california-equity-git/archive/initial_view/secondtake.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: California Equity Research\n",
    "### Data: postgis db `calif_equity` with california climate investment and california enviroscreen data\n",
    "#### Goal: Analyze the relationship between climate investment and environmental justice in California\n",
    "#### This notebook: second take \n",
    "##### Author: [dpadams](dpadams@fullerton.edu)\n",
    "##### Date: 2024-11-24"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## set directory\n",
    "import os\n",
    "os.chdir('/home/dadams/Repos/california_equity_git')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in the data\n",
    "data = pd.read_csv('data_raw/cci_programs_data.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Project IDNumber', 'Reporting Cycle Name', 'Agency Name',\n",
       "       'Program Name', 'Program Description', 'Sub Program Name',\n",
       "       'Record Type', 'Project Name', 'Project Type', 'Project Description',\n",
       "       ...\n",
       "       'Net Density  DUA', 'Applicants  Assisted', 'Invasive Cover 12 Months',\n",
       "       'Invasive Cover 36 Months', 'Project Acreage', 'IS IAE',\n",
       "       'Intermediary Admin Expenses Calc', 'PRIMARY_FUNDING_RECIPIENT_TYPE',\n",
       "       'TRIBAL AFFILIATION', 'PROJECT PARTNERS'],\n",
       "      dtype='object', length=127)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mRunning cells with '.venv (Python 3.12.7)' requires the ipykernel package.\n",
      "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n",
      "\u001b[1;31mCommand: '/home/dadams/Repos/california_equity_git/.venv/bin/python -m pip install ipykernel -U --force-reinstall'"
     ]
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "# Load the shapefile\n",
    "shapefile_path = '/home/dadams/Repos/california_equity_git/california_enviroscreen/calif_enviroscreen_shape/CES4 Final Shapefile.shp'\n",
    "gdf = gpd.read_file(shapefile_path)\n",
    "\n",
    "# Print the head of the GeoDataFrame\n",
    "print(gdf.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total GGRF Funding: $8.13B\n",
      "Number of projects: 131428\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Basic cleaning\n",
    "data['Date Operational'] = pd.to_datetime(data['Date Operational'])\n",
    "data = data[\n",
    "    (data['Date Operational'] >= '2010-01-01') & \n",
    "    (data['Date Operational'] <= '2024-11-01')\n",
    "].copy()\n",
    "\n",
    "# Remove rows with no GGRF funding\n",
    "data = data.dropna(subset=['Total Program GGRFFunding'])\n",
    "\n",
    "# Add derived columns\n",
    "data['Year'] = data['Date Operational'].dt.year\n",
    "data['is_multi_county'] = data['County'].str.contains(',', na=False)\n",
    "data['partnership_size'] = data['County'].str.count(',').fillna(0) + 1\n",
    "\n",
    "# Quick validation\n",
    "print(f\"Total GGRF Funding: ${data['Total Program GGRFFunding'].sum()/1e9:.2f}B\")\n",
    "print(f\"Number of projects: {len(data)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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OrzVpcKKenzryhG7phAir5k5O06TBiW16/wEWs+LCrGc0tv1MutALK2tUXFnjfnL8ZM60Cz3ALDmcOmkoLklPfL5bV4/o0eILBAAAQPtrSzf5+D7RmjCAbnIAAAAAAAB/k1N6bL94d4Jxr0UwDq82aXCiLk1L0NrMIu09XKi+PWI1NjXG40GwEV3o9Y7T15VbZtO6rBKl94k+mw8HAAC0k7PpJl+2s0DLdtJNDgAAAAAA4G+yS481eDJK3XsRjMPrWcwmjUuNVmpXu+Lior16n3ZbutALK2zNdqDvLahUdpNXGJ1MQcXpx7cDAICO1+Zu8v6xmtA/jm5yAAAAAAAAH5PbJM9hlLr3IhgHDHK6LvTV+4p14/w1p30/ZxLCAwAAz2tdN/n3So0N1YR+cbp4wOm7ye0Op9Zllaigwqa4MKvGpESxYgUAAAAAAMDDcgjGfQLBOOClxqREKTHCqrwyW4t7xk1y7VsfkxLl6dIAAMBZOr6bvKy6Tiv3Fmr5Ltevpt3kmYVVyizM0sJvT91NvnRbruYt2a7csuajuuZOTtOkwYke/fgAAAAAAAA6s6aj1JMiaWj0VgTjgJeymE2aOzlNM9/YJJPULBxv7AObOzmNrjAAAHxQREigfjQ0ST8a2rpu8q5Wi/6xbO8JL57LK7Np5hub9PzUkYTjAAAAAAAAHpJb5uoYt5hNTPr1YgTjgBebNDhRz08deUI3WALdYAAA+I3WdJOfjFOuF9DNW7Jdl6Yl8AI6AAAAAAAAD2gcpZ4QbuX5GC9GMA54uUmDE3VpWgL7QwEA6CTOtJv8ZJyScstsWpdVovQ+0R6pGQAAAAAAoLM6WmvXkeo6SYxR93YE44APsJhNPLENAEAn1FI3+dP/26VFqw6c9rGbD5Xy/wcAAAAAAIAOltMwRl2SkiK7GFgJTsdsdAEAAAAAzkxESKAuH3Rmq1QeW7pTV/3zG72+5oDKjtZ1cGUAAAAAAACdU+MYdYlg3NvRMQ4AAAD4kDEpUUqMsCqvzKbTTFXXlsNl2nK4TA//Z7smDUrQlNE9dF6fGJlZyQIAAAAAANAumgXjEYxS92Z0jAMAAAA+xGI2ae7kNEnS8fG2qeHX9aN7alBSuPt4bb1DH2/O0S0vr9MFf/1KT32+SweLqz1WMwAAAAAAgL/KKbW5b9Mx7t3oGAcAAAB8zKTBiXp+6kjNW7JduWXHfvhKiLBq7uQ0TRrsGrf+fU6ZFm84rI8ysnWk2jVOPbv0qP7+5V79/cu9GpcapetG99QVgxPVJchiyMcCAAAAAADgyxil7jsIxgEAAAAfNGlwoi5NS9C6rBIVVNgUF2bVmJQoWZqMSR+UFKFBV0Vozg8HaNmOAi3ecEhf7y6Uo2EG+5rMEq3JLNFDH32vycMSde2onhrZK1ImE6PWAQAAAAAAzkROWdNR6gTj3oxgHAAAAPBRFrNJ6X2iT3tecIBFPxySqB8OSVRemU0ffHdYizccVlZRlSSpsqZe/1p3SP9ad0h9YkM1ZXRP/WREd8WFsxcLAAAAAADgVHIbRqmHBlkU3oXo1ZvxtwMAAAB0IgkRVv18Ql/NvKiPNh44onc3HNInW3JVVWuXJO0rrNJj/92pxz/bpQn9YjVldE/9YECcggLMBlcOAAAAAADgXZxOp7IbRqknRXZhCp+XIxgHAAAAOiGTyaTRyVEanRyluZMH6dOtuVq88bDWZZVIkuwOp5btLNCynQWKCg3SNSO6a8roHhqQEG5w5QAAAAAAAN6hpKpWNfUOSVIi+8W9HsE4AAAA0MmFBgdoyuiemjK6p/YXVem9jYf13sbDyit3jQIrqarVy99k6eVvsjS0R4SmjOqhq4Z1V0RIoMGVAwAAAAAAGCe3zOa+3T2SlXTejmAcAAAAgFtyTKjuv7y/fnVpP32zt0jvbjikL77PV63d9ernLYfLtOVwmR7+ZIcuH5Sg60b30Pg+MbKYGRUGAAAAAAA6l8Yx6pKUFEHHuLcjGAcAAABwAovZpIv6xeqifrEqra7VRxk5WrzxkLZll0uSausdWrI5R0s25ygpwqprR/XQtaN6qld0iMGVAwAAAAAAeEZOk2CcUerej2AcAAAAwClFhgTp1vHJunV8srbnlGvxxkP68LtsHamukyTllNn09y/36u9f7tW41ChNGdVTVwxJUEgQP24AAAAAAAD/1XSUehKj1L0ez1QBAAAAOGNpSeGamzRIv7tigL7cUaB3NxzS17sL5XC63r4ms0RrMks09+Pv9aOhiZoyuqdG9oqUycSodQAAAAAA4F+ajlLvTse41yMYBwAAAHDWggMsumJIoq4Ykqj8cpve33RY7204rMyiKklSZU293l5/SG+vP6TU2FBdN7qnfjKiu+LCefU0AAAAAADwD01HqSdE8JyHtyMYBwAAANAm8eFW/XxCX828qI82HjiixRsO6z9bclRVa5ckZRZW6bH/7tTjn+3ShH6xmjK6h34wIF5BAWaDKwcAAAAAAGi93FLXKPWYrsEKDrAYXA1Oh2AcAAAAQLswmUwanRyl0clRmntVmj7dmqd3NxzSuqwSSZLd4dSynQVatrNAUaFBunp4d113bg8NSAg3uHIAAAAAAICzU2d3KL/CFYx3Z7+4TyAYBwAAANDuQoICdO2oHrp2VA/tL6rSexsP6/1Nh5Vb5vqBsaSqVgu/zdLCb7M0pHuErhvdQ1cN666IkECDKwcAAAAAADi9vDKbnE7X7cQI9ov7AoJxAAAAAB0qOSZU91/eX7+6tJ++2VukxRsO6fPv81Vrd0iStmaXaWt2mR7+ZIcuH5SgKaN66Ly+MbKYTQZXDgAAAAAA0LLGF/9LUlIkwbgvIBgHAAAA4BEWs0kX9YvVRf1iVVpdq4835+jdDYe0LbtcklRb79CSzTlasjlHSRFW/bSh47x3dKjBlQMAAAAAADSXU3rUfTuJUeo+gWAcAAAAgMdFhgRpWnqypqUna3tOuRZvPKQPv8vWkeo6SVJOmU3/+HKv/vHlXo1NidJ1o3vqiiEJCglq/iOM3eHU2sxi7T1cor6VFo1NpdMcAAAAAAB0vOxmwTgd476AYBwAAACAodKSwjU3aZDmXDFQy3bka/HGw1q+q0COhj1da7NKtDarRHM//l4/GpqoKaN7aGSvbvrs+zzNW7K9yeiyLCVGWDV3cpomDU407OMBAAAAAAD+L7eMYNzXEIwDAAAA8ApBAWZdMSRRVwxJVH65TR9sytbiDYeUWVQlSaqsqdfb6w/p7fWHFB8erPzymhPeR16ZTTPf2KTnp44kHAcAAAAAAB0mp7TpjnFGqfsCs9EFAAAAAMDx4sOtmjmhj5b9+iK9PzNd14/uqdAgi/vtLYXiktTQZK55S7bL3thyDgAAAAAA0M4ad4wHWkyKCQ02uBqcCYJxAAAAAF7LZDJpVO8o/eXaoVr/h4l6YsowDUwIO+VjnJJyy2xal1XimSIBAAAAAECn0xiMJ0Z0kdlsMrganAmCcQAAAAA+ISQoQNeO6qGfTehzRucXVNhOfxIAAAAAAMBZqrDVqdxWL4kx6r6EYBwAAACAT4kLO7MfOM/0PAAAAAAAgLORW9Zkv3hEFwMrwdkgGAcAAADgU8akRCkxwqqTDSkzSUqMsGpMSpQnywIAAAAAAJ1E4xh1SUqKJBj3FQTjAAAAAHyKxWzS3MlpknTScHzu5DRZ2O8FAAAAAAA6QE5pk45xgnGfQTAOAAAAwOdMGpyo56eOVELEiePS75vYT5MGJxpQFQAAAAAA6AyadownsmPcZwQYXQAAAAAAtMakwYm6NC1BazOL9P66TL2/pUiStPlwqbGFAQAAAAAAv5ZTdiwY707HuM+gYxwAAACAz7KYTRqXGq1fXdRLiQ3d41/uLNCe/AqDKwMAAAAAAP6qWcd4C9Ps4J0IxgEAAAD4vACLSbefl+y+/9KKTOOKAQAAAAAAfq1xx3iYNUBh1kCDq8GZIhgHAAAA4BeuP7enwqyubVEfZmQrv9xmcEUAAAAAAMDfOBxO5ZW5nnNgjLpvIRgHAAAA4Be6Bgdo6rjekqQ6u1OvfLvf2IIAAAAAAIDfKaqqUa3dIUlKIhj3KQTjAAAAAPzG9PHJCrK4fsx5c+0BVdbUG1wRAAAAAADwJ41j1CX2i/sagnEAAAAAfiMu3KqrRyRJkips9Xp73UGDKwIAAAAAAP4kt/So+zYd476FYBwAAACAX5lxQar79sJvslTXMN4MAAAAAACgrbKbBOPsGPctBOMAAAAA/Mo58WH6wYA4SVJOmU3/2ZJjcEUAAAAAAMBfMErddxGMAwAAAPA7d114rGv8xa8z5XQ6DawGAAAAAAD4i9wyRqn7Kq8Kxp999lklJyfLarVq7NixWrdu3UnPnT9/vi644AJ169ZN3bp108SJE095PgAAAIDOY2xKlIb1iJAk7cyr0Dd7iwyuCAAAAAAA+IOchlHqJpOUQMe4T/GaYPydd97R7NmzNXfuXG3atEnDhg3T5ZdfroKCghbPX758uW688UZ99dVXWr16tXr27KnLLrtM2dnZHq4cAAAAgLcxmUy668I+7vsvrcg0sBoAAAAAAOAvshtGqceFBSvQ4jVRK85AgNEFNHrqqac0Y8YMTZ8+XZL0wgsv6JNPPtHChQv1u9/97oTz33zzzWb3FyxYoPfff1/Lli3TtGnTWvwzampqVFNT475fXl4uSXI4HHI4HO31oaADOBwOOZ1O/p46Oa4DSFwHcOE6gMR1gGNOdi1clhanXlFddLDkqFbuKdK2w6VKSwo3qEp0NF/5muDt9QEAAAAATq6m3q6iSlfWyBh13+MVwXhtba02btyoOXPmuI+ZzWZNnDhRq1evPqP3UV1drbq6OkVFRZ30nEcffVTz5s074XhhYaFsNtvZFw6PcTgcKisrk9PplNnMq286K64DSFwHcOE6gMR1gGNOdS1cNyxGT3x1SJL0j//t0LxJKUaUCA/wla8JFRUVRpcAAAAAAGilvLJjeSLBuO/ximC8qKhIdrtd8fHxzY7Hx8dr586dZ/Q+HnjgASUlJWnixIknPWfOnDmaPXu2+355ebl69uyp2NhYhYfTOeLNHA6HTCaTYmNjvfpJLnQsrgNIXAdw4TqAxHWAY051LUy/KFovr83Tkeo6/W/3Ef3hqqHqzg+ufslXviZYreyfAwAAAABfld2wX1ySktgv7nO8Ihhvq8cee0xvv/22li9ffsonGYKDgxUcHHzCcbPZ7NVPnMDFZDLxdwWuA0jiOoAL1wEkrgMcc7JrIdRq1i3pyfr7sj2yO5xatOqAHvxRmkFVoqP5wtcEb64NAAAAAHBquaV0jPsyr/iJPCYmRhaLRfn5+c2O5+fnKyEh4ZSPfeKJJ/TYY4/p888/19ChQzuyTAAAAAA+aFp6bwUHuH70eXvdQZUdrTO4IgAAAADwLnaHU2syi/X5zhKtySyW3eE0uiTAK+U07RgnGPc5XhGMBwUFadSoUVq2bJn7mMPh0LJly5Senn7Sx/31r3/Vww8/rKVLl2r06NGeKBUAAACAj4npGqyfjuohSaqqtevNtQcMrggAAAAAvMfSbbk6/y9f6qYF6/TQ0izdtGCdzv/Ll1q6Ldfo0gCvk1PWdJQ6wbiv8YpgXJJmz56t+fPn69VXX9WOHTs0c+ZMVVVVafr06ZKkadOmac6cOe7z//KXv+jBBx/UwoULlZycrLy8POXl5amystKoDwEAAACAl5pxQapMJtftV77dr5p6u7EFAQAAAIAXWLotVzPf2KTcMluz43llNs18YxPhOHCcnGaj1Nkx7mu8Jhi//vrr9cQTT+ihhx7S8OHDlZGRoaVLlyo+Pl6SdPDgQeXmHvsC/Pzzz6u2tlbXXnutEhMT3b+eeOIJoz4EAAAAAF4qJSZUl6W5frYorKjRR9/lGFwRAAAAABjL7nBq3pLtamloeuOxeUu2M1YdaKJxlHpwgFlRoUEGV4OzFWB0AU3NmjVLs2bNavFty5cvb3Z///79HV8QAAAAAL9x14V99Nn3+ZKkl1Zm6tpRPWQ2mwyuCgAAAACMsS6r5IRO8aacknLLbFqXVaL0PtGeKwzwUk6n0x2MJ0V2kcnEcwq+xms6xgEAAACgI43q3U2je3eTJO0tqNTy3QUGVwQAAAAAximoOHko3przAH9XbqtXVa1rNRtj1H0TwTgAAACATuOuC1Pdt1/8OtPASgAAAADAWHFhZxbsnel5gL9r7BaXpKSILgZWgtYiGAcAAADQaUwcGK/U2FBJ0tqsEm0+VGpsQQAAAABgkDEpUUoIP3XoHRUapDEpUR6qCPBuTYPxxEiCcV9EMA4AAACg0zCbTZpxwbGu8ZdW0DUOAAAAoHOymE0am3rq0Ptobb32F1d5qCLAu+WUHVsr0J1R6j6JYBwAAABAp3LNiO6K6RosSfrvtlwdLK42uCIAAAAA8LydeeX6dGtui28LDnDFR0frHLpj0Xodqar1ZGmAV2o2Sp2OcZ9EMA4AAACgU7EGWnTb+N6SJIdTWvANXeMAAAAAOpc6u0P3L96sOrtTknT3Ral6684x+tOkFL115xit+/1EDUgIkyTtL67WzDc3qrbeYWTJgOGajVJnx7hPIhgHAAAA0OlMHddbXQItkqR3NxxSCd0PAAAAADqR55fv07bscklSv/iumn1pP41LjdZlA6I0LjVaEV0CteDW0e5pW2syS/Tgh9vkdDqNLBswVG7psVHqSYxS90kE4wAAAAA6nciQIF1/bk9Jkq3OoddXHzC4IgAAAADwjO9zyvT3ZXskufaMPzFlmIIDLCec16NbiF6aNkpBDWPV39lwSAtWZnm0VsCbZDd0jHcLCVRIUIDB1aA1CMYBAAAAdEp3nJ8is8l1+7XV+2WrsxtbEAAAAAB0sNp6h+5fvEX1Dlfn988n9NHQHpEnPX9kr256/Nqh7vt//u8O/W97fkeXCXgdu8OpvHJXxzhj1H0XwTgAAACATqlnVIh+OCRRklRcVav3Nx02uCIAAAAA6Fj//GqvduS6RqgPSAjTL35wzmkf8+Ph3fXLS1znOZ3SvW9/534fQGdRWFEje8MLSpIiCcZ9FcE4AAAAgE7r7gv7uG8vWJnl/iEXAAAAAPzN1sNlevarvZKkgIYR6o1j0k/nvkvO0ZVDXS8srqq1685XN6iwoqbDagW8TeMYdUnqzn5xn0UwDgAAAKDTGtIjQump0ZKkrKIqfcFIQAAAAAB+qKberl8vznC/GHjWD/pqcPeIM3682WzSk1OGaVgP12OyS4/qrtc3sJIKnUZOk2A8kY5xn0UwDgAAAKBTu+uiVPftl1bsM7ASAAAAAOgYz/xvj3bnV0qS0hLDdc/Ffc/6fVgDLZo/bbQSI1zdst8dLNVv39sip5PJW/B/uWXHgnFGqfsugnEAAAAAndqEfrHqHx8mSdp0sFQb9pcYXBEAAAAAtJ+MQ6V64WvXi4ADLSY9ed0wBVpaFw/FhVs1f9podQm0SJI+3pyjf3y5t91qBbxVTqnNfZtR6r6LYBwAAABAp2YymTTjwmNd4y+uyDSwGgAAAABoP7Y6u379boYaJqjr3kvO0cDE8Da9z8HdI/S3G4bLZHLdf+qL3frPlpw2Vgp4t6Y7xhMj6Bj3VQTjAAAAADq9q4YlKSHc9Yrv/+3I177CSoMrAgAAAIC2e/qL3dpXWCVJGtI9Qj+7qE+7vN/LByXot5cPcN//9bubtflQabu8b8AbNY5St5hNigsLNrgatBbBOAAAAIBOLyjArOnnJUuSnE5pwUq6xuHdVqxYocmTJyspKUkmk0kffvjhaR+zfPlyjRw5UsHBwerbt68WLVrU7O1//OMfZTKZmv0aMGBAy+8MAAAAXm/jgRK91PCzTZDFrCevG6aAVo5Qb8nPLkrVtaN6SJJq6h2687UNymnSVQv4k8ZR6gnh1nb9dwTP4m8OAAAAACTdOLaXugYHSJLe35StwooagysCTq6qqkrDhg3Ts88+e0bnZ2Vl6corr9TFF1+sjIwM3Xfffbrzzjv12WefNTtv0KBBys3Ndf/65ptvOqJ8AAAAdLCjtXbdv3iLnA0j1Gdf1k/94sPa9c8wmUz68zVDNCY5SpJUWFGjO1/doKqa+nb9cwCjHa21q6SqVpKUGMF+cV9GMA4AAAAAksKtgbpxTE9JUm29Q6+t3m9sQcApXHHFFXrkkUd0zTXXnNH5L7zwglJSUvTkk09q4MCBmjVrlq699lo9/fTTzc4LCAhQQkKC+1dMTExHlA8AAIAO9sTnu5RV5BqhPqJXpGZckNohf05QgFkv3DJKvaJCJEnbc8v1q3cy5Ghcag74gcYx6pKUFMl+cV8WYHQBAAAAAOAtpp+Xole+3a96h1OvrzmgmRP6KCSIH5vg+1avXq2JEyc2O3b55Zfrvvvua3Zsz549SkpKktVqVXp6uh599FH16tXrpO+3pqZGNTXHpiuUl5dLkhwOhxwOR/t9AGh3DodDTqeTv6dOjusAEtcBXLgO/Mu6rBIt/DZLkhQcYNbjPx0ik5ynDatbex1EdgnQ/FtG6qcvrFFlTb0+356vvyzdqQcm9W/1xwBj8TWhucNHqt23EyOsnebz4ivXwdnUxzM8AAAAANAgKbKLrhqWpA++y1ZpdZ3eXX9It52XYnRZQJvl5eUpPj6+2bH4+HiVl5fr6NGj6tKli8aOHatFixapf//+ys3N1bx583TBBRdo27ZtCgtreezmo48+qnnz5p1wvLCwUDabrUM+FrQPh8OhsrIyOZ1Omc0MFOysuA4gcR3AhevAfxyts+v+d3e4R6jfPT5JXZ3VKiioPvUD1bbrIMIkPXJFsmZ/tFcOp/TiikzFBtv1o0FMIPJFfE1obtehIvftMEudCgoKDKzGc3zlOqioqDjjcwnGAQAAAKCJGRem6oPvsiVJC77J0tRxvRVg8d4fAIH2csUVV7hvDx06VGPHjlXv3r317rvv6o477mjxMXPmzNHs2bPd98vLy9WzZ0/FxsYqPDy8w2tG6zkcDplMJsXGxnr1k1zoWFwHkLgO4MJ14D/mLdmuw2WuiT6jenfTLy4bLIvZdEaPbet1cFVcnErtQfrjku2SpL98eVCDkxM0JiXqrN8XjMXXhOYqt5a5b/fvEau4uDgDq/EcX7kOrNYz3/tOMA4AAAAATQxMDNeF/WK1YnehDh85qv9uy9PkYUlGlwW0SUJCgvLz85sdy8/PV3h4uLp0aXlHXmRkpPr166e9e/ee9P0GBwcrODj4hONms9mrnziBi8lk4u8KXAeQxHUAF64D37d6X7FeXX1AkmQNNOuJKcMUGGA5q/fR1uvgtvNStK+wSq+vOaA6u1Mz39ykj+45X72iQ1r1/mAcviYck1t2bBpW926hnepz4gvXwdnU5r0fBQAAAAAY5O4LU923X1qRKafz1Lv4AG+Xnp6uZcuWNTv2xRdfKD09/aSPqays1L59+5SYmNjR5QEAAKCNKmvq9Zv3NrvvPzBpgFJiQg2pZe7kNF1wjmuE+pHqOt3+6nqV2+oMqQVoDzmlx4LxpMgz706G9yEYBwAAAIDjjO8TrUFJrjHQW7PLtDqz2OCKgOYqKyuVkZGhjIwMSVJWVpYyMjJ08OBBSa4R59OmTXOf/7Of/UyZmZn67W9/q507d+q5557Tu+++q1/96lfuc+6//359/fXX2r9/v1atWqVrrrlGFotFN954o0c/NgAAAJy9Rz/docNHjkqSxqRE6db0ZMNqCbCY9c+bRqpPrCuY31tQqVlvfad6u8OwmoC2yClz/dsKCbIookugwdWgLQjGAQAAAOA4JpNJdx3XNQ54kw0bNmjEiBEaMWKEJGn27NkaMWKEHnroIUlSbm6uOySXpJSUFH3yySf64osvNGzYMD355JNasGCBLr/8cvc5hw8f1o033qj+/fvruuuuU3R0tNasWaPY2FjPfnAAAAA4Kyv3FOrNta7/+4UEWfTEtcNkPsO94h0lokugFt52rrqFuELEFbsL9cgnOwytCWgNp9OpnFJXMJ4U2UUmk7H/ttA27BgHAAAAgBZcOSRRf126S9mlR7V8V6F25VWof0KY0WUBkqQJEyaccsT/okWLWnzMd999d9LHvP322+1RGgAAADyowlanB97b4r4/54oBXrPPu3d0qF6YOkpTX16rOrtTi1btV5/YUN1iYDc7cLaOVNfJVueadpAYwRh1X0fHOAAAAAC0IMBi1u3np7jv0zUOAAAAwNv8v092KKfMtf94fJ9o3Ty2t8EVNTc2NVr/75oh7vt/XLJdK/cUGlgRcHYau8UlqXtkFwMrQXsgGAcAAACAk7jh3J4Kt7oGbX28OVt5DU84AQAAAIDRlu8q0NvrD0mSQoMs+stPhxo+Qr0l143uqbsbVlXZHU79/M1N2ltQaXBVwJlpGownEYz7PIJxAAAAADiJ0OAATR3n6rioszv1yqosgysCAAAAAKnsaJ1+9/5W9/3fX5mmnlHeMUK9Jb+dNEATB8ZLkips9brj1fU6UlVrcFXA6TUNxhml7vsIxgEAAADgFG4bn6wgi+tHp7fWHFSFrc7gigAAAAB0dg//Z7vyyl0TrS44J0Y3julpcEWnZjGb9MwNwzUwMVySdKC4Wne/sVG19Q6DKwNOLbfJ5DhGqfs+gnEAAAAAOIW4cKuuGdFdklRRU6+31x0yuCIAAAAAndmyHfl6b+NhSVJYcID+8tOhMpm8b4T68UKDA7Tg1tGK6RosSVqXVaI/fLhVTqfT4MqAk8tmlLpfIRgHAAAAgNOYcWGK+/bCb7NUZ6erAQAAAIDnlVbXas4Hx0aoPzg5zafCuu6RXTR/2igFBbjiqXc3HNb8lZkGVwWcXNNR6gmMUvd5BOMAAAAAcBp948I0cWCcJNcYtSWbcwyuCAAAAEBnNG/JdhVU1EiSLu4fqymjehhc0dkb0aubnpgyzH3/0f/u1Bfb8w2sCDi5xlHqMV2DZA20GFwN2opgHAAAAADOwF0X9nHffmlFJuP+AAAAAHjUZ9/n6d/fZUuSwq0BevQnvjFCvSVXDUvSvZecI0lyOqV73/5O23PKDa4KaK7O7lB+uSsY96XJDDg5gnEAAAAAOAPnJnfT8J6RkqSdeRVasafI2IIAAAAAdBolVbX6/b+PjVD/41WDfH6s830Tz9HkYUmSpOpau+58db0KKmwGVwUck19uk6PhNfGJPv7vDS4E4wAAAABwBkwmk+6+MNV9/6UV+wysBgAAAEBn8tBH21RUWStJmjgwXteM6G5wRW1nMpn0+LVD3S9Azimz6a7XNspWZze2MKBB4xh1iY5xf0EwDgAAAABn6LJBCeodHSJJ+nZvsbZllxlcEQAAAAB/98mWXP1nS64kKTIkUH/+yWCfHaF+PGugRS9NG6Wkhm7cjEOl+s17W1hdBa+QU3rUfbs7wbhfIBgHAAAAgDNkMZt05/kp7vvzV2YaWA0AAAAAf1dUWaMHP9rmvj/vqkGKC/Ovkc5xYVYtuPVchQRZJElLNufomWV7DK4KkLKbBOOJEQTj/oBgHAAAAADOwrWjeioqNEiS9J8tuTp8pNrgigAAAAD4I6fTqQc/3KaSKtcI9UmDEnRVw05uf5OWFK5nbhihxkb4v/1vj5ZszjG2KHR6uaVNR6n71wtSOiuCcQAAAAA4C12CLLplXG9Jkt3h1MJv9htbEAAAAAC/tGRLrv67LU+SFBUapEeu8Z8R6i25NC1ev5s0wH3//sWblXGo1LiC0OkxSt3/EIwDAAAAwFmalt5bwQGuH6feXn9QZdV1BlcEAAAAwJ8UVNj0UJMR6g//eLBiugYbWJFn3HVhqqaM6iFJqql36M5XNzQLJwFPahylHmgxdYp/f50BwTgAAAAAnKXorsGaMtr1ZE11rV1vrD1gcEUAAAAA/IXT6dTv/71NpQ0vwL1yaKKuHJpocFWeYTKZ9P+uGaIxKVGSXDvW73h1g6pq6g2uDJ1RbplrlHpChFVms/9Oa+hMCMYBAAAAoBXuPD/Vvf9u0ar9qqm3G1sQAAAAAL/wYUa2vtieL0mK6Rqkh3882OCKPCsowKwXpo5Sr6gQSdKO3HLd906GHA6nwZWhM6msqVfZUdeLU5IiGKPuLwjGAQAAAKAVkmNCNWlQgiSpsKJGH36XbXBFAAAAAHxdfrlNcz/63n3/kauHKCo0yMCKjBEVGqSFt41WmDVAkvTF9nz95bOdBleFziS3yQj/JPaL+w2CcQAAAABopbsuTHXffmlFJh0MAAAAAFrN6XRqzgdbVW5zjQ3/8fAkTRqcYHBVxukbF6bnbh4pS8MI6xe/ztTiDYcMrgqdRU7DGHVJSoq0GlgJ2hPBOAAAAAC00ohe3TQm2bX7bl9hlb7cWWBwRQAAAAB81XsbD7t/pogNC9a8qwYZXJHxLjgnVn+cnOa+/3//3qq1mcUGVoTOIoeOcb9EMA4AAAAAbdCsa3xlpoGVAAAAAPBVuWVH9acl2933H71miCJDOt8I9Zbckp6sW9N7S5Lq7E797I2NOlBcZXBV8HfNgnF2jPsNgnEAAAAAaIMfDIhTn9hQSdK6rBJlHCo1tiAAAAAAPsXpdOq3721RRY1rhPpPR/bQxLR4g6vyLg/+KE0X9ouVJB2prtPti9ar7GidwVXBn+WUNh2lTjDuLwjGAQAAAKANzGaTZlzQdNf4PgOrAQAAAOBr3l5/SCv3FEmS4sOD9VCT0eFwCbCY9c+bRqhvXFdJrlVWs97apHq7w+DK4K+aj1Jnx7i/IBgHAAAAgDa6ekR3xXQNliQt3ZbHWD8AAAAAZ+TwkWo98p9jI9Qf++lQRXQJNLAi7xVuDdTLt45WtxDX52flniL9qcnnDmhPOWWuYDwsOEBhVv5N+guCcQAAAABoI2ugRdPPS5YkOZzSgpVZxhYEAAAAwOs5HK4R6lW1dknS9aN76uL+cQZX5d16R4fqxVtGK9BikiS9tvqAXlu939ii4HccDqdyy1yj1Bmj7l8IxgEAAACgHUwd21shQRZJ0uKNh1RSVWtwRQAAAAC82ZvrDmrVvmJJUlKEVb//0UCDK/INY1Ki9Odrhrjvz1uyXSt2FxpYEfxNcVWtautdY/oZo+5fCMYBAAAAoB1EhATq+nN7SpJsdQ66FgAAAACc1MHiaj366Q73/b9cO1ThjGs+Y1NG99TdF6VKkuwOp+55c5P2FlQYXJV/sDucWpNZrM93lmhNZrHsDqfRJXncoZJq922z2dQpPwf+imAcAAAAANrJHeenyGI+NtLvaMNIRAAAAABo5HA49Zv3Nqu64eeFm8b20gXnxBpcle954PIBuiwtXpJUUVOv2xdtYHJXGy3dlqvz//KlblqwTg8tzdJNC9bp/L98qaXbco0uzWOWbsvV7a+ud99ftqOg030O/BnBOAAAAAC0kx7dQnTlkERJUklVrd7bdNjgigAAAAB4m9dW79farBJJUvfILvq/HzJCvTXMZpOevn640hLDJUkHS6r1szc2ukdg4+ws3ZarmW9scu/WbpRXZtPMNzZ1imC48XNQWl3X7Hhn+hz4uwCjCwAAAAAAf3LXhan6eHOOJGnBykzdNKaXu4scAAAAQOe2v6hKjy3d6b7/+LVD1TWYqKa1QoMD9PJto3XVP79VYUWN1mWV6Pf/3qq/XjtUJhM/h50pu8OpeUu2q6WB4Y3HHvzweyVHh/rtz7d2h1N/+HDbST8HJrn22V+aluC3n4POgK+2AAAAANCOBneP0Hl9o/Xt3mIdKK7WF9vzNGlwotFlAQAAADCY3eHU/Ys3y1bn6mielt5b4/vGGFyV70uM6KIF00bruhdXq6beocUbD6tvXFfdfVEfo0vzGSv3FJ7QKX68wsoaTXpmpYcq8j5OSbllNq3LKlF6n2ijy0ErMUodAAAAANrZjAtS3bdfXJEpp7Ol15wDAAAA6Exe+TZLGw4ckST1igrRA5MGGFyR/xjWM1JPXjfMff+xpTv1+fd5Blbk/Q4fqdZrq/fr1oXrdMerG4wux2cUVJz6BQTwbnSMAwAAAEA7u6hfrAYkhGlnXoW+O1iqDQeO6NzkKKPLAgAAAGCQfYWVevyzXe77j187VKGMUG9XPxqapH0FVXr6f7vldEr3vp2h92ama1BShNGleQW7w6mMQ0e0bEeBvtxZoJ15FWf9Pib0i1FcuLUDqjNeQblNy3cXnfa8uDD//Pg7C77qAgAAAEA7M5lMmnFBqn69eLMk6cWvMwnGAQAAgE6qcYR6Tb1rhPr085I1NpVRzB3hl5f01b7CSn28OUdH6+y689UN+uie8/w2zD2dcludVu4u0rId+fpqV4GOVNe1eF5CeLDKbfWqrrW3+HaTpIQIq16+bYzf7te2O5w6/y9fKq/M1uKe8cbPwZgUfrb3ZQTjAAAAANABJg9L0uOf7VJeuU3/25GvvQWV6hvX1eiyAAAAAHjY/JWZ+u5gqSQpJSZUv72cEeodxWQy6a/XDtXBkmplHCpVbplNM17fqHfuGidroMXo8jwiq6hKy3bk68udBVqXVaJ6x4kxr8kkDe8ZqUsGxOkHA+I1MDFMn32fp5lvbJKkZsFwYww+d3Ka34bikmQxmzR3cppmvrFJJnXOz0FnQDAOAAAAAB0gKMCs289P1p8/3SlJWrAyU4/9dKjBVQEAAADwpD35FXrq892SXGHkE1OGqktQ5whojWINtOilaaN09T+/VU6ZTZsPler+xZv1jxtHyGTyv1Czzu7Qhv1H3GF4ZlFVi+eFBll0Yb9Y/WBAnC4eEKeYrsHN3j5pcKKenzpS85ZsV27ZsT3aCRFWzZ2cpkmDEzv04/AGfA78H8E4AAAAAHSQG8f00j+W7VVFTb0+2JSt2Zf1Yx8ZAAAA0EnU2x369eLNqrW7RqjPuCBVo3ozhtkT4sKsevm2c3Xt86tUVWvXf7bkqk9sV/3q0n5Gl9YujlTVavnuAi3bUaCvdxeqwlbf4nm9okJ0ycA4XTIgXmNSohQUYD7l+500OFGXpiVobWaR9h4uVN8esRqbGtOpuqQbPwfrskpUUGFTXJhrfHpn+hz4M4JxAAAAAOggYdZA3TS2l15ckalau0Ovrtqv3zA2EQAAAOgUXlyRqS2HyyRJfWJDNdtPQllfMTAxXM/cMEIzXt8gp1N6Ztke9YnrqquGJRld2llzOp3aU1CpZTsKtGxHvjYdPKIWJqTLYjZpVO9uumRAnC4ZGKc+sV3PukveYjZpXGq0UrvaFRcXLXMnDIQtZpPS+0QbXQY6AME4AAAAAHSg6eelaOG3WaqzO/XGmoP6+YS+Cg3mRzEAAADAn+3MK9ff/ucaoW42SU9MGdZpdlx7k4lp8fq/Kwbq/326Q5J0/+LN6tmti0b06mZwZadXU2/XmswSfbkjX8t2FujwkaMtnhfRJVAT+rtGpF/UL1aRIUEerhTwHTwbAwAAAAAdKCHCqquGddf7mw6r7Gid3t1wSNPPSzG6LAAAAAAdpM7u0K/f3aw6u6ul9+6L+vhEEOuv7rwgRXsLKvXOhkOqrXdoxmsb9dGs89Q9sovRpZ2goMKm5TsLtWxnvlbuKVJ1rb3F8/rGddUlA+L0gwFxGtW7mwIspx6RDsCFYBwAAAAAOthdF6bq/U2HJUkvf5OlW8b15okLAAAAwE8999U+fZ9TLknqF99V9008x+CKOjeTyaSHrx6s/cVVWptVoqLKGt356ga997N0w6d5OZ1OfZ9TrmU7CvTlznxtbhi9f7xAi0ljU6J1yUBXGN47OtTDlQL+gWAc+P/t3Xl4VPXZ//HPZIeQBAiZJEAICVsSIqssQRbZUUTcKsUiCG5YbVWqVlof88Rf+/DYotVW6lqxFlfs48JSEBIWBWQHBZJASNizAIEkBLLNnN8fYwYjQQjMlsn7dV1clzn5Zs79Pd5nMnfuc74HAAAAcLJuUSEa1jVCa/Ye15FT57R0V0GjfK4dAAAAgJ+2+1iJ/paxT5LtOcVzf9ZTgX4soe5uAX4+em1KX93693U6cPKsMvNL9eiHO/T63X3l6+JnaJ+rsmhdzgmlZ9ma4YWllfWOCw8O0PAEs0YmmDW4SxuFBPm7NE7AG9EYBwAAAAAXeHBovNbsPS5JemPtfk3oES2TybV/gAEAAADgPFU1tiXUa6y2JdR/eX0n9Wjf0r1Bwa5VcIDemtZPt/59ncoqarQys1DPL8vS725MdPq+j50+p4ysIqVnFmr9/pOqrLHWOy4xOlQjE8wamWhWz/Yt5ePipj3g7WiMAwAAAIALpHQKV3K7UO06WqpdR0u1Yf9JDercxt1hAQAAAHCQVzL2KaugTJKUEBWiX41gCXVP09ncQq/+oq+mzd8ki9XQG2tz1SkiWJP6dXDofixWQzuPnFZGZpHSs4qUmV9a77hAPx9d17mNRnz/vPC2Hvjcc8Cb0BgHAAAAABcwmUx6YGgn/fqD7ZKk19fm0hgHAAAAvMR3R0o0b/V+SZLf90uoB/j5uDkq1Gdwlzb675u7678+2yVJ+v2nuxQbHqyB8eFX9bplFdX6et8Jrcws0ursIp0sr6p3XGRooEYkRGpkglnXdW6jZgEstQ+4Co1xAAAAAHCRG5Oj9KdWzXTk1Dmt2XtcWQWlSogKdXdYAAAAAK5CZY1Fv1m4Q5bvl1B/ZERnJbcLc3NU+Cl3D4zV/qIzemf9AdVYDc1csFWf/fI6dWwT3KDXOXiyXOmZRcrIKtLGvJOqthj1jusZ01Ijv78rvHvbUB6rBbgJjXEAAAAAcBE/Xx/dOzhOaYv2SJLeWJurF+/s5d6gAABooixWQ5vyilVUViFzSJD6x7WWL89yBXAFXl65T3sLz0iSkqJD9fDwzm6OCJfjmfGJyjtRrjV7j+v02Wrd+8/NWjhzkLILyi76u6HGYtXWg6eUkVWklZmF2n+8vN7Xbh7gqyFd2mhkQqSuT4iQOSTIVdMC8BNojAMAAACAC915bYxeWrlPJeeq9cWOY3pybDdFh/EcOQAAXGnZrnylLdqj/JIK+7bosCClTkjSuORoN0YGoLHZfuiUXltjW0Ld39ekF+7sKX9fllBvDPx8ffS3u3rr9r+v176iM9p/vFwD56SrqsZqHxMdFqQnxnSVn6+P0r9fIr20oqbe12vfqplGJUZqRIJZA+JbK9CPJdIBT0NjHAAAAABcKDjQT3cPjNUrq3JUYzU0f90B/e7GRHeHBQBAk7FsV74eWrBNP17stqCkQg8t2KZXp/ShOQ7gslRUW/TEwp36fgV1PTqyixKjeVRSYxIa5K+37+mnG17+Smcqa+o0xSUpv6RCv1n4bb0/62OS+sa2sj0vPNGsLuYWLJEOeDga4wAAAADgYtMGddQbX+Wqqsaq9zce0iMjOis0yN/dYQEA4PUsVkNpi/Zc0BSXJEOSSVLaoj0anRTFsuoALunFFXvtS2n3aB+mmcM6uTkiXIm2LZsp0M9HZyovPTYkyE/DukZoVGKkhnWNUKvgAOcHCMBhaIwDAAAAgItFhATq9j7t9MGmwzpTWaMPNx3SA0P5IxoAAM62Ka+4zvLpP2bIdnfgprxipXQKd11gABqdrQeL9eZXuZKkAF8fvfCznvJjCfVGaVNesU6WV11y3H+NT9TUQR1ZKh9oxDh7AQAAAMAN7h0cb//vt78+cMGSfQAAwPHW7j1+WePyS845ORIAjdm5KoueWPitjO+Xn5g1pqu6RIa4NyhcsaKyi18w9UNtQgJpigONHGcwAAAAALhBZ3MLjUqMlCQVlFZo0c5jbo4IAADvdbj4rB781xa9umb/ZY1/cUW2Nuw/6eSoADRWf16erbwTtiXUe3doqfuHxF/iJ+DJzCFBDh0HwHPRGAcAAAAAN3lw2Pk/oL35Va4Mo74nngIAgCtVUW3RX9P3adSLa7R8d+Fl/9yRUxWa/OY3+tUH27l7HEAdG3NPav76PElSoJ+P5v6sp3x9TG6OClejf1xrRYcF6WL/F02SosOC1D+utSvDAuAENMYBAAAAwE2ujW2l3h1aSpKyCsq05jKXdwUAAJe2ck+hxvxlrV5csVeV3z+ypE2LQN0zKFYm6YIGSO3XseHN7dsW7TymkS+s0aur9/PYEwA6W1WjJz85v4T6k2O7qVNEC/cGhavm62NS6oQkSRf/3ZA6IYkLIAAvQGMcAAAAANzEZDLpwaHn7xp/Y22uG6MBAMA7HDhRrhnvbNZ9727RoeKzkmxNj3sHxynjiWH675uT9eqUPooKq7skblRYkF6b0kerfnO9/ve2a9Squb8k6WyVRc8vy9K4l9Ze9jPKAXin5/+TZX9fuTa2laZfF+fmiOAo45KjL/q74dUpfTQuOdpNkQFwJD93BwAAAAAATdnopCh1DG+uAyfPav3+k9p1tETJ7cLcHRYAAI3OuSqL5q3K0Rtrc1VlOX93d0p8uNImdlfXyBD7tnHJ0RqdFKVNecUqKquQOcS2RG7t3YA/799B45Kj9OKKvVrwzUFZDSn3RLmmvr1JY7tH6pnxSYpp3fyCGAB4r/X7T+ifGw5KkoL8ffRnllD3Opf63QCg8aMxDgAAAABu5Otj0n1D4vXMZ7skSa+vzdXfJvd2c1QAADQehmFo2a4C/