diff --git a/code/other_diseases_weekly.ipynb b/code/other_diseases_weekly.ipynb deleted file mode 100644 index aea21ae..0000000 --- a/code/other_diseases_weekly.ipynb +++ /dev/null @@ -1,869 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Weekly cycle on control diseases" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "```{contents}\n", - ":local:\n", - ":depth: 3\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Preamble" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Imports" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/geopandas/_compat.py:111: UserWarning: The Shapely GEOS version (3.10.2-CAPI-1.16.0) is incompatible with the GEOS version PyGEOS was compiled with (3.10.1-CAPI-1.16.0). Conversions between both will be slow.\n", - "Importing plotly failed. Interactive plots will not work.\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import plotnine as p9\n", - "\n", - "from glob import glob\n", - "from prophet import Prophet\n", - "from mizani.formatters import percent_format" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pre-sets" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p9.options.set_option('base_family', 'Bitstream Vera Serif')\n", - "p9.theme_set(p9.theme_bw() \n", - " + p9.theme(title=p9.element_text(size=9),\n", - " axis_text=p9.element_text(size=6),\n", - " axis_title=p9.element_text(size=8),\n", - " strip_text=p9.element_text(size=7),\n", - " legend_key_size=7, \n", - " legend_text=p9.element_text(size=6),\n", - " legend_title=p9.element_text(size=8),\n", - " figure_size=(4, 3),\n", - " dpi=300)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data Loading and Wrangling" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "pref_codes = {1: 'Hokkaido',\n", - " 2: 'Aomori',\n", - " 3: 'Iwate',\n", - " 4: 'Miyagi',\n", - " 5: 'Akita',\n", - " 6: 'Yamagata',\n", - " 7: 'Fukushima',\n", - " 8: 'Ibaraki',\n", - " 9: 'Tochigi',\n", - " 10: 'Gunma',\n", - " 11: 'Saitama',\n", - " 12: 'Chiba',\n", - " 13: 'Tokyo',\n", - " 14: 'Kanagawa',\n", - " 15: 'Niigata',\n", - " 16: 'Toyama',\n", - " 17: 'Ishikawa',\n", - " 18: 'Fukui',\n", - " 19: 'Yamanashi',\n", - " 20: 'Nagano',\n", - " 21: 'Gifu',\n", - " 22: 'Shizuoka',\n", - " 23: 'Aichi',\n", - " 24: 'Mie',\n", - " 25: 'Shiga',\n", - " 26: 'Kyoto',\n", - " 27: 'Osaka',\n", - " 28: 'Hyogo',\n", - " 29: 'Nara',\n", - " 30: 'Wakayama',\n", - " 31: 'Tottori',\n", - " 32: 'Shimane',\n", - " 33: 'Okayama',\n", - " 34: 'Hiroshima',\n", - " 35: 'Yamaguchi',\n", - " 36: 'Tokushima',\n", - " 37: 'Kagawa',\n", - " 38: 'Ehime',\n", - " 39: 'Kochi',\n", - " 40: 'Fukuoka',\n", - " 41: 'Saga',\n", - " 42: 'Nagasaki',\n", - " 43: 'Kumamoto',\n", - " 44: 'Oita',\n", - " 45: 'Miyazaki',\n", - " 46: 'Kagoshima',\n", - " 47: 'Okinawa'}\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Heat Strokes" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "columns = ['Date',\n", - "\t 'Prefecture Code',\n", - " 'total_transported',\n", - " 'Newborn',\n", - " 'Infant',\n", - "\t 'Juvenile',\n", - " 'Adult',\n", - " 'Elderly',\n", - " 'Unknown', \n", - " 'Level: Death',\n", - " 'Level: Severe',\n", - " 'Level: Moderate',\n", - " 'Level: Mild',\n", - " 'Level: Minor',\n", - " 'Level: Other',\n", - " 'location: residence',\n", - " 'location: workplace (1)',\n", - " 'location: workplace (2)',\n", - " 'location: educational institution',\n", - " 'location: public (indoor)',\n", - " 'location: public (outdoor)',\n", - " 'location: road',\n", - " 'location: other']" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [], - "source": [ - "hs_full = (pd.read_csv('../data/control_diseases/heatstroke/hs_full.csv')\n", - " .assign(Date=lambda x: pd.to_datetime(x.Date))\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [], - "source": [ - "hs_tokyo = (hs_full\n", - " .query('prefecture==\"Tokyo\"')\n", - " .assign(day_of_year=lambda x: x['Date'].dt.dayofyear)\n", - " .assign(week_day=lambda x: x['Date'].dt.day_name())\n", - " .assign(month=lambda x: x['Date'].dt.month_name())\n", - " .assign(year=lambda x: x['Date'].dt.year)\n", - " [['Date', 'day_of_year', 'week_day', 'month', 'year', 'total_transported']]\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Flu" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "ts_flu = (pd.read_csv('../data/control_diseases/influenza_a/flu_a_kawasaki_city.csv')\n", - " .assign(date=lambda dd: pd.to_datetime(dd['Year'].astype(str) + \n", - " '-' + dd['Month'].astype(str).str.zfill(2) +\n", - " '-' + dd['Day'].astype(str).str.zfill(2)))\n", - " [['date', 'Total']]\n", - " .rename(columns={'date': 'ds', 'Total': 'y'})\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Analysis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/utils.py:371: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/geoms/geom_path.py:75: PlotnineWarning: geom_path: Removed 3 rows containing missing values.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(hs_tokyo\n", - ".loc[lambda dd: dd.day_of_year > 162]\n", - ".query('year > 2009')\n", - ".groupby('year')\n", - ".apply(lambda dd: dd.assign(rolling_cases=lambda dd: dd.total_transported.rolling(7, center=True).mean()))\n", - ".reset_index(drop=True)\n", - ".melt(['Date', 'day_of_year', 'week_day', 'month', 'year'])\n", - ".replace({'variable': {'rolling_cases': 'MA (7 days)', 'total_transported': 'Daily cases'}})\n", - ".pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.aes('day_of_year', 'value', color='variable', alpha='variable')\n", - " + p9.geom_line()\n", - " + p9.facet_wrap('year', ncol=3)\n", - " + p9.scale_color_manual(['black', 'red'])\n", - " + p9.scale_alpha_manual([1, .7])\n", - " + p9.scale_x_continuous(breaks=[182, 213, 244], labels=['Jul', 'Aug', 'Sep'])\n", - " + p9.labs(x='Day of Year', y='Registered Heat Strokes', title=\"Tokyo's daily heat stroke cases\", alpha='', color='')\n", - " + p9.theme(figure_size=(3, 3),\n", - " axis_title=p9.element_text(size=6),\n", - " title=p9.element_text(size=8),\n", - " axis_text=p9.element_text(size=5),\n", - " strip_text=p9.element_text(size=6),\n", - " legend_position=(0.78, .2)))\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/geoms/geom_path.py:75: PlotnineWarning: geom_path: Removed 6 rows containing missing values.\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(hs_tokyo\n", - ".loc[lambda dd: dd.day_of_year > 162]\n", - ".query('year > 2009')\n", - ".groupby('year')\n", - ".apply(lambda dd: dd.assign(rolling_cases=lambda dd: dd.total_transported.rolling(7, center=True).mean()))\n", - ".reset_index(drop=True)\n", - ".pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.aes('day_of_year', 'rolling_cases', color='year', group='year')\n", - " + p9.geom_line()\n", - " + p9.scale_x_continuous(breaks=[182, 213, 244], labels=['Jul', 'Aug', 'Sep'])\n", - " + p9.labs(x='Day of Year', y='Daily Heat Stroke cases', title=\"Tokyo's summer heat stroke cases\", alpha='', color='')\n", - " + p9.scale_color_continuous(breaks=range(2010, 2022, 2))\n", - " + p9.theme(figure_size=(2.5, 1.5),\n", - " axis_title=p9.element_text(size=6),\n", - " title=p9.element_text(size=8),\n", - " axis_text=p9.element_text(size=5),\n", - " strip_text=p9.element_text(size=6),\n", - " legend_text=p9.element_text(size=5, va='baseline'),\n", - " )\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Seasonal model fits" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Heat strokes" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "hs_ts = (hs_tokyo\n", - " .assign(ds=lambda dd: pd.to_datetime(dd.Date))\n", - " .set_index('ds')\n", - " .resample('D')\n", - " .total_transported\n", - " .sum()\n", - " .rename('y')\n", - " ['2010':'2020-12-31']\n", - " .reset_index()\n", - " .rename(columns={'date': 'ds'})\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "m_hs = Prophet(weekly_seasonality=True,\n", - " yearly_seasonality=True,\n", - " seasonality_mode='multiplicative',\n", - " mcmc_samples=100)\n", - "\n", - "m_hs.fit(hs_ts)\n", - "coefs_hs = (m_hs\n", - " .predict()\n", - " .assign(day=lambda dd: dd['ds'].dt.day_name())\n", - " [['day', 'weekly']]\n", - " .drop_duplicates()\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "predf = (m_hs\n", - ".predict()\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lFanOwsaoKG9vby+4uLgIO3bsUFoeGRmZZ9S+W7duCRYWFgIAwdvbW4iPj1da5/Hjx0KdOnUEAIKzs7Pw4sULldsu6H3gxx9/FI/prKwslXVkZmaK738WFhbChQsXlJanpaUJn3/+uQBAMDExEa5du6ZBq6h24sQJcUS2/v3759lH586dE9vl888/z7P+6dOnxdc7atSofLfl6ekpODo6Cunp6XmWDRkyRBxBbt++fUrLsrKyhIkTJwoABJlMJhw5ckRl/dHR0WIs9erVE9q0aSMkJSUplVHUU9D7tKbH3LVr18T3qa1bt+ZZHhMTI74vaDPCoybvczmPvXr16gmTJk1SWp6eni589NFHAgChfPnyQkJCQpHjUaew753Dhw8XP+d3796dZ/nChQvF+ubOnau2nvxGA3v06JFQs2ZNwd7eXrhy5YrK9efMmSNu588//1S7nVevXgnlypUTevfunWdZSkqK+FlbsWJF4b///lNanpqaKvTu3VsAIBgZGQlhYWFqt1NSmKy8JxRfzAEIK1asUFr29OlTQSaTCdOmTROfmzp1qtovKWlpaUL58uVVfjFr0qSJAEAwMzNT+2V527ZtYt2qhjccP368uHzv3r0q64iJiRGMjIwEAEK/fv1Ulsnvi+uoUaMEAMKcOXNUrptTQR8GO3bsELczc+ZMtfV069ZNMDMzy/PlQlO6apfiSFZ0vd/37NmjdlufffZZiSUrV65cET/gu3Xrprbcl19+KW730KFDKssUd7Ly119/CdHR0Rr9Va5cucBYLl++rNFr79ixo/il4tWrV3mWf/DBB8Inn3yidv3bt2+LsRw7dqzA16rLIVrDwsLEYbxz/llbWwuff/658Oeff6p8TbqKMef+GzlypMoy9evXF8aNGyf+36xZMwGAYGpqqvZcUyQ5AFR+WRGE/N8HfvrpJwGAMGLECLWJiiAoJ6u//fabyjJv374VHBwcNEpI1UlNTRWcnZ0FIPuHmtxf7BXmz58vxhMSEpJnea1atQQAgo2NjZCSkqKyjv/++08AIIwdOzbPsgMHDoj1f/vttyrXz8zMFH9UcnFxETIyMvKUyZmsyGSyPD88CYIgPHv2TKPkStNjbtq0aQIAwcrKSm2ZLVu2lHiy4urqqjIp3L59u1hm+/btRY5HncIkKwcPHixwvwuCIHTp0kVMZK9evaqyjLpkJTY2VqhVq1a+iYogZP/Ao0javb291Zb77bff1J4HEyZMKPC7RFJSklChQgUBgFClShUhNTVV7bZKApOV98SuXbvEgzP3F4+NGzcKAITTp0+Lz+X8Fapr165K5cPCwgQAeX4FDA0NFdfp37+/2ljS0tLEX8AaNmyotOzNmzfiL/RVq1bN94PSz89PACAYGxur/PVQ3RfXMWPGFPjrR04FfRikpaUJjo6OYsyqrho8ffpUMDQ0FAYPHqzRNnPTZbvoOlnR9X6vXLlyvjHt3bu3xJKVAQMGiPUdPXpUbbl///1XLPfxxx+rLFPcyUpR/9Tp37+/WCY0NFRtOcUXHHVfWB89eiS8fv0639eh+FBU9QUx92vV9XwSV69eFX/FVfVnZGQkdO7cWW0Sqk2MOfdfZGRkgeWPHz8ulu/bt2++ZRVXxw0MDFR+GVb3PvDzzz8LAIQvvvgi3/eZzMxM8YtXuXLlhLdv36otO2LECHFb+X0RU2fNmjXi+lOnTlVb7smTJ2o/5wRBEObNmycu37Jli8o6Jk+eLABQeRVIcRUQUH3HgartqPoymDNZadq0qdp6qlSpIgAQWrVqpbaMpsfcF198IR7P6q5UPH78WPj666/zXCErjMImKxMmTFBZ5t69exrt86IqTLLy8ccfi2VzX4XI6fDhw2K5AQMGqCyjKlmJjY0VateuLdjb26tNcnLq2rWrmOjevn1bZZl69eoJ1atXz3MO5/ysrVSpUr7bmTRpkvh61q5dW2BcxYkd7N8TOUftOnnyJDIzM8Vlx44dg4WFhdJs9S1atBBnyT558qRSJ7+QkBClUcYU9u/fr7Q9dYyMjODu7g4g+97rnPdknzx5UhzBw8vLK99O0R9++CEAIC0tDX/99Zfacjl99dVXWLp0KebNm4f//e9/Gq1TECMjI7Gj5sOHD3H06NE8ZdavX4+MjAwMGzasSNso7nbRhq73+8cff5zv9tq1a4eTJ08WqX9BYQiCgAMHDgDIHlUvv7jc3NxQoUIFANkdb9+8eVOssamycuVK7N69W6O/goZIFgQBBw8eBJC931q1aqW2rOJ4A4Djx4/nWV65cmWlPkpv3rzBw4cPcf/+ffHP0DC7++S9e/cK8Yp1o169ejhz5gzCwsIwePDgPH3W0tPTcfDgQXTq1Ant2rXD8+fPdR6DsbExGjRoUGC5nB2Ovby88i2r6FCblZUl7suCLFiwABMmTMAXX3yB5cuX5/s+c/XqVTx48ABAdr8QxeeFKgUdIwXR9D3GyclJPA9PnDiRZ0CPgIAA8XNw3bp1edbPzMzEH3/8gSZNmuTpz/Lq1StxdvYqVark28+sMK83Z1lVrwdQHva8qD744AMA2cdznz598Pjx4zxlKlasiEWLFpXodATqXr/itQO6ef1F9fr1a5w5cwZAdky1a9dWW7Z169biOXPw4EGNBpR58uQJvL298erVK5w4cUKjPriKPjyCIGDNmjV5ll+4cAHXrl1DYGBgnnM452dt69at891Ozk75Oc9BfWAH+/eEtbU1mjZtivPnz+PNmzeIiIhAixYtAAChoaFo06aN+IUByP6C0qZNGxw4cADx8fG4cOECPvroIwDZyUrjxo3zfKhfunRJfFy+fPl8R9UyNTUVH1+9elU8KXLWYW9vn28dOU/CK1euoFu3buobAMDXX3+NJUuWAID4gaYrgYGB+PnnnyEIAlavXo2OHTsqLV+7di08PDyUEsLCKM520Zau97tioAN1zMzMijT6U2FFR0eLo6FUqlRJKXZVatSogWfPniErKwuXLl3SujNxYfn6+mrcmfqbb77Jd3nO1+7k5IQnT56oLZtzZLYrV66oLHPkyBEsX74cf/31V76JXEJCQr5xFafWrVujdevWyMzMxJkzZ7B//37s2rUL0dHRYpnjx4/D29sbERERMDMz09m27ezslN5/1SnMeZLzy/Tff/9dYN2//vorxo8fDwBwdHQscPS8nLEoOverk/PHMXXHiKbbKleuXL7bsrCwwLNnzxAfH48HDx4onRMVK1ZEx44dceDAARw/fhwxMTFKndBDQkLw+PHjPB3VAeDy5cvil09nZ+d8Y8g5ul1Br9fe3l7tsnLlygHInlpAW0OGDMHPP/+Mx48f49ChQ6hWrRo6d+6MHj16oFOnThoPLKNr6l6/4rUDunn9RfXPP/+I+12Tz6aKFSvi8ePHePXqFaKjo8V561RRJCq3b9+Gvb29xt9L/Pz8ULVqVTx8+BDr16/HDz/8ACMjI3H56tWrYWhoqDTyp0JxvocUJyYr7xFfX1+cP38eQPbVlBYtWuDatWt48uSJytEefH19xV+Wjx07ho8++ghv3rxBZGQkJk+enKf8ixcvxMefffaZxnG9fPlSZR0LFy7EwoULC12HKuPHj0dwcDBMTEzw7t07fPvtt2jfvj2cnZ01jjM/tWrVQps2bXDy5Ens378fT58+FX8ZOnXqFO7cuYPffvutyPUXV7vogq73u6WlpW4C01JhY7KyshIf6/OXQF3I+dpjYmLg6uqq0Xq5jzdBEDBy5EisXLkSANCyZUv06tULVapUUfpyPnz4cLx48UISc9HI5XJ4eXnBy8sLv/zyC8LCwvD999+LI0ndvHkTv//+O8aOHauzbRobG2tUrjDHZGGOx6VLlyq9P86dOxddu3ZFw4YNNYplx44d2LFjR0HhAyjae1LObSl+NNN0W7kT+CFDhuDAgQPIysrChg0bMHXqVHFZUFAQTExM8ozilTuGc+fOFfmcyC2/fa8YWVCTX+gLYmlpidOnT2PEiBE4fvw40tPTsWfPHuzZswdyuRze3t4YMWIEevToUaKTn6p7/TlHVdTF6y+qonwOKK5axcXFqU1W4uLi4O3tLSa9cXFxGDVqFHbu3FngNgwMDDB06FDMmDEDz58/x969e9GzZ08A2dMHbNu2DV26dFG6OlWU1yOlzzQmK++R9u3bY9asWQCyf0GaPn26ODSxqvlScs+3MnPmTJw4cQKZmZkFDmW3YMGCfH9RyKlx48Yqnx88eDA+/fRTjerIPbxkbsHBwZg6dSrq1q2Lvn37Ij4+HoGBgSrH5S+qYcOGibfMBQUFibeZrV69GuXKlcOAAQN0sh1dtouu6WK/k7S4uLhg0aJFGpXN/SVn7dq1YqLSt29fbN68WeUXoYKu9OiTl5cXTpw4gV69eiE4OBhA9i0eukxW9C04OBgDBw5EYGAg2rRpg4yMDAQEBCAyMlKjRKpz584IDAzUaFsF3YJYkI0bN+Z7y1lOqq40fvLJJ3B0dMTz58+xfv16TJkyBTKZTBxq2d/fv8Ahz5s2bary6osq2s6irks1atRAaGgorl69is2bN2Pr1q14+PAhMjMzERoaKt5lsXv3brXDy5Nu3LhxA9bW1vjrr78wffp0HDlyBMHBwdiyZQv69u1b4PpDhgwRh5RfvXq1mKxs2bIFiYmJRb7lXKqYrLxHWrRoAQsLC7x9+xbnz5/H27dvERISgipVqoj3s+bk5uaGKlWqICYmBhEREXjz5g1CQkJgbm6u8nYmBwcH3Lp1C0D2m3lBfQ9UyflB5urqiq5duxa6DlW+++47zJ49GwCwfft27N69G0ePHsXq1at1dlJ3794ddnZ2ePnyJdasWYPJkyfjzZs32LVrF3r06KHVnB/F1S66oOv9rs9bgXIqbEzx8fHi4/xu7SgNcr52uVxe5OPt999/Fx//9NNPJfqLbUESEhJw8+ZN1KhRo8Av0DKZDNOnTxeTlUePHpVEiHnkPNcKOiYLczz2798fQUFBMDAwwNdff42FCxfi2rVrmDlzJubMmaM2FoUKFSoU63uSg4ODONGil5dXkebVUTAyMsKAAQOwYMEC3Lt3D6dPn4aXlxe2bNmCd+/eqbx1RhGDgoWFhaTegwurfv36qF+/Pn788UeEh4djzZo12Lx5M9LT03Hq1CmMGzcOa9eu1XeYklBcnwOWlpYICQlBkyZNsGrVKnh4eCAhIQFffvklfHx8CrwlzNnZWbylMSQkBPfv30e1atWwZs0aVK1aFX5+flq/Hil9prGD/XvE0NBQ7JyYkZGBI0eO4PTp0/leJVEsy8zMxPHjxxESEoI2bdqo/LWtUaNG4uOc93kXhi7qUCVnQrJixQrY2dkByL497OHDhzrZhomJCQYOHAgAiIqKwokTJ7Bx40akpqZqPalVcbWLLuh6v+ujk7Uqrq6uYoL5+PFjpKSk5FteEbeBgUG+t8+UBjlf+6NHj4o8G7pidnsrK6t8b7nUx20ely5dQsuWLbF161aNyteqVUt8XFD/peKS8zy5e/duvmVznkcFXcUcOnSoeNvNnDlzxNf6008/qZ3gryTfk3S9rSFDhoiPFR3tg4KCULlyZbWfhw0bNhSTbam9BxeVTCbDRx99hKCgIERGRsLCwgIA8Oeff0rilkwpyLnfCzrnkpOTxf59tra2+d4q2LBhQzRp0gRA9oANCxYsAJB92+CIESM0ik3xvUYQBKxduxbXrl3DxYsXlc7n3IrrPaS4MVl5z+R8I541axZSUlJU3gKmqvzKlStx7949tW/mOW9NOn36dL5x3L9/HwYGBjAzM1PqoOvj4yNe4i+oDkEQUKNGDchkMpw4cSLfsjlVqFABixcvBpD9y4Kmty9oImdStGrVKqxZswYffPBBgaNuFKQk2qWodL3fCxrBTNF5MPcgBgDEkX5yy8zMxKNHjwp1361idmoge0Sl/F7brVu38OzZMwBAq1attLqKJgU5X3taWprY102dWbNmQSaTicl6znqA7BGI1CUkWVlZKmdpz03dvk1OTsajR4/w9u3bAutQ5erVqxqVy9n3QN2IQMUVo0LOc03Rh0YdxXIDAwN07txZ422Ymppi3bp1MDAwQEZGBgYNGqTUYVyhfv364m2mERERBSbzPj4+kMlkKkfhKkhh3mNOnz4NmUyW7y2w7u7u4gAzO3fuxLlz5xAZGYkBAwao3Yc2NjbiqHj3798Xr/SoM2TIEPGKXHHS9JibPn16vqP61a9fH/369QOQ3aE9Z9+G91nO/f706VP8999/asuePn1afJ/75JNPCnUlOTAwUPwutnfvXmzatKnAdTp37ozKlSsDyE66V6xYAblcrpSM55bzszYsLCzfH4pyvsdoeut5cWGy8p7JmWhcv34dMpkMbdu2VVu+Xbt24gkXEhKSp46cfHx8xCEPt2/fLn55U2Xx4sUQBAGfffaZ0j29lpaWGDlyJIDsrP7QoUNq69i/fz+ioqJQo0aNAofxzO3zzz+Hv7+/+Lpy3q6ijTp16ohvbDt37hSHD9RWSbVLUeh6vz969EjtUKuCIGD9+vXIzMxU2Zk/Z4fB5ORk8fG1a9dQpUoVBAQEFOq1TZgwQfwysHz5crXlci5TNfhEaZTztSuSe1USExPF4TOHDh2qtEwx/GtycrLaX+hPnTolDqWZH8W+zblfgewfBapUqVLkc3j79u0afTHbvHmz+Fhxf3hJxaiQ81zbu3evyuFngeyrRhcuXBBjLWjUn9xatWqFL7/8EkD2vfUzZszIU8bAwAATJ04EkH0MBAUFqa3vypUrOHXqFKysrNCjR49CxQIA/fr1E2/9Wr16db6JkaJ/VX5f2HIuT05OFjvUK4agV0dxbguCII4sqcqTJ0+wfft2yOXyQr/nFJamx9zDhw9x9uzZfEcxS0tLA5A9qqPi7gNSfk/X5HNALpeLI+sVxurVq8WrW1999VW+ozAqtqO4bfHx48dYuXIlOnTokO9V7JyftU+ePMGePXtUlktOTsaGDRsAZF/5UTXoRIkqyUldSBqqVq0qTvTTqFGjAss3atRILF/QhH23bt0SJ/5r1aqV8PLlyzxlVq1aJchkMsHW1lZ4+PBhnuUpKSlCgwYNBACCk5OTyknELly4INjY2AgymUzYv3+/ylgKmiDwyZMngq2trQBkz76tbmKowk709scff4jbVTcxY1Hoql2KYwZ7Xe/3ypUr55nsKjMzU/juu+8EAMKHH34opKWl5akj56R5OSctXbx4cb4TkOVn7ty5Yp2LFi3Kszw4OFic6X348OFq6ynuSSELMwmmYmKygmLJ+dp/+umnPBOMvX79WujUqZMAQOjVq1ee9detWyeu36RJkzzngmLWZkWZ3LM656SYgVsmkwnPnz8Xn+/evbsAQDh48KAGr/z/nDx5Uim2/Cb5W7dunWBsbCwAENq0aaN2ssTCxliUiS5znmteXl5CfHy80vLHjx8LderUEQAIzs7OSnHkVND7QFJSklCzZk0BgCCXy4Xz58/nKZOVlSV06NBBfA89ceJEnjK3b98WqlWrJgAQli1bpvHrzC0sLEwwMjISAAg9e/bMM4t9RkaGMH36dAGAUL16dbUTHyokJCQI5ubmYht4enpqFMfw4cMFIHuW8s2bN+dZ/vjxY6Fx48b5vt/knBRyxowZarelyfGh6TGneP/x8/NTOYHntWvXBCsrKwGAMHr0aLXbK0hhJ4XM7zNIUSYgIKDI8ahT2PdOxX6Xy+XCzp078yxftGiRWF9+E06rm8FeYeXKlWI9n3zySYFx3b9/XzAwMBDXUTcjfU65v0v8+++/SstTU1OFzz77TMD/n0Q0LCyswDqLGzvYv4fat28vdp7L7xawnOUVY3MXNArYBx98gLCwMPj7++PMmTOoVasWunXrBldXV7x48QJ//fUXLl26BCcnJ+zdu1dlR8ly5crh+PHj6NGjB8LCwtCkSRN88skn+PDDD5GSkoIrV67gyJEjMDY2xsqVK8XbVRRWr16N+Ph4hIeHKz1nY2MDT09PeHp6Ijw8HOHh4WjUqBFCQ0ORmJiIvn37ir/6ffbZZ9i2bRsAiJf7ExIS8MsvvwAAOnbsiLp166psg549e+Lrr7/G69ev0bVrV511TNNVu+T8hXvbtm3i/x4eHujQoQMSEhKwatUqANm/qiooXruq16/L/d69e3ecPn0aH374Ibp37w43Nze8ePECoaGhuHHjBmrXro09e/YojSuv