{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "colab": { "name": "01-explore-data.ipynb", "provenance": [] } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "OsjvyRyVU3_G", "colab_type": "text" }, "source": [ "# Understanding the data\n", "\n", "In this first part, we load the data and perform some initial exploration on it. The main goal of this step is to acquire some basic knowledge about the data, how the various features are distributed, if there are missing values in it and so on." ] }, { "cell_type": "code", "metadata": { "id": "_wmNcEoRU3_K", "colab_type": "code", "colab": {} }, "source": [ "### imports\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# load hourly data\n", "hourly_data = pd.read_csv('https://raw.githubusercontent.com/PacktWorkshops/The-Data-Analysis-Workshop/master/Chapter01/data/hour.csv')" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "qDc53XA2U3_P", "colab_type": "text" }, "source": [ "Check data format, number of missing values in the data and general statistics:" ] }, { "cell_type": "code", "metadata": { "id": "9QFrElsEU3_Q", "colab_type": "code", "colab": {}, "outputId": "6fda5579-55de-478b-a00d-ede2cfecd346" }, "source": [ "# print some generic statistics about the data\n", "print(f\"Shape of data: {hourly_data.shape}\")\n", "print(f\"Number of missing values in the data: {hourly_data.isnull().sum().sum()}\")\n", "\n", "# get statistics on the numerical columns\n", "hourly_data.describe().T" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Shape of data: (17379, 17)\n", "Number of missing values in the data: 0\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
instant17379.08690.0000005017.0295001.004345.50008690.000013034.500017379.0000
season17379.02.5016401.1069181.002.00003.00003.00004.0000
yr17379.00.5025610.5000080.000.00001.00001.00001.0000
mnth17379.06.5377753.4387761.004.00007.000010.000012.0000
hr17379.011.5467526.9144050.006.000012.000018.000023.0000
holiday17379.00.0287700.1671650.000.00000.00000.00001.0000
weekday17379.03.0036832.0057710.001.00003.00005.00006.0000
workingday17379.00.6827210.4654310.000.00001.00001.00001.0000
weathersit17379.01.4252830.6393571.001.00001.00002.00004.0000
temp17379.00.4969870.1925560.020.34000.50000.66001.0000
atemp17379.00.4757750.1718500.000.33330.48480.62121.0000
hum17379.00.6272290.1929300.000.48000.63000.78001.0000
windspeed17379.00.1900980.1223400.000.10450.19400.25370.8507
casual17379.035.67621849.3050300.004.000017.000048.0000367.0000
registered17379.0153.786869151.3572860.0034.0000115.0000220.0000886.0000
cnt17379.0189.463088181.3875991.0040.0000142.0000281.0000977.0000
\n", "
" ], "text/plain": [ " count mean std min 25% 50% \\\n", "instant 17379.0 8690.000000 5017.029500 1.00 4345.5000 8690.0000 \n", "season 17379.0 2.501640 1.106918 1.00 2.0000 3.0000 \n", "yr 17379.0 0.502561 0.500008 0.00 0.0000 1.0000 \n", "mnth 17379.0 6.537775 3.438776 1.00 4.0000 7.0000 \n", "hr 17379.0 11.546752 6.914405 0.00 6.0000 12.0000 \n", "holiday 17379.0 0.028770 0.167165 0.00 0.0000 0.0000 \n", "weekday 17379.0 3.003683 2.005771 0.00 1.0000 3.0000 \n", "workingday 17379.0 0.682721 0.465431 0.00 0.0000 1.0000 \n", "weathersit 17379.0 1.425283 0.639357 1.00 1.0000 1.0000 \n", "temp 17379.0 0.496987 0.192556 0.02 0.3400 0.5000 \n", "atemp 17379.0 0.475775 0.171850 0.00 0.3333 0.4848 \n", "hum 17379.0 0.627229 0.192930 0.00 0.4800 0.6300 \n", "windspeed 17379.0 0.190098 0.122340 0.00 0.1045 0.1940 \n", "casual 17379.0 35.676218 49.305030 0.00 4.0000 17.0000 \n", "registered 17379.0 153.786869 151.357286 0.00 34.0000 115.0000 \n", "cnt 17379.0 189.463088 181.387599 1.00 40.0000 142.0000 \n", "\n", " 75% max \n", "instant 13034.5000 17379.0000 \n", "season 3.0000 4.0000 \n", "yr 1.0000 1.0000 \n", "mnth 10.0000 12.0000 \n", "hr 18.0000 23.0000 \n", "holiday 0.0000 1.0000 \n", "weekday 5.0000 6.0000 \n", "workingday 1.0000 1.0000 \n", "weathersit 2.0000 4.0000 \n", "temp 0.6600 1.0000 \n", "atemp 0.6212 1.0000 \n", "hum 0.7800 1.0000 \n", "windspeed 0.2537 0.8507 \n", "casual 48.0000 367.0000 \n", "registered 220.0000 886.0000 \n", "cnt 281.0000 977.0000 " ] }, "metadata": { "tags": [] }, "execution_count": 2 } ] }, { "cell_type": "code", "metadata": { "id": "7gGtv-TzU3_W", "colab_type": "code", "colab": {}, "outputId": "8a79860f-0a5c-435a-c84f-859bdebf07d2" }, "source": [ "# create a copy of the original data\n", "preprocessed_data = hourly_data.copy()\n", "\n", "# tranform seasons\n", "seasons_mapping = {1: 'winter', 2: 'spring', 3: 'summer', 4: 'fall'}\n", "preprocessed_data['season'] = preprocessed_data['season'].apply(lambda x: seasons_mapping[x])\n", "\n", "# transform yr\n", "yr_mapping = {0: 2011, 1: 2012}\n", "preprocessed_data['yr'] = preprocessed_data['yr'].apply(lambda x: yr_mapping[x])\n", "\n", "# transform weekday\n", "weekday_mapping = {0: 'Sunday', 1: 'Monday', 2: 'Tuesday', 3: 'Wednesday', 4: 'Thursday', 5: 'Friday', 6: 'Saturday'}\n", "preprocessed_data['weekday'] = preprocessed_data['weekday'].apply(lambda x: weekday_mapping[x])\n", "\n", "# transform weathersit\n", "weather_mapping = {1: 'clear', 2: 'cloudy', 3: 'light_rain_snow', 4: 'heavy_rain_snow'}\n", "preprocessed_data['weathersit'] = preprocessed_data['weathersit'].apply(lambda x: weather_mapping[x]) \n", "\n", "# transorm hum and windspeed\n", "preprocessed_data['hum'] = preprocessed_data['hum']*100\n", "preprocessed_data['windspeed'] = preprocessed_data['windspeed']*67\n", "\n", "# visualize preprocessed columns\n", "cols = ['season', 'yr', 'weekday', 'weathersit', 'hum', 'windspeed']\n", "preprocessed_data[cols].sample(10, random_state=123)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
seasonyrweekdayweathersithumwindspeed
5792summer2011Saturdayclear74.08.9981
7823fall2011Sundayclear43.031.0009
15426fall2012Tuesdaycloudy77.06.0032
15028fall2012Sundayclear51.022.0028
12290spring2012Fridaycloudy89.012.9980
3262spring2011Fridayclear64.07.0015
10763spring2012Thursdayclear42.023.9994
12384spring2012Tuesdaylight_rain_snow82.011.0014
6051summer2011Wednesdayclear52.019.0012
948winter2011Saturdayclear80.00.0000
\n", "
" ], "text/plain": [ " season yr weekday weathersit hum windspeed\n", "5792 summer 2011 Saturday clear 74.0 8.9981\n", "7823 fall 2011 Sunday clear 43.0 31.0009\n", "15426 fall 2012 Tuesday cloudy 77.0 6.0032\n", "15028 fall 2012 Sunday clear 51.0 22.0028\n", "12290 spring 2012 Friday cloudy 89.0 12.9980\n", "3262 spring 2011 Friday clear 64.0 7.0015\n", "10763 spring 2012 Thursday clear 42.0 23.9994\n", "12384 spring 2012 Tuesday light_rain_snow 82.0 11.0014\n", "6051 summer 2011 Wednesday clear 52.0 19.0012\n", "948 winter 2011 Saturday clear 80.0 0.0000" ] }, "metadata": { "tags": [] }, "execution_count": 3 } ] }, { "cell_type": "markdown", "metadata": { "id": "KG1KtmxEU3_Z", "colab_type": "text" }, "source": [ "### Registered vs casual use analysis" ] }, { "cell_type": "code", "metadata": { "id": "UqkzCcSgU3_a", "colab_type": "code", "colab": {} }, "source": [ "# assert that total numer of rides is equal to the sum of registered and casual ones\n", "assert (preprocessed_data.casual + preprocessed_data.registered == preprocessed_data.cnt).all(), \\\n", "'Sum of casual and registered rides not equal to total number of rides'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "_Iaalx50U3_e", "colab_type": "code", "colab": {}, "outputId": "dffb1468-42ba-4e31-b55e-24fb1191260f" }, "source": [ "# plot distributions of registered vs casual rides\n", "sns.distplot(preprocessed_data['registered'], label='registered')\n", "sns.distplot(preprocessed_data['casual'], label='casual')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel(\"frequency\")\n", "plt.title(\"Rides distributions\")\n", "plt.savefig('figs/rides_distributions.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Dggr9hCUU3_h", "colab_type": "code", "colab": {}, "outputId": "ab4dd60e-3770-406b-b599-cfc63ef36da9" }, "source": [ "# plot evolution of rides over time\n", "plot_data = preprocessed_data[['registered', 'casual', 'dteday']]\n", "ax = plot_data.groupby('dteday').sum().plot(figsize=(10,6))\n", "ax.set_xlabel(\"time\");\n", "ax.set_ylabel(\"number of rides per day\");\n", "\n", "plt.savefig('figs/rides_daily.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFzCAYAAAC+bzSQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eZwlVXn//zlVde/tZXo2ZhgQUDAiKvsmIqgRBSQoGhNNMF/FbJqfor/o95sEkyj8kCSIRv1qXIJKwI0YNVFAFBBZFAVkV1mcYZhhZoCZoWd6er9L1fn9Uec55zmn6t7bPdzunmGe9+vFq7ur61adqr5Mfe7n2ZTWGoIgCIIgCMLuQ7TQCxAEQRAEQRBmhwg4QRAEQRCE3QwRcIIgCIIgCLsZIuAEQRAEQRB2M0TACYIgCIIg7GaIgBMEQRAEQdjNSBZ6AXPBihUr9IEHHrjQyxAEQRAEQejK3Xff/bTWeuVsXvOsFHAHHngg7rrrroVehiAIgiAIQleUUutn+xoJoQqCIAiCIOxmiIATBEEQBEHYzRABJwiCIAiCsJvxrMyBK6PZbGLjxo2Ynp5e6KU86+jr68P++++PSqWy0EsRBEEQhD2CPUbAbdy4EUNDQzjwwAOhlFro5Txr0FpjeHgYGzduxEEHHbTQyxEEQRCEPYI9JoQ6PT2NvfbaS8Rbj1FKYa+99hJnUxAEQRDmkT1GwAEQ8TZHyH0VBEEQhPllzgScUuoQpdR97L9RpdRfK6WWK6VuUEqtNl+Xmf2VUuozSqk1SqkHlFLHsGOdY/ZfrZQ6Z67WvKtz1VVX4eKLL277+/vuuw/XXnvtnJ3/ggsuwCc+8Yk5O74gCIIgCDNjzgSc1voRrfVRWuujABwLYBLA/wA4D8CNWuuDAdxofgaAMwAcbP57F4AvAIBSajmA8wGcAOClAM4n0bc7o7VGlmWzes1ZZ52F8847r+3vd0bAtVqtWe0vCIIgCMLCM18h1NcAeFRrvR7AGwFcYbZfAeBN5vs3AviqzrkdwFKl1L4ATgdwg9Z6m9Z6O4AbALxuntbdU9atW4dDDjkE73jHO3DYYYfha1/7Gk488UQcc8wxeMtb3oLx8XEAwLXXXosXvehFOPbYY/H+978fr3/96wEAl19+Oc4991wAwLe//W0cdthhOPLII/HKV74SjUYDH/nIR/Ctb30LRx11FL71rW9hYmICf/Znf4aXvvSlOProo/H973/fHuess87CKaecgte85jUAgI9//OM4/vjjccQRR+D888+3a/6nf/onvPCFL8TJJ5+MRx55ZD5vlyAIgiAIbZivKtQ/BnCl+X6V1vpJ8/1TAFaZ7/cDsIG9ZqPZ1m67h1LqXcidOzz3uc/tuJj/7+rf4MEnRmd3BV14yXMW4/w3HNp1v9WrV+OKK67AC17wArz5zW/Gj3/8YwwODuJjH/sYPvnJT+Jv//Zv8e53vxu33norDjroIJx99tmlx7nwwgtx3XXXYb/99sPIyAiq1SouvPBC3HXXXfi3f/s3AMDf//3f45RTTsFll12GkZERvPSlL8VrX/taAMA999yDBx54AMuXL8f111+P1atX484774TWGmeddRZuvfVWDA4O4j//8z9x3333odVq4ZhjjsGxxx7bu5smCIIgCMJOMecCTilVBXAWgA+Fv9Naa6WU7sV5tNaXArgUAI477rieHHMueN7znoeXvexluOaaa/Dggw/ipJNOAgA0Gg2ceOKJePjhh/H85z/ftuQ4++yzcemllxaOc9JJJ+Gd73wn3vrWt+LNb35z6bmuv/56XHXVVTZvbXp6Go8//jgA4NRTT8Xy5cvtftdffz2OPvpoAMD4+DhWr16NsbEx/P7v/z4GBgYA5CFcQRAEQZgpW8amUYkiLBusLvRSnnXMhwN3BoB7tNabzc+blVL7aq2fNCHSLWb7JgAHsNftb7ZtAvC7wfabn8mCZuKUzRWDg4MA8hy4U089FVdeeaX3+/vuu29Gx/niF7+IO+64Az/4wQ9w7LHH4u677y7so7XGd7/7XRxyyCHe9jvuuMOug/b70Ic+hHe/+93efp/+9KdntBZBEARBKOM9X78Hz1naj8+cffRCL+VZx3zkwJ0NFz4FgKsAUCXpOQC+z7a/w1SjvgzADhNqvQ7AaUqpZaZ44TSzbbfmZS97GW677TasWbMGADAxMYHf/va3OOSQQ7B27VqsW7cOAPCtb32r9PWPPvooTjjhBFx44YVYuXIlNmzYgKGhIYyNjdl9Tj/9dHz2s5+F1rkhee+995Ye6/TTT8dll11mc/A2bdqELVu24JWvfCW+973vYWpqCmNjY7j66qt7dfmCIAjCs5D3fvMeHHfRj+3PT4xM4akd3fuEttIMf/2f9+K3m8e67ptmGk/umHpG63w2MKcCTik1COBUAP/NNl8M4FSl1GoArzU/A8C1ANYCWAPgSwDeAwBa620APgrgl+a/C8223ZqVK1fi8ssvx9lnn40jjjjChk/7+/vx+c9/Hq973etw7LHHYmhoCEuWLCm8/m/+5m9w+OGH47DDDsPLX/5yHHnkkXj1q1+NBx980BYxfPjDH0az2cQRRxyBQw89FB/+8IdL13LaaafhbW97G0488UQcfvjh+MM//EOMjY3hmGOOwR/90R/hyCOPxBlnnIHjjz9+rm+LIAiCsBvzgweexNPjdfvzyFQTo9PNrq97dOsEvnffE3jPN+7puu8nb3gEJ/7LT7BldM9uIK/InXk2cdxxx+m77rrL2/bQQw/hxS9+8QKtaHaMj49j0aJF0Frjve99Lw4++GB84AMfWOhldWR3ur+CIAjC3HDgeT8AAKy7+EzUWykO+ccf4TlL+vDzD72m4+vWD0/gVR+/GcsGKrj3I6d13PfUT96C1VvGcf0HXokXrhrq2doXEqXU3Vrr42bzmj1qEsPuwpe+9CUcddRROPTQQ7Fjx45CbpogCIIg7Go0U7+36Y6p3Hkbnfb7jV77qydx3EU/9vZPs9xM2j7Z3a2j17XSZ58BNRtEwO2CfOADH8B9992HBx98EN/4xjdsFaggCIIgLDTX/+Yp/MmXb0eW+QLq15t2eD/vMGJsvN6yAg3IW3k9PV73Qq1pNnMx1jTCbaq5ZzeiFwEnCIIgCLsoV975+IwS++eTc795L25bM4yHn3Lr2jI6jd///M+9/UamnJs2zly4/koMAJhuOgeuNQsB1zAO3GQjnd3Cn2WIgBMEQRCEXRCtNT7037/C6z/zs4VeisfKoRoA4Bdrh+22HVPF0OcIC4fyQoY+I+CmmADjDly33PymCDgAIuAEQRAEYZeEHKpGOru52XNNvZWv5xePOgHHDbRI5V9HJht2Gxd4VsA1nQDjDtzoVOfQaNOcf0oEnCAIgiAIuxrj9VzIKLXAC2GMTTdt7hoP7WrkAuxF+wwh00CWaU+0+Q5cLj3qzXIHbut45/YgTbOvOHDCs5p3vvOd+M53vrPQyxAEQRBmCQm4viRe4JU41g9PAgBeuGoRNm6fRL2Vi6jMmISVOJcVrUz7IVTmqpU5cFzATTU6O44uhCpFDIIgCIIg7GJQ4n+tsus8qmmqwkkvWIFMAxu25YKOHLhKnNuFaaYxMuVCqNyBoyIG7qC1MifaplvtnbUs06AUOXHghHnlq1/9Ko444ggceeSRePvb346rr74aJ5xwAo4++mi89rWvxebN+cjYW265BUcddRSOOuooHH300RgbG8PNN9+M17/+9fZY5557Li6//HIAwIUXXojjjz8ehx12GN71rnd1TQIVBEEQdm12RQeOhNhRBywFAKzdOgEAVlSRA9fMMuyYamEvM8R+dKoo4J4YmcK0ceG4AzfdbC/Mxlg1654u4OZjmP2uxw/PA576VW+Puc/hwBkXd9zlN7/5DS666CL8/Oc/x4oVK7Bt2zYopXD77bdDKYUvf/nLuOSSS/Cv//qv+MQnPoHPfe5zOOmkkzA+Po6+vr6Oxz733HPxkY98BADw9re/Hddccw3e8IY39OzyBEEQhPnFCrhdyIEjIXbk/kbAPV0u4NJUY2Sygf2X9WPbZMNr5lszAu5ffvgwfrbmaXztz0/wihh4e5HC+ZmTNyUhVGG++MlPfoK3vOUtWLFiBQBg+fLl2LhxI04//XQcfvjh+PjHP47f/OY3AICTTjoJH/zgB/GZz3wGIyMjSJLOWvumm27CCSecgMMPPxw/+clP7HEEQRCE3ZMJK+B2HQeOHLDnLO1HNY5soUKm/RBq7sA1sWywikW1xHPguCD96eqnAeSCjyAH7ou3PIoDz/uBF1HiAk4cuD2RLk7ZfPK+970PH/zgB3HWWWfh5ptvxgUXXAAAOO+883DmmWfi2muvxUknnYTrrrsOSZIg43kC09P263ve8x7cddddOOCAA3DBBRfY3wmCIAi7J2NGwNWSXcdrGZ1uor8So5pESGJlQ58ksawDZ4oYnr9iEIv7Kp7wqsbueqjCtlUSQv3sjasBAFvH6th7cR6F4qJtskOodU9g13lX7AGccsop+Pa3v43h4bx3zrZt27Bjxw7st99+AIArrrjC7vvoo4/i8MMPx9/93d/h+OOPx8MPP4znPe95ePDBB1Gv1zEyMoIbb7wRgBNyK1aswPj4uFSdCoIgPAsgB662Czlwo1MtLO7PvZ84UrYilFyyihGbLRNCXTpQxeL+ileFyjO0lw3kOXI8B476zO2/LB8jud4USgC+gNvT+8DtmQ7cAnHooYfiH/7hH/CqV70KcRzj6KOPxgUXXIC3vOUtWLZsGU455RQ89thjAIBPf/rTuOmmmxBFEQ499FCcccYZqNVqeOtb34rDDjsMBx10EI4++mgAwNKlS/GXf/mXOOyww7DPPvvg+OOPX8jLFARBEHoAVaFSWHKu+dQNv8VV9z+B6z/wSuukhYxONzHUVwEAJJFz4Eh/kbtWb2UYnW5hSX8Fi/sSz4HjM1SXDeTH8qpQjbO2/7J+PLJ5DOuHJ3H8gcsBAJNG1A71JXt8GxERcPPMOeecg3POOcfb9sY3vrGw32c/+9nS119yySW45JJLCtsvuugiXHTRRYXtVKUqCIIg7F5QEUMr9bsKPPb0BJ4cmcLLX7CiZ+daPzyB/2tCluPTLSwz1aMho9NNLO4jBy5ioU8/B267mcKwdKCCob4KNm53Lhq/muWD7R24fZbkYdObH9mCMw/fF/3V2DpwKxbV9ngHTkKogiAIgrALYgVcMOj91Z+4GW/78h09PdcTIy5vmgRUGWPTLSzuz12zSqxs8UEWVKE+PZZPa1g6UMHi/sRr/5Fp7sDlAq4sBy4yCXLXPPAkLr11LQDXvHfFouoeX8QgAk4QBEEQAGwZncbareMLvQwLhVBDAUdkbbbvDFNNJ7AagYCbbqb43r2boLXG6FQTi00INY4UmhnlwOX7WgE3YRy4/mpexMCqUHmbUqqwLesDl7IdqSkwiba9h/o8UbgnIgJOEARB2O0Zr7dw34aRZ3SMkz92E07511t6tKJnzkSDQqjljlgvBQx3sxqp72xd8qNH8Nffug8/Xf00RqddEYOfA5d/rSa+A7dkoILF/RWMN1pWcHIHjr4v6wOXZRp7D9VQjSPUTDPjCbPO/Ux/uT25af0eJeD25D/0XCL3VRCEheb9V96LN33uNoyxZPnZ0mgjlOaCH/36STz81GjHfepGyIQ5cMS2yUbp9p2BC7iwke4TI1MAcpE8OuWKGOJIWeHlHLg87En94YZqCRb3JdDatUUpE3Cpufe1JPKmM8SRQhS558xUo4X+Soy9BqtotLI9Ooy6xwi4vr4+DA8Pi9joMVprDA8Pd50UIQiCMJc89GQuhnZM7byAIzqNcuoFWmv81dfvwes+/dOO+9WNqOEVmpxtEzsv4E795C0457I77c9TngPnn49Cmc00QyvTWFTLHbhKHNkcOHq2JlHkHa8SRzZnjsKoWuc5bIesGrIOHgnBRbUE0yaEm2qNSClEyjl9E40Ug7XYFlk8k3uwu7PHVKHuv//+2LhxI7Zu3brQS3nW0dfXh/3333+hlyEIwh7MoBEVlPj/TBieaGC/pf2zes01DzyB17xoFfqr3Xu2bTXhxW7UjZDk4UVuQmx/BuJl9ZZxrN7i8v24k1UPHDgKfZITSI2FcwfO5MCZfSmESgPp40jZnDlqJZJpQCmFKFK2+IEE2mAtsQI6Mw5crNx+U40U/dXYzlgdnmjggOUDO30fdmf2GAFXqVRw0EEHLfQyBEEQhDmAXKGJXgi48fqsBNyaLWM495v34szD98Xn/uSYrvs/ZuaHVtv0WiPICeMh1AkmtHY2hFom/Phc0XYOHIU7ScAlLIQajtIiEVaJIwyZtiOUs6e1RqSASDFxWCLgUp0LQKXc8SfqLQxWE9t+5JmI2N2dPSaEKgiCIDx7IZEw2oPE/uHx2YkCMsVue/TpGe2/bjgXcHsvrnXcj5ywJhNUI0y07ax4ecycH3CumFfEEFShhoUKVGkasyKGsAqV8uiSWFlXksKqmQmNxpGy4jC1IdTYXneW5UIvjpQ992QjxUA1tgJuWAScIAiCIOy+DFaNgOtBDtzT4zMLcRLkWI1Mzuzc64bzprbUA63bcXmLDZ7jt7MO3GNbnYDbtD0vUOBzRestPwfQFhoYXUciLYkj6w6G4o5ctCRSGDACbtIKOEAh7/NGl0YO3EA1seFXW8TAcuAmGy0MMAdu28Ts/lbPJkTACYIgCLs9lAPXEwdulq5Ok4U4Z1Iot9GIptDpCqHfcwduBxOJ25hTmGYaV93/RGlvuNWbxzwRSCFcvpapNg7cP/zPr3DbmmFzjnx7xQuhBjlwJOBa5MBFVlxTE95M6zwHjoVQ0yxDEin0VSLrwNkiBpYrRw7colqCSqywbeKZC/bdFRFwgiAIwm6PDaHupAOntYZp/I9h5sD98FdPeqKpDC54ZiL+yJ2abHYWm+SE8SKGEXZ9vA/clXc+jvdfeS/+664N3jHu3zCCUz91K/7jtsdK17jJjLiabLTsPeTX8407Hrff0zqqJs/NbyNCw+xNDlzDOXD9gQMHDUSRH4JtGbetrxJbBy6zDpwTeiTglFJYNlCVHDhBEARB2J2h5PmZNLdNM40Dz/sBvnjLo3bbdDOzeVwUCt0x1cT/84178NZ//0XH43GHbCbhVxIt3WZ5kpDiRQzUNmOfxX2YYmFP2r6BzRwFgLvXbwfgu24T9Rb2NXNGqShispHakG67UVq0HhtC7ZQD13ICzjlwfg5cpFgOXKpzBy6JvUkMrgqVhVCN29pXiee1d9+uhgg4QRAEYbeHTKrRGTTypca0l9+2zm6bZFWYJCpoAsIjm8c6Ho+LiJkISBJ8nQRcK81Yfpg7/paxOpQCDlje772eKkPDJrybzLXut8xV1XK3TbPigGUDebsPEmphLhwdm+fANdvMQiURFpuwqFKu0jXTsAKOzk8OXK0SWQGZZrnQU0zo1ZuZVwXbFAEnCIIgCLsv5NDMJIS63hQRPJf1D+Nuls3LYvlsnZw1HnKcySQIctQmm2nbnDkSMYPVGJl2a9o6No29BqsY6qt4IVgKZYZNiDcaR463LBmvt+w0BdI/k40US4wDR4J0dMoXoyTofAeOZqFSeNUJyUqciy+lFPorsXX7MhOu5iHUNNNI4ijfxgoj4iivVqXblGqN2MS6k1h5uX17GiLgBEEQhN0eEjgzccCojQdvAMvdLIpYcm1117rtbY/XnKUD12ID4LuFKylcSEPjt4zWsXKoD/3V2FszCdeRQMCSA8fPM1FPrQNHwneq0cJis40aCIduJh2j6jXybe/AxZGyrx2oJjaEqqkKNVL2XpMDFyu/tUhsih240KPjxlHkFZDsaYiAEwRBEHZ7SEBs2D7Zdvg7sb6kDxvvg5YxsUDcu2FmAm4mDiAXHe3CqNyBA5xrt2Wsjr2HauivBALOiK2to75T+NSO/OeGJ+BaWFRLoJQfQh2sJqgmkR3hFV4LOXDVkhw4qkOlXMR6K0MlchJjoBrbEKqG6QPHzk9VqDFz1bIsL3aIWB+4TGtERsBxB3BPRAScIAiCsNtDD/i1Wye8yskyqA8bhwu4tEzArR9pezwujmbSxoQfd7LN3FU6JrVHIadry9g09h6qYaAae6+l/nBbxqa945Bo4g7cuBFwUcmIqloS2XOH12Jz4BIKYfI+cDC/c7IiibkDx0KoGQozTj0HjoWwqQ9cFrhydPzWHhxC3WNGaQmCIAjPXjKtsXKohulm6lVclkFtQjIWI+W5Y641Rv7zolqCB58cbXu8BnPUZlPEAPgjrPxj5usZsA5chjTTeHq8gb0X19BKtefAkYDbPFo3LVHyAgHK7QsduIFqkocmtUaaaUw0clFXS1wRQdGBK1ah8nAw4OfaxQUHzs+Bi8IcuKg4nSF36hSyLHfrMg3PgWtJCHVuUEotVUp9Ryn1sFLqIaXUiUqp5UqpG5RSq83XZWZfpZT6jFJqjVLqAaXUMew455j9VyulzpnLNQuCIAi7H1kGxEqhEkddE9tTP+oHwDlw1Thybo/5urgv6dh0t0lNayM1oyrYVqZtJeVkmxAquV0DVefAbZtoIM009jY5cPVWZq+VCg6mmql1w5qptt/XWW+1iUaKRbW8l1qmNYYn6sh0HlKuxs6B2xEIOBK51ZJRWuEkhvz7MAfOr0KNlStOsA6cKVjIMm2LGJQRmnQt5MDF0cIUMTy1Y7prmH4+mOsQ6v8F8COt9YsAHAngIQDnAbhRa30wgBvNzwBwBoCDzX/vAvAFAFBKLQdwPoATALwUwPkk+gRBEAQBoN5iuTDoFlajvCnuwN3xWD5tYFFfUhQlSeS18gihqs29FlVnVsSQZljcn1eBtsuBo2MuoiKGNLMVrkv6K9aZI1HFxRatf5q1ASFRRmHXwVpiBdQWkze391AfapXYOXBtihh8B864lWafOIJtiOwXMcSsiIEcOHh94CiECuTbW6lz5bRxCukctI5Of5e5YGSygZf9y434p2sfmtfzljFnAk4ptQTAKwF8BQC01g2t9QiANwK4wux2BYA3me/fCOCrOud2AEuVUvsCOB3ADVrrbVrr7QBuAPC6uVq3IAiCsPuRmrBhEqnScVLevuaZT7s99OQovvqL9QBycWQT5jPnKmW6/ZgscuD2GqzNqI1IM9W2CrRdDlzdOnCxWbO264qivC0H4Bw8LuBov2lvvml+vIl6LjAHa4mdcLB5NM+bW2UdOFOFGrYRaVIbkWIOHN0b+hvk+/kh1MlGih/9+klsGpmyOXB0j3MHLrLhUbpenivHrx/wq2DnC5picdPDW+b1vGXMpQN3EICtAP5DKXWvUurLSqlBAKu01k+afZ4CsMp8vx8APgNko9nWbrsgCIIgAMhzsCgEN1sH7tebdgAAzn/DS7DXYNVLogecEGl32GaaQSlg2WBlxpMgqA9bNwdu0Dpw2grPWCn0m9DqVCNFlmmMTTdtWNb2hGs4d6oRCDgqYki1xmbjwK1a3IeqV8QQhFDJgSubhWrujYJz3hLmwPWbEOpfff0ePPzUGCLTB84VJ+RVqPSazDhuceRmoVoHTi1cDhydL4kXvgZ0LleQADgGwBe01kcDmIALlwIAdC7Ze3L3lVLvUkrdpZS6a+vWrb04pCAIgrCbQCHUvLlr57BaOP5p9ZZxVOMIb3/Z87zEejoMzf5sF65rpBqVOMJQrTKjNiKtLLM918LGu/aYLd+Ba2WZF0IkB26qmWJsuoVMA3sNVr3r4yFUyoGbqLsQat5GBNaBWzlU84oYwrXVO+TAafMoj5Sy7UN4CHWwGmO87sStCkdpMQGeX6/Oh9nTLFSt7b5OIHbPd+w109aFfHYLuI0ANmqt7zA/fwe5oNtsQqMwX8mH3ATgAPb6/c22dts9tNaXaq2P01oft3Llyp5eiCAIgtBbntwxhf/z7fsL45p2Fl6x2N2B88N+v908huevHMwnASi/5xjAHLg2urDRylCNIwz1JTOsQtWoJSTM2k1icEILyJ2fjIUpB+yA+BaGJ3IHbeXiPrPOYgiVHL1xG0KNrQO2ZayOFYuqqMSR58CFEeOyWaitQOwqBcRxMYTaV4m9MV+Ur0ivIwcuMu5alul8mL1ys1DpumifOFa2wfF8QQ4mL9BYKOZMwGmtnwKwQSl1iNn0GgAPArgKAFWSngPg++b7qwC8w1SjvgzADhNqvQ7AaUqpZaZ44TSzTRAEQdhN+dvvPIDv3L0Rt6/d1pPjadNegofl2pFagZb/vHrzOF64aghAeWUl9TNL2xy3mWaoJlHXYgeilWaoVUgUlh+zETbyZTlgeQjVOHCN1OZl7T1Us/vS7wjKqbM5cNXE9lfbMjqNlUO5+KsmkRV7obtVb2WeS5bEEbQJbdKekVJIIpqV6kROEggepRTiyN3jlilisPfaOHDUBy7NeBEDb+Q7vw4c9bLj4eGFYq77wL0PwDeUUlUAawH8KXLR+F9KqT8HsB7AW82+1wL4PQBrAEyafaG13qaU+iiAX5r9LtRa9+b/eEEQBKErLsm9r2fHHJl0FZW9wKtC7ZIXxWdtAsDwRB2rzFSGcD4n4JyktM1xm2k+93OmgqLJ2oi0E4X1YJRWK83YCCnlhVCp4S4JOFvEYI6xuC+xomyi4Rw4pRTSLN9GRRW8jUgohKebqec8uXBn5u2bRMUcuFDw0N+K3+taJbLuWppp1/A3ysU23auIhVDnOweOWqHsCjlwcyrgtNb3ATiu5FevKdlXA3hvm+NcBuCy3q5OEARBmAkn/PONAIB1F5/Zs2NS1WQt6c2D0IZQZyCiSAjQXs1Ue/M90yCE2k1sNVoZKnE0oxYmtFYKodJa660U1TiCMgLGOXCuiIHac0QRD6GmNmy70gi4NAihLu6v2OORK9dfTRBHrDkua/1B1x1ebt1cJ0GiLM20vZkRc9ES1sg3FDxKKW9EVivTGIgiKwqpwXAckSjPbLjVK2KY9xCqnwe4kCz8CgRBEIQ9DhJw3cKdM4WawyZMgLWD58BlJjRHwiQyrhQdE3BCpJVluPfx7fjQfz/gtRRpmBBqPIMWJtTPzIrCTGN4vI5D/vFHuPzn69wxrQPnhB6vQu2rsBCqmSzRTsAt6a9YR4/ajqesxM0AACAASURBVAxUYhtC1aZdB10/XUIohKebaTBpIX/Npu1TWGfmyyo4weuFUEscuFiVT2Kw16tdc1+/iAH2+PMdQnUO3MKHUEXACYIgCPOOFXA9MlC01oiimXXn51WmlARfsZWVxWH21DYjy4C3fekOXHnnBm+CQjPNixh4Un87aJA95cClmcavTBuTHz+02e5nixjIgWNVqFEEmwM33cpz4IZqiQ2rlgk468A1yYGLrVgj8QvkRQhhEQfRYkKX37NTP3UrPn/zo/naWH4eF21xQcCRMHPH9hr5miKGSKk81KtRKGJIImXv53xBRSC7Qg6cCDhBEARhweiVA5caF2kmeVG2clJrKwC81hhBI1/6Xaq1zQHjo7VsCHUGBRQU8uMh1I3bpwAA+y8dcMc066JJDFON1DWyZc1yW2k+Ymv5oqoXfgTcOK7FfRUrCKcaKSKVu2RKuZFVNjzLxluVXQsNsqd7FaIUMFDJ15yUhFuJXJhxsZy1d+AUgkkMlAs4/21ESLjPdwPhMkTACYIgCAtGt3DnTMk05VUVQ3+Ffdn4p6ZtjcFCiFbgwftdynLleI81yqGbjQPXV3GikATcPktckUgrzQXN3qa4YutY3VWhmua2+RrzWabLB6ue+AHah1AHqompAjXtOZgDFynmUJZcSrWDKANyAUcOnF/wEObAmRAqy4GLQwGX+ZMYwj5wlXghcuByB67TbNz5QgScIAiC0Ja5djjajafamePEyjR37eqCcQfODKIvceDCSQyp1jYfrs56mjVMFSq5V53y4Oh+kgOXZRobtk8CcDNEab8kVlg+UEUSKWwZm3YhVObApZnG2HQLi/sqXvgRYA5cf2IF3FSzZQUWhVC1qeAF4LmIpQ5cSQ4cR8FVyMZeEUNZGxE+iSHIgTP5iXwSQ6EP3AJMYiAHrrkHDLMXBEEQdmMoabuXtNjDr1fPQV6F2s0F41WW1F7DhlBZG5KwkW+aaRtCDAfFV0wOHNDZVaRrr7KxVxu2TZrfudc101wsRpHCikU1bB4NHDjFJhaUFAAAeb5bNY7QX4nRaGXQWhsHLhdYlO9G9w7wQ6hl4r2aFHPgOJFy0yMqXdqIKNbIN+8D57cRcX3gcvFWnMSQ/6179SFgJogDJwiCIOwWUNuEXtFMM2weq9ufdzYHbrqZ4vLbHvOa7ro2Iu7hOjbdxNdvX+895EngaZYDR8KMu0J2mH3iRAWJFj5VoJlmqCX+IPZ2NG1encsBozYgU80UI5MNs8bMularFtewZazuVaGSiMlz2Jyjxc8/3UxRq0SoGUeskWaYbKTWIaMq1Ey73mo0tiq/P8X1d3XgeBFDSc84IjKNfNPAgePOIvWBs1WoYRFDlxm1cwH10auLgBMEQRB2Zfj8yl7wps