WFJpo6ePv888KjQIP1+fKJu6hEtk+nCpoavj0kpncIv+rotmwfouYnJmtQvRqmf79aWg6ckSct3F2p19nE9PLyzHhgaryB/X8dPCoBHOVNZo6c++db+9W/HJSiuTbAbI4KzXOp3A4DGjaXUAQAAAMDN7ujbXuHBAZKkpd/l6/D3yzMCAICfllN0RlPf3qSH3ttmb4r7+5r00PWdlP6bYZrQs229TfGG6N42TAtnpujFO3uqTYtASVJljVUvrtirMX9Zq/TMwqueBwDPNmdppo6csr3H9I9rrWkpHd0bEADgitAYBwAAAAA3C/L31dTv/7hmsRp6e12eewMCAMDDnams0ZylmRr30lp9te+EffuQLm207LGh+u24BAUHOm6xTJPJpNv6tFfGE8N07+A4+7K6h4rP6t5/btGMdzbrwIlyh+0PgOf4at9xvbfxkCSpeYCv5t7RUz4srQ0AjRKNcQAAAADwAHenxCrI31aifbT5sErOVrs5IgAAPI9hGPp8x1GNfGG1Xl+bqxqrIUlq17KZXpvSV+/O6K9OES2ctv/QIH/9101J+s+jQzQwvrV9e0ZWkcb8Za3mLs/WuSqL0/YPwLVKK6r12x8soT77hgR1CG/uxogAAFeDxjgAAAAAeIDWwQH6Wd8YSdLZKosWbDzo5ogAAPAsWQWlmvTGN3r0wx0qLK2UJAX4+ejXI7to5axhGpccddXLpl+urpEh+uD+gfrb5N6KCg2SJFVZrHplVY5GvbhG//kuX4ZhuCQWAM7zx8WZOlZSIUka1ClcvxgQ6+aIAABXg8Y4AAAAAHiI+4bEqXZVxvnrDqiimjvOAAAoOVettEW7Nf6vX2tTXrF9+6hEs1Y8PlSzRndVswBfl8dlMpk0oWdbpf9mmGYO6yR/X9sv8aOnz+mh97Zp6tublFN0xuVxAXCMVdlF+mjLYUlScICvnr+9B0uoA0AjR2McAAAAADxEbHiwxiVHSZJOnKnUZ9uPujkiAADcx2o19MnWIxr5wmrNX3dAlu+XTY8Nb66377lWb03rp9jwYDdHKQUH+unpGxK07LGhGtKljX37V/tOaNxLazVnaabOVNa4MUIADVVytlpP//v8Euq/H5+kmNYsoQ4AjR2NcQAAAADwIA8M7WT/7ze+ypXVyjKsAICmZ9fREt3x2no9sXCnTpypkiQF+fvoiTFdtfyxoRqREOnmCC/UKaKF3p3RX69N6at2LZtJkmqshl5fm6uRL6zW5zuOsrw60Eg8t3iP/ZENQ7q00eT+MW6OCADgCH7uDgAAAAAAcF6vmJbqH9dam/KKlXu8XOlZRRqd5Hl//AcAwBlOn63S3C+z9d7GQ/phD/mG5Cg9c1OSveHsqUwmk8YlR2lY1wi9uma/XluzX1U1VhWWVurRD3fovY2H9NzE7kqICnV3qPiexWpoU16xisoqZA4JUv+41vJtYstlW6yGNuaeVM6RYnU+46sB8W2a5DGozYPDxWf1721HJEkhgX56/vYeMpma1vEAAG9FYxwAAAAAPMyDQ+Ptz1B9Y+1+GuMAAK9nsRr6aPNh/Xl5lk6drbZvj48IVtrN3TWkS4Qbo2u4ZgG+mjW6q27v007/b/EercwskiRtyivW+L9+rakpsXpsVFeFNfN3c6RN27Jd+UpbtEf5JRX2bdFhQUqdkKRxydFujMx1LjwGeRyDH/ivCUlq6+EX5AAALh9LqQMAAACAhxnezazO5haSpM0HTmnboVNujggAAOfZfuiUbv37Ov3u0+/sTfHmAb6afUOClj06tNE1xX8oNjxYb03rp7fvuVax4bbnE1ushuavO6CRL6zWJ1uP8NgUN1m2K18PLdh2QTO0oKRCDy3YpmW78t0UmetwDC5+DGqFBHJvIQB4E97VAQAAAMDD+PiY9MCQeD31728lSW+sydVrd/d1c1QAADjWyTOVen5Zlj7ecqTO9om92mr2DYmKCgtyU2SONyIhUoM6tdFbX+XqlVU5qqi26sSZKj2xcKfe33hQz01MVnK7MHeH2WRYrIbSFu1RfZck1G576pNvdaj4rHy8dAltq2Hobxk5HIOLHINazy3eozHdo5rc0vIA4K1ojAMAAACAB5rYu63mfpmtorJKLd9ToAMnytWxTbC7wwIA4KrVWKx6b+MhvfBltkorauzbu0WGKG1idw2MD3djdM4T5O+rR0Z00a192usPi/foP7sKJEnbDp3WhFe+1i8GdNATY7qpZfMAN0fq/b7cXXDRO4RrlVbU6H+WZrkoIs/EMZDySyq0Ka9YKZ28830JAJoaGuMAAAAA4IEC/Xx1z3Ud9adl2TIM6a2vc/WHW65xd1gAAFyVzQeK9eznu5WZX2rfFhLop1ljuurugbHy8/X+Jz+2a9lMr07pq6/2HVfqF7uVe7xchiEt+OaQlnybryfHJmhSvxjuUHUgwzC0+1ipVmYWKiOrSN8eKXF3SGhEisp++iIKAEDjQWMcAAAAADzULwbEal5GjsqrLFq45YgeH9VV4S0C3R0WAAANVlRaoTn/ydKn24/W2X5H3/b67bgERYQ0vd9vQ7pEaNmjQzV/XZ5eTt+ns1UWnTpbrd99+p0+3HxIaTd3V+8OrdwdZqN1tqpG63JOKiPL1gwvLK1s8Gs8OrKLukaGOCE699tbWKaX0/ddchzHQDKHeM9jHQCgqaMxDgAAAAAeKqyZvyb166C31+Wpssaqdzcc1OOju7o7LAAALlu1xap/rj+gl1bu05nK88umd28bqucmdlff2NZujM79Avx89OCwTprYq53+Z2mmvth5TJL07ZES3fr39brzWtuFA1wYd3mOnj6njKwipWcWav3+k6qqsdY7LjEqRIdPndWZSku93zdJigoL0q9HdvHaO/fHWaP08ZbDKiipqPcZ2xyD88egf1zTfp8CAG9CYxwAAAAAPNiMwR31zw0HZLEaenfDAc0c1knNAnzdHRYAAJe0PueEnv1it3KKzti3hTXz15Nju2ly/w5e22y7ElFhQfrr5N66a0AHpX6+W9mFZZKkj7cc0bJdBfrNmG76xYAOTWKp+YawWA3tOHxaGVmFSs8sUlZBWb3jAv18NLhzG41INGtEglnRYc20bFe+HlqwTZLqNEVrszJ1QpJX56ivj0mpE5L00IJtMolj0FSPAQA0NTTGAQAAAMCDtW/VXDf1iNbnO47p1NlqfbL1sO5O6ejusAAAuKhjp8/pj0szteTbfPs2k0n6eb8OenJsN7UODnBjdJ5tYHy4Fv96sP614aD+smKvyiprVFpRo9QvduvDzYf13MTu6texad+9WlZRra/2nVB6ZpFWZxfpZHlVveOiQoM0ItGskQlmDerU5oILC8clR+vVKX2UtmiP8kvOP0M6KixIqROSNC452qnz8AQcA44BADQ1NMYBAAAAwMM9MDRen++wLa361td5umtALHeuAAA8TmWNRf/4Ok9/S8/RuerzS1T3immp5yZ2V4/2Ld0XXCPi7+ujGYPjNKFnWz2/LEufbD0iScrML9XPXtugW3u30+wbEmQObTrPPT5wolzpWUXKyCrUprxiVVvqW/ha6hnTUqMSzBqRaFZSdKhMpp/+vDQuOVqjk6K0Ka9YRWUVMofYls1uSp+zao/BxtwTyjlyXJ3bR2hAfJsmeQyach4AQFNBYxwAAAAAPFz3tmEa3LmNvs45oYMnz2r57gLdeA13rwAAPMfq7CKlLdqjvBPl9m2tgwP09LgE3dG3vXxoMDVYREig5v6spyb3j9Gzn+/W7mOlkqRPtx/Vij2FemxUF00b1FH+Xri8erXFqq0HTykjq0grMwuVe7y83nHBAb4a0iVCIxLNGt7NrIiQhj+L3dfHpJRO4VcbcqPm62PSwPhwxbewyGwOb5LnK3kAAE0DjXEAAAAAaAQeGBqvr3NOSJJeX5urG5KjLnkXFAAAzna4+Kz+3+I9+nJPoX2bj0m6e2CsZo3uprDm/m6Mzjv0jW2tLx4ZrA82HdKfl2er5Fy1zlTW6A9LMm3Lq9/cXYM6t3F3mFftVHmV1uw9rvSsIq3JLlJpRU2949q3aqZRiZEakWDWgPjWCvTzrXccAADAj9EYBwAAAIBGYEiXNkqMDlVmfql2Hj6tzQdOqX9c037GKADAfSqqLXptzX69unq/Kmus9u39OrZS2s3JSmob6sbovI+vj0lTBsbqxmui9efl2fpw8yEZhpRTdEZ3vbVR43tE6/c3Jqpty2buDvWyGYahnKIztiXSM4u05WCxrPWskO5jkq6NbW1/XnhncwsuDgQAAFeExjgAAAAANAImk0kPDI3T4x/tlCS9sXY/jXEAgMsZhqGVmUV6bvFuHS4+Z98eERKo392YoFt6taNp6UStgwM057Zr9PN+MXr2i93aefi0JGnJt/nKyCzSr0Z21r2D4zz2LurKGos25RUrPbNI6VmFdXLoh0KC/HR9N1sjfFjXCLUKDnBxpAAAwBvRGAcAAACARuKmHm3152XZOlZSoZWZRcopKlNnc4i7wwIANBF5J8qVtmi3Vmcft2/z8zFp+nUd9euRXRQSxLLprtIzpqU+fWiQPtl6RP+7LEvF5VU6V23Rn5Zla+GWI0qdkKTru5ndHaYk6XhZpVZl2+4K/2rfcZVXWeod1ykiWCO/XyK9b2wrr3x2OgAAcC8a4wAAAADQSPj7+mjG4Dj9YUmmJOnNtXl6/o4ebo4KAODtzlbVaN6qHL25Nk9VlvPLpg/qFK60m7urSyQXabmDj49Jd/aL0djuUXpxRbb+9c1BWQ3bBQz3zN+s0UmRevamJMW0bu7SuAzD0J78UmVkFmllVpH9rvYf8/MxaUB8a41IiNTIBLM6tgl2aZwAAKDpoTEOAAAAAI3IpH4xennlPpVV1ujT7Uf1mzFdZQ4NcndYAAAvZBiG/rOrQH9YvEfHSirs26PDgvTM+CTdeE0Uy6Z7gLDm/kqbmKxJ/Too9Ytd2nzglCRpxZ5Crd17XA9d30kzh3VSkL/zllc/V2XR+v0n7M8LLyitqHdc6+AAXd8tQqMSIzW4SxuFssoAAABwIRrjAAAAANCIhAT5666BHfT6mlxVWax6Z/0BPTUuwd1hAQC8TE5RmVK/2K11OSft2/x9Tbp/SLweHt5ZwYH8WdHTJLUN1ccPpuizHUf1P0uzdLysUpU1Vr20cp/+ve2Inr2pu0Ylmh12MUN+yTllZBUpPbNI63JOqLLGWu+4hKgQjUw0a0RCpHrFtJSvDxdTAAAA9+ATLAAAAAA0MjOui9PbX+ep2mLoXxsO6NqOrVVWUS1zSJD6x7Vucn9wtlgNbcw9qZwjxep8xlcD4ts0uWOAy2exGtqUV6yisgrOmSZ8zpAHF8+DM5U1+mv6Pr39dZ5qrIZ9/NCuEfrvCUmKj2jhxqhxKSaTSbf2bq9RiZF6eeU+zV9/QBarocPF53T/u1t0fbcIpU7orrjvly1vyPuB1Wpo55HT9mb4nvzSescF+PloUKdwjUwwa0RipNq1bOa0+QIAADQEjXEAAAAAaGQiQ4M0sVc7fbL1iMoqLZrxzmb796LDgpQ6IUnjkqPdGKHrLNuVr7RFe5RvX+I3r8kdA1y+C/OFc6YpnjPkQf15EBUWpBuSo7Tk23wVlVXax7Zv1UzP3pSk0UmRLJveiIQE+euZm5J0Z78YpX6+WxtybXf+r84+rvU5a3X/0Dh1jQzR//4n6yffD85U1ujrfceVnlmkVdlFOnGmqt79mUMC7XeFX9c5XM0D+LMzAADwPD7uDuCH5s2bp44dOyooKEgDBgzQpk2bfnL8woULlZCQoKCgIF1zzTVaunSpiyIFAAAAAPdKig6td3tBSYUeWrBNy3bluzgi11u2K18PLdhWp7klNY1jsHbtWk2YMEFt27aVyWTSZ599dsmfWb16tfr06aPAwEB17txZ77zzzgVjGlqXNyZNOV9qcQw4BtJPH4P56w7Ym+IBfj56dGQXrZw1TGO68yzxxqprZIjev3+AXrmrt6LDgiRJVRar5q3ar0c/3FFvHsxcsE1PfbJTd/9jo3o/96VmLtimhVuPXNAU79E+TI+N6qJFjwzWN7NHas5tPTQ6KZKmOAAA8Fge8ynlo48+0qxZs/Taa69pwIABeumllzR27FhlZ2fLbDZfMH79+vWaPHmy5syZo5tuuknvv/++brnlFm3btk3JyclumAEAAAAAuIbFaujNr3Lr/V7torepX+xW7w6tvHZpYIvV0LOf75ZRz/cMSSZJaYv2aHRSlFceg/LycvXs2VMzZszQbbfddsnxeXl5Gj9+vGbOnKn33ntP6enpuu+++xQdHa2xY8dKanhd3phYrIbSFu25aL5InDMSx0Bq2sfgh0YmmJU6obs6hDd3SVxwLpPJpJt6tNXwbmbNW5WjN9bu10UeB27PjY+3HLnge838fTW4SxuNSjRreBGOuwgAABPKSURBVDezzKFBzgsaAADACUyGYVzqs7BLDBg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      "text/plain": [
       "<Figure size 2000x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Key metrics by period:\n",
      "     Total Program GGRFFunding                          \\\n",
      "                         count         sum        mean   \n",
      "Year                                                     \n",
      "2011                         1       11500    11500.00   \n",
      "2012                        98     2328417    23759.36   \n",
      "2013                      3379    50726172    15012.18   \n",
      "2014                      7281    76042854    10444.01   \n",
      "2015                      6235    61034095     9788.95   \n",
      "2016                      8001   105685277    13209.01   \n",
      "2017                     12745   368260901    28894.54   \n",
      "2018                     18071   641426028    35494.77   \n",
      "2019                     21131  1131373505    53540.94   \n",
      "2020                     18281  1555581678    85092.81   \n",
      "2021                     15957  1147697486    71924.39   \n",
      "2022                     12906  1187728536    92029.18   \n",
      "2023                      6825  1114799921   163340.65   \n",
      "2024                       517   686268968  1327406.13   \n",
      "\n",
      "     Is Benefit Disadvantaged Communities is_multi_county        \\\n",
      "                                     mean           count  mean   \n",
      "Year                                                              \n",
      "2011                                 1.00               1  0.00   \n",
      "2012                                 0.29              98  0.00   \n",
      "2013                                 0.28            3379  0.00   \n",
      "2014                                 0.40            7281  0.00   \n",
      "2015                                 0.48            6235  0.01   \n",
      "2016                                 0.59            8001  0.00   \n",
      "2017                                 0.45           12745  0.00   \n",
      "2018                                 0.44           18071  0.00   \n",
      "2019                                 0.35           21131  0.00   \n",
      "2020                                 0.30           18281  0.01   \n",
      "2021                                 0.27           15957  0.01   \n",
      "2022                                 0.23           12906  0.01   \n",
      "2023                                 0.00            6825  0.01   \n",
      "2024                                 0.00             517  0.07   \n",
      "\n",
      "     partnership_size  \n",
      "                 mean  \n",
      "Year                   \n",
      "2011             1.00  \n",
      "2012             1.00  \n",
      "2013             1.00  \n",
      "2014             1.00  \n",
      "2015             1.02  \n",
      "2016             1.00  \n",
      "2017             1.01  \n",
      "2018             1.01  \n",
      "2019             1.01  \n",
      "2020             1.06  \n",
      "2021             1.02  \n",
      "2022             1.03  \n",
      "2023             1.03  \n",
      "2024             1.32  \n"
     ]
    }
   ],
   "source": [
    "# Temporal analysis of GGRF funding\n",
    "temporal = data.groupby('Year').agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "   'Is Benefit Disadvantaged Communities': 'mean',\n",
    "   'is_multi_county': ['count', 'mean'],\n",
    "   'partnership_size': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "# Visualize key metrics\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 15))\n",
    "\n",
    "# Projects per year\n",
    "ax1.plot(temporal.index, temporal[('Total Program GGRFFunding', 'count')], \n",
    "        marker='o', linewidth=2)\n",
    "ax1.set_title('Number of GGRF Projects by Year')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Average funding per project\n",
    "ax2.plot(temporal.index, temporal[('Total Program GGRFFunding', 'mean')]/1e6,\n",
    "        marker='o', linewidth=2)\n",
    "ax2.set_title('Average GGRF Funding per Project (Millions $)')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "# DAC benefit rate\n",
    "ax3.plot(temporal.index, temporal[('Is Benefit Disadvantaged Communities', 'mean')],\n",
