKVSAPoKFIWFhVi+fDkAsGLtKSkpkMvlrWaiKy0tRXV1NebMmYMVK1bg5s2buHnzJssr687ey8uXLyMqKgpOTk64efMmEhMTWT6bpWhrxriWlpZWwXB5eTnLCbbknm9CSO8zBKCGGUmdnZ3ZudlwPjKMM7nTOVuhUCA8PBy7du3CxYsXMWvWLDQ1NQHQl3U8f/48EhISEBoaiubmZrY9Q9uGbRn+6+rqyurd0wQdxJJRso+F8PT0ZI8Ns7YZlJWVsQk7ACAnJ4cN4AJ+L61mnMdqXC4tPz8fW7duxcGDBxEWFobXXnsNtra23Vpf2ECj0SAxMRGJiYnYsWOHxQTDEokEQ4cOxcKFC7F48eJWy3NzcwHog+CTJ09i/fr12LZtGy5evEjBMCHknhnSIrKysgDorwmGoNRwrvb09GTjR9rK5eU4DjqdDosWLYJIJMJHH32EpqYm2NraQiqVoqSkBN988w28vb0xbdo0AEBJSQmamprYNciwLZ1OBwcHB0gkEmRmZgKggJhYNuohthDZ2dnspNTU1MRuYzU1NUGpVCI0NJStm5WVhVmzZrHn58+fx4gRI/DYY48hPT29zRnmysvLsX79eoSFhWHYsGGIiorC+fPnu7y/QqEQEyZMgFQqxcGDB02WGSpi9HVSqRShoaEICwtDYGCgyQXGycnJJNCtq6vDt99+S7nAhBCzMNzZO3v2LJ5//nlMnToV169fh06ng0ajgUAgwOTJk5GRkYGGhgZIJBIolUqo1WpwHAc+n89SGwydJU1NTeDz+SZ3twy9xYa0PJ1Oh3PnzmHKlClwcnJik3hoNBrExcUBAM6ePQsAHZ42mpC+iAJiCyGTyXD9+nVcv34dw4cPZ68beocNuWTV1dVwd3eHh4cHAH2O7u7duxETE4Po6GgsWrQIv/zyS6ugmMfjoa6uDps2bWLTM3c1IPb398eMGTNYVYzc3NxWs6v1VVKpFGFhYQgPD4e/v3+7I6b9/Pxa9fxSMExI/9bVGeg6wlBN4ujRo1AqlVixYoXJj/AFCxbAzc0NGzZsAKAPTpubmzF+/HiEhYXh4MGDqKmpAY/HY+f2hQsX4tixY5DJZOA4DjweDw899BAAfUeKIW3u4MGDuP/++7Fs2TJ8/fXXLGh+4oknAAAJCQkQCATUQ0wsGgXEFujq1asoLS1FUFAQampqWN1JQD9QbuzYsex5amoqmpqa8N///hd///vfsWDBAqjVauzbt8+k0oHh1lt1dTXUajU74XWGSCTChAkTWs0yN3DgQIsIiGfPno2IiIh2g+DS0lLk5OQgJyeHgl9CSI+zsbFBeXk5PvjgA7zzzjs4ceIEvvrqK0RGRuL1119HcXExPv74Y5PgdMWKFYiPj8ewYcNQUVEBAPj555/R0NCA9957D1u3bsWhQ4cgFouxdOlSTJkyBfv370dWVhYkEgm0Wi3Wrl2LxYsXs86C4uJiSKVSfPzxx9i4cSMyMjLYGBadTgeVSnXHlDuRSNTu9PSE9BYKiC1UVVUVqqqqIBaL0djYCBcXF3Ach5aWFjb4QaFQ4MKFCwD0ecI///wzli9fjsceewxubm44cOAA0tPTTU5cw4YNA4/H63QlhICAANx///0mtZIVCgWOHTvGct76krYGxikUilbBcElJCasOQUEwIaQt9aud7rqO3fLdEA2cAgBQXdkG+c4/dXo7QqEQIpEI7777LoqKirB69Wr8/PPP0Gq1+OGHH/D222+juroadnZ27D1FRUWYOHEi0tPTMWDAAEycOBEajQYJCQmIjo7GH//4R2zatAkCgQCFhYX46KOP8M9//hN8Ph8ikQhCoRAymQyxsbHQ6XSIjIzEo48+CqFQiGvXrmHPnj0m+6hUKiESiRASEtLmZ5DJZCgsLIRAIKCaxaRPoYDYwimVSuzevRsikQiurq5sIASgL71mmF9eo9HgwIEDUKvVWLx4MebOnYuwsDBcvHgRe/bsgUKhwLhx4/Dwww/j1q1b2L17d4e2b2Njg4kTJ5qkcQDAjRs3kJSUxEYo9wV2dnash0OhULQ6kefm5mLEiBEmQXBf2n9CiOVSHFvDAmLR8MXgn/wEupobnW7HkBu8ceNGbNq0Ca6urpDJZFAqleDz+bCzs4NAIGB5w//85z8hFArx1Vdf4ZlnnmE9s42NjXjvvffw8ccfY8eOHZBIJKzWsEAggK2trUmJNT8/P+zYsQP33Xefyf4UFhZi8eLFuHDhAgQCAXQ6HUaNGoVTp061uf+JiYmYMWMGzWpH+hwKiC1AQEAA5syZw35ZnzlzptU6arUaFRUV2Lt3L8aNG4fQ0FCkpKSw5YYe0cTERFRWVrIZiR577DEsXLgQWq0WEokEFRUVWLVqVYcqTAQGBmLGjBlwdHRkr/W1XmE7OzuEh4cjLCwMfn5+7ASv1WohFovZ1KWAvjf422+/pSCYENLttEXnoc47AlHoNPD4AkimvA75jmc63Y5humYbGxuo1Wo0NjaCx+OxyZqMg1iJRAK5XI53330Xzz//PL777ju8/vrrcHBwwLp16/Cvf/0LJSUl2LZtG1QqFcRiMUQikUmgqtFowHEcvv76a9x33314++238fXXX0OlUmHBggVYv349fvrpJ4SFhbEOGIP//ve/SEpKMnmtsrISACgYJn0Oj6OpZfqk6OhopKamwt7eHoMHD2ZVIwoLC5GQkHDXoO32YO92jo6O8PDwwIMPPghPT084ODjg+PHjuHjxYrszHN1u/vz5JtUt8vLykJSUxAq49xZ7e3uEhYW1CoKN6XQ67Nq1q8OflRBC7pXAPwYOzxwBAHA6LZq+GgNdda7ZtmdIA6utrWV3wAydI7a2tigtLUVRURGioqJYkN1WG4bUvEuXLuG+++5jOcoajQbr169HfHw8YmNjWYreuHHjcOrUKcTHx+P7778H8HuVDECfQ9zWZB4ymQwjRoww6cwxF+NrbE/qyc9IOod6iC2AcQ9sQEAAnn32WcjlcmzZsqXd4PNOwTCgv13W2NiIf//73wDARhN3xpEjR+Dv7w+O43D06FFcv369U+83h4cffhhBQUFtLtPpdCguLkZOTg7y8vJ6PXAnhPQv2uJLUOcchih8xu+9xP97ynzb02oxZswYSKVS7NixAxzHwc7ODjqdDs3NzTh06BAWLVoEV1fXOw6kVqlUWLNmDU6fPg1AH9waSq8Z0ixu7x2+naHvjc/ng+M4qNVqkx7t29c9cuQIEhISUF9fD39/fyxZsgQRERFdPRSE3BUFxBbAyen3ARuGOo9arRYrVqxATk4OUlNT26wtfDfGQfDdgmEbGxtotVo27SegnzFpz549qK2t7ZXgsq2Bcbf/EDAOgnNzc7tl+mlCCOkqxbEPIAqfAQAQDX0Y/BOfQFeV3e3b4TgOWq0WsbGxAIArV66Az+eDz+ezIDQlJQWLFi1CbGwsDhw40G4bWq0Wb731Fjw9PWFnZ4fm5mZoNBq4ublhyZIlyM7OxtWrVyEQCEyuEYsXL8b48ePx2WefIT09HQKBAJ6enmhoaEBzczP4fD4kEonJpFEtLS2YNGkSTp8+DalUCicnJ1RVVeHdd9/F8uXL8fnnn5t0EhHSXSggtgDGAbGBQqFAWFgY7rvvPoSEhCA9PR2XL1+GQqHocLs6na7VCawtwcHBmD59OrKzs1sNlCguLu7w9rqDo6MjGxhXXV2NxMREk+U5OTkIDQ1FUVERq39MQTAhpC9wfte0djmPz4fji3ev996RKha3M3QWBAQEAACrQQz8nr5g6N318/Nr1bkA6K8zOp0OTz/9NN566y0EBARAp9Nh27ZtWL16NaqqqrB371589NFH0Gg0sLe3Nznf+vj44KmnnkJDQwM+++wz/PGPf4Sbmxt0Oh1+/vlnvPPOO8jNzTUZCJibm4u6ujp88803iI+Ph0gkQlVVFT788EP85z//wa1bt3Do0CGaBIR0OwqILYChjJoxb29vxMbGsmDW29sb0dHR2LdvH5tXvj0ODg6YNm0aEhIS7hgsisViTJ06FYMHDwYAxMTEIC8vz6R+cU9wdHREeHg4wsPDTaasdnZ2xpEjR1pNQ7127dpO/TAghBBrJZFIAOhzV43TE3g8HislKZFIWgXEGo0GarUa7777Lt566y0cP34cL7/8MiIjI/Hmm28iLi4OI0aMwKZNm+Dj44OioiLodDrweDzWMXHjxg0IBAKcOnUK48aNw8aNG3Hw4EEEBATgjTfewMyZMxEdHY1bt27Bzs4OHMfBxsYGx44dw8CBA/Hpp5/i/PnzWL58OT799FMMGjQITz/9NH788Uc8/vjjPXcQSb9AAXEfJ5FIWE1Jw0xCfD4f48aNA6C/vRQWFgYHBwekp6ezYLWtdAKDhQsX4qmnnkJcXBxeeeWVNnuIg4ODcf/995sMOJDL5ezkam5OTk4sCPby8mpzHRsbG7i7u7NRy4D+JK7RaHpkHwkhpCturuzYet0x851hALaTk5PJNYHjOHb3saWlpVUur0qlgre3N15//XWcO3cOcXFxkEql+O2331j94ddeew2vvvoq0tPTMWvWLJSVlUEsFqO6uhrV1dXg8XiYPn06xo0bh3Xr1uG5556Dq6sramtrceLECVy6dAn/+Mc/sGLFCnYdevbZZxEZGYk///nP+Oabb2Bra4tdu3Zhx44deOqpp/Dll19i/fr1FBCTbkd1T/o4w5zzANgJy8fHB56enigtLcWxY8dw69YteHt7IzIyEuPHjwfwe/DclvPnz6OsrAz79u1rFQxLJBLMnj0bDz30kEkwnJWVhc2bN9+19/leCQQCLF26FPHx8Zg4cWKrYFir1SI/Px+HDh3CunXrTIJhQggheobzf26uvoqFh4cHC4g5jgPHcXB3dwegTzUzvl4YcoenTp0KGxsbbN68Gba2tnj55ZcBAPv370d1dTVmzpwJQJ+LvGzZMmi1WggEAtjb28PW1hYcx2HBggUAgM2bN0MoFKKqqgpPPPEEUlJSkJ6ejtmzZwP4ffzHrFmzoFar8eOPP+IPf/gDamtr4e/vj02bNgEAZsyYgQsXLtx14DghnUU9xH3c7QEhn8+Ht7c3NBoN0tLSoFarkZ6ejubmZoSHh+PPf/4z3N3dsXPnTjbq9/YKEtnZ2Vi+fHmrdInQ0FBMmzbNZJaj5uZmJCUl4caNzheQ74jbe7K1Wm2rHl6tVoubN28iJycHN27coBMhIYTcBY/Hg0AgYHXrJ0yYgN9++w1arZZdDyZNmgSNRoMLFy6wqhFKpRI6nQ4cx7EOluPHj2PatGmsEoVOp8PJkyexYMECODk54cyZMxg0aBAAfc+yYVIQ4PeUv+rqajg4OIDP58PDw4O9NnToUISHhyMnJwd8Ph9jx47F5cuX0djYiEceeQRisRjz58/Hli1bAADjx4/Hp59+isuXL7M7pYR0B+oh7uN8fHxMnut0OmRmZuLatWss/6ulpQU///wzPvvsM0ilUjz11FN4+umn2a9/w+C58ePHs9qPxsGwSCTC7NmzMX/+fJNg2NAr3N3BsLOzM8aMGYM//vGPbZ7QcnNzodFokJ+fj4MHD2Lt2rXYtWsXMjMzKRgmhJAOEggESEtLQ2VlJR555BFIpVI0NzejpaUFfn5+mDJlCs6ePQu5XA6BQACFQgF/f382G50hyK2srERgYCDrETa8xufzERERgcLCQqSmpgLQ9/RyHMfGcRjuKkZERECtVuPYsWPYunUr+Hw+q2NvGKfi5+cHR0dHducvMDAQgH5goEwmQ0tLC9snqiFPuhv1EPdxt1eY4DgOLS0tKCgoYL/AW1pacPLkSXAch8rKSvzpT3/CkiVL4OHhgS1btiA/Px/3338/XnvtNRw9ehTvvfeeSZsajcZk4J5MJkNiYmK3pke4urqynGBDoA7oT9hnz541WTc9PR0ZGRl3rWtJCCGkfSKRCCqVCn/729+wfv16HDt2DKtXr4ajoyM+/PBD8Pl8vPnmm6yucEtLC+bPn49Zs2Zh7ty5rIOkvr4eMpkMc+fOxaZNm7BixQpWocLe3h51dXU4ffo0u+N36NAhFBYWYtWqVdi+fTtWrVqFv//97zhx4gTi4uIAAC+99BL8/f1ZGwDY9urq6gD83rts+G9dXR1bh2YUJd2NAuI+btu2bQgKCsLDDz/c7joXLlxgwePZs2dRU1OD5557DtOmTYOzszNSUlIwZ84cqFQqfPfdd63ebziBLVu2DNevX8fx48e7pSfWzc2NlUgzDoKNOTo6wsHBwaQovFqtvudtE0JIfycQCGBjY4MNGzawihEJCQkA9HWJZ8+ezer9GnKI1Wo1S1szXFckEgm2b9+OqVOnYsqUKQAAW1tbAPoe4YyMDDboWqFQICcnB3/84x+h0Wjw7LPP4ssvv8RLL72EzMxMnDlzBv7+/hg/fjzOnj2L2NhYVsfesD1D24bXDf+1tbVlNffbmumOkHtBAbEFaGxsRFpaGgIDA+Hs7GyyTKFQ4Nq1a+w5x3HIzs7Gxx9/jCVLluDBBx/EyJEjwefzsXLlSlRUVCAgIAC3bt0yaae2thabNm1CY2PjPe+vRCLB4sWLTQYEGtNoNCgsLMT169eRn59PATAhhJiJIXDcsmULfvrpJwwcOBBqtRr5+fngOA4SiQQikQgAIBQKsXbtWqxduxYAUFpaCgBwd3dHUVERli9fzibRMHRylJWVQS6Xw9bWFgKBACqVCn/605/w/PPPw9/fH46Ojli5ciX27t2L5cuXY8CAAbh16xYmT56Mhx56CLGxsWzgX0VFBbRaLbt2VFVVAdDnGgsEAjg7OyM9PR0A2r2+ENJVFBBbgLq6OiQlJSE4OBj33Xcf/Pz82K/51NTUNlMLSkpKsGvXLgwbNgwhISH45JNPkJ2djXnz5iEsLAzHjh3DlStXTN7T1WD49oFxCoWCpXMYqNVqFBQUICcnBwUFBRQEE0JID+DxeJBIJLCxsYFKpUJeXh4AfdlKGxsbk+oSUqkUarUaOp0OKpUKycnJWLx4MYYNG4Zbt25BIpGw601UVBQqKiqQn58PsVgMPp8PlUplMutcWVkZq02clJSEpKQkk3379ttvUVRUhGvXroHP56O5uRnXrl3DkCFDwOfzcerUKcTFxeHkyZOIiooCAJZiZ8hzJqS7UEBsQQoKClBQUIBBgwZh/PjxkEqlrYJaAxsbG8yaNQshISHYuXMnrl+/juXLl0MqlQLQjzguKChAfX19l/bF3d2d5QSnpqayARUGOTk5GDVqFPLz85Gbm0tBMCGE9CLDNMl3wuPxYGNjA0Bf3ccwM+lDDz2Effv2sWA5JCQEw4cPx//+9z8A+tSM5uZmk44RGxsbSCQSyGQycBzHZpYzlPqcPn06IiIi8MUX+mLLEokEcrkcp06dwosvvsimfC4sLMTp06fx7rvvAgBOnTqF8PBwVqmCkO5CAXEfxuPx4OTkBLVaDZVKxfK6srKykJubC29v73Znmps0aRKWLFmC9PR05ObmYs6cOSbLs7OzOz2lsbu7OyIiIhAeHm4yCM8QFBtLSUnB+fPnaZIMQgi5Vzwe0M5ES+YiFApx+fJlnDhxAo8//jiSk5Oxfv16DBgwAFu3bgUAfP7552yyKI7j8N133+Gpp57ClClTcPr0aWg0GnAch2effRYXLlxAVlYWXF1d8dhjj+Htt99GSUkJ/vnPf0IgELCA+auvvsKzzz6LtWvXYtGiRdi0aRMWLlyIV155BVlZWTh48CBeeeWVHj0WpH+ggLgPE4vFiI+PB6Dvcd23bx9bptFoUFxc3O57y8rKcO7cORQVFSEsLIy93tDQgMOHD7fKIW6Pp6cnwsPDERYW1uYU0oC+4LtIJDLpAaapkwkhpG2dnYFOOvtDtBx43Tw70w5DisXSpUvx888/47vvvsPnn38OqVSKpqYmPPPMMzhz5kyHZi998cUXMWTIEJPXEhMT8cILL6CmpgZ2dnbg8Xhs2uelS5fi66+/Rnp6OmQyGezt7XHlyhX84Q9/gLOzM1577TVzfWzSj1FA3IcZ53Y5ODiwE9Td2NnZISwsDOXl5WywBABcvXoVJ0+e7FDqgrOzMxYuXNhqEJ+BSqVCfn4+cnJyUFhYSD3BhBBiJuKxz0E89rkOr1+/2unuK90Fj8eDra0tysrKMGnSJMTFxWHUqFFobGzEr7/+irq6OtjY2JhcYz766CNs2rSJ5QQbxpJMmTIFU6ZMQUhICBQKBU6fPo3Lly+zbRh6h3k8Hnx9fbFr1y4cOnQIjz76KDw8PJCVlYX9+/fD1dUVu3fvpnQJYhYUEPdhhpMEAHh7e2PevHk4fvw4ampq2n2Pt7c3Fi5cCIlEwvK56uvrceTIEdy8ebPd990+MK6xsbHVL38KggkhpOs6Fajy+HD+R535dqYDDNMwq1QqHD9+HEePHmUz4NnZ2Zlco6RSKQoLC1mNfMNAO1tbWzQ0NOC3335jM+QZ8plFIpFJxw+gn5312LFjeO+993Dw4EHU19fD398fq1evxiuvvNKqNj8h3YUC4j7MuFIDj8dDUFAQ5syZg507d7JZ6m5XU1MDhULBgtkrV67g1KlTbQav3t7eLB3i1KlTyMnJYct0Oh3y8vIQFhaGGzduICcnBzdv3mQDIgghhJgRp2MPb67s2Fs6m4rRETweD2Kx+K51f0UikUlvsYFQKDSpPNERYWFh2Lx5c6feQ8i9ooC4D7u9dBmgT4e4U36uWq1GQkICZs6cicOHD7fKM/bx8WFBsKOjI3s9LCzMJCAG9KN5jxw5QkEwIYQQQqxa64jLipSXl2PlypUYOHAgJBIJvLy8MG/ePBw5cqRPtns749tRBunp6ay3187ODiNHjmy1TklJCTZt2sSCYW9vb0yaNAlPP/00/vCHPyA6OtokGAYAX1/fVreuWlpaKBgmhBBC+ihLj3P6EqvtIU5LS0NcXBzLt3V0dER1dTX27duH/fv3Y82aNVi1alWfabcttwfEOp0OV69eBQAMGzYMkyZNgo2NDWQyGZvpx3hdLy8vzJ8/Hw4ODm22r1AokJeXh5ycHBQVFZnkEBNCCLFczu82dOl93TEgj/QMa4hz+hKr7CFuaWnB/PnzUVNTg5EjRyI9PR0NDQ2oq6vDX//6V3AchzfeeAOHDx/uE+225/YeW8M0mo888gimT5/OCqhPmzaNPTZWX1/P5oQ3/gzXrl3Djh07sHbtWhw+fBiFhYVssAMhhBBC+jZriXP6EqvsIV63bh1u3rwJe3t77N27F35+fgD0v3I++eQT3LhxA7t27cIbb7yBGTNm9Hq7HeXn54fHH3/cZHBDY2MjysvLsWLFCuzfvx8lJSVsmVKpRFFREby9vdnAuKKiIgp+CSHEigmDJ7LHvTkgj5iPtcY5vckqe4h//PFHAMDSpUvZ/0xjr776KgDg8uXLyM7O7vV2O8ow2hcAOI6DSqWCo6MjwsPDYW9vj/Dw8FbvSUhIwLp166gnmBBC+gn7J/bdfSVi0aw1zulNVhcQNzU1ISUlBQAwc+bMNtcZO3Ysq2V49OjRXm23q4znnDdo68srl8spCCaEEEKsRH+Jc3qa1QXEWVlZbHDY7VNFGvD5fERERAAAMjMze7Xde9Xc3Iz09HTs2LGD/bIjhBDSf+maq3t7F4gZ9bc4p6dYXQ5xWVkZe+zr69vueoZlxuv3RrtdIZPJWHWIkpISqg5BCCGEafw4As7vtD+jKbFs/SHO6Q1WFxA3Nzezx1KptN31DNUX2pvxrafajY6ObvP1q1evguM4/Oc//wGPxwOfz4dSqYRSqYRKpepQ24QQQixXyyf664PNJ517n7axnr03ekvH3lNW+X/v7eC1yxx0Oh0KCgp6dHsdvVZ35zazsrLavfYbUhbuxNLiHEthdQGxuXpLe7oXVqfTgc/nIygoqEe3259kZWUBAAYNGtTLe2K96BibHx1j8+utY3ytsmvvGzFixD29t7dcvXrVJCgzp8jIyB7ZTlvuNei3ljinr7G6gNje3p49bmlpaXdSCrlc3mr93mi3vV+Dhl+PHfm1SLqGjrH50TE2PzrG5kfHuGe012tqDpY85sbS4hxLYXWD6ozzXgwTWbTFsMzHx6dX2yWEEEII6SiKc8zD6gLiyMhINsNbRkZGm+vodDpcv34dADB48OBebZcQQgghpKMozjEPqwuIHRwcEBMTAwBITExsc53z58+joUE/z/u0adN6tV1CCCGEkI6iOMc8rC4gBvQzrAD6HKG2yoJ88ol+yG50dDSrp9eb7RJCCCGEdBTFOd3PKgPiZ599FkFBQWhqasIDDzzAikc3NTXhtddew2+//QYAWLNmjcn7CgsLwePxwOPxsGnTpm5rlxBCCCGku1CcYwaclUpNTeXc3Nw4ABwAztHRkePz+RwAjsfjcR988EGr9xQUFLD1N27c2G3tEkIIIYR0J4pzupdV9hADwPDhw5Geno6XXnoJISEhUCqVcHNzw9y5c5GYmIhVq1b1qXYJIYQQQjqK4pzuxeO4fl6JmRBCCCGE9GtW20NMCCGEEEJIR1BATAghhBBC+jUKiAkhhBBCSL9GATEhhBBCCOnXKCAmhBBCCCH9GgXEZlZeXo6VK1di4MCBkEgk8PLywrx583DkyJE+2a4l6u5jUVRUhM8//xzz5s1DYGAgxGIxHBwcMHz4cKxatarN2XusXU9832QyGQICAu5YNN7amfM45+fn45VXXsGgQYNgb28PJycnDBo0CE8++SROnDjRDXtvGcxxjHU6HTZu3Ijp06fDw8MDIpEIzs7OGDNmDN5//300NTV14yfou5qamrBnzx689dZbmD17Ntzd3dnfc3Z29j23T9c9Yla9XQjZml29etUsxa3N1a4l6u5jUVRUxPF4PNaeoU2BQMCeu7i4cEePHjXTJ+p7eur7tnLlSpPj3l7ReGtlzuO8YcMGTiqVsrbt7OxMnsfHx3fjJ+m7zHGMm5ububi4uFbnDOPzSFBQEHfjxg0zfKK+ZefOnSbHwfhfVlbWPbVN1z1ibhQQm4lcLueCgoI4ANzIkSO59PR0juM4rqGhgfvrX//K/qgTEhL6RLuWyBzHoqCggOPxeNzcuXO5X3/9lautreU4juOUSiV34MABLjg4mJ2My8rKzPK5+pKe+r6lpKRwAoGAGzNmTL8MiM15nH/66ScWnL3wwgsmgVl5eTn3ww8/cBs2bOi2z9JXmesYr1q1igVla9as4err6zmO058zfvrpJ87Z2ZkDwE2dOrXbP1Nfs3PnTs7T05ObM2cO9/bbb3PffvtttwTEdN0jPYECYjP57LPPOACcvb09V1xc3Gr5ggULOADcqFGj+kS7lsgcx6K+vp5LTU1td3lWVhYnkUg4ANw777zTpf22JD3xfdNqtVxMTAwnEAi4y5cv98uA2FzHuaKignNxceEAcGvWrOmu3bVI5jrGgYGBHADuySefbHP5xo0b2Xfa8APbWmk0GpPnxtME30tATNc90hMoIDaTmJgYDgD3zDPPtLn8zJkzXTpRmKtdS9Rbx2LKlCkcAG7evHnd1mZf1RPH+PPPP2e9lxzH9cuA2FzH+Z133uEAcBEREZxWq+2u3bVI5jrGYrGYA8D95z//aXN5Wloaa7etYM6adVdATNc90hNoUJ0ZNDU1ISUlBQAwc+bMNtcZO3YsnJycAABHjx7t1XYtUW8eCzc3NwCAVqvttjb7op44xiUlJXjrrbfg5eWF9957r+s7a8HMeZx//PFHAMDjjz8OPr//nu7NeYwHDBgAALhy5Uqbyw3b9fLygq+vb4fbJXp03SM9pf+eIc0oKysLHMcBAIYMGdLmOnw+HxEREQCAzMzMXm3XEvXWsdBoNDhz5gwAYOjQod3SZl/VE8f4xRdfRFNTEz755BN2QetvzHWca2pqkJubCwCYMGECjh49ipkzZ8LFxQW2trYYPHgwVq1aherq6m74FH2bOb/LTz/9NABg48aN+PDDD9HQ0AAAUKlU2L59O1555RXweDx88skn4PF49/Ix+iW67pGeQgGxGRiX5bpTj4BhWUfLeJmrXUvUW8fi66+/Rnl5Ofh8Ph5//PFuabOvMvcx3rt3L3bu3IkpU6Zg2bJlXdtJK2Cu42wIhgHg8OHDmD59Og4fPszubGRlZeGjjz7CiBEjkJWV1ZVdtxjm/C6//PLLeP7558FxHN544w04OzvD2dkZUqkUS5YsQWRkJPbs2dOvv+P3gq57pKdQQGwGzc3N7LFUKm13PVtbWwD6+qu92a4l6o1jkZaWhr/97W8AgBdeeKHd3gprYc5j3NzcjBdeeAEikQhff/1113fSCpjrONfX17PHa9aswZAhQ3D+/Hk0NjZCJpPhwIED8PT0RElJCR5++GFoNJqufQALYM7vskAgwOeff45PP/0UQqEQANDQ0ACdTgdAf8u/qqqqK7tNQNc90nMoIDYDw+0dS2nXEvX0sSgrK8OCBQsgl8sRHR2Njz76qEe33xvMeYxXr16NoqIivPLKKxg8eLDZtmMJzHWcDQEZoA/adu7cidGjRwPQ32KePXs2vv/+ewD63uKdO3eaZT/6AnN+l8vLyzF+/Hj89a9/xWOPPYarV69CJpMhNzcXH3zwAfLz8/Hkk0/ijTfeMNs+WDO67pGeQgGxGdjb27PHLS0t7a4nl8tbrd8b7VqinjwWtbW1mDFjBgoKChAWFob9+/dDIpF0uT1LYa5jnJqaii+++AIBAQFYvXr1ve2kFeiJ88XcuXMRGhraap25c+ciPDwcAJCUlNShdi2ROc8Xjz/+OC5cuID4+Hhs2rQJw4YNg52dHUJDQ7Fq1SqsW7cOAPCvf/0L6enpXfwE/Rdd90hPoYDYDIzznEpLS9tdz7DMx8enV9u1RD11LBoaGjBz5kykp6cjMDAQSUlJ8PLy6lJblsZcx3jlypXQarV4//33wXEcZDKZyT8DpVIJmUzGLnTWqifOF4YBR20xLLt161aH2rVE5jrGmZmZSExMBAC88sorba7zxz/+EW5ubtDpdNi3b19Hd5n8H7rukZ5CAbEZREZGstHEGRkZba6j0+lw/fp1AOjwLWNztWuJeuJYNDc3Y86cObh06RK8vb2RlJSEwMDAru+0hTHXMb558yYAfc+ag4NDq38Gzz33HBwcHKz6ewyY7ziHhISwnMuOVDew5goI5jrGxoMRg4OD210vJCQEAFBYWNihdsnv6LpHegoFxGbg4OCAmJgYAGC9B7c7f/48K88zbdq0Xm3XEpn7WLS0tGDevHk4e/Ys3NzckJSUhLCwsHvbaQtD37eeYa7jzOfzMWXKFABAdnZ2u+sZAomgoKCO7rLFMecxNigqKmp3PcOPQOMffKRj6DxEekzPzwXSPximmnRwcOBKS0tbLV+4cCEHgIuOju4T7Voicx0LpVLJzZo1iwPAOTs7cykpKd21yxanN75v6Icz1ZnrOG/bto0DwAmFQi43N7fV8n379rHjvXfv3i7vvyUwxzHOz89nx+8vf/lLm+vs2bOHrfPrr792ef8tUXdP3UzXPWJOFBCbiVwu54KCgtj86hkZGRzHcVxjYyP36quvspNEQkKCyfuMTyBtBQRdbdcameMYazQa7uGHH2Yn3+Tk5J76OH2Sub7Hd9IfA2JzHWetVstFR0dzALihQ4dyFy5cYK8fPHiQ8/Ly4gBwo0eP5nQ6ndk/Z28y1zGeMWMGB4Dj8/ncqlWruIqKCo7jOK6pqYnbuHEj5+rqygHgBgwYwCmVSrN/zt5WVVXF/l2+fJkdu+TkZJNlxlOJ03WP9AUUEJtRamoq5+bmxv5YHR0dOT6fzwHgeDwe98EHH7R6T0cCia60a626+xifOHGCLZNIJJyXl1e7/2JiYnroU/Yuc32P29MfA2KOM99xvnXrFhcSEsLWc3Bw4GxtbdnziIgIrqioyMyfrm8wxzEuLS3lBg0axNYxHGPj515eXtzly5d74BP2PuPPfad/BQUF7D103SN9AeUQm9Hw4cORnp6Ol156CSEhIVAqlXBzc8PcuXORmJiIVatW9al2LVF3Hwvj2q0KhQIVFRXt/usvxfbp+9YzzHWc/f39cfXqVbz99tsYOnQotFoteDweRo4ciffffx+XLl1CQEBAN3+avskcx9jHxwcpKSn4/PPPMWnSJLi6ukIul8PR0RGjRo3CW2+9hWvXrmHkyJFm+ET9B52HiLnxOI6qXhNCCCGEkP6LeogJIYQQQki/RgExIYQQQgjp1yggJoQQQggh/RoFxIQQQgghpF+jgJgQQgghhPRrFBATQgghhJB+jQJiQgghhBDSr1FATAghhBBC+jUKiAkhhBBCSL9GATEhhBBCCOnXKCAmhBBCCCH9GgXEhBBCCCGkX6OAmBBCCCGE9GsUEBNCrJZcLsf69evxwAMPICAgAFKpFHZ2dhgwYABGjx6NJ598Eps3b0ZhYWGr977zzjvg8Xht/nNwcEBoaCgWL16MXbt2geO4nv9whBBCug2PozM5IcQKnT9/HkuWLGkz2G1LS0sLJBIJe/7OO+/gH//4R4feO3nyZOzevRtOTk5d2VVCCCG9TNjbO0AIId0tNzcXM2bMQGNjIwBg7ty5ePTRRxEREQGJRILa2lqkpaXh+PHjOHz4MFpaWu7Y3vfff4/77rsPAMBxHIqLi5GSkoJPP/0U9fX1OHHiBJYtW4a9e/ea/bMRQgjpfhQQE0KszptvvsmC4fXr1yM+Pr7VOnFxcXj55ZfR2NiITZs2QSAQtNtecHAwhg4dyp5HRUVh9uzZeOKJJxAdHY2Kigrs27cPKSkpiI6O7v4PRAghxKwoh5gQYlW0Wi327dsHAIiJiWkzGDbm6OiIl156CSKRqNPb8vPzw/PPP8+eJyYmdroNQgghvY8CYkKIVamqqmIpEAMHDjT79kaNGsUe37p1y+zbI4QQ0v0oICaEWBWxWMweZ2VlmX17xqkWXellJoQQ0vsoICaEWBUXFxcMGDAAAJCWloY1a9ZAp9OZbXuZmZnssWG7hBBCLAsFxIQQq7Ny5Ur2+M0330RwcDBefPFF/PTTT8jLy+u2usHNzc345ptvAABCoRAPPfRQt7RLCCGkZ1FATAixOitXrsQzzzzDnhcVFeGrr77C0qVLERYWBk9PTzz88MP45ZdfoNFoOtW2oezarl27EBMTg7y8PADA//t//w9BQUHd+jkIIYT0DJqYgxBitY4ePYrPPvsMCQkJUKvVba4TGRmJbdu2YeTIkSavd3RiDjc3N7z22mt47bXXumWfCSGE9DyqQ0wIsVpxcXGIi4uDTCZDcnIyLly4gJSUFJw8eRI1NTUAgOzsbEyePBnJyckYMmRIp7cxefJkPP30092964QQQnoQ9RATQvodjUaDPXv2YOXKlSguLgYATJ8+3aSOsHEPsfFMdQqFAgUFBfj+++9x6NAhAEB0dDROnz5tMvUzIYQQy0E5xISQfkcoFGLhwoU4cOAAbGxsAOjTK2pra9tc3zBT3dChQxETE4NHH30UBw8eZGkSKSkpeP3113ts/wkhhHQvCogJIf1WVFQUxowZAwDQ6XS4ceNGp97//vvvY9iwYQCAr7/+GtevX+/2fSSEEGJ+FBATQvo1X19f9pjP79wpUSgUYs2aNQD0U0a//fbb3bpvhBBCegYFxISQfovjOKSkpAAAeDxel8qmzZ07F9HR0QCAX3/9FdnZ2d26j4QQQsyPAmJCiFWRyWQYPXo09uzZA61We8d13377bVZHeOLEiXB3d+/SNv/+978D0KddGHqMCSGEWA4qu0YIsToXL17Egw8+CB8fHzz44IMYN24cgoOD4ejoiKamJqSlpeGHH37AuXPnAABisRiffvppl7f34IMPIioqCteuXcO2bdvw9ttvY+DAgd31cQghhJgZBcSEEKsiFArh7e2N8vJylJWVYe3atVi7dm276/v7+2Pz5s2IiYnp8jZ5PB7efPNNLFmyBFqtFh988AHWr1/f5fYIIYT0LEqZIIRYFYlEgtLSUpw9exb//Oc/MXfuXISGhsLOzg4CgQAODg4ICwvDww8/jI0bN+L69euIi4u75+0++uijiIyMBABs2bIFRUVF99wmIYSQnkETcxBCCCGEkH6NeogJIYQQQki/RgExIYQQQgjp1yggJoQQQggh/RoFxIQQQgghpF+jgJgQQgghhPRrFBATQgghhJB+jQJiQgghhBDSr1FATAghhBBC+jUKiAkhhBBCSL9GATEhhBBCCOnXKCAmhBBCCCH9GgXEhBBCCCGkX6OAmBBCCCGE9GsUEBNCCCGEkH6NAmJCCCGEENKvUUBMCCGEEEL6NQqICSGEEEJIv0YBMSGEEEII6dcoICaEEEIIIf3a/wewvnmFMnVWKgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 351, + "width": 354 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#import some helper functions for our other directory.