/dhpMu/on9uVvbjXZ88obf4oKrH8R1v3kqP44Gq0J1+330mgfxj9/7NX7+6LA9n0vSd6GwCg+hBlWoNebAVa2A86tQuQPXSZSSA5dEkc0Bo/N85WeP4agLbzDHdOHalUN92DLKQqiR64WWmjYgceREGImiKSPWaM2NVoYp5sDFxgHzQqjKD2uGwqvSoTVI/nqUh1CDHDhqI8L7wMVxWREDTBWqtm4d71mX36v5E1P0gaYhIVRBEARhV2aixwLuN0+Mej93029pprFpZKqwfc2WcQBORFDLiSRw4Ean8vVT2xIe3sy0Lsz39HPA8v2c06Otq+TNGTUhVD6IvR30uyR24d4ywUdVmYBz4MhFjEwTXGUKDsh95O7Vj379JL511wZsGavbliWNVoapZl7EALgQKr0+3+Zae2RaF0TaTHLgBmbQRgTI24NoTRWmZhYqE8Fp5mahao3SECpd73xBjZAlhCoIgiDs0vRawIV0C6F+7EcP46SLf4KtLOwKAE+b5rXUZoOHULmAompPaqPBH/ZaO0HFc+DSTOOq+5/AP37vVwCcaGllzhXzQ6jaNvIFOruKlOdGgo+Gtvv7ZGilTizuPdSHbRMNm3dn22iwGaGR8nuoPfTkGABgqC+x11Zv5SHUvopfxBBWodoqXV0UXmV94Dgqyqc80P0iShv5MgFGVaiJddXIbVS2MtY5kH4IdT5belDVqwg4QRAEYZdmotHbHLiQbhWj37t3E4BiKHd4PM8Vo5wyyuMKG/lS0j1VjXoCDrptCPX9V96Lp805KmzAuhNDzIEzVaihA1dvpYUHva16NU1r06x4DxpphibLt1vcnwsiypXjVZh5CDV30yImIEmk/c97Xu47cI2WdciiyDlwvA+cDaHqYgi1s6uWT2Kg4/PQZliFSmIbMHNOTQ4cXRu9NmYjt8iB5KO0AL8oZq6hP5WEUAVBEIRdGnLgyMnqNd0qCGnoPRdMALDVOHD08KY8rlDAUbsOSjr3QqhZmz5wwZKqbOyVrUJlIVRqdxE6cId+5Dr87sdv8o5F4q4SR4jjPNwbaoF6M7N94AAnVEgM8qH2aZoLMO5e5ZWp+b7PXT6IauzuwWSYA2cEIBeFnUKoncZj0f2jHDgurAo5cJFrm5JpcuCci0nXGhlRl2XFRr4JE9bzBb1/xIETBEEQdmnI+aKRTr2mm5FBTsdk4ATSA5RCbW4SQyjgghAqa9WRaW2PX7HD7IuCgLcRsX3g2AO8xXK16Gf6+sSOaXe+TOPfb3nUnEfZIoYwjFxvZTakmO/rn5PO417v8uLoXtB9TSJlBSgVMfTbNiIUQnVFDP4oLeDAFYPe2kjo0TWE8Ea+fMxVuK8KQr5hKxT6+5JTmbEcuCh04OZRwGUi4ARBEITdAXLgaKh6r6EH4lQjtf3Qyphq+I4XQaE23nKCP9B5+BAIixhQMkqrOJ6pwooYKiVVqFngHrVzhK5/cDN++Ou8ajaJc8GVZsU8wHorRctUtgJFB47MrDh2OXA02YDWQw5cFClPxE42nQNn+6u16QOXZRpL+ytYd/GZdm3cdUtKcuAixQRjhxCqAsuBo4IFLuBS5zZGEbwq1FDYzmczX9u3riR3cb4RAScIgiC0hXLgKBTZa+gh+KeX34lXXOKHG7kQ4gJunDUXpqTyjIVQM8+BC0Ko3kOXT2IgUVDMSaPwaj7MnUKogQMXoauA4+KH2o6kbEg9QQ4crYmcNVprxB0408iW94ZrsSa4gAsBj9dbSDNtq1AjFkJVvIiBTWKgY7jWHU421JJyCcHblhBlfeBsvhtz2wpiVdGEC97Il+4hXS+JeI2frt46p419udhe6Dw4EXCCIAhCWybnvAo1/3r72m0A/Jw4Xnk6yRyvNJhYkB+HDbNngoh0Q5mAK+0Dp1RBUJEgyTKX7M8duFwsRZ6jxH9PLO6v2O8pYT/NilWrjVZehVqJyh04K6oif5Ypz8HjIVgSWtRKxTbyta/XVhSFfeAUc+b4WgBgsFYMq0dK2XvJixgqJX3g6FDWbYt5EYPLd6NZqGWjtGidAHD5z9fh7V+5E9f9ZnNhXb2CC7iFbuYrAk4QBEFoy5QRInPlaoRuFxdP1CoEAKaY68Zf48ZewYbg+DFsRWiz2EaE94Grsj5wITwHLpwzSttDB44qRjlx4MDZCQNlIdQs84oVgKIDl0T52K9Ma0QR64tGc0SV78CNmjVRvl/utjnxC/jjrfLiBnj3hd+fwWrRlVWKOWMdcuC44PTy3cJrjWgSg/vbhX3gSOw9bkLwZX0DewU33RY6D04EnCAIgtAWCl3OVVAqFIbcPZtiLla7HDgeQlUmhNpijXxp36lSAece/tyBC6mwuaX0AKeebNrmb0VeUv7odLPjtVLVaJ5L5e9Xb2b5JIY4qEJNAweOFUEoXsRgHDh6HYWRp809jJmrxkdx5cfuHELlDtxAOweOcu465cCx9dqWISVVqLFyI8eKRQxOWPP7koY3tIdo7VrJSAhVEARB2GWx1Z8dFFyaaTzy1FjXY5XlhoXbeNiNV55OBiFLgh70NIkhz4FzxyNBSLl8XCBqra3Yq8RFh4mg32XaFQdQiJQOx3PQ0kxjdKoo4PilVkwRQy6gynLgMq83HW2ncwG5KCIBxqtgKdwYWQHnF16E4dK2o7R0MYTKnTQKxXIUgIP3XgQAOPfVL7Dbiw6cO2a9xIFzYtW1O8kCoRabv0sz84XtXFalZloXCmMWChFwgiAIQlumrFBp/1D8/n2bcPqnb8X1Zi5pO8Jebvlx/Z/9woUW+969lofm6GFNIdQkcODoePR6fh1au4ewayNSFHBV1vGfTh02Bk6COZ6jJSFUfm6ahdrKsvIQauocNHKvClWoyo3iogIOOr/vwBkBZ+6/FWVRcRIDH6Wlte/WhfenXRuRob68cvXUl6xi1xs6cO7YPLePtvFwcRSZmbFdRmnNZBLGMyXNtBWuIuAEQRCEXZaZhFDJ3fryTx/reKx6s/jACx+2vHcYd+C8EKqXA+eHUO14KNaLDXDtUFpBH7hCG5GyECorYqDjhqO5eE5Xq50Dx66VBF9eRervF1ahUuVnmANHRQhUbMAFXJ4X5+fATTWC16vchcw8By7/2m57WfNejiq5f/k1lFShBjlsSaSsq8ZFHf1N+b3O9/fbiNDv53J6iNauz13ZB5L5RAScIAiC0JbJZi58OtUwVMyD+M512zoWO0yXOnDtixjahlC9PnDGgcuCge7af6hPljhwuYArjtIqXF+HIgY6Dw//ZVrbik//Wv1jxpFCo6SHmZvE4IvKsAo1YQKQC8hUa8/Bszlw5v7zcCkVPIShUhJMXCy2uz9EG+1mr9ffV7kq1A4OXC7g4IWaw0kM5LhOGse2TDz3ilRrO383bC4934iAEwRBENpSFnoM4cncT41Ot91vusyBCw7Lc+Do3MsGKu0dOFvEYPLAgvFKTsAZB87LgcvPx8OPpSHUxB3TCTh/skMUhSHUMgHnnzuKlO2BxqmnfhFDmBfGm+6S28arYCnhn/YjB46KGPzB9cVh9nQNtEb+mk4CLuqg4Mpy4Nx15evKmxvnv7fD7CmvkU2XKMxCpb9xPT9OWfi6V2RaY6iPBNzcttjphgg4QRAEAXet24bv3L2xsN2GUDs4cDwX6NEtE233Kws5hflfrRIHbvlg1RNwvPjP6wMXFfOiWoEDx927Ox7bhs/+ZI0XHu7YRoTlYVGbEM+B41WoU+7hTq4kF3BLBypIIuUJVqLeTO1oKcA5Tc1WkMQfOQEXBaO80swXgHGkWA6cuVZV7AOnrANHExrMdrO2jg5c298UQ6+8kW/DXldUGFUWR8qN/KIQakTHNH8X8x6gsW9z4cBt2DZp7jWwqJb385uoiwMnCIIgLDB/+MVf4P98+/5CCHSypCHtlrFpHHjeD/DLdXnzXe7ArdnSvhq1zIELz8dbQEw2W6gmERb1VTqEUHkOnBMFLevA5b9vlE5ioDW47zvlwHEHbniiYc7j+pXx4epcmNFa6Dzfe+9J6KvEiFUbAWeqUJOwCtU6cLDbU527aGEbkZT1gQPyQoapggOXj83ifeDoXLTd/myO0y0Hrh3FWahuHbbiVJUXMdC2h02lc+iWuhBqfn1jJe7n2q3jO93LcO3WcbzikpvwxVseRZZpLDYO3MQcN7nuhgg4QRAEwTIy6T/8ykKov3h0GADw1V+sB+DE0aJagke3dnDgSsQgjYIieBHDVCOf2zlQiTHVaGGy0cJ3797oN+rljXxZDlxmBZw5T5AT106IlIz39AQc3Yftkw1T1AB7vEj5Aspdky8ebQ5ahPIcuFYeQqXcQj6JIVK8Z1s+iosctCQUcOwaq0lkK4pdXptp+qv9UVr5/fS3u/yz9rKhkzxKCpMYlL3XXsGCDaH6OXAAcNlteZEMCTo+4gwAJigHLgih3vP4dpzyr7fga7ev77DC9qzZMg4AuPfx7V4IdS6LJWZCsQufIAiCsMeybngCywarAHIhQKEsbl5Q/ldf4qojk0jhgOUDeKJDF/zpknyvTPsjicIihoFKjP5qjC1jTXzshw/jil+sx9+cfojdpzALlbX8OPQjP7IP2TAnrhJHaGXFB3BZHleFOWu84nHHVNOePzZjvOx+zElstjRQdSKIV1GWO3D5MPvQgcvz9dz6aOyXDaGyIoZQwNWSCFNN38Fr1weO7ievQnU92Py1hpMv2lFs5MscOG8Wqt9jLY6KYe2woMLmOVIOXBBC/a1x7n69aUfXdZZBBSmL+yp5CFUcOEEQBGFXY/3wpP2eT0LQ8J0xAOhj/bAqcYS+StSxO33ZfNAs015+2/fv22RHIU01UvRXcwE32UgxYh6kT+1whRJNJqhU0MyWOyTWkaOctbgo1IDyHC9eXcqdyOGJunXguHvUChy4hg3z5j/zys6yXmL1Zub1ceOihosZalpMTpkVX20cOHJAeWFCHir1+8DRWjPtwrDantOXDdzJ7BSiDEPT3jB7Pgs1cOD4fuGxEtteJciBMyHUTSNTuPLOx90HjqDx8IZtk9683XaQo0fCrRJHqCWRdfwA4L4NI7h97XDXY/USEXCCIAh7OPzBu27YhUB5lZ3nwBnRQf2wGq0M1SR/qJX1eiPKhn9nWntC8Us/fQxv+cLP7fkHqglqSYRGK7PD03mOE/WB09o18gXgOWAAD6H6bUNCOgk4EmaUAzU83nAOHHOPMq29fnNNu0Y/CT9WXKi48xX7wOXbG63ME0JxpOwUgkj5VZmpDh242AoZrwq1Qx84PsyeFFwYem53H0MKLprynUU6Nl0fL2IIT0HHsm1EUr+NCInit3/5Dnzov3+Fp8fzfMVQwL3ikptw2qdu6bp2er9R+5BYKQzWEuv4AcCbPncb/vjS27seq5eIgBMEQdjD4f2sNmzL3a97Ht+O+x4fAZCH33iUrODApRqVOEI1ib35lyFlDlyqdaGfFrUimTAOXMWEGml4Oh8U71WhMlEQjsOk9dPy2ufAtRdwqRFGey/uA5AXMvDeZDF34HRRwIUOXMxCqNxlclWokd2PjsPXF7Eq1pgVMZQ6cDHPgXProHYhYR843l8uX7trl8LhTuZsSgR40YUv1gJXrsyBC1qb0H2dsPma+T14Ykf+XqYQaF8lxs2PbMHqzWN22/bJ7hWrVFFM/fSiSGGwFpeGUK++/wkcd9ENpe/1XiM5cIIgCHs420xFJeDCfW/+/M/ttoFqDP54pocTPVYbrQw168AVH1zrhycw1UxLw4Va+1MWANjcr6lGir0WVZHECq1UY6CaP7J4k1xeIBApVWjuSriihi4OXEkOHA/LppnGPkv7sGbLOIbH62itHMz3iYohzHCNLgfOHDdi47GUAt1jErSVcJi9KWKw9ylStrUIzwuzOXC8CrUS2SpgHsJtsX5r/Dg2hGpuU9bGgXvLsfvjS2YCx2yKPPkoLefARbbBrxsb1j6ESk5mahoykxPcaGX2HgCwofe+SoR3/scvAQDf/IsT7Dq6Qe83LrYHq4kXQiXed+W99jWh49drxIETBEHYw9k+6QRc2RzJgWriPZwpx4jEXjPNH5zVpDwH7p+vfQh/950HShP200wXGqKSSMhDqDEqcX7cgRIHjrfo4A/7MLHehVDznyvMOTpi/yX2+7I+cJ4Dl2msWFQDkDtwfA6nHe2Uaa+fHfU5IwHHq0jJQeRCgoRBHPlFDPXQgVMuhKqsKFQ21NvOgXN94Nz9axdCpftJOZChQ/mhM16MD7z2hYV71o2ozSQG+uqG2SuEfxI+C5bWWmeV0AC1cjECzry/uaD99I2rAQAv2mdx17WG7/dI5R9qOvWBo/f11fc/0fX4O4sIOEEQhD0c7sCFzhUADNZiL3mfQkqU75YXMahCDtzd67dh+0QDI5NNjE23vLwwIsyBA9yDPG8jkqASK++1PAeOu1s8DyxsEKx1/qCn6yOXb3FfgqvOPdmdu8SSIVcoM2OnakmExX0JtnMBp1wCfpZp21w2XCM/Bw+hegLOhOZCB65QhRoV56PGSrUtYvDdPgqhOqeL/y7T8CYx6DYOXBQpLOmffTAvUu7YvAo1vy7mLLLqWnvdJeFeurdhaxHAtcbh2+58LO9hOGQE36837cBDT46WrnWHeT2/f4O1cgeOaKUaH/vhw3jflffijjkqbpAQqiAIwh4OOXD9lRhlKWwHrRjEFlatRyElGoHUSF0RA7kUWmv8wRd+gZfsuxhxpDDVTK1bxKFQHYfCm5PN1DpwzTSzD2CqCqwlkWvrEbTSKBOL/EFPYiF03NpNGrDOlikOWDJQMW1EjCiL2ztwVsCZy3diiztg7ryNtChoAF9Q5b+P3HQGNl4qzVBaxEDwitNCCNW8JCxuoD9R2f0pcy27wf9WvOcbXQvN4K0lkSukgL8G3rjYCUx/OgPg3t9hCP/AvQbQzDJkmcbrP/szAMC6i8/09tFaY+t43VtnFOUh1C2j7StYW1lmQ7eUi9dr5tSBU0qtU0r9Sil1n1LqLrNtuVLqBqXUavN1mdmulFKfUUqtUUo9oJQ6hh3nHLP/aqXUOXO5ZkEQhD0NCgUt6a+UzjzdZ3GfF0K1Aq7lQqh5a4XY5sBRvtWDT45iotHCdDMtd+AyXRCNSaTQSjPsmGpi6UAVSRyhxaYbULuIWpILO61dwn0SzEL1zqWdsKP5oIX2Fm3ESMScrShSWNpfxY6ppuuPxhy4NGg30ggcOBvCDMKhdv+W7xJy0cTXG0XKOor8mGmWlfaBc+cyx4qKIVRvlJbuHkLlr5kN3jB7EqyxE2a8UKY4xaEobKnCl/6u3EkeNlWoYRV0XyVGK9W4w7hxZVx22zo89nReme0cOGCwltj3YavkU08r01jan4/cCptj94r5CKG+Wmt9lNb6OPPzeQBu1FofDOBG8zMAnAHgYPPfuwB8AcgFH4DzAZwA4KUAzifRJwiCIDxz6ME2UI3tA53yzV60zxCUUl6rEZsTZF5Xb2Woxn4O3KTN41KYrKeYaqalD7qwtxqQO3BPjzegNbBqcQ1V82APR3H1VWI0mfvCe4a1SgVc0YEruDttxEjubLnigCX9vgPHm9CmzC0EXKWsXSdzmgh+2rKQol2f58CpQliUFzEkbQQcrzhNs9CBo0IMBFWo7pwhO2HAQbFz1YPrTSJlP1TUkqjt8Wl7qnUhxMsFPIXow1xL+gBw25qnAQDPNwUpnHse344DlvdjqJZ4eXmDtdger2zcXDPNsGQgb4g9k0rXnWEhcuDeCOAK8/0VAN7Etn9V59wOYKlSal8ApwO4QWu9TWu9HcANAF4334sWBEF4tkIioK8SW0dpaX8F1TjCV//8pVDKrzCkTvd15sDZPnCt3BGjSso4UsaBy0pbjKTaH6UF5E7MZtNKZO+hPutEha0ZapUIrTSz+W55DpybhlA4FwttOnfL36ddCDUKigNIwLkB66yJsM6rXckNatIc1qAKlbfg6OTA8TFUvI9upFwRhHPVTAiVFSCE5+JtOEIHj+6H6y/nCgXCdZatfab4IVRy95zjSKKrVonaHp+3OKG/Nt2zMgE/HrT9qFXyDyz1lt8fj5OmGv2VGEmsWL6iwkA1sSKzrJ1IK9Xoq+Rr2cGKhHrJXAs4DeB6pdTdSql3mW2rtNZPmu+fArDKfL8fgA3stRvNtnbbBUEQhB7Q8Bw4JzZ+/+j9sPdQHxSU1+OLxBm9rkEOXBxB6/zhSQ/gJFJ2/8mSqj2aBMCJI2Vz7lYtrtmcuIKAS/IQGO9RFuZVcVJThAC4ZPfQcWsn4JJI2fmgcaSwuL+CHVMtz4GLY3Kv8ka+/aaNRLsihqiNA0fC2K6xTQg1D4EW88cohNpOILpwacl0iKCK1+bA0X0omWCxMw5cpPgoLfdeCddaS+LuAi5zHwIqHULoodDKcygzG8InIcfJcwkjxFHkhVAX1WI0TOsSXo166ktySdNiY9dGpubGgZvrIoaTtdablFJ7A7hBKfUw/6XWWiulZtP7ry1GIL4LAJ773Of24pCCIAh7BPVWmocAY2UT7dOMVyY6BybLXMsGCinZSQzGcai3Miva+GB3Xj1K8MICohJFngNHD+WwWrWvEmGykXohVBIyZT3nMubAkSgsJsiX3yMqYmhlGXPg/DYiJK5a5pr6KzF2TDULo7TCHC5aO9EIkvqTNvvlVazF1iRlDhzPt7P7loo6cw2p9l7nihiKN2hncuB4y5ewjQi/3r5K1LGwBMjfq1ZgRhRuL4qxsO1HXyVGM9W2ErdsigiFoiuxcg2HjQMH5JXSFEr98juOQ381xg0PbkbLiDvAr/LuJXPqwGmtN5mvWwD8D/Icts0mNArzdYvZfROAA9jL9zfb2m0Pz3Wp1vo4rfVxK1eu7PWlCIIgPGuhRryUPwX4TVy5UzPNXIp6UMRQjd3MTjvWiDlhvH8bYGZ5al1wS5I4d+CUAlYsqlqxFTb8rSUxmmnmuUW2Z1rp2C7nzCRRsUAgP0bnIoYsy79f0l9BM9U2LMenCGQ6F4oUQnM5cMVwpzu+O5fLgctfH0WqtPAhDsKpdEwqQOBCqEyseUUUTKwDztkL70dZDly7vMFOKPa3Cqtu+bqqcdS22S6vmLU5cOam7ChxvQohVJMDR+/5svdMyxStxEG+4WAtd1fHGy0rDAdriTfOjJzXmcxb3RnmTMAppQaVUkP0PYDTAPwawFUAqJL0HADfN99fBeAdphr1ZQB2mFDrdQBOU0otM8ULp5ltgiAIQg+gNiBxFFmHinfyV0rZKkQuorwQahKhZkKG9VZq9+Pm2li92LA3Y0UIfPuW0WnsNVhDEkf2oVjmwPEQKp+FWtZQmLuBZeHJsp/5mmiUVmIcOMC5K1zAtdL8PH1hCDUoGPCLGNz3YQiVzh++Jgyn0joofBe1EYiujUhxW1gEUphDWpYDt5NKwlahljTyBVwLkXZ/E6WU+XCh7fuTPkSUVX4WQ6ixzWsE2oRQs8wUqLjmwvkordyBm6y37IeVwVrs5eDR/sO7oQO3CsDPlFL3A7gTwA+01j8CcDGAU5VSqwG81vwMANcCWAtgDYAvAXgPAGittwH4mSBiEQAAIABJREFUKIBfmv8uNNsEQRCEnWCy0cL//q/7rfioN42AU3zklLbhMgUnxLiIcqFUXeLAFR+GoQNXiaPSPnCJqUJdsSiv4qNigLIcuGaqvdBkxxCqdjNKExtC9fdp68CxKtQoUlg6UBRwvCoyT2L3BRx1UeFuGfG/TngegLzql9+HcF2+A1dWWZr/DbPAgStrWeLnxQUOXNAfzq2pLAdu9g4c72lHDmXoilLlbKfjx1RJax24fN+yvLNQwPVVIs/BpQIcDhWtJDGfWwsMmhDqeL1lZ7BS02kgby3Cx7zNBXOWA6e1XgvgyJLtwwBeU7JdA3hvm2NdBuCyXq9REARhT+Q/79yA796zEYv7E5z/hkPRSDPUkhhxFNmHTf7gyvfPHbgcLqIo+bzRSvNZqCwHLgx3AsUcuEqsTM80f78kUqi3UiuA6MEeOnC1JELLNGIFTBVqTCHUMjfFTUiYbRFDHCk0Wc+30IFLImUFJBURUBEDiUkSB4q5ZcTxBy3DuovPxF9ccRcefmrMHtO7J/AdsbIQahLl96QV9IEra1nSOQcu837udH92JgeOr9k28g3+JvT37yTgokiB6Tf7XhmdQQiV+sDxcWzNVKOauPOlWf7hJGzZYh24RorJunPg6H3XTLVtslzWPqcXyCgtQRCEPYww54hCoHHk3IJUuxBc3kYk307O2lBfwmah6nwWakkOHCd04JI4gi7pA0ctG+h4SZs+cDSJgYdQ+8zEgbKKVwqB8msPBUlZjhftR4I1joBlpsfXppG8y77Xh81MQug3vfRuXf00bl87XDJKq70DFv6eV5na15SESCNz/iwUcF3OFYZ1bQg1uB1l+W4zrUL9wp8cg+evyHutaTbloRm8H60DVyl3ScNz8/5+JL5CsQ/AOmVE+AEAKAp/EsJeDlykbJ/EiXrLCsPcgXONhOm6ylqa9IKuAk4pdficnFkQBEFYEMgRoIdNvZWiGgdFDDwHDiyE2nBTGxqsGrUSKy8Hrqy5aeiAUPir0AcuyoUZCbdqmyKGvIow80KoJJrCc8FcQ16d6URC6B61m8QQs55rcRThhasWYelABT95eItds7sm48BVYywfrOLW327FH196O+vZVgxh8t5s4TaAh3yLeXF83zhyRRTtcuzKrt0VSeRfW8GM1LI1ETMNoZ5x+L444/B9Cq9z9zX/mQbS0/iv8P3hrUf5eZT0dwjD7UN9iRfKzN3avIq35Qk4/0OCDaF6DhysA0dTRoA8JMsbCTcWWsAB+LxS6k6l1HuUUkvmZBWCIAjCvGFzjmIX8qQihow5cFxU0COInI2lA7mAo7ywahxbodUuhMofoORq5JWh/n4V48BVCg5cOwHnQqgUditrrkoTCmIT7szX4e/TrqIyjlwj1zjK790ph+xtfx+xsGia5QKoFke46X//Lk5+wQoALpRKpyhrD9KutUiY4B+u1V1PXoiSsRzG8DqtW1eSA1doIzKjHLjCprYo5Dtr7e5Dg7XnAHKxBbgcOHq/lhGp/ENH2KcuFGIrF9X864giVEryJcsEXGJy4BrsnlAV6kQ9ZVMqIisgm6me8xy4rgJOa/0KAH+CvJXH3UqpbyqlTp2T1QiCIAhzDrkr/AFWM0UMLeOI8TFKVOkHOBG1tL+KesuFiSqJ6poDR8cC8oc1HbcQQjX9zShPzbYRKcmByzQP9ymbdzZREsK1o7BYwcFscuDqLAcKAI5+7lJvzbRfmmVITRXokoEKTj44F3Bhaw6/IMHd67K1lFWhloVQqRClxXIYw9eViVfSesVGvsH9KRG4s8mBo10zzR24LG/sG5GAy/MLSYzzuaYhka1kNrmNbRy4vUxBjHud+wAzzQVc8Dp6v3ABHyllixgm6i3vA0TiFTG4fNJOLuLOMqMcOK31agD/CODvALwKwGeUUg8rpd7c8xUJgiAIc0o7B45XWgJMVCB3TL7ys8fwV1+/B4ALoZKooUkMgMmBKwmhAs5VUcr1VgsfbkrBc+DaNfKlY/Hk8kqcP2zHWQ6cEw1ulik5QaH4oBBsCM+BovtCzVyBwIEL+rDZvLKSsVf2+GVh1bIqUfbULnPwElOIQhME3D0oij1VdnzKSwsmMfD7EDKbPnC0p4b2BBwfF7a4f+YOHLm4rg9cuVtLYVm+5krJvnVWcPJfv9yAiUarNITaX4mhVJ5XR661UsoJONYHDpgbF24mOXBHKKU+BeAhAKcAeIPW+sXm+0/1fEWCIAjCnBImjZMDx3udAcVcqa/fvt4eY3F/xZsjWUsi27i2kwNHIo+HUMNnG+VwOQGXfw1NjFpQ5amUyYOrxF4IlURDap0pVSqiANjk9BAu4Oi+cbHnO3DO6QOcs9RpwoIqWQ/XRUlJ37rS1iARdxr99Rf2LRVwzkEKz8Gvk/NM+8A1U7/gghw4ah/T6hhCdTNmAbCxa75rVwli5bxnYL0khHrjQ1vwt999ABu2TSGOIhNCdX+/KFIYqMSYrLfseDXAOYB8EgMwN3lwM7ntnwVwD4Ajtdbv1VrfAwBa6yeQu3KCIAjCbgQ9EOnB59qImLYe5rkTNnyl3mcAbBsN6kKfxJFNOg+rUHlDWhJdFEJNS0Komc6PQaKlTDQAzqGp2+rQfP++SlxaxEDhWi8HLnCPqIo1pC+JbVg2sudhOWbseCQUnQOX70P3XZW5bV1CqGVFDr4DR9vyykrexy88VqcqVCfg2oRQS3LgZtVGxOyb58A5YcuvZbERcPS26BhCLRQxkCjzP0CUCjhyoLkDZ77nIXhq5BuGlQdqCSYaeQjVfiCYRweuax84rfWrOvzua71djiAIgjDX0AOxaRyCeivNQ6hKYXSqia/8bC0AlyNF4cblAy6PiMQcOV1JpKxjUm+lXiPfJf0VbJ9sIs20F0KNlTJtRPz1aZ3PHCW3jvfl4jgB5+eW9Vej0iKGLKO2EFHpNAKgfRXqYC22bVDCPmUA62EW5ZMQKAeOtgH5fY+6CLS4RNQB5YPey74PZ3YS/DrL3D5X2ACz1jYh1NI2IjsTQvUnMXDnk4oYyMHqHkJ1kxgqie/A/f3vvQhDfRXcsXY4eF1kP1jUW5lpR+Ly4cK/TZkzuqiWYKKeYkm/E6MVVsTAp4EsiAOnlDpYKfUdpdSDSqm19F/PVyIIgiD0nG/e8TjOvvR2bxufYQqYPnCmWWm9leET1/8WQJkD5wQcb2QK5A4Hz0njYamBamKLC0j05GHM3NXIsqID12RtRNo5cAnLuePrLIRQKTFfU3VmuYjpxEA1sY2ISZj1cwHHqkiz0IFjD/V2bUI6hTX5Mdr1dqPvq0lkw9e8YrSs+MFvI+KHe2nA+0xGjc2qCtUqON3WTbQCzrw/91vaDwD485MPwjXvOzk4d171Sw4cFeZQXttZR+6Hs1/6XG+qRX4dfssRymckBy4cWcZdZJcDGdsiBuuAxu7+USPf/OcFcOAA/AeA85Hnu70awJ9CGgALgiDsFvz9//yqsI0e8NQWodHKUKtEbXt+0WYKmwJAzTwQKVQaew6c3xx1oBpjqpmHNXkOHHXRL4ZQtV/EkLQRcEG4LGbCatuE68RPV+VCm1HbHLh2DFRjNvKJnD4m4FheW6rhFRGQdsirLTsLMK5V+dLKHLiyHLpqEttij/ZisXj8cFszCPeWndO9djYOnAmhorwKF8jzKwEnzE8/dBW+/Vcn4rjnLSvp2+dXMldi35W1uWmhgGMFB3XjAI7XW87N5WuLlReOpusd6kswOt30eibS/eFtRIDOYeCdZSZCrF9rfSMApbVer7W+AMCZPV+JIAged6/fhn+/5dGFXobwLIRcM3rA1JkDxwmLGFy3rbxtCOCcjoSFmXghBJC7dYNG7Lju+orN7fTXlztwTMCxdXHXqxI4cPRg7QscOHfc3IGLomLfs27wilMuFMNtlThCo5Xa/mF8Xc0083PcSipDuwk8v/VHeQiV/r5lVar8vJ36wNlK5IJgKt6vnUiBM21q3HavCjUIoSqlcPyBy0v/VpGiEKo5TuxcNQCsFU3w3o4VK3hIbQi3LPxMOXD8nACwfLCK7ZNNryUKjVNrZZkXQl0oB66ulIoArFZKnQtgE4BFPV+JIAgef/CFXwAA3v2q31nglQjPNsg180KoSeSJLqDoTvGHUMU6cK6IIbEVeLrowFX91hCxoirUkiKGLB8GH/aBA/LCAXKYwqattNz+auy1HLFtRJgD54oY2t4mD56jZXPtKnybO/dkI/WqUGPmyvB7WkmKoqB9CNU/Vr724r61xN2fsj5xQDFcmn/vH6eZZYXXAb1w4HJ4GxF+fsBVoXIB1A43zSP/OWwNQoKuzIHjbp0NoZKbG4RMyxzMZQNVbJ9oINParxg2eZBNU5zRMu/nXjMTB+7/BTAA4P0AjgXwdgDn9HwlgiCUEuYHCcIzhTtwFFasJXGxqW0gKngyeTUUcOYhp1Se/8PftoPVxHaup0pVqgRNdXFUEg1jJ0HIc7nKHLh6MyhiqJRXklJ/tkh1zoErEykDtaLb1sdEHYmigSordgiLGIIQKq94DcPV4dq6jdoiAVSNo0K7k8K+JSFUVxkLs9byEGppH7jZJMEx2vW8o79f2FS39BiRMuLND2/Xg3sQTpDIq1Cd20jvT3ovdcqBI+GbO3CNvDiFC/M4HwXXTLW9lgUpYtBa/1JrPa613qi1/lOt9Zu11rd3e50gCL1hutX9HzFBAICPXvMgfvzg5q772Ry4lrYP+2pSDKHyYfaA6w32xf91DKv2892wJFJosmbAQC5+yOGgPLkoyt2vsipUviYgcOCqXMCZh3U6MwGXZUCa+jlwZWG5WknO3WCXEKq9VlbsEIquVuY7NX0lIdiysChQngNXVgRRZWv3HbaZuX18reE5+Do4s9FvtA4+SitcC01N+MNj9+9+PAXPgQtDqLTeSlAIE0fK2+YcuJIq1Dh04PLvlw1UkWlgZLLp/61ilU9iaGX2/ZrOQQ5c2xCqUupqAG0lo9b6rJ6vRhCEApON1Mu/EYQyskzjKz97DF/52WNYd3HnNGXuwHGxVG+VO3C0tZVprFhUxesO2xe3rXnaO5ZL4s8nAfCw6GA1wXTNNfwF8ocg5S+R2LvmfSfjT758hw2d2YcvF3DMtSKHzubAmd362jTjtQ5cpOwDt6wtRjWJMBE0IvYKFlRxXQR34FwVKjmYvgNXY33kSkVVSSPedlWoZQKuXQ5c2bWHbqtt5BvcnjK3bVZ94Aw8bwzwBeZANcHDH31dqZAOCWehuhBq5yKGiBUxAMz1axULQPIcOP63yr8uH8yF5vB4o7B/0wyzX1bJ95kLB67TU+ET5uubAewD4Ovm57MBdP+IJwi7MBu2TaK/GmNFMOB4V6RdR3tB4AxPNDr+Pk/ezx8ylAPXyjLUUyesJtuEy6wDl7m8pTAHzg6ej1SeA6d9B26qmT9u+lgjX2ojok0O0WH7LcGhz1mMrWN175gUmtU6mH5gc+D8h27ojOWVj3leHhUX0JWWdSjJw7xNb1uZA1fGYC3GaODA8Rw4/tKyHLp2OW7dHbj8azUuCs3we0X9/TwHzHw1v2s3C7VdIcFMKTtn+D3gu5OdiCNlZ/cCrDVIK0UlVm3FZRL7YVFylMt0VhxFSKKM/WwcOBJwE/VCQUZqqlApd3Jec+C01rdorW8BcJLW+o+01leb/94G4BU9X4kgzCOvuOQmvPaTtyz0MmZEOP9REMrYPDoNwFXwhXBBRe5Eo6Vtzk81iQpd9qNANLRYx3xyeqYaQb5XrOwkAGKwyqpQbQhVmRYQvhsTKWUdOO8Ba8Qcn37Qrgo1FHD/5/QX2nuQGiFbNg2BoGt74apF+JvTDwHgFzF0EnD9lcTe33AWajPNvNeWhVC9KlXPbfNbkvDjAu5vxQsjuo7d4qKuTQi1XWNjzs6kwBWKGHbCxaPXpZlr5EuiXmv/+p8anQLgGlDHynfVYgXzIUGb12v2O+X9v2GrUAfaOHCxQr2VItPub7xQVaiDSqnna63XAoBS6iAAgz1fiSDME5QbMTLZ7LLnroE4cMJMeGpHLuBWDpW7yqnWSJA/mEggNVPX6qCWRG2LGIhmqu2DLBwwb5PFowgtk5NUSyLbY2vCPMhsDpzKH4StNPMaoSrlEsl52KsSKTTQpoihMInB7fPf73m5LbhImQPXqY0IrfGTbz0Kh+23BMDMBVzZftyB4+fjAi4Uy+HawqkY/Pr566psmy8Awfalc5ZsI7e1TQi1jJ3pA4cOOXCzIYqoECb/2X/PuO8f3zYJADhoxSDufXzEK2IAYKdz0HG43kpihSTlf5f867LBXAwOTzTwnCV9bv/ItXJZ0CIGAB8AcLNS6mal1C0AbkJemSoI80Ka6dK5hjvL2q0TPTvWfMBHEo1ON/EXV9yFDeYfI0EgnhztLOAoh5pXklIVKpALr2LX/fyrsq5MZkVdsQqVh1AzpNqNzRqsJVYU0QM88tqIuHPEkbIhUd49n0JctQrPgTMh1GaQAxdMSCBxQA5cvq30NuXnMOfixbE0eSL8PsSvVnVuI0BVqG7fdrNU3evd96e9ZB9ECvidvZ1/whsc0648b6wsR45/X5aDRn+HZps+cGXMRnspp9+glLI/txm20ZXIuGb0t4rY35YLtL84+fnoq0R46YHLAZgiBk/s5rme5FRzxzoOcuDovlIOXL5+7sC5Vi791blz4GZShfojAAcjF23vB3CI1vr6nq9EENpwwVW/wWHnX+d1tQ65bc3TOPC8H2Dd093F2Zqt4wBm94/OQkDrm2Yh1LvXb8ePH9qMD/7XfQu0KmFXZbNx4JaxcVcceiDx/4+aaWZzc8JeVwB/0Oc/t1gfMxdC9atQ7SzQTNuH10A1Zi6YSy7nbUScA+RmefIQKj1ASxv5pn4OnCeMIt5gGLY/mxUOJf8O8JmuBHf1XrB3+1aoAyUCM7YC2A8bdm0jwvb9g2P3x9p/ORPveqXrC1kpCetVd1bAKf+cadBG5PVH7NvukmfVRoT2pBBlp2KSmUB94Oj9rZQT/vwDwKtftDce/ugZdspDpPzmvNaBo/Wxc7Rr5OvnMCpv/6mCA7cwkxigta5rre83/9V7vgpB6MDXbl8PAB0F3JV3Pg4AuH/jSNfjrdk8BgBYNdTXZc+Fhf7B4A4chQR+uW77nJxzx1QTv9q4Y06OLcwtTxkHTrf5oE9NehtsRmkjdRWgZQLO5mWZn3kOF4mnMIRaiV1jVXLCBqvOgWux5HhqI0KuWL7drZE7JNW4KM5INIY5cGFokX6kKlQSj/zaOHymK8GLGBZ1dOCKxQ5k3oRVqNwpdE4Ud8XansZbJ9BdwJX3gSuGa9s18v3s2Ufj0X/+vdJ17EwRg3PM/PPPlsi4uPb44OH84jFttXRcdOCgyh24qJAD59Zc9kGgEkf23+25zIHbSdNSEOafZocqHirbH2qTwM150jgVc/GJqJfQP4q8iIG7cWu2jPX8nH986e14w7/9rOfHFeaeHVN5Tmc4TYGghtCeA9fK7P5JiYALw2q5e+X3ZgtDqLGpQk0zjUOfsxhnHrEvjn7uUrt/ypLj7TD7YBQRiTz+gKWKP8+Bi/wcONo9DCPaEKppWszbiJRxzokHAvCdtv42rUlCynLg6N6Eo7S8dZa6Yp1FjSdUbSPf8ipUv+Kz6Pa5+5//zIV9vr34/ig7djf4LFQ6Lj/PbIlUnh5Ab3u+zrB5L+BX8yaBwxsptzBexJDEfs+4bmPJ4kjZf7fpA8e8T2JQOQf0/KyCsBO0OjhwlCM3k35p9D/WRH3XLg6gf2ioyg9wDyoA+OIta3t+zoeeHO35MYX5gYRZu0/6tLkRhFB5SLNdEQNtbmbaiqR2IdS8iCEXhkv6K/jc247BXotqBQcuVuSewBtF5LVjYA9YavnDBVzowJEYCJ0VngOX2SIGeK/hnHH4vlh38ZnYe7Fz6amK9uW/s1dhf055EUP+czhKq2yYe7sQahllRQw8rFo2/gsod/usELH5euWTGMqYjXsW7hoWT8yWOKI+cGa9aN+8Nz+PE4zh/VNwbh7/fF8cpVX8G/qTGJT9sN03h0UMHZ92WmutlLoWwOE9P7MgzJJO/wNQ5/NwpmIZ9D/WVNOfV7irkedvpKUO3Iv3XYx7H5+bMCoA05dr17wvQjndBFxqHTi/iIEe1EmkCi0jwmH2rTSzeUW2iKHpN61NYt7bzR2PBBzvL5a7J/m+ZVWYvKKSijNqM6hCrRZCqM5BpDw0Os1M3+VJHOGGD7wS+y8b8Lb/+IOvwsik68HHP0SWDbNv56qVzyftvLpqlxAqzRQFfIerrIVKKKBbTNh3YzYh1KMOWAoAeNnzcyFc5mDNBjvM3jpwvOVKhxBq5LtqSaxMQUT+c5gDlwazUe33JW5mEkX23+qafd/P4yQGxj1KqeO11r/s+dkFoQvcxu6UAzduQqgzyTPggmiy0fL+kduVoH8QeA4cjdVasag6p9W04ZgbYe4ZnW5Ca2BJ/869H5ut/L3f3oHzQ6gD1RjNIAeuMEoryBNrpRqU4mXbiDRMzzPWyJeOyx0kepDR+aPIr0KNSgQMXw85cPzfBDtKiwaQkwsVhlCjMgdulgoOwMGrhgrbwoKGTm1EWqnu+v/VbISML1TNNk/AJez3xeOWh1V9B24mn29n8xn4uAOX4/7zT7Pv87KCitkQKZV/CDA/K8U/TJQ4cExUhwJYKWWd6kIOnCeA+fndPkQSK9sLkGb/LlQbkRMA/EIp9ahS6gGl1K+UUg/0fCWCUMLotAsfdsohoBy4mfxPwvuqTe7CPdboWvh66R+FJf0Vr0Ku19A/Xp+7aQ3O+6787z4fHHHB9Tj+oh/v9OsbXUOofhHDQDVBI828mZeFuZexH0JtZZmX66ZUsZFvEkc2r40f79SXrMJpL1mF8854Ue6SKKpCdQPmAf9ByIUYOXBPjzu3ix7QLoSaby84cDaHz7RC8YoYevtJxXPg4kAUZe0dOLfemZ+rLITK8+oWcQFXcuCysV2uiKF8EkP5mmd3D/mHFHrpzkZCbAiVqlDh3seVDjlwSawKY8eUgg3FzjQHLswTpWPRh23KgVuoRr6n9/ysghAwPF7Hf9y2Dh849YXe/8hbTGUd0LnoYMzkwKUzSBSdarrjTPSwv1yvoYcSdwxJtC0bqD6jBr83PbIFa7dO4M9PPshu4w4n/Vvz8eseAQBc/AdH7PS5hO5QgUGjg8vcjZmHUJ0DNzrdtEUMPNmfKLgymbYPeqUUqnGEyaAKNW8jkiELBrcPVBNc+o7j8n2UMsPs88apeRuRYiiKPzRJwNGYLX7OsAo1rMS046G0E5YuB670du00ZXln7UZplTErB64shMqKGLgD9/+z997xkhzV9fip7p6ZlzbvKksoS0gIgRDBMgghkggG44ixjcAkk238AwvbGGEDBttY/hKMwcgYY4IxNgYLGxACkQUogBLKeVfaHF6cme6u3x9Vt+pWdfV0T3hvV2Lu57M782Y6d0/X6XPPPTekpwt3Z1B/Z7l7THvFMMfQAqAB5xe6iMFsDNdjBlKo7Jom1pkKWwQQNPKNowh5oJUWf8/JviSOzHIIUK94EQMASCnvBnAkgHP1+4U6841jHP3E2790Az74zdvwXd0gm2IX6+9Yh12rM81SNzNC6DqFDN+4aSt+7cPfX9GOCNwtfyHAwK2eTLCU5s5TYj/x0o//GH95yY3OZzvm7MDoawmXxu28ljXuHoExswFwpVWoNJ36fqoZqypUo4GLCgNewUYktQwcoJgu04OSDZpppu06SkZlqgKNBKU1w6k03hbq6A1Ke0bu90BRA2c86rxuBLRMKaVl4PT3o1YKrGbsUhLQYlUzcPW3yPGB07vMj1kriQvfu+sqvrd6PaoWrt6OYXTEPsgdZH6ugePpziRUxOCltXkP3ygSrJWWnSeJXLaOn6KQho+fl/1qIyKEeDuAPwbwVto22Mb24xjHSIIAAvddAlxGos4TTN0ihg0zypJgvtObgZtvp/i9f7kSV9692/hsrUSQjxbgMXDdDK0kwmQjRpbLntYq/ca2fRbA+Ydxy57Fka1nHMW4bvPw3nt0LZQ9xPgauOlWgm4mnRRqoYjBq0IlpoKi4aSgrHlqqo1VywblWA+y1kZEBhkxniJ85BFr8c8vORN/8uyH2+VoJs0WMajPfWbKplAVWOT7OmoGbibgA9cPgOsHyFS10uIRWi8HeH5hQ1kz+7rLrhuh1Hk/QTpKm0J106TF6e18fBoC9WUaOL+7h/kumEK156BFNiL7SQP3AgDPAzAPAFLKLQCKSs5xjCMQexe6eNt/X1/J4Pg3DQrfNT4U9++14KKWBq6bYYMWRC9UADjyjOu1/uUIDlyXOm4V6kQjNjeTpRHq4HazSjofCN+7ewzgljPu1AUphzDbim2zSzj6gi/jmzdtq7UMevjJy1KopIFjKVSlgaMihEARA0uXAur3xachsKAq/ywDR0CprJI5EpRGVSlU3krLYTI8BuXckw8uWAUlcRSwEXFTXDTIqirU3OjvgNFr4Nxt0+AgoDUri36IKF/rB7jglUcIGIbSvULPnvYB4IYBwfa8DzY/PQS4RQzFTgwUpkLVXCuWJVWdGIpGvkkkSrsuWAAKZ3oKAsnLUYVaB8B1pIK2EgCEEONG9uOoHRd9/RZ88oq78Z9X39dzOqsR8Ri41P6IysDZ73/yKvO+zo9ksZNhk2bg5ipSqI5rfbqCAI6tq8v2u53mmGhEFsBVpHXv3jlfq72Yv07+RAsA9+0e915dziAgLpl5wU/vVazcp354d61l0G+H/062zdoHEGPkq88zMUVcP1ZqI8LWEUpxui2JhPKXkxIlZJDSG+kUKlmOELCJA8vvFY3I9k7123zR8uhz1QsViOPevVCHDdLrDcLA9WPf42rY1GsZgAutd8IBJe50y9XMvjjvcMsgL0FjIwJRSwPHmTeaVghX+2bmiYXTAaTKyJczdNSQAAAgAElEQVQzf61k/zJwnxNCfATAWiHEKwB8HcA/jXxLxvGQi06aVzJcFHQj8pvW88KFMgZsdinFcZvUc0VVmjXPJdppjg3TmoGrKGLglZ7DCMz7Db4uDkqXuhlaSWyeBpe6vbfpyX9zOc7528trrZOnY3Ppmgbfu6s3A