4OXlBTc3N9y6dQtjxozBP//8g7dv32L16tUwMzMr0mAK//vf/yCTyTBt2jR888032L59O9q2bQu5XI5z587h6NGjkMlk+PLLL/OMmlWUtiyI4tgFoHQriuIYr1KlisqrTkeOHMH169fFuHLHotj/6l77xIkTsWnTJnTo0AEWFhaIiorC3r178erVK3Tp0kXlL+uDBg3CX3/9Jd4T7+bmhq5du8LV1RUxMTHYunUrKlasCBsbG7x+/RoxMTFiPMOHD1e6UhYQEICff/4Zqamp6NChAz799FNcv34du3btgru7u0bvZTk5OjrC1dUV0dHRiIyMxAcffAAvLy9xDqn09HQ8fPgQx48fF/sodO/eHevXr1d7e4cmMeY8JlS9t1hZWeV7nOY818LCwvDBBx+gZ8+eqFixIu7fv48dO3bgzZs38PDwwP79+/MMHrBt2zbExMSofB9QHAM3btzA4cOH0ahRI9y9exeZmZkYOHCgGJdi38hkMuzatQsBAQHYsWMH2rZtC19fXzRv3hxZWVm4efMm9u3bh6ysLMyYMQOjRo0q1D7KqXXr1jhw4AD69u2LnTt3Ijw8HF27dkXlypXx+PFjhISE4Pbt26hduzYOHjwo/kKtjoWFBXr27Cn+eqyuY31uy5cvh4mJCZYuXYp+/fph+fLlaNOmDYyMjHDnzh3s3r0bycnJGDZsGObOnau0ruLcVcxhpHjul19+UTpvFceCquPjs88+U3r/1PS8UNwudPToUVSrVg2ffvopXFxckJ6ejn///Rf79+9Heno6/Pz8MH/+fI3aQqGg9znF525+x56iTExMjPjZq3Djxg2xrqJcsVAo6nsnoLzfe/bsCT8/P7Rs2VLszxseHg5DQ0PMnj07z9X1nK9J8d6r6r1u9erVSEhIgLW1Nd68eYMDBw7gyy+/hIuLi8r3ZyB7tMb27dvj6NGjqFSpkka3fOb+LtGoUSP06NEDbm5ueP36NXbv3o2oqCjY2tpiy5YtWt/GrhP6zpao5G3dulXMwo8fP15g+dDQULG8ql+SVElOThYWLlwotG7dWrC3txcMDQ0FGxsbwdPTU5g3b57w5s2bAuvIysoSdu7cKXTt2lWoVKmSYGRkJJQvX16oV6+e8M033wh37txRuV7OX41z/yl+xcp51UXVX85fXVX9BQUF5Rv7sGHDBABCSEiIRu1VGMXRLsjx61XOX/0K+/p1td+3b98u+Pv7CxUrVhSMjIwES0tLoXnz5sLPP/8sJCcn57t+TEyM0L9/f8HJyUmQy+WClZWV0LFjR+HChQsFbjs/t27dEsaMGSO4ubkJ5ubmgqmpqVCjRg1hyJAhwsWLF1Wuo01bqlPQsavuF7ucv3jmt/81ee3GxsZClSpVhO7du2v0S96OHTuE9u3bC7a2toJcLhePiV9++UVITExUeWyq+rXzzJkzgq+vr2BtbS3I5XKhYsWKwqBBg4QnT55o2Hp5Xb58WVi4cKHw2WefCR9++KFgZ2cnGBkZCcbGxoK9vb3QvHlz4auvvhLOnTunUX0FxVjQMaHpVZbc55qRkZHg6Ogo+Pn5CWvWrBHS09NVrpfzF2V1x0DOX75V/anaNyEhIULfvn2FqlWrCiYmJoKpqanwwQcfCMOGDRP++ecfjV6TJl69eiXMnj1baNasmWBjYyMYGhoK9vb2gre3t7Bs2TIhNTVV47pOnz4tABDMzMzyXKEqSEREhDB06FChRo0agqmpqWBiYiK4uroK/fr1U/tLdH7nbs7ztqDPptw0PS+uX78uzJgxQ2jTpo3g5OQkGBsbC8bGxoKzs7Pg7+8vbN++Xe1Vw/wUdEwrPnfzO/YUZQr67NVGUd87c8q9383NzQU3NzdhzJgxwq1bt1SuU9BrUpxP+X1G5/f+vHnzZgGAMGXKlEK1R+7vEsbGxoKNjY3QrFkzYdasWcKrV68KVV9xkgmCHmfbISqjmjdvjri4ONy9e1dSw7USERFR2TFp0iT8/PPPiIqKUjm3UFnADvZEOnb9+nVcvHgRgYGBTFSIiIioWGRkZOCPP/5A+/bty2yiAjBZIdLK8ePHcfPmTaXnVq5cCUNDQ43vgSYiIiLKz5UrV/IM3b137148ffq0zM1YnxtvAyPSgpubG2rVqoX9+/cDyB4esk6dOujatavSUKdERERERfXFF19g586diI2NhYmJCdLT09GsWTO8evUK9+7dg6Fh2R0zq+y+MqIScvDgQQwePBguLi7YuHEjDAwMMHv2bH2HRURERGXIy5cv0alTJ7Rp0wbHjx/H5cuXsX379jKdqABMVoi04uvri9TUVGzZsgWmpqZo0qQJ/vzzT1SvXl3foREREVEZ0axZM5w5cwYXLlzA+fPnUatWLWzatAm9evXSd2jFjreBERERERGRJLGDPRERERERSRKTFSIiIiIikiQmK0REREREJElMVoiIiIiISJKYrBARERERkSQxWSEiIiIiIkliskJERERERJLEZIWIiIiIiCSJyQoREREREUkSkxUiIiIiIpIkJitERERERCRJTFaIiIiIiEiSmKwQEREREZEkMVkhIiIiIiJJYrJCRERERESSZKjvAMq6Tz/9tMAynTp1whdffFGk+pOSkrBr1y6cO3cOz58/h4mJCapVqwY/Pz+0bt1a7Xpv3rzBpk2bcPHiRSQmJsLR0RFt27ZF9+7dIZfLVa6TnJyMMWPGwNDQEEuWLIGJiUmRYiYiIiIi0gSTlRJgbGwMAwP1F7GMjIyKVO/jx48xdepUvHr1Ct27d0ezZs2QmJiIXbt24ZdffkFERAS+/fbbPNtOTk7G//73Pzx79gwDBw5E7dq1ERoaio0bN+Lhw4cYN26cyu1t2rQJcXFxmDlzJhMVIiIiIip2TFZKwIwZM1CvXj2d1pmeno7Zs2cjLi4OQ4cOhb+/v7isQYMGmDRpEsLCwlCpUiX07dtXad19+/YhNjYW3bt3R9euXQEA7u7uiIqKQlhYGDp27Ah3d3elde7cuYNDhw7By8sLDRs21OlrISIiIiJShX1WSqkDBw4gNjYWtra2+OSTT5SWGRkZoV+/fgCA4OBgvHz5Umn5P//8AwBo2rSp0vMtWrQAAFy6dEnp+czMTCxduhTm5uYIDAzU6esgIiIiIlKHyUopFRISAiA7wVDVx+TDDz+Eqakp0tLSEBYWprTszZs3AABra2ul5xX/K5Yr7N27F9HR0Rg0aBCsrKx0Ej8RERERUUGYrJRCT58+xaNHjwAAtWrVUllGLpejevXqAIDIyEilZebm5gCAt2/fKj2v+F+xHACePXuGLVu2wMPDA+3atdPNCyAiIiIi0gD7rJSAW7du4ciRI7h37x5evXoFY2NjVK5cGc2aNUOHDh2UkgNN3L9/X3zs6OiotpyjoyNu3LihVB4A6tSpg7t37+Ly5ctwc3MTn79y5Yq4XGHFihXIysrCqFGjIJPJChUnEREREZE2mKyUgC1btsDX1xcjRoyApaUlnj17hiNHjmDDhg04ePAgpkyZgho1amhcX1xcnPg4v9uyFMsSExORmpqKcuXKAQD8/f1x/Phx7NmzB9WrV4ebmxtCQ0Nx9epV1KxZU+zLcvr0aVy6dAl9+/aFs7NzUV56kWVlZSElJaVEt0lERERUGpiamuY70mxZwmSlmNWrVw+9e/dGgwYNxOdq1KiBli1bYuHChTh16hRmzpyJJUuWaNwfJDk5WXyc37DHxsbGSusokhVHR0fMmjULS5cuxQ8//AAAMDAwQPPmzfHll19CLpcjMTERa9asgbOzM3r27Akg+3ayrVu3IioqCoaGhqhfvz4GDRpUpETmxYsX+S5PSkrCsmXLAKDQV56IiIiIyrIJEya8N9+PmKwUszlz5qh8XiaTITAwEGfOnMGbN2+wZ88eBAQElFhctWvXxuLFi/HixQskJibCwcEB5cuXF5evX78e8fHxmDhxIoyMjBAeHo6ffvoJ1atXx9SpU/H27VusWrUKkyZNwq+//ooKFSoUavv53b6W24wZMwpVNxERERGVDUxW9MjS0hI1a9bErVu3EBERoXGyYmZmJj5OT09XWy4tLU3lOjk5ODjAwcFB6bkbN24gJCQE7du3h4eHBzIzM7F69WoIgoCJEyfCyckJAJCamoply5Zh48aNGD9+vEaxF0Xjxo3RuHHjYqufiIiIqDRYtWqVvkMoce/HzW4SpkgUnj17pvE69vb24uP4+Hi15RTLypcvL94CVpD09HQsX74clpaWGDRoEADg7t27ePnyJWrWrCkmKgDw8ccfAwAiIiKQlZWlcfxERERERJpgslIKVatWTXz8/PlzteUUy3KWL0hwcDBiYmIQGBgo3hamSKRyX4ExMzND+fLlkZKSkm/SRERERERUFLwNrBgtXboUbm5u+c5PouhoXpg+HE5OTnB2dsajR49w584dtG3bNk+ZzMxMREVFAQCaNGmiUb2xsbHYsWMHGjZsCC8vrzzLVQ1dXNSRKPJLsgDlDvY3btxAVFQUBg8eDFNT0yJtTx8yMjLw+vVr8X8bGxsYGvKUKwy2ofbYhtpjG2qH7ac9tqH2SnMbpqSkICgoSN9h6E3p2Eul1OXLl/Hq1Su1ycqbN29w9+5dAJonFArt27dHUFAQLly4gOHDh+dJGi5fvoyUlBQYGxurTDxUWb58OQwMDDBy5Eil5xW3fuUewevdu3d4+/YtTE1NCz2zfe6rNLmZmZmJo1ykpqYiNTUVcrk839HPpM7Q0LBUxy8FbEPtsQ21xzbUDttPe2xD7ZWmNkxLS1NKtN43vA2smF26dAn//vtvnucFQcCaNWuQkZEBS0tLdO3aVWn5xYsX0b9/f4wZM0Zlf5ZPPvkElStXxsuXL3Hw4EGlZRkZGfjzzz8BAD169ICdnV2BcYaGhuLatWvo06ePUr8UIHuoZTs7O9y9e1cplnPnzkEQBDRt2vS9GeubiIiIiEoOr6wUI1NTU2RlZWHatGno0qULPDw8YG1tjWfPnuHQoUO4evUqbG1t8d1338HGxkZp3aNHjyIhIQEJCQk4d+5cnmTGyMgI06ZNw9SpU7F27VrEx8ejSZMmSEpKwq5du3Dnzh14eXnhs88+KzDO+Ph4BAUFoVq1anm2AwByuRzDhg3D/PnzMXfuXAQEBCAxMRGrV6+GhYUFBgwYoE0zERERERGpxGSlGP3666+IjIwU/w4dOoS0tDSYmZnB2dkZAQEB8PPzU5rfRMHPzw+3bt2CtbU1WrZsqbL+SpUqYcmSJdi1axfCw8OxZ88emJiYoFq1ahg/fjxat26tUZxr165FUlISpk+fDrlcrrKMp6cnpk+fjm3btmHu3LnipJADBw4s9BwrRERERESaYLJSjIyMjNCyZUu1yUZ+mjVrhs2bNxdYztzcHAMGDNDq6sbYsWMxduzYAstxvhMiIiIiKknsaEBERERERJLEZIWIiIiIiCSJyQoREREREUkSkxUiIiIiIpIkJitERERERCRJTFaIiIiIiEiSmKwQEREREZEkcZ4VKnP2V/TQdwiS1+XJdX2HQERERFQgXlkhIiIiIiJJ4pUVIiIiIhV4pT5/vEpPJYFXVoiIiIiISJKYrBARERERkSQxWSEiIiIiIkliskJERERERJLEZIWIiIiIiCSJyQoREREREUkSkxUiIiIiIpIkJitERERERCRJTFaIiIiIiEiSmKwQEREREZEkMVkhIiIiIiJJYrJCRERERESSZKjvAIgKYmZmJj4WBEGPkZQdBbXjgUr1SiiS0umTx9f0HUKhyGQypf95HhUe21A7bL+yqbTtx9J8HCq+CyUnJ+s5kpLHZIUk79tvvxUfZ2Rk6DGSsoPtqJ3S1n729vZK/5e2+KWAbagdtl/ZVNr2Y2k9Do2NjcXvQnPmzNFzNCWPt4EREREREZEkMVkhIiIiIiJJYrJCRERERESSxD4rJHkLFy4EAIwePVqpsz0VnaEhT31tlKb2y8jIQFxcnPi/vb19qYpfCtiG2mH7lV2laT+W5uMwOTkZy5Yt03cYelM69hK913KOfJF7JA8qGrajdkpb++Ue8aa0xS8FbEPtsP3KptK2H0vzcfg+jgKmwNvAiIiIiIhIkpisEBERERGRJDFZISIiIiIiSZJUn5XTp0+Lj8uVK4dmzZrpMRoiIiIiItInSSUrbdq0ETs7ubi4ICoqSs8RERERERGRvkgqWVEYPXo0Pv30U32HQUREREREeiSpZMXAwAA9evTA4sWL9R0KERERERHpmaQ62FeoUAENGjTQdxhERERERCQBkkpWGjZsiAcPHhR6vXPnzmHWrFnFEBEREREREemLpJKVkSNHYufOnXj+/Hmh1gsPD8fMmTOLKSoiIiIiItIHSSUrnTt3RmBgILy9vREZGanvcIiIiIiISI8k1cF+1qxZMDc3h4mJCZo3bw4PDw80a9YMFSpUgLGxsdr1zp49W4JREhERERFRSZBUsvL999+L86wIgoDr16/j+vXreo6KiIiIiIj0QVLJCpCdpKh6XBBFkkNERERERGWD5JKVKVOmIDAwsFDrrFq1Cj/++GMxRURERERERPoguWTFxsYGLi4uhVrH1ta2mKIhIiIiIiJ9kdRoYAEBAfDw8Cj0ep6enpg+fXoxRERERERERPoiqSsrQUFBRVqvZcuWaNmypY6jISIiIiIifZJUslIWZWRk4OLFi7hw4QJu376NuLg4ZGVlwcrKCrVq1ULbtm3RrFmzItX97NkzDBs2rMBygwcPRrdu3fI8/+bNG2zatAkXL15EYmIiHB0d0bZtW3Tv3h1yuVxlXcnJyRgzZgwMDQ2xZMkSmJiYFCl2IiIiIqKCSDZZEQQBBw8exPHjx3HlyhW8fPkSv/76K9q2bQsge5jjgIAAuLq66jlS9eLi4jBhwgS8fPkSDg4O6NatG6pVqwYjIyPcvHkTO3fuxLlz59CiRQtMmDABRkZGRdqOiYlJvqOhGRrm3c3Jycn43//+h2fPnmHgwIGoXbs2QkNDsXHjRjx8+BDjxo1TWdemTZsQFxeHmTNnMlEhIiIiomIlyWQlJCQEI0aMwIMHD5SeT0pKEh/PmjULc+fOxbhx4zBnzhwYGEiq+w2A7HhfvnwJe3t7LFq0CBYWFuKyDz74AB9++CHGjh2L8+fPY+3atfjiiy+KtJ2lS5eiQoUKhVpn3759iI2NRffu3dG1a1cAgLu7O6KiohAWFoaOHTvC3d1daZ07d+7g0KFD8PLyQsOGDYsUKxERERGRpiT3DX/Lli3o2LEjHjx4AEEQxL/cBg0aBBMTE/z0008YPXq0HiLV3KeffqqUqCi4urqidevWALITtJSUlBKL6Z9//gEANG3aVOn5Fi1aAAAuXbqk9HxmZiaWLl0Kc3PzQg8tTURERERUFJJKVh49eoTAwEBkZWWhbt26mDdvHg4fPozdu3fnSVjWrVuH27dvo2HDhli1ahXOnj2rp6jVs7S0RNeuXdG8eXO1ZapVqwYASE9PR2xsbAlFlt1fBQCsra2Vnlf8r1iusHfvXkRHR2PQoEGwsrIq/gCJiIiI6L0nqdvAFi9ejJSUFEyaNAlz584V+2Hkvh1MoWLFiti/fz9q1aqFVatW4aOPPirJcAtkY2ODIUOG5Fsm5+1r5cqVK+6QRObm5gCAt2/fKj2v+F+xHMjuyL9lyxZ4eHigXbt2JRYjEREREb3fJJWsHDt2DB9++CHmzZun8ToVK1ZEt27dJHllRRNPnjwBkJ3YVKxYsUh1XLp0CX///TcePHiAN2/ewNTUFC4uLmjZsiXatWsHY2PjPOvUqVMHd+/exeXLl+Hm5iY+f+XKFXG5wooVK5CVlYVRo0bl25GfiIiIiEiXJJWsPHjwAKNGjSr0erVq1UJwcHAxRFS8MjMzER4eDgDo2rWr2uGCCxIUFIQuXbrA398fpqamiI2Nxd69e/H777/j0KFDmDZtWp4O+P7+/jh+/Dj27NmD6tWrw83NDaGhobh69Spq1qwp9mU5ffo0Ll26hL59+8LZ2Vm7F5zDixcv8l2elJQkDqiQ8yoPEREREb0/JJWspKamwszMrNDrpaenS3I0sIKEhITgzZs3qF27Nrp06VLo9Y2NjVG/fn0MHTpUaQjnmjVrwtPTE99//z2uXbuGWbNmYdGiRUpDIzs6OmLWrFlYunQpfvjhBwDZt6Q1b94cX375JeRyORITE7FmzRo4OzujZ8+eAIDIyEhs3boVUVFRMDQ0RP369TFo0KBCJzKOjo4al503