    "        marker='o', linewidth=2)\n",
    "ax3.set_title('DAC Benefit Rate')\n",
    "ax3.grid(True, alpha=0.3)\n",
    "\n",
    "# Multi-county projects\n",
    "ax4.plot(temporal.index, temporal[('partnership_size', 'mean')],\n",
    "        marker='o', linewidth=2)\n",
    "ax4.set_title('Average Number of Partner Counties')\n",
    "ax4.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Key metrics by period:\")\n",
    "print(temporal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024 Projects by Program:\n",
      "                                                   Total Program GGRFFunding  \\\n",
      "                                                                       count   \n",
      "Program Name                                                                   \n",
      "Affordable Housing and Sustainable Communities ...                         8   \n",
      "Climate Adaptation and Resiliency Program                                  1   \n",
      "Community Air Protection                                                 220   \n",
      "Fire Prevention Program                                                   12   \n",
      "Fluorinated Gases Emission Reduction Incentives                           15   \n",
      "Food Production Investment Program                                        30   \n",
      "Forest Carbon Plan Implementation                                          5   \n",
      "Forest Health Program                                                     20   \n",
      "Low Carbon Transit Operations Program                                     18   \n",
      "Low Carbon Transportation                                                  4   \n",
      "Safe and Affordable Drinking Water Fund                                   10   \n",
      "Transformative Climate Communities                                        10   \n",
      "Transit and Intercity Rail Capital Program                                29   \n",
      "Urban and Community Forestry Program                                     132   \n",
      "Waste Diversion                                                            1   \n",
      "Wetlands and Watershed Restoration                                         2   \n",
      "\n",
      "                                                                            \n",
      "                                                          sum         mean  \n",
      "Program Name                                                                \n",
      "Affordable Housing and Sustainable Communities ...  176615877  22076984.62  \n",
      "Climate Adaptation and Resiliency Program              299000    299000.00  \n",
      "Community Air Protection                             80955408    367979.13  \n",
      "Fire Prevention Program                               7806649    650554.08  \n",
      "Fluorinated Gases Emission Reduction Incentives       1000001     66666.73  \n",
      "Food Production Investment Program                   70824290   2360809.67  \n",
      "Forest Carbon Plan Implementation                     1108131    221626.20  \n",
      "Forest Health Program                                57230331   2861516.55  \n",
      "Low Carbon Transit Operations Program                11165512    620306.22  \n",
      "Low Carbon Transportation                            10744732   2686183.00  \n",
      "Safe and Affordable Drinking Water Fund              10457866   1045786.60  \n",
      "Transformative Climate Communities                   38277301   3827730.10  \n",
      "Transit and Intercity Rail Capital Program          189696000   6541241.38  \n",
      "Urban and Community Forestry Program                 18561997    140621.19  \n",
      "Waste Diversion                                       3950527   3950527.00  \n",
      "Wetlands and Watershed Restoration                    7575346   3787673.00  \n",
      "\n",
      "Largest 2024 Projects:\n",
      "                                             Program Name         County  \\\n",
      "117879         Transit and Intercity Rail Capital Program        Alameda   \n",
      "90922          Transit and Intercity Rail Capital Program    Los Angeles   \n",
      "136661  Affordable Housing and Sustainable Communities...    Los Angeles   \n",
      "141400  Affordable Housing and Sustainable Communities...  San Francisco   \n",
      "100763  Affordable Housing and Sustainable Communities...  San Francisco   \n",
      "\n",
      "        Total Program GGRFFunding Date Operational  \n",
      "117879                  107100000       2024-03-01  \n",
      "90922                    40000000       2024-09-23  \n",
      "136661                   29889806       2024-04-01  \n",
      "141400                   29269952       2024-08-01  \n",
      "100763                   25424799       2024-01-01  \n"
     ]
    }
   ],
   "source": [
    "print(\"2024 Projects by Program:\")\n",
    "print(data[data['Year'] == 2024].groupby('Program Name').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean']\n",
    "}).round(2))\n",
    "\n",
    "print(\"\\nLargest 2024 Projects:\")\n",
    "print(data[data['Year'] == 2024].nlargest(5, 'Total Program GGRFFunding')[\n",
    "    ['Program Name', 'County', 'Total Program GGRFFunding', 'Date Operational']\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023 vs 2024 Program Comparison:\n",
      "                                                        Total Program GGRFFunding  \\\n",
      "                                                                            count   \n",
      "Year Program Name                                                                   \n",
      "2023 Affordable Housing and Sustainable Communities ...                        20   \n",
      "     Climate Adaptation and Resiliency Program                                  6   \n",
      "     Climate Change Research Program                                            3   \n",
      "     Climate Ready Program                                                      4   \n",
      "     Climate Resilience Planning                                               36   \n",
      "     Climate Smart Agriculture                                                363   \n",
      "     Community Air Protection                                                1926   \n",
      "     Fire Prevention Program                                                   11   \n",
      "     Food Production Investment Program                                        20   \n",
      "     Forest Carbon Plan Implementation                                         83   \n",
      "     Forest Health Program                                                     27   \n",
      "     Funding Agricultural Replacement Measures for E...                       539   \n",
      "     Low Carbon Transit Operations Program                                     99   \n",
      "     Low Carbon Transportation                                               3187   \n",
      "     Low-Income Weatherization Program                                         26   \n",
      "     SB 1383 Local Assistance Grant Program                                    12   \n",
      "     Safe and Affordable Drinking Water Fund                                   22   \n",
      "     Sustainable Agricultural Lands Conservation Pro...                        15   \n",
      "     Training and Workforce Development Program                               136   \n",
      "     Transformative Climate Communities                                       142   \n",
      "     Transit and Intercity Rail Capital Program                                14   \n",
      "     Urban Greening Program                                                    42   \n",
      "     Waste Diversion                                                           18   \n",
      "     Water-Energy Efficiency                                                   51   \n",
      "     Wetlands and Watershed Restoration                                         1   \n",
      "     Woodsmoke Reduction Program                                               22   \n",
      "2024 Affordable Housing and Sustainable Communities ...                         8   \n",
      "     Climate Adaptation and Resiliency Program                                  1   \n",
      "     Community Air Protection                                                 220   \n",
      "     Fire Prevention Program                                                   12   \n",
      "     Fluorinated Gases Emission Reduction Incentives                           15   \n",
      "     Food Production Investment Program                                        30   \n",
      "     Forest Carbon Plan Implementation                                          5   \n",
      "     Forest Health Program                                                     20   \n",
      "     Low Carbon Transit Operations Program                                     18   \n",
      "     Low Carbon Transportation                                                  4   \n",
      "     Safe and Affordable Drinking Water Fund                                   10   \n",
      "     Transformative Climate Communities                                        10   \n",
      "     Transit and Intercity Rail Capital Program                                29   \n",
      "     Urban and Community Forestry Program                                     132   \n",
      "     Waste Diversion                                                            1   \n",
      "     Wetlands and Watershed Restoration                                         2   \n",
      "\n",
      "                                                                    \\\n",
      "                                                               sum   \n",
      "Year Program Name                                                    \n",
      "2023 Affordable Housing and Sustainable Communities ...  334283890   \n",
      "     Climate Adaptation and Resiliency Program             3374200   \n",
      "     Climate Change Research Program                        396119   \n",
      "     Climate Ready Program                                 4368244   \n",
      "     Climate Resilience Planning                           5041046   \n",
      "     Climate Smart Agriculture                            43068601   \n",
      "     Community Air Protection                             45727103   \n",
      "     Fire Prevention Program                               9456431   \n",
      "     Food Production Investment Program                   42815128   \n",
      "     Forest Carbon Plan Implementation                    22524961   \n",