7dvqWu8+MbRfxCo4iCaBtCQjie4DFPEoF7v2D6Hx73rMvO9b+RLTBZvhVVu5EuDusvAWf1QxD6zadEyDZyqeLXpr4wXMXAxeI19T+KomEL1OhTwKtRMM3D8+1HHUeuVXo8yDxxoVQG0gbVger5WHO4YEVrsZICBo+l4j9zKdQ8F4IoAqJ+IhfvA6bPBhem9attGZNcvdFENUGTgHLDLrhmjqXMAHEuhko3IMhQxVFahSin/VgjxdAD7AJwI4M+llJeOfEvG8ZCLE//s/8z7Kkdx+n5uyQVU3RoauDSXOHTNBG7fPl8pFCWmg9ryVNmIHAgMHN/vpa7LwC32SE37YLgq+LGWUmIfA2Q3PdC7Q8MjL/wahADu/Kvn9LXOcaggUMVBtNGmBXQ8oaB56Tfwf9c/4HwfqkIF7ENA0AfOY+CyXDrb02QCcIo4itDNcu0lWJZCFcbKg3zgfLDIl98rGrHA7JLbzN6vQqVF5tR31dnP0VNxTz/lYFx1927zoFXW0gpQxRl37Vwo/b5uDJJCddKCkQuk0j6qUIdhM0dRxOCkUGFT742QD5y3Prqek5iqUAOdGDwNnN82C/C0mzyFuowauDo2IgBwHYBJqDTqdSPfinE85KPu09WsBzq6Tgo1x76lLr5/2w6c94hDzedZLo07u/8j8d3gqZKUyuurih44C7WiGjgO4Ng+LaVKAzfZ1G2MegC4n9yzp791OgDOeus14wjXb95b2Z1hwILYccCeb37eCXCFWITgMjwbke95Fd2miCG1VaiAZYmSuLyIwTRj99grAgtuT0lh9qO8d6YCbzErYqDFOlqiEvD6W487CkesmwSgBmnDwHmVhbQuk0LNLYBbzuv1VWcfiycevxGPOHyN3i77nf8we8kbnuRkAgZu6q5nC3mfqe8rAJyfQs0to1UVw3RtoVkHthGJtJEvQ3Brp1QlcOj681OnBPZUVXSYgYsj4bCV4U4M7kMMxXJ2YqhThfpyAD8C8CsAfg3AFUKI36u7AiFELIS4Rghxif77GCHED4UQtwkh/l0I0dSft/Tft+nvj2bLeKv+/GYhxNiX7kEYVT9OGkT8NJxfhfrGz1yD3/+3q7F5Dy9cyM2PhP/onvP+7+Ax7/w6vnvrjoKnGgG4qqeiYQDcjrn2wA3nQ0wMALS7OSaSGBOJO/iG4lu3KPE7DXTV63Q1cPt0c/Szjt+AHXOdFa3C/XkLus47mbWG6faRQpVSFmxEbvT62hojXz0dDUjcgsMf8KwGTuj1IJhC5QNWEgl0Klz844iMfBUr4PrAhbVEPP7qV07Da59yfGGakA6M93gl0+AkEoaxWQ4tnBDCgDfAPYc+kJppJU7P1apsRVkQeA0J94EwmGkFfOQGS6H2tanevMMycEoeYHuhClOkFrp+zPq89VoNnLYRYfMkscBEiY2IefBgh73haOD2byeGNwN4tJTyJVLK8wE8BspWpG68EcDP2N/vBXCRlPJ4ALsBvEx//jIAu/XnF+npIIQ4BcALAZwK4DwA/yCECCf5x3HARhUDR8CqZwo1l2ZQajPgkuUyaJZ4w5Z92DXfwe9c/EO86J+uAGABz7TW/1SlXIdJoZ7zN5fjaX/37VrTLnYyvP+yW40Xm8vEMA1cmqHViDDR7J1CnV3q4rM/uheAuknfvdMWMpR5x3WdIgbLwFHz7hu3jBvdL1c4RSueHYjPwEkp8f++fqvzcMBtZzIvlcqnUcvXAE6zL/Rb4mJ/ipDVht+029/GJBbopEXtFw9uIyIlyn3gaoDXkEN+4jEkppWWZuCiSBjKeJgKyrrBQVnV+gbV5PHj9rInHoNPv/zxpd/bdRW3i6YjYF/nAWI4H7jy7asT1ImBEJcQMEVqITDsF5bQK3kT0q9GOgxcFNQLOvOXPHg0YlusM+qoc6nsBMBphFn9WWUIIY4A8BwAH9N/CwDnAvi8nuQTAH5Zv3++/hv6+6fq6Z8P4LNSyraU8k4AtwF4XJ31j2P/RZXB7N7FLn77Y1fgXm1gSh0RfN2WbyNCKVCuXUtzyUq1w+u98u7d2LPQMX0bqcVMlbDULWLo7wfYjwbtFf96Jf7u0ltw2c+26nWp9U424oIGjhcxtEsA3DX37MFsO8XGmSZu3z6PJ//N5fjCNffpfQoDUc76cQ3cwzZM99yfMhZQSrmi5scP5ugEmF4D4DwWYed8Bxd9/Ra89F9+zOax544YOP8nGOqFCrgDdVURg5qOp1DjwjbGkTAsXxmbdMiaCRysWSelgZMFABGJcgDIg6/bpuMYK8cG6kxr4DgDtxLhiN4rgMrgPUHt+7c99xScdfxG5/sqOaGxEdHLIRBeR4e4P4sY1EOAZIyqZeBml4r3LJ95a3g6TvqdOJ0YhDBZD76Msu13GekISRTtNwbuNgA/FEJcqE19rwBwixDiTUKIN1XM+/cA3gKA7k4bAOyRUtJRvQ/A4fr94QDuBQD9/V49vfk8MI8JIcQrhRBXCiGu3L59e43dGsdyhl8d6bfBuuTaLfjebTvxwW/cBsACMv8H56QSM2mZOgYmskwaoeiXfroFl964NbhNC53MzG8YuD40cKMsYrjsZ1vx1RusyJw6UFCqiuxTJpuxl0LNahUxEKjatMqmZsiWogxwdbIwA7deF3yUmQbvWQhXn15641ac+c5Lx9WpNYI/qNB1RlWovhCbUtt8wHCrlos+VupvWhddW+o3QNdDHIcYOPUqnM8YgAsxcFFUaG3lx6df8QT8f884UX0v4Zj+0qLqVt/y6XqlHxULoo4D1zotpw+c2S5u91ETSPUbwwLDiIF1IRiwr1FEMwyLGXnnve/5mY6StmWjBnB7FjuF6csYONNyrUQDF2Ir+fx8+3kRA/2u9hcDdzuA/4ZNCX8RwJ1QZr6lhr5CiOcC2CalvKpsmlGGlPKjUsozpZRnbtq0aSVWOY4e4duH+OzVXj0IrdFiUwIifhGDK+bPzeDDl5+yFOp1m/fiFf96ZXCbOmlu1jPZjLXhaG9QFmJGRhEv+8SVeNUniz+Nbm61UIBiSfgPv53mtWxE6OY7zWh/uun4lbfdLMfsUreggSPgtU6fo7L9D90kAWX+O9/JSgHeOGxwAEbvyzRI9Nvhjv90boQoB3D0OV3ThsU1DFxAA+exMjQdhWEv4sj5ni7ZMgZtohEjiSOjOSJQxeepAxwAtxtEL5ASCcF0hcKxnVjuiAKMTZ1pB13HYN/b97EQfQG4/d2JgUsIBGA67YTuPT5wa7CiBgFhNXDs5+MfAxE4n24K1f09UHu5UUcdG5F3DLjsXwTwPCHEswFMAFgN4P9B+cklmmU7AsBmPf1mqJ6r9wkhEgBroFK19DkFn2ccB2gUQILHXhkAp/sGUk/SOY+tcVOo9gfADXizXJaWzvNop7lhGyYbsW663UcKdUQMHLfnyNmTI1D0A5tqxg7LtmQYOF2FWpKipPmn2SBPTIN/bl7xr1fi8pu347VPOc5ul5RmGTMtdY7SMgBXAtDoWI/7qFZHSGtZlkKl480bldPvZCKxjK1/aedMA9eMI7Ncw8AFAByxW5ylcns+Fm1E+OBVNfZHioALttKqW33L2Y5eIIAMhgEFErntxHJHf620BltH1eGq0qkVG9urI1RHhziSFOoQNiJMAucwcDTOONMTgPNSqbEQ5noEXBlQzweDqLj9Da8qO46ryYJBYtma0ksp3yqlPEJKeTRUEcI3pJS/DeCbUNWsAHA+FKMHAF/Sf0N//w3dAeJLAF6oq1SPAXACVFXsOA7g8FN7PnuzVw9C9ONZ1Iza3sVyDRwf5ObbnIHL0YiiyifpdpqZ+SYakXpyq3gq6oeBu2P7XK3m8tfdZ/tePrBvyTlWqSc0nyho4Oq10jIMXKvIwPmA6vKbleSA76uUljUlpqbfFCqtp5fVyc9j7F3o9mSoLQOnU6jeAEotz1ZN2KbpXZZyN620Cho4PW2WoxELM8gssSIGP2jVjrUH+4OuL99GxM7f+0fJfeD8Vlpl1ZTFbayXnoyFtTfh2ziMBUbd6OUD58fgNiL1AVrV/PQ21B83PG/19pXF8K20lBTG3nsFNvZi4DzAyFtpqetRTccfgHodWrr0HQbTkxQkNciCQWLZAFyP+GMAbxJC3AalcbtYf34xgA368zcBuAAApJQ3APgcgBsBfAXAa6WU4xHhAI9Qmo4H/bAWOxmklFjoZogjgR1zbUff1s2suHn7nG22TkBMkgloVDQh9aOT5rj6nt2YasY4fN1kTQaumNoKxbdu2Y5z3/ctfOmnWwrf+aCONy6/a+e8A3B8M9aJJMb9e5fw8Ld9BffuWkA7zdFMIrQSBVjLWmmRAHma9Y2kw1NmXsyfVqXUTE1imZpulmPXfAdHX/BlUxABAHsIULRcQt8ycP0/ebbTDOf/849w/QiavB9ocfpffA3n/M3lzmehBwVqoeYPoLsDDFzHMHARY+C8FCrZiKQ5GklkhNbtNIcQ2k/LmydkUsoHp7VTxWq/vtpGQV1rkjFwVgNXb0QPCcpDEfHiimh5feBC6/aLNMpiUBuRyurWPr4PVfP2XvfwKdRBK1lNCtVsi83s/MHTTghOD9h941WkQjAjX3aB9LpWwlWojIVeRg1cXSPfoUJKeTmAy/X7OxCoIpVSLgH49ZL53wXgXcu3heMYdVRp4LbqHo1L3QxLXeXaftoRa/CTe/fg9m1zOP3ItXq+HFONGPOdDFtZY3kCedzsVKVI7Hoasft3O83xzZu24xeP34hWEmutTjWAa8YROlneM4V66Y2qIOHmB4q+b91Mosl6Oj7A9uPunQs4Yu0Um9Y1Y6XijMVuhv+97n6kuUQjjiB0VVQZu9UOpVAFpVDtueHgcte828y+o/ednlDTXOImbePy2R/dixc8+ggAwB4N/FZPWkYIsMBtkBTqHdvn8a1btmPLnkVc+qYn9z3/gR7bZtvO3500QytRhrR0nZmHHu8aJcDMG5EbxrYZI58rKWIgDVymriFKPbbT3FbgeZe4HZTCAI30kfxBx28k3yuodVHOfOD8JuNVURcw8vtDzHR6K6GBA9R+pRVm2MDgNiKVLbr60MjRIa17DoaJYatQTfsrpoETQuCu94S7wvgaOJIJZFKaBwrA/9mVjxNh+xuXkU6iqDSDMUzUMfL9ayHEaiFEQwhxmRBiuxDid0a+JeN40MbmPYs4+oIv44o7rLuMr83yGTgCY4vdzACK049Qxpe3bZuz86W58d/hBQ7EIvF2Q37VGm99Aii2a/OeRTxRl9fHrLR7274lvOAfvocPXHarM09Hr5/rZ0Jx5V27AQDbvYGZ1vvaT11t9nPHXBtHb5hCEgnct3sBC12WDvYBXMA8kgbbiUZUym51AilUADj9HV/D2790g/mbPxTu9ACcn2rrZjnm9XHnAnqqimx5OsR+NHCLncypVqVzx8HugyGWuplNYVbET++1nTK6mTTH9E++cB32LHQKWjgKSqHyj30NHDHTPLiNiNLARWabebN3HqEKuxADx6vHY8eXrXT3AUAb+TJvNlggUpeRqVvhGQmrMY15EcOKqOC4nUnv6ZYrpVudzmbTmjT28h+b4YsYdAqVjHwrNYbu9UX3tzST2geuPwYupOFzGLiIGLj9o4F7hpRyH4DnArgLwPFQ5r7jGAcA4Lu3Kg3Vqz55FT58+e0AqosYdrMUKk178qGr0YgFbtvOAFxmARxnjsoYOB5ZLrFxpoUP/NajAQA7ZtXARwLXhGngfnrfXlxzzx6879JbnMKFdpqhmUSKhevBwN2ut/mOHfOF717+iSvx5evux/WbFXu1c66DTataaCbqqYyDXUqb0X6FijNsK5hyb6F2miOOhPHHA9ST6d7FLu5mfRfzUgaOtFKK7SMAS6nrGZa+I/bFH/yX9OdL3nGbXerib796s3OcX/+Zq3HahV8zBR50s/Orkg/kyHKJJ773m/j8VfdVTwzg+R/6Hu7U10snzQ1bev3mffjQN28zx8e3utk93zXz0G/CmPM2Y0gZdn3nRr6NWJjrSDFw6jqj6j2KkA+cy8ARgLPg29HA1ah8VAxccSAfCMBVVKHyFOpKR6jlUq/plmv9ZRHSwK0EAzesBi7WOkpehdor/OsrMRkGJSXIA8T3oWvLu9mEHnJ8I+n9qYGjO/VzAPyHlPKhJ0oZx1BBFaR7F7t471duQp7LQgrVb5RO4vvFboZ5Pe2ayQaOXDeFexjA6GYSzVgVHMyzylMCEoaBi6LCTbmb5fiNM4/AKYetNtsHwPQR5Rq4nUxfx1mtdle16aJ0bDvN8IVr7nNSj1kuDT1+OwOfFPdos2JiqHbOt7FhuqXW7wM4j3XhAIyCRO29bFA6XqUhgOCdjYOunXMWwEkpjd4OUE+paSYNoOKpWQIa/v2pjIG7/Obt+OA3b8NVmrUEgK//TLX9+ufv3glgedrOjDpufmDW8fJL8xw75tq4j7V5qwq6JjtZ7rCazSRCW1+HPqNHDNznr7oPZ//15ZBSGt9Aqk4OscWcgWvEkRlklrqZGXwOXTOJb7/5KWYev5k94AIBSqFyoO22tqrSwNHgy1tpwXmtiroWHZxFjwXzgVupFGpAKxWKYSo6h1luqLtAYwWA7rAaOJuGp+X1Xk7inQf622fg6PWGdzzT+W0Wtj+ogbPXchQJNCoIgEGjDoC7RAhxE1QLrcuEEJsAPLjyGuNY1vDB2uY9iwUGzq+yo5vnUjczwGyqqaor/cIBGmz4evYtdvGO/7nBdHLwGTjVG1JpfQg40WBJ6TlOa/P0IQccbS3kbyZquz76rTvwh//+U/zvdXbgph/mhukm9ix0sW+pGxSskpnxzrkONsw0DQALVaES6+KnJWm77fYXvlbb3VUtt7iLeihVxJ8yefGIYuCkmb+hNRzUdJv7yxHQ8PeZjqPfLWKLBjhbWHqUzIJ36/PAl1Wnsnd/xDP//tuOlx9h6TK7FYpNq1rmvdG7pS6Am2k1WHN6d35uQ7Njro00t31QqWI4NFjQIe2kynYnYUUMPOVz1IapwrxOEQMDaJRCdTyzoiIQKItIkI1IMRVVF8hwkqjX6iLmbRZHgvXOXJmgbatbbDBqHFdtIGzf++zUcgY3EB4kaFvpXl61GL+IITHzU+oUzms1Y4rCehPzkK1eJ5vleuVhoo4P3AVCiL8GsFdKmQkhFqDaW41jHABgdFEUt2yd7VmFygEa18BNtxIksXC6NphKSMbArWoluPyW7ZA3b8cPble6O96wWs1nU5BNA+AUOCAAl0QChCt3OAwcA3C6dVUzztDNciPYv3OHZdqIgVo33cTO+Q6WOlmweivNlNZn10IHG2ZahgF0q1D1oK1fOYCjQZIbT1YycGw7QvehXMpCsQd93k1zZtTqplBdBi7X2+cuo22KGNxtvF8Dt/s1kFvqZiZ966eQAZVuJ4B3IIffqqp0ulzipINX4eats+baaWe5o1ecacWWgfOOq68vTTML4FqeOS8PN4UaOTYivl7UD4ddCBQx8HA0cDVEcFTEILyBsN8UqhC9QYDDwEUHMAPXJxN1xLpJ3Le7mvUtO55ffO0v4is3POAcuyb73S93+Mxrv0H7VZe13zjTwqmHrcbJh6rMjKmyz3OnQwfv7ECxaiIpdAsKFjGwezSgyImy6v9hok4RwxSA1wD4sP7oMABnjnxLxvGgiNu2zeLTP7wHUkp88+ZtyHPpeLIBwM1bZ3sWMXCAtNTNHQbOL7c26Z44MkBv3XTT/MiIpUjYEzVgQVUjtjowk0INMHC7HAbOZQBbGgTyfdi8x7JHNFiu1rowZRgcHkB3L3QgJbBxpmn2lf+wDYDTu9JiAyvtHT0VxwyA+tHu5mg1IucJOiSuz3RVqx9UxGBTqBHSPDcGylybR+dzvpPhz/77OlMlSWlyP4V6/1412Ny/Tx3DbfsseCZNYuoAuHCnhwMl7DkjgNR7IMmkxETTMmVSV/xyUDzVTKwGrsBsutdWN89rMnDMRoS1zeJVqKXBvuYD1ZrJIoBzU6i9F0vf53mxCrUuI1O3ijEScAGc/nwlfODUOiOzHb2i3xTq/7zuifjyG55YOV3Zck8/ci3++LyTnc/ovlOnD+qw0S9gL5uffidVh2+yGePLb3gSHqWdDl5/7gl40gkb8dxHHubYiIQA/jf+6Bx85Q+e5CzPNwbm+5IsM4CrYyPycQBXAThL/70ZwH8AuGTkWzOOAz5+6QPfw2I3w2Qzwh/++0/x7hecVmhyfteOeePeT+EwcGwAWuxYc92ZVoJGFDnGtd1UmkpIevJZN900ujL6kXFbAMDq8ngKlbznOICjdXH916LDwKkiBtIwbNWg4+YH9hX2h4xVVQFB8cea5tKsZ8N0C0kUIculAThTTWvaS8AydAN1U6glrbQysgCxN5UQK5PLcApJGfnmZv5GrFKoeZ6a7/3l7l3s4t+uuAdL3Rx/++unGxDvmw37DNwD+ywYTgMM3IGaQqWYb6dYO9V0Oh30iiyXmGJAiwAfT6FK2IcTv4ihYJKd5kaiQBq4dsDg2QC4LMdkIzbAvaMLXnoF/7as60Lo+yrhPKX101wWGKq643kSGEABBWy2smsrioQxPOb7u1IpVDpUVQxbv5hp3XQT62ow1P0AQ7pnrgQDZ5nXAVOowk2B9ltVfNjaSXzyZY8HoLs66M/pvsOP26ZVLUcCwdfPU9TGHFgfv8lmYszqRxl1LpXjpJR/DaALAFLKBazcNT+OAyxo8LhJ+509sG8JC+3MmyYvDNoksgYsIyOEek/M2lQz0WnFkAYuMkCBp23oR5bEwhnoCVQ2YqsDs0UMnIFT8+yYa5sB1EmhplTEoBg4You41QntK/mgdVjLLh5pnptiiQ0BBm7VRMJSiGqenilUUW4O2e7maCaxY60S2iZVUFIEHFISU+OmUOc6bvWvOkbucsl81xSqdNzlb9HspQFye236h849B/H91DMsdjJ88Scr22mPHixoO6t6HkppgVYns+wZB3B5Ls2Dwb7FrmOnUkih5tIUv/j9TXnQNdXR1zQfnH0A54u2QwJ3Hs96xCHB7+taV2R5sZVWXUbG2o+4n592xBo87ZSD7XaxKtSEpVBXajSrW4VKQGbUm9UPw2UAXB+mdH983sn47Cuf0Pd2EeAatPrWT6EOQ6gKYR90amvgzPVXlBnQ6/R+ZOA6QohJ6AyOEOI4AEWzq3H8XMWeeev9Ne+b9qYZuqn7w3dTqATEmroKVXcNaMVIYoElBvb8vo0AsH7KPm3SjyzWbBYFsXrNOEIUCTTjqFDEwEu7d813cPjaSdy8ddYBOh3dPL6pTVaJLeK6P8vAUQo1/ENNM4kdbbIyaVoNnAFwDeYDR5qmEAPHUqgl6IZSv/y4hQDcZT/b5ixDpRBsCpXSetSMmc4112X5YOGWrbN6fWQj4h5P0htu2bMIKaXxztu0qhVk4KrMlnn89082463/dR0efeS6oBh/OWLeA7V1GDh6iODGvTyFmukqYAC45Nr7ccm19+OOdz8bQoTb1PHWa0BJClVvH1nj8AHdH9wvfdPZuHeXBdZOEYM3qPuGqTwlX7eBeppbg9t+jV3rAqOJRmwYuUhYE++V9oGrm0IddWq3nwwlSST6SaG++pzjqifqEYNq4Og45SMBcEUNXOX5CtmIeBq4yWZc2rd6mKhzdt4O1cLqSCHEpwBcBuAtI9+ScTyoYpfWJTXjqKCBa6e5AV4UbhGDupDXTjYUgGunEEKxB0mJBo4PCjxdQD+ypJBC1Qyc7oBALveAZT9U2lVZGOya7+Dwdcrrx2XglEM++cARgMtyacAW7c/qCcbABUBclkvLwGkbEUqhTuiKUduJAXq7rQaO9pVK+3sBOJ76pQhVQf3Rf/zU+XtCry+X0hRCADAM5ByxTZyB8zRZudTMXsBGhED08QfNYN9Sis17Fs2NbfVEwjRwdpn9+F/eoW1cVrL/qjkmpIGroAwzKR2g1QkwcGkuCyDs+i17g8xalxUx9AJwlIo1rDIDYr4G7tA1k3jcMevN38LpxNBz9zxg2HtaPvj69iF1B3TfmLUsppqxqeDlDzYHWhHDcvnA9QMI6b6zEilUikGb2dMmGgZuCEAuUGTgKjtnEGPsMHAugznVjLHQzUYuB6kEcFLKSwH8CoCXAPgMgDN1a6xx/BwHCdU7We74swFW13Pk+km88uxjcdCqVpCBWzvV0Bq4DNPNRBvGui1H0kyikbjVlLwikX4P/IkasCnUZqzFuIkVEJsKK623a6c50lyaBsi0fXPtFLdvnzdFDDvm2uikOQ7SGghKPZoihklexFCugYsjgTWTDc0A5ljoZFqTZKtBiYHjAMw04mZFDKHKq/l2ir2LXcXAseO2WKMnKTF+uST9oQvgjNGuw8AV93WhkxlgxwEeAeuzT9gEALj6nj0G8LSS2AC3fhi4L1xzH46+4MuYXerizh1KG1nFgo0y6FozAK7C7ynPpVNsEGLg8lwWjuvlN28PPsWnGdfAladQeRFDs5BC7T0UuBYTvadtOEUM9VKoKStiiGoCMrOOkhSqH9OtxPy2HdPaWmsZPuoWZ6wUoOwVVgO3/EUMVHw2qP8dnf9Q1Wjfy+LzssroXhE6r/TbotepZoIslz37aQ8SpWdHCHEG/QPwMAD3A9gC4Cj92Th+joN6OS500kIKta1ZhWYS40+e/XA8/NDVjg8cgZt1U0200xxz7a7p69iIXWE+Cem5VcBq1gVAMgaOj/O0TTSY0A1pshE7rXqy3KaqiEGj7btQt5xaNZGgEQvjFXfImgm1n+RzFmDgfFYK0Bq4+TbWTzcRRdReRQV+5HQAACAASURBVLFFJCo3AEZK3UPP3hS6TL9D2x8CN6e+/au46YFZo90zx70GhU/HSVIrLSZmTnPJ2CY7TwgstBmzxMEsgZ0zj16HiUaEq+/ejSxXVZCNWAyUQv3Hy+8AoPwH79qpOxtkOb5+41bD+C1n0AMMbXNaQRlmUjpaNTpO3EaEX5cUt26bCzKL3cyywUZb1zOFqmQB/Nropwq1akxPnFZaFWAFVoDu+7/VZYzqplA5QE6iCA/TKfZjN83UWs+wYZnC3tMtl5FvP2GqzwfNaw4Qg2JFOl708DvMFgtGBHBvwp7rDzCrDfaQDVht6qjTqL0O2fv0vw8B+CGAjwL4J/3+QyPdinE86GKz9h2ab2dF016TQlUXbyOOHFaC0otkArprvmNurj6rRKlY+kE048hlKkgDF/sMnK5CJS0HAThmQEueczTYkSUCDZL37VZszhueegIacWSqWKkVl2HgusTA2SrUIAOXSeyY62CDZhCNkW8nw0RT6f+oSi7VAxpnSQyAY/qKXoL5VhI78/dKKxKr2DIp1GIVqkoNF7sDhCxT5phXEk8nEwO3ZrKBkw9ZjVu2ziLNJJJYOClhF8CVbjYA+8TdTaXp4nHf7kW8/F+vxOs+fXVx29opfv+TV5l066BBx2aura4Lwm2dHudE6pY/k80iA8clB7ksplBzzzOQIs3zQueOXj5wxMD1VWzgpFCrGDi3D2SvoK8zzsB5diJVUTeFys2nowh4zmmH4r9ecxZ+9YzDa61n2KidQqWH1WXfovKgB7mVaKXFsyiDRNHId/AjFwk4Grg6S7IPEMVt4jYiQLHF5LBRenaklE+RUj4Fink7Q0p5ppTyMQAeDWUlMo6f46ABY76dFp4q2mlmtGsA0ExESRGDAjw75jrmAk88UELdFAiINJMo2MYp8dgoXsQA2IGNa8oiXcVJDMiaKWLg1N+757t4xikHY8NMy/E9IwBmGbhiEUMvDRwBwEiDVVVwoBiRbm4Bkt9dwqRQqYhBhBk4Cu62D/QGcKT/o3sfAQh7I3cLLnpVoQLAbNsyXxzgzTPT5qlmbNLtjUhtK10naR8MHN34N+9ZMOdyn2beeN9Xiuvu24uv3PAAnvfB75nPbtyyD5dcu6Xnevyga4seFmg7e3VioOPW0O3hOllm9rkRR7jk9crPi3dX4POGnuB5EQOdr04WshFRr6TrdOxAalaLAtXAiv9WqsZSN4Wq3pvXmtgh1IsyFFNNl4ETQuCMo9atmA9cP351+zv2hwZu0PNgHwJoOUNsAwZn4Pi9umEKzVziYMUAHIuTpJTX0R9SyusBPHykWzGOB22ELshOmgf1UxSmiEEDpp3zbVvtGLvVpNQNgH4QrSRyxN6Uvir6wFkbEcBquxwGLhKq2q9rbTwAm/LbtdAxejvOjmwkDRxpvAIp1FAKK80lds53TMNwKtjIcpsuTZmRrWqCzDRwmbVModde7uOUlqToRd8frps1zzM9FwfhBK4ImLoauOK+crdyN4Wq3s+0YnNdpHmOWDdXDzFwVcJfOkS3b58vbFNoMCRj4Ll2im2zqijl2e//Dl736Wt6rscP0gcR22iNfMsBnLUmgCmMMQxcEuH4g1Q6L8tl4dzmrDCEs0ld3eEjEpYVDKXwcymR56rFXDNRACYJDD6hqLIR4cGtb+o2UM9lkYGr30qrXsqVp6hXgFgqBJeB9IpBxfyjDLpfrgQDRzEoVqTrxDBwQ2wDVeEDSptX5xK09jcBDZxh4NTY4redHDbqnJ1rhRAfE0Kco//9E4BrR7oV43jQxlw7LTAkpOtpMBqeAxpbxKCAzM65jhmQSNhPoZZjU4l+CtX6OkVOWs/6wNn5AKtFAGwKsmPYixitJMKSrhbaPd8xFa+8IwIxaKYNUqATQxDAZbnqgzrdsuvXTEscCQfo5rlEHLsMnK+Bi4QIdlegmO+kjgg5lNalOHi10vUR8JLSsp+AOofz7dTe3MxrMdXHl+Ovl7fiasQROpkCKkkUOelzDl6qdL8EEm7fXmxvFhoMedu0u3YUGbq6QceeWEVpAFz5OTHWBJFAM4mcKlRi5WjZfno8lzaFOsN0oKqVFh1D6y/nB2ebiWHxUz1l4dqI1Gfg6hYipFk+cCutuilXft+oSgMvR9Tt8Wo1gMu+SaVhC72WfyPoKh+4ClXPZ33gBt9mB8DVZOBCDLBvI7LiKVQWLwVwA4A36n836s/GMQ4sdNKClUVIA1dWxKCWkWGKa+CcFCr5wFktG2cfKHxBfykD13A1cBmza2glESYaMZa6GWbbKdJcGs+5Dazy1a9W9TVwHeaMz2Oxm2OunZrUMXViIAaOAzhi4BoBDVyD3Vx9loazVXsWus4NuBeAo0HX9jV1jXwbsXA6btA5p+kb3uMzHf+pZuyACRfACaRZjlRr7TgDyQtZqlKowgA4y8BRwUboBky+cwBw9875wvd1o633i8Aq7WYvBo6OWyw0gMtsJ4ZmEhkQkuayUAzBU6iche7qY6h0hOqzsmb2dK36GqdBOzGEgrPV1RWXxMAVmbd+m9lXjf/8vjER8Fdc7qCfSNV2GkZnP6rgDAOXrNxxGrgK1feBG3IbqCo2z+sycMXr1dqIqM8o87OSRQwAACnlkpTyIinlC/S/i6SUS1XzjeOhEVv2LOLN//FTtNMs6Dk2384KrX7IB84WHlgN3DX37MbffPVmANZ2A7A3V1WJqZa30EmRS2WNsEoPWL4GjqLoA+f27CTGYaLJGbjIAXDNJMJkI8ZSN8duXXFKDBylPYEQA+emYEkD6AexJy3mQ0epskSnEGnfc6laC4UYOLeVVvHYU+xd7Fb6wAHqqZM76QMqHdhhvVCTOHJYNe4pBqDQDH2+YwFcxsAsgcDpZmJTqBntfxRk4Ko1cOr1jm1z5kl33gC44vQ75tpYN9VAHImgRq5OcOaRQKmpQu3BwNFxiyNlLt1Oc1Pg04gFokhACFWY4P/cMmnPIbVtAzSAM5pJF4jzyKVEO3N/Fz5TUBYciFUxJf0wcPR1mucGvNbVtNl1RIVtDAXXwB20aqLewkcYW3UXl8O0XKEsDoQqVLpfrkg2d8giBq6j5H8Puiz63cma22SuV64p3d8MnBDic/r1OiHEtf6/kW7FOA7YeMNnrsF/XHUfrrtvbwEAHLJ6AnMsrUZhhOkBDdxrPmWrAqcYmOJVqDQQUsulw9dOmgKDMgDnDxRzXhEDvU44+hz1o6fBrhlHmGhEWOxmprn9+mm13g0ztv8dVataDVyOSJBFCWkAA9YaXdLruQAu0ylEXq2bZgrAORq4lATw5QCOs2x7FrqOCLks23rx+WeaQYWAdNccE2JRhXPzkQbA2T6uPKi92kQjdsDY3FKKyUbMUsYSXb3/VJUL+Bq48HZT0LmfbadGQ0ZakzAD18HBqydwxLpJ3L1rMADX9Rjli797J579/u/o73po4HLredXSKVSfWY2FKLUB8bt+AJatS2LL4JVVofoMnN/ypyz4Yayylmj2oYGjb5WNiLuufjsxOLH1xsKFw+8bvB3fSsVm3fv3sUev7zndAaGB0+dwBe0Uh7YRMca7Q3BwkbAtGfOaPnA0SeT8RtwHpKnG8mjgerXSeqN+fe5I1ziOB1XcpnVFqyYahYvvuIOmccOWfYV5OlmOdjezAC6xAG7KSWMwANekIgbL1m3RN7zD1k6aG24jDqdQ/Wop24lBbcPDD12Nr9zwgPEJA8IMHKVQSei+LpBCtWapVgPXSpS/HLEqoSBwxQFYmktEudSARrBeqEUGjuv9aP5ejc7PP+thtVrhREJg40wLF59/JqJI4KUf/zFLjZIflLsck0LVgGCyBwPHgd98JzUDaUOfa/KB4+nzfnzgOPOimJW9hoENgYAdc23TkPoeL4UqpayloeFp4Xaa4y8vudH83e3hA2dSqFoD105zc855OjNkzeJo4AopVLdquayZfZtd64B7LfUK/m0/Gri6gv2hWmn5l/i9PwYufhrwjHcBZ73OfMyLGFaq8jQUJx+yquf3y9WJoZ+gc9hLYzuqoJTloOeEZiPgNezhMwxcTQ1c6IHDMnBu8dyoO8T0shG5XwgRA/gXKeXd/r+RbsU4Dtgg77NcFi0Mjts0Y+wa/JjvZGjqNlaNSHUYkFIaQAS4g/5UyxYxWAaOANwE1k6q+bqZYhpanjbDZxD8IoaXnHU0AODYjTPOPNwwtZXECsClOXbpXq/rAylU0s8QeFnqZiYtSi27fA2cEJax4/qILNf6Jc22mV6oknRxLIWaVqdQ6Rz9/W8+Cq88+7haNgC0vKc+/GADVC3YdJ8kKQi/EFCYbLrPggTaJhuxY6sx184w07Lp8q7WgCXa6y9k5FvWLsxsP7tx0rIJwBPu7Ga5ucHvmGtj00wL66ebBaPfXlW9PDhD5oOlblq+DFOFGjEGztMRxpEIArAsLwNw0qRQ6TyVMXgddq0DvFquN9APVdiVBX9oqAsM1WDpftdvJwYTe+9Rr/f92Pl4qtmLr1j+ePEvPAxnn7ipsruB2Z39iONarKXeSsWgwJWbQQ8bSgOnojYDF/CB85lt+k30KnAaJHpe0VLKTAiRCyHWSCn3jnTN43hQBX/6p1g31SxNy821Uzb4Ex0vHRsP/p4YuDhSg7iUElv2LCISqkKSUqgLTMTdTjtmfr+qjBgg+uGsmWrgB28919EOxbH1YQOIgYvw7Vu2m4pSA+CmbQqVbm5kqdHuWr+0ZhKjneaFwSdhgzK3blD+V0oD1ogj7F7o4hkXfQsnHLzKdGugKKTagilUV5NWNTAD7o2TniJ9psa3E6Ab+5Jh4LzjrwHUZDN2tnG+zRm4yHQRoG4btptB/RQq30WqzpxnKdQslzjhT/8Pr3rysbjgvJOxfbaNjata2DHXLtxQs1yiUSR4C8EBkg+WenVi4A2ymz1SqGUaNgLoPB2YmiKGyJy/sl6odA32W8TAv66q4OwLwAWuPV6pWyfo+jUFPJE+NrmbMZgJSC9WMv7i+Y+oNd3+ZAcpCKSvAAFnYtDCYLpMsj6vm1CoKlS1nLoMnJ1XOO+VBEZ9JvS+rXgvVABzAK4TQlwshHg//RvpVozjgAzOTkhZFGD6wnUeaiB02Zs0l9jHhPCcgTODemSfpjbvWcIhqyfQiCOspS4Jehve9IwT8YRjrZbEZ+AohcaBx6FrJp2bODFgpE1rJRHOPfkgAMAl196PRizM9Fwz4zNwyhg1NsugIgZe6cbTYlzgmufWRoMYmFu2zmHnXNuwchSFTgwiwMB1iRGzrcmqgt/w6B5EA71tZu8uhwbZ7922A0CR3aBrZaqZuBq4djGFmubS3OxoH/tJoUYOA+cCfSEEdmrbkM/+6F7MtVO00xwbZ5poRKp1Gb+p1u2h6jJweel3fgSrUL0UahSJoI9blisfuIlG5DKzudYRxnbAKKtC5RXXQP0uBlxXVKWX49dT1VjKx8cCgKs5dtK2m7NoAJx7vyL5RkiCcSBFXeZx0Djt8DXV2+Cdi5WIYYsYaFOHOXpKA6feK2/CGutn8/LgjPhyHc86jyT/pf+N4+cs9i5YAMctDJ728IPxmIetC4KDZhw5vlaA1U91sxx7tbbs8LWTngZO+1IxsHf/3kUcqsX1a5nlCAD89uMfhj0LXVxxxy4AxacuMlftZUQZiSID98qzj8O///he3L59Huummuapiqc9DAPHOjG0TLWrZlWSHFPNBEtdtb9JFBnGjg+aSvujAQw7nlfetRvHHzTjfGaMfImej8uLGCYSl/30g7NdfMCggdpo4JLi/gPqephd6uKv/u8mtT5fA0cMnC5i2Da7hI3TLSx0UlMByKtQG1Hk7A+v5KxiAVwAp7aDUuiRsH171041sGNOnY+NMy3cvXMBaeb2HO1VQcqDdzrwAVyvNCztX6SrUPctpoUUKmdrnXml0t4148hhwbppjqyggbNGxrQ5eR7SwNUEcA4DV3+IrOt5xt8Tgdmvka8ZG0sYOLpGjztoZXqfDhp0eJcDxt38zvNqpSrp8hpFWrJuDF5964KjoapQ2XJyORwbyqvCrdnw4NsWXEfVBFLKT4x2leN4sAQfRLgL/OvOPR6POnItPv69OwvzTDZjdBbdCkbDwGUSexa7+J0nHIV3/vJpWjCubrzkA0cDSppLzHcyw3ytNSlUe1PmOjjOClBqaroZO4JqP0gD5/ei3DDdwu3b5036lGJVK8Hjjlmv7B6EHSTbaW40cCRMb6Wy4DlX0JUZEEXN3O22ph6jAnAGzt4UyjRwk8wYORSRADLzng2iehOIAbIg3E7T0H1nuZ/aQattihmwTOBEQ6VQH/euy/BHTz/RSTc34sj0XG3ptl9WA2fvdFWDCN/FiUaMJBKmCjYSwmznmsmGMfHdONMyAJJrO+tq4OjcTzbiogYuc7d932LX2NHQ4GAYuDQ3KVeHgSvRsOW57pHLdlr1Qs2NGTJgmbYGK6pxPQ+tDhHorwq1H3PX6mb2fFr1alJh/QI440ehf3cegNs0FeHqg98Jcc6FtZa7v2I5U6i8lWCv8NnQ5Yxhe6Ga68b4wA2TQrUMnKzZC5UmknCPVRLbdnV0Xx318Vx5N8NxPGiCV8Ll0gowe7l0c9Dia+C6WY59i11TkCCEMNPbTgxaL5dJ00YLsACOa5ZaXlcFikN0VwFu/RGK2Dfy1SCMChZ4wQUAXPeOZ+LilzwWQghTrQoUU6jGyNgDmLaIgVgPBVio4tQ/nrHo3YmBWoHxMCnUhjtA+1HWGslq4PwUql3OZCNGnsOwWRf95uk40WM1uJEvxbdu2e6259LAfqGTKQuMSJiCB1cDV1HE4IH3RhwZDVzsAzj9ftOqlgHQ8+yhoJd+jQddM6smkkK6kwp2AOB/froFv/jebxg5gluFGuPmrbO4c4eqhK2jgSPDW/e6kNq2p1iFyvVouSxqGwdJoVYycGkb58dfRYSiFrSwXJ5CNUxafylUumarGDjsvRfr996IdZe9pd6C91Msdwq1ThSO6QrEoDYi3Axa/T34NigfuP40cGWAkf8efbPhUcUYwI2jNJY8Bs6KrS0A8YMP2KaVlr6Idy90kUsLxgALNGwvVGLgqJuDLkKYLPo2TZQwcAdpiwheORoKvwrVMHB6Pp+B40HVpoCqOqR5W0lsNHA8xaw0cJmzj7R+xbZFxnyWz+P6wHmttCLhmOQCLIXacFsl+eEAOCeNpV59GxGeQp1uJcikNGzWyYesLqzHauDs9RBFQlecqmnpmC12UqMXCVWhVt3zOGPRSpQ+jACkEMD2OQvgtjMGLokjdHPpaDtrp1AZgAu1raL92LJ3EQudDLdundX74qZQAeAzP7oXgFuFSueRH9Ysl6ZnqM/M+rYzdP5cH8BiEQMdOl7cEwqXgasYNr57Ed7R+AR+Nf52paDcFX6rVzqcdYFMYTpBDJyXhqa/o/1bzFAVJoW6H3EcHdOVSKHSGga2EaHlUAp1iG3hl1JdDVxZHLFuCkesUxKg2AOZo4peRr6f1K9vLJtmHA/t4MyCaoJdbOXkx0QPBm4HG0j96W0Vqk2hchBEDNfjj7GFC05FaSTw5BM3AbAAjFeOhoIYsI424qXtpPl4p4jQfhoGjvV95ZWFnLVKIgv4HB+33LbS2rPQcdbh6+L8TgwhBm7JK2IAgKefcrBpVk/BTx0fj4XHwPFWWhTTrQR5Lk1xwMaZVuHmS6wWvx6ozy1pImmZi91MF2yEm9nX7cQAqOPfTCLWNF5g274l837HbBuRUOCcWnnNtzkDV+8OS0zwqolGsOCAgCC19Lp125zeF7vNm/dYE+EkEuYYxiyFyllcxcCpQYUDI9ULVVWh0rH1ATiAINt8rzYyPumQ3rowRwNXVRizpAwLVmOhuoiBvTc6oUGrUM0nJPrzGLhM/76ilTfxfbAFHfoHg41IQa83lAZODKyB8w/Vf776LLzh3BPUcj15wKii16PUY4QQhwH4PSHEOiHEev5vpFsxjgMyuKt/Jm1z7YaXfuHBGRfu4g+EARwBDfKBowFIATjpDEDfv+BcfPyljzV/88rQJIrw0Rc/Blf92dNM6nTTqt4MHN0wFruZM1Da5Zb/eF0GzvZ95T5wDoBjGjguHM9y28x+z4LrSeanVVVvUjvQR1GxF+qix8ABwD+9+MxCq6zfetxRznoofBuKxJxDL4UqJbbPdSCEOl5+qoE0aFNNN83dzWShMGKxk+lG7tZCpp9WWnz7W0nsbGscCcO6ddIc2+c6WD/dNOxmLm3FMgDHs65XUBHDqokkWHBArBydj1u3KgDHq1DvYL1b/W22TJk9flkukefqe6dyNs911bcF/L7eEvCMfM1DlQI1Jx28uuf+8vNb1YmBfjcCsnJQjgLsb98pVL+IgZg2H8B1F/UMBzYDR9fzo49ct9+24Yh1UwCA049cu+zrMud70BSqKWJw/x4kogiuBq7GosqmiSNhrk0hlG56JW1E/hHAZQBOBnCV9+/KkW7FOA7I4DocKe2gRDfwkKEnZ354Ky0A2KZ7Aa6bLpr5+gxclqnqUN5M+bC1k45dxVqmUYsjgVYSY8NMCxsD3m2hSBgDxAdKWmevHxtn4LjebaIRY7GbaVDn24hQCtUymKkefJNImMGM65J8rRP/O4lEQVOx2NE+cL7RMduWW975LDz9lIPttgUGUSuCVx9wbWMUCWQS2DnXxvqpptavuceHGLjJAoDLDQNpUqjdTHWiYGmbfhg4Hk1tCEwhBLBjVoGUTpZjx1zb9LKl88/tcuoabfIUaoi0S30At02lUHkV6od++wwzPf8tRcKy3y4Dpx6kIuH2/U11O7I4svtO6/UZPMvAuWL24w6atn9kXeC2y5zv+S+9MrUpLICrTqGy5Xo6obqidvuQQyOvvm/5AK6jAXNUT8i/v6KVxPjv1/4iPvrix+y3bXjE4WvwtT88G69+8nG9J8y6wOXvscd2iBi4CtUD/sNVoVoGTtbcprqrCxWdDRulAE5K+X4p5cMB/LOU8lgp5THs37Ej3YpxHJDBGbhcSjMo9TL/nAoAOLrBbtWprA0egIuE9VajgazraeBC4TJwdluIgavSwNH2L3ZcBq5OBVZLAzVAAQPa19WTibKGyHLDNNH2hXzguAbuwuedirecdxKeePxG/X3kauCy3GlpFYswA9eMo4LtB0+BJuzJEPB9u4RZl5pWLeexLHUdCzXI7phrm2PspxqWuoot5NufRKpVFm0LHR/SxXELGb9/6tEXfDlY9Qy46daW55EmpW1t1UlVxem0V/G8b6kbXFavoIebVa1wOo6AIAHq20wK1TJwjz16PZ77yEMBuMUGPN3OwbVJoUZuuqarjXwbke3c0fYKZmjf/OIG0qM61YmXvwf4t18B7vyO+agvDRzNA9mXjQhdQ4Sh6w7oBQbOADiPGSUGLj7wU6iPOnJtpS5xueNEbSbeM675N+DyvwK+9dcDr8fUngxcheql3odAcELA6cQwynqSKBIrp4GjkFK+WghxuhDidfrfI0e7CeM4UIMzcJlOaQKuCN8P3zoDsEDuAQPgLDM20Ywx3Uys3xpVoeZUhVr+C+IMXOQAOGp/VcHA6Xnm26kzgD73kYfiaQ8/CH/wtBNL551p2R6fnG1bM9nE3sWOA+pov8o6MRADt2lVC68553hrsiqsgzegjglnaqiIhLNwvK0Xj9gDbPzUxc4gql47qesRd8xGy9AQ8Nw51zFsVihV1mBl9DSfU4XKgEAjstOqY2KvvS171XXzie/fVVgH4Hor+Qxcmufmpmm1iW4Kl2vgevUx5UFM1sxEOB1HekV6CLp/7xJml7oF7z2/pRVANiKuZ6DaT20jIoRjWdDNpLk2fAaOH4uv3bgVW/YuQQgL6L/xR+fgB2891934XXeo17mt5iMO0Cs1cPqiFajWNYWMfIlJqV3E4Gvgyhi4LjFwB3YK9UEVpCscAQM3aPUtzWVtRAYPbiNSVwNnjYSrtborbiMihHgDgE8BOEj/+5QQ4vUj3YpxHJDBGTgnhWoYuEAVKut0YOxG9A1/2z7VXYAXB0w2IqN/U8vUg3hW1MD5UebxdvQGBTaO2TAd/N5fl0qh2mWtmmjgY+c/Fod5wn8eq1oNYxbcyaRJu66ZbKCbKe8v2vZHHrEGSWyfvngRg5S2cb2/X3FU7PnKjzkdGs5WERj0wz+OzoDMpqfP/YIVAHj3C07Dq84+VqfwJPYtdbFaswT8UiBw0EwiZ9kEWAk4+RpBbiGjWoyp72Y1Q1bmYcXBXqvhev9lubX06GRucUnD04sB9atQ6ZhPl7Rn6nopVECxcH6bKALbrgaupIo0VzYiPihK9X4lLIVqNXB22j0LXXz6h/dgqhGb87x+uolD13jXeVSs4uRrrPSBI40mZKWuyW2lpV7poaDX749H4RZhAJzXp7mji0bGAG50YXpEDe9QO3AG1QCo4ZYDwNGp1dXAUVRhs1gUJS/DRp0r+eUAHi+lnAcAIcR7AfwAwAdGuiXjOODCtxExRQw9qlDJwsOdzjJw66ebzk37YRumHfE+DTjdLC+wWHXjEYevwfcvOLdyACBwcezc1diICMA5tdcxM5EYYNFJs0JKavtsG6cetga3vPNZiATw6x/5gZk3xGD6RsRq+xRo+fGfPg2PfdfXAbgDsmHg2J0jkzL4JOszma55b3EQ9YsYAOBFj1eFD7/10SuQ5jkWu5nRuDki9zhCN1OFCYmXzgSshrLppZi5hUymgV4nzbFrXj3lT5S0QOKYq8jASXN8OrpHrX9dcpBV1weOANqqEgBHAG+xk2HTqha2z7Zx67Y5w2QSCDM9dDmAYywAB2uZlMiY+TXfltQwcPahBAj7AE5WNXUnGw7JAFwJ4C9ZgP6/OoXKv6Xr8PmPOgwTjRjPYDrNXuEzd+VFDGMAN/IYAYAb3shXp1BHYeQLWwwxrA+cH5EougYMG3WuZAFr2g79vnKLhRATAL4NoKXX83kpw5esiwAAIABJREFU5duFEMcA+CyADVAFEb8rpewIIVoA/hXAYwDsBPCbUsq79LLeCuBlet1vkFJ+td7ujWOY4PYIVC0Zid7mn0EfOD2obN23hGM3uXYFF5x3sgNAaJlLARF2P1Hn6Z3W9Y7dF+hPXlV7+TOtBLM69dbNpNlO6tk638nQiEWhZRF/77BpDOi0Ehdg8J6qbgpVvToVm3l40NzopZM5MAg1s7cFK+F0bDuVWOrmptrVB3CA1uKx+ek82+uC75dl60gD19QAjiol/cIMvs8UvgaOKjdpnxJpQY4pYun030qL5ARlDBwB4MVuhhMPnsHexS5u3zaHo9ar6j66HEIpVJcRtcvMcgVSVL9GXoWqHq6SKILQHnGpl6rlMVXVCzTAwJWl3INhUqjhhwln0kAKVQiB87yq6V5Bx66YQvU1cGMAN/IYAYCLZFEu0Ncm6FczjgzFwFl5Qr8auKo7RxSJSpau36gzOn4cwA+FEBcKIS4EcAWAi2vM1wZwrpTydACPAnCeEOIJAN4L4CIp5fEAdkMBM+jX3frzi/R0EEKcAuCFAE4FcB6AfxBCHNhlRA+RcBk4pQ9ydV3Fq9sdyF2tUTvNnQIGQF3UibNMX8MzjKKhd/TTEsiPVRMJ5toppNTVsno7uUWKr4HzP+fr50CJ2Bhegh5aTsz0ghRpSQrVT5M51X8BwBBi4ChIjEuN1YHwefdTqHTzsp0k/BSqBXB5bkEx+c35/VbtPrMUauIxcJlVi5EGLvFSqIMwcFTQM90q2ybtA9fNMNNKsHaygX1LXVthaTRwRTmCW2lsGbpc2q4dfBxIM2ql5QJT3huVR20Axxk4NipWCttZFWoV1gvZiPQbha4BsoSBoxSqqDPsjaNWDAvgdt6O/9rxS3he9P3BCwb0fKPoxABhe/HmUtZi1+quLxKjN0auU8TwdwBeCmCX/vdSKeXf15hPSinn9J8N/U8COBfA5/XnnwDwy/r98/Xf0N8/VaiR6/kAPiulbEsp7wRwG4DH1di3cQwZjpGvlOimvreZfU8XMfcuC7XcquyOYFiR8hTQqCKk4asbM60EUgKz7RRZLtGM1aC3hlXGcguUEMPCB8KQBs50XGA3CKcoQL/NfAYucCcsGvmG113mA+fOa3vjWgbOfs81ZhyAGwZOf89TqA1WcUsaOJp3p06hloF5jrmaSeSkIx0NXJorttRLoQ6jgZupoYFTldbatNkT6JMGjjNqofR2K4lMKy0utKZtTlmHC14lHhpcJqsAnOlkYAFQf4OiBXCVRQzs/aApNNvMvsJGhBg4Xxs3jsHDALgBgckD1wIAzot/NHAnBt81YBj8xq9BKetd9zRJ1SEg7fAoo9YIJqW8WtuKvF9KeU3dhQshYiHETwBsA3ApgNsB7JFS0i/rPgCH6/eHA7hXry8FsBcqzWo+D8zD1/VKIcSVQogrt2/fXncTx9Ej/Gb2ofZQFE02aFALKt8HDujdngqwAKWXhofHS846GptW9a42rVrXIEHVh3vm1WBAlhicgfN94Mx6Qxo4J4XqpiX5UyAHzXFcZODKNHAHr3GPEceufadQhTBgiKqOo8C+NGKXgaPNDF0XvOuENaZV35NGMtQfFPAZONfIV1Wh+kUMtH3q1QFwNZ+QCeBWFjF0lE4w1qyl8YHTx3lCn2t+Yw+lyVuNyIDROHIbZ3e0Bs4/rkkkggxC/RTqgKyKuW5r9FgNVED3G4Uq1LwCwKVux5Pa0Z4F2nPV0/08xbAMHPNcG3gT9KsBcMPYiLDl5DU1cBR+M3s/VOZiPwC4QUNKmUkpHwXgCCjW7ORlXNdHpZRnSinP3LRp03Kt5ucq/Gb2aY8Uqkn7CQvg6NrnAxI1si8L485PGrgKAHfh807Fj//0aVW7Eoy6rXpCQczLznmV3rNFDHb/fO81+96CXYoQA0fhenBxBk69dwBcHmY9/ApOl+Xhn6vXqhQqWaiEU6jEsLkaOGJILIDlaWWb7iNvPP/cL3i9Yik4adZKIof5zHTlJu1TyMaEp1C7Wc0Uaq4KIsrSusYHTrOUQlAVaZiB47jRZUdZClVbzkRBBs42juc9VUMx2ahbxGCPRV+/FUHXRF45mIY0cP1GYdvKNHCUQs0GBHB/dQTw3qMHm/ehGgbAhX+b1UEAbvDSg0Iz+wGXA8D5bUlZXUXd37IHfyYqXeZoFxcOKeUeAN8E8AsA1goh6A5yBIDN+v1mAEcCgP5+DVQxg/k8MM84ljHaaWYAQ55LdLwUKh8gGiztRzYeJg3KfgVVT/+GgaN5k2F+jr1jWA0cAOzW/UsJdE03Y7PcMg1ciIFzNHCJW13qALgAKOSVTcrotXq/ylKothdq0UbEzgsseL1O+SqbjAkKM3A6xc6rUFnBw59/8Xp00qyw7jIAx4sYVBWqXW43kx4DZ6/h2EvXA/U1KmRI7Nu82O+tD9xkgxg4aRu1myrUIgPnAHv9tplEyHQKNRLCAflpnqPLPAL5A0IIE1UycIFBub9fimD/945RaODM8SoY+Zb4wA0K4IBx+tWPETFww8AuOv39dvAIhRCcgasJK30NZknEK51C1SnQbw6yYCHEJiHEWv1+EsDTAfwMCsj9mp7sfABf1O+/pP+G/v4bUj2yfwnAC4UQLV3BegKAHw2yTePoL5a6udHL5FJqBi6c9uPC+/f86ml48zNPwmOPXl+YrswKgiL2AdyyauCGYeBUqnTnHOmzdOWdECaN6oBddgwaVQyclxrlNyQO+gioZVk1Awcod3eyeeG7HhpEOwEjWb6tloErT6H6YMrXwPlsLu3bFXfswnX37S0wkYsdb0DWwdOeUSQCGjjap9z0kwXseVhiqdm6GjjqilFWJd3VDeYpzawsBIqgnAAgB6GhlHYziZDntjLuVWcfh99/8nF4/DHr0cmk4//XDBRGvPmZJ+E5p6muD/VTqANq4PSg/uInHFUxYZ8tukqC5jODY1URwzAAbhxujMgHTmLw1CfNZmxEhnjmF8IWCEnUe6iouzqx0jYiUspMCJELIdZIKff2uexDAXxCV4xGAD4npbxECHEjgM8KId4J4BrYitaLAXxSCHEbVLHEC/U23CCE+ByAGwGkAF4r5cB87Tj6iHaq2IPZpVRVobIKPsBjkDSbEguBtVNNvPYpx9vp2CA+WZJyMsup4WM1qihjT+oEpVANA8e2c9OqFnbOd5zB3e9IwF8BDwwnLoDjN4gQmOM3Bd8UmMcXXnOWuUlWMXCm60ZJpXEBwJWkUEPbQgyRfy1xkDvfyQrp2zoMHACccPAq8z5lRQyAuq5MCpU0cGy5dTsxUNFA2TXUzXKjrZtsxqbwg7bVdmIoplD9rhnqM2LgVAp1shnjgmedjJf9y48xu7SkAZxbXZs459UWL1QWMQRtRPpJoapp101W23XwFNWgA3jhgaWUgdOttMYAbnRhXHSH1cANk2nxAPwwSxJW6lG3EwNF1drJuH2UUccQZw7AdUKISwGYfhlSyjf0mklKeS2ARwc+vwOBKlIp5RKAXy9Z1rsAvKvGto5jhLHUzc3TejiFWrS+CJrIsukmAm2eeNAyabCu0sANE2XO/nWCUqi7TBGD3c5D1kzgpgdmC/0t7fsigAtp4EIMXKhCkXci6AXgRMlyQs3slbO/CN7A+PLJmy0OADi/F6pl4ITzCigw5xdM+OCda9V4+NYfzzjlYPzlJTcCUMcml+557mkjUrsKVWnpyq4hMjoGFMiNhHJhL1ahxno7wylUa7lCKVhZYDv9rgsWILvnm37L1SnUkI3IIBE4lvvuB1YdwgodwtdkP2GqUOkDX/tGMYoU6jjCMTAyGR7AmRTqCJrZRwKOBq5WFWrN9e0XGxEA/wXgbVCmvFexf+N4iEc7zYxrO6VQmyXC/GZSTKWZ6fpg4GiZSyvAwCkwOdgPihi4XaaIwe7jIasnAHhpRWYJEkXuQOu/J1YmDaQEOMYxDBzDL5msJzh3l1kcRNNcBgsY+DQAWCcG+70FaC4DRzcvw9Cxc8uLGCh88L5YxsB5p/DI9VPm/PBODHa57vEnqw8AePuXbsAXrrkvuB4e9DAT6jsLAN1UYkkbBLsaOBeUtzy9IxC2l0li9fSe50XLFgKK9PBDDxP8tyZgj/tUVSeGUBVqP4MiASiflbnjW8DfnQzc+EXzkVvE0Mc6WBR94ErYoLStX4cEcKNWoq9U7LsfeOC60S7TT1sPOL/E4Cq4YhHD4AhOQDgauL4eKqp6oe6PKlQp5ScAfA7AFVLKT9C/kW7FOA7IcBi4QAo12L8zcMFzEFYJ4Aop1GGo9d7RSmLEGOxmPN1yGTieLj1YAzgCd4DVwJUdv1BFb6gsPsTGcQYqzyXqHLIykMdPX8hCxN8GSqGKAAPXTIoFBQAr4vAYSh8w+vqyNJemOpZH6Kn22rc/A6940jGOBs7fPp5C5WnFD19+e2F5fqR5jiQWpQxxlzFwk03VezTL7TktplCZjUgoxa7fd/Pc+bwRRwUGjlqV0XqBsNFyaQQZuH4GMtKgeYP6Dz6oXuetzVPZtd1PFBjnMgBH2zMsA9cdvnH7fomLTgH+8YmjXSad65Vg4Oa2Azd+qfAxzTkyBo62TNbVwHkMcOmy9wOAE0L8EoCfAPiK/vtRQojiURzHQyrSLMeehY4BcJmk5vJloKM46FBwAFe3iGHBVKEuYwq1EaGBsDC+KhqxQCSAubZOobJ9PHSNAnAP7LUAzlSmlqRNuf6r6TFwgL2RhDRwnBDolULlUVbo4Cy/ZKDnmIV8zPg6yTSYeo9SdLzKVr8gxtfbhYBGiIXLcokzjlqL/3z1L9j9iATiKDIMnANMvSKKxW7mtOmqesgAqAo1KtfApVYD10oi5d3WswrVzkvfJeyJndhC1c7OvQYIKPrVzxON2Oh5hOiD4ahopVUZeQmAu/Vr6nVijfmIL3ZgHzjS0dMQWgbgCGxkrJL0Bx8CLlzjflYV7dn+N/JAiBE0nC9d5ko0s//MbwKf+11gcbfzsTHyDWiG+98G23Be3Tf6y2b0CtXMfoiNC0Sd0fFCKM3aHgCQUv4EwLGj3YxxHGjxxZ9swY65julJKI2Rb4mNSA8NHP+ssojBc8dfTg3cRCNGc0AAJ4TyAJtdUvPz7Tzz6HXOKxD2fitrZk/HkovzLZNit8H2DmUauBIjXz/KJnEBXDUDN9mMCsv7lTOUz/YVd+x0UsMFAOelkH12rZsVAWxIB5flEscfNIPHPGy983kSCcPATTCtmi/yT3PpPFiUebvx6DCNYKgSNdW9gwEFyKmRNQEy2nXShPJzbVPsVvRMYDrN3LROI4mMX2PsMYtOCrWvIoSAjUhfqSQCcCWgqKQ4YvAqVK8QhIMJDiKpqIEzcN/5O/W6sKv+Ch+sAG45oixdXjf6KWLYq6UN3SXnY7qEbCutIVKojIHLZT0w+DtPeBiedMJGnH/W0ZXLHnUVap3RsRuoQH2QigDG0St+dOcuXPazrQCAb9+6HYesnsCzHqGsB6iZfZm3mbUu6L2OSgCnlzOnG8UvdxXqoAwcoAb6fUvFIobjD1qFq9/2dLzwsda+kDo3lBUuhIAdB2YhBq5gn4D6DFzZTc7RV5Ush6dfiUHiyzvjqHV45qkH4x3Pe4TDLFJ3B6MH9MT489omhFjfG7fsM9tDmrYf3VUcaNNcBtuixZFtX8WLZ0I2JhyAV1ZpQjHUdM2HWLhOljuAlVpp+V5VVMTg+MARA6f7nwIshZrlpeeI3tO+TDZiB/ibgsHKXE+RgetrSDQMXMlvywGGbLWjqkLloI2DNfo9ZW17EFq6YrnTR4eFMYCzYRi4YVOoNdL0kdZullxXo2ilJcAqRWW9a3L9dBOffNnjsXGmd0cgVYW68gDuBiHEiwDEQogThBAfAPD9kW7FOA6I+I2P/AAv+8SVABQDtmaywUCCNS+lcLzNWCeGXlHFbkxp13pqn7S8GrgICQZ3pGklUZCBA9SPmoOa1RrAcQYpxLoBDJg5GvIi6DEMnOcDV+emU4bxRA0Gjg+YdD59K5KP/O6ZeM4jD3UAhs/AAcCph61W8wB40gmb8LInHoNLXq90Og/sWzL7smpCeeu94TPXFGxDct1eyg8Oevh1F2KL+ym0AXSRh9GxFadPM2nbkcWRqW4rVKF6FceA/V01YmFYBToXqQfQHR2hB0w5EO3vV0RIjz9A9MPAEVCqZuD4YgclTgx2DzFwqZUxOEJ7AgGtGfXqg7IHrgOyEgDa3jfYhj4Uw2jghitiAATWV/TJDvkTAvbaHIUPnPqdsiKGEfIH9BA3yqizea8HcCqANoDPANgH4A9GuhXjOOCineZoNSIz0EupBqQyHzjLwPX+9VQNjlEkMNNMsHNO3XiXtwo1RkMMx8AZAFeh1VutzX15e7IqNo4zcHRTCqVQ/U4M9VKo5dPQV2WdKpyUeKAKtWxa293BfnbWcRsAqIb1jTjC2557Co7dNINTDl2NNz/zJANYzz5xkznG5L1HwT3QeNC12k1dAGeLKDjr2Z8GrpPa34LPwAkBY+JL3xMb6DNwdH3zB3OrgYts+zEG1l2QXWRu6bOJRmSAWxQJ/OpjjgAAPOPUQyr2Tm8MHyj7GRRpvjI7DwawRmsjEqiI5CAyxMw1NQPHAdz2W5TY/7J3hFc4ZuBsDK2BU+fsGacearSzpRHpPtMegLMp1GLRV78hhE3F9l2FWhGqCnVki1PLrJpASrkgpfxTAE8F8BQp5Z9qz7ZxPERDSol2N0dLa3cA3Z8yk6UN2nv5wPGYaFYDspmJBPtqAqNhIonEwBo4QA3MvjVGWayeaBQ+K9PDWWBmp7UALjBdjV6ofvSyGqF1lBUx8MWT+L/sRudq4IrWMH/49BPx6nOOw/NOP8yZ73/f+CS89inHG2C4ZrKBi37jUQCA7XNtZ9oy1tEycNIBcKbVl9eLlaJVk4FrlgC4RhSZTgy0v1SBRueKzh2BxV878wgzP7cO+ctffgSedMJGnHGU0lN2vBSq4zXIOmAALtstAJx8yGrc9Z7n4JiN0713LtBLtK9xLK/QwMlwccTIUqgcTHAwx98TM2cYOMaqLeo0/T1XhFfIAZyUtsPDz2PkQwI4DbpWBe6PhYj1NKn7++cauGHxViSEeRAYOdgSozEbdpZZNYEQ4rFCiOsAXAtl6PtTIcRjRroV4zigYrGboZ1mymaDpVDJ3JWC3zgNgKv4BdUpSiC9E7C8DJwQYigNHB/oqxm4ovdWFQOX5cUUVh0AV68XavV3IVYLcKskk4rUeRLSwLHPppoJ/vi8k40tS3Fb1LRxpDpcAMC2fUUAF7pM6Ph0stwYLwNFGxG1L3wB1TfZNMstYPIBXCzQdTRwwgI4vWg6hs0kwo1/8Uy87TmnFLa7EUc4+ZDV+OTLHm+KLHjTen+7fQPfSS1HAPotQigOyn2Ni6FWVnzgcphlfj33sxIbhoEz6nMO4HhBQ2pZHGLmmhrALTGZNwGFMrsRDuCu+DDw7kOBuW2DbfyDPeSQRQywKdTKIA1c5v7+1/7sM1iNOeT5cP0caDPodioxXF9VP1a8F6qOiwG8Rkp5tJTyaACvBfDxkW7FOA6o2LPQVSnUJHLo6W6WO2J9DhTqplDrDCQzzmA7uh9QKIYqYkjCDE4oQgxcGVC1wMxOy1NhZjpP+0Hvy1KfPHqnUK0GKxQ+e6S2K7yscAq1/khtAVxkANz22RCAC6VQ7bqpPy3/vBFgrwBl0lsVncymbX3GLokjpFluACu1FMsla7jNNneqmQS1jXHgXHdrpFApLemcn0EMSWW4WrQyjN8aY+BKWDF+qQ6U+tp6AyZ/orox2l6oZQAuBxo6TUfgjIoYlhgDV5KqQ6w1Wm1W8HDb19XrfVf2v+0Heuy8vdq0eNgiBpqvzqknDRy/ru6/Fod86y3428ZHatt+9FwFK0OVuu/wqGJ/aeAyKeV36A8p5XeBIUa9cRzwYQBcw6ZQ81z5wJUxaKaIYQRX/EoxcACGSqHyFFUr7p124wCC4hDtFwe4g/XJh6zGix5/FD74ItuJzjJwKMzjADhZl4HrlUJVr2VFDHST5MCljHnlYJLu1WUGwb0iiQQOIgDnp1BLihj4MeUAmq7hsiKSblbNJqgqVH0cYp+Bi9BhKdRmrB6EMtYVovfxV9+tm7LbTKvoZnmQ+QbsQxT1c3WKGPr5WdKJGrSZfSAFW/Z+6CrUj5yNqa+/FQ5rWgbgZFYEcM1ACpWijIHjwG7TSep1x819bfYBH/dfC3zgDOCHH+49XT82ImkbmN3qfdgPAxdIoer+thvF3tq2H71CwD4IjF4Dtwxp2bIvhBBnCCHOAPAtIcRHhBDnCCGeLIT4BwCXj3YzxrHS8f3bdmDvYlijsmexY1Oo+gL+2o1bsXexW8ru9OrE0G+E0l3LFcNUoTrWFEn/DBzXffgauHe/4DQct2nGTlxTA5fX1MD1msRo4EqLGNTrlAMQerN1PMq0daEgEX8cCUy3Ekw1YyeFKrWuLMjAsXU711SALebT1gJwOWfgiinU1LMRIQsBvwo1FHR8D1plAT5vccZn5cfSr2idaMSWuR0IgIWLDSojpIFztGj8+NrlDvTsp8FUE6mFcGXryjMg0ceUwBldNzyFGvKL48viy5w5WL3uuHWAjT+AY7sGpJu9rplbb1DMHEU/RQyf/z3gfSe6bJ1h4Gqc/IrUdpbX613aK5QGTkWeD6+p85ftV9APG72a4r3P+/vt7P2IceQ4VjK2z7bxoo/9EE97+MH42PlnFr7fu9A1RQx0AV+3Wd3gyjoj9OrE0G8QAxdHxf6Yo45hqlBbSdGaoix4WjgUVftJAzi/oZheqNJl4IatQvUrJAvbqr/nAK6OLQlFP6Cc7ne0TwetajkMnPk+sJ444FPI1y+E0Ho12TcDp6pQNQNX0MBFugpVAzhu5JtXM3C03ZQy5tMXm9nbdRMjTLYybi/UATRwDID1V8SQuq+Ay8AxgBXnHcxgAXOYGortmEAbHakH+DIjX87AEYtDvx0O4MpsUIJsk55/ewkDl2fAX6wHnvRHwFP/vNa+mO164Frg0NPrz1M38rxc80BB7cIaXmXoh89Srxfq49WPBu6mS/T6UwvGBtHAeUUMainqAWmYPqgAVaEyb7pRMnArqYGTUj6lx79zR7oV41jReGCvKiLevGcx+P2eRa6BE0HQ4AcNKqMBcA39WtF0ewQxnJGv+vk0k6hSd1Z1XMoKBijoHHCgMtVKkCBF/MC15jPV7Lz6HPTaHmMjUlqFqj7nKeR+zns/ukaqCKPju3666fSYtVWdxXn5OREln3Ph/1vOU+kw3gGiLNI8Z1WovgZOoKslB4BKc6qnb6tr7HW82torkAM4Pr3TiYF9Tkwg2c9MMCPfgVKg2YAAzrSsSoufAQ6oOu5rL8b1Ey/vfx0UWpc2BTaoO6CNF0+kQNJyp6F95SlUw8BxC5IcCNmU0HLKihiILfr+B3vvhx/X/yfwkbOBG77Q33x1og7Y0qlJNKbqLatWEYM+wSkzsaD56pz8YBEDt1DC0DlUIayR78g1cMtgI1I5Qgoh1gJ4MYCj+fRSyjeMdlPGsVKxQzMYG7VxYjvN0IgizLQSzLVTrYHLjMYpFgKpvqo37w6DPgIWIwFwmq06usruYAQxCg3c2snG0E9qVWnFUBXqIasn8OeNT+FZ3/8qvpR8GeuPPLm0IrO4vOp1lVaheia0/nb1ijgSfR0ruuFxVpADLNscPtyJgYKvk7NxxjstivCac47HN2/aFmTg3v2/P8M5J27CWcdvBKBYrjIGrhlH6Ka543tHFgKZ0cCV7/POeTXob2TGpqHiFbVsu24CktbaJgz6qiOggRsohVrGwNnju+p+a9VRee+YfUABionV9rO4BWQdTIpO2MjXTwdTIYIPPJZCAI6l6srSslXAxXzf58i97WfqdTlSszJD5dDfKWHg/CizEfnci4HVRwDnvdt+FjfUMU3btnjEpOn7YeCKKVQJxXAPO/zQ7FK3vRuW0eOxHDYidSiO/wVwBYDrMG6h9ZAISkFt0q0/Tvqzr+C3Hnekufj3LHQMAwfQzV9deDdvDZtY0gBTNlC891dPCw6yoVilmbdDVvduTTKKaAzZiQEA1k7V8DAqiVUTCWaX0soiLqNlYocwjgQe37gNyIGPXXo1rpV7sXGmVes49wJR9FVVFSovYqiLD/quKvZ6gTbiCAsdCwzSHgycC2D458XqUw7kfAAnpcRHv30HPvrtO3DXe54DgHqhWgaWRxIL0wu1ESvAqqpQVQo1Er2PPz1gbZhmDBybnp/ekAaOAC7/brAiBHucI+QQyCHr1L0FUrB1QE8lyHzfScCaI4E/vN5+plNxk2jjzc88qXxdBMAMgPMZOHZfCzJwPXR16sPwNhum7wBSHZUZLPMgBi6pAHDGMsZb5o1fVK/PfBczsWQAzp9/UA0cNzHPhwdcdA1KqR4eR9mJYTlsROoAuAkp5ZtGutZx7NcgG4YNM03ztP6ZH91rNE2zbQUoDICLAMI5Fz7v1OAyQ9YHPH7zsUf1vZ0Hr56onmjIGLYXKhCuMA3FxeefWeiz+fGXPBYf+86dWD/du42MTYW5x3cy/v/Ze+9wS47qWnxV9wk3zsydrNFoFJCQECCMEAiQRHiAsA02yeZhf2Cwwfjh9zPRfs7GBowjfoDNA4ONARONwSYaW8gkkSWQECBQgBmNRjOjCXduPqHD74+qXbWruqq7T7gjIWZ/3/3OuX06VKeqVWuvvXcOZEACU1Nz1LiPqIJN1XU8GXCpy7wOGoFKLlT+fPXTHB+5/gCefNEu5kIt7pcDAv7dcqE6OeGajQira/ZgxKtnkCVpHqyFqjVwiXGz6lqoNTSKx5blALWFMXD8nooAA0fPI10TzqCOWgorfv398bX2Kh7afUv19lUMXABA1Griwn77f+US/eSLLgH2nCuXeRk4AnBN+39fwIVOgxJg4Hx55kLJKGO5AAAgAElEQVRMXF4B8CptjD48sjplrwjQhurZ6n0Vwb5lB28AdskE3IgbQB+2C1U/C4O4UH0MHFQakerdlBlPm5WPIS2JvW8Bl9w/tNBBkmXYPVfhqg5YHQD3z0KIXwXwccAIDfI8L1aVPmU/EkYauEZssw30fa0nXypyyVDn/wsP24OHnrXZu08aFMcRhUoM4fbZk8DAjVhKCwAmW/W0eo+7347CskvO2oxLAteUm08DBwATcQ70DYCrW4mhzAhfhIIN6PeJIfKMDRKBChSDFJqxwI0HFvCS91+PY8s9PPXBp6vfi9vaujGznDNms+0Gjix19bm2VAQpt+Vu8RlJMpPU2s0D11QsXo/lTYwioWuhVg0KF+/ZhBsPLOCMzaZTtxLeBl2otgbO0gAOxcAxDdzyIWyru48qDVwAQAwVxECMWp9VQ/AFTNAnpaJwGbjMw6pZoI6fiyenXYjV0i7GQQHcOjJ2dRi4zgn5mRYDBrz7CgG4O79hAJwvDcggDFxJEAOgolCr91J+CLWDHPKWjTWRb2Si6ske/mdXA4Bm9ge1OtPhHoC/AvBlANepv3th1sIfHzu8KAFcmpmC24BxvWgA17Sz7Je5vzRrM4bEu8+85Azs3DCBp1+8u3rlEa22C/Vzfwm89bHWIhowJwKRueM06lhc8qYd2WAjq1mJocwILFTVQuU5yAbRwA1iRuNWZAWPrXQLpam4RRaA8YOejcr9TefajIsuVBfA5bkMUAjVQm02hC6lpfMjCugo1CqA/ftPuhCf+63HYOtMwIXKNve5UOmYzYaphTpYJQY1yISKuVdZVRRqAEAMNVhSUAIHcF4GTrUlpIHzFbrnVuVCDbFaIzNw62B1Ag7WFIDz6M28+3Ijdsn4ddOlsIZk4LQL1Q/g8nz0qFHaPtMauPHZ3ZXI9xUAzlWVGM5Wf+eMtRWn7KRYmuW4bt9xHFYu1CTNdcoBbqt9YuDM4ANU5a4aHwN37vYZfOX3HoddVcWNx2C1Xaif+VM5m2TW1gxcde3MUc2kEbGvb0PJUmP1mebjY+AKiXw/+Dzgr+9rXKjNqLCNz97zgkvZeoO1jbCEKUBvg8ayIAZ+LH5YPhHZpNzftF83SAIAVrp2XV7S3VHqHDe5dSNSlRiS3CoxJ2uhVoPYViPCmVvsAB6LTeQJiHkpLXWsv/y5i/BrjzoHD1H1U4FBS2FREENgUK6ygfLAGRtq3qEZOBZcVeZCbbTs/30uQB+AC9ZXrXAh3hM1cLUA3Lz8rGLgfGXTuHEANzYGjoNKO6Bp1NGHmpHnUKW0Rtwhsyi6e0pp3Qrgx7ha7z3T8jzHvmMrA23zt/99C57x5i/jhv1ydkXlsVzrKAaOXGQ0YJSlypibbqEVR5hqjwHM5Dkwv3f0/dSwUTRwdD0mGusP4OjKuwAoVgxiRAAuy0dmQYOM63f+DVg+rDshft5lwOyyc7firC1TlevVaVPDYdXKghhs1kpYgQpkm6bkgN7UAFHoBLxkSx0F4NRBEh0kEErkayoxEOgTKo1INmSkHAdtVhoRz70+beMkfven74coMimARtXADWReUFQDwA1zYXwuVB/Aos8CA0dgtcLFG2q/zwXLrYqByzLgxO2e7QYoMTWoDeJCrWTgihHL9u+cgSMAxhm4AaJQybgGTp0LRaGOnEZE7UAGMYy5EoMYfxqROgBuBcD1qhrDG+lvvM24d9tL3v9NvPxfrh/rPl/18e/i0X/1Wew/Xh9bf++gHUGaZFlhsAKA1b58Ge0oVD/LQfbTD9iJT7/80d6KAwPb9e8B3vAgYN+XR99XhT3v0l2DbcA6vw4xlc31d6EKfQ/s5ZECcFRRYjwauCLQ4UbpMSwGrmYi4mHTzOh8bZHN+mWlQQz29w/+r0fgOQ8/06qgQRUadESpx4XqMnAkO9AaOAfA80oMBLDiSKURyeolWnaN31OrgkTNiJXhKjHUlBe891nAtW83/+sggIBubF1cqCEGzgFokRPE4HWh+gBcxbmEXKhV1/CavwFe/0Dg6K2BFSquyfEfAu94sp0GpcrqBDGsDaiBq+NCLWPg6pgvuETdlxxiLKW0jAYuV5UYxqiBE+NPI1Ln7f93AH8K4EswGrjrSrc4ZZZ95Po78eFvHBjb/npJhn/64l4ACJbDqmNp5s86HwpiKNPANeIIe7YMF0lTsL3XyM/jt5WvNwbbvWHAZME9w3qu9W2mcj0txKREqgOzXKgja+Dkp3W/WcejAVzDBlPlO7X3PajRObm5zcoYOFcD9+A9c3j1Ux9gdcrTKmUND9xInGkyaeAMAyfPvzIKlTFwcST1L8PeH75JyB1cZqMGMZC95qkPsBcc+jZw838AH38Z274qD1wIwA3QRjJvEEMJwIqdag3eIAafCzXEwFUEMVQBlL2qzPiJve6G5duRffbP5T6+94l66wP1gDmBrEDAgLYqF6rFwJVp4GqcL133AAAcR9QobX58paf2N9LuLFsPDVzl6JXn+TvHesQfMxt37TPALubd9TBodS3NMm/WeQPgyP0jl693WStt9II21j+NSCGnUNUb21vRiUQJ08yehIoRIQ1cpDowAnDjiJzSDBwHByxTfbdvA3y+TdU+h32GfEEMkTApM3zHD6UR4UbVPlbUM99USXi5LQc0cKFaqA1VnqvHghiEcp8MO8iEXKhVFTwIOQ92TApiKAK4Zz/8THvBt94vP895jFlWpYEblYFL+wYMkC6qVxXEUJEHLqSBy1Igip0gjJIgCddCrlUyas+wASORegcHYbLqrOtNZuwZyyrPny33RZHS73V0edq1z7c326VZDXnCsduA1WPAGQ/z/kzP4OV/8RlsmW6NXQMXIuC+dceJofZZpxLDD+GBx6cCGerZ4aVO9UoDGgEsAF4XaF2jZKOF/TuuQQp9rioXNbDluXwpI4fBohc8Ls+NNhZjjBryDBAVbBqb6T/vkWfh6HIXz7/i7HVqnDHDwDnLczlINkSq39JRgTYxTLyWJhYMg+xj4KprudLnsC5UYuDMMQULYvABGTt3mn+/BOCWu321f2FFZsvfbABH70xDBzHYzwy5YaUL1Q5iSNJ8qPeIX1/uTm011mFSVcLAFWzpsPxss+oIPlaqUgM3ANvRXQKmNtv7qtLAEVAIBTGEAGbSAVrTflBo7WdIBk67dIf0pOjEZUO4IkvXUe3xgS3fvizQm/m/+xi4QWqpagbOn58vqxOF+rcXy88/XihfD8BKLxmzBg5BBu7avfPD7bPGOpcAeKj6uwLAGwG8e6ij/RjavmPjj/+wAFyaIUkzfPSGOws5ZqosCwC4VceFSs9cXb1Nbbv5P4G/PNsGUYCZYZ0MAHfnN833Oh0ba+t0u4FX/sz9MVUzD9woFmSwMjuIwbvOgEZs1DRnFhfv1F+7SVH7V9XPGQZxuDb5GTihn1+vCzWQeoObBnAqUMGXRoQ0cAScjqpEu3MqAOKi3Rtx6dkmlx+vxMAjubM8RyfJhnK5h86lbg3dgUwzHTVYIS9Y81QyqMgDJ1DhWuZAoLdcPFZVFCp9RiEXaiCNCO23Kg9cnvkZqqo+hYT9Ltupgxjc993pr2nC6QKgr74VOHSj/5h1xglqD2fgfDo3X8BL6F77NHChUlxXvRK45vXOsXwaOPv6jq6BM3voJtl4NXAlUahJFVMbsMoROc/zY+zvQJ7nrwcwXNa5H0O7XQE4t9zOKEYMGSAZuHd+eR9e/L5vVurs3GcxYQW3ubkMS7ZeDNyJfUBnwQhmdcPUCz6IW2AYS7o2gKtV5PnuCcimK+92KEINLI0xArg1H4BbOqi/9noU5DJ4It9hAyzonBqxDWSoSoIPFNVxoU5rBs64ULPcnilTFCoBu71HJYg/e6vUfJ6xeQof+LVH6PXJDdtPc5MHTmnguv20oJmrY6E0IoMmRq5lgzBwZQyMlQg3wMooi+BE/N38X8DbHudnuFzWHKifRqRWHjj2XQO4ACipKhFWm4GrAZY/8GzgtU7QVciF+h+/Bbzlcv9+qtqUpdB0vqVXK9EGZn1/RK+VB84ThRpi4L74euDTr3SORWAxUCEDw08QfdvXUdQMtm8bwHHCxTcO17E6LtSL2b8RJCO3/pTDvcTuOCE7gJ1jLAvlAjiqnXhocTB3bSiNCJlm4EqSpY5kOqrIEcrSC+4pmTJWO3iDPMbuhwF3fK0cwEUN2YG5bOHJsoALFTqIwTwTo0ahkgtxhgM41ukmfXlfLBdqTQ3csC4JDeAcBo4igX0saKiYPbfdczLX4B5V9aCpXJL9NEOsBkdi4Oi67D22AiEQLH/TjCP0MzsKNRJS/9JJskLlhjrmpkQhc3PQhWwgcl4n8q0B4Hwidh8rV8HASQDHFnzoBUB3QWovJ+fsfXV9DFzNSgxuKa2qIAbfZDIPgFHSy3GrZOA89T1DdtPH5Gd3GWjPyO+agSupxTpom/h9T4oRn5bx45IExfcsAAEGbhAXKoFKz/baxqP/Nf+PtDvLYieNCNevl43DZVYHiL2OfU8A7AXwzKGO9mNoSx35MowTydsu1FTP8qv0cAUGLs0Leh9uxBrmJS7Ua//g8d5kwLXM52oBzAs6rLC3rhGrtPnsagAXt2V77yYGjibEIQAUMwZu1EoMZBYDx67NCy47A1/Yu4TLzt2ql1W6UKPR2ubL4SaEcfdPekARb1PosA84fSPe+6uX4iFnyqS3BIj6qXF1kgaO3q+9R1ewa+Nk0BXajE0lhpaaBFEUaqefDlW5g5/LIGlEhrra9MLXGVQ12+aLOM3l71FUqYGL4LqrqE8hjRfbf48Xnlf7HZiBKwli8IHNYB441/XqyD4qGbhGsf2WsWsiInnsO78BnP0os8xtHweVd14P7H7IYG3izGlaUwMHyH48igPPAsxD7GXgAmMIp8G8QQxy+1wH6/h3AwDoVxMc7vbrqYHjAG7YMbROFOpjh9rzKQNgtDVDgxyPrfXNC9JLMp0RvgyM+SzL80LEHTcaKMpcqLzcz8BGL68bqk7/DyvsrWta2Ny22+OzRgvor9jRbifR6OkJsaAcwI3LqzbDkzKzTvmBOyfxjT98grUuDb7/85IzvPuiBJnDYksCfm4aEWKjJ1u+IIZqFyoAPPI+BojSM85dGidW+2oZMXCrOGtrOGVOM440WKP2CqWB6yYZNk4OnivRZhPN8vou1AH6n6rIQmvdOmxbFHZRKhOuC1UP6AQmAy5UamNSlQcuVErLs39fRGrILViZALgqClU9C4WJoed+nfYgKfnY/zUD4HwuVN7+5UOeNg3JwJVp4ADVX09UB3z40oiEJgudE5KBtbYvcaH69yJt5UjZr3J7V6JSuUV9c12ovZPBwAkh2gCeAeAsvn6e568a6og/Zkb6mXHmf1nrmZvNI93KwJjPkiwv5LziZgCc/f/YLJQEkmZY6+1CJYYvJgBXwcABEsTdDUZ6iRAOiceogSOzGLiqUkMAvvfqnwy69OqUYyszAlaxw8CtKT3epMeFGiqlVWZUfJ4XtKeKJ9Th3nliDY89f3twHzSpuXOhUyil1e2nmJgdfNITikJtrmcQQx0A59XAOQAnblYCnYILlQBM5jBogO1C1QAyABpcjVvQhVoB4Oro3nzAqC4D504MfUEMLeU25ZUbvAycD4AGWEOf8e2rGDgfMA/1FWV53EJ97+JBA+B8Gjg3iKHseV+5q+RHtb37/7iDGCwGzrR93TRwAD4CYAEyeW9FVr9T5hq5X9IxZmC2NHCpid5yUfw/fOEH+IkzNuGSszbDZ6knCpVcPYAZKNYtiCGogVMv6LClfGofX+1fM3Al94jSD9xdGjhlYReqeSbquin/6XkPxY4SbeY0B0Wuq8RjZdGV1BEO2yH6EvnmuZET+FyoNoCrd1wtR1DvxVovxZ0LHWvZai+1wa1jpKfj+6Mknp1+OoYoVAbg1iOIQYOnGkFEVUl7fQDIs98ImcPAOcCLD/AeF1oQSLkat5ALNdQ+DUr4Prnuq9w1XHkNtQs40K9Y5+W5lq570f2d3tU80H6f0TaNifppRPj3qvQxvlJaIQC3dBDYcaG9jifiNc9V/1LGmS1XM3Bu/zreRL4IauCGjUKtA+B253n+k0Pt/ZRhqTt+Bq7jBDEQwOo7x3jNJ24CAOz9c3/QcJrlBd1cuxFpXRFN7ss0cCOZLywcYAzcOgM42r+bnd1n1PHfzS7UEDZ7xNmb8NHb5Pe6QPuxF4RZJMAJYrAA3ODMaCiPXV3zpRGRLkl5ZaZaPgDn/15mRgMn97vvuBxYz90+g1vvWkae51jrp97jkZ3JKpKQjlQWspZRs6NGoYb0cGMzDmqqBnvN8FSkkQgxZMoEnImHy4wFGSYnSIG2paCjQiWGUB64zOitfAAkFIQRapdvXZ/RdQtp4Hz7t3RlcfHYXgYuALDL2tSattvlPT8PwAzpCbULdAAGjkW/1yl7Vs7A1XGh2v/7JobDmlvMvtsf3YVapyf5khDigYPuWAhxhhDiM0KI7wohviOEeIlavlkIcZUQ4hb1OaeWC1Vn9VYhxLd49KsQ4rlq/VuEEM8dtC13p1EQQzLkDfLZas/WwBGSH/SB8KUR4ewADQ451ouBqwhiOGkaOMVC1WEc7jYXqvwMMXD322FAw7iEt3YQQ8VAVWE6j92IiXz5JCLNcu1C9YGiuho46zixzWb/8Ii83+fvmAUgc+SlWY5JD4B75c9ciL98xkXYtWlSLyN3KjVlbWgGznz3RddesHN24H0GzWWzyiY2PhdnJQDyAbjMBtluIEUlw+cARDffmw5iaPj3z9epAkA+jZ3brrJl3KjvK0wMPSyozs3G+kV6rkNuRVq3Rikzs40619a0DbYqNXAVYFFrnmto4Mi1vHqsuH3JuZS+50l1EIM7xJUx7YNa5GjguAt12IpKdVp3OYDnqYoMXcjJUp7n+UUV2yUAXpHn+TeEELMArhNCXAXgeQCuzvP8z4UQvwPgdwD8NoCfAnCe+rsUwJsBXCqE2AzglZDpS3K1n4/meT5c6uKTbMvrpIGbaTew1k/RS1OtY6N0B/y4ZeZL5GvXtzxJGrhQEMN6a+BCwuayde82Bs5TMoqxGk0xfg2clbvQ0sUMDqxHrcQQ62L2ZvtUsWGTzdjrIq2TyNc1N6L79uPyfp+7XeqPqPawD4T98mVnF5Zdef8dsv2qLWu9FBPNwRm4spx2H/+Ny3FGIKUJ2WBpRJxBueyelaURAardasoKeeDc4IXQBCI0qBMAcAFgyIWqlzUCAC6kgasARpVgiRi4gAbOd96+9oXytY3EwM3I4+tyYjUZuGCU7iAMHEUfe1y/oaoPVeZu59GPui7Y6RKmfVBz04hw7xcnXwaxOgDup4bZcZ7nBwEcVN+XhBA3ATgdwFMAPEat9k4An4UEcE8B8K5cqrW/IoTYJIQ4Ta17VZ7nxwFAgcCfBPC+Ydp1sk0HMYxZAzfRjLULlFi0ZQbgljwAzo2E9ZXS8jFwNGsYu94mlFmbOpD1TiOSuhq4MgBHWpW7KY2IMguIMC3QegA4y0Z1oVIU6pBeeJNGhLlQs3J3plvMfpDj0ISL5ASbp+XAv6AiUstcqIDM+3hosYP7bJux2tJLMysBcl0LJfIFZCqUkJVqgkLmarzKJp+hIIa4JZ8TV7cVNb2gJnJLablJYStdqA4DFzsATrtQ2+Htyo6l1xNhvZ2XgasYmOldcvsVH3DUbJrn/EP52qpAlbdNzIUKSMDVmvIDOK+LNwCwyhi4EKj06hmL56eTzpQ97m5bo2KlH3f78TJw4TQiXBY1iNVJI7JvqD0zE0KcBeDBAL4KYIcCdwBwCMAO9f10APvZZneoZaHl93hL0kwHHIxbAzfZitBPI/SSDD0FzMhdCwCLnvxzLlhLPS5UX3LWXDNwY9bAZR4Ax4ME1p2BIw2cw8B964PArp8Atp7H1vUkDD2Jpl2ofPBmHWFTmPs4ztxF2mpEoZaZ0cAN17ZIu1AZA5dJgBVySfJLVfeoBJSI1U4zGSREbCQxcFXamE+99AoL9/DzHoaBs93BA28+SBKRIqtiATonPb2XgcsMgHMZsrg1IAPnEblXaeCyzMPAURBDw16/KkjAPT+3/VXSgroRn64GrtSd63OrBoINfC7UQTRwet8BAFflgvYxcFYQgpPOxfxQ3N73LFAQQ508cFU5+1Cc6I0VwJEkKc8hhLAA3LAu1DGPyEUTQswA+BCAl+Z5vsh/U2zbWJCNEOKFQohrhRDXHjlSLVY8GbaiyvNMt+LSdB2D2movwWQzRqsRoZdm6CqQuORh4CbYbJ+DtVYj8kahWi5UZ6QoaOBO7AeuffvwJ+IDcFaHtd5BDIE8cB9+AfB3lzjrema/J9G8GjjmimgwBm7sWkXA7jSHcqEWgxAGMV8i3zSXUZ0hNixUvaD8OHb5uH6WoREJ7VpdWJPPqk8Dx23TVEuzdoBdq3XUKNRBdIQjpREBFCNeMviHWCsdLOCAorgZ1MBZ51XGwKU+hsmpCFCoecoApLXcE1HqA4gcgIbSiAwThao1cI621secZT4GjlyoAQ2cV8NXFYVKGrgZe9/8vc+c62odK+TuLglCcK+dN8FyhR4SFYxzjUmo2z1VMe2DGL3DROZwDdywDNy6AjghRBMSvL0nz/MPq8WHlWsU6pOSsxwAcAbbfLdaFlpuWZ7nb83z/JI8zy/Ztm3beE9kSCMWbNNUC3kOKwfMKLbWzzDZaqAVR+iyIAaue6Nj84LjPNHvRAjAqcHFBwIKy/75qcDHX1asZVrXdOcTmj2uM1iiY7mdfdm6dQId1tHqALhxVWKwbERgTc0eZxqRLMux1kuDYIofqy55rBk4NdlJVD1TYuAW1+R1GDQ6jd+3YUpptTza1HUzV5gfYlT4/+6g2nBdlUTjt7zvWaUGLphbLKCBc12omQPgvC7UsIvOAMBG8fr4vrvtC5l2oboMnI9t87kofQxcWvy9SqtnHVtt05yy91113av0dmUMnXsfvPn5AveaWbkLtdqN7G4/M0YGzs2rynVva/c0ACdk7/mPAG7K8/xv2E8fBUCRpM+FzDNHy39JRaM+HMCCcrX+J4ArhRBzKmL1SrXsHm+kSds0JQHCuHRwnV6KyWaEdiNSUaipPt7hxQ46/dRi4L582zF84Ou3W2BtshUjzYultOiB9YGAQtZ3ihCqU3LHZ1oDx2d2HMCN2YX69X8E9n2ZHasvwZvOZj6g1me97NCNkt30mHVbkoAGbsQB/r0vuBTvfcGl9sIRNXAmCnW4NsWawbMZuDIX6ihRqKnrQo0dF+qAM3MLwA2RRoS7XYcB6IN1PRygJKWMhxf05GkRKGkA1SzuA0oDxy+LO4BXVUooRKGGghhcZs4zqJel7ohbfree20a9fV0XqsPAedmqEoAUCmLwgr6arGDTic6vuu7egA+fO7qCgQsGrPgAtj32lL4ZFbkIgWI/4auxPKzRrondH4cLdT2L0l8G4DkAbhRCXK+W/R6APwfwL0KI5wPYB1NX9ZMAfhrArQBWAfwyAOR5flwI8WoAX1frvYoCGu7pVgBwWY7Q5Putn78NH/7GAXzqpY+q3O9aP8XWmZZ0oTIGbrWX4tLXXo0n3n8HHn7OFgCy4/+Ft30FAPCA0zfofUyqIAge2CBEebqHogbOEyk0iGkXaoCBG6cLNc+BT7xcfv/jBXXcvuzQaeTIs0KHUGjXyQBwb7lcflI7AV2JwY5CNW0ZZyWGR7Iap75jmUEhAz7xMuAhzwN2Pbh0n6Nq4OK4qIHLVGLcuemilgWwn+G6zJ/RwMnr2U9lQfqWKnJ/glyoAzNw5vswLlRe4WKQ2zu6CzUpBykhBq4Q7cldqD4Al/mfjTJQBfhdeXVcqIMGMdCyyHEBh7R5vt99phk4J8WFF6x59GwEtqqCGAZJI6LTK03a21oT7ZLr5+oR3d99bQldx7KqGuy7CWIYzYXq2nR7vFGogAFwvTG4UNcNwOV5fg3CgPhxnvVzAP87sK+3AxhBbHX3GNVQnJuSnUZZIMNrP/m92vtd7SWYbE2iGZMGzu4k/vM7h3H/XTIyjQ8WHKxNNGOs9BKLlZubammtjg8EFFyoekoxJNDydgweAS4gWamkC+x2tGl1beWo5/iJnKkLBkRDndvJBHAe04l8+T1g170hTLtPmgu1uwBc9w7ghvcDf3C4dPNRKzH4olBTFYW6KwCIOKNT96huFGqS5mhEEVqxPMawDBx/n4YrZj84m8gtH6YWKlAEcFUaOJI1uy5Un4Ys55NHt5SWs/+q5LluGwsMHAEwNzrVxyCVAERXw1cZhVqT7XL70DLtX+bpL6smwVUlv3xtahKA82jvyoBXyOVepjEMXlMfA1e85pF6vkvfjNB+mbnv1rjzwAFcAzd6FOq6BzH8KNn1+0/g4EIgI/YQdnxFvlTbZyUVXSeQgQsbfZbnOY4sdTE3xRk4e5uJZqQjUq3iuVwD14yRZXAAXFM/ZL7OtFg4W/0/rKvTl0YkDQC4t1wO/EMB99e3+b3ys21YSAPgyIWaBWbRuX/2ezeYdV9YWycYnhjVheo1K4hB3S96tgZIkDlsMQ96Lt0ghtVeGmTDhglioPXoXU0KUajymg8qbuYAbBgNnNXGAQD6cGlEHNajDKS4gzJ3lfLlnAHzDNqFYvZuW7IQQ+NjdVgaEfdYIpZ/wTxwMP1C6LyCLkIP21Y3ZYer9/VFxA4TxOALvqqtgSMA5wOO7LpHzr0OauACbCn/LNveC+DkurGSkAwWhVq0QhqRMbpQI0cDN448cKcAHLOnvumLePzrPje2/R1fkQ/8NlW8uk4qER6IsP/4agGZ37XUxWInwfk7Z9GKjQt1TrlpAeneIQ0cjzztWwAuQpJl6CXm983TLf2Q1WPg1OMzbMmryiCGMWrgTuyTnxtYBhqvC9Uz4x1k9rpO5o1CZW1Z/zxwHhfqANpHMzEYkYHzuFBDbNgwiXxdDVySSRcqBdjDriYAACAASURBVE/UTSPi2qgMHLeh0oiMksi3bPB39VFaa+ZEdnMGzMPEFIMYAvsPfa+KQtXHj1RS2goXoK7O4gGg7ja6nNUwGjgCcE5fp69nFUNYxcD53MJsnyvHgA88B1hjefF5LVTruAHg5UYcV2rgBmDgfGDP8zyShKTchTq4Bm6YlD8ho/c2Y5NDsk4FcRPc58itupcYaYxWeuZCfuyGO3FidXgQcXyli4lmhJkJieLrADhKPZJlOa74y8/gV991rfX79w8tAQDuu2PWpBFJMpy20ZTvmWo1dBRqz6JpWRBDM0ZaYOBapekeCho4XcZlnVyovllS1bHyHHjfLwI3O3EuxMBt2GXvP3IBHDtm50S9Np0EIxeY1b/4NClYx0S+eqY9eEoVXYlhyLbFHhdqP8ux2EmCkWL8cR02kW+SSgaOQCKx6oPq2EbVwHFbF4aVmxVlWRHE4A6q3NXI16f14hZ8gQ8SwPna4nOhMtDm1UVlxWAFHXHeKGHgGNjTLmAXmHo0cC6A8bU/ZCEXauG65n6AVKmB8zFwrP1f/lvgpo/KAC93+2YdDVwKNAIBK5Fb1cID4PR9cJ453/eSNCSDu1D996XgYxrju+YmxufeMTcfa107BeCUrfbsG3psuYvfeN838bFvHQxsUW3HV/rYMt0uDAofuu4O3HiHEahzELXUlS/JCTXT/8Ittnbr5sMOgEtkHrhdmyb0OhPNCGvqfPi+ObsnKzlk1u+bp1s6StA3Gy6mFhmXC3UABm75ruIybmkf+P4ngPc+015ODFzcsteNYgbgUrtzWz1ebNPdBeB85cwC7RrITXn9++qlgckSllZgiOSgVIlhyA5ReFyoB+bX0Esy7NniLyM1DANHkxSbgYuwWelYD8yvIRKDR5LaaURG63bHOah4bRgGjgKAtH5qyv7dF8VpAbhAEIOXQQq4TfnvWuvmpCMR6n3Xyz3AIUtYxQZfEIPD9rkBG772h4yuV8FV7QDiKgYyGIVakUYkclzNfJsCAxcIjnCvFa964Uvd4QtsCLpQfUEMGbt/cplh4BC2Wi7U9Xu3aN+UjWIcyf1PAThl5BohI0DXGzK8F5CzdQmK7Mi2V3zwBvzM312j1zu2bIAKMXBHlpz6oMpuOriEbbNtbJ62o1C3b5jQg1S7EWuBJAdoPNfMZDPWxeznppqYbTfwy5edXe5CdTVwWvw/JKjRM7sK/Qa35UMV+wwwdGsBNi3maUQcBo7cCmUMxEm2UBQq8kzX7Zs6cQtw/AfVOzt2G/Dv/wv411+pXjdPTVoB36CwVH5ftAZuxP6RP4O3HVkGAJy9ddq77nCJfB0NXJqjEQsd6Tq/2g/WXi0zqxLDEKW0AJMDbxCG9eIz5wAAZwZArtcGSeTrAgOSQ7QIwHmYOY+WSbiltNz9exm4QLvyzH6n+e9RXO1CzRLDKrkaLTeNSOZhoKz28/17xhLeX/kYrrou5NRTX5T/7gNNQFHrx9tUpoHjzFnBhao+G55r5R6rKgo1qKezr49h4Oq6UOtp4MZp9NoS9hxHWrFTAE6ZC+BMCawRANxqH3PTLUOdOrtKFLi6a8nMnt75pb04uLBmLbtu3zy+cIusLvHN/fN40O5NAIC2ikLtqILeFO1KblUgDEAnWrEuZr9nyzRu/JMn4vyds6VapcLAoTVwQzJw9EJVhcBzW2LRjt0l4JvvsWfEIRerV4jbd1youf2SawBX/eKvt+ko1EAQA7IEW2bkTPh+/3Yl8MbytB5yZ2qQO1IjAtpyK3ncMkvlTPWoGjgynsj3jnkZcBQCcPxQdQ8ba7ZcTYCyHHEUoRlHOh3Q5BDCZksDN6QLlapBDOKF/pXLzsJ/v+LRuEj1GbWsLJGv+/y77wYBCWLgykppcbe/yP2gWK9bFe3oMDVaA+cABM3AseU6iIm1K6T/ihvVx/K1320vmRXA5ekHq3JlVgUxeK8VB3Bx8XfSuBKAK2PcLReqRwfp07P5GLZQqppQkIhzfWoFMdTwpKxnkmyaUBLzNo7E/qcAnDIXwHU0gBtuf9fuPY4b9p/AlumWZg2SLNOgDQC+c+ciPnrDnfjP7xj24hM3HsSv/fN1FgP3jDd/Cc/5x69hfqWHHxxZwcVnys6YM3DtRqRL96x2Ex2ZGkoQONGIdTH7JhsRTMJU90HOMXvNa4EjN5tF4wpi8HVcVEuRrK0KdnMG7r/+APjIrwN7v1Dc3jXalxukELM0Ii4DR4NRqPM8iUZjqggxcFlilW4ayDoL1etkqckLpTt0T2RqwEatxEDm6jAnmzF2zE541x0m9YbLwKWZeT/o+k62hkkDYr4Pk8gX4ABugChUIXDOtpkBj1SigSuUPHLAQuIAOC8DVxzIGyIwmOmSWgH3na8deerRwDkMnCXCd/R6WVKigXNLabFj+Sb7VRUQ0iTAgpUwcL5I/apaqCG2soyBK8sDVyeIocBW+vSKJUyo266SpMs8D2bQaiTyJS38xXs24Wu/N0LWA4/Re0vat3GU1zwF4JQVGDjlQs2GpDl/7i0y438cCSv/C3dj3nrXMl78vm/iTZ+5zdr22HLP60L95n7JCF28R7pFWg2pdUuyHO1GjD2bZae52k91WHLoIWk3I2R5joW1vg6yAIzw2wVwu8URTH71DcAHns2WjhjE4EsjwgW0fL9T8pwtBo7colwXF9JPaADndFScgcvSgPvhJGrggs+bXB4HAVyKnRscIOPWV3SNOrHecnW7sqTchVpxXUxwTPWhyszVYe7ZPFUrMKIu5okcvWpfuVABYOu0HNRJDzeIjZWBW48gFW55Bv1u5y4D5wx8LjNWcKE6AIqn4eAALtiWEhdqKQPn5ntjAE5EjEHiAKSEgfOlQaF1y4IYqhi4rA80qWg86wdd5rLKhdoPaOCqghh8ALlQicHXD7L2hQBcw7lWdSsxhJ63kF4RUkMJVEWhBo7BV1HH2Dbbxna3Px3RTDF7as4pADc2KzBwirlKhowOIdu1adKa1XMAd2LND3ym27EXwN1+bBUAcN52OaOeaTd0AfuJZoTXPfNBeNZDz8BqNy2UyAKAjViGQIZWHKERCfTTHLcfW8WZm40+JpQHbhYqP17EulpaZ+REvh76v+EAOHrqOVvUVswCByB8m1UWAEKz1tTRnBTywKXFbU6mBq5i/xYB5bTrT5/2APzKZWebZcduLT/WICXQsoQNaiX5qAI2bCWGWSfC1NVh8slHmQ3MwOlaqJkOnCAG7oKdG/wb1zz+sAwcbTd2/PaDzwHz+8z/LqsSYrro/5gl7dUM3LS9vqUhK4KGKMTAuUyUC75on9bg7AFwdCxfHji9LgNLoVJgketCZQDG60KteEfSngG7PqbfdaHGLf8+k7XideUuzFDABwU/pI60BGAMXJkGzsfAcbZyVA1c4NlzngEN4FBiNforIjwadYsnD2D03uoyfac0cOOzRQam8jzXDNywF/n0TZN48J5N+PXH3Ifpasx+AeAHR/zMx2SrgSPLRQB3XFV22DjZtD7p+6apFk7fNIlemmGlaz+g2zGPGyZeiBfFH0UzFrpNS90Ee7YYDVEojcgMAbg2d8eMGIXqBXCMgfMmjmTn1SIAx5gmvs3iAfPdy8ClnjxwPlcN7xDXmYELgGGvCzW1O8ItM2380c9caJYdvaXiWAOAURroooZfE+MmInWM2j0oe3T1Kx6Nj/1/l+v/3Y61WTMqoi6Ac0P908wwcNQXXHDabK19+Y7fakRDM2g6iGHcOp13/aytmbTcikl4QKX/ubsxDQQxWFGcRVARvCSFUlzt4gSi4Nb0pRFxXKjcnVcor+VbxgGow2C5Llhf+32/Z6ncl47u9kxk9ScDVSFWj8CzngRP2FGuvnb0Vb/O+1CtgSvJA2dp4EJRqGNg4IIaONeFqkoNliGaKnc2DLhaj1RMxb5l9H2eAnDKOIDrsuoGoSCGL956FL/4tq9YmjZu3STF/U7bgIlmbAE4nq7k1rsMgLPyRDUiHFvuYdZhFw7Mr2HDRAMN5UrhAM4IrCWbNL9qA4HThCw8/9ONazE33bJcUZyBo7a6A95GoV7wNhu8Qhq4699bT1dFL5EviKE56XRonnxJLQU8u5yBYy8/b4NPA5cRAxdI5OtWX2icDADn378JYvC4UEVsbze5WX4u7C8/VlWOKrddUWxrE8tmtB97iZWLT+eBG7Bf3L5hAg/cvVH/77pQmzV9srUT+aoRIOEuVLUxseL33TE4gKP3alj2DYCuBrEuqQ6swS2300uUBjEkNgNDjI6bRiRPAQgnAtQcsyECo5kLZPg7yN2y7uCs2++4UDUD59HAWQxc036v6NNl4LgL0cvAlbjtqN90wS7/rnXCDFT53J0A0F+1t2l4wK7bTrpfvSV27L48d7fCgpchLGHgGk4QQykDlxfXK6zr0cC5iXxHjEJN0hwCGdoYYx1uZcLRwJ1yoY7RuAt1pZsYBi7Qr/zqu67Fl247hmMrPfzZf9yEu5Y6WOuleMqbvojr9s2j0890uoA44EK97YiZ9fCaa51+il6SFcp47J9fxSamv7EZuJa1nzTLrWzx9Fhv3zCJ97/w4RYLwFMM0NjgzkA2CQWSWoyB8yXyvesm4N9fBPzbi1CwpUP+qgtBDZyno+IvHkVJcReqFZbv6xAdF6rFwAUGK6tDOokAjnX+JK71auAaE3bnRANSlTZxEAYuS02nzjtv/TsfSNZkjVSWi08zuyOCD9eF2qorqhs4CtXkgSNQ96QHngYAuGDnMAyc/BwliS+B1XVJ1MzN1YVVBTFwBoYmYzS54mBLBxAUB/IgkeqyNhwUlDFwBReq+oxi2W9x4ODmQtPPesNuv4glxRNyoVYycC74Ja2ZTwPnRGeG+iAfm0bLmhMoAODQNl1HhsLTK3k1h7TfgIYQsF2oVCOXtjVCMPs8y9rK76sD4qOBo1DDDNzvNt6Hv/r+E2xiYQxmitnL/08FMYzROIBb7aUsCtWP4IhJu3bvPP7+cz/Ab33wW7hu3zxu2H8Cf/Gp76HTT3UZDhoAstx2oR5lblKeTX6xkyDJskLCzwPza5ppA2wANzctv/MajVwfJNTL02xE2D03ZTEZZ3AGTggIZNgCVloFwCaoF5y7UL1pRNR+3dQUeQ687nzgQy8wy8pcqA2XgXNmorRPIKyBs8BaKIjBYeB4h+sWj3aBUsgWDgC91er1fOZjAJnZaUSoXY4uRv9eATb5uVa1N0vktYoDLlR+LMpB1zbMGTV7VPbIZdzqM3BDauCYC/UFV5yN777qiTpdyyBGE6ZRSvPQuY6VgPNGTroauBJRuQv2XAaOBxEIJ4DAAnAhDZzDoHEAE3TVlQQxCE8prQIAUWwzB3B5agIgQu5aX99Qxvq4DJyP4fK6UJ0+jLSpGsCxiV1VLVTNwPFJcCInam49W9/k0ptGxAe2mQsdKN6XOnngfPdKbV9LAxc6BrMky/Gc+Cr5zzhLOaKogRs2QNLa58h7uJcYZ8aWuwnWVBRnlZ+akvN+7uYjePY/fhUAsHPDBJIs17PtmA0Kaz0/AJhuN3Q908W1PtIsL7hbDpxYs0DbBu5CVQzcFGPtuACcABylYbASizJWIIoEXtr4MN51/DnAosntpRm4hinZpV8XS9yqLlh30T5Behlu+ihb1wfgaPboauA8nQh1Tt3l4nr8d34MdzCKGizpZ+7vcAdl4P7vhcDfXFC9ns98mhZmdhoRpnXxzVorGTj2cK8eK1+XBrCoCX8QAzs+BU/MnVlo96h5llz2qVnTJVm7mH0kIISZuCXMhSqEsN6vQYyO3x4yiS9g2MZxZHDX5huk8gymGHwSnlTQu25p4IiB82jgIsd9WQfAFfLIhVyoDoMTxQCEfSyh2Dc3iKHgQmX9An+XKGI9FIXqc6GWaeDcqhV1ghiaEw6DlRhZS+IBcHS/fOk8AMbAMRdq2pf332W7rKAyHwD2aIZdDWMhPUsJgHPBMmmWPdvrNCJVtVDLIoYh3/uIM4VjtMijrx15nyPv4R5sJ1Z7+Nurb8F/faciez/saNPVXlLKwOUMOc+vFDtA0q7RbNvSwKn9TjkFuKfbDVz3B0/Arz3qHCx1EvTT3NvZh1yoxMxNVzBwcSx/p0HJrSMZCYHHRNfLf1jONc3A8Qff50IlEXMnAOC40cvrc6s2JwIuVA/D1mGloNzZqd7ew+BpFyrPA+cZrHhkbN2XurMAHLzB/H/oRuDaf6rezgKg5pqVJvJtTPgFulXRwXwb3oF726UGtbjlTyPCnwECcJv26EW6EsOY04jUD2Kof4xYCJYHLtea01GM3CejMHCkgRulOkzBUl/Fl5zpnxwX6jueBNz2GfMbENDATdvrUMJcnoONvWthBs4DAAoAriXbzMtjCYct06AOxTxwBRdqYgAcHbe3It3CBQYuHZ6ByxwAVxa0xfsgvjztGwBXcKEyts5Xkgow96vryFCiZhHAWeW6GNgNltJqophGJgD2fADODRrjVR+cZ6h2FKrbVseSLNf7GkhiUsNozKeSlqeiUCvsPV+9Ha+76ma87APXV67bZ2h4pctcqJ6LzAME3GABwLhjXQYuzXOs9eTN2zZru2Fm2jGiSGDjVBO9NMNqL/EKnue4C5V9p2NNMUDGwVlDPZQNBeBiNSi5QDISQA4GaCDxjWbgeCfjC2LwJZYEmJ7AwyD53J7NKQNg8rwIpvh2a/PFZYAD1mrmgRunBu7wd8z3t1wOfPyltlh36TDw1+fb6wUYOG8tVF2zMKCLqYgMrXLXFtYVUT0X6lEF4Fjd2WHTiLgmhMD3X/OTeIgqEVVXAzeI6zaOBMsDl9UGiWWmNXCjMHCqP+iPI3yNzMfSWgNlWnzmb/20+Q1wNHAlUahRVOJCDbTPq4FzmR7mlstzyUQ1Wk7FhdSkCyrkgfMxcI4LVQO42AEbHgbKan9ZEIPDVtaJQvVFhrZVWptCEAObBIdcqH1PEEOaKA2cA2w5gOMMXKGYPesvC1HEAb2cTwNXyCOXFQMrdBCDKqVV9qpa7l7/O5RmOZqi+HyOwyhP56HFjmpC7qkvPpjdqwHc52+W5adWemkhrYZrSZppl6PNwBUB3Nd+aNxN86tFZomWUWdtitln2oW61dHRUMDC7IR8QI+v9LxFrzcx1m3G487hkav8e1PI8yfgRoyAy8DFkWAATp77537zsbjsdBK08lmJJ41ISDdAgM4nwvdlEbfof/ay+dwMvBi7j6Hj21kMV1JMI+LVwPE2JQgn23XMNzhy1/JtV0uW85rXszbz43MARx2UL4ghFO01AANX6W4lVoK7UAMAkPLvsWU6v+AYBPjthonsrquBGwQ3NhiAS7J8LEEDdN6jFLInIDlWBs7jpi9NIwLYEx7AZjWCeeDSYhkrzsCFMukXhPHsWfeBgv6a7IMm5xy2LzMMXCEK1WWF+gEANxPQwDmskK/9fP9kBJ4IgKUekEX71JM1T242zcB17N94H+pj9wAD+rrLzC3bt6UldGxi+PgxrCAODzNaYBCddamPq8XAefSG6lPUYuA8bKFjVmDBsAnqA7ZzowJwCx19rLr9V8jutQBuuZvgun3zOH2TfOAPLqyVrp+kudaUrXRTVgvV3ND3fHUfzv29T+KNV9+qlx1nLtRPvfQK7Nk8hfkVeePbjgs1SY0LdeuMfJC3KyaO3J0b1OdiJ/G6UDcyF6pvMNwwYQAej2xtQgG4iAIrRGEdQA60mcPA7dkyhTlyofKH2lfM3jcgWMtZm119B8Do/ynj0gwGJpALlacLCQhgQ8lnSZcDoDIPHDENdRPg+sDsCksuPKFE/pxBtK5lcXvbhUqd4oS/3YNEodYCcJRGxKer4ftS7Wb3wmjgyg9T12gCMu4gBkC+r6aYfTaWpJ50/FEYOC6ZGJv5XKgFAOe4krRm1B2UUxTzwLmsll8DF5QyFjRUreJ7ydlCepcmNtlgizNwkcPAuUxTf032P1HDLOst13ehZinwgecAe79ovyP7vwbc/hXzPwGiCQJwnqCtSgYuCTNwTRbEwCvY+IIYctbP6ihUh+2yXKh0XXN/xC5gTyx1Hj2W9DnPzbjgSxHCGTxa7oJFN41IlQbOBZCOPeq8bWz98TJwsxNNzLQbFgM3yoQOuBcDuP3HV5FkOZ5w4Q4AwJ0nOqXr99IM0235gneTDB1PEMNf/Mf3kGQ5vntwEZeduwWAYduu+e3H4oKdGzA70dDL2k4akSzP0emlEMIwbWepJLrEhHEA5nOhcgYO8/tweXSj9bvFwDFw1lIAjvLkRBrAuS7UIoCTF6JkJmcxcCEXplruE+F704iwsk2+YAbeFktD5wF4/BhlLtQ8s6l12hedh1tex2chUETb8mABXV3ihH8bzsBBzjIjq05lH4DwpFHwuABuvRp448V2yR0LgNVg68qiUH333WLg5Oe4ktBqBq4xfg1cI44sBm5UNwdgtH+jpBH5/SddiBf/j3N1nwYA+JfnAu/9n8M3LORCDWnggAoGTr1nTaeOpmbgWGCAxcDx5zorfvcGMRAoYC5UepcmCcAxsX/EXKjePHBqWX9Ntl9EDgM3bQNQapfrgl09JoO13vHT9vX95G8Cb3+i+Z+CDiha29fPFVzIE+b/PIcVxECAUAeXsOCmE/uAmR3FgCfOqmkAGNDA9dfMvebtEsIBcIm8djxYxNXAadc80y265+56Fiy2094v6dZKX9U8rezDL9zFqqyMGcABkoUjBi7N8/ppkAJ2rwVwFFzwwNPly3HniQoGLss0G9VNOANnXtatTLd23nb50hxf6aOlUnMA0hVKrJxJI2LywK32Ukw2Y11kfo/KwUbH5qDNB+AedV82Q/h/D8e7W3+m81PJYxaDGLbOtDQDRwAqFMQQR0AGBmjINFtWwfRwMLZ2nC33MHA8iMEtA6MLp/dKQKFnZuiN5MqLs3bavjQPnEfT4e7DtdC1IKEyB3DUeYYYOCvqC/hC+6W4//seaq9LaVDK2g0A//1q4PhtwIFr2XocoFeEzGsGJRSF6tEbesDBuJLQ0gSkbgc4PAM3niAGOu9RZtwbJ5t4+ZXn2+357r8DN39q+IZVulB9AI4x1oDNaiQdOcgWylNlpXngrNvj02vVYeCy1MgpiIGzAhO4C5X264JVxSI2pwMaOIGgC1UzVeyaHv42glZg4EqCGLQLlQEQWicUhRq3zLt64nYZVORq+HjfyQMa2jN+DVzLDU6hfqHhXGuK4nXTwHgCXgC/Bi72ATinTWq72ol8K6JQ7fXXAcBtmMBBAnCnXKhhO65YsAtOm4UQwJ0LNgO32OnraguA7KgJzPSSjAUxmG2omDUAnLNNPsgnVnsWCJpsGXBGYIoXyF7tp5hqxVoLRwXoaR+8c3ZdqP/8/IfZwQ9qxvSmX3wwfNZSAQs7NkwYAKce8FzNfFwXqhACWe4BcFxz4S4LAjgGTGhmzntqzQDlxQ6rybQeIR2JZsg8AJC3ywfqaHsrD1zu14X52hSyEANIHR93odKM19LwcfeGzcDtFkfRWGPbZ0xsbLESefH4pz1Ift7JAnp8er+QZYpBiVtm3VCSUh/bqWzcSWjXTwOn0ohk4wliIOZxlDQi62LBNCKBPHAAS/DqYeDSnvzfZW84AwfI59QKYvAwMPwYdTRwFgM3Z4Ot3qp5Bwt54BjYJFDVnHRcqEwDZ4EKjwuVAzg3Gp8bHatdBuBS4L9fA+y9xrQLUPdFrV+IQlUAKm6afWoA57iA+2vMBcsmlBObpKsZgjFwHZPInWv0dG49dq+pX/WlgaE2comIb6xxg7O8OftsBq5UBJclbBKelqzotGOMtnPjBA6TCzUvpgob1O69AE6xYNtnJ7BjdsJi4L53aBEX/fF/4aGv+bQuZ9FPTeWDLgdwjKXYMmP0Z+dsndHH4W5IHtVJAK7BAFynl2KiGev9k7CRXJ8803yzITQl/EuPOBNXcP88t76fXaR2PfycLTqIgUay5W6q1vEFMSjzASdfJxMKYrC++xi4pPg7D4GnfVQFJvBjeQEeuXWmYAUhUDH7iDEKdTRwZS9/SK9Hg4ePgQulQfGmeODHopkuG2hCblEqr3XgOvb7AC5UPSg02LUOAeuwBm9c+I3e2/XQwEUqjUiW5cjy8YBOrYEbUfMydgsCuCE0cMduk6xKo82AGhtoKQqVjsEBHA9i8BVN9+k9NdPEXKA0aZzcZLNNvWWgpYBOWRADTao0gEvY9k4UqnbhOm5F/t72VoANu4FZ4yXRwKVMA8f1wZ//K+Crb1bn3zbL0woAR1VTshRYuAPYdKat/7vqlbLvmZxT7VIkB1/Gr0GyZjNwWab0cq2iBo5SxhTANgO7/DqFABxnSktyzpG0pDyRb1oZxGDZOgC4LTMtHFPYJElPMXBBIwA3N9XEpqmmVev0h6qE1WInwYpK6yET70ZoRMJxoZqZoUnGGeG0TRJ4dZ2SV5MWgHOCGJQLdaoVY25aPoj33TGLv3nmg/CzD9oFwM5z1YgiLaAuHUR4IWJml5y1Ge9+/qX43Z+6AGfM2jN/isot5oGD0cBZwKkoPPaycnz2yTukxBeFmhbXdcES76hCx+f7L9NiubocYrCsPHAeAFjQn5QxcB4mCjAD16qHgeOzUeucWB44X+QruYV4R+m6iN22HL3ZLMs91z9k3kS+VQycuRfU+nG5UFMN4OrtbyAGLpZRqH31zI/ayQLQRbZH0cCti3mDjlh5KV8aEd0/OKzKJ39TMrwNzsA5Gji6EHlqPX/WbXTdZrQ+IMGiy4xzBs51oerE4kumioyrgeMuVA3gpuz3ypcHTgvzaXv1P7+mvWV5zi/8LHDOY+QyApl0LGLAfH2bm2C7wfow7hmImnYeOGLgsgRYOijfRe1CVef0RRX9Tttpj8C8BMCAAmYUhcpcqHmqqjfksv2uBk4nbQ5o4LLUAMbGpB/AxS1YwRJAUW/oVmIoZeBYypM6+TzXAcC14wi9JEOe55KBOxXECiprvAAAIABJREFU4Lf5lR42TjbRiCNMNGOr0sJxlvpjWQEZ0rq0GxG6fR7EYAZO2sfuuUlLe8MDBywGzgliSFUt1MlWA695ygPw2qc9EA/avRFPv3i3TtDLI97iSOhtS4XUvAwKs3YjwuXnbUUjjvAbj1ZZ8dUTTgDOrbcqgxgov1sFq6IZrhAr5vvuADjq/DmAoYSxgGLgQqDEAxx9bJ2b8VyzCrknD5xHi0H7qaOfCAV0UCe5ery4DDCJdAMMnDdxSZYosbGno+Tt5u3yJeME6rlQtVvG40L15gI0+/TmsRvBKD9ja8yVGACTB47e/XEEMfDJ3z3K6rhQ3f7FFdg3mKxjYb8CcJG9DmkoOTPHgE59F2rLv4z+75wAICSo4GCLGDSgGIWqXaiZ40JVbsG0L99FDeAcVqmQ8NZh4EQMzO4ELv4luYy0wfQueqNQPWwetYuORe9Z3JTLLQZOTezSvnSfAhLAcVBKtu18+dnvqGu4aBi4uGnWdxk46rPas0UGTnsG6FkhvaQv4GXCr4Gzyqap393IWO1ClbVWyzVwSZGByzLgE78JHP5ucf2qPnEIa6sJXD+V/cupIIaAHVvpYYtiuSabMbr9DAurfdx8eAknWPJdAjKUsLOtAgxMMXvTsZDb8wVXnGN1xNwNyUvtFEppZbKU1mQzwsapJn7x0j0FRoIzCo1I6MEjLktlEGDgrMFNdw5yf2eooIsLTrMLc0eC5YHzUfqDaOB8LlTB2pSntquU9klAgf4PsW4W86c6Qx/Ao31rBo2xenEj6NYp5D+iGfwwQQzUPsuFulr8ne978aCu5uBNPaeDGJj+xNd+gDGUnnsKoNqFmqpEvs1qF6ovYllB0FpYKEu97ldrlYFdqLVWA2DywPVTKj83jihUcqHewxg4L4DLbVcX123ybVwABUgBPA2Sbi1RcqvR/2wCEwRwbhoQ160JGAaLXKiTm4y71qqkQAycU0rLx8C1WBAD9a8UhUrXiM7fZZtSJyqetiEZQ4iB0+l5HC0uNw7g6Pxbs3L50ZsVCEvUtVIMnAZwZ5p2UvDGRc8CHvO78vdkTaVkypkLlfUtXANXAHCOFyBi9zrL2LPCGDS6TgUGjgE4Nx+eBusOCwrphq+fyFftd+kg8PW3Ae9+RnH9dWDgCLD10gxpPjq7f68FcPOrPe2mnGxJBu4lH/gmrvy/n8cd82bgXOoYF2ojUgxckuoAh8QBcJeduwW/8LA91oXnAG6SddCFYvZZjtV+UlpPkQcxxJFAHA/OwNFgYc32dRoPueznL9mND//6I/HE++8sbOt3odbVwA3oQm06Wcj17K1pjseTWFZq4Era7BMAEwACYCXy5VobV2xc24XqYeA42OYMnAZwrOP+1G8Df/+o8mMVNHCejpC3hQuHB4pC5bqawaNQCYDWYsLe8WTg1VtLVyEGrn4QwyAMXIQky5GkY3Sh6koM97AuNxSFSrVEs0S6/WdY6hJdIcVhVQBVBUH9b6UMyYoMHAdwqMHAabmA+p3yPxLYyFPpQp1Q7j/LhbpsJmDBYvZJMYghT20A50v67eq93PyNdM7UTmLh+x1ItlBNon3peVzjDBYlBW/PyPO+7WrgTQ+T32kSnKfA/D653sbdJjK0vyrf4+0X2Bo6nkcPMCCWKlxwF6oGcI4LVQcxMLCuNXC+pM8hF2rb3idgT+yda1UJ4HxRqDpZsec9WA8Ap97/bj9FluW1PQghu4f1JuOzY8s9zCm35EQzwlo/xe3HJXD72A2mSPuKEvP30wyNWKDViCwGLss5gMs0QONFtGfbARcqMXDCZeDCs3BbA8cZuPoAjoCbFfGmB2iT0f/iPXOFXUkNnM+F6uRjAmqwPhUVGrKE5XvjDFzsd6E23aLtXC9GDBxzd7oAjtP/tKyQB45p8DSAc7UqJR1syIXs6kz4MoC5gD2dRpbqqGF7eVIc1IIu1K79CTgu0CoXKmNGq6JQPdnfBwJwt3+pchVi4J7+8YtklF6FDeJCbTgu1HEGMbR/JBi4DIAwE4OVIzaASxwGjgM4/n+BgXOCGBLz/EdBBo6zOkyYD5gITw3gVBSq1m/F5sGzghhCeeBSGa0K2Il8NYCbsfWytA8351ni5BwlkDBFDBwBuFVzHMC8L2WTKcuFSQzkrHmvT+yTOehoYgfI9EEzO2X/SefOtYI0se137ChewNzDLJHbWcdfNMfn9zqlfolJUwopZ9JqAMdz1rkMnOvGBiAqXage164vU4Fev8IrMYTpesZpdqoSQ5mdWO1j87R8MSeaMm0H5YRb7iYaGC135U2SLlTJwHX6KTpJUQPXSVLdAbcCDBwHcASkiEWjUlqTrXAn3rQYuKimBs52oRJwtetmFrPj+yyqYuC8DFedKFRKI+Kk7CgwcAQUmK5Ev9CTYYDkauD4uq4LNe2bzmdig5MHzsPA9VZkx1EnD5xPd5ZlpoP1Jc4EGAPn6TR6y2EXqk4jwgY6fXyfBs6jswkdl4zuVRQ7LlTSpTT8x/U8awOBoZKSZWmeYxIdRHkqo/QqbKBi9ioPXH/AQIky2zzdwmQzxpkq7+M9xkIuVBGZ+7pyVGq43G20BsypEKEBHIvYTLpKG8fYbpZU2k5QnRa/55lxoZILsLMg/28zt97avAEflEYkzyWAazsuVD2rYAEXVhSqmhhpVyVj4DLWV7iBRO411QycAnCagVtToErIa6hZ8o7/usYtU73FatcMsPk+EoxNbZHH5wDu2G1S/wYYtzJPeEz9YrJmR/HStUmToozEYuAcANdbVmCXMXA+vWJaBeBaKAK4ERg4K5m0M555CYaSifqQRpigl2TIshyjkvv3WgDXSVLtqpSJc1PLHXqGyr9G6TSSVGZcbzdirHRTDdw4gOv2Mx2YwDv1kAaO3DYmjYgMhChj4PgA14iFiUItG0QcAPfuF1yKlz/hvlbhe78uCcDRW+SfMlsDV+KO5MlxfUCqsNwpZk8vJM3+yoIYtAvULRnVN+tpjRdn0Jxz5kEMK0qLNrXVBpU+AS1lZncj63zmi/zkM3KLgeMAroSB6y7b/FshDYrDdJBlnusfZOBKZv05A2o+F2rc9msPrSjUATRwZAFtJyDf113imGlXhZXOzB2LVR44cqGOo5TWpqkWbvzjK/HI+5S7hk+6Wbm4KCs+z+2lNHAz2816rquvbetotZuM50xLuhIocADE3ouwBo67UCP7HewsSEDDJRA+F2p/zWaPyI3oggI3DxwN9JYLlcstiIFzXaiOO46en9a07K94EAP1SXHLvIPUBmov2dRWW8TPAdSLvgS84vvA2Y82x6S+9fC3DYCLW7J9FgOn2tDvmOUuA0f3qo4GrrtoltG6A7lQ2boFDZxbtsw8KxLA0fiSA689Hbj27fZ+3aTDGjSfXBdqL8mQ5vnIfcu9F8D1U412JxUD12WRqBQ5utJNkOe51MApBm6BpRxxgxhI1yaE0Cwcd6Hu2CBnMxfsNJ0agbK/+NT3ML/at1g619wghnIGTi1zBrqzt07jxY87z9b9hLLj/90l8o/ayqNQQ64MwAYxwchTXxAD7O1DQQxcA8dZNYvhSkyHkjIAJCIJwFIHYHINHKXzmN5qswJcA6eDGFZMZnb3urjm0+hZAG7N/k4Dmk8DR0YdpT4Guwe6Q/Lo0ixQxa6Pzx1exszSejqIwQGLbsLNEg3cQGlEeH48t0k5A3DEbJTYIIeNI4EkzfWErzEGBk7uZx272xK2stRSz4SLA7jOCbnOTAkDN7sTeNl3JcAADEtkuaoUA0cyhO6SNYGxujefztYNgiAN2MRG2y3LXagEIDlTRcs5AOOskGbg1Pue9ICPv0wua2+wj6UnNhUuVAJ9QshrRJPH/qphv2Keb80BS2RTW2x3KwdQzQn5t1tVauksAjsfaPZH36e3SZc4d5WSjGV+L/Ch58vvrgbOBZV5FnahdhbVteIMnOtCZQDODWLwVd0oRKGm9ieAyPiOJMvZWwb+6w/NfrXkxAPgQhKVMRthhq5i4CjJ//k7Zss2C9q9FsB1k0wDOEojQqlBAJMnbrmb6I66GQm0m1UAzoAvAlucgbvs3C349MsfjU+++Aq9zK3/WOZCdYMYSqNQqTMLpBGxzCfy95jgeeB8NUrdHEzueqHvbjF7ekm1C5UxaOSqo+MFNXB908lxFyrV8Ssk8mU5lCiybmqLPw8cByW91QEYOH7NnCjW1kzRhUrgwxeFStZdsvsXztbpc63SwHn0cHWjULXgt+EHi40JtiyFbqznXCwXap4Df7wxrGFbCwO4NGMAbmpLuO3KogGov0YkkOU5kpTSiPwIdJPDDja+5zXPoOtbLim9sOVCdZJuixjYeLpxr82dJT95ehti4KbVvVo5YrlQK6NQ+WSF1uksKAE9Y/V8DBwHOno502VxpshN5Lt6FDh2i2S2dj7QL7fgbKV1TYW9f0BOGFeOyO/9jumTOAOnAZzDwBFQovN3gSkAbD5bfq4dB3axCj1nq2Co2R3A0iHGtG0yueXu/Kbax30k0AM8DBxp4JKwC7W7JKUpvL8sVM3gGjg3jYiahEcshUmWFbcHgJ6Z3Fou1KU75SfvG/gkwCf/AeyJUEUkvF7/9RcB17+vel2wIAbFwMUC+PTLH4UPvugRtbZ37UegZxrc8lz+kV5tshUjy4GlTh8X7Zazw0fddxuasZAAjjrqOEK7EdsALs/xRx/5Nl77yZuwxhg4wNwMXolBCIFzt89YA4Y7eAwUxFArCjXsajInEtYlcbMqMWiw5smSbgE4J/LU1bXxfen9ECibtH/nYnk6HrW5OVVk+2jQ4GlE4qZdRqaQB65vM3A+XYsbhdqasmf/IfMxkATaJjcXgxjcLOheALdoBzFwMK4TdjquhqgRdm1rAFgzClVrnWJ7oPG5mwP3nFpvPca0TUjDVsrAAbuEuofE+JTYUBo4cqGOiYFbV6uKIg6ZN9CIaeCWDstFVhSq40IlAEWieg3gHFYpbhlgsHJEaq7UIB9XaeB4xDX9r12odPxF+axqDZzS4LlAh8CWLwjBzQNHQQ0PeLrRugE2Wy9iCWwoRRC9X5TfTbD+fmY7sHKX/N5fNf0f18ARsJ12Ku+4CZK7SwCEDfTmzjbfad+AKaU3sxNYPmzeLSqZFbeAxTvksme9x9xTYqv4JJQfvznNWC0CcItFYM3dorRMa+CmigCOKuSQVtGngctz2QZ1vyMj/pEgFZD9u95vVpScuP2tj/0ts7QvA0c+8r+r14UJLOwlGZJUMnDnbp/FholmxZZ+qxaP/AgaDXacgQOAE2t9nLN1Gtf89mOxbbaNT954EMudhGVcFwUXapLmeNeX9+n/JxqcgVMu1InBLmO5C5UxcHGkmbeC+DtLGUNUB8DVY+AkgIvsdX1uOb6Mu/jSnmKaVv0uVJf6ptlfgVVqmv2RcaaH1tUMnANqeLSaz4W6clR2Jq0Z08FbDNyEAVUDuVA9YJOi7abmgIXb5fK4Ka/R9Pbi+QOyAyQXRW8ZANczuilX4iIz2nDYSl96l1DAQ+iceHZ33qk2WH1KXraMuZK8LlRvFQAUI+U8lmY5duGYfcwSGyUKdRyJfNfd0h6A6crVitvx54K5qwjUHLtVLtt8jnMs2AAGMNouAnAihlWdoDFhA7h+R75X3QVEgg3gHLhbNTdjG8B0FoGt283xCUBNugwcRWs6QQxffKNZj0Bdf1X2HRQc1Fd9K9f1ASjkgTvzcuB7H5PXUAO4jSrQgjNw24Aj31fXhDNwzWJ/8YhfBx79fyQD+IlX2EEgWSLPi0fGAsDcmbDs2R+WfR1tN7tD9icLB6ATHgOyHYuKteKSBGKrdNLhjfI+zu+VfS2xmtwt2VEaOF8aEcuFyoLLCgwcu9chd3dvWS6fnAPW5qULla4FncsUA3C6mgx37Tt9h5XDrwarrcejehIGHoWa5XnBOzeo3SsZOPJ6GgAnP0+s9jHRjLF7bgrtRoyZdgMrnIGLhJU7rdWIrDQicl9FAOdWM/DZyx5/X+8+XItdBi6kgeM6i1ouVE+pKc7AKBOCM3Alwnj+cFM+JkB2XtRRWi5UB0BWaeB0EAOLQiWqndqd9s3sk6cRiZu2poSDCjrG6jHFvglbmMxZJbpWBRdqDQauOckYONU26hiJhfMycCQM32D22V2yJU4c7MUOWLUYxIqIXX1fRQUodYIY6Ng6iIGVN9Js6aR1r2hSZT3FIeBFoJw/V46lWY5tQv3OWc2ADdJNxlGkNHDEwJV0k0duNoPF3WnDZo33McY8CjXtSvZt2wXF9TiAAcwgy12omoFTGjhyaa0cVXnF5DtpXeG7blLbcxcaBTEwAOMycATgXBcqTwNC7eqvAZ99rVmPM3DUT/D2E/PD2XrO4J33BNmedz9N9scitjV3ZKRBy3OlgVP9X6PNJoyMgTvn0awqQsu04+ANwLc+UAwg4awbAJz7OOBB/9P8T1rGr7wJ2HKuYckak+ZcJ1l6KZJMcAbugicD3/6Q1PJpAEdAryufmYkNtmvaF4VK5+sLYohYgvUs8TNwThqZmGvgyPU/xcCods160oiQWVH6NVyo/J2pYW2WBy7N8pHZ/XUDcEKItwsh7hJCfJst2yyEuEoIcYv6nFPLhRDijUKIW4UQ3xJCXMy2ea5a/xYhxHPrHJtAl3ahqs+Ftb4FnmbaDSx1E5OwsxFZudNm2g0rchUAJjxpQtyC8D57yePP09/LEvly46W0Cgwc04/oGWaZ+bRrHPipQT0WAhrCuWCNu+X0y75Zvkg8MrI5bR8TYADSmb0XXKhqlqTTiPTNbw3GoNFvbTeIgTRwbEbr1kJNFQNHg4kvOWfMWKX+msnMzo8PyJnsjf9q/tfHmvYwcKoz6fkAnMPATTgADsy4a5hcAuRq4AxcMDrYGYA52PQZ7ZOCGGgfWWqWFcAyaWXsTtAbWOMaDaAVQQyTglKz1ABwQzBw/bQGA/ehXwE+/Se19z1Wyz1u9UHN91zoPHCqrzvrCptF0sEODgNHtmGX/PRp4OKmfOZXjlhgyXKh3nWTBBpTW1jwFNO2AgbAtTeatoUYONJJcUBFgz/935qS+7PcmqyfbrgMnBOFeu7j5P5/+HkJrhptE6DgMnBJRwVxrJljTW8DlpVrlfoLnvaI2kBt+txfSMazNWBamlnmCn/Oh813CmRozRqWDDDvtgZbE7IkWOcE8P1POAwc18Xx6GCPBi5LYKURAczzzIMNANgaOooYZtpGAnCCa+BMrldtBAx98hqyQRm4siAIj7kM3CCeAZ+tJwP3DgA/6Sz7HQBX53l+HoCr1f8A8FMAzlN/LwTwZkACPgCvBHApgIcBeCWBvjLLHQbOVx0BgGbgdL6nKLKKy063Y50wVG/PGLphXaiTrXqX3WLgXKQeSk0RMl8Uapd1YgoERkLOZKx1XbE6BwrUydIsN+2ZjsYX0EAslwYPThCDL