\n", + "import sys\n", + "sys.path.insert(1, '/content/WAF_ML_Tutorial_Part2/scripts/')\n", + "\n", + "#load contingency_table func\n", + "from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n", + "\n", + "#plot it up \n", + "ax = make_performance_diagram_axis()\n", + "ax.plot(np.asarray(srs),np.asarray(pods),'-s',color='dodgerblue',markerfacecolor='w',label='UNET')\n", + "\n", + "for i,t in enumerate(thresh):\n", + " text = np.char.ljust(str(np.round(t,2)),width=4,fillchar='0')\n", + " ax.text(np.asarray(srs)[i]+0.02,np.asarray(pods)[i]+0.02,text,path_effects=pe1,fontsize=9,color='white')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "066f969c-17ad-471e-98eb-8ae8fa26ae43", + "metadata": {}, + "source": [ + "There ya go. There is plenty of room for improvement here, so feel free to play around with the model parameters!\n", + "\n", + "The next notebook will dive into methods that can be used to help explain the performance of CNNs. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "waf_tutorial_part2", + "language": "python", + "name": "waf_tutorial_part2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/README.md b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/README.md new file mode 100644 index 0000000..1d463d5 --- /dev/null +++ b/tier_3/operational_meteorology/ML_tutorial_operational_met_notebooks/Part_2/README.md @@ -0,0 +1,7 @@ +# Jupyter notebooks associated with the Machine Learning Tutorial for Operational Meteorology (Part II) + +In this folder you will find a copy of the notebooks in [WAF_ML_Tutorial_Part2](https://github.com/ai2es/WAF_ML_Tutorial_Part2). These are practical coding notebooks associated with the paper: [A Machine Learning Tutorial for Operational Meteorology. Part II: Neural Networks and Deep Learning](https://arxiv.org/abs/2211.00147). + +The only difference between the notebooks here, and those in the [original github](https://github.com/ai2es/WAF_ML_Tutorial_Part2) is that these notebooks have been modified so they can be hosted in partnership with the Massive Open Online Course (MOOC) hosted by the European Centre for Medium-Range Weather Forecasts (ECMWF). Feel free to use these notebooks here, but know they are mostly the same content, just with a bit more notation on who wrote the notebooks and what paper they belong to. + +Note there is no Notebook 1 because that notebook is not needed for the google colab env.