      "     Forest Health Program                                37902075   \n",
      "     Funding Agricultural Replacement Measures for E...   40805691   \n",
      "     Low Carbon Transit Operations Program               114507056   \n",
      "     Low Carbon Transportation                           169989768   \n",
      "     Low-Income Weatherization Program                     4226240   \n",
      "     SB 1383 Local Assistance Grant Program                5969666   \n",
      "     Safe and Affordable Drinking Water Fund              11621901   \n",
      "     Sustainable Agricultural Lands Conservation Pro...   24711311   \n",
      "     Training and Workforce Development Program            7332437   \n",
      "     Transformative Climate Communities                   40263894   \n",
      "     Transit and Intercity Rail Capital Program          118568000   \n",
      "     Urban Greening Program                               26722800   \n",
      "     Waste Diversion                                        213843   \n",
      "     Water-Energy Efficiency                                 73165   \n",
      "     Wetlands and Watershed Restoration                     743216   \n",
      "     Woodsmoke Reduction Program                             93135   \n",
      "2024 Affordable Housing and Sustainable Communities ...  176615877   \n",
      "     Climate Adaptation and Resiliency Program              299000   \n",
      "     Community Air Protection                             80955408   \n",
      "     Fire Prevention Program                               7806649   \n",
      "     Fluorinated Gases Emission Reduction Incentives       1000001   \n",
      "     Food Production Investment Program                   70824290   \n",
      "     Forest Carbon Plan Implementation                     1108131   \n",
      "     Forest Health Program                                57230331   \n",
      "     Low Carbon Transit Operations Program                11165512   \n",
      "     Low Carbon Transportation                            10744732   \n",
      "     Safe and Affordable Drinking Water Fund              10457866   \n",
      "     Transformative Climate Communities                   38277301   \n",
      "     Transit and Intercity Rail Capital Program          189696000   \n",
      "     Urban and Community Forestry Program                 18561997   \n",
      "     Waste Diversion                                       3950527   \n",
      "     Wetlands and Watershed Restoration                    7575346   \n",
      "\n",
      "                                                        Is Benefit Disadvantaged Communities  \n",
      "                                                                                        mean  \n",
      "Year Program Name                                                                             \n",
      "2023 Affordable Housing and Sustainable Communities ...                                 0.00  \n",
      "     Climate Adaptation and Resiliency Program                                          0.00  \n",
      "     Climate Change Research Program                                                    0.00  \n",
      "     Climate Ready Program                                                              0.00  \n",
      "     Climate Resilience Planning                                                        0.00  \n",
      "     Climate Smart Agriculture                                                          0.00  \n",
      "     Community Air Protection                                                           0.00  \n",
      "     Fire Prevention Program                                                            0.00  \n",
      "     Food Production Investment Program                                                 0.00  \n",
      "     Forest Carbon Plan Implementation                                                  0.00  \n",
      "     Forest Health Program                                                              0.00  \n",
      "     Funding Agricultural Replacement Measures for E...                                 0.00  \n",
      "     Low Carbon Transit Operations Program                                              0.00  \n",
      "     Low Carbon Transportation                                                          0.00  \n",
      "     Low-Income Weatherization Program                                                  0.00  \n",
      "     SB 1383 Local Assistance Grant Program                                             0.00  \n",
      "     Safe and Affordable Drinking Water Fund                                            0.00  \n",
      "     Sustainable Agricultural Lands Conservation Pro...                                 0.00  \n",
      "     Training and Workforce Development Program                                         0.00  \n",
      "     Transformative Climate Communities                                                 0.00  \n",
      "     Transit and Intercity Rail Capital Program                                         0.36  \n",
      "     Urban Greening Program                                                             0.00  \n",
      "     Waste Diversion                                                                    0.00  \n",
      "     Water-Energy Efficiency                                                            0.06  \n",
      "     Wetlands and Watershed Restoration                                                 0.00  \n",
      "     Woodsmoke Reduction Program                                                        0.00  \n",
      "2024 Affordable Housing and Sustainable Communities ...                                 0.00  \n",
      "     Climate Adaptation and Resiliency Program                                          0.00  \n",
      "     Community Air Protection                                                           0.00  \n",
      "     Fire Prevention Program                                                            0.00  \n",
      "     Fluorinated Gases Emission Reduction Incentives                                    0.00  \n",
      "     Food Production Investment Program                                                 0.00  \n",
      "     Forest Carbon Plan Implementation                                                  0.00  \n",
      "     Forest Health Program                                                              0.00  \n",
      "     Low Carbon Transit Operations Program                                              0.00  \n",
      "     Low Carbon Transportation                                                          0.00  \n",
      "     Safe and Affordable Drinking Water Fund                                            0.00  \n",
      "     Transformative Climate Communities                                                 0.00  \n",
      "     Transit and Intercity Rail Capital Program                                         0.00  \n",
      "     Urban and Community Forestry Program                                               0.00  \n",
      "     Waste Diversion                                                                    0.00  \n",
      "     Wetlands and Watershed Restoration                                                 0.00  \n",
      "\n",
      "Percent Changes 2023-2024:\n",
      "       Total Program GGRFFunding  Is Benefit Disadvantaged Communities\n",
      "count                     -92.42                                   NaN\n",
      "sum                       -38.44                                   NaN\n",
      "mean                      712.66                                -100.0\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Compare 2023 vs 2024 by program\n",
    "years_comparison = data[data['Year'].isin([2023, 2024])].groupby(['Year', 'Program Name']).agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum'],\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "print(\"2023 vs 2024 Program Comparison:\")\n",
    "print(years_comparison)\n",
    "\n",
    "# Calculate percent changes in key metrics\n",
    "print(\"\\nPercent Changes 2023-2024:\")\n",
    "metrics_2023 = data[data['Year'] == 2023].agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "})\n",
    "\n",
    "metrics_2024 = data[data['Year'] == 2024].agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "})\n",
    "\n",
    "pct_change = ((metrics_2024 - metrics_2023) / metrics_2023 * 100).round(2)\n",
    "print(pct_change)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-2024 Changes (excluding Low Carbon Transportation):\n",
      "                                                    2023          2024\n",
      "Total Program GGRFFunding            count  3.638000e+03  5.130000e+02\n",
      "                                     sum    9.448102e+08  6.755242e+08\n",
      "                                     mean   2.597059e+05  1.316811e+06\n",
      "Is Benefit Disadvantaged Communities mean   0.000000e+00  0.000000e+00\n",
      "is_multi_county                      count  3.638000e+03  5.130000e+02\n",
      "                                     mean   2.000000e-02  7.000000e-02\n",
      "partnership_size                     mean   1.050000e+00  1.320000e+00\n"
     ]
    }
   ],
   "source": [
    "# Filter out Low Carbon Transportation\n",
    "data_filtered = data[data['Program Name'] != 'Low Carbon Transportation'].copy()\n",
    "\n",
    "# Recalculate temporal analysis\n",
    "temporal_filtered = data_filtered.groupby('Year').agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "   'Is Benefit Disadvantaged Communities': 'mean',\n",
    "   'is_multi_county': ['count', 'mean'],\n",
    "   'partnership_size': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "# Compare 2023-2024 without LCT\n",
    "years_comparison = data_filtered[data_filtered['Year'].isin([2023, 2024])].groupby(['Year', 'Program Name']).agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum'],\n",
    "   'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "print(\"2023-2024 Changes (excluding Low Carbon Transportation):\")\n",
    "changes = pd.DataFrame({\n",
    "   '2023': temporal_filtered.loc[2023],\n",
    "   '2024': temporal_filtered.loc[2024]\n",
    "})\n",
    "print(changes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 15))\n",
    "\n",
    "# Projects count \n",
    "ax1.plot(temporal_filtered.index, \n",
    "         temporal_filtered[('Total Program GGRFFunding', 'count')],\n",
    "         marker='o', linewidth=2)\n",
    "ax1.set_title('Number of Projects (Excluding LCT)')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Average funding\n",
    "ax2.plot(temporal_filtered.index,\n",
    "         temporal_filtered[('Total Program GGRFFunding', 'mean')]/1e6,\n",