bx5MTU2RmZmJ9PT0Qm2HVGM7aqc0tV9GRka+/1PB2IbaYfuVXXwvLBmZmZmwsbEBALx+/VrP0ZQ8SSUrFStWRERERKHXO3XqFCpVqlQMERWf2NhYBAUFwcrKCuPHj1c5F0pBbGxsxEQjNyMjIwQGBuLrr79GTEwMQkND0bFjR6UytWvXxuLFi/HixQskJibCwcEB5cuXF5evX78e8fHxmDhxIoyMjBAeHo6ffvoJ1atXx9SpU/H27VusWrUKkyZNwq+//lro4ZM1VbduXTRu3BiJiYlITEwslm28bwq6skX5K83t9z5+0Oka21A7bL+yg++FJadXr14AgFWrVuk5kpInqcsRH3/8MQ4cOIBDhw5pvM6WLVtw9uxZtGnTpvgC07HXr19j1qxZkMvlmDVrFpycnIplO66urrC1tQWAfJNABwcHuLq6KiUqN27cQEhICNq3bw8PDw9kZmZi9erVEAQBEydORKNGjeDl5YWBAwfi7du32LhxY7G8BiIiIiJ6f0kqWRkxYgSysrLQrVs3TJgwAdHR0WrLxsbGYvLkyRg0aBAMDAyKPKFiSXv9+rV4VWLmzJlKt28VBwcHBwDZI3ppKj09HcuXL4elpSUGDRoEALh79y5evnyJmjVrKiVXH3/8MYDsZCgrK0t3gRMRERHRe09St4F5enpi+PDhWLVqFX799Vf8+uuvqFKlitgfYu7cuViyZAmio6Nx//59ccLIr776Co0aNdJz9AWLi4vDtGnTkJiYiDlz5hR7ogJA5YSaBQkODkZMTAzGjRsnXm1RJDuK5EfBzMwM5cuXR2JiIuLj48V7Kgvy/PnzfJcnJSVh2bJlALKv8kRFRWHw4MEwNTUt7MshFXLvRyqc0tR+GRkZSrc72NjYFOm20/cZ21A7bL+yi++FJSMlJQVBQUH6DkNvJLeXli9fjvT0dHGnxMTEICYmBjKZTOlWJsWX8BEjRmDhwoV6ibUwnj17hqlTpyI9PR1z5sxB1apV8yy3tLQs1JfxOXPmwNfXN88s9DnFxcUBgMb9SWJjY7Fjxw40bNgQXl5eeZarGrq4KIMbFPQGZ2ZmJo4ClpqaitTUVMjlcqVBAqjo2I7aKc3tZ2hoWKrjlwK2oXbYfmVHad6Ppek4TEtLK3V9bHRJUreBAdlffNeuXYv9+/ejVatWACBeQVH8Adm3Hx08eBArVqyQ/Nwfjx8/xv/+9z9kZmZi7ty5eRIVABg2bJg4jLGmLly4gL///lvt8qioKLx69QoA0KRJE43qXL58OQwMDDBy5Eil5xW3fuXuTPfu3Tu8ffsWpqamnNmeiIiIiHRKcldWFDp37ozOnTvj9evXuHz5svgl2cHBAQ0bNoS1tbV+A9TQw4cPMX36dBgbG+OHH34o1JC9Fy9exOLFi2Ftba1yrhQAOHnyJPz9/fNMKJmeno41a9YAyB5lTZOZ50NDQ3Ht2jUEBATk6fRfo0YN2NnZ4e7du3j27JkYy7lz5yAIApo2bVoqh48mIiIiIumSbLKiYGNjA29vb32HUSRPnjzBlClTEB8fD0NDQ4wZM6ZQ6x89ehQJCQlISEjAuXPn0LVrV6XlpqamSElJwbhx49C1a1fUqlULFhYWiImJwd69exEVFYXKlStj2rRpKmexzyk+Ph5BQUGoVq1anu0AgFwux7BhwzB//nzMnTsXAQEBSExMxOrVq2FhYYEBAwYU6rURERERERVE8smKJs6dO4eQkBBMnz5d36EoefDgAeLj4wFkd+wq7AREfn5+uHXrFqytrdGyZcs8yzds2IBz587h0qVLOHXqFHbu3In09HSUL18e1apVwxdffIG2bdvCxMSkwG2tXbsWSUlJmD59OuRyucoynp6emD59OrZt24a5c+eKk0IOHDiw2OZYISIiIqL3V5lIVsLDwzFz5kzJJSstWrTAvn37irx+s2bNsHnzZrXLy5UrB29vb51ceRo7dizGjh1bYLnGjRujcePGWm+PiIiIiKgg7GRARERERESSpJdkZePGjfjwww/zjBktl8uL9Ddx4kR9vAwiIiIiIipGeklWvvrqK1y7di3PbUe5hyguzB8REREREZUteumzUrduXYSHh8Pd3T3PsqZNm6p8Pj83btzId74RIiIiIiIqffSSrBw6dAihoaHw8fHJs+yzzz7TqKN3TgsWLGCyQkRERERUxuglWbG0tET37t11WidvBSMiIiIiKlskNXRxdHQ0bG1tC73e8OHD0bNnz2KIiIiIiIiI9EVSyYqLi0uR1rOwsICFhYWOoyEiIiIiIn0qE/OsLFiwQO2s60REREREVDqViWSFiIiIiIjKHr3cBjZr1iyd1nf27Fmd1kdERERERPqnl2Tl+++/h0wm08emiYiIiIiolNBbB3tdDzXM5IeIiIiIqGzRW7IyZcoUBAYG6qSuVatW4ccff9RJXUREREREJA16S1ZsbGyKPFRxbkWZm4WIiIiIiKRNL6OBBQQEwMPDQ2f1eXh4YODAgTqrj4iIiIiI9E8vV1aCgoJ0Wp+fnx/8/Px0WicREREREelXqZlnJT09Henp6foOg4iIiIiISoje+qwU5PHjx1i9ejVCQkJw9epVJCUlAQDMzc1Rv359tG/fHsOGDUOlSpX0HCkREZH07K+ou9uty6ouT67rOwQiKoAkr6z8/PPPqFWrFmbNmoVz584hMTERgiBAEAQkJibi3LlzmDVrFmrWrImff/5Z3+ESEREREVExkFyy8s0332Dy5MlISUkRE5TcFM+npqZi8uTJ+Oabb0o+UCIiIiIiKlaSug3syJEjWLx4MQDA3d0dQ4cOxccff4zq1avDwsICAJCQkIDo6Gj89ddfWLt2LW7evIklS5agY8eO7GRfRpmZmYmPdT2Z6PuK7aid0tZ+uSfNLW3xSwHbsGziftROaWu/0nweK74LJScn6zmSkiepZGXJkiUAgPHjx2P+/PkqZ6W3s7ODnZ0dmjRpgm+++QYTJ07EggULsGTJEiYrZdS3334rPs7IyNBjJGUH21E7pa397O3tlf4vbfFLAduwbOJ+1E5pa7/Seh4bGxuL34XmzJmj52hKnqRuA4uIiECTJk3w008/qUxUcpPJZPj555/RqFEjXLx4sQQiJCIiIiKikiKpZOXt27fo0KFDodfr1KkTEhMTiyEiIiIiIiLSF0klK46OjjAyMir0eoaGhqhYsWIxRERERERERPoiqT4rrVu3xtmzZwu93rlz59C+ffs8z9+8eRORkZEYOHCgLsIjPVm4cCEAYPTo0Uqd7anoDA0ldeqXOqWp/TIyMhAXFyf+b29vX6rilwK2YdnF/aid0tR+pfk8Tk5OxrJly/Qdht5Iai999dVX8PT0xI4dO9CrVy+N1tm1axfCw8PFzvk5HT58GBMnTmSyUsrlHPlCk75MVDC2o3ZKW/vlHvGmtMUvBWzDson7UTulrf1K83n8Po4CpiCp28CaNm2KZcuWYeDAgRgxYgQuXryocqSGzMxMREZGYtSoUfjqq6+wZ88e1KxZUw8RExERERFRcZHUlZXq1asDyM5016xZgzVr1sDQ0BB2dnYoV64cACA1NRUvX74UkxhbW1sMHTpUZX0JCQklEzgREREREemcpJKV+/fvQyaTKV2mS09Px9OnT9Wu8+rVK7x8+VLt8tJ0iY+IiIiIiP6PpJIVAHB1dUWVKlV0UldMTAyio6N1UhcREREREZUsySUro0aNwtixY3VS14IFCzBx4kSd1EVERERERCVLUh3si0PukR+IiIiIiKh0kNSVlZMnT6JGjRo6q++zzz5DkyZNdFYfERERERGVHEklK15eXkVaLzY2Fvfu3UPr1q2Vnnd2doazs7MuQiMiIiIiohJWJm4D27p1K7y9vfUdBhERERER6VCZSFaIiIiIiKjs0cttYFeuXEFQUBAGDBiAxo0bi8/7+PgUqb6YmBhdhUZERERERBKhl2Sla9euePjwIfbu3as0D8qpU6eKNImjIAic/JGIiIiIqIzRWwd7dUMKW1tbw9LSslB1JSQk4M2bNzqIioiIiIiIpEIvyUpwcDDWr1+PgQMH5lk2ZcqUQk8K+csvv2DSpEm6Co+IiIiIiCRAL8lKo0aN0KhRI53Vx1vAiIiIiIjKHknNsxIUFISmTZsWer2OHTvC3t6+GCIiIiIiIiJ9kVSyEhAQoHHZlJQUHDp0CHXr1oW7uzvc3d2LMTIiIiIiIippkkpWhgwZgj59+sDX17fAsq9evUKvXr0gk8ng6+uLHTt2oHz58iUQJRFRwfZX9NB3CJLW5cl1fYdARESlgKSSlfXr18PDw0OjZMXS0hJfffUVzpw5g6NHj2LGjBlYsGBBCURZeOnp6di3bx9Onz6Np0+fwsDAAM7OzvDx8YGfnx8MDIo+N2dSUhJ27dqFc+fO4fnz5zAxMUG1atXg5+eH1q1bq13vzZs32LRpEy5evIjExEQ4Ojqibdu26N69O+Ryucp1kpOTMWbMGBgaGmLJkiUwMTEpctxERERERAWRVLJSGBYWFli0aBEAwNfXF7t27ZJkspKQkIApU6bgwYMH8PPzw4gRI5Ceno6DBw9ixYoVOHv2LKZPnw5jY+NC1/348WNMnToVr169Qvfu3dGsWTMkJiZi165d+OWXXxAREYFvv/02TzKUnJyM//3vf3j27BkGDhyI2rVrIzQ0FBs3bsTDhw8xbtw4ldvbtGkT4uLiMHPmTCYqRERERFTsSm2yktPHH3+MsLAwfYeh0vz58/HgwQN06dIFw4YNE5+vX78+5s6diwsXLmDFihX4+uuvC1Vveno6Zs+ejbi4OAwdOhT+/v7isgYNGmDSpEkICwtDpUqV0LdvX6V19+3bh9jYWHTv3h1du3YFALi7uyMqKgphYWHo2LFjnj5Ad+7cwaFDh+Dl5YWGDRsWshWIiIiIiAqv6PcfSURWVhZOnjyJcuXK6TuUPMLDw3Ht2jUYGxvnSRhkMpk4z8yJEydw9+7dQtV94MABxMbGwtbWFp988onSMiMjI/Tr1w9A9pw2L1++VFr+zz//AECekddatGgBALh06ZLS85mZmVi6dCnMzc0RGBhYqDiJiIiIiIpKb1dWfHx8VD6/YsUKHDhwQKM6kpOTcefOHbx58watWrXSZXg6cezYMQDZV1FUdf6vUqUKqlSpgpiYGISGhqJmzZoa1x0SEgIgO8FQ1cfkww8/hKmpKVJSUhAWFobu3buLy968eQMAsLa2VlpH8b9iucLevXsRHR2NL7/8ElZWVhrHSERERESkDb0lK6dOnVI5mWNUVBSioqI0rkcQBMhkMkycOFGX4WktPT0dV69eBYB8k5CaNWsiJiYGkZGRGtf99OlTPHr0CABQq1YtlWXkcjmqV6+OGzduIDIyUilZMTc3BwC8fftWaR3F/4rlAPDs2TNs2bIFHh4eaNeuncYxEhERERFpS2/JStWqVfMkKw8ePIC1tTUsLS0LXF8ul8PS0hL16tXD8OHD8dFHHxVXqEXy6NEjZGRkAAAqVKigtpxi2fPnz5GUlKSUKKhz//598bGjo6Paco6Ojrhx44ZSeQCoU6cO7t69i8uXL8PNzU18/sqVK+JyhRUrViArKwujRo1SmVwSERERERUXvSUrub9AA4CBgQGmTJmCsWPHlnxAOvbixQvxcX7JV85lL1++1ChZiYuLEx/nd1uWYlliYiJSU1PFfj3+/v44fvw49uzZg+rVq8PNzQ2hoaG4evUqatasKfZlOX36NC5duoS+ffvC2dm5wLiIiIiIiHSpTIwGJkUpKSni4/yGJc65LDk5WaO6c5YzMjLSuG5FsuLo6IhZs2Zh6dKl+OGHHwBkJ4rNmzfHl19+CblcjsTERKxZswbOzs7o2bMnACAyMhJbt25FVFQUDA0NUb9+fQwaNKhIiUzOZE6VpKQkJCUlAYBGCRwRERERlT2SSlZOnjyJGjVq6DuM90Lt2rWxePFivHjxAomJiXBwcFAaBGD9+vWIj4/HxIkTYWRkhPDwcPz000+oXr06pk6dirdv32LVqlWYNGkSfv3113xvdVMlv9vXcps3bx5MTU2RmZmJ9PT0Qm2HVGM7aoftp73S1IaKW3rV/U+lV2k6DqWoNLVfaT6PMzMzYWNjAwB4/fq1nqMpeZJKVry8vPQdgs6YmpqKj9PS0tSWy7nMzMxMo7pzlsvvjUKTuh0cHODg4KD03I0bNxASEoL27dvDw8MDmZmZWL16NQRBwMSJE+Hk5AQASE1NxbJly7Bx40aMHz9eo9iLom7dumjcuDESExORmJhYbNt5nxR0ZYvyx/bTXmluw/fxy0JZVZqPQykoze1X2s7jXr16AQBWrVql50hKnqSSlaJasGABJk2aJKksOWcCkJCQoLZczmV2dnYa1W1vby8+jo+PV1tOsax8+fIaz0OTnp6O5cuXw9LSEoMGDQIA3L17Fy9fvkStWrXERAXInoxz2bJliIiIQFZWFgwMpDFtT+O/j+k7hFKPbag9tqF2Ws08p+8QJO/MjJb5LucxqD22oXZ4HhesoPOYysCkkAqCIOg7BCXOzs4wNMzOBZ89e6a2nGKZo6Ojxn0zqlWrJj5+/vy52nKKZTnLFyQ4OBgxMTEIDAwUbwtTxJj7CoyZmRnKly+PlJSUfJMmIiIiIqKi0MuVlVmzZum0vrNnz+q0Pl0wMjJC/fr1cenSpXxnp1csa9KkicZ1Ozk5wdnZGY8ePcKdO3fQtm3bPGUyMzPF+Wo0rTs2NhY7duxAw4YNVd6Sp2ro4qJeTckvyQKyO9gvW7YMQPZtaVFRURg8eLDS7XVSl5GRoXSZ2cbGRkxgSTNsQ+2xDcuu3D8gSRWPQe2xDcsuTc7jlJQUBAUFlUA00qSXI/37779/L+bs8PX1xaVLl3D16lWVc6g8evQIMTExkMlkhZ5wsX379ggKCsKFCxcwfPjwPEnD5cuXkZKSAmNjY437Ai1fvhwGBgYYOXKk0vOKW79y35v67t07vH37FqampoWe2b6gk9PMzExsr9TUVKSmpkIul+c7+pnUGRoalur4pYBtqD22YdlRWvcjj0HtsQ3LDk32Y1paWqnrY6NLersNTBAEnf5JkaenJzw8PJCWloatW7cqLRMEAX/88QcAwMfHJ88s9xcvXkT//v0xZswYlbeRffLJJ6hcuTJevnyJgwcPKi3LyMjAn3/+CQDo0aOHRn1hQkNDce3aNfTp00epXwoA1KhRA3Z2drh7965SLOfOnYMgCGjatKlk+qsQERERUdmht2uIU6ZMQWBgoE7qWrVqFX788Ued1KVrkydPxpQpU7B37168e/cObdq0QUZGBg4dOoTz58+jfv36ea5kAMDRo0eRkJCAhIQEnDt3Dl27dlVabmRkhGnTpmHq1KlYu3Yt4uPj0aRJEyQlJWHXrl24c+cOvLy88NlnnxUYY3x8PIKCglCtWrU82wEAuVyOYcOGYf78+Zg7dy4CAgKQmJiI1atXw8LCAgMGDChq8xARERERqaW3ZMXGxgYuLi46qcvW1lYn9RQHS0tL/Prrr9i3bx9Onz6NU6dOwcDAAM7Ozvjiiy/QoUMHlVcl/Pz8cOvWLVhbW6NlS9UjRVSqVAlLlizBrl27EB4ejj179sDExATVqlXD+PHj0bp1a41iXLt2LZKSkjB9+nTI5XKVZTw9PTF9+nRs27YNc+fOFSeFHDhwYKHnWCEiIiIi0oRekpWAgAB4eHjorD4PDw8MHDhQZ/XpmpGREXr06IEePXpovE6zZs2wefPmAsuZm5tjwIABWl3dGDt2LMaOHVtgucaNG6Nx48ZF3g4RERERUWHoJVnR9YgGfn5+8PPz02mdRERERESkX2WiV/Q///yDxYsX6zsMIiIiIiLSoTKRrJw4cQLffvutvsMgIiIiIiIdKhPJChERERERlT2Smv5U3UhURERERET0/pFUsqLN5I4ymUyHkRARERERkb5JKlkBgKZNm8Ld3V3t8tTUVLx48QJXrlzBy5cv4eHhweF0iYiIiIjKIMklK5999plGc34IgoDDhw9j3LhxaNy4McaMGVMC0RERERERUUmRVLJiZ2cHMzMzjcrKZDJ06tQJjRo1wocffoh69erBy8urmCMkIiIiIqKSIqlk5cWLF4Vex8nJCb169cLPP//MZIWIiIiIqAwpE0MXV65cGREREfoOg4iIiIiIdKhMJCt37txBQkKCvsMgIiIiIiIdKvXJSlhYGP788084OzvrOxQiIiIiItIhSfVZmTVrVoFlBEHAu3fv8OzZM1y+fBmXL18GAPj7+xdzdEREREREVJIklax8//33hZrcUTGJpJubG6ZMmVJcYRERERERkR5I7jYwQRA0+pPJZHB3d8eMGTNw8eJF2NjY6Dt0IiIiIiLSIUldWQGAKVOmIDAwUO1ymUwGExMT2NjYwNjYuAQjIyIiIiKikiS5ZMXGxgYuLi76DoOIiIiIiPRMUreBzZgxA56envoOg4iIiIiIJEBSV1ZmzJih7xCIiIiIiEgi9HJl5fTp04iNjdVZfYmJiXj48KHO6iMiIiIiIv3TS7Li7e2Nbdu26ay+lStXwtXVVWf1ERERERGR/unlNjDF/ChEmjAzMxMfl7ZjJ/e8QaUtfilgG2qPbVg2lab9yGNQe2zDsknT/aj4LpScnFyc4UiS3vqsREZG4o8//tBZXVR2ffvtt+LjjIwMPUZSePb29kr/l7b4pYBtqD22YdlUmvYjj0HtsQ3LJk32o7GxsfhdaM6cOcUdkuToLVnZtm2bTm8FIyIiIiKiskWvo4Hp8hJm7sujRERERERUuuklWWnQoAGuXLkCAHB2dka/fv1Qrly5ItcXHh6O0NBQXYVHREREREQSoJdk5Z9//sHhw4cxb948nDlzBkFBQfjqq68wevRoWFlZFbq+BQsWMFkpwxYuXAgAGD16tFJne6nLyMhAXFyc+L+9vT0MDSU1tZHksQ21xzYsu0rLfuQxqD22YdmlyX5MTk7GsmXLSiAaadLbkd6xY0d07NgRZ8+exbx58zB16lTMnz8fw4cPx9ixY1GxYsVC1cdRMcqunCNflLbb/XIfl6UtfilgG2qPbVg2lab9yGNQe2zDsknT/fg+jgKmoJd5VnL66KOPcODAAVy+fBmdO3fGokWL4OrqisDAQNy6dUujOoYPH47o6OhijpSIiIiIiEqS3pMVhfr16+PPP//E7du3MXjwYPz555/w8PBA9+7dcfHixXzXtbCwgIuLSwlFSkREREREJUEyyYqCq6srVqxYgejoaIwbNw7Hjx9Hy5Yt4e3tjSNHjug7PCIiIiIiKiGSS1YUKlSogPnz5+Phw4eYNWsWbt68ic6dO6NBgwbYsmULsrKy9B0iEREREREVI8kmKwpWVlaYMmUKHjx4gEWLFiE+Ph79+/dHzZo1sXbtWn2HR0RERERExUTyyYqCgYEB5HI5ZDIZBEHA/fv3MX/+fH2HRURERERExUTyg3QnJiZi+fLlWLRoEZ49ewYAYsJSlDlZiIiIiIiodJBssvLy5UssWrQIy5YtQ3x8PID/G2O8Vq1aGD9+PAICAvQZIhERERERFSPJJSuxsbH45ZdfsGbNGiQnJytNgtS4cWNMmjQJPXr04GRIRERERERlnGSSlbt37+LHH3/Epk2bkJ6erpSktG/fHpMmTYKPj48eIyQiIiIiopKk92TlypUrmDt3Lnbt2oWsrCwxSZHL5ejRowcmTZqEhg0b6jlKIiIiIiIqaXobDezMmTPo3LkzGjVqhJ07dyIzMxOCIKBcuXL44osv8N9//2Hr1q0aJSpHjx7FkCFDSiBqIiIiIiIqKXq5stK6dWucPXsWwP91mre2tsbIkSPx9ddfw9HRsVD1Xb9+HRs2bMC6det0HisREREREemHXpKVM2fOiB3kK1eujG+//RYjRoyAubm5PsIhIiIiIiIJ0mufFUEQ8PjxY0yYMAETJkzQZyhERERERCQxektWXF1dUaVKFZ3UFRMTg+joaJ3URURERERE0qC3ZGXUqFEYO3asTupasGABJk6cqJO6iIiIiIhIGvQ2GhgREREREVF+9HJlJSAgAB4eHjqrz9PTE9OnT9dZfbrw+PFj/PXXX7h69SoePHiApKQklCtXDhUrVkSjRo3QuXNn2NjYFLn+RYsW4cSJE/mWKVeuHLZv365y2dmzZxEcHIyHDx/CyMgI7u7u6N+/P1xdXdXWt3fvXqxduxajRo1Chw4dihw7EREREZEm9JKsBAUF6bS+li1bomXLljqtUxubNm3Cjh07AABeXl7o0qUL7O3t8fr1axw9ehTbt2/HwYMHMWHCBDRq1KjI25HL5TAyMlK7vFy5ciqfP3z4MFasWAF3d3dMnToViYmJWLVqFSZNmoT58+erTFhevHiBzZs3o06dOvDz8ytyzEREREREmtL7DPZl0aNHjyAIAgICAtCjRw+lZU2bNsVPP/2EM2fO4Mcff8TSpUsLPa+MgpeXF7755ptCrZOamooNGzbA2NgYU6ZMgYWFBQDAyMgIc+bMwbp16zB79uw86/3+++/IyMjA6NGjxWGniYiIiIiKE/usFBNzc3N069ZN5bKBAwcCyE4cjh49WpJh4datW0hOToabm5uYqABAkyZNIJfLcf36daSlpSmtc/bsWURERKB79+6oWrVqicZLRERERO8vXlkpBs2aNUP9+vVhYKA6F3RycoKpqSlSUlJw//79Eo3tzZs3AABra2ul5+VyOSwtLfH69Wu8ffsWdnZ2AICkpCSsXr0alSpVQu/evUs0ViIiIiJ6vzFZKQY+Pj4FllEkMur6lRQXc3NzAMDbt2/zLEtMTAQAmJmZic/98ccfePXqFWbPng1jY+OSCZKIiIiICExW9CI+Ph5JSUkAgLp16xa5noSEBGzevBkRERF48eIFMjIyYGdnh7p166JTp04qO8rXrl0bhoaGuH37NlJTU8Vk6caNG0hPT4erqytMTU0BZN8yduTIEfj4+KBBgwZFjpOIiIiIqCiYrOjB6dOnAQBWVlZo27ZtkeuJjIxEcnIyunXrhsqVKyM1NRWRkZE4cOAAQkJCMGDAgDwd/K2srNCxY0fs378fixcvxpAhQ5CYmIgVK1YAAPr27QsAyMjIwLJly2BhYYEhQ4YUOUYiIiIioqJislLC0tLSsG/fPgDA6NGjYWJiUqR6nJ2d0a1bNwwaNEhpdC4PDw80aNAA33//PTZs2ABbW1t4e3srrTtkyBDI5XIcOnQIZ86cAQDY2Nhg7NixaNGiBQBg9+7dePDgAb755htYWloiKSkJGzduRHh4OBISEuDo6IhOnTrB39+/SKODvXjxIt/lSUlJ4tUnxa1rRERERPR+YbJSwlavXo1nz56hW7duYmJQFD179lS7rGHDhmjevDnOnz+PDRs2wMvLS6mzv1wux5AhQ9CvXz88ffoUhoaGqFixoljmyZMn2LZtGxo0aAAfHx+kp6dj2rRpiIqKQr9+/eDu7o7Dhw9j3bp1ePnyJYYOHVro+AszXPO8efNgamqKzMxMpKenF3pb+pKRkZHv/1QwtqH22IZlV2l5P+QxqD22YdmlyXmcmZkpTiT++vXr4g5JcpisFMF3332HuLi4PM8PGjQInp6eatfbvXs3jh49inbt2mHQoEHFGCHQuHFjnD9/Hq9evcK9e/dQq1atPGVMTEzg4uKS5/nly5cDAEaOHAkACA0Nxd27d9G2bVv06tULAODm5oZbt25h37598PPzg7Ozc7G9lrp166Jx48ZITEwUBwEojd7HNxhdYxtqj21YdhR0hVqqeAxqj21Ydmh6Hiu+f61atao4w5EkSc2zMmvWLJw/f17fYRTo+fPnePr0aZ6/lJQUtevs378fQUFB8Pb2xpgxY4p9YkUHBwfx8bNnzzRe7+TJk7hy5Qp69+6NSpUqAQAuXLgAAPjoo4/EcnK5HC1btoQgCLh48aKOoiYiIiIi+j+SurLy/fffw8LCQqvbo0rCmjVrClU+ODgYGzZsQIcOHTBy5MgSmQFeEIRCr5OQkIC1a9eiatWq6N69u/i8ItnJmQAB/3cr19OnT7WIlIiIiIhINUklK0B2nw5zc3N8/vnnKF++vL7D0dqWLVuwZcsWdOnSBcOGDVNalpiYiNTUVNjb2xeqztOnTyMyMhJjx45VWybnZcUKFSpoVG9QUBDevn2LKVOmwNAw76GRO8lSN+mlJp4/f57v8qSkJCxbtgxA9rDKUVFRGDx4sDiscmmQkZGhdKnexsZGZbuSemxD7bENy67cPyBJFY9B7bENyy5NzuOUlBQEBQWVQDTSJLkj/d69e/jiiy8wbtw49OnTB8OGDUOzZs30HVaRbNiwAcHBwejZsycGDhyYZ/m+fftw4sSJQl+pefToEU6dOoXAwEBYWlqqLPP3338DyH5Dq169eoF1Xr16FcePH0eHDh1Qp04dpWVOTk6IjY3FixcvULVqVfF5Rb8dJyenQsUPFHxympmZiaOApaamIjU1FXK5HEZGRoXellQYGhqW6vilgG2oPbZh2VFa9yOPQe2xDcsOTfZjWlrae91PSVJ9VgBgzpw5OHToENq3b48NGzagZcuWaNCgAZYtW4b4+Hh9h6ex1atXIzg4GJ9//rnKRCU/6enpmDlzJnr37o2tW7eqLbdp0yaVz//9999iP5J+/fpBLpcXuL0VK1bA1tYWAQEBeZYrkkXFMMcAkJWVhfPnz0Mmk5XaZJKIiIiIpE1yV1YMDAzQoUMHdOjQAc+fP0dQUBDWrVuHL7/8EhMnTkTPnj0xfPhwpc7eUrN27Vrs378fALBr1y7s2rVLZbmMjAzY2trmef7BgwfilZHdu3ejT58+SsvNzMwAAEeOHMGzZ8/Qrl07ODk5ITU1FRERETh48CBkMhn69OkDX1/fAuPdvn07YmNjMXHiRJVzmrRr1w4hISE4ceIEnJyc4OHhgSNHjiA2Nhb+/v7FOhIYEREREb2/JJWsREdHK315d3R0xKRJkzBp0iScOnUKq1evxo4dO7Bp0yZ88MEHGDZsGAICAlR+4denq1evio9TU1MLvb6LiwsaN26MGzduoFu3bnmWd+3aFQ0aNEB4eDhu3LiBVatWITExEUZGRrC3t4ePjw86dOiAGjVqFLitmJgYBAcHo0mTJmjVqpXKMkZGRpg9ezY2bdqEw4cPY9u2bahQoQKGDh2KTz/9tNCvj4iIiIhIE5JKVlTN+aHQpk0btGnTBm/evMEff/yBtWvXYvz48fjuu+/QrVs3DBs2LM9M7fry22+/abW+kZERZsyYkW8ZV1dXuLq6arUdAKhSpYraKz85mZubY8SIERgxYoTW2yQiIiIi0oTk+qwUxNraGvXq1UOdOnUgk8nw7t07bNu2De3atUOtWrXw008/FTjSFBERERERSZ+kkpWHDx+qnaH8+fPnmD9/PmrVqoV27dphx44dyMrKApCdwAQGBsLOzg6TJ09GlSpVMHDgQNy/f78EoyciIiIiIl2SVLLi6uqKVatWKT139OhR9OzZE1WqVMF3332HqKgoCIIAQRDQqlUr/PHHH4iNjcXKlStx/vx5XL16FcOHD8euXbvQoEEDREZG6unVEBERERGRNiSVrChmXX/8+DF++OEHuLq6olOnTti9ezfS09MhCAJsbW3x7bff4ubNmzh9+jT69++PcuXKiXV4eHhgyZIluHnzJhwcHDB16lR9vRwiIiIiItKCpDrYA9md0ydPnozMzEwxeZHJZPD29sawYcPQvXt3GBsbF1hP1apVMWDAACxevLi4QyYiIiIiomIguWTl0aNHYpLi6OiIQYMGITAwEDVr1ix0XQ8ePEBKSoquQyQiIiIiohIguWQFANq3b4/hw4fD398fhoaFD/Hff//F5MmTcfDgQVStWrUYIiQiIiIiouImuWRlzpw5mDx5slZ1PHnyBLdv30atWrXg5+eno8iIiIiIiKgkSSpZcXFxgYODg9b1+Pj44N9//9VBREREREREpC+SSlaio6OLtN7NmzcRGRmJgQMH6jgiIiIiIiLSF0kNXVxUhw8fxuDBg/UdBhERERER6VCZSFaIiIiIiKjs0cttYNWrV9dpfQkJCTqtj4iIiIiI9E8vycr9+/chk8nE+VR0QSaT6awuIiIiIiLSP711sHd1dUWVKlV0UldMTEyRO+cTEREREZE06S1ZGTVqFMaOHauTuhYsWICJEyfqpC4iIiIiIpKGMtPBXpe3lBERERERkf7p5crKyZMnUaNGDZ3V99lnn6Fp06Y6q4+IiIiIiPRPL1dWvLy84OzsnOf5hw8fIjExsdD1bdu2Dd7e3roIjYiIiIiIJEJSt4G5urpi1apV+g6DiIiIiIgkQFLJSlH6nTx8+BDBwcHFEA0REREREemTpJIVALh3757GZVetWoV69erh/PnzxRgRERERERHpg96GLlbn999/R5UqVTB58mS1ZR49eoTAwECEhISUYGSkL2ZmZuLj0jbqW+7JSktb/FLANtQe27BsKk37kceg9tiGZZOm+1HxXSg5Obk4w5EkySUrFStWxJQpUyCTyTBp0qQ8y9euXYvx48cjISEBgiDA1tYWjRo1wvHjx/UQLZWEb7/9VnyckZGhx0gKz97eXun/0ha/FLANtcc2LJtK037kMag9tmHZpMl+NDY2Fr8LzZkzp7hDkhzJ3Qb27bffYsSIEfjuu+/w008/ic8/fvwYnTp1wvDhwxEfHw9BENC1a1fcuHEDvr6+eoyYiIiIiIiKg6SurHh5eaFq1aoYN24cZDIZ/ve//0Emk8HR0RHffvutmKTY2dlh8eLF6Nu3LwDgo48+wvTp0/UcPRERERER6ZKkkpWTJ0+Kj5ctWwYDAwNMmjQJMplMvKevW7duWLFiBRwdHcWyLVu2RMuWLUs8XiIiIiIiKj6SSlZyW7JkCWQyGZYuXYpy5cph/fr16N27d55y586dQ0hICK+ulFELFy4EAIwePVqps73UZWRkIC4uTvzf3t4ehoaSPuUkh22oPbZh2VVa9iOPQe2xDcsuTfZjcnIyli1bVgLRSJPkj/TFixdDJpNhyZIluHnzpsoy4eHhmDlzJpOVMirnyBe5R0ORutyjfJS2+KWAbag9tmHZVJr2I49B7bENyyZN9+P7OAqYgl6SlYcPHxaq/Lhx4/D48WPMnj0bWVlZCAwMVFr++vVrXYZHREREREQSoJdkpVq1akX6RUAQBMyZM+e9HLaNiIiIiOh9o7fbwIo6mZG69Xg5lIiIiIiobNFbsuLr66uzEbzCw8MRGhqqk7qIiIiIiEga9JqsjB07Vid1LViwgMkKEREREVEZI7kZ7IvCysoKVatW1XcYRERERESkQ3q5spKVlaXT+gIDA/OMEEZERERERKVbmbiyQkREREREZY+kJ4V89eoV/vrrL1y5cgUvX77EkCFD0KBBAwDAqVOn4OXlxVHAiIiIiIjKKEkmK8+fP8f48eOxY8cOpKWlic+3bdtWTFZ8fHxQq1YtLFq0CB07dtRXqEREREREVEwkdxvY9evX4eHhgc2bN+Pdu3cQBEHl3Cqurq64c+cOunTpgnXr1ukhUiIiIiIiKk6SSlZSUlLQqVMnxMXFwdDQEH5+fpg0aRImT56cp+y9e/ewZ88eWFpaYsyYMYiKitJDxEREREREVFwklaysWLECjx49go+PD6KionD48GHMmzcPI0aMUHl15dNPP8WRI0fw7t07LF++XA8RExERERFRcZFUn5W9e/eicuXK2LdvH8zMzDRap1mzZujQoQMnhSQiIiIiKmMkdWXl1q1b6NGjh8aJikKDBg0QHR1dTFEREREREZE+SCpZiY+Ph5OTU6HXMzU1xbt374ohIiIiIiIi0hdJJSu2tra4e/duode7fPkyHBwciiEiIiIiIiLSF0klKw0bNsT27dsLdUvXtWvXcODAATRr1qwYIyMiIiIiopImqQ72n3/+OQ4fPow2bdpg+fLl6Ny5c77ljxw5gqFDhyIjIwP9+/cvoSg18+eff2Lr1q0Fltu0aRMsLS2LvJ1//vkH+/fvx507d5CcnAw7Ozs0adIEPXr0gJ2dndr1zp49i+DgYDx8+BBGRkZwd3dH//794erqqnadvXv3Yu3atRg1ahQ6dOhQ5JiJiIiIiDQhqWSlX79+WL58Oc6dO4dPP/0UVatWhZeXF+zt7QEA+/btw7Vr1xAdHY3Tp0/j3r17EAQBbdq0Qbdu3fQcfV4GBgYwNjYutvo3bNiA4OBguLq6YuTIkbC3t8f169fx559/4tSpU5g+fTrc3NzyrHf48GGsWLEC7u7umDp1KhITE7Fq1SpMmjQJ8+fPV5mwvHjxAps3b0adOnXg5+dXbK+JiIiIiEhBUskKkP3rvbe3N27cuIGHDx9i48aNAACZTIagoCClsoIgoEGDBggODtZHqAVyd3fH3Llzi6Xu48ePIzg4GA4ODpg7dy7Mzc0BALVr10bFihUxb948/PDDD1i+fLnSlZvU1FRs2LABxsbGmDJlCiwsLAAARkZGmDNnDtatW4fZs2fn2d7vv/+OjIwMjB49GjKZrFheExERERFRTpLqswIA9vb2iIiIwLhx42Bubg5BEFT+mZubY8KECTh//jxsbGz0HXaJevfuHTZs2AAA6Nmzp5ioKLRs2RK1a9dGQkJCnlvRbt26heTkZLi5uYmJCgA0adIEcrkc169fR1pamtI6Z8+eRUREBLp3746qVasW06siIiIiIlImuSsrAFCuXDn8/PPPmDZtGk6ePIlLly7hxYsXAAAHBwc0atQIPj4+Sl+23ycXL17EmzdvAACenp4qy7Rs2RK3b9/GyZMnMXjwYBgZGQGAuJ61tbVSeblcDktLS7x+/Rpv374V+7skJSVh9erVqFSpEnr37l0sr4eIiIiISBVJJisKlpaW8Pf3h7+/v75DkZTIyEgAgKOjI6ysrFSWqVWrFoDsZOPWrVuoV68eAIhXYd6+fZtnncTERABQmpTzjz/+wKtXrzB79uxi7X9DRERERJSbpJOV0i41NRW7d+/G2bNn8ezZM7x79w7W1tZwc3ODn58f6tatW6R679+/DyA7WVEn57L79++LyUrt2rVhaGiI27dvIzU1FeXKlQMA3LhxA+np6XB1dYWpqSmA7FvGjhw5Ah8fHzRo0KBIsRIRERERFZXkk5U3b97g6tWrePnyJZo1a4bKlSsDAFJSUsQv1VJ19+5dpKeno0uXLnB1dUVGRgauXbuG3bt349SpU+jcuTOGDx9e6A7rcXFxAJDvkMc5r7goyiue79ixI/bv34/FixdjyJAhSExMxIoVKwAAffv2BQBkZGRg2bJlsLCwwJAhQwoVnyYUt/Wpk5SUhKSkJADI0yeHiIiIiN4Pkk1W1q1bh+XLl+Off/4Rn9u9e7eYrDg4OKBPnz6YOXOm+JyUVKhQAe3atcPIkSPF/iIAUKdOHTRr1gzjx4/HwYMHYWVlhT59+hSq7pSUFADI97asnMuSk5OVlg0ZMgRyuRyHDh3CmTNnAAA2NjYYO3YsWrRoASC7rR88eIBvvvkGlpaWSEpKwsaNGxEeHo6EhAQ4OjqiU6dO8Pf3L9LoYPldFcpt3rx5MDU1RWZmJtLT0wu9LX3JyMjI938qGNtQe2zDsqu0vB/yGNQe27Ds0uQ8zszMFAeTev36dXGHJDmSS1bi4+Ph7++Pv/76C0D28MQA8nwhTk5Oxrp167Bv3z4cPnwYjRs3LvFY89O2bVu0bdtW5bJq1aqhY8eO2Lt3L4KDg9G5c+cSHSxALpdjyJAh6NevH54+fQpDQ0NUrFgRBgbZg8M9efIE27ZtQ4MGDeDj44P09HRMmzYNUVFR6NevH9zd3XH48GGsW7cOL1++xNChQ4s13rp166Jx48ZITEwU+9WURu/jG4yusQ21xzYsOwq6Qi1VPAa1xzYsOzQ9j3v16gUAWLVqVXGGI0mSS1a6du2K06dPAwAsLCzg7u4OU1NThIWFKZWLjo7Gb7/9ht9++w3+/v74999/S+wL/3fffad0a5XCoEGD1I7OlVujRo2wd+9evHv3DlevXsVHH32k8fZNTU3x9u3bPEMM55RzWc4O8zmZmJjAxcUlz/PLly8HAIwcORIAEBoairt376Jt27biyeLm5oZbt25h37598PPzg7Ozs8bxExERERFpQlLzrGzfvh1hYWGoVKkStm3bhpcvX+LcuXNYt26deIVFwcXFBb/++it+//13PH78GL///nuJxfn8+XM8ffo0z5/i9ixNODg4iI+fPXtWqO3b29sDABISEtSWiY+Pz1NeEydPnsSVK1fQu3dvVKpUCQBw4cIFAFBKqORyOVq2bAlBEHDx4sVCxU9EREREpAlJXVnZsmULzM3NERYWhho1aojP59cnYtiwYVi5ciX27duHCRMmlESYWLNmTYlsR51q1aohOjoaz58/V1sm57Jq1appVG9CQgLWrl2LqlWronv37uLzimQqZ4IF/F+/k6dPn2oausr4VElKSsKyZcsAZI9UFhUVhcGDB0t+UIWcMjIylC7V29jYwNBQUqec5LENtcc2LLtyvydLFY9B7bENyy5NzuOUlBQEBQWVQDTSJKkjPSIiAj169FBKVDTx8ccfY+PGjcUUVeFduXIFBw4cwPjx42FiYqKyTM57FAvT2RzInm3+5MmTeP78OeLj41XOtXLnzh0A2SNpubm5aVRvUFAQ3r59iylTpqh8E8ydNCr6uBRFQSenmZmZOApYamoqUlNTIZfLlQYrKG0MDQ1LdfxSwDbUHtuw7Cit+5HHoPbYhmWHJvsxLS3tve6nJKnbwOLi4vDBBx8Uej0HBweVkxzqS1xcHC5cuICHDx+qLaOY2NHY2Bj169cvVP3NmjUTE5Rz586pLKN43tvbW6MT4erVqzh+/Dj8/PxQp04dpWVOTk4A8nYCU/TbUSwnIiIiItIlSSUr5cuXV9lxvSDR0dGwtrbWfUBa2rJlS56+NgAQFRWFo0ePAsgeUCD3fCnp6emYOXMmevfuja1bt+ZZ38TEBIMGDQIA7Ny5M8/QxOfPn8ft27dhaWmp0bDI6enpWLFiBWxtbREQEJBnebNmzQBAHOYYALKysnD+/HnIZDJxORERERGRLknqNrAPPvgAO3fuxA8//KBx34TXr19j9+7d4gztUmBqagqZTIbIyEiMHz8en3zyCSpWrIisrCxcvXoVe/bsQVpaGnx9ffH555/nWf/Bgwf4+++/AWTPd6Iq4Wjbti0ePXqE4OBg/O9//0OfPn1gb2+P69evY/PmzShfvjymTp2a78SRCtu3b0dsbCwmTpyocgLGdu3aISQkBCdOnICTkxM8PDxw5MgRxMbGwt/fnyOBEREREVGxkFSy4u/vj8mTJ8Pf3x+bNm0qsC/Hixcv0KNHD7x+/RrdunUroSgL5unpiRUrVuDs2bO4du0aNmzYgISEBBgYGMDW1hbNmjWDr68vPDw8VK7v4uKCxo0b48aNG/m+roCAANSvXx/79+/H8uXLkZycDDs7O/j6+qJHjx6ws7MrMNaYmBgEBwejSZMmaNWqlcoyRkZGmD17NjZt2oTDhw9j27ZtqFChAoYOHYpPP/1Us0YhIiIiIiokSSUro0ePxm+//Ybjx4+jRo0a6N69O7y9vVG+fHkA2bdPnT17FtHR0Th9+jS2b9+Ot2/fokqVKhgxYoSeo1dWqVIl9OrVS5yXpDCMjIwwY8YMjco2bNgQDRs2LPQ2FKpUqYJdu3YVWM7c3BwjRoyQXDsTERERUdklqWTF3Nwce/bsQdu2bZGYmIhNmzZh06ZNALJHoho3bpxSeUEQYGFhgb1796oddYuIiIiIiEonSXWwB4CmTZviwoULaNy4MQRBEP8AKP0vCAKaNWuGiIgINGjQQM9RExERERGRrunlykr16tUxZcoUDB06VOXyOnXqICIiAidOnMD+/ftx6dIlcdhcBwcHNGrUCJ9++im8vb1LMmwiIiIiIipBeklW7t+/j/j4+ALL+fj4wMfHpwQiIiIiIiIiqdFbn5V169YhOTkZ7du3R7NmzfLMjk5ERERERO83vfVZefr0KWbMmAFPT0/Y2dmhR48eWLVqFaKiovQVEhERERERSYjekpXvvvsOz549w8aNG+Hv74+LFy/iiy++QK1atVCjRg2MHDkSu3btwps3b/QVIhERERER6ZFehy62t7fH559/Ls7ifuvWLRw7dgyhoaHYvHkzVq5cCblcjsaNG8PPzw/t2rVDy5YtYWgoqRGXiYiIiIioGOjlW//JkydRo0aNPM+7ubnBzc0NX331FTIyMhAeHo6QkBCEhoZi7ty5+OGHH2Bubo42bdqgffv2aN++Pdzc3PTwCoiIiIiIqLjpJVnx8vIqsIyhoSFat26N1q1bY/bs2YiPj8fx48fF5OXgwYMAgMqVK4uJS58+fYo7dCIiIiIiKiGSmxRSHSsrK3Tv3h3z58/H/Pnz0a5dOwiCgNjYWKxfvx79+/fXd4hERERERKRDku/8kZWVhQsXLuDYsWM4duwYIiIikJmZCQDicMeKGe6JiIiIiKjskGSyEh0dLSYnJ0+eVJpAMmdiIpPJ0LBhQ/E2MCIiIiIiKjskkay8ffsWJ06cEBOUnHOt5L5qUqVKFTE5adeuHezs7Eo6XCIiIiIiKgF6SVYEQcDFixfF5OTixYvIyMhQWq5Qvnx5tGnTBr6+vmjfvj0++OADfYRMREREREQlTC/Jir29vdJkjzmTE7lcjiZNmqB9+/bw9fVFixYtOK8KEREREdF7SC9ZwOvXr8XO8QBQo0YNtGvXDu3bt0fbtm1hZWWlj7CIiIiIiEhC9DJ0cb9+/VChQgUIgiBeVTEwMICBgYFSEkNERERERO8vvVxZ2bhxIwDg6tWrCAkJwbFjxxAUFIQVK1bA0NAQTZs2FTvRt2zZEgYGpWY6GCIiIiIi0hG9ZgH169fHuHHjcPToUbx+/RpHjx7F119/jaSkJMyePRutW7eGra0tunbtiuXLl+POnTv6DJeIiIiIiEqQZHqum5iYKM2X8vz5c3G0sOPHj2Pfvn2QyWTi0MW+vr5o27YtbG1t9Rw5EREREREVB8kkK7k5Ojqif//+6N+/PwDg2rVrOHbsGEJCQvDnn39i3bp14qSQimGN27Rpo9+gqViYmZmJj3PPuyN1uftglbb4pYBtqD22YdlUmvYjj0HtsQ3LJk33o+K7UHJycnGGI0kyoZQd7UlJSTh8+DBmzZqF69eviyevTCZTmquFSrekpCT8/PPPAIApU6boORoiKmkfjNmn7xAk77+ln+o7BKJ88TwuWGHP4zlz5gAAJkyYAHNz8+IISXIke2VFQRAEREREiFdVzp8/LyYlikSllOVbRERERESkAb0kK9WrV8eUKVMwdOhQlcujo6PFUcJOnjypdgJJAKhatapSXxciIiIiIiob9JKs3L9/H/Hx8eL/8fHxOHHihHj1JDo6WlyWOzmxsLCAt7e3mKDUrl27xOImIiIiIqKSo7fbwG7evInp06cjJCQEkZGRyMrKEpflTFDkcjmaNm0qdqJv0aIF5HK5PkImPVm4cCEAYPTo0Uqd7aUuIyMDcXFx4v/29vYwNJT8nZeSwjbUHtuw7Cot+5HHoPbYhmWXJvsxOTkZy5YtK4FopElvR3pQUJD4OPfVkxo1aojJibe3N6ysrEo6PJKQnCNf5B4NRepyH9ulLX4pYBtqj21YNpWm/chjUHtsw7JJ0/34Po4CpqDXtFxx4tnY2MDHx0dMUKpVq6bPsIiIiIiISAL0lqy4u7ujT58+8PX1RZMmTfgLARERERERKdFbsjJ48GCMHTtWX5snIiIiIiKJM9DHRl1cXNgPhYiIiIiI8qWXKys5hyYmIiIiIiJSRS9XVoiIiIiIiArCZIWIiIiIiCSJyQoREREREUkSkxUiIiIiIpIkJitERERERCRJTFaIiIiIiEiSmKwQEREREZEkMVkhIiIiIiJJYrJCRERERESSxGSFiIiIiIgkyVDfARAREeUWtbKHvkMQpaen48WLF+L/Dg4OMDIy0mNERETvD15ZISIiIiIiSWKyQkREREREksTbwIrB8ePH8dtvv2lc3sfHB998802htrFo0SKcOHEi3zLlypXD9u3bVS47e/YsgoOD8fDhQxgZGcHd3R39+/eHq6ur2vr27t2LtWvXYtSoUejQoUOh4iUiIiIiKixeWSlG5cqVy/fP0DA7V3RycipS/XK5vMBtqHL48GHMnz8fxsbGmDp1KkaPHo07d+5g0qRJiI6OVrnOixcvsHnzZtSpUwd+fn5FipeIiIiIqDB4ZaUYqbuqoTBp0iTcuXMHvr6+Rarfy8ur0FdkUlNTsWHDBhgbG2PKlCmwsLAAABgZGWHOnDlYt24dZs+enWe933//HRkZGRg9ejRkMlmR4iUiIiIiKgxeWdGTe/fu4d9//4WnpydsbW1LbLu3bt1CcnIy3NzcxEQFAJo0aQK5XI7r168jLS1NaZ2zZ88iIiIC3bt3R9WqVUssViIiIiJ6vzFZKQbNmzfHkiVL8i1z4MABAMAnn3xSEiGJ3rx5AwCwtrZWel4ul8PS0hKZmZl4+/at+HxSUhJWr16NSpUqoXfv3iUYKRERERG975isFIPy5cvDxcVF7fKEhAT89ddfqFmzJtzc3EowMsDc3BwAlBIShcTERACAmZmZ+Nwff/yBV69eYeTIkTA2Ni6ZIImIiIiIwD4renH06FGkpaWhS5cuWtWTkJCAzZs3IyIiAi9evEBGRgbs7OxQt25ddOrUSeXIXrVr14ahoSFu376N1NRUsRP+jRs3kJ6eDldXV5iamgLIvmXsyJEj8PHxQYMGDbSKlYiIiIiosJislLDMzEwcPnwYVlZWaNWqlVZ1RUZGIjk5Gd26dUPlypWRmpqKyMhIHDhwACEhIRgwYAB69FCeBdrKygodO3bE/v37sXjxYgwZMgSJiYlYsWIFAKBv374AgIyMDCxbtgwWFhYYMmSIVnESERERERUFk5USduHCBcTFxaF3794wMjIqcj3Ozs7o1q0bBg0apDQ6l4eHBxo0aIDvv/8eGzZsgK2tLby9vZXWHTJkCORyOQ4dOoQzZ84AAGxsbDB27Fi0aNECALB79248ePAA33zzDSwtLZGUlISNGzciPDwcCQkJcHR0RKdOneDv71+k0cFevHiR7/KkpCQkJSUB+L9b14iIiIjo/cJkpYQdOHAAcrkcHTt21Kqenj17ql3WsGFDNG/eHOfPn8eGDRvg5eUFA4P/654kl8sxZMgQ9OvXD0+fPoWhoSEqVqwolnny5Am2bduGBg0awMfHB+np6Zg2bRqioqLQr18/uLu74/Dhw1i3bh1evnyJoUOHFjp+R0dHjcvOmzcPpqamyMzMRHp6eqG3pS8ZGRn5/k8FYxtqj22oPbahdth+2mMbll2afK/JzMyEjY0NAOD169fFHZLkMFkpgu+++w5xcXF5nh80aBA8PT3Vrnf//n1cv34dH3/8Mezs7IozRDRu3Bjnz5/Hq1evcO/ePdSqVStPGRMTE5UDASxfvhwAMHLkSABAaGgo7t69i7Zt26JXr14AADc3N9y6dQv79u2Dn58fnJ2di+211K1bF40bN0ZiYqI4CEBp9D6+wega21B7bEPtsQ21w/bTHtuw7CjoThMFxfevVatWFWc4ksTRwIrg+fPnePr0aZ6/lJSUfNcryeGKHRwcxMfPnj3TeL2TJ0/iypUr6N27NypVqgQg+9Y1APjoo4/EcnK5HC1btoQgCLh48aKOoiYiIiIi+j+8slIEa9asKfQ6iYmJCAsLQ40aNVCnTp1iiEqZIAiFXichIQFr165F1apV0b17d/F5RbKTMwEC/u9WrqdPn2oRKRERERGRakxWSsixY8fw7t07nVxVOX36NCIjIzF27Fi1ZXJeVqxQoYJG9QYFBeHt27eYMmUKDA3zHhq5O9Ln7AdTWM+fP893eVJSEpYtWwYge1jlqKgoDB48WBxWuTTIyMhQulRvY2Ojsl1JPbah9tiG2mMbaoftp73S2ob/Lf1U3yGISmsbAkBKSgqCgoL0HYbelI69VMplZWXh0KFDsLKyQuvWrbWu79GjRzh16hQCAwNhaWmpsszff/8NIPtkrF69eoF1Xr16FcePH0eHDh3yXPlxcnJCbGwsXrx4gapVq4rPK/rtODk5Ffo15L5Kk5uZmZk4ClhqaipSU1Mhl8u1GkFN3wwNDUt1/FLANtQe21B7bEPtsP20xzbUXmlqw7S0tPe6nxL7rJSAixcv4vnz5/D19dXoxEhPT8fMmTPRu3dvbN26VW25TZs2qXz+77//FvuR9OvXD3K5vMDtrVixAra2tggICMizvFmzZgAgDnMMZCdg58+fh0wmE5cTEREREekSr6yUgIMHDxZquOIHDx6IV0Z2796NPn36KC03MzMDABw5cgTPnj1Du3bt4OTkhNTUVERERODgwYOQyWTo06cPfH19C9ze9u3bERsbi4kTJ6qc06Rdu3YICQnBiRMn4OTkBA8PDxw5cgSxsbHw9/cv1pHAiIiIiOj9xWSlmD18+BBXrlzBRx99BHt7e43WcXFxQePGjXHjxg1069Ytz/KuXbuiQYMGCA8Px40bN7Bq1SokJibCyMgI9vb28PHxQYcOHVCjRo0CtxUTE4Pg4GA0adIErVq1UlnGyMgIs2fPxqZNm3D48GFs27YNFSpUwNChQ/Hpp9K5H5WIiIiIyhYmK8WsatWq2LdvX6HWMTIywowZM/It4+rqCldXV21CAwBUqVIFu3btKrCcubk5RowYgREjRmi9TSIiIiIiTbDPChERERERSRKTFSIiIiIikiQmK0REREREJElMVoiIiIiISJKYrBARERERkSQxWSEiIiIiIkni0MVUaiQnJ+s7hELJzMxU+j8lJQVpaWl6iqZ0Yhtqj22oPbahdth+2mMbaq80t2Fp+/6ja0xWqNRYtmyZvkMoFBsbG/Tq1Uv8PygoCK9fv9ZjRKUP21B7bEPtsQ21w/bTHttQe2zD0ou3gRERERERkSQxWSEqBklJSfjmm29QuXJl8e/Ro0f6DqtUYRtqj22oPbahdth+2mMbao9tWLoxWSEiIiIiIkmSCYIg6DsIotyysrKQkpKi7zCK7MWLF3B1dVV6Ljo6Gg4ODnqKqPRhG2qPbag9tqF22H7aYxtqryy2oampKQwM3o9rDuxgT5JkYGAAc3NzfYdRZKpG7jA3Ny/Vr6mksQ21xzbUHttQO2w/7bENtcc2LN3ej5SMiIiIiIhKHSYrREREREQkSUxWiIiIiIhIkpisEBERERGRJDFZISIiIiIiSWKyQkREREREksRkhYiIiIiIJImTQhIRERERkSTxygoREREREUkSkxUiIiIiIpIkJitERERERCRJTFaIiIiIiEiSmKwQEREREZEkMVkhIiIiIiJJYrJCRERERESSxGSFiIiIiIgkickKERERERFJEpMVIiIiIiKSJEN9B0CkD9999x2uX7+u9Fz16tWxaNEijetIS0vD8OHD8erVK6Xnv/76a7Rt21YXYZYqqtq0MN7HdgsMDMTz58/zPO/h4YG5c+fmeX7WrFmIjIxEly5dMGzYsDzLFy1ahBMnTig95+Pjg2+++UZnMQN593VxbKOwtD3+HB0dlfaFo6Mj1qxZo4vQygRVx5am5syZg3r16hV6vTdv3uC7774DAMydOxfW1tZF2r5UREVF4ejRo7h58yaeP3+Od+/ewcTEBPb29qhYsSKqV68Od3d31KlTByYmJvoOVxLYZgQwWaH31FdffYV3797hzp07WLx4MYDsN8ULFy6gefPmGtVx9OhRMVGxtbXFzJkzAQB2dnbFE3QpULNmTXz99dd5np8xYwZevXqF5s2bo3///krLXr16hRkzZpRUiJIyc+ZMpKWlYeLEiXj37h08PT3Rt29flR+6aWlpuHr1KgDg77//VpmsDBgwAN26dcOGDRuQnJyMkSNHonz58jqPW3H+bNq0CRcuXNB5/UWlzfHXsWNHNGnSBBcuXMCmTZtKKuRSQ3Fs5WyfmTNnwtbWVu06Od9fi+LmzZt49OiR+NjT07PIdenbli1bsG3bNlhYWKBz586oVasWrK2tkZKSgqioKBw5cgQXL14EAAwdOhT+/v462/ann34KoOhJo77os81IWpis0HvJyckJAJCQkAAAkMvlyMzMxLZt2zRKVtLT07Fr1y4YGhoiIyMDhoaGcHFxKdaYS4Ny5cqpbAdDw+y3GnNz8zzLy5UrVyKxSVHlypUBAPXq1UNkZCSioqLUHkfXr19HWloaAODx48d48uQJKlasqFTGzs4OdnZ2iIqKgr+/f7Edk4rzx9zcvFjqL6r/1959B0Vx9nEA/yJNEBAUxKAhWCg6hCpEJUajY29YcIxjTcwkZsYxZjTGGsOkvGM06pjMJNax4kWJDXsXiIreKQIRVESlCFKkCleQ9w/e3feOuwNC0RW+n5nMeHvPLrtPdvf295TfNub8s7e3xzvvvIMHDx40/46+gYRzS7t+XFxc4OzsbHQd4f7aUP7+/ujbt6/47zfV1atXERERAVtbW6xbtw6dOnXS+d7b2xvDhw/HihUrkJKS8pr2UlpYZ6SNc1aIAAwaNAgA8ODBA9y4caPO8mfOnEFFRQX69OnTzHtGrUFAQAAAIDs7G1lZWQbLyOVyuLi4wMTERPxsyMOHD1FQUIDAwMDm2VmierK2toaHhwesra0btL6VlRWWLVuGZcuWwcrKqon37tU5ffo0ACA4OFjvoVtgaWmJmTNnvsrdkjTWGWljzwoRgIEDByIxMRE5OTnYv38/goKCjJZVq9WIjIzE2LFjDc43aK1WrlzZoPWcnJywb9++Vj3eWAhWAEChUMDFxUWvjEKhwIABA6BQKHD//n3cvHkTY8aMMVjOyckJrq6uzbrPUsPzT3p69OiBtWvXvu7deO1ycnIAoM6gzcvLC/379zd4/bc2rDPSxmCFCNXDwCZPnozffvtNfBA01mty7tw5lJWVYezYsdi2bVud2y4rK8OxY8dw7do1PH36FJWVlejYsSP8/PwQGhqqN5Rn37592L9/v/hZmOh75swZnDx5EhkZGTA1NYWHhwemTZsGLy+vxh18E2loy2ebNm1gY2ODn3/+GdHR0eLympO2Dx48iF27domfjU1CBwClUokTJ04gNjYWGRkZUKvVaN++PXr16oWRI0fC29u7QfvaXFxcXNC5c2dkZ2dDoVDoBSHZ2dnIzMwUe0vu37+PxMREcbKpNoVCoRP8AI2rj8TERERGRiIlJQUqlQpOTk7o378/wsLCmujom0Zjzz9j6nvd7dy5E5GRkeLnmufnlStXdB7cW/IE/g0bNiAxMVHn+Gomk5g6dSrGjRsHmUyGuLg45OXlQa1WA6ieW7Fx40a98tOmTXt1B9GEhKGGCoUCarUa5ubmBsuZm5vjm2++0VteVlaG2NhYKBQKpKamoqCgACYmJnB0dISPjw9CQ0MNPqwLc1UEy5cv1/ks5TptaJ2pVCpMnjxZp0zNuTrz5s1DZmam+LlmchdDCUTmzZsHmUyGmJgY5OXlwcbGBv7+/pg5c2arnqf6qjBYIfqfwYMHQyaTIS8vD/v37zcYrGg0GkRGRmLUqFGwtbWtc5tpaWkIDw/H8+fPMXLkSMydOxcWFhZISkqCTCbDuXPn8OWXX2LAgAHiOqNGjUJISIjORNbff/8dSqUSn3zyCYDq8bzHjh1DUlIS1q5di27dujVRLbw+c+bMwZQpU4xO2h42bBiCgoJw4sQJnDx50uh2cnNzsXr1aqSnp2PIkCGYOnUqrK2tkZaWBplMhujoaEyaNAmzZs1qzsP51wIDA3H8+HHcuXMHKpUKFhYW4ndyuRy2trZwd3cHAMhkMqhUKiQkJOicpy9evEBycjLGjh0rLmtMfURFRWHLli2wsLBAWFgY/Pz8oFKpEBsbi6VLl4pzV1qqmtfd9evXceTIEYPX3bhx4zBo0CCj52dgYCA2bdrUaifwf/fdd9BoNNi4cSMePHiA4uJiLFmyBCEhIVi4cCGUSiV2796Ne/fuGSz/JvP29kZqaioyMzMRHh6O2bNno0ePHvVe/8iRI9i/fz+cnZ0xefJkuLm5oby8HImJiTh69CguXbqEFStWwMfHR2e9TZs2AQDmz58PoDoxhnAPAYD27ds3wdE1j4bWmbm5ud5x17Ry5Uqo1Wox8UZNNROICGUDAgKwaNEiFBUVISoqChcvXsTdu3exadMm9sw2MwYrRP9jbm6OiRMnYvPmzbh37x7kcrneuP/z58+jqKgIoaGhdW6vuLgY4eHhyM/Px+zZszFx4kTxOw8PD3h6emLp0qVYv349HB0d0atXLwDVE33t7e3FH+i8vDwolUqdLEfe3t54/vw5YmJicOjQIXz11VdNUAOvl6OjIxwdHY1O2razs4OdnV2tP7BqtRrff/890tPTERYWhhkzZojf9e7dG8HBwfjiiy8QGRmJbt264YMPPmjy42iogIAAHD9+HCqVComJiTq9I3K5HH5+fjA1NYW7uztsbW1RUlKi1wMoZAvz9fUF0Lj6SE5OxtatW1FVVYXFixcjODhY/M7b2xsymQwRERHNVh+vm7HrrrCwEJcvX9a77hwcHODg4GD0/GzXrh3atWv3xj94N5SQTEJoMT916hQWL16MkJAQsYyFhQWWLFlisPybbOLEiYiOjkZBQQHi4+OxcOFCdOvWDX379oW/vz/c3d1hampa6zYsLS3x008/wdHRUVzm5+eH3r17Y/Xq1fjll1+wefNmnUaOmskknJ2d35hEMA2tMxMTkzqPUeiFEhJv1FQzgUhsbCzmz5+v0/vi7++PTz/9FNnZ2bh8+TKGDRvWoOOk+uEEeyItw4YNg4ODAwDoDMUCgMrKShw8eBAjRoyoV4vUoUOHkJ+fD1tbW73ueKD6YTEwMBAajQY7duwwup2XL19iwoQJesv9/PwAVKf0pGrnz59HWloarKysMGXKFL3vnZycMHDgQADAgQMHXvXu1crHx0cc6qBQKMTlarUaCQkJYvBiamoq/r/XLid89vLyEsd5N6Y+ZDIZXr58iR49eugEKoIJEya0iAdJY4xdd0LrNa874LPPPkNoaKjefxcvXqxz3a5du+oEKkB1I86WLVvg6enZXLv8Wjg4OGDNmjU6DQtpaWmIiIjA119/jRkzZmDDhg24e/euwfXfffddfP755zqBiiAgIACdOnVCQUGB2FjREjS2zpqSra0tPvzwQ51lZmZm4vBZ3guaH3tWiLRYWFggNDQUO3bsQEpKCm7duiWmzLxw4QIKCgoMPsAYEhMTA6C6NdZYC46/vz9u3ryJ5ORk5OXlGfwxsrS0xNtvv623XBgn+/z583rtT2sg1Lm7u7vRbvmuXbsCAB4/foyioiLJDIWwtLRE7969ER8fD7lcjrlz5wL4f8pi7Z6WgIAAREdHIzs7GxkZGeIxKRQKjBw5UizX0PpQKpWIj48HAL2hJQILCwv07NmzRT0gaTN23QnvFeF1V/3+GkPvWdmzZw/S0tJqXbd37956y0xNTWtNhfwm69SpE1atWoVHjx7h8uXLiIuLQ3p6OgCgtLQUFy5cwIULF9CvXz8sWLBAZ2J5Xe9GEV5omp6e3qIyVDamzppSz5490aaNfts+f4NfHQYrRDWMHDkSkZGRKC4uRkREBPz9/VFZWYkDBw5g6NChtb4ETVBeXi5mM6ltXL/2D3NaWprBYMXW1lZMV6tN6O4XJqUSxAekhISEeg3Vy83NlUywAlTPa4iPj0dmZiZycnLg7OwMuVwONzc3sccPqA5WTExMUFVVBblcjq5duyI9PR3Pnj3TCWoaWh9ZWVnQaDQAYDRtKACdfWppeN3Vzdh7Vurz/h07O7vm2CXJc3Nzg5ubG2bNmoVnz57hxo0biI6OFlvnr169CrVajVWrVumsl5SUhNOnTyMlJQWFhYVQqVSoqqoCUN0LCAAVFRWv9mBekYbWWVMxNj+V94JXh8EKUQ1t27bF+PHjsXv3biQnJ+P27dsoKChAXl4eJk2aVK9tvHjxQvy39hjimrRbu7XX0WaoRYcME+qwT58+9cq/L7UJ4gEBAdi+fTuA6nkqo0aNglwuR79+/XTKOTg4oHv37khNTYVcLsf48eOhUCjQoUMHnUnfDa2P8vJycVlt529d4+zfZLzuGk47i58xrN/qhoDRo0dj9OjRSElJwX/+8x/k5+fj5s2bePLkiZh+XMgQaWFhgTFjxsDX1xcODg5iMC0kIRCCl5asvnXWlHiuvn4MVogMGD16NA4dOoTS0lLs27cPJSUlGDx4MJycnOq1vnZ3tFKpNFpO+7vm6sJuaYRWREOsra1RUlKCNm3avDETSbW5urrCyckJubm5YgrizMxMvVTEQHUvTGpqKpKSklBRUQGFQqH3lu+G1od2GuDazt/Kysp6b5Oqsc5an/Lycrx8+bLWHidPT0/Mnj0b69atA1A9LNPV1RUPHz6ETCYDUJ3+ecSIEXrrtsS5Y42ps/ritfjmYLhIZIC1tbX4rovk5GQ8ffpUL3d7baysrMThEdnZ2UbLaX/XEtIPNwVhkrmxrvXi4mKj6wp1mJGRUevfuHbtGs6ePSvJlkgh4EhISMD169fRrl07MVOcNiGAUavVuHHjBpKSkvSy1zW0PlxcXMR5VrW9+JRjtfU15vyllumPP/6o10tLu3fvLv5buP7u3LkjXpc1e1hbssbUWc3Phq7FqqoqlJSUNHIv6VVhsEJkxLhx48QW5oEDB/7rIUPvv/8+gOqxxsYeXG7fvg2g+i28huartEbCPAhD+e8BiO9hMESo88zMTGRlZRksU1xcjDVr1uDcuXMG5yS8bkLAUV5ejsjISPj4+BgcbuXp6Sm2Ou7duxcajUbMEiZoaH1YWlqK2zI2gV6lUrXaNLy1acz5Sy3XkydP6pxTkp+fL/7bzc0NAHQaVIw1rtTWoAD8fxiT9vqPHj3ClStXoFKpal33dWponQlquxYfPXok6WMnXQxWiIywsbHBokWLMGfOnAa95XfChAno2LEjSkpKcPjwYb3v//nnH8jlcpiZmeHjjz9ugj1uGYRehNTUVJSVlel8Fx8fj8ePHxtdd8iQIWJvwvbt2w0OGdu2bRs0Go3BVL5S4OvrK7YIFhYW6vWWCLRTGGdlZcHT01PvTeyNqY8pU6agTZs2ePjwIeLi4vTWO3z4sNF5Vq2ZcP7m5ubqBYgZGRl66aapdVCpVNi1a5fR75VKpZguPzAwEG+99RYA3axply5d0lvvxo0bdQYrwkN7aWmpuOzYsWNYv369pOedNbTOBMK1aKjB5dChQ5yL8gbhnBVqlfLz81FaWipm7MrJyRFfOGhvby+WCwoKQlBQkN76mZmZ0Gg04sO0RqMRH6KdnZ3Rtm1b2NnZYdWqVQgPD8fevXtRUFCAkJAQWFpaIjExEX/++SfMzMywYMECeHl5idsuLS1Ffn6+2GIkbNvMzAxdunRBRUUFcnJyxH0HIP5tKc3TEPYTgJhZqqysTOdYDPH19YWnpydSUlLw7bffIiwsDB07dkRycjLOnz+P4cOH48SJE6ioqNDblrm5OVasWIHw8HDExcVh1apVGDNmDBwdHfHs2TOcPn0at27dwtSpU40GAa+btbU1PD09kZSUBAAG56sIAgMDERsba7RcY+rDy8sLc+fOxebNm7F27VqEhYXB19cXarUasbGxuHr1Knx8fHDnzh3x/6ulpaVkkhb82/Ovqa67Ll26ICQkBLGxsQgPD8f06dPRuXNnPH78GEeOHMH48eNx4MABnXuGlK5bY4R7pnZLdlZWltjy3aVLF6Mp2oHqIa9KpVIsX1RUJB6/oXWFe2zN8jY2NmLK2DeFcGxRUVF4+PAhBg8eDFdXV1haWqKsrAwPHjzAqVOnkJWVBQ8PDyxcuFBc19PTE0OHDsXZs2exa9cu5Ofno0+fPjAzM0NCQgL++usvWFlZoby8XKyjmr9jwcHBOHnyJI4fP44OHTogNzcXMTExCAoKkmyw0pg6E0yYMAF///03Ll++jPbt2+O9994DUP3+KRsbG/E+mJ+fr1Nvwrku/L4L9w3h3CssLERRURGKiooAQPwtktL9r6UxqZLioG2iZrZhwwZcuHBBb/nUqVPr1Ysyd+5co61ZP/zwg05e/NLSUkRFReHq1avIzs6GRqNBx44d4efnh9DQUPFtuoLz589j48aNetvt1KkTtm7dioSEBCxfvtzg3z569Gid+/6q1LafwrEYU1paij179uD69esoKiqCvb09goODMW3aNERFRem8sNPQttRqNU6fPo3o6GhxKIGdnR28vLwwevRoo+8OkYqDBw9i165dcHV1xa+//mq0XEFBAWbPng0AWLduHdzd3Q2Wa0x9JCQkIDIyEikpKVCpVHBwcEBAQAA++ugj7Ny5U+c68vDwwNq1axt20E3s355/TXndqdVqREREICYmBnl5ebCxsYGfnx+mT5+OhIQEvb8jpevWGGP3TMGWLVtqfUfKsmXLkJiYWO91jd1jBw8eXK9sY1JSWVmJ5ORkxMfH4/79+8jKykJhYSGUSiXMzc3h4OCAbt26oX///hgwYIBei39VVRXOnTuHs2fP4vHjx1Cr1bCzs0OvXr0wbtw47N69W6dua/6OvXjxAjt27EBcXBxKSkpgb2+PgIAAzJw5U7IppBtbZ4K7d+9i3759uHfvHiorK9G1a1eMGjUKw4YN0zvHhHozdq4L556Qna0mb29v/Pjjj01XCSRisEJERERERJLEAXtERERERCRJDFaIiIiIiEiSGKwQEREREZEkMVghIiIiIiJJYrBCRERERESSxGCFiIiIiIgkicEKERERERFJEoMVIiIiIiKSJAYrREREREQkSQxWiIiIiIhIkhisEBERERGRJDFYISIiIiIiSWKwQkREREREksRghYiIiIiIJInBChERERERSRKDFSIiIiIikiQGK0REREREJEkMVoiIiIiISJIYrBARERERkSQxWCEiIiIiIklisEJERERERJLEYIWIiIiIiCSJwQoREREREUkSgxUiIiIiIpIkBitERERERCRJDFaIiIiIiEiSGKwQEREREZEkMVghIiIiIiJJYrBCRERERESSxGCFiIiIiIgkicEKERERERFJEoMVIiIiIiKSJAYrREREREQkSf8Fh4GpSBnzwx8AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(coefs_hs\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3],\n", - " categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'],\n", - " ordered=True))\n", - " .iloc[:7]\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.aes('day', 