42Iq5fTYCEpBjGkTCtTqIXqRKGSPsJN5CsUgNRBCCtOwk3GSP6/h8vILZeBajEXKoFtAoz9VclM9ZbNMlcDV2Dg+GDtXis2qJVFhrrXyhdx6zNe85EHl2hRME8t4oJlGuw9+w25UGkwqXChtsEY0gobXAOXYV4FOm3i6Xhc6yya3Fkn2yzWogZb4DPfgJXnJogBkAJ4n+vbZeBe+DngZ95o/nc1cASCiIWiiRHk4KvtyE2yQgCl+wCMW47alHTke2kxcMqFq1NgKADXYTkfAbk+SyIMEUmG8QefBfZ9yWaVyAou1Mw+//Ys8NyPyv+P/0CeK70DPMjAciEzALdhlxHeU3+hI1TV8zezw3wnI40it5d/T0YF+4xrGSm1CGAmx1PO8Opq4BqTkhV87B8As7uAC3+WrZcY1txNI5KyMQSwXah0bel57iw4DB5n4BgA1Lk8JWAXUBMPQJYhBOx+Teey5Dpel4EL1IoOWZ1AB2Y8D1ya5SMnCV83AJfn+ecBHHcWPwXAO9X3dwJ4Klv+rlzaVwBsEkKcBuCJAK7K8/x4nufzAK5CERT6jg3ACAZt1sx83zrTxv75VfQTI1a2apy2GrpkDxln8FoDMHDcJpuDM3AFpM4ftNBAyM2XB47PQtXLEEXCA+BI60QvH9PfEQChF5cAHOUb0m10xO1VQQy+UloagLFzKUShKrciT3fhc6GuHDGdadyUQKS/amZpfPDReeCc9Cp5bjoRXUiaBUzQcYnpJD1Gf03OYPMM2HCa3X461zbr9N00InwA5axE2rddqK57TJfscYIYeMCGzzQDGxddqG4pL131ggWMwOC3oAvVl2C4goFrwwkSKbFhitkfXpTvGKUG8lrat8HAybRQ+p5h97F6DLjm9RIYkS4MAM5WEfWP+yNgw24GyhkDBQC7fgJ4CHOSUCmtPIdOIwKoVBpHZR+mAJyuxJDn0i297X52ao7uoh3ZSOCea61CLlQ90FN6E4cxFBGw/X6yZuj8XuDKV6v1WD/tulB5FCst27Bbfi7sl6CE+suNZ5j9zKg+59C3gMUDRls4e5oEHVSyCjATmQufClz5GuCxvw9s3GNADGBFYWrbcJqMCvbZ3FnyOjz9H+zl1Le6KXnINapdqOq9fvRvAa+4CbhcpVihhL9WgnQG4Lq2u1NW4ujI6xQxUAzI+8hTpqR94D9+W37nLlifC5Ve81VHH0uaXRE7DJwzLln9UB0GbjDmm+eBS7J7NgPnsx15nhO3eQgATQdOB7CfrXeHWhZaXjAhxAuFENcKIa49Pi9nxMSm8cADDsAeevZm7D++pktsURQq2Uy7gTQt08AJvV4dI7BdFsTArRFFJgpV5MDn/srMMjmAsx7CRIpzuYuVr8O1MhYDJzsCASAiAOe6UK1aoqpj9QG4uGnrogAURPSuCzVxWSVPGhEOIOk36lBK04gQqGJlu5YOmdQIQshOYPU4o+/ZS95b9btQSYwMmA6OrnNr2nynzmTjbrMusTbT25VYmgAgzerZTLu7BIAxFByMu6kVrMhQ7kLtFQM+OFtXx4VauC+ZcXeHIn4dbZbVX/FjUlQwX84nGI5ZDFx/tVKDMnAQQ57j0GIXzVhg81QrvHLaqwUg18VchnUY45Osq14JfPqV8jtphTaeYSIbr3gFsPsSjwYuMIxQYICuhEIM3FYZidk3iWz1HrJEAshpld7HEsZvMP0FRXK2ps1D5VYRIADXWZADNz2TwmkvAThAAqrzf0p+J2aIt91bC1Utm95m3ttGy/TRmxiA26CGr8//tfy84MlmedqVfRDPj0bX8ZG/Ifu6uFGMTh3EWtPA79wOXPTz9nK6NlMugKM8cCw/ns/ipmw/vbP8XvVXzfhA40WWqMn+hH1NAQXgthoA+LW3At//pGkPbd+1a+HGyIzcgdrraoNdBo73T70VePMiltmAEyc3D9w9loGrslzSZENmn/Tu7615nl+S5/klGzfKF1i7UK36pOaUH36OfFivuVUOHs1IWMVlp9sNlS1ZeLdvxlEh8KHMWp72lJlk4OQ2Ow9/DvjMa0xiQg7QOJi74X3AVX8IfOF19s58lDEfIJkeruEycHygp33Qb/TCWwCuZb8kgIeBCwUxEM3N0ojwyE7aPs/lb3FbdpqlaUQcBm71mFzGk5NObZYDQM5DzRV7UHChqvYssLkFzZo5W0jrEeimWXF/1Syb2qwiXh0NXMwmBd0lxNxd5rpQOSvGgTFFi9I1KOgFPQEbPssY08I1cGVRXQ5bSqy4haM4eKDcWABzPYejq9Msx4RgaS/c5KmOuWN2mcWRQJrmuGuxg+2zE+U55NJ+cbJ0sqxuFDHZd/7d6Kz0duy9PMomJEIA930icOmv2TeNv9chDRwZaeASxyXYnpWTIqY30wxcn+m/eCkuStpL4GzxgPxsTRtGbe0EZFoNJ2GvDnYQ/vYKIXOfAcA5jzXLm4x5JeaHjvW3l7CSV+Qyjoz+rzFhrjVn4LZdAGw6U1ZH2Ho+sO18uZyY+MUDLJVJgPk985GmrU99s3+dQe20i9Q5OC7aAoBzgiTI4rbs48lbMLGBndOdDMCp8YICHhqtIoBbIQZOXdcvvoEdh+WBo/FLgcIGUgOIuKSH1gc8AI49//3VcgYuTYDDjmt6BAbOxRbD2MkGcIeVaxTqk3qTAwDYU47dalloeamZKFQ7iAGwGbT77dyAjZNNfOEWCeCoEgPZTLuhUwmcvmkS22bbOHOzmYG0GhGm243aAmlC32V54LhxDdxEoh5WAmA8Wzd/6OjldyP4fKJNDwMHcAYusT8bzN3pulBpXwkHcJ4INzqHggYuFIXaKzJonGmKm8pdWJJGhNwt5MIk4MWTk07OSVEwRSqRBi7tyY7Fl8jXV5iejmkxcEflAEK6tv4aE1wTgGMaOBHDcjZ2lxCD6TF42bG4aWtF9L1i+ZYACdrIhcoZOK1hK3Ohquvvc6G62xcYONeFGghioOvB98G1bYe+DfzJHHD8h/LwOQwD567rsUG6yUYs88AdWuxgx4Z2+cppr54GdT0sVA3FZ70V4IPPBf75afZyDny5lk9E0mX6yN+w1/flAXRdkmQ0CdKMUpvto6tcqBJs6Vqoet0J24VKDBy5QSnytznF8sAt2Gk1qBJDZ9HOFehzoZ7zGOBpfw884VVmecMD4OhYaRfY/3X5netVCazFbTMp4QycEMD/+APZ3zztLaatxMwtHWSANwCWnvx64Bn/CDzn34Cf+EX/OoPahUrNdOhGezm5Run9agaCJhrqnvLqDHQtFg/I5VGTJQJWz0XcDjBwDMBxiQJ3odKxFChsIDNpuOiddFMmuS5UTmj0Vso1cN94B/DmRwA//AJbZ1ANnMoDl2bSgfEjBuA+CoBEEs8F8BG2/JdUNOrDASwoV+t/ArhSCDGngheuVMtKjWb7xJZx1owDtCgSeNjZm3HTQfkgFDRw7Rh9VVLn5y/Zja///uOxhxWjbsVRbfcpYNB3s2ZJnThmpbQyFnINmIe6vcGmfXXV394FAAAgAElEQVRVAefh4zMRYmU8AC6HL4jBZeAYUPC6UFW4uy8PHK3Do4pEXARwWv/AQQljdTSoaNgh+DyNCLWfABQBwAWVsNICcIqBczVwvA6im8i35wFwGsA4LtSprabz+9b7ZTJNQIqGXQYuajii8TU0OICzqlbwpMfchcquVapEwC3SwHnYzrKZpI4s22CYQWJRdSFvFhkM2HpDBDyc1uyXd5wE4BgDd+O/yHP4toz4/ZtnPghToo9cg+JyEDWsBm7nxhL9GyDPoYL9WzfjoLtqIKFrffg79vJ+B154G6Is+bNSxcBRLVG6PuSSbCi2hhJkg0WhJg4DRwFPPZXdn/RtC4yBo+N3Fu2ktpTIl0TxfLl7rkIAD3qWzXpxAOe6UAHg1qvkJ+9HiGVvtIyGcyMLFgCAi54J/NZtwOkXm2Wziq1auENeFx6c5Fp7Bnjgzzl09oi2+6HAuU8AnvTX9nLNwK2oexJ4LqgPo35tepvs8+KWnDATC8ongKSL5ACuv8Zc6J7nKlKTWwLmItIAuoGEMXAE4KpcqBzALdt6Y/edIiLgxn8xywZ0oZLsylRiuIcCOCHE+wB8GcD5Qog7hBDPB/DnAJ4ghLgFwOPV/wDwSQA/AHArgLcB+HUAyPP8OIBXA/i6+nuVWlZq5GyqYuAA4BHnmFIbMgrV/D7VamBN1U/1ga5dmyaxZ3P9MO43POvBeOhZc9g6U6KpYcYZuKYGcI7ma2Kj7YpyZzNkviLzniAGgEWEBXO2MQatAOC68gVptG3Q5h6fBtzGhOrQPQAmUoOFdssxDRydQ9w0A4LevmmzQq4o1gvg5oDVeUcDx10HzIVKAxd38blBDDwKlVKW0PX7zr8BH3uxOu5mG4DS+fNBtd8xoBpwwC7TwFlBDG2zjNZ3gxiIgeMzUp9xYTJnRnNPwIfWABYZuNNxBNuOftXsNykB+IB9fSnh8bJkNa68cAcmRQ+CXDIVOrTBNHARkizH4cUuts+WADhKb3C3MXABhttnoXQHScdmkMhCAI7rJasYuOakfHZ4wlZAPkP9FXntVH+2eZqiS1lqCQJgfALhc6HySgw8+EdEcuZA4EEvd56F4LlyBq5ZXHfvNfJzZrtZRvny+h3gwqfI766uDChes9nTJMD93ieAr70tzL6tl0UR8Ox/BS54krOcANxamH0DDChauEOC7PascSkvHFAsqJMbLvEAOGLieX8NGBe3TrqsAibas/rexMgkQMoy03cUXKgNJ28le4f6a3ZqLdcrQe/JbZ8xywZ0oQohZVrdROaBG5WBW7dKDHme/0Lgp8d51s0BeGtR5Hn+dgBvH/DYAAzbtpGlAeBsHAA85EwTNt2IBU5jM+44EuipCFWfzu0Pn3xhIdFvmV127lZcdu7W6hXZ8SmJaCN1ABwNWBMb7Gg9N6kmWaHmYcuebRADlzMXaiGNCNfAqf1pAKfa0FuRnagLClwXmS7Rs92htBNzDrFKT7FyRL48NLvmLtyoGWDgWGqLlaNyNkizPwJwXg0cgRLVSfDcUq4GjjNwWgPHAj40A3dculHc2oaAyWzOE/l6GLg3PPMiyVMDZkBMuwasUrt4ahB3metCpSCEKhdqh7lFSLtHbvBCVJfLwBkN3GfaL0friynwhKeb9utzZLo8enb59aXoNRKvU2qByc0ycrBELwcMRlZEQmCtl6KXZuWTLTdNzMm2QTRwoUj1pCP7kK4juQg5nfm9dqNQXdtxfwlGaALQYAwclxoAeOL9FAjSGjgVnchdZRMbJIssItuFmqtBt7Nop8agIIjuIjBzH7O84bjFQwDO0sB5GDiKoiRWEDAlq45+H3jhZ6W7s87DF0UygOK2q9W5bipf/2QZ5f6kQK6Q0ST8xH5b87dht+xv27OKgWO54dbm7TQwb74ceNa75fepLWyM22ingKG8l7S96pebSGXdYu5ydUkI3V/5NHBrtlfK7ROpj+aJu4cIHmrHEbqqLvs9loG7O03ngVNgjUeW8ohUAJaLpBkLPPI+BmBxgaGPgWs1otKqCqNaI4oMA5eowYxeAP1wb/IzcK7/3opapcFWJdeEsJIBa3ddIYiBojgTlhpDabg6C/LCr52QL5UbxLByROYNAuRyotpndpp181zO1ogZIxZs8YCcyVn0OzFwDQnuCEDSOUWxAVOrx2WHQLPo+b0KELIZ5eScBAG9VfOSZ31gXpVR27SnCOB8Gri0J69ngwURrB6V18knABbCw0A6z1S/g8ecx/IzpV3JRK3Ny06/TAPHQ+PdIAaLgWOgzh3sta6Fu1CVuzaizObOM+No4ACgJQJufcAG4Pq82fWl81pR0ap0vdeBgWvGAj2V3Ls06Ta1P1mrjIJdFxtEAxcaaPprxWz+QIkLlaUHuvN6+Rlyq53+EPmsUZF0zcAxAEXPCYFBHoFJGjge2RhFsn/xMXB5amQCdA7kQm0zBo70ZlXnWqaBI5vZYQM0AnBZIt2oPvYtZFsYyCxJoXNSbfv9ZPm/vdeEAxgAeU/zVNYF5Zq/jQrAaRcq60MXD8h7Qdd04XbGwG01/drMDjsFTNKRgQ23fQbYfqHu1xtCuVD5xM+VAVHdV19QX3/NjIOUAocb7zd1cFiNVCOOtZsR1npy3zXVVEG7VwI4XYmBgTVKtusCrjmWIqARRWg1Ilxx3lbMthsWvdmqGWk6TuN54Bp9xZZRB6cLpM/ZnTM9WO6AkvRMx6mTa/ZMxnAG8IJpRDSr02cJGzeoAIATkn3LUwkq+UuS9OT6FKGV9m2tRHNSbrt8WDIBW1VkFgGLBfWi65efa+Casv4fAS2d8JMxcKtHpaZi9jTZWfRXizUDieFZPWpHVp64XS7fdKbKORUZ9tACcMSgMQYQkO3nGrhH/R+Z8JSbG8QQNWT2ewDYfn/5m5sy4tAN8vtpF9mdouvupnB9gDFwPI9cZLMqX/8H4A0/YT8/nTouVDfi1066bD2NtG/uQuVpYMisjlitq7PVq/Upb1VFEMMgngreR5RGjFuVLu4GFm6QNCKh35OOLSWggbIMwOWpTKHzlTepdQPXiDRe+74kPzkDR0asjgZwnIGLiwwcoCatHbM9b6ulgYuA/V+RQIG7UKnUF1/PZ5YGzolCJeOVDQCTHDx2WL46NrOjep2TbQ99vrx2C7eXu1Dp+hy7zaRLAmT/tHiHDI5os9xwaV8yWRt22UDp2G3yc3aHWXd2p7l/SReaHV49KrV7qv9rkAuVs/EuCVHlQu0uKV3dbHFSxCe2bpDEANaKI6z2CcCNhivupQBOfnJ3KblG244LteWprPCOX34YvvlHT6hk4NbbLA1cjxgm0gepB2jSYeBoACxo4Dr/f3tnHiZXUe7/b3X37JmZTDLZdxIgC4EAgRC47LKFHcELhFVAEEG8iguioF79CaJe4KoXuSK4XVBZJOy7gAgIhIRAAmEJIYFsJJlMkll7pn5/vPV2vaf6nN6mZ019nmee7jl9tq6uU/XWuwoNjJhs2V8tdQ6dIYhBlHaRg6opJpxaNaY0cEKAAmxYeacR4CqH0oM/aCT9/+ly+rzelB1jLRg/6Cln/Y5gtvLBE2jl12n8ZcprrFCitfWBS5TSvgBQb2vTArAr5W0brFlRdwKbV1ghtaSCfFzWGM1DIIhBOM3GhAB313xq50qT1+qwqynhafVo69cR8IEzUbSzPw98ZQkwfk66AJdsA9a8Qe9HzgzmZgtN+cICnJkApV+IG0W69g3KCC8FktZGAIoCM1JaUGPGVkLY5e1A0NwNBCW4lPlCmlAdDVxptSlWrYPHsAnVLU+WxQ8tn1JaMk9jxpyNrvmlp5ETTLako5kEOM7zBljtVFR7cV+TORCjfOAGT6BxgJ/rnAQ41wdOauDMJF4hzIsyChUI+sDJ+8oowEXcf64aOJdLXgAufzX8nJmIZzDX9xZl1VQzFcjiAyfGG2lC5Zx6yeagBm77BuqTNWOAje/a/d/4M42LdZPsMzVICHAtW4Av/tPuP25fIcAlyeWoTfhXR0WhujlCARpD2rbR2CPLAzKBMdFo6goR4BIxNLfRub0GLgT2gSuNSwGONALbWztCjwFshAj7nkmzS0kXi84WQkAD12Y0XtyJ+LW81kymPADy5Cyd3o0fVCqEWwpwQQ2c1iIizE2CWCI1cMKsUTGEzJSslXNNqBxOz5NDspW0WDz4VY+kxLo8KbBwFS+hh3HbOqOBMwPthndE0s46GpA72ihPXkuD1cC1NAD/vNkIUGZlzKtDV4BjJ/kNy6wPHEArwsET7IQ2ek8yCbnFqJOuBs4MxhypVuH4tFyxGPiScehPlNvBqtncv1Jktk0Y7eSi/7PHPnYVsPwx+ryiTmjgOkKE7aSdFNOqVoREoW5dS6+yvm7rVmu+SgmLSXt8WHFot2qGxE16LO+Jjy+vpT6b0uKaz/l3TwXxDA7+H0E+GrhKEVme0UXCzSFVCC/fCrz+x8KOzUcDF8hvJcaG9hb6rXgC5mjIqBSdPInzszpm72jNkVLGb9KYxWQaEfd8PF6156iBowuY9D7iN5IauCgfXClg8H2GkckHbvgMeh/23UfuFvTFy5WDrqSFW1+Dx85MdVdl/VS2tADk4jF8Or0vE0EMbNmoGR0UoFe/Asw4iX6TbWYsGjQ8KMCNmA58/nFK/TJ2H2tC5US+/CyW14aYUDPkgeMatSkLjivAiTGG/cejFk6bVljXAYfSRCwVHNnfKjH0CFpT0IFcdV988E4AgOmjQyKuDAlHHJYauFyT9RaTRFzUQmUnYx6I25tMBKeoLgAE7fRMytzAUYhSgCsxOXzoeA0niKGtCXj9D/Q/O/03rqFBVcVpwKw0OdRYgKswJlS+V/Zb4mznW9eQUJYS4EbRA73sAbrHVDHsEpOzTQd94O6/FNjwNr2vHGJX1M//jL5HWa311XriGnpN1T01vymvKplxc4ARu9n/WVDZ9H7Q3DpqFgmkjR+TYMVBHI98A7h5L0r0GC9Jn9BdP6NEqb1G/c70fZo303llGZyScjrXs9cHj1/1EjCSk2+GVWIQwnZKA8caWEcDJ02oLMDJEj0cQRa4FqcRccuWuT5wbEIVAkFqERLmA2e2scCbSsgpJmOthQsBC3CZNWB5aeBKctXAydV7gSbUR74O3B8av5WdgA9cHiZU1pRz2aZEObDPhbSN/ZeSEedjV4N1S+h5vOBJ24/DKKu2Czjuk6EaODcPnIhC5ePZXM6/OVdhCJhQxXMmhbaJB9j3CUfTlYsJlU1dqaoL9cCJvwT2/UL4sYVQVQ8c91/FO1+x4DEumw8cI2u/AsCcS+h1+3rze8Wty0vNGMo3uPvpdn/2I+SKE2P2tu/5mRs/Bzjn/kB+zgQHMbB/dkVdukXKLWbfmbQLivYmI8ANCi5KmTSrBKKfu5tnAbceEvpRWSIufOC8AJdGp9ZpAtf+k+vx4XXHYszg6E7oZkWO9QETKtvI463CSR+w9Tl5MHQnxbDBnSfwlA9ca6gPnA1iaAMevhJYaMrXjpxJA9jaJXalopTNodYsTahCq8MC3Lj96FprlzgC3EiaSFY8C3zmWitkxUuDD7oMK09pturSTSJy1c+wUMj1ClOaBkM8ARz4VXq/4W17rYaPgs7FI2fS67ql9MBLJ+VN7wMr/0ETW4Oo0sD3FMWMk+g3efsh6+/HyEnEhQe6gFDl+Ct2tAfNUrGE0MCFRKFuNZXuAhq4Rmt+dX3gZFg/bwfStL0Bl8yUBo5XtCrdB45X3CnTtGNulWl0gKwauHyQQlvGpNvF0MB1hXyiUGX7sRazo90kqS6nWpuXvWbNqVE+faz9WrvELKqyjIul1badMmng0vLAiSjUdUtpAq8yggQLcqnSWOI3kiZUFvz+/Y82pQcz6SD7PhcBjuF+VlZNSXSHTw0/tivscYatMdoX4HaPKqMFOEK5o6mbdSYw+wKbFLqkksZKgPpQeQ0wSySt4LF51nzg/EeB3U4B9r0YOOArwH5fTL92jDVwSSo9ySbU8sEhJtQY0qJQeWxmH7iy6uCYxshFTVvhJtTK0jgamul59QJcCBoI5HPLBrehK6TFeyKIYfNKKh0SQlzUQo21mw7DA2t7Ez0IckINe5XH8CQszVWpPGq0LZBGpDMJfPyaPQ/7Q6xdYjOjAyTENG0SPnCD6ZyfLif/NdbgVY8kdfqaxSTAVQsNHDP7AtEACaFGHxZc6b/3NL2yAMdO/wANCKsdH5RRs+j16B8D835qy9FIJh9m38t6g6NFwk0ufbPhbZOI1Flt8n0f9PWgz0hYri15/sHjyf9j+/qgE7A7ich7YQ2cTOSrHXP3P//biSIVebxYAOMBLdlq/RVlPqSWLXaQCzOhxk3OP5nehVfrpoZhQIBz/d3KatK3lTsauKQrwDUH95MCx9L7gQe+gkKRJtTMQQwhz1hPEsgDl02AE5+nzNAsLFWQsFQ/xfa3KIGYtV+bPkg3RYYhFy6hGriIKFTpA7duSVA7zgs2bv+oIAbXdUNy7gNWqHP9hd37lfBzkSmlRlc5+RbgM9/rvvPnC5tQM1W+DAjlTtvES4Djfm4XnCUV9nlh7Z5Mm8ILe6WACXPNMeXAEd8PCuiMMcuGm1AzJPLV2syBZfQMcB640kE5+MAZC0XW9D3pAt6ImnKsaaBzeQEuhDANXCZqK2hSctuyR4IY7jwdeOr7oR8lhA9cjLUWKROqq4Fjocy8ys4m/eXcfeNl9CcG7EAQA2tkANLejJxJju6twqzGqmoO7S+vNROvBn4+Dfjwebt91O70v6xFylFwJZXBFb0cFCqHBr8Tm/g4t9AZd9nPyqqBQ76FADzxVAwG9r0o3O+FzUPx0mBNRJkxvXIIDTAb3qHvGOYXEishM+ixP7fbwgQ9RilgxsnAiufofznhuGaLg78J7GIcg0c5JlRZtYK1FEv+YoXwshoEimy7PnAcGQyka+BCTagmYnbEDJoE17xhJ1UOFln4+/T6myltcStNvqVV6QJcJhNqstWaLCtCBLi/nAO8drvV/OZJpAbu+Z+Tmdz11wO6roErIB1BXpUYpEDmCsWB6gOORt+FnxEgmC4iCinAsZktUxoR1wcu2QqsX2Y134ANcuIFY8AHTjxnfM4oH73U4jei7cJqkaYqs2R4ngca7H6SqY9n0sC58JgWS1hztvQRllHRuZBKI9Jhghi223N2iPkSMEoPJx1VvMS4qjRnMaG22t89FcSQ5blrTq87MLK2POUD5/PAhbCtJYn6QbmHcV95FGlVqsuDvhzSwbDbNHBb14T+yIAJpogpxNAJ1en4uLEAx4OhTNkBOMXuXXOTTHpbasugAJg1ttpWYuhoDdZUjcVNXqBV5CvFWiUWFkydSivACS56mgSVYdPsNs5gzmZIOUgDQQ1W5VDrGJxatYnEkHJFXFZNAtHVRiBxCzRn4hsrgK++TRo/xtU0DNuVgh1EMW4AdsXOA5icvDKZUAFgxiniehk0cLEEcMqvgbPuFb6CMg+c+e0mHACcdge9X/gHew/lg+1vyj5w5bWkUZUJKl0fONeEmmy1x483q+SPXrS/e+1Y4JT/pfdNm4I+cNw3eQERyIPnaOAiTaisVTapXWR/ZzP5yhdQCBVONRYApCl/6vtk+mHzfFQpsEKIGAMyUmgakZQWX5StYlIauCwmVCDYT6OQGpOwKNREuc3XtnYJ+bECpBEpqaDFYkcbRW4zQ3cOXkNOgmGClayUIHGtFy69pYHra/B4mynSOtQsHgF/LjV1sl+5iZazkTKhdpg0IkID12kyEcjfTf7uHHRWUmnzwHGwhbuoSrak1/4OJMgPCZB0XXkADK+2369Et6bPlXkwIAU4pRRuOHX3nPefP2cCPrzu2DRzSUJEnpZ2VQO38X3ge7XBYsFc5kWqWT9+DR+Wn4md1eqUBq4cIdF6bEJNlAa3d4jP3WNcDVyylY4XWpkxN4/BWGU0F1J4A6hTs4/M2jesVqZSCHDc+U+42ZaVKamypj8ZncUrrRG7kX/DqU7BjZRmrooG88HjgWsbgAOuoO3SdCIHcRY2SsqBk24BLvkHcqZyiPX5uOgZYP496dq6kbtTEtMNbwcHIRZAJxiH6XwEuNGzrKZACoyuBi5mBK4poqCJTO2hhalgxsnkANxoKk/IlC+A1cBVDaPj1i+z55QaOI7slfeTbLU+dDWjyKy16iXSepUPpkGR+0XLFseEKurGphYQrgnV9NVUTUNHAycLfjs+nCkz94cv4H/m74WjZuSXX6tKmlBZmPtUpDoIi6LtqgauEG1hoYl8U9p8kYqHKckiwFXkK8Cx6b3MCj1ygi6psALcrYdYrVo8ARxyFUV973MRMO0Ee4ybwzHKB46JCrKQuRrDCBPgpp9Ez/xe54QfMxDh3y2TABcWmBJ5vsrgK5DZxSQbIoiBEvmasYuFwk6ReL50UFCA41RaJRU0LrVupX2iNHCsjQwzoYa5HYQIcCNqbL86/snDgP83Om2fXOm2Ulq9yS4jqrHziCwTZg4UVQO36E/0uuwBO9G3baOBSw6Wb94LADgktgjx2HkoicdQgZCSQ2kaOMeskwzTwNUEP+toA+KmRFTHhnRfPFeAU3FgiBHgOpPpGjjOmQaQsLXn2cDjV9N7bks5+LLAEouTf4MLmxJloIBSNgUICyIucjCQzrH5Ik2nkoOupMzkaxYFByFuVza/yskkmwAHUH6jZQuCQRNpGrgQn6xAFGoyuF/tOGNCVTQwSQFOd9Jvyv5+a9+w53zgy9THph5L+3MqgFQptyabbR4gwX7r2uD5eABt2QJA/IbtwoSacPIQpplQt9l9GamBSzgaPMBOyA0f4Zh5o3DMTCdgJQsBEyq/l64E7WFCZQEauECai0IEOJkbMMv1M2ngwrTIUT5wiTKjrWjKTYBjjVj1iGBwEiMFOHfCHDGDylG5sOCVCmKI8IE7/Bpg1SvR95bNhBomwA2ZBFz9Sfr2gYybqy+MMLN4FPy5/K26ktA2bgW4kpgxocYSIhdlW9D0LfNmdpi8mypOi9Y2NqGG+MB1tNKYpuLhQQwdbQAqgw6/IQKcrP5U2t6Y9nk+DEgBrot+gSmK5gP36bvAu4/Te+nflCoALysp0EPSCYVELJaugZOJfDk5LWC1eG6lBiDEB04KcCadRbLVJtyMIpYIDtrSBw6gSY4nesBq26TWTWqXsmUe52u5VSXcHG4u5V1YzeVCRR0w8zQS4KSQe+QPgUevAiaZgIqUJrAyOtmppKo+PQ+U64cTC3lkZYJjWfOPz8n3ohTd+6YP7P6xmN1n7ZLgyvOxb1uTwfj96DVRBsCYKdiECtBguW09DVh8Pu5vrY3QUoBz+58w4af6d7kjwLk541gILAnRwHHfz1IfNQqpiU/lf+T0KoDQCnZRAyePKUQDJwUPjtaOIhmmgeOUHXn4wAH027Q3AbU55DpLBTqJGtABE6oQ4PLhisU2B2MgYa/QEB74tcznKMSEuiMyahaw36XkOxxFwhHKM8Gfhwl640OCy7LhauC2rqXAOCmg8zhS5mrgjBVAxSi4TneSiX7li+EauEQ5nSOVB04GEjn+dkC4Bq66eP1qQApwxSKYRqQLUuEvZtv3Mj8bT/5ysDQDmUYM8bjCyJpy1JeH5HSL1MCFBDGkJkUzoTZvJnMuQGbOuDGhSgGurCZY2BeggVJqw/h8UtMkfVDYyVk6O0vhKptWin283Mlk8IT0fSW5aLu6ysR/o1eZkX6nQ4BLX0y/j67cT8I1oYY8sjyByShQ3o8nTh40WQO3eSVp5mpGCw3cEqoQseUju+9HL1IqiBEzaJtS1l+ETbAA/e5t26h/s5M5T94tDcH0PWkCnFMLFrDCe+Mau688PqCBixDgCvQtkXngUvnjtgqtS1gZnUJ84OQxIQN9Vrit6iYFTbxhhGngkmEauIr0e3OpqKP2kPkKo0g9A2Jc4DErliDtiYqF+w9lQqYOkho4WXEhG9kEuC6WORowxOIUvZ8JqYHL5pjP/c01tV69Lnx8y3p/1gcuEVeUwql2bFDT1hrhA8e5UOOlNuPB2NlkMQuLQk2U0bi28kXqsx0hApyM4G9K920dXlNAmbUIvACXgXh3BDFI6TwlwEVp4BRO2GM0jqjbHbgDNDhFRqG6QQwhGjguRcP15gA6npPuSgGucmiIAGe6C0/WMz9n/2fkQ1k3kR4u1+mYyfagy8oNEvaP4bB0hoXOnlg5j5xJySf3Po8mkLBJgNulKwJcmgYuzIQq04h0BvdjbRgPRpVDyM/oJuMjOnicFeC4LmZKgBsMfPQSMG6f4HVLKqwJNdUnqkhgattmU7SI7OnfOmYq9MIYFDqDGiAWwFxtdNkgilLmjO0dbaAaiDq7Dxxr3rLUR43CTegNIKiBaxc+fO62fJDJh6PcATLBQs/w6cD7TwUFapcwH7h2IQQz7PAvzfguFYPJbSIXR34W3OQYwdqa1OJEBQNo8kX6wBUkwGXxH/Rkx02OnAn2G3Y1cGFRv7kgNHAl8RgF2Y3bV1gm2u1irqQqKNh1Jm0QA0Aa3CGTjVXKWcSwBq5mDPn7Lvx9umUAsNo5IHRhlrG6S554AS4DRQtiqB5lfWjkpBKmgTODcicogCEWU6hSZvKVRZzT8sA5JqhQHzgzuG3+0H4WL7ETIJvWAJr4N68Ifg+eHM57iAQFTmIpB2e50q6oAy5+1tb8ZPa/HGjKYcJKCXAh2gA3TQgAXPwcaZG6GJqdE7E4RYNmorQKgOqiBi4HE2pYIl/WSrAJNOVbVhc8VsXNPkY4ckP41y+lRMOSUtbAOQJcayNdJ6X1K6eVecsWGrRicQp8CGjggnkIU/cZKyHTOwuTyTbS3rZsoePbthvzfyLdBy5KA9feUvgksXWNrbkbpoHLUgkiFKnlKkRbyL/18GnAOw/RxPXmvRS4omJUY5JN8qFBDCIPHDN0MnDOAipRFEX9zrlHCsYcfzXA9mn+LVQsOCblS6f1aOEAACAASURBVKEauF2PAZ69Dtj5yMKv7SHieWiVUhq4LL5yuRKLoQMxJFQHZVBo/IQ0cDERpNK2zdRyjqVr4EqrbF8cs7fZpwxo3xC8Dmvgzr6XAg+2rHY0cOa9VHxELMxK4grtHRny6uWIF+AyULQgho42ilpa9H9Bv5cMPnAxaKsBlGHRDSZKK6WBc6LGpACnNQkzrg/cJqGBi5eZKFQnZYj0WWF4pStD+gEziZoonlJHWGHTm+TIH6ZvC6Oqnh4ojjrNxpBJNsiiL6AUaQV7TIAzPnAqboVY1sClSlS5ApwiwapiMA02Mqnyxvfolf3fGHZib94syhoNsteQSZDLa22/isVJyJRRnE4t3tQgGC8l7eDHC832VtIgt2whwYf7P7dRIEegeV6kD9yqV4DbPkPCyU4Hp7dhNhrXkKAUJcB1VQNXyPHsf8PR3huWp+eUlAJcLGEqcTSTIL3oTvrMFWqztc+8n+Xus8a/gdTW8QTKv5+KpecKzAdp6szF15QZPQv43pbs+3myk0/qj5QPXPFSsSQRRwIdqGrfSM9F7dh0Hzjug64PXExo4MYad6fKIcGgLoAWkYlyOk/VMAo8CghwrIGTOTS3IYxRtRX4aJMYnzrz9AE1eCN/BooWxNC6lSbOkqoIE6rUMJFUPn14mfXB488r6qgTsRZDphFZ+U9T29CJ1gPSo1ClCZWdyDtabYF6wGpuJJn8E8J8XbqKUpQ/zi2D058oG5Qu1OaD6xCsQiYorvvaYdKIyN+pMosAx8IIJ1UOK8I9Zu/0e2prIv8OjkCWE3SVEP7La6hftTSCtHwQaWza0qNIWSiJJyjgZctq6u8dbcEoatZAAyYJp+nrWtvvJLVaq0004rIF6d8vG1pTVn/2u3JNqLGS/ASwjnbgmR+TwMUUEnDBGjiuaLJ2cfo+ssYoP+vtLcDS+4B3H6PPXD/LbMQTuZvMWLjc6RC7LZUPjgU4lR7xng9RpbA8PUc8HxMqP7d59rsMdLAA12xcHWrHWVPpS/9DYwHPTdKE2t5E4wffC2ueK4dSYJEMoEu22H5fWU+fB6JQWQNnTKiJinQ3JMPoweUoQxej2OE1cBmZMtwKI26d1JxJttKPXFZjfIfEQB3mA2dMqJ/bQ0yCsnB3R6udoGQQwyu/oRxFMuFp61aT34ajzcps2aPUFzNO5LozmExUBiswmVa3ZYOoDNSOlOAyF3b7rHXqL4S8NHAmjYj8nViY4uAZ93y8QjzpV6Rxm3ocMPNU4JFvAkv/RgOV+5uWVJJA09Fq+0lAgHM0cOuXAdeJQBbWPDVtBIbsZAQ4R4McLyVhsrOdnIuTbcGqC+3NdiJIlFtnYa7RyoE57BfGA3QhvmYtW+icHFiRqg7BwUE1+Qlwz90APHu9LYUGFOavxz5wLJR/soheuQQV32vZIBttx/mu3n7YnqdQs3IuTPw34D/eCkav85glTahtxrJw5l/CF4+ZCFvUFIuLn+uZoKj+Tj4aODad5qMtzQJr4Iasf5k2DJsKrHuT3r96GwlmYRq4xjVkQud74cVq5VAa3/j50Zr+5/Gzqt5E3Iuxzg1iqBlNAlzTprT59PD4YmyUrj6fLCzoe3sBLgNSgFOF+lWxVislwGXRwLk5muT78loStKSELx+cli1ObqlN5JQsE3ayto2Jl9oBdbuw+YetjjJp4EpDnJU9wJH/2bXjXUffbEEMnZ3B34k1ZOxPyCbmacdTTkIWRsbsZfPelVbaZLgcCRy4pwob8MKTrfzdAxq42mA9XYAiYDs7yWdrp4ONWY/T34i+yoNj00a7CAJMGhGhgZMaPF7cVA2j0m7tTTQB87OWowB314WzMWvBUcAb2+2gXjMalELFSeRbXpufD9ySu+33YAoyoQrfWIDSIADU/lwWrXmzEeAcDdy7j1N6iPH7BVNvdAduvrhYzJRREiZUZvJh0Yl3o+hODZwbKOUJJx8NXGoRWTxf5aSOoQRJjPjgbkqkXjchGJS3bqn9LflemzaSQqVmNPW72vFW0OIxrOlTen6kEgSg/dYtDVo0mjbSnHuvSbdSO4bKI/5kEnDZq7SQNxaCi1Z9E6fKMfONPxf0vb3uOQNKKZy93wTUVeY5oHyyiDRigCgkXk0rgIAAZ1adHa1WVevmaJLbeKDdaFIGVI8IPjitjXQcm81SRavNubhskYQHdSCoDmYhQDoFZ9TAFSFlhiedknLgayJVSTYNXLIlOAHGE8Dnfg98/lH6f/B44LsbgX0upP/bwn00Ur97mFM4a+CACBOqo4FzWbYAePAKunbt2KAGrnkzAEXHscm0pdEIcKZvpUyoIT5wrMniAZgFVNYubxX1XjOw39AWlDeuANa9ZZ+jynrr/wfYxVJZdX4CGJ+PawdX1AU181rnllYjJcCZNt6yymyXqYp4jGk3SXgrSFPe2kja4WOu75mgH5d4WdAHDiCBLl/hDSiqJsdTIL3RhwRJJDBUNaK88UMKTgGCgn37dqGBM32MA2dqRpOv9pwv2P15YcpRpG7Vksp64wPXZrMsfLocWP0qvZ/9ebIuMKuMZvCBK1KVF+qUGHvfezrv7wx4AS4rPzhxBl6/Js8opVsPBh76GmkZWFtWbjRwbSEmVECoX7nQtNTAmQmDTUifvE6vw2fQ5LGPkfibG+g8HEnIEwWvvmOxdBNavDTcn0XFgMsX0l9qW4aB0mvgug8ZGZopD1xnkiZsV6My/cSgb1s8YbVZUQloWSgI+z0DNWodAU7FgqvSqog6lAt/T6+1Y6lP6g7ghZuoz3KNW77HVhbgBgFQRgMXEcTAghQLkfw8sYl10we5OQw3mMS4rVvtsZVDbAoVwAQGlKT7tmZCa7uoY+G5Ykjw+FdvA34wJLu2kAXIRFnQIVxWdZCLOI44bzCCnhS0e5pEaboAV+jiz/vA9S9YWVFEoa8dcSsQ8aLSfX5cE+qT36NXmVyfYSUIVydyNXBV9XT+9mYS9qpHUy5GVq4c+p1gf95iyhku/F34F+Byh3nie34WsppOn7gGePuh8M+aNwc1cFEmVCDdBNQeYlbliXH1K7RaHTKJHoJjfgJA0fWSrbbCQWDwDikkzf9LoY7NcbE4pRSQ5rCMQQwswHkfuG4l7DdQypRDaych3g1UCCNrugXT78MmVWleT2ngzO9fOTSoEQkzwUpqx1HOJgD4+/Wk2eP7T+WRa7R9mIW19iZRW1MKcEZgcwW41LPQDLTm4DDPq/PWrXYVXlFnkxgDoo5iee4CHOfPk1QODfrAPXsDva54PvO5WNMWS0QLP82sgWuzWi+eTHpVgCu3406XBTivgesT1E0CDg5J7xRJ8QS4DsRQC1FtAaAygHMvs2NmKojBUVjIyHuGF6bsisDjitTAAZSnMl4CDNuFkrp/upzGxKqhwZKO694q/MtlYGAKcOuXFZzEM29euAm460z7v1zdb1tnNXBlNWalHpJGBLACHN93soUmnY4kHRMvo6LvAPkuDdvVTpSxmE0D0dFuNTafLqeJhfPXAOAo1xSch4uRAptLJlNFKmmt18B1K1G/AZfAkqk9MpFNgGM/ybBglkwaODf9jLu63e9LwH8stf/XjqUIxVN+Q4PkiuesABfQwLUHc8YFNHDSB441cOY++HmTGdFDsqOnsVlo4JqFBq7UMaFyElDpx/rOo8BvjwlPECsjvZnKIcCGt4GFfzDO0kYb/8Ezme8x2WxSg8Sjn7vmzTSxLFtgNXAc6ZvpWe9uxs2xvoUswBVaAo8X2bt9tuv35SmcKxYBh16Vw47doIHTcQxWRsjihUBJBXDUj+xCha0B7hgaJsDxs7HgMuCjl+2Cji0ZVcbEumUVMHpPKu/46XJ61rjUo1yQrH7FLqaKyMAMYki2mIjIid18nZCCz+yHAjgCXBYNXIejgWttBK6fSLb0WAkdO3pPu798D9gSSRwZqOLACzeS5D9ouBXSXE1BvCyYhLFyKCUt7XC0BEDmlS531q6kzPBkJ1KAK7EmVOl7EUVZlsly938np/iDv5n+WUADZ4QtFuBcocDVwA3blZx7Jx8GvP+0HVS5NFnTpzbPYMoHrsFEgAkNXFuID5zWVuOWpoHbZHMVNm3KXGkAECZUE0Wm4pSHjlOoAMFarnJh9uS1JJC996T1x2H4mWcfGoCeOd1Bk8Wql6zA+OELme+xWZjL+fnjcSB1vQbgd8fT+85k8LfrTQHuc8KUpDJoe3NBKeAbK7z/bX+B0/Fkq2mdB0nEUQehLJHMvYwCqfa/nP6vGQNM+Qz5q7U0hLsQyXN8stBq8djfbfJhwL5fAGacTJVnltwN/OtWKj2451nmHKI/bv8UeOK7Xf+iDgNTAwcA2zZk36erhEnUsjbmtnVOFGplugZORtYB9vOV/6TXhX8QVRdKbDF4N7ltRR2V+0m20Dk5jcB7T9B216mb1ddci5JhjUpYaahMtQFTApw3oXYrUWbsWFxo4HIwoWbL41VaBRx/U7gGrlSk72CH4JQA55jlXAGO9z/jz8BX37Z9qmaU7dt8/5z2pmWLKXkj6qa6UaiA1czJ+5A+cEOnmPeivM2qf9lyXZKUCbWR9q+oo3uV/m7Nm0jbWVJhXR6aG+z3WHxX+nlZgJMCpJwsXv8jve50KCXczlTmqWWL1bZyRKcU3mMl1k8HoKoaUoALS9bdG6QEuAI1cAD100ICIDw9z9RjgfMftUmmi0AScZQrEVQk2f8y4LTb7ViWKAPOugf4+vvA1WsRilLAUab+a9t2SrFUOshatyrqgHk32LKBU4+1x3KJSb6P+l0oVQnP6UVk4Apw23PM7L3yn4VnAQ9zMpblp7atswN2eU3Q/KI1fca1B8NMqAB1mKQoAXT234Bz7k+vOFBRZ9MIyELPfE88sPNgzn5y0EEfOPZp6swwcYThTag9Q5QAFy8hoVtO6t0FC04yvx3//q5WxzVPsP9JopSENgmvyKUAWl5rHYlZ2+XmgWOhJNlifU5Zs9feRM9a82YrNLGGS2vgtiOAG2cCd80PmjfZhLp2CfDa7faeZBBD4yf0/XhbRztw/QRaNAGkYXQ12Xx/deL5DSspNPVYElpleTuXlgZrCufnlZ/ziiHWrYIFV8A+62U13Zv/LR+66gPn6X9MmFv0IIYUufajeCJzMuG5l5JFafunFKAwdHL0PZdUAMf+HDjsO7aSCS9I4mWUwoQr2xSRgSvA5SKUfbwQuP0Y4OErC7tGqAC30lRIqKCUBe88TGpXDuFP1WncRjndeKJZuwR46770jOzNm2kFwFFm9VOCWc2ZijqgzaiQXQGu4SM7sLOpdpDRUHS0ByMU3dqZuTJuDjB+brg/gad4RGrgEtRXdGfueb0O+gZwWkRUVCZYOyvN+IlSYOKBdkXKuEJCpkCYlPAhBbgaW0c4UW4CBpqoH7MAx8JjayM9R4kKKnsF0HO2ZTUJOGyaZQ2c1Ly9/SCw+E4yW27fmL4AZBNvaaWNHm1cQ+YYfq7Z4Rmgwbu1MT1BJy/oeAE297L0XH+A9Q9jjf7aN230KCNNqPybsBC81zn0ftmDpIEHaF+esHrTfOriBThPF+mQAlwxMyFUDaWxYP1Saz6NYp8LgIO+bv9PuXiUAqN2Dz+miwxcAW57DibU535Kr4WaW6UAx9UUGlaSQFQ9gpJlfrIQmHMxfcbOzp0ddiBnDdx9XwD+el56hFrbNvJjY6fJKOSkVzcxOCl0JtP9orh0Umc71Zxk3NqZuTJuH8o1lk9Gbk/u7HUOvUalTIglaKUI5GZCBYDDrk4vVJ8LbJaccEBw+3kPkk+IyxnClJgp4SdrhaWfZlmNFYKGTDJVF4wAxgMkB0ps+ZgWZaP2oH6sYiS8rF9Gn4+bQ+3EQQxrlwSv//zPgDvmkVYOsKbQuonA8TeaexxJ5+zsIMGyZhQJjB2tpJFjZp0JQAEf/D14Dc7LNutMYP49wBH/ac3PcvHDgtg7D1Ng1C0HADfuFiztI7WtvOAaNwe45B/A4deSiafpU2DrJyRcX/6afa75+e8TdNEHzrPDk+wuAa6yHnjzHnrWXX/WbHCUeKKCkmZ3AwNTgIvFc9PAsXlC+sQwnZ0k4LmrXokU4Pj95pXA4AlkIuGcMFzLk4Wqtu1CgBuBSHgV3rAye8i/HPyrhgFfXgQc8QO7LU2AM4IjD/xn3EWOmVXDgts9fYPjbgS+vSZahV86CNhkzPfdbUKdexkw76fW1yMbux5