    "         marker='o', linewidth=2)\n",
    "ax2.set_title('Average Project Funding (Millions $)')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "# Total funding\n",
    "ax3.plot(temporal_filtered.index,\n",
    "         temporal_filtered[('Total Program GGRFFunding', 'sum')]/1e9,\n",
    "         marker='o', linewidth=2)\n",
    "ax3.set_title('Total GGRF Funding (Billions $)')\n",
    "ax3.grid(True, alpha=0.3)\n",
    "\n",
    "# Partnership size\n",
    "ax4.plot(temporal_filtered.index,\n",
    "         temporal_filtered[('partnership_size', 'mean')],\n",
    "         marker='o', linewidth=2)\n",
    "ax4.set_title('Average Number of Partner Counties')\n",
    "ax4.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **Project Volume Evolution**\n",
    "- Growth phase: 2014-2019 (from ~0 to 5000+ projects)\n",
    "- Plateau: 2019-2022 (~4000-5000 projects)\n",
    "- Sharp decline: 2023-2024 (down to ~500 projects)\n",
    "\n",
    "2. **Average Project Size**\n",
    "- Relatively stable 2014-2023 ($0.1-0.3M per project)\n",
    "- Dramatic increase in 2024 (to ~$1.3M per project)\n",
    "- Suggests shift to fewer but larger projects\n",
    "\n",
    "3. **Total GGRF Funding**\n",
    "- Steady increase: 2014-2020 (reaching ~$1.1B)\n",
    "- Recent decline: 2020-2024 (down to ~$0.67B)\n",
    "- More stable pattern than project counts\n",
    "\n",
    "4. **Partnership Trends**\n",
    "- Generally stable at 1.0-1.1 partners until 2020\n",
    "- Spike in 2020 (~1.24 partners)\n",
    "- New peak in 2024 (~1.32 partners)\n",
    "- Suggests increasing regional collaboration\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Program Scale Distribution:\n",
      "size_category\n",
      "Small     21\n",
      "Large     11\n",
      "Medium     5\n",
      "Mega       1\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Geographic Concentration:\n",
      "Top 5 counties account for 39.3% of funding\n",
      "\n",
      "Program Categories by Total Funding (Billions $):\n",
      "size_category\n",
      "Large     2.19\n",
      "Small     2.00\n",
      "Mega      1.19\n",
      "Medium    0.78\n",
      "Name: total_funding, dtype: float64\n",
      "\n",
      "Largest Programs (by total funding):\n",
      "                                                    total_funding  \\\n",
      "Program Name                                                        \n",
      "Affordable Housing and Sustainable Communities ...     1192203125   \n",
      "Low Carbon Transit Operations Program                   775906434   \n",
      "Transit and Intercity Rail Capital Program              771556000   \n",
      "Fire Prevention Program                                 596274123   \n",
      "Community Air Protection                                529523228   \n",
      "\n",
      "                                                    project_count  \\\n",
      "Program Name                                                        \n",
      "Affordable Housing and Sustainable Communities ...             93   \n",
      "Low Carbon Transit Operations Program                         766   \n",
      "Transit and Intercity Rail Capital Program                    135   \n",
      "Fire Prevention Program                                       600   \n",
      "Community Air Protection                                     5187   \n",
      "\n",
      "                                                    avg_funding  dac_rate  \\\n",
      "Program Name                                                                \n",
      "Affordable Housing and Sustainable Communities ...  12819388.44      0.16   \n",
      "Low Carbon Transit Operations Program                1012932.68      0.09   \n",
      "Transit and Intercity Rail Capital Program           5715229.63      0.19   \n",
      "Fire Prevention Program                               993790.20      0.00   \n",
      "Community Air Protection                              102086.61      0.00   \n",
      "\n",
      "                                                    ghg_per_dollar  \n",
      "Program Name                                                        \n",
      "Affordable Housing and Sustainable Communities ...            0.00  \n",
      "Low Carbon Transit Operations Program                         0.01  \n",
      "Transit and Intercity Rail Capital Program                    0.01  \n",
      "Fire Prevention Program                                       0.00  \n",
      "Community Air Protection                                      0.00  \n"
     ]
    }
   ],
   "source": [
    "# 1. Program Scale Analysis\n",
    "program_scale = data_filtered.groupby('Program Name').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Is Benefit Disadvantaged Communities': 'mean',\n",
    "    'Total Project GHGReductions': 'sum'\n",
    "}).round(2)\n",
    "\n",
    "# Flatten column names\n",
    "program_scale.columns = ['project_count', 'total_funding', 'avg_funding', \n",
    "                        'dac_rate', 'total_ghg']\n",
    "\n",
    "# Calculate GHG efficiency\n",
    "program_scale['ghg_per_dollar'] = program_scale['total_ghg'] / program_scale['total_funding']\n",
    "\n",
    "# Categorize programs by size\n",
    "def categorize_program_size(mean_funding):\n",
    "    if mean_funding > 10e6:  # 10M\n",
    "        return 'Mega'\n",
    "    elif mean_funding > 1e6:  # 1M\n",
    "        return 'Large'\n",
    "    elif mean_funding > 500e3:  # 500K\n",
    "        return 'Medium'\n",
    "    else:\n",
    "        return 'Small'\n",
    "\n",
    "program_scale['size_category'] = program_scale['avg_funding'].apply(categorize_program_size)\n",
    "\n",
    "print(\"Program Scale Distribution:\")\n",
    "print(program_scale['size_category'].value_counts())\n",
    "\n",
    "# 2. Geographic Analysis\n",
    "geographic_dist = data_filtered.groupby('County').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum'],\n",
    "    'Is Benefit Disadvantaged Communities': 'mean',\n",
    "    'Total Project GHGReductions': 'sum'\n",
    "})\n",
    "\n",
    "geographic_dist.columns = ['project_count', 'total_funding', 'dac_rate', 'total_ghg']\n",
    "\n",
    "# Calculate concentration metrics\n",
    "total_funding = geographic_dist['total_funding'].sum()\n",
    "top_5_counties = geographic_dist['total_funding'].nlargest(5)\n",
    "concentration = (top_5_counties.sum() / total_funding) * 100\n",
    "\n",
    "print(\"\\nGeographic Concentration:\")\n",
    "print(f\"Top 5 counties account for {concentration:.1f}% of funding\")\n",
    "\n",
    "# 3. Print key findings\n",
    "print(\"\\nProgram Categories by Total Funding (Billions $):\")\n",
    "size_summary = program_scale.groupby('size_category')['total_funding'].sum().sort_values(ascending=False)/1e9\n",
    "print(size_summary.round(2))\n",
    "\n",
    "# Show largest programs\n",
    "print(\"\\nLargest Programs (by total funding):\")\n",
    "print(program_scale.nlargest(5, 'total_funding')[\n",
    "    ['total_funding', 'project_count', 'avg_funding', 'dac_rate', 'ghg_per_dollar']\n",
    "].round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **Program Scale Distribution**\n",
    "- Most programs (21) are \"Small\" scale\n",
    "- 11 \"Large\" programs\n",
    "- Only 1 \"Mega\" program (Affordable Housing at $1.19B)\n",
    "- More balanced distribution than when including transportation subsidies\n",
    "\n",
    "1. **Funding Allocation**\n",
    "- Large programs: $2.19B total\n",
    "- Small programs: $2.00B total\n",
    "- Mega programs: $1.19B total\n",
    "- Medium programs: $0.78B total\n",
    "- Total GGRF funding: ~$6.16B\n",
    "\n",
    "1. **Top Programs by Funding**\n",
    "- Affordable Housing: $1.19B (93 projects)\n",
    "- Low Carbon Transit: $776M (766 projects)\n",
    "- Transit/Rail Capital: $772M (135 projects)\n",
    "- Fire Prevention: $596M (600 projects)\n",
    "- Community Air Protection: $530M (5,187 projects)\n",
    "\n",
    "1. **Program Characteristics**\n",
    "- Wide range in project counts (93 to 5,187)\n",
    "- Average project sizes vary significantly:\n",
    "  * Affordable Housing: $12.8M/project\n",
    "  * Transit/Rail: $5.7M/project\n",
    "  * Community Air Protection: $102K/project\n",
    "\n",
    "1. **Geographic Distribution**\n",
    "- Less concentrated than before\n",
    "- Top 5 counties: 39.3% of funding (vs. previous 75.6%)\n",
    "- Suggests more equitable geographic distribution\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. DAC Benefits by Program Size:\n",
      "              dac_rate             total_funding project_count\n",
      "                  mean   min   max           sum           sum\n",
      "size_category                                                 \n",
      "Large            0.087  0.00  0.67    2185763970          1314\n",
      "Medium           0.036  0.00  0.18     779274523           831\n",
      "Mega             0.160  0.16  0.16    1192203125            93\n",
      "Small            0.084  0.00  0.92    2003043460         28913\n",
      "\n",
      "2. Regional Distribution:\n",
      "                total_funding  project_count  dac_rate  total_ghg\n",
      "region                                                           \n",
      "Central Valley     1387932197          14496     0.104   25320641\n",
      "Other              2289435192           9195     0.101   24839824\n",
      "Urban              2482917689           7460     0.161   15727243\n",
      "\n",
      "4. Multi-County vs Single-County Projects:\n",
      "                Multi-County  Single-County\n",
      "project_count   7.520000e+02   3.039900e+04\n",
      "total_funding   5.210746e+08   5.639210e+09\n",
      "avg_funding     6.929184e+05   1.855064e+05\n",
      "dac_rate        1.090000e-01   2.730000e-01\n",
      "ghg_per_dollar  1.200000e-02   1.100000e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. DAC Benefits by Program Size\n",
    "dac_by_size = program_scale.groupby('size_category').agg({\n",
    "   'dac_rate': ['mean', 'min', 'max'],\n",
    "   'total_funding': 'sum',\n",
    "   'project_count': 'sum'\n",
    "}).round(3)\n",
    "\n",
    "# 2. Geographic Analysis\n",
    "# Add region classification\n",
    "def classify_region(county):\n",
    "   if isinstance(county, str):  # Handle multi-county cases\n",
    "       counties = county.split(',')\n",
    "       county = counties[0].strip()\n",
    "   \n",
    "   urban_counties = ['Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange']\n",
    "   central_valley = ['Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare']\n",
    "   \n",
    "   if county in urban_counties:\n",