'weekly') \n", - " + p9.geom_col()\n", - " + p9.geom_col(p9.aes(fill='weekly > 0'))\n", - " + p9.scale_fill_manual(['#2166AC', '#B2182B'])\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.labs(x='', y='Weekly Multiplier', title='Weekly effect of Heat Stroke events in Tokyo')\n", - " + p9.guides(fill=False)\n", - " + p9.theme(figure_size=(2.5, 1.5), title=p9.element_text(size=7))\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Flu" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "m_flu = Prophet(weekly_seasonality=True, yearly_seasonality=True, seasonality_mode='multiplicative',\n", - " mcmc_samples=100)\n", - "m_flu.fit(ts_flu)\n", - "coefs = m_flu.predict().assign(day=lambda dd: dd['ds'].dt.day_name())" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(coefs\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3], categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'], ordered=True))\n", - " .iloc[:7]\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.aes('day', 'weekly') \n", - " + p9.geom_col()\n", - " + p9.geom_col(p9.aes(fill='weekly > 0'))\n", - " + p9.scale_fill_manual(['#2166AC', '#B2182B'])\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.labs(x='', y='Weekly Multiplier', title='Weekly effect of influenza A in Kawasaki City')\n", - " + p9.guides(fill=False)\n", - " + p9.theme(figure_size=(2.5, 1.5), title=p9.element_text(size=7))\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Both diseases side by side" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/facets/facet.py:487: FutureWarning: Passing a set as an indexer is deprecated and will raise in a future version. Use a list instead.\n", - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/utils.py:371: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/utils.py:371: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/utils.py:371: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(pd.concat([coefs\n", - " .iloc[:7]\n", - " .assign(disease='Influenza A'),\n", - " predf.assign(disease='Heat Stroke').iloc[:7]])\n", - " .assign(day=lambda dd: dd['ds'].dt.day_name())\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3],\n", - " categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'],\n", - " ordered=True))\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.annotate(geom='hline', yintercept=0, linetype='dashed')\n", - " + p9.geom_point(p9.aes(x='day', y='weekly'), size=.6)\n", - " + p9.geom_errorbar(p9.aes('day', ymax='weekly_upper', ymin='weekly_lower'),\n", - " size=.3, width=.3)\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.theme(figure_size=(4, 1))\n", - " + p9.labs(x='', y='Daily multiplier')\n", - " + p9.facet_wrap('disease')\n", - " )\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_894334/1693530334.py:1: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - "/home/afontal/.cache/pypoetry/virtualenvs/kd-metals-swc-La39c6PI-py3.8/lib/python3.8/site-packages/plotnine/utils.py:371: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(coefs\n", - " .iloc[:7]\n", - " .assign(disease='Influenza A')\n", - " .append(predf.assign(disease='Heat Stroke').iloc[:7])\n", - " .assign(day=lambda dd: dd['ds'].dt.day_name())\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3],\n", - " categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'],\n", - " ordered=True))\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.geom_col(p9.aes(x='day', y='weekly', fill='weekly > 0'))\n", - " + p9.scale_fill_manual(['#2166AC', '#B2182B'])\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.theme(figure_size=(4, 1))\n", - " + p9.labs(x='', y='Daily multiplier')\n", - " + p9.facet_wrap('~disease')\n", - " + p9.guides(fill=False)\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Equivalent analysis for KD" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "kd_japan = pd.read_excel('../../japan_air_sampling/data/kawasaki_disease/kd_japan_2018.xlsx')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "kd_daily = kd_japan.set_index('DOO').assign(cases=1).resample('D').cases.sum()['2011':'2018-11']\n", - "kd_daily_doa = kd_japan.set_index('date_admit').assign(cases=1).resample('D').cases.sum()['2011':'2018-11']" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "ts_kdo = (kd_daily.reset_index().rename(columns={'DOO': 'ds', 'cases': 'y'}))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "ts_kda = (kd_daily_doa.reset_index().rename(columns={'date_admit': 'ds', 'cases': 'y'}))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "coefs = []\n", - "for key, data in zip(['DOA', 'DOO'], [ts_kda, ts_kdo]):\n", - " for year in range(2011, 2019):\n", - " m = Prophet(weekly_seasonality=True,\n", - " yearly_seasonality=True,\n", - " seasonality_mode='multiplicative',\n", - " mcmc_samples=100)\n", - "\n", - " d = data.query('year(ds) == @year')\n", - " m.fit(data)\n", - " coefs.append(m\n", - " .predict()\n", - " .iloc[:7]\n", - " .assign(variable=key)\n", - " )\n", - "\n", - "coefs_kd = pd.concat(coefs)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "limits_df = pd.DataFrame(dict(variable=['DOO', 'DOA'], y_min = [-.08, -.42], y_max=[.08, .42]))" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(coefs_kd\n", - " .assign(day=lambda dd: dd['ds'].dt.day_name())\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3],\n", - " categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'],\n", - " ordered=True))\n", - " .merge(limits_df)\n", - " .replace({'DOA': 'KD (Date of Admission)', 'DOO': 'KD (Date of Onset)'})\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.geom_col(p9.aes(x='day', y='weekly', fill='weekly > 0'))\n", - " + p9.scale_fill_manual(['#2166AC', '#B2182B'])\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.labs(x='', y='Daily multiplier')\n", - " + p9.geom_blank(p9.aes(y='y_min'), inherit_aes=False)\n", - " + p9.geom_blank(p9.aes(y='y_max'), inherit_aes=False)\n", - " + p9.facet_wrap('variable', ncol=1, scales='free_y')\n", - " + p9.theme(figure_size=(1.75, 2),\n", - " axis_title=p9.element_text(size=7),\n", - " axis_text_x=p9.element_text(size=6, angle=45),\n", - " strip_text_x=p9.element_text(size=6))\n", - " + p9.guides(fill=False)\n", - " )\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(coefs_kd\n", - " .assign(day=lambda dd: dd['ds'].dt.day_name())\n", - " .assign(day=lambda dd: pd.Categorical(dd.day.str[:3],\n", - " categories=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'],\n", - " ordered=True))\n", - " .merge(limits_df)\n", - " .replace({'DOA': 'KD (Date of Admission)', 'DOO': 'KD (Date of Onset)'})\n", - " .pipe(lambda dd: p9.ggplot(dd) \n", - " + p9.annotate(geom='hline', yintercept=0, linetype='dashed')\n", - " + p9.geom_point(p9.aes(x='day', y='weekly'), size=.3)\n", - " + p9.geom_errorbar(p9.aes('day', ymax='weekly_upper', ymin='weekly_lower'),\n", - " size=.3, width=.4)\n", - " + p9.scale_y_continuous(labels=percent_format())\n", - " + p9.geom_blank(p9.aes(y='y_min'), inherit_aes=False)\n", - " + p9.geom_blank(p9.aes(y='y_max'), inherit_aes=False)\n", - " + p9.theme(figure_size=(1.75, 2),\n", - " axis_title=p9.element_text(size=7),\n", - " axis_text_x=p9.element_text(size=6, angle=45),\n", - " axis_text_y=p9.element_blank(),\n", - " axis_ticks_major_y=p9.element_blank(),\n", - " strip_text_x=p9.element_text(size=6),)\n", - " + p9.labs(x='', y='')\n", - " + p9.facet_wrap('variable', ncol=1, scales='free_y')\n", - " \n", - "\n", - " )\n", - ")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.8.10 ('kd-metals-swc-La39c6PI-py3.8')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "a93f2cd4b4cb9e63a7d09c3c8b57eefb83dec37695eceb962f75f65e43a8ce4a" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}