jBZJMfkrsXyKDg8pr7LMybCo9L/zcsgBXawS4h75KQQBj9qKFxJCdSHjbYAS44dPItNi0kaJdH/s2bT/1t8D+X7YatE2mVjBHfctcdrVjSbO26QPyM2UTKhA0d9ZNIhPzx0IDt/wxyg8J0HO282eCuRmlRrNsEJX/WXwn8Ox1wXMw0oTKbVY5BBg5k847fLr1jRs+jYTaYUYzeXjxHaoLhgX2rvjAeXZokpoEOF06KLOvdr7wfFhRR9Vr8mHcvhTQcOIvaKF34JXBgEGA8sd1gQEqwJXk5gO31ayYG1YG0390dlJh6Kf/kyLDopACXNNGWh03rKQyHpMOpO1lNVZY4olmyyohwIUIZtxpdjpUbItIiMrMmm/fK0UaQKkhqd81uD/7L7G2ZtdjgLPvE1UZhADXTasHTx7E4uG+UszImbY/d3dppPIaYN+L8hsoWfOWSYCbeRqw78VBMwRP6iWVtDCqHWefO9ZcsQZuvUlPMuUz9DpsKkWDrn+bBK2KOnIRWPg7isxsWAmMmEnpJ9yoboDaFAimXOFneNW/7LVZgLvvYrvfoGH03KxZZLe9eY99L/1OU0XpR5IPzYVP0f/nLKDXZ6+3+64212Uf2nJHAye1DzwOAPY5n3MxcNXH6abu3oT77fDpvXsfnn5LSgNXbC0uW752OjR/61K8BDjxl9Zd4vDvpgdNVGdQ4OTAABXgEkGz6G1HAY86+WlYC1Yzlsya0n/l/i8Btx5C73l1uHkl8MS1tvg34GjgNtnEvYMnAJPM8XLCYmfix74NvGscncM0cDwIsxAIhAt6kuoRwPE3Ayf+ym4bNYsSK174lO2IFzxJiX/nXk6aBzd3Et+vNKGe/wjwteXw9GFYWwv0boLWKLhfxTIIcCXlwLyfBPs6pxIZOpkERllXkwUnmT/ss7cBUw6n98OnkVZszSIS5gDyEQSAyYdTlZFzjZDEnzODRljXgoAAZ7ZxaZyaUemO0GfdC8w4hXzutq4BNr6fXsJLalLZp660ioTXsbPN/5WkhQOA0XsBQyaTI/RHLwN/PZcEP9a2nvJrU89RuEMAdixhAU6pvhtoNH5Ob9+Bp59iBbgia3E5qHD83OKcL2YqHO1xBv1fUUeL2wO/VtDpBmYeuEQZDbBP/YB8h1a9RH9H/9ju02gcoyfMBZb8lSI1a0aR3Xrx/9n9SipodXuTcUIcPcv6+UgBbvsG62szbFfab/pJtuYkQAMwQH4x7BsTplljXyY5qWTTwAHA3ucG/48n0hMrjtuH/oDwxJds5pW+SqWVmbU/nt6HC9EDwejQvgL3p3zLHu15DrDpQ2DacfS/9NcMc/6X2uJhU0lgW7/UarMP/y5p5Pa/LCh4ybQeV6+jfHGLTYFpaZJmAXLh78g8OXQKsOqV4D2wAMlC9X/vRYJU2zbSvB13Y3B/DhwKc5LmqPBpx9OYtnYJcOfpNpKWhcsJ+5MG3YXbqLu1ssUga3UQjyccK8AVeXHC41WYhr5Qhk4mGQGg5/O7rGy6Nu9TDUwBrmYMsMf+5JT8/M/s9u0brSaK1fYTDyQBbuN7JCSxGYbZtt4KZgBFg804mbZ/9CJdq2kTsPJFO3EOn04mr885EX5u56oZE5xsz76Pok03rwCe/lFQO9dTWpWpx1J04txLe+Z6nuIwahb5pM39Uq8Xlg6FBbh809OMnwOcL0rVSQ1cmPZa+nqyJgsAhpvF0LTjw31Z2DxSN5E0gSXlNm/UiBnh15xxMplsooJGxu4L7H468MZdVsu2++eAWWcE95t1Fglxu85LP8f0E4B3HyM/2qaNwPJHg59nE8xSWso+LByddEv3+216BjScRkQV24R69I+BiQcEx5JikMph2bVUPgNTgIvFgZN+SSaJf/3abl/xd6t1Yg3c+LnUiAsut/vVjAEaP6b3W1ZTFmeAHBDXLAYeuAJ47Q467qRfAW/eS+WtJh9GA2W2+o8AcOzPgGkn2OoGu86j4wGatPY4nd5z9vhsJtRiEYtTdKKnf5EoBT77v719F9GEmeYLQZoIR+1h35/5F3JzkH55gyfY97n4V339g2CC45mn0fO885F2WyxOaXwaVgEHftXsdyr5yy36Y3ChFYsBJ99C0aAv/iLoyyaJxYKJQCWz5pPAWV5r0wMNmwqM34/GIDdq3YUnCk7s3RdxBVqPJ09SaUQqs2RryJdBw4uacDgFL2i7mIux3whwSqmjAdwEIA7gN1rr67IcQnXQZpxEg/evDwLuu4TyPE07nvI+AeSUXL8zmSaGTgGmHkemyOrRwEu/Ap76PtUkrKgjAUs6Ih/5QxII46V0vkV/pDD+TBqQs+4lcysLaAD5pcnJSJIoIwGur2RN93gKYdQelNg21xQnUVQOpWd01vzgc7bLUen7ys+H7Zr+uYubqkep8POec3/6fsOn0ngQdg/lNTQJLLkb2Ou87PeRdrzRnk09jiwEh36H3CPKa6MFP2bfi4Dlj/hAJM+ApgYmtVF/6eccNZ6oyLxfFvqFAKeUigP4JYAjAKwG8IpSaoHWemnGA+MlNtrqomeAv30RePU2+gOAQ64iLR0nF517GTD7fHs8Bx0svR/Y5RhgyhHA8sdpUNznAmvOmXY8MP9u4NXbyeSRCfaPkbBPWhhn3EWr91y0eh5PX+XQ79DzI4MtCkEp4PQ/5b7/hU8DHz7f+znGqkcCX16Yfb9M1IwCjvsv+79MExTFlMOB723Jvp/H04+ZETOVU7o6vvQUSRMc2cW8qf1CgAOwL4D3tNYfAIBS6i4AJwLILMBJqoYC8/9C/mpPXEMDGwcj1O8KfPI6+cNJdjmanJ8/WUjavKGTo9X9Ox9Bf8Vmwlz683j6M/EE+ZL0NGP3pj+PxzNgGa5MguwoS1Zfg31pZfBUAfQXAW4MAJlRdzWAQMy5UuoLAL4AAOPHj0cklUMosZ5k3g3kXFw/Jbg9UUomz7atfdsJ2OPxeDyeHZVzH6QciX01RY7L7qdTANIuR3fpNAMmD5zW+lat9Wyt9exhw/J0+C+vCTdtAuRg7IU3j8fj8Xj6JpMOLDiXWq8QiwFT53W5akR/EeA+BiAzVI412zwej8fj8Xh2OPqLAPcKgJ2VUpOUUqUATgewoJfvyePxeDwej6dX6Bc+cFrrpFLqMgCPgdKI/FZr/VYv35bH4/F4PB5Pr9AvBDgA0Fo/DODh3r4Pj8fj8Xg8nt6mv5hQPR6Px+PxeDwGL8B5PB6Px+Px9DO8AOfxeDwej8fTz/ACnMfj8Xg8Hk8/wwtwHo/H4/F4PP0ML8B5PB6Px+Px9DO8AOfxeDwej8fTz/ACnMfj8Xg8Hk8/wwtwHo/H4/F4PP0MpbXu7XsoOkqprQDe6e376GfUA/i0t2+iH+HbK398m+WHb6/88W2WH7698qM722uC1npYPgf0m1JaefKO1np2b99Ef0Ip9apvs9zx7ZU/vs3yw7dX/vg2yw/fXvnR19rLm1A9Ho/H4/F4+hlegPN4PB6Px+PpZwxUAe7W3r6Bfohvs/zw7ZU/vs3yw7dX/vg2yw/fXvnRp9prQAYxeDwej8fj8QxkBqoGzuPxeDwej2fA0iMCnFJqnFLqGaXUUqXUW0qpK8z2IUqpJ5RS75rXOrN9qlLqRaVUq1LqSudcv1VKrVdKvZnlmkcrpd5RSr2nlPqW2H6Z2aaVUvUZjp+klHrZ7PtnpVSp2X6QUmqhUiqplDq1K+2S5f77TJuJz29WSm3LcPyPlFKr3H16os36UnsppZ5XSi0yf58opf4WcfyfzPFvmmuWmO3KtPV7Sqk3lFJ7dbV9Qq7dG+0Vul/UNUOOj2qvWqXUA0qpxea7nN+Vtslw/0Vps6jzRFwzqo+FtkXI8ZNU+Dh2nlJqg+inFxarnbJ9z15qrzuUUivE950VcXzo/KCUOkQptUUcf00x2ijk+n2pzQ5XNG4vUkr9Qyk1JeTYSqXUQ0qpt811rhOfXaKUWiKOn16sdsr2Pbu5vaLGsRtMO7yhlLpPKTU44vi8x9hItNbd/gdgFIC9zPtqAMsBTAfwEwDfMtu/BeB68344gH0A/AjAlc65DgKwF4A3M1wvDuB9ADsBKAWwGMB089meACYC+BBAfYZz/AXA6eb9LQC+aN5PBLA7gN8DOHVHaDPz+WwAfwCwLcM59jP3vc3Z3u1t1tfaS+x3D4BzIs4xD4Ayf3eKPjYPwCNm+34AXu7v7ZVpv6hr5tFe3xb3OQzAJgClfbXNos6TTx+LaouQc0SNY+cB+EV3PIt9tL3uQA5jDyLmBwCHAHiwO9urD7bZcgDTzPtLAdwRcnwlgEPN+1IAzwM4xvxfI/Y7AcCj/b29zOdR49iRABLm/fWIHsfyHmOj/npEA6e1XqO1XmjebwWwDMAYACcC+J3Z7XcATjL7rNdavwKgPeRcz4EG6EzsC+A9rfUHWus2AHeZa0Fr/brW+sNMByulFIDDANwdcm8faq3fANCZ5R66RF9qM6VUHMANAL6R5Z5f0lqvCdne7W3Wl9qLUUrVgPpRqAZOa/2wNgD4F4Cx5qMTAfzefPQSgMFKqVFZ7icveqG9Mu0Xes2Q46PaSwOoNs/tIHONZLb7yZditVmG87hkGsei2iJFpnGsJ+hL7ZXHPWedH7qTPtZmGkCNeV8L4JOQ+23SWj9j3rcBWAjTF7XWjWLXKnO+otIL7RU5jmmtH9da87jzEkKeSUPeY2wUPe4Dp5SaCFrlvAxghJjw1wIYUaTLjAGwSvy/GhE/RgRDATSI5iiNggAABlxJREFUHyPf44tKH2izywAsCBPO+iJ9oL2YkwA85QxkaSgyf50N4NE8zl00eqi9MpHXNUPa6xcApoEmmCUArtBad+sCq1ht5pzHJWs/CGkLSbZx7LPG3HO3UmpcrvdcCH2kvX5kvu9/KaXKcr2mYK4iM/0jSqkZBRyfF32gzS4E8LBSajWoj12HDBiT4fEAnhLbvqSUeh+kdfpyrvdcCD3UXrnyeZAVJYyijbE9KsAppQaBTEpfcSc1s5L0IbEOvd1mSqnRAE4D8N/deZ1i0dvt5XAGyLyVjV8BeE5r/Xw3308afay9cr2m215HAVgEYDSAWQB+YbSf3UKx2izTefKg0L7zAICJWuvdATwBqxEoOn2kva4CMBVkohoC4Jt5Hr8QVOpoD9BYGKpVLxZ9pM3+A8A8rfVYALcD+HmG6yRAY93NWusPxL3+Ums9GdTe38nz+jnTR9qLz3E1yALwp2z7dnWM7TEBzqwU7wHwJ631vWbzOjYNmdf1BZ57nLLOpZcA+BiAXFGONdsyneMxc/xvAGwEma241FjW47uDPtJmewKYAuA9pdSHACqNs2tcHP+Dgr5gkekj7cX714PMEw+JbbKP8bZrQX5bXxXnyrv/FkIPt1cmQq+ZR3udD+BeY1F8D8AK0GRddIrVZmHnKaCPpbVFruOY1nqj1rrVbP8NgL3zaYdc6SvtZUxk2nzn20HPZmgfC0Nr3ai13mbePwygRGUIgusKfaHNlFLDAOyhtWYt1J8B7J9h3L8VwLta6xsjbucudJP5vofbK9s5zgNwHID5RjiDUup2c/zDhd5bFD1SC1UppQDcBmCZ1lpK8QsAnAtSzZ4L4P5Czq+1XgVaefP1EgB2VkpNAnXQ0wGcmeUcRzn3/AyAU0Edr+B7K5S+0mZa67cAjBT7bdNaczRSaCRXb9BX2ksccirI6blFnMPtYxeCtEeHOya/BQAuU0rdBWAOgC3FNl/3dHtlIfSaebTXRwAOB/C8UmoEgF0BfIAiU6w2izpPPn0sqi1yHceUUqNEnzoB5PNTVPpYe43SWq8x5zoJwJvmHIH2ynAPIwGs01prpdS+IOXHxlyOzYc+1GabAdQqpXbRWi8HcIQ5Vwec51op9UOQj9yFzvadtdbvmn+PBfAuikxPt1eWcxwN8hM/WGvdJM7hRsUXZYzlk3f7H4B/A6kJ3wCZOhaBoqiGguzl7wJ4EsAQs/9IkC2+EUCDeV9jPrsTwBqQo99qABdEXHMeKJLkfQBXi+1fNsclQT4zv4k4fieQc/B7AP4KoMxs38ccvx30AL810NvM2SdTFOpPzPk7zev3eqrN+lp7Afg7gKOz3HPSHMv3e43ZrgD80ny2BMDsAdJeoftFXTOP9hoN4HHTVm8COKsvP5NR58mnj0W1RcjxUePYjwG8BYo6fAbA1AHeXk+L/vFHAIMijg+dH0B+wNxeLwHYfwfoYyebNlsMGs92Cjl2rLnOMnGdC81nN5k2W2T62IwB0l5R49h7IH9CPv6WiOPzHmOj/nwlBo/H4/F4PJ5+hq/E4PF4PB6Px9PP8AKcx+PxeDweTz/DC3Aej8fj8Xg8/QwvwHk8Ho/H4/H0M7wA5/F4PB6Px9PP8AKcx+PZoVFKDVZKXWrej1ZK3Z3tGI/H4+ltfBoRj8ezQ6Oo9uGDWuvdevlWPB6PJ2d6pBKDx+Px9GGuAzBZKbUIlFxzmtZ6N1MW5yQAVQB2BvBTAKWgwt6toESfm5RSk0GJl4cBaAJwkdb67Z7/Gh6PZ0fCm1A9Hs+OzrcAvK+1ngXg685nuwE4BVRN5EcAmrTWewJ4EcA5Zp9bAVyutd4bwJWgAvMej8fTrXgNnMfj8UTzjNZ6K4CtSqktAB4w25cA2F0pNQjA/gD+SuUUAQBlPX+bHo9nR8MLcB6PxxNNq3jfKf7vBI2fMQANRnvn8Xg8PYY3oXo8nh2drQCqCzlQa90IYIVS6jQAUMQexbw5j8fjCcMLcB6PZ4dGa70RwAtKqTcB3FDAKeYDuEAptRjAWwBOLOb9eTweTxg+jYjH4/F4PB5PP8Nr4Dwej8fj8Xj6GV6A83g8Ho/H4+lneAHO4/F4PB6Pp5/hBTiPx+PxeDyefoYX4Dwej8fj8Xj6GV6A83g8Ho/H4+lneAHO4/F4PB6Pp5/hBTiPx+PxeDyefsb/B9YrehuHHvl2AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "O7FQzVXsU3_n", "colab_type": "code", "colab": {}, "outputId": "fc4a0e32-9844-4521-b9d5-0362b059498a" }, "source": [ "# create new dataframe with necessary for plotting columns, and \n", "# obtain number of rides per day, by grouping over each day\n", "plot_data = preprocessed_data[['registered', 'casual', 'dteday']]\n", "plot_data = plot_data.groupby('dteday').sum()\n", "\n", "# define window for computing the rolling mean and standard deviation\n", "window = 7\n", "rolling_means = plot_data.rolling(window).mean()\n", "rolling_deviations = plot_data.rolling(window).std()\n", "\n", "# create a plot of the series, where we first plot the series of rolling means, \n", "# then we color the zone between the series of rolling means \n", "# +- 2 rolling standard deviations\n", "ax = rolling_means.plot(figsize=(10,6))\n", "ax.fill_between(rolling_means.index, \\\n", " rolling_means['registered'] + 2*rolling_deviations['registered'], \\\n", " rolling_means['registered'] - 2*rolling_deviations['registered'], \\\n", " alpha = 0.2)\n", "ax.fill_between(rolling_means.index, \\\n", " rolling_means['casual'] + 2*rolling_deviations['casual'], \\\n", " rolling_means['casual'] - 2*rolling_deviations['casual'], \\\n", " alpha = 0.2)\n", "ax.set_xlabel(\"time\");\n", "ax.set_ylabel(\"number of rides per day\");\n", "plt.savefig('figs/rides_aggregated.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "4dbn7xG8U3_r", "colab_type": "code", "colab": {}, "outputId": "87692c7b-cb9d-45f2-e818-d4c0db2aa3fa" }, "source": [ "# select relevant columns\n", "plot_data = preprocessed_data[['hr', 'weekday', 'registered', 'casual']]\n", "\n", "# transform the data into a format, in number of entries are computed as count,\n", "# for each distinct hr, weekday and type (registered or casual)\n", "plot_data = plot_data.melt(id_vars=['hr', 'weekday'], var_name='type', value_name='count')\n", "\n", "# create FacetGrid object, in which a grid plot is produced. \n", "# As columns, we have the various days of the week,\n", "# as rows, the different types (registered and casual)\n", "grid = sns.FacetGrid(plot_data, row='weekday', col='type', height=2.5,\\\n", " aspect=2.5, row_order=['Monday', 'Tuesday', \\\n", " 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n", "\n", "# populate the FacetGrid with the specific plots\n", "grid.map(sns.barplot, 'hr', 'count', alpha=0.5)\n", "grid.savefig('figs/weekday_hour_distributions.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n", " warnings.warn(warning)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "XTZ1VRjUU3_v", "colab_type": "code", "colab": {}, "outputId": "0b350047-2f6e-4dfa-8a33-a84156ca9673" }, "source": [ "# select subset of the data\n", "plot_data = preprocessed_data[['hr', 'season', 'registered', 'casual']]\n", "\n", "# unpivot data from wide to long format\n", "plot_data = plot_data.melt(id_vars=['hr', 'season'], var_name='type', \\\n", " value_name='count')\n", "\n", "# define FacetGrid\n", "grid = sns.FacetGrid(plot_data, row='season', \\\n", " col='type', height=2.5, aspect=2.5, \\\n", " row_order=['winter', 'spring', 'summer', 'fall'])\n", "\n", "# apply plotting function to each element in the grid\n", "grid.map(sns.barplot, 'hr', 'count', alpha=0.5)\n", "\n", "# save figure\n", "grid.savefig('figs/exercise_1_02_a.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Ex9rqsOsU3_y", "colab_type": "code", "colab": {}, "outputId": "dc70b067-4881-47ab-bb2d-bd8796a7243e" }, "source": [ "plot_data = preprocessed_data[['weekday', 'season', 'registered', 'casual']]\n", "plot_data = plot_data.melt(id_vars=['weekday', 'season'], var_name='type', value_name='count')\n", "\n", "grid = sns.FacetGrid(plot_data, row='season', col='type', height=2.5, aspect=2.5, \n", " row_order=['winter', 'spring', 'summer', 'fall'])\n", "grid.map(sns.barplot, 'weekday', 'count', alpha=0.5, \n", " order=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n", "\n", "# save figure\n", "grid.savefig('figs/exercise_1_02_b.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "XzXEvDCaU3_2", "colab_type": "code", "colab": {}, "outputId": "92d70fef-cae0-4a29-8670-f891c1e78f92" }, "source": [ "# compute population mean of registered rides\n", "population_mean = preprocessed_data.registered.mean()\n", "\n", "# get sample of the data (summer 2011)\n", "sample = preprocessed_data[(preprocessed_data.season == \"summer\") &\\\n", " (preprocessed_data.yr == 2011)].registered\n", "\n", "# perform t-test and compute p-value\n", "from scipy.stats import ttest_1samp\n", "test_result = ttest_1samp(sample, population_mean)\n", "print(f\"Test statistic: {test_result[0]:.03f}, p-value: {test_result[1]:.03f}\")\n", "\n", "# get sample as 5% of the full data\n", "import random\n", "random.seed(111)\n", "sample_unbiased = preprocessed_data.registered.sample(frac=0.05)\n", "test_result_unbiased = ttest_1samp(sample_unbiased, population_mean)\n", "print(f\"Unbiased test statistic: {test_result_unbiased[0]:.03f}, p-value: {test_result_unbiased[1]:.03f}\")" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Test statistic: -3.492, p-value: 0.000\n", "Unbiased test statistic: -0.460, p-value: 0.645\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "KhUyw3fnU3_5", "colab_type": "code", "colab": {}, "outputId": "b526654e-0da9-461e-a5f0-aca11edfea99" }, "source": [ "# define mask, indicating if the day is weekend or work day\n", "weekend_days = ['Saturday', 'Sunday']\n", "weekend_mask = preprocessed_data.weekday.isin(weekend_days)\n", "workingdays_mask = ~preprocessed_data.weekday.isin(weekend_days)\n", "\n", "# select registered rides for the weekend and working days\n", "weekend_data = preprocessed_data.registered[weekend_mask]\n", "workingdays_data = preprocessed_data.registered[workingdays_mask]\n", "\n", "# perform ttest\n", "from scipy.stats import ttest_ind\n", "test_res = ttest_ind(weekend_data, workingdays_data)\n", "print(f\"Statistic value: {test_res[0]:.03f}, p-value: {test_res[1]:.03f}\")\n", "\n", "# plot distributions of registered rides for working vs weekend days\n", "sns.distplot(weekend_data, label='weekend days')\n", "sns.distplot(workingdays_data, label='working days')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel('frequency')\n", "plt.title(\"Registered rides distributions\")\n", "plt.savefig('figs/exercise_1_04_a.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Statistic value: -16.004, p-value: 0.000\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "VWjmoFniU3_8", "colab_type": "code", "colab": {}, "outputId": "6bfb9d8a-b359-4590-9c8b-c50f118e4046" }, "source": [ "# select casual rides for the weekend and working days\n", "weekend_data = preprocessed_data.casual[weekend_mask]\n", "workingdays_data = preprocessed_data.casual[workingdays_mask]\n", "\n", "# perform ttest\n", "test_res = ttest_ind(weekend_data, workingdays_data)\n", "print(f\"Statistic value: {test_res[0]:.03f}, p-value: {test_res[1]:.03f}\")\n", "\n", "# plot distributions of casual rides for working vs weekend days\n", "sns.distplot(weekend_data, label='weekend days')\n", "sns.distplot(workingdays_data, label='working days')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel('frequency')\n", "plt.title(\"Casual rides distributions\")\n", "plt.savefig('figs/exercise_1_04_b.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Statistic value: 41.077, p-value: 0.000\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "55XrZ6oSU4AA", "colab_type": "text" }, "source": [ "# Analysis of weather related features" ] }, { "cell_type": "code", "metadata": { "id": "nVxH1J-FU4AB", "colab_type": "code", "colab": {} }, "source": [ "def plot_correlations(data, col):\n", " # get correlation between col and registered rides\n", " corr_r = np.corrcoef(data[col], data[\"registered\"])[0,1]\n", " ax = sns.regplot(x=col, y=\"registered\", data=data, scatter_kws={\"alpha\":0.05}, \n", " label=f\"Registered rides (correlation: {corr_r:.3f})\")\n", " \n", " # get correlation between col and casual rides\n", " corr_c = np.corrcoef(data[col], data[\"casual\"])[0,1]\n", " ax = sns.regplot(x=col, y='casual', data=data, scatter_kws={\"alpha\":0.05}, \n", " label=f\"Casual rides (correlation: {corr_c:.3f})\")\n", " \n", " #adjust legend alpha\n", " legend = ax.legend()\n", " for lh in legend.legendHandles: \n", " lh.set_alpha(0.5)\n", " \n", " ax.set_ylabel(\"rides\")\n", " ax.set_title(f\"Correlation between rides and {col}\")\n", " return ax" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kPCKWQW_U4AD", "colab_type": "code", "colab": {}, "outputId": "7445c2d0-5e60-48a4-ec70-15487b693530" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'temp')\n", "plt.savefig('figs/correlation_temp.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "52-MlxvpU4AG", "colab_type": "code", "colab": {}, "outputId": "a6fb25e6-24e5-478c-d91a-db2ef82c67c7" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'atemp')\n", "plt.savefig('figs/correlation_atemp.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "wj5QRxJzU4AI", "colab_type": "code", "colab": {}, "outputId": "5ab0995c-e1db-48ef-98e2-049d26cd4296" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'hum')\n", "plt.savefig('figs/correlation_hum.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "_VRifXe3U4AL", "colab_type": "code", "colab": {}, "outputId": "fa1d434d-f09f-4178-a8e1-f03fa75e4de4" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'windspeed')\n", "plt.savefig('figs/correlation_windspeed.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "faLwgey1X_w6", "colab_type": "text" }, "source": [ "Exercise 1.05: Evaluating Difference between Pearson and Spearman correlation" ] }, { "cell_type": "code", "metadata": { "id": "_kI3pfOTU4AQ", "colab_type": "code", "colab": {}, "outputId": "6bf060f5-8041-4be7-8767-62f31834b07d" }, "source": [ "from scipy.stats import pearsonr, spearmanr\n", "\n", "# define random variables\n", "x = np.linspace(0,5, 100)\n", "y_lin = 0.5*x + 0.1*np.random.randn(100)\n", "y_mon = np.exp(x) + 0.1*np.random.randn(100)\n", "\n", "# compute correlations\n", "corr_lin_pearson = pearsonr(x, y_lin)[0]\n", "corr_lin_spearman = spearmanr(x, y_lin)[0]\n", "corr_mon_pearson = pearsonr(x, y_mon)[0]\n", "corr_mon_spearman = spearmanr(x, y_mon)[0]\n", "\n", "# visualize variables\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.scatter(x, y_lin)\n", "ax1.set_title(f\"Linear relationship\\n Pearson: {corr_lin_pearson:.3f}, Spearman: {corr_lin_spearman:.3f}\")\n", "ax2.scatter(x, y_mon)\n", "ax2.set_title(f\"Monotonic relationship\\n Pearson: {corr_mon_pearson:.3f}, Spearman: {corr_mon_spearman:.3f}\")\n", "fig.savefig('figs/exercise_1_05.