    "       return 'Urban'\n",
    "   elif county in central_valley:\n",
    "       return 'Central Valley'\n",
    "   else:\n",
    "       return 'Other'\n",
    "\n",
    "geographic_dist['region'] = geographic_dist.index.map(classify_region)\n",
    "regional_metrics = geographic_dist.groupby('region').agg({\n",
    "   'total_funding': 'sum',\n",
    "   'project_count': 'sum',\n",
    "   'dac_rate': 'mean',\n",
    "   'total_ghg': 'sum'\n",
    "}).round(3)\n",
    "\n",
    "# 3. Project Size vs GHG Efficiency\n",
    "# Create scatter plot\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(program_scale['avg_funding']/1e6, \n",
    "          program_scale['ghg_per_dollar'],\n",
    "          alpha=0.6)\n",
    "plt.xlabel('Average Project Size (Millions $)')\n",
    "plt.ylabel('GHG Reduction per Dollar')\n",
    "plt.title('Project Size vs. GHG Efficiency')\n",
    "\n",
    "# 4. Multi-county Analysis\n",
    "multi_county_data = data_filtered[data_filtered['County'].str.contains(',', na=False)]\n",
    "single_county_data = data_filtered[~data_filtered['County'].str.contains(',', na=False)]\n",
    "\n",
    "multi_vs_single = pd.DataFrame({\n",
    "   'Multi-County': {\n",
    "       'project_count': len(multi_county_data),\n",
    "       'total_funding': multi_county_data['Total Program GGRFFunding'].sum(),\n",
    "       'avg_funding': multi_county_data['Total Program GGRFFunding'].mean(),\n",
    "       'dac_rate': multi_county_data['Is Benefit Disadvantaged Communities'].mean(),\n",
    "       'ghg_per_dollar': (multi_county_data['Total Project GHGReductions'].sum() / \n",
    "                         multi_county_data['Total Program GGRFFunding'].sum())\n",
    "   },\n",
    "   'Single-County': {\n",
    "       'project_count': len(single_county_data),\n",
    "       'total_funding': single_county_data['Total Program GGRFFunding'].sum(),\n",
    "       'avg_funding': single_county_data['Total Program GGRFFunding'].mean(),\n",
    "       'dac_rate': single_county_data['Is Benefit Disadvantaged Communities'].mean(),\n",
    "       'ghg_per_dollar': (single_county_data['Total Project GHGReductions'].sum() / \n",
    "                         single_county_data['Total Program GGRFFunding'].sum())\n",
    "   }\n",
    "})\n",
    "\n",
    "print(\"1. DAC Benefits by Program Size:\")\n",
    "print(dac_by_size)\n",
    "\n",
    "print(\"\\n2. Regional Distribution:\")\n",
    "print(regional_metrics)\n",
    "\n",
    "print(\"\\n4. Multi-County vs Single-County Projects:\")\n",
    "print(multi_vs_single.round(3))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **Efficiency Sweet Spot**\n",
    "- Highest GHG efficiency (0.12-0.13 reduction per dollar) occurs in projects around $2M\n",
    "- Secondary peak (0.06) in smaller projects under $1M\n",
    "- Suggests optimal scale for GHG reduction isn't necessarily larger projects\n",
    "\n",
    "1. **Size-Efficiency Relationship**\n",
    "- No clear linear relationship\n",
    "- Most projects cluster in lower ranges (both size and efficiency)\n",
    "- Largest projects ($12M+) show relatively low GHG efficiency\n",
    "- Suggests diminishing returns as projects scale up\n",
    "\n",
    "1. **Distribution Pattern**\n",
    "- Dense cluster of projects under $2M with varying efficiency\n",
    "- Sparse distribution in higher project sizes\n",
    "- Few projects achieve both large scale and high efficiency\n",
    "\n",
    "Let's identify:\n",
    "1. What programs occupy that sweet spot around $2M with high efficiency?\n",
    "2. What characteristics do those efficient projects share?\n",
    "3. Are there geographic patterns in the more efficient projects?\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Most GHG-Efficient Programs:\n",
      "                                                    total_funding  \\\n",
      "Program Name                                                        \n",
      "Sustainable Agricultural Lands Conservation Pro...      122424176   \n",
      "Climate Smart Agriculture                               338161549   \n",
      "Fluorinated Gases Emission Reduction Incentives           1000001   \n",
      "Low-Carbon Fuels Production Program                      12500000   \n",
      "Food Production Investment Program                      117791478   \n",
      "Wetlands and Watershed Restoration                       16171301   \n",
      "Forest Health Program                                   207621340   \n",
      "Waste Diversion                                         118571417   \n",
      "Renewable Energy for Agriculture Program                  9500000   \n",
      "Woodsmoke Reduction Program                               7895909   \n",
      "\n",
      "                                                    avg_funding  \\\n",
      "Program Name                                                      \n",
      "Sustainable Agricultural Lands Conservation Pro...   1275251.83   \n",
      "Climate Smart Agriculture                             257941.68   \n",
      "Fluorinated Gases Emission Reduction Incentives        66666.73   \n",
      "Low-Carbon Fuels Production Program                  3125000.00   \n",
      "Food Production Investment Program                   2103419.25   \n",
      "Wetlands and Watershed Restoration                   2021412.62   \n",
      "Forest Health Program                                1701814.26   \n",
      "Waste Diversion                                       463169.60   \n",
      "Renewable Energy for Agriculture Program              211111.11   \n",
      "Woodsmoke Reduction Program                             8233.48   \n",
      "\n",
      "                                                    ghg_per_dollar  dac_rate  \n",
      "Program Name                                                                  \n",
      "Sustainable Agricultural Lands Conservation Pro...           0.123      0.01  \n",
      "Climate Smart Agriculture                                    0.062      0.05  \n",
      "Fluorinated Gases Emission Reduction Incentives              0.037      0.00  \n",
      "Low-Carbon Fuels Production Program                          0.036      0.00  \n",
      "Food Production Investment Program                           0.025      0.00  \n",
      "Wetlands and Watershed Restoration                           0.025      0.00  \n",
      "Forest Health Program                                        0.023      0.00  \n",
      "Waste Diversion                                              0.016      0.09  \n",
      "Renewable Energy for Agriculture Program                     0.013      0.00  \n",
      "Woodsmoke Reduction Program                                  0.013      0.00  \n",
      "\n",
      "2. Characteristics of High-Efficiency Programs:\n",
      "\n",
      "Size Distribution:\n",
      "size_category\n",
      "Large    5\n",
      "Small    5\n",
      "Name: count, dtype: int64\n",
      "\n",
      "3. Geographic Distribution of High-Efficiency Projects:\n",
      "                    Total Program GGRFFunding           \\\n",
      "                                        count      sum   \n",
      "County                                                   \n",
      "Sierra                                      5   485667   \n",
      "Mono                                       10  2946879   \n",
      "Lassen                                     28  5510913   \n",
      "Calaveras                                  32  9678108   \n",
      "Los Angeles, Solano                         1   212629   \n",
      "\n",
      "                    Total Project GHGReductions ghg_per_dollar  \n",
      "                                            sum                 \n",
      "County                                                          \n",
      "Sierra                                   730033       1.503155  \n",
      "Mono                                    1570341       0.532883  \n",
      "Lassen                                  2089977       0.379243  \n",
      "Calaveras                               1857223       0.191899  \n",
      "Los Angeles, Solano                       23680       0.111368  \n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's identify the most GHG-efficient projects and analyze their characteristics\n",
    "\n",
    "# Add efficiency metric to original program data\n",
    "program_scale['efficiency_tier'] = pd.qcut(program_scale['ghg_per_dollar'], \n",
    "                                        q=4, \n",
    "                                        labels=['Low', 'Medium-Low', 'Medium-High', 'High'])\n",
    "\n",
    "print(\"1. Most GHG-Efficient Programs:\")\n",
    "high_efficiency = program_scale[program_scale['efficiency_tier'] == 'High'].sort_values('ghg_per_dollar', ascending=False)\n",
    "print(high_efficiency[['total_funding', 'avg_funding', 'ghg_per_dollar', 'dac_rate']].round(3))\n",
    "\n",
    "# Analyze characteristics of high-efficiency programs\n",
    "print(\"\\n2. Characteristics of High-Efficiency Programs:\")\n",
    "print(\"\\nSize Distribution:\")\n",
    "print(high_efficiency['size_category'].value_counts())\n",
    "\n",
    "# Geographic analysis of high-efficiency programs\n",
    "print(\"\\n3. Geographic Distribution of High-Efficiency Projects:\")\n",
    "# Filter original data for these programs\n",
    "high_eff_projects = data_filtered[\n",
    "   data_filtered['Program Name'].isin(high_efficiency.index)\n",
    "]\n",
    "geographic_dist = high_eff_projects.groupby('County').agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum'],\n",
    "   'Total Project GHGReductions': 'sum'\n",
    "}).round(2)\n",
    "\n",
    "# Calculate efficiency by region\n",
    "geographic_dist['ghg_per_dollar'] = (\n",
    "   geographic_dist[('Total Project GHGReductions', 'sum')] / \n",
    "   geographic_dist[('Total Program GGRFFunding', 'sum')]\n",
    ")\n",
    "\n",
    "print(geographic_dist.nlargest(5, 'ghg_per_dollar'))\n",
    "\n",
    "# Create visualization of efficiency patterns\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "# Size vs Efficiency for high performers\n",
    "plt.scatter(high_efficiency['avg_funding']/1e6, \n",
    "          high_efficiency['ghg_per_dollar'],\n",
    "          alpha=0.6,\n",
    "          s=100)\n",
    "plt.xlabel('Average Project Size (Millions $)')\n",
    "plt.ylabel('GHG Reduction per Dollar')\n",
    "plt.title('High-Efficiency Programs: Size vs Performance')\n",
    "\n",
    "# Add program labels\n",
    "for idx, row in high_efficiency.iterrows():\n",
    "   plt.annotate(idx[:20] + '...' if len(idx) > 20 else idx,\n",
    "               (row['avg_funding']/1e6, row['ghg_per_dollar']),\n",