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAFOCAYAAACi4ZgwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZxcZZ3v8c+P0EKzSLNkkDSEoCKMgBCNwNy4MLgAypKLCrggeHG4bqM4iAbHK9E7ShwU5A4zOigMoAhBwRgFBxmBURhBE5KIgHGQxaTZwtJsaSEJv/vH85zkpHJO1am9TtX3/Xr1q6vqnFP1dFWdp3/nWX6PuTsiIiIi0phNul0AERERkTJTMCUiIiLSBAVTIiIiIk1QMCUiIiLSBAVTIiIiIk1QMCUiIiLSBAVTJWNmrzezZd0uRyPMbJqZuZlt2uDxnzWzb7e6XBWvcZ+ZvTlnW2nfexFZz8zuMLODOvA6N5rZBxs8dqqZPWNmk1pdrtRrzDGz71bZ3pH3qR8omOpRef/U3f2X7r5HN8rUSWZ2kJmtSD/m7l9294YqplYYlPdepFKsj543sx0qHl8cL5Cmtfn1q/7Tr5e77+XuN7bq+Vqhss539z+5+1buvrZbZerF96lXKZiSQoq0JjXa4iQipXAv8O7kjpntA2zRveJ0l+o7SVMwVTKVLTbxauZTZvZbM3vSzOaZ2eap7Yeb2RIzGzez/zKzV6W2zTazP5rZ02Z2p5n9z9S2E83sZjM7x8weA+ZklGWOmf3AzL5rZk8BJ5rZJqnnfczMrjCz7XL+lg+Y2V3x9e8xs/8dH98S+CkwJTZzP2NmUyqvTs3syNgMPR6b0/+yyPtiZjuY2U/icY+b2S/NLH0u7JdzXNZ7f3p8754ws39Lv/cifeY7wPtT908ALknvYGbbmNklZrbSzO43s88l51asU24ys6/G8+VeMzssdewUM1sQz8m7zexv4uOHAp8Fjo11wdJq+8dtc2Ldc0msX+4wsxmp7etagcxskoUhBElduMjMdqn84239MIWTzOxPwPXx8QNj3TpuZkstp1vMzF5mZtfHevFRM7vUzEbitu8AU4Efx7/x01YxLKLJv/czZjYWty0zszelivaigu9TUt/Pi/veZmb7Zv2tA8nd9dODP8B9wJszHj8IWFGx36+BKcB2wF3Ah+K26cAjwAHAJELldx+wWdz+rnjcJsCxwLPATnHbicAa4G+BTYHhjLLMAVYDs+JzDAOfAG4BdgY2A/4VuCzuPw1wYNN4/+3AywAD3gisAl6d9XemXu+78fYrYnnfAgwBnwbuBl5U4H05E/hmPG4IeD1gBY7Leu9/B+wS970Z+Iduf3f0o59W/yT1EbAM+MtYn6wAdo3n9LS43yXAj4Ct4/n+B+CkuO3EWF/8TTz+w8ADqXPvF8C/AJsD+wErgYPjtnXnfqpMtfb/M/C2+FpnArdU/j3x9mnA7cAesS7aF9g+4z1I6q9LgC0J9d0o8Fh8nU1iffQYMDkecyPwwXj75XH7ZsDkWP6vZ5Wp4vU2bebvjX/XcmBK6nlf1sD7NCd+fu8k1JufIrRWDnX7+9kLP2qZ6g//z90fcPfHgR8TTjSAk4F/dfdb3X2tu18MPAccCODu34/HveDu84D/BvZPPe8D7v5P7r7G3SdyXvtX7j4/PscE8CHg7919hbs/RzgB32kZTeLufrW7/9GD/wR+RghsijgWuNrdr3P31cBXCZXb/yjwvqwGdgJ2dffVHsZCeYHjspzn7svjvl8i1Q0i0oeS1qm3EC40xpINFgZKHwec7u5Pu/t9wNeA41PH3+/u3/IwDuhiwnm4Y2wJmgl8xt3/7O5LgG+zYUvYOgX3v8ndr4mv9R1CkJTlg8Dn3H1ZrIuWuvtjVd6DOe7+bKzv3gdcE1/nBXe/DlhICE424O53x/rqOXdfCZxNuIisqcm/dy0hgHulmQ25+33u/scCx2VZ5O4/iHXu2YTA7sAif0O/UzDVHx5K3V4FbBVv7wqcGpufx81snNCKMgXAzN5v67sAx4G9gfQA0+UFXrtyn12BH6ae8y7Cybxj5YFmdpiZ3RKbrccJFdAOlfvlmALcn9xx9xdiWUZT++S9L2cRWrF+ZqF7cXbFc+cdlyX9998fyyXSr74DvIfQynRJxbYdCC0W96ceu5+cc9LdV8WbWxHOm8fd/ekqx6YV2b/yPN4866KOUCf+MePxPOlzflfgXRV17OsIQeIGzGxHM7s8drc9BXyX+uq7hv5ed78bOIVwYftILMOUWsfllGPd3x7r3BWozgMUTPW75cCX3H0k9bOFu19mZrsC3wI+RmjSHiF0WVnqeM94zkqV+ywHDqt4zc3dfSy9k5ltBlxJaFHaMb7+NanXr/XaDxAqsuT5jFApjuUekTxxuGo+1d1fChwJ/F3FGIJ6pMdWTI3lEulL7n4/oWvnbcBVFZsfJbT67pp6bCoFzknCebOdmW2dc2xlfVBr/3osJww3KCpdluXAdyrquy3dfW7GcV+Ox+7j7i8mtGoVrW+b+nvd/Xvu/jrWd8t+pchxGdbVd3Es3M6ozgMUTPW6ITPbPPVT7+yRbwEfMrMDLNjSzN4eT8gtCSfVSgiDwQktU836JvClGKxhZpPN7KiM/V5EaHpeCayxMBD1rantDwPbm9k2Oa9zBfB2M3uTmQ0BpxK6MP+rVgEtDMp/eQzAniS0nL1Q7M/byEfNbGcLg+z/HpjX4POIlMVJhLE6z6YfjN1EVxDO/61jHfB3hBaYqtx9OeHcPTPWda+Kr5Mc+zAwLf4DL7J/Pb4N/F8z2z3Wk68ys+0LHvtd4AgzO8TCQPbNLUxU2Tlj362BZ4AnzWyUMFYr7WHgpVkv0szfa2Z7mNnB8QL2z8AEjdd3rzGzo+P/olMIde4tDT5XX1Ew1duuIXzxk5859Rzs7gsJgz3PA54gdG2dGLfdSRjP8CvCSbwPYQB1s84FFhC60J4mnGgHZJTtaeDjhMr3CULXwYLU9t8DlwH3xObzKRXHLyNc2f0T4Yr4COAId3++QBl3B/6DULH9CvgXd7+hzr8z8T3CWK97CF0F/9Dg84iUQhznuDBn898SJobcA9xEOD8uLPjU7yYMjn4A+CFwhrv/R9z2/fj7MTO7rcD+9TibUA/9DHgKuIAw/rKmGOQcRZhtuJLQUnUa2f9bvwC8mnABdzUbt+ydCXwu1nefyji+0b93M2AuoZ58CPgL4PQCx2X5EWG86hOEsXBHx/FTAy+ZRSEidTKz+wgzdRqpwEVESsPM5gAvd/f3dbssvUgtUyIiIiJNUDAlIiIi0gR184mIiIg0QS1TIiIiIk1QMCUiIiLShIEKpiwsGvmshYUkx8zs7LgEQl8ws+3M7Ifxb7zfzN5TZd8RM7vYzB6JP3Mqtv8PM/t1XNDyt2b2utS2nSwsuPlAfE+n1VnOk8zs9/G5HzazayqS0Q0kM3tP/NyeNbP5lrNAdNz3CDP7Xfwu/5eZvTK1bTMLC1Q/YGFB2X+JubiS7YW/J9JbVIdtsO9mZvbNWIc8bmY/jvmbku03mtmfbf1i6csqjp9sZt+zsKD5E2Z2aR3lVB1Wod7/CxYWcr7BzFbF9/LNFds/aWYPmdlTZnZhzJNV6Niu8B5YILBTP4QklS+Pt/ck5Nz4UItfY9Mu/n2XEZJGbkVY0uBJYK+cff+NkLtlC0Lukj8CH4jbtiMs1vkuwuKX7yPkFdk2bt8R+AjwV6QWOS1YxjcS8lpNT73WCcDWHX6vuvY55ZRnL+Bp4A3x8/secHnOvrsT8uG8jrAI9emEHGLJgqhnAL+M7+1kQq6vLzTyPdFPb/2oDttg308DS2N9tDlheZurUttvJC4ynHP8Lwk5prYhLIMzvWAZVYdll6eu/wuEHH9nE3J6vQMYZ/0C0YfE93gvYNv4Wc4tcmzX/v5ufwAd/rDXVUTx/vcJC9VCWF/oSkLitXuBj6f22z9+eOPAg4QkmC+qeN6PEhYKvpewRMA5wCPxn97twN5x323iSb+SsLbS54BN4rYTCYnuvkoIXu4lLM1S5G/bEngeeEXqse+kv4AV+z8KvDZ1/7PAL+Ptw4E7KvZft/p76rFNi5w0Fcd8CphfZftFhCzq1xGCi/8kLEicbN8zbnucsIL9MaltbwcWx/d8OWFB0mTbtFjWk4A/EVZgTx77QNz/CcJCza8Ffhs/7/NSz/Ey4HpCoPkocCkwktp+X/z7fkv4JzAP2Lzg+/Jl4HsVr/U8GRU0YQmgq1P3NyEkdX1TvL8QeFdq+3uA5Y18T/TTWz+oDkvv/w3gH1P33w4sS92/kZxgirDawn3ApAY+A9Vh1d+fmv8XgFcQsqdvnXrsl8QLA8LF5JdT294EPFTk2G79DFQ3X1rsFnk9sNjCEgU/JlzljBI+uFPM7JC4+1rgk4RFKf8qbv9IxVPOImT6fiXhRH0D4UPfBjiG8OWFkLF7G8KyAW8krPr9gdTzHEA4wXYA/hG4wMwslnm2mf0k5096BbDG3f+QemwpIbLPfRsqbu+dsy1re6NuBQ4xsy+Y2cx0023Ke4H/S3gPlhBOeMxsS0Il9D1CFt/jgH9JdXE9S3g/RwiV0ofNbFbFc78R+EvClU/iAEJrz7HA1wnLwryZ8N4dY2ZvjPsZIUvxlPgcu7BxVvpjgEOB3YBXETPOx/KPp7tLK+xF+LyAkGWa+I8lZ//Kz67a52fAzhaW5mnkeyI9SHUYFwAzzWyKmW1BqDd+WrHPmWb2qJndbGYHpR4/MJbxYjN7zMx+kzrPa1Ed1ry9gHt8w4Wb05/1BvVhvL2jhWV+ah3bHd2M5Dr9Q4iWnyJE78nSH5sQvoh/qtj3dODfcp7nFOCHFc97cOr+wYSWnAOJV2zx8UmEf5CvTD32v4Eb4+0TgbtT27aIz/2SAn/b64mRe+qxv0meO2P/7xKWM9gaeHl8P56L27YnXNG8m9D8fQJhLad/rXiOulum4nGHESr+ccKSLmcTrxAJV3WXp/bdivCPYBdCRfHLiuf6V8KyClmv83XgnHh7WizrS1Pbk8dGU489Bhybun8lcErO888CFqfu3we8L3X/H4FvFnxPfk7FlRVhEdODMvbdk1DpHkRY4/D/xM/n9Lj9HwhLA00GXkKo/J2wkn1d3xP99NYPqsPS27YBLo/Pv4bQorNdavsBhPptM0Id9jTwsrjtfNa38gwRgppxYIeCn4PqsPz3pkjL1PHALRWPfQm4KN7+I3BoattQ8py1ju3WzyC2TL3a3bd195e5++fc/QXCStpTYtQ9bmbjhG6vHQHM7BVm9pNkMByhS2aHiuddntxw9+sJzej/DDxiZueb2YvjMUOEpvHE/YQrycRDqedZFW9uVeDvegZ4ccVjLyZUIFk+Tuga+m/CekuXASvi6z5GWG/q7wj91ocS1rJbUaAcNbn7T939CMJYg6MIFfAHU7uk38tnCM3hUwif0wEVn9N7CQEDFhZ0vsHMVprZk4Tm7tzPKeXh1O2JjPtbxeff0cwujwN/nyIEpJXP/1Dq9iqKfXZQx+fnYd3CEwjfsQdjGe5k/efzJcI/liWExVHnA6vj31Xv90R6j+qw4J8JgdL2hC7Cq0i1TLn7re7+tLs/5+4XEy4w3hY3TwD3ufsF7r7a3S8n/P0zC5RTdVjzan3WlduT208XOLYrBjGYyrIcuNfdR1I/W7t7cuJ9A/g9sLu7v5hQSVV2g/kGd9z/n7u/htBk/grC4pePEv6p7ZradSqhBaJZfwA2NbPdU4/tC9yRtbO7P+7u73X3l7j7XoTvwq9T2//T3V/r7tsRrgT2TG9vBXd/wd1/TujDT3dR7ZLcMLOtCBXWA4TP6T8rPqet3P3DcffvERZL3sXdtyGMW6j6OdXpy/H4feL34H0Zz9+oOwifFwBm9lLCP4o/ZO3s7j9w973dfXvCgPNpwG/itgl3/5i7j7r7SwlXqoviP926vidSGgNXhwH7EVojHnf35wjdj/ubWWVwkHDW/82/ZeO6oO66QXVYw+4AXloxAzL9WW9QH8bbD8cL/VrHdoWCqeDXwNNm9hkzGzazSWa2t5m9Nm7fmtC0/oyZ7Ql8OPeZADN7bbzCGCJ0x/wZeMHd1xJWJ/+SmW1tZrsSWn++2+wf4O7PEq7MvmhmW5rZTMIV03dyyvgyM9s+/q2HAScTugyS7dPNbChejX6VMID52tT2zQn/7AE2i/eTbXPM7Mac1z3KzI4zs20t2J8wBuCW1G5vM7PXmdmLCOMObvGwOvtPgFeY2fGxbEPxvf7LeNzWwOPu/uf4vK2e8r814aroSQtTsE9r4XNfChxhZq+P4yq+SJiZlHm1ZWaviZ/dZEKXxYLYYoWZjcZxJGZmBxK6Ac+A+r8nUhoDV4cRLh7eb2bbxHJ+BHjA3R+1kPrlEDPb3Mw2NbP3EsaA/Xs89ofAtmZ2Qnyv3gnsTGi9Uh3WoGr/F9I8jItbApwRP6P/SRifdWXc5RLgJDN7pZmNECY5XFTw2O7oZh9jp3+omAlTsW0KoavrIcJ4hFuAN8dtbyBc1T1DmDXwReCmvOclDO78bdw/mTGxVdy2LaHiWUm4Svk8FTNh8spMuJr8aZW/bztCl86zhNke70ltez3wTOr+MYQrpVWEL+YhFc91GWE2RzKj4y8yyrXBT2rbBcCXcsr4BsL4oEcJzbJ/AD6d2n4R62fCPEOYsbJbavsewNXx/XuMcEW4X9z2TkKXw9OESus84Ltx27RYzk1Tz5X12ApS45TiZ/W5eHsvYFEs1xLgVGBFat/7ku9MvD8nef14/xng9VU+v/fEz+1ZQtdrevzHT4HPpu7fFP/OxwljLraseI/vi5/tMuC9Rb8n+untH1SHpeuw7WO5HiGMXboJ2D9um0wItp6O224B3lLxWq8nzFJ8hjAD9vWpbarDvKE6rNr/hW+SGn8Vy34joRtyWfp14/ZkmMlThFQ+mxU9ths/WptPWs7MlhCm6T9Wc+eNj72IcHJ/ruUFExEpQHWY1GvTbhdA+o+779ftMoiINEp1mNRLY6ZEREREmqBuPhEREZEmqGVKREREpAkKpkRERESa0LUB6DvssINPmzatWy8vIl2waNGiR919crfL0Qqqw0QGS7X6q2vB1LRp01i4cGG3Xl5EusDM7q+9VzmoDhMZLNXqL3XziYiIiDRBwZSIiIhIExRMiYiIiDRBwZSIiIhIExRMiYiIiDRBwZSIiIhIExRMiYiIiDSha3mmRERERDpt/uIxzrp2GQ+MTzBlZJjTDtmDWdNHm3pOBVMiUrd2VEYiIu02f/EYp191OxOr1wIwNj7B6VfdDtBUHaZuPhGpS1IZjY1P4KyvjOYvHut20UREqjrr2mXrAqnExOq1nHXtsqaeV8GUiNSlXZWRiEi7PTA+UdfjRSmYEpG6tKsyEhFptykjw3U9XpSCKRGpS7sqIxGRdjvtkD0YHpq0wWPDQ5M47ZA9mnremgPQzWwX4BJgR8CB89393Ip9DgJ+BNwbH7rK3b/YVMlEpCdUDjb/6z0nc+WisQ26+lpRGYmItFsyyLwbs/nWAKe6+21mtjWwyMyuc/c7K/b7pbsf3lRpRKSnZM18uXLRGO94zSg3/H6lZvOJSOnMmj7a8vqqZjDl7g8CD8bbT5vZXcAoUBlMiUifyRtsfsPvV3Lz7IO7VCoRkd5S15gpM5sGTAduzdj8V2a21Mx+amZ7taBsItJF8xePMabB5iIiNRUOpsxsK+BK4BR3f6pi823Aru6+L/BPwPyc5zjZzBaa2cKVK1c2WmYRabOkey/PJmbKKyUiEhUKpsxsiBBIXeruV1Vud/en3P2ZePsaYMjMdsjY73x3n+HuMyZPntxk0UWkUfMXjzFz7vXsNvtqZs69fqPAKKt7L22tuxJ1iohENYMpMzPgAuAudz87Z5+XxP0ws/3j8z7WyoKKSGsUyWBepBtPiTpFRIIis/lmAscDt5vZkvjYZ4GpAO7+TeCdwIfNbA0wARzn7t6G8opIk6plME9muEwZGc4dL5WmsVMiUhbtXFO0yGy+mwCrsc95wHktKZGItFWRDOanHbLHBikR8vRqok4zuxA4HHjE3feu2HYq8FVgsrs/GlvVzwXeBqwCTnT32zpdZhFpn3YtcJxQBnSRAZMXAKUHlc+aPsqZR+/D6MgwBowMDzE0acNrqh5P1HkRcGjlgzEJ8VuBP6UePgzYPf6cDHyjA+UTkQ5q95qiRbr5RKSP5LU6JYPKYX1Su/QVWzubyFvN3X8RU7lUOgf4NGHFhsRRwCVxaMItZjZiZjvFHHsi0gfavaaogimRAZMEQKdesZS1FUMbK8dOVR7Xq8FTEWZ2FDDm7kvjfJnEKLA8dX9FfGyjYMrMTia0XjF16tT2FVZEWipvHGirhiqom09kAM2aPsoLOXNE+nFQuZltQZg48/lmnkfpXUTKqV0LHCcUTIkMqLwrsl4dVN6klwG7AUvN7D5gZ+A2M3sJMAbsktp35/iYiPSJynGgoyPDnHn0Pp2bzSci/Slr7FSPDypvmLvfDvxFcj8GVDPibL4FwMfM7HLgAOBJjZcS6T/tHKqglimRAZV1pfaO14xy1rXLcjOjl4WZXQb8CtjDzFaY2UlVdr8GuAe4G/gW8JEOFFFE+ohapkT6QKMz7dJXau3Ow9JJ7v7uGtunpW478NF2l0lE+pdapkRKrsjyMEWe49QrlrY1D4uISL9Sy5RIyVS2Qq16fk3N5WFqPd/pV92+UZqERD/O7hORwdCp/HgKpkRKJKsrLk/RICgrM3Ban87uE5E+18mhC+rmEymRWoFPWtEgqFrQ1a+z+0Sk/7V7CZk0tUyJlEjR1qasICivuTsvM/Aks5bmYRER6aR2LyGTppYpkRLJa20aGR6qmoyu2iD1vMzAXztmXwVSIlJanUxMrJYpkRLJS7Q558i9qgY+1Zq7b5598Lp9yrCIsYhIEZ1MTKxgSqREkgCn3sCnVnN32RcxFhGp1Gh92QgFUyIl00jg0+4V00VEelGnLhQ1ZkpkALR7xXQRkUGmlimRAdDJ5m4RkUGjYEpkQGhclIhIeyiYEhERkb7SqWVkEgqmRPpUpysTEZFe0MllZBIagC7Sh6ol6RQR6WedXEYmoZYpkZLIammC7EHl1SoTtU6JSD/r5DIyCQVTIiWQ1Wx92veXgsHqtb7usaQpuxuViYhIL+hGXj1184mUQFZL0+oXfF0glUhanzq5JpWISC/pRl49BVMiHTJ/8Rgz517PbrOvZubc6+sav1RPi9ID4xNK0ikiA2vW9FHOPHqfqou/t5q6+UQ6oJnZJfMXj7GJGWvdq+6XmDIyrCSdIjLQOp1XTy1TIh3Q6OySJAjLCqSGNjGGJtkGj6Vbn2ZNH+Xm2QdzzrH7AfDJeUvqbhETEZHa1DIl0gGNDgjPCsIAJplx1rv2XbdPXutTN/KtiIgMGgVTIh3Q6OySvGDrBfd1wVC1oEgpEkRE2k/dfCId0OiA8GZn5SlFgogMkmYm+jRDwZRIBzQ6u6TeIKyyIhnZYihzv35PkWBmF5rZI2b2u9RjZ5nZ783st2b2QzMbSW073czuNrNlZnZId0otIs3o5soP6uYT6ZBGZpfUMysva3xUMkg9nY9qQFIkXAScB1ySeuw64HR3X2NmXwFOBz5jZq8EjgP2AqYA/2Fmr3D3jQeriUjP6uawBgVTIj2uaBCWl9hzZHiILTfbdKBSJLj7L8xsWsVjP0vdvQV4Z7x9FHC5uz8H3GtmdwP7A7/qQFFFpEW6OaxBwZRID8pah69WAJRXYTw5sZolZ7y1HcUss/8FzIu3RwnBVWJFfExESqQby8gkNGZKpMc02u+vJWSKMbO/B9YAlzZw7MlmttDMFq5cubL1hRORhnVz5QcFUyJdkjfrpNEEn1pCpjYzOxE4HHiv+7pMqGPALqnddo6PbcTdz3f3Ge4+Y/LkyW0tq4jUpxvLyCRqdvOZ2S6EQZw7Ag6c7+7nVuxjwLnA24BVwInuflvriyvSH6ol02y0319LyFRnZocCnwbe6O6rUpsWAN8zs7MJA9B3B37dhSKKSJM6vYxMosiYqTXAqe5+m5ltDSwys+vc/c7UPocRKqDdgQOAb8TfIpKhWutTM/3+3apIeo2ZXQYcBOxgZiuAMwiz9zYDrgvXf9zi7h9y9zvM7ArgTkJ991HN5BORetQMptz9QeDBePtpM7uLMDgzHUwdBVwSm81vMbMRM9spHisiFaq1Pp1z7H4btFqBuuvq5e7vznj4gir7fwn4UvtKJCL9rK7ZfHGq8XTg1opNo8Dy1P1kNoyCKRlItWbjVWt9UnediEh9GpkB3UqFgykz2wq4EjjF3Z9q5MXM7GTgZICpU6c28hQiPa/I4sKnHbJH1dYnddeJiBTTCwu6F5rNZ2ZDhEDqUne/KmOXQrNhNBNGBkGR2XjdnHUiItJPGp0B3UpFZvMZYazBXe5+ds5uC4CPmdnlhIHnT2q8lPSDVibPHBufYP7isXXHq/VJRKR5vbCge5FuvpnA8cDtZrYkPvZZYCqAu38TuIaQFuFuQmqED7S+qCKd1UjT8fzFY2xixlr3zO15x3e7v19EpKy6mfk8UWQ2302A1djHgY+2qlAivaDeRTOT4CsvkEqOn7Pgjg0Cp7/eczJXLhrran+/iEhZ1RqD2glam08kR71Nx1nBV5bxidWMT6wGQuB06S1/ojL8mli9llOvWAoooBIRqaYXZkArmBLJUW/TcaP983ntWGvd1UIlIlJAt8egam0+kRz1rnXXjv75Ts9IERGR+imYEslRb/qCrOBraBNj2y2G1h2/7RZDmcdWG5TYyRkpIiJlkbdYfDeom0+kimpNx1kz8M48ep+q/faVMwQhtHa94zWjXHbr8szB652ckSIiUga9kKgzTcGUSAPyTuQzj96Hm2cfnHtctYGSM3bdruszUkREyqDe2dbtpmBKpAF5J3KRGXh5rV29MCNFRKQMeiFRZ5qCKZEG5J2wzc7A6/aMFBGRMuiFRJ1pGoAu0oBqJ6xm4ImItFe9s63bTS1TInWav3iMZ59bU3UfzcATEWmfXhsWoWBKpA5Zs/GyaAaeiEh79dKwCHXzidShyJIxmoEnIjJY1DIlkgVWwGoAAB+NSURBVCErh9Ss6aNVu+8Mut7ULCLS7/Lq525SMCVSoVoyuLwZJKMjw1XzS4mISPN6LVlnQt18IhWqJYPrtRkkIiKDpFr93E1qmRJJmb94LLPlCcIMvV6bQSIiMkh6LVlnQsGUSJQ0H+dJZuj10gwSEZFB0mvJOhPq5hOJqs3UU1eeiEj39epQC7VMiUTVmonPPHoftUaJiHRZrw61UDAlElWbqdftE1XqY2YXAocDj7j73vGx7YB5wDTgPuAYd3/CzAw4F3gbsAo40d1v60a5RaS2XhxqoW4+kahXm4+lIRcBh1Y8Nhv4ubvvDvw83gc4DNg9/pwMfKNDZRSRPqGWKZGoV5uPpX7u/gszm1bx8FHAQfH2xcCNwGfi45e4uwO3mNmIme3k7g92prQiUkQvJutMKJgSSenF5mNpmR1TAdJDwI7x9iiwPLXfivjYRsGUmZ1MaL1i6tSp7SupiGygV5N1JtTNJwNh/uIxZs69nt1mX83Mudczf/FYt4skXRRbobyB48539xnuPmPy5MltKJmIZOnVZJ0JtUxJX5u/eIw5C+5gfGL1usd67YpGOubhpPvOzHYCHomPjwG7pPbbOT4mIj2iV5N1JtQyJaWX1+qUNAunA6lEL13RSMcsAE6It08AfpR6/P0WHAg8qfFSIr0lLylnt5N1JhRMSaklAdPY+ATO+lanZKBiXhJO6J0rGmk9M7sM+BWwh5mtMLOTgLnAW8zsv4E3x/sA1wD3AHcD3wI+0oUii0gVvT7bWt18UmrV+tFrBUu9ckUjrefu787Z9KaMfR34aHtLJCLN6PXZ1gqmpNSq9aPnJeGE3rqiERGR2np5trW6+aTUqvWjZzULA2y7xZCWhxERKYGyzMRWy5SU2mmH7LFB7hFY3+rU683CIiKSr9dzS6UpmJJSqxUw9XKzsIiI5Ks2JrbX6nUFU1J6WQFTLy87ICIitfV6bqk0BVNSWnkBU7uahhWgiYh0Tt4kol6cia0B6FJKWfmlTvv+UqZ/8WecMm9Jy5cdqJbPSkREWq/Xc0ulKZiSUsrqS1/9gvPEqo2znSeaaRru9XWhRET6zazpo5x59D6MjgxjwOjIcM/OxFY3n5RSI4FRM03DZeq7FxHpF2WZRKRgSkqpWkLOLOmm4UbGPpWp715EpOzKNka1ZjefmV1oZo+Y2e9yth9kZk+a2ZL48/nWF1P6WSNJ2fIScmZJNw1XG2tV7fXL1HcvIlJmZRyjWqRl6iLgPOCSKvv80t0Pb0mJZKA0OvOuMr/UNsNDPPv8Glav9XX7DA9N2qh/vdZYq7zXVwJQEZHOKFN+qUTNYMrdf2Fm09pfFBlEzZw0lX3pRZqFi4xxynv9svTdi4iUWRnHqLZqzNRfmdlS4AHgU+5+R4ueV/pcK0+aIsFO0bFWvXzSioj0szKOUW1FaoTbgF3dfV/gn4D5eTua2clmttDMFq5cubIFLy1lV22h4nYoOtaql09aEZF+VsYxqk0HU+7+lLs/E29fAwyZ2Q45+57v7jPcfcbkyZObfWnpA50+aSrzlowMDzE0yTr2+iIiUl2Z8kslmu7mM7OXAA+7u5vZ/oQA7bGmSyYDoRsDuxsZayUiIu1XWR+fc+x+paiPawZTZnYZcBCwg5mtAM4AhgDc/ZvAO4EPm9kaYAI4zt095+lENlLPwO52BD4aWC4i0n3tWle1E4rM5nt3je3nEVIniLRVmU80ERGprowpERJam09KQ+vjiYj0rzKmREhoORnpaeluvby+4zKcaCIiUl0ZUyIk1DIlPatySYE8ZTjRRESkujKmREioZUp6Vla3XqWynGgiIlJdmZftUjAlPaNypl61TOUGpTrRREQkWz+kp1EwJT0ha6aeQWb33ujIMDfPPrglr1n2E1jqZ2afBD5I+HrdDnwA2Am4HNgeWAQc7+7Pd62QIgOiX2Zpa8yU9ISsLj0ntECltapbr3I8VnICz1881vRzS+8ys1Hg48AMd98bmAQcB3wFOMfdXw48AZzUvVKKDI5+maWtYEp6Qt6MPIe2LCnQLyewNGRTYNjMNgW2AB4EDgZ+ELdfDMzqUtlEBkqZ0yGkqZtPekLeGKlWdelV6pcTWOrj7mNm9lXgT4QVG35G6NYbd/c1cbcVQHn6F0RKrMzpENLUMiVNm794jJlzr2e32Vczc+71DXWV1ZoS24rXSMs7Uct2Akt9zGxb4ChgN2AKsCVwaB3Hn2xmC81s4cqVK9tUSpHBUeZ0CGkKpqQprRp7VG2V8HaMb+qXE1jq9mbgXndf6e6rgauAmcBI7PYD2BnI/HK5+/nuPsPdZ0yePLkzJRbpY9Xq/jJRN580pZVrKeUtONyO9ZrKnM9EmvIn4EAz24LQzfcmYCFwA2HR9suBE4Afda2EIgOickb1OcfuV9o6WMGUNKXW2KNWpB9o1/imvOBN+pe732pmPwBuA9YAi4HzgauBy83sH+JjF3SvlCL9r19SIiTUzSdNqTb2qFXdcxrfJK3k7me4+57uvre7H+/uz7n7Pe6+v7u/3N3f5e7PdbucIv2s32ZUK5iSplQbe9ToyVI52Pyv95ys8U0iIn2k32ZUK5iSplQbPNjIyZLVmnXlojHe8ZrR0g9QFBGRoN96HDRmSpqWN/aokfwhea1ZN/x+ZVvyTYmISOeddsgeG4yZgnL3OKhlStqmkfQD/db0KyIiG0omJk2sXsskC4uGlb3HQS1T0jaNpB/ol2y4IiKyscpZfGvd111klzWQAgVT0mb1ph/ot6ZfERFZrx15A3uBginpKUqmKSLSv/p1KIeCKek5SqYpItKf+nUohwagS8u0ejFiERHpL/26LqpapmSdZpZ+qXdpgFYsMyMiIuWQrvO3GR5i86FNGF+1um/qfwVTAjQfDK16fk3hQYX9tiaTiIjkq6zzxydWMzw0qdQLG1dSN58A9a2TlJWl/IlVqzOfN2tQYb+tySQiIvkGoc5XMCVAfTMssk6MPFmDCvt1NoeIiGxsEOp8BVMC1LdOUtETIGtQ4fzFY2wSM94WLYOIiJRXv63Dl0XBlAD1zbDIOwFGhoeqLkacdA+udd/o2H6YzSEiIhvr1xl8aRqALkB9yTLzspTPOXKv3MGE8xePceoVSzMDqUlmpV6TSUREslWuw7fWndE+mcGXpmBK1qlMlpnkjaoMrurNUl6tRQrgBfe+OqlERKR/1+HLomBKMtVKX1AtS3mRtAlp/dRvLiIiQb+uw5dFwZRkyjsJ5iy4o2qLVFYQVk2/9ZuLiEgwCLP4EhqALpnyvuzjE6s3yC91+lW3b7BsTD1pEzRWSkSkfw3CLL6EginZSLX0BZUqE6/Vkzbha8fsq0BKRKRPDcIsvoSCKdlArcHiWdIBVKNpE0REpH9UzuKD/q77NWZKNpDXTTfJjBcPb5q5bEw6gGokbYKIiPSPQZrFl1DLlGwgr5vuBXfOOGKvmk22s6aPcubR+6gVSkRkQA3CWnyVarZMmdmFwOHAI+6+d8Z2A84F3gasAk5099taXVDpjCkjw5kz8KaMDBfOL1UtbYKIiPS3QZrFlyjSzXcRcB5wSc72w4Dd488BwDfibymhvG66pPVJgZKUnZmNAN8G9gYc+F/AMmAeMA24DzjG3Z/oUhFFSq3aRXm/qtnN5+6/AB6vsstRwCUe3AKMmNlOrSqgdJa66WQAnAv8u7vvCewL3AXMBn7u7rsDP4/3RaQOyaoZY+MTVM4H79dZfIlWDEAfBZan7q+Ijz3YgueWLlDrk/QrM9sGeANwIoC7Pw88b2ZHAQfF3S4GbgQ+0/kSipRT5aBzByz+7se1+Cp1dDafmZ0MnAwwderUTr60iAjAbsBK4N/MbF9gEfAJYEd3Ty4AHwJ2zDpYdZhItqxB50kgdfPsg7tTqA5qxWy+MWCX1P2d42Mbcffz3X2Gu8+YPHlyC156cCXNqbvNvpqZc6/fIAu5iOTaFHg18A13nw48S0WXnrs74f/ARlSHiWQbxEHnaa0IphYA77fgQODJ1BWetEHSnFptWRcRybQCWOHut8b7PyAEVw8nYz3j70e6VD6RUhqkpWOy1AymzOwy4FfAHma2wsxOMrMPmdmH4i7XAPcAdwPfAj7SttIKMJg5PERawd0fApabWTIS9k3AnYSLwhPiYycAP+pC8URKaf7iMZ59bs1Gj/f7oPO0mmOm3P3dNbY78NGWlUhqqtWcmqTxr5YLSmSA/S1wqZm9iHAh+AHCheUVZnYScD9wTBfLJ1IalQPPE9tuMcQZRwzOyhdaTqaEquXwqPxiJ12AwMB8qUWqcfclwIyMTW/qdFlEyi5vCbItXrTpQP3P0XIyJVRtJW51AYqISKcM+sDzhIKpEqqWWLNIF6BmAYqISCsM+sDzhLr5Siovsaa6AEVEpBM08Hw9tUz1mUa6AE+9YqlaqEREpLDk4nx8YvUGj2+7xdBALkGmlqk+k3yBs2bzfXLeksxj1rrXbKHSDEEREUlo4PmGFEz1ocouwGScVGZK5ygZpJ51Eqh7UERE0jTwfEPq5utz6WzpteSdBJohKCIiUPvifNAGnifUMtXn8ppis+SdBLoCERGRvASdiUEceJ5Qy1SfqyfgWfX8msyB6Jr6KiIi1S7O0yl6BpGCqT6XF/CMDA8xMjy0wWNPrFqduWBytRmCIiIyGPIuzg24efbBAxtIgYKpvpcXCM05ci+23GzjXt6ssVDVkoSKiEj/m794jE3MMrepl0JjpvpeI6kSsq4+8pKEiohIf0vGSq31jYedq5ciUDA1ABrJli4iIgL5Y6UmmamXIlI33wDTWCgREaklb6zUC+4KpCK1TA2wal2AIiIiyViprC4+9WKsp2BqwGkslIiIZNFYqeLUzSciIiIb0Vip4tQy1WXtXEBYixOLiEijNFaqOAVTXdTOBYS1OLGIiDQiuRDX+nvFKZjqorwFhE+9YilQX9BT2Qq16vk1uYsTK5gSEZEsWn+vMQqmuiivCXWt+watSLW667Jaoep9TRERkVrr72m4SDYFU12UlzQTNlzWpTJQOmXeEr7w4zs444i9mDV9tOqXP+s1RUREKs1fPJb7PylZf0+yaTZfF2UlzUx7YHwiN1BKL0pctLVJzbMiIpIl6eHIowvx6hRMdVGygPCkKotHVguUJlavZc6CO3IXnxwZHtLixCIiUlO1Hg5diNembr4uS4KbygF/RujSm5STeTYxPrE68/HhoUnMOXIvBU8iGcxsErAQGHP3w81sN+ByYHtgEXC8uz/fzTKKdFK1C3ddiNemlqkekLRQjcZmVIN1U1KrBVJ5lFBNpKZPAHel7n8FOMfdXw48AZzUlVKJdEGyZEyW0ZFh/S8pQMFUj5g1fZSbZx/M6Mhwbm6PopRQTSSfme0MvB34drxvwMHAD+IuFwOzulM6kc7SkjGtoW6+DiqSkbzWYPJJZrzgvi6X1BOrNu7m00BBkaq+Dnwa2Dre3x4Yd/c18f4KQFcjMhC0ZExrqGWqQ5Lof2x8AieMh/rkvCVMm301M+dez/zFY0DtQOgFd+6d+3Zunn0wZxyx10azAXUlIZLPzA4HHnH3RQ0ef7KZLTSzhStXrmxx6UQ6q1oqBPVw1EfBVIdkRf9Jo2qy1Mv8xWM10yWkg630WCvN2BMpZCZwpJndRxhwfjBwLjBiZklL/c7AWNbB7n6+u89w9xmTJ0/uRHlF2kKpEFpL3XwdUqv7LknSmSRFm7Pgjo1m6mW1Os2aPqrgSaQgdz8dOB3AzA4CPuXu7zWz7wPvJARYJwA/6lohRTpAqRBaSy1THVIkyk8CrlnTR1lyxlv5+rH7qdVJpDM+A/ydmd1NGEN1QZfLI9IW8xePMXPu9VWXHdP/mvqpZapJRQaVQ8h2Xm3xSNg44FKrk0j7uPuNwI3x9j3A/t0sj0i71VrEGJQKoVEKppqQtcBweoHitOT+WdcuY2x8YoNcUqBmVRERaa9a67jq/1DjFEw1IeuLObF6LadesRTIDqiSx4q2aImIiDSr2sw9CC1S+j/UOAVTTcgbVL7WPbeFKqEuPBER6YRaM/dGR4bXTX6SxmgAehOqDSpPZueJiIh0k2butV+hYMrMDjWzZWZ2t5nNzth+opmtNLMl8eeDrS9q76mVE6pWOgQREZF2qtW9p5l7rVGzmy+urv7PwFsIyyz8xswWuPudFbvOc/ePtaGMPSv5Ap56xdLMdY2U9ExERLqlSPeeAqnWKNIytT9wt7vf4+7PE5LaHdXeYpXHrOmjfO2YfTNbqFY9v2bdMjEiIiKdpO69zikSTI0Cy1P38xYBfYeZ/dbMfmBmu7SkdCWRLOsyMjy0weNPrFq9bpkYERGRTlBizs5r1QD0HwPT3P1VwHXAxVk79fMiobOmj7LlZhv3mmoguoiIdErStVcrDYICqdYqEkyNAemWpo0WAXX3x9z9uXj328Brsp6o3xcJzRtwroHoIiLSCUrM2R1FgqnfALub2W5m9iLgOGBBegcz2yl190jgrtYVsTzyBpw7MHPu9eruExGRtimSmFPde+1Rczafu68xs48B1wKTgAvd/Q4z+yKw0N0XAB83syOBNcDjwIltLHNbtCIjebX196otNSMiItIMJebsrkIZ0N39GuCaisc+n7p9OnB6a4vWOfWssVdN5fp7lZLxUwqmRESkVeYvHstN0QPq2usEZUAnf429RgaOz5o+ys2zD8Zytmv8lIiItErSGJAXSIFm7nWC1uajPQPHp4wMZ7ZOKZGniIg0KxmaUm2MFGjmXqeoZYr8AKeZwCdrqRk1tYqISLOKpD8A/c/pJAVTtCfwSRJ5jo4MY2gWhYiItEat9AcAk8z0P6eD1M3HhgPHm5nNl/W8+iKLiEir1Ep/AKExQIFUZymYihT4iIhIL6uV/gBCL0grGgOkPgqmREREelyR9AdqjeqegQymmk3QWe/xrUgIKiIig0npD3rfwAVTRRN05gVA9Sb4bFVCUBERGSxKf1AeAzebr0iCzvS0U2d9AJR8setJ8NnKhKAiItL/5i8eY78v/IxT5i1R+oOSGLiWqVoJOvP6pZMAqN4En+1ICCoiIv2psjejGqU/6B0D1zJVLUFnrX7psfEJNrHshWLqTfypTOgiIpKWXMwXCaSGhybxtWP2VSDVIwYumKqWoLNIIrSsQKtaM6syoYv0DjPbxcxuMLM7zewOM/tEfHw7M7vOzP47/t6222WVwVJkkHlCSaB7z8B181VL0PnJeUvqfr5aOT3alRBURBqyBjjV3W8zs62BRWZ2HXAi8HN3n2tms4HZwGe6WE4ZEEUHmYPSH/SygQumID9BZ97ixHmSFqZaX2wlBBXpDe7+IPBgvP20md0FjAJHAQfF3S4GbkTBlLRZPeOjtt1iiDOO2Ev/S3rUwHXzVZPVJZc9QirQrDyR8jKzacB04FZgxxhoATwE7JhzzMlmttDMFq5cubIj5ZT+VHR81CQzvn7sfiz+/FsVSPWwgQ6m5i8eY+bc69lt9tXMnHs9wEaLE7/3wKkbBVhpmpUnUj5mthVwJXCKuz+V3ubuDmQOXHH38919hrvPmDx5cgdKKv0mnfag1vgoDTIvj4Hs5oP8ZJpnHr0PN88+eIN9Z+y6XW4af83KEykXMxsiBFKXuvtV8eGHzWwnd3/QzHYCHuleCaXfpMdFGTmRegWtsVcuAxtMVUumWfnlTe5X9m1rVp5IuZiZARcAd7n72alNC4ATgLnx94+6UDzpQ5UX7rUCKQ0yL6eBCqbSS8TkfaHzuu00K0+kL8wEjgduN7Nk+u5nCUHUFWZ2EnA/cEyXyid9pNbixJWUhLO8BiaYKjprolq3nWbliZSbu99E/rySN3WyLNK/5i8eY86COxifWF34GLVIldvABFNFEnKq205ERJpRT7qDhNIelN/ABFPVZt0ZqNtOREQaVk/yzWQQugaZ949SBlPpsU9Fg6C8hJyjI8Mbzd4TEREpot4uvUlmSnfQh0qXZyppQh2Lg8jHxic4Zd4Spn/xZ8xfPJZ7nNbIExGRVknniyoaSClvVP8qXctU3tinJ1at5vSrbgfI/KJqNp6IiDSrkcHloHFR/a50wVS1sU8Tq9dyyrwlnHXtssxASbPxRESkXo0k3UxoXNRgKF0wVWQx4iSbOWS3UomIiNSS1QpVNJBSqoPBUroxU1ljn7JoEWIREWlEI+Oh0rbdYkiB1IApXctU8uUs0mf9wPhEQzP/RERksDTTlZfQuKjBVbpgCtaPfaqV12Ob4aHMxYyT5xARkcFULXiqN5BSECWlDKYS6aAqaxFiMwovZiwiIv0tL4CqN3hS0k2pVOpgKpGX9uCT85Zk7l9tRqCIiPSXZgaSV1IrlGTpi2AKstMe5HUBVlvMWEREyis9Tnab4SGeX7OWVatfaPp5FURJNX0TTFWav3iMZ59bs9HjynouItJ/slqfGpmJl1BXntSjL4OpvFW7dWUhIlJ+7Wp9Suh/hdSr74Kp+YvHOPWKpaz1jXvEt3jRpjo5RERKoDJgMgvLhlXOvGtF69MkM9a6qxVKGtZXwVTSIpUVSIEGnouI9KpqqQpaMXC8klqfpJUKBVNmdihwLjAJ+La7z63YvhlwCfAa4DHgWHe/r7VFrS1vEeSEBp6LiHRfOnBKWoWaSVVQDwVR0g41gykzmwT8M/AWYAXwGzNb4O53pnY7CXjC3V9uZscBXwGObUeBq6nW8qSB5yIinVO0my7pSWhHALXF0CZsNjSJ8VWrtQKGtFWRlqn9gbvd/R4AM7scOApIB1NHAXPi7R8A55mZuef0t7VJ3iLIk8y0TpKISIs1Mq6pE/8U1PoknVYkmBoFlqfurwAOyNvH3deY2ZPA9sCjrShkUacdskdmJnQFUiIi+fKCoqQLLvk90kMBU0KtT9ILOjoA3cxOBk4GmDp1asufPy8Tuk4sERl0jbQiJV1wye9uB0zpAE8z76SXFAmmxoBdUvd3jo9l7bPCzDYFtiEMRN+Au58PnA8wY8aMQudiVgVQ7QokKxO6iEgZFKnvytyKVItSFUhZFQmmfgPsbma7EYKm44D3VOyzADgB+BXwTuD6VoyXqky+ma4AxsYnOP2q2wF0oolIz8qauVZvwDM2PsEp85ZwSsV6o73YilSvTQxecGUal3KrGUzFMVAfA64lpEa40N3vMLMvAgvdfQFwAfAdM7sbeJwQcDWtVqqDidVrOevaZTr5RKRptVLANKLygrCsAU+z1E0n/a7QmCl3vwa4puKxz6du/xl4V2uLVizJphJxikizCqaAqVutC8J+ooBJBllPZ0DPS3VQuY+ISJOKpICpWxkv9rKCoqxuSQVMIuv1dDCVleogTYk4RaRFiqSAqVuRC8JuUCuSSGv1dDBVmeqgyGw+EZF2qTe9S60Lwmq2GNoEgFWrX6i6j1qRRLqvp4MpUKoDEemIIilg6k7vkr4grDWbLy/gyZoNqKBIpLf0fDAlItIBRVLANKTZC0JdUIr0PgVTIjLw8lLAdLlYIlISCqZERMhOASMiUsQm3S6AiIiISJkpmBIRERFpgoIpERERkSYomBIRERFpgoIpERERkSYomBIRERFpgrnXTOLbnhc2WwncX8chOwCPtqk47aRyd5bK3Vn1lntXd5/crsJ0kuqwnlbGMoPK3Wktq7+6FkzVy8wWuvuMbpejXip3Z6ncnVXWcndDWd+rMpa7jGUGlbvTWlludfOJiIiINEHBlIiIiEgTyhRMnd/tAjRI5e4slbuzylrubijre1XGcpexzKByd1rLyl2aMVMiIiIivahMLVMiIiIiPacUwZSZHWpmy8zsbjOb3e3yFGFmF5rZI2b2u26XpR5mtouZ3WBmd5rZHWb2iW6XqQgz29zMfm1mS2O5v9DtMhVlZpPMbLGZ/aTbZSnKzO4zs9vNbImZLex2eXqZ6q/OUf3VHarDStDNZ2aTgD8AbwFWAL8B3u3ud3a1YDWY2RuAZ4BL3H3vbpenKDPbCdjJ3W8zs62BRcCsErzfBmzp7s+Y2RBwE/AJd7+ly0Wrycz+DpgBvNjdD+92eYows/uAGe5extwyHaP6q7NUf3WH6rBytEztD9zt7ve4+/PA5cBRXS5TTe7+C+DxbpejXu7+oLvfFm8/DdwFjHa3VLV58Ey8OxR/evtKATCznYG3A9/udlmkLVR/dZDqr85THRaUIZgaBZan7q+gBCdHPzCzacB04NbulqSY2NS8BHgEuM7dy1DurwOfBl7odkHq5MDPzGyRmZ3c7cL0MNVfXaL6q2NUh1GOYEq6wMy2Aq4ETnH3p7pdniLcfa277wfsDOxvZj3dPWFmhwOPuPuibpelAa9z91cDhwEfjd1CIj1B9VdnqA5brwzB1BiwS+r+zvExaZPYZ38lcKm7X9Xt8tTL3ceBG4BDu12WGmYCR8a++8uBg83su90tUjHuPhZ/PwL8kNCdJRtT/dVhqr86SnVYVIZg6jfA7ma2m5m9CDgOWNDlMvWtOBDyAuAudz+72+Upyswmm9lIvD1MGPD7++6Wqjp3P93dd3b3aYTv9fXu/r4uF6smM9syDu7FzLYE3gqUatZXB6n+6iDVX52lOmy9ng+m3H0N8DHgWsJgwivc/Y7ulqo2M7sM+BWwh5mtMLOTul2mgmYCxxOuMJbEn7d1u1AF7ATcYGa/JfwDu87dSzNNt2R2BG4ys6XAr4Gr3f3fu1ymnqT6q+NUf0kRLa/Dej41goiIiEgv6/mWKREREZFepmBKREREpAkKpkRERESaoGBKREREpAkKpkRERESaoGBKREREpAkKpkRERESaoGBKREREpAn/HxMALbxSuigiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "s3v1zHhnU4AV", "colab_type": "code", "colab": {}, "outputId": "48e6c67a-b21b-4e8e-8c9e-16a54689cf57" }, "source": [ "# define function for computing correlations\n", "def compute_correlations(data, col):\n", " pearson_reg = pearsonr(data[col], data[\"registered\"])[0]\n", " pearson_cas = pearsonr(data[col], data[\"casual\"])[0]\n", " spearman_reg = spearmanr(data[col], data[\"registered\"])[0]\n", " spearman_cas = spearmanr(data[col], data[\"casual\"])[0]\n", "\n", " return pd.Series({\"Pearson (registered)\": pearson_reg, \n", " \"Spearman (registered)\": spearman_reg,\n", " \"Pearson (casual)\": pearson_cas, \n", " \"Spearman (casual)\": spearman_cas})\n", "\n", "# compute correlation measures between different features\n", "cols = [\"temp\", \"atemp\", \"hum\", \"windspeed\"]\n", "corr_data = pd.DataFrame(index=[\"Pearson (registered)\", \"Spearman (registered)\", \"Pearson (casual)\", \"Spearman (casual)\"])\n", "\n", "for col in cols:\n", " corr_data[col] = compute_correlations(preprocessed_data, col)\n", " \n", "corr_data.T" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Pearson (registered)Spearman (registered)Pearson (casual)Spearman (casual)
temp0.3353610.3731960.4596160.570989
atemp0.3325590.3730140.4540800.570419
hum-0.273933-0.338480-0.347028-0.388213
windspeed0.0823210.1229360.0902870.122920
\n", "
" ], "text/plain": [ " Pearson (registered) Spearman (registered) Pearson (casual) \\\n", "temp 0.335361 0.373196 0.459616 \n", "atemp 0.332559 0.373014 0.454080 \n", "hum -0.273933 -0.338480 -0.347028 \n", "windspeed 0.082321 0.122936 0.090287 \n", "\n", " Spearman (casual) \n", "temp 0.570989 \n", "atemp 0.570419 \n", "hum -0.388213 \n", "windspeed 0.122920 " ] }, "metadata": { "tags": [] }, "execution_count": 20 } ] } ] }