    "               xytext=(5, 5), textcoords='offset points')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "# DAC Rate vs Efficiency\n",
    "plt.scatter(high_efficiency['dac_rate'], \n",
    "          high_efficiency['ghg_per_dollar'],\n",
    "          alpha=0.6,\n",
    "          s=100)\n",
    "plt.xlabel('DAC Benefit Rate')\n",
    "plt.ylabel('GHG Reduction per Dollar')\n",
    "plt.title('High-Efficiency Programs: Equity vs Performance')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Urban/Rural Analysis Summary:\n",
      "                Project Count  Total Funding (B)  Avg Project Size (M)  \\\n",
      "region_type                                                              \n",
      "Central Valley          14496              1.388                 0.096   \n",
      "Rural                    8474              2.183                 0.258   \n",
      "Urban                    8181              2.589                 0.316   \n",
      "\n",
      "                GHG Efficiency  DAC Rate  \n",
      "region_type                               \n",
      "Central Valley           0.018     0.181  \n",
      "Rural                    0.011     0.233  \n",
      "Urban                    0.007     0.462  \n"
     ]
    },
    {
     "data": {
      "image/png": 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ZTNq5c6dN55Os35OMXs/JkyfVunVrubm5ycvLSwMHDtQ333wjk8lksfxOemuiJyYmatCgQfLx8ZGzs7MqVKigDz/8UIZhWPSz5fcSANmLmegAMmzdunXy8/NTQECAzftaW4/w7q+5ffXVV5J039nND+r27dv6+++/VaBAAYv2l19+WfPnz1fPnj3Vv39/xcTE6OOPP1Z0dLR+/PFH86B+5MiRevfdd9W8eXM1b95c+/btU5MmTXTz5s0Hrmn+/Pnq1auXqlSpomHDhil//vyKjo7Wxo0b1aVLF73zzjuKj4/X33//bQ5n8+bNa/V4W7ZsUbNmzVSmTBmNGjVK169f1/Tp01W3bl3t27cvzYDuhRdeUOnSpTV+/Hjt27dPn332mby8vPT+++9nqP701rt3cnKSu7u72rZtq/z582vgwIHq3Lmzmjdvrrx586pIkSIqXry43nvvPfPXLIsUKWL1HKNHj9aoUaNUp04djRkzRk5OTtq1a5e+/fZbNWnSJN19UlJS1Lp1a/3www966aWXVKlSJR04cEBTpkzRH3/8kWaNxx9++EGrV6/Wa6+9pnz58umjjz5Su3btdOrUKRUqVEiSdObMGdWuXVuXL1/WSy+9pIoVK+r06dNauXKlrl27pjJlyqhu3bqKjIzUwIEDLY4fGRmpfPny6fnnn7/vPR03bpxMJpPeeustnTt3TlOnTlVQUJD279+vPHnyqFu3bhozZoyWLVtmsUTOzZs3tXLlSrVr1+6BvqGQ+o87//58fPvtt2rWrJlq1qyp8PBwOTg4aN68eWrUqJG+//5784z16OhoNW3aVEWLFtXo0aOVnJysMWPGmH8RvJe4uDjVqVNH165dU//+/VWoUCEtWLBArVu31sqVK9WmTRuL/hMmTJCDg4MGDx6s+Ph4ffDBB+ratat27dpl8zUDAIAH161bN7399tvatGmTxbc8d+3apWPHjmnevHlycnJS27ZtFRkZqbffftvc5+jRozp8+LB69eqlfPnyPVQdt27dMo9Jb9y4oejoaE2ePFn169dX6dKlzf1+++031a1bV8WLF9fQoUPl5uam5cuXKyQkRKtWrUoz5ujXr58KFCig8PBwnThxQlOnTtXrr7+uZcuWmfssXLhQoaGhCg4O1vvvv69r165pxowZqlevnqKjo1WqVCm98847qlChgmbNmmVeGqds2bJprsPT01MzZszQq6++qjZt2pgnFaW3XM79pDeuk6Rp06apdevW6tq1q27evKmlS5eqQ4cOWrdunVq0aGG+phdffFG1a9fWSy+9JEnmeuPi4vT000+bw15PT09t2LBBvXv3VkJCQprlJ9Ozfft2LVu2TP3795ezs7M++eQTNW3aVLt371bVqlXVsGFD+fj4KDIyMs3PJDIyUmXLllVgYGCm3JOMXk9iYqIaNWqks2fPasCAAfL29tbixYu1devW+57XMAy1bt1aW7duVe/eveXv769vvvlGQ4YM0enTp9NMwMnI7yUA7MAAgAyIj483JBkhISFptv3zzz/G+fPnza9r166Zt4WHhxuS7vlq0aKFuX+bNm0MScbly5ctznH9+nWLc/zzzz/3rdnX19do0qSJeZ8DBw4Y3bp1MyQZffv2Nff7/vvvDUlGZGSkxf4bN260aD937pzh5ORktGjRwkhJSTH3e/vttw1JRmhoaJrrvtu8efMMSUZMTIxhGIZx+fJlI1++fEZAQIBx/fp1i77/PkeLFi0MX1/fNMeLiYkxJBnz5s0zt/n7+xteXl7GxYsXzW2//PKL4eDgYHTv3j1Njb169bI4Zps2bYxChQqlOdfdQkNDrf5Mg4OD09Q4ceJEi/23bt1qSDJWrFhh0X73vTt69Kjh4OBgtGnTxkhOTrbo++971KBBA6NBgwbm9wsXLjQcHByM77//3mKfmTNnGpKMH3/80dwmyXBycjKOHTtmbvvll18MScb06dPNbd27dzccHByMn3/+Oc39SK3l008/NSQZhw4dMm+7efOmUbhwYYu/I+lJvSfFixc3EhISzO3Lly83JBnTpk0ztwUGBhoBAQEW+69evdqQZGzduvWe50m9x0eOHDHOnz9vnDhxwpg7d66RJ08ew9PT00hMTDRfU7ly5Yzg4GCLe33t2jWjdOnSxnPPPWdua9WqleHq6mqcPn3a3Hb06FEjV65caT4Lvr6+FvfijTfeMCRZ/KyuXLlilC5d2ihVqpT55556fypVqmQkJSWZ+06bNs2QZBw4cOCe1w0AAGyTOnZNb+yTysPDw6hRo4ZF2+uvv274+PiYxw+bNm0yJBnR0dHmPl9++aUhyZgyZcpD1ejr65vueLRu3brGhQsXLPo2btzYqFatmnHjxg1zW0pKilGnTh2jXLly5rbU6w4KCrIYAw0cONBwdHQ0/65y5coVI3/+/EafPn0szhMbG2t4eHhYtFu7l6GhoRbj/PPnzxuSjPDw8Axdf+r4aO7cucb58+eNM2fOGBs3bjT8/PwMk8lk7N6926L/v39XM4w749SqVasajRo1smh3c3NLd+zau3dvo2jRomnubadOnQwPD480x79b6s9nz5495raTJ08aLi4uRps2bcxtw4YNM5ydnS1+Lzx37pyRK1eu+94bW+5JRq9n0qRJhiRjzZo15j7Xr183KlasmGb8fffPdM2aNYYk491337U4R/v27Q2TyWTxO0hGfy8BkP1YzgVAhiQkJEhKfwZ0w4YN5enpaX5FRESk6bNq1Spt3rw5zevu2cfWzjNz5kyLc9SrVy9DdW/atMm8T7Vq1bRw4UL17NlTEydONPdZsWKFPDw89Nxzz+nChQvmV82aNZU3b17z7IItW7bo5s2b6tevn8XyFBmZbWHN5s2bdeXKFQ0dOjTNzOH0ljS5n7Nnz2r//v3q0aOHChYsaG5/4okn9Nxzz2n9+vVp9nnllVcs3j/zzDO6ePGi+WdxLy4uLun+XCdMmGBz7dasWbNGKSkpGjlyZJr19u91j1asWKFKlSqpYsWKFj/XRo0aSVKaWSNBQUEWM4KeeOIJubu7688//5R0Z2b7mjVr1KpVK4s1Qe+u5YUXXpCLi4siIyPN27755htduHAhw9+w6N69u8WMrPbt26to0aIWP7/u3btr165dFl9HjYyMlI+Pj3mpnPupUKGCPD09VapUKfXq1Ut+fn7asGGDXF1dJUn79+/X0aNH1aVLF128eNF8DxMTE9W4cWN99913SklJUXJysrZs2aKQkBAVK1bMfHw/Pz81a9bsvnWsX79etWvXtvhc582bVy+99JJOnDih33//3aJ/z549LdbAT/1qburPCgAAZJ+8efPqypUr5ve3b9/WsmXL1LFjR/P4qFGjRvLy8rIYH6WONR92FrokBQQEmMeh69at07hx4/Tbb7+pdevWun79uqQ734z99ttv9cILL+jKlSvmcc3FixcVHByso0eP6vTp0xbHfemllyzGm88884ySk5N18uRJSXfG8pcvX1bnzp0txpuOjo4KCAjI0CzlzNKrVy95enqqWLFiatq0qeLj47Vw4UI99dRTFv3+vXb9P//8o/j4eD3zzDPat2/ffc9hGIZWrVqlVq1ayTAMi2sODg5WfHx8ho4TGBiomjVrmt+XLFlSzz//vL755hslJydLujPWTUpKslhqZtmyZbp9+3aGx9T3uye2XM/GjRtVvHhxtW7d2nx8FxeXDD1na/369XJ0dFT//v0t2gcNGiTDMLRhwwaL9vv9XgLAPljOBUCGpA5ur169mmbbp59+qitXriguLs7qgKZ+/frmBxj+293B8b/P4+HhYW5v166dqlatKunOYCN1cHU/AQEBevfdd5WcnKyDBw/q3Xff1T///GMRwB09elTx8fHy8vJK9xipDwFKHSzf/WAiT0/PNF+TzKjUADT12h5Wao0VKlRIs61SpUr65ptvlJiYKDc3N3N7yZIlLfqlXss///wjd3f3e57P0dFRQUFBD1v2PR0/flwODg6qXLmyTfsdPXpUhw4dsrqcSOrPNdXd90G6cy9S18U/f/68EhIS7vuzyp8/v1q1aqXFixdr7Nixku6E28WLFzcH+Pdz998xk8kkPz8/i7X0O3bsqDfeeEORkZEaOXKk4uPjtW7dOg0cODDD/wCzatUqubu76/z58/roo48UExNj8YvV0aNHJcm8hmd64uPjdePGDV2/fl1+fn5ptqfXdreTJ0+mu0xUpUqVzNv/fd/v9XcWAABkr6tXr1qMozdt2qTz58+rdu3aFs8sefbZZ7VkyRK9//77cnBwMI8z/x3AP6jChQtbjElbtGihChUqqH379vrss8/Ur18/HTt2TIZhaMSIERoxYkS6xzl37pyKFy9ufn+/MUfqWMnaGO9+Y+nMNHLkSD3zzDO6evWqvvjiCy1dujTNBBTpzhKd7777rvbv32/xnKCMjB/Pnz+vy5cva9asWZo1a1a6fe4eY6cnvQe9li9fXteuXdP58+fl7e2tihUr6qmnnlJkZKR69+4t6c6Y+umnn87Q+FK6/z2x5XpOnjypsmXLprlPGR3rFitWLM0/GP17rPtv9/u9BIB9EKIDyBAPDw8VLVpUBw8eTLMtNfy6+2GZD6JixYqSpIMHD6pu3brmdh8fH/MDSwsUKJDuOtzp+feAOjg4WBUrVlTLli01bdo0hYWFSbozw/jumTH/lpE1ne9mbRCa0fA/Ozk6Oqbbbtz1kJtHTUpKiqpVq6bJkyenu/3uB+Bm5n3o3r27VqxYoR07dqhatWpau3atXnvttXR/kXlQBQoUUMuWLc0h+sqVK5WUlGTT8wT+/Y9brVq1UrVq1dS1a1ft3btXDg4O5mcWTJw4Uf7+/ukeI2/evA/0ENOH8V/9OwsAwKPm77//Vnx8vEWQmDqmfuGFF9LdZ/v27Xr22WfN4/4DBw5kSW2NGzeWJH333Xfq16+feVwzePBgBQcHp7vP3YHo/cYcqcdcuHCh+UGm/3b3Q02zUrVq1cy/94SEhOjatWv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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top Programs by Region (Funding in Millions $):\n",
      "region_type                                         Central Valley   Rural  \\\n",
      "Program Name                                                                 \n",
      "Transit and Intercity Rail Capital Program                   18.28   86.89   \n",
      "Affordable Housing and Sustainable Communities ...          205.61  321.80   \n",
      "Low Carbon Transit Operations Program                        52.88  178.45   \n",
      "Community Air Protection                                    144.75  145.80   \n",
      "Transformative Climate Communities                           69.17   62.67   \n",
      "Urban Greening Program                                       18.91   58.50   \n",
      "Fire Prevention Program                                      51.09  493.55   \n",
      "Waste Diversion                                              22.71   50.54   \n",
      "Low-Income Weatherization Program                            62.87   57.02   \n",
      "Urban and Community Forestry Program                          7.55   13.80   \n",
      "\n",
      "region_type                                          Urban  \n",
      "Program Name                                                \n",
      "Transit and Intercity Rail Capital Program          666.38  \n",
      "Affordable Housing and Sustainable Communities ...  664.79  \n",
      "Low Carbon Transit Operations Program               544.58  \n",
      "Community Air Protection                            238.97  \n",
      "Transformative Climate Communities                   70.89  \n",
      "Urban Greening Program                               61.36  \n",
      "Fire Prevention Program                              51.63  \n",
      "Waste Diversion                                      45.32  \n",
      "Low-Income Weatherization Program                    39.08  \n",
      "Urban and Community Forestry Program                 37.84  \n"
     ]
    }
   ],
   "source": [
    "# Define urban/rural classification\n",
    "def classify_urban_rural(county):\n",
    "   if isinstance(county, str):  # Handle multi-county cases\n",
    "       counties = county.split(',')\n",
    "       county = counties[0].strip()\n",
    "   \n",
    "   urban_counties = ['Los Angeles', 'San Francisco', 'Alameda', 'San Diego', 'Orange', 'Santa Clara']\n",
    "   central_valley = ['Fresno', 'Kern', 'Kings', 'Madera', 'Merced', 'San Joaquin', 'Stanislaus', 'Tulare']\n",
    "   \n",
    "   if county in urban_counties:\n",
    "       return 'Urban'\n",
    "   elif county in central_valley:\n",
    "       return 'Central Valley'\n",
    "   else:\n",
    "       return 'Rural'\n",
    "\n",
    "# Add classification to data\n",
    "data_filtered['region_type'] = data_filtered['County'].map(classify_urban_rural)\n",
    "\n",
    "# Analyze by region type\n",
    "region_analysis = data_filtered.groupby('region_type').agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "   'Total Project GHGReductions': ['sum', 'mean'],\n",
    "   'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "# Calculate GHG efficiency by region\n",
    "ghg_efficiency = (region_analysis[('Total Project GHGReductions', 'sum')] / \n",
    "                region_analysis[('Total Program GGRFFunding', 'sum')])\n",
    "\n",
    "print(\"Urban/Rural Analysis Summary:\")\n",
    "summary_df = pd.DataFrame({\n",
    "   'Project Count': region_analysis[('Total Program GGRFFunding', 'count')],\n",
    "   'Total Funding (B)': region_analysis[('Total Program GGRFFunding', 'sum')]/1e9,\n",
    "   'Avg Project Size (M)': region_analysis[('Total Program GGRFFunding', 'mean')]/1e6,\n",
    "   'GHG Efficiency': ghg_efficiency,\n",
    "   'DAC Rate': region_analysis[('Is Benefit Disadvantaged Communities', 'mean')]\n",
    "})\n",
    "print(summary_df.round(3))\n",
    "\n",
    "# Visualize key metrics\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# 1. Total Funding by Region\n",
    "ax1.bar(summary_df.index, summary_df['Total Funding (B)'], color='skyblue')\n",
    "ax1.set_title('Total Funding by Region (Billions $)')\n",
    "ax1.set_ylabel('Funding (Billions $)')\n",
    "\n",
    "# 2. Average Project Size\n",
    "ax2.bar(summary_df.index, summary_df['Avg Project Size (M)'], color='skyblue')\n",
    "ax2.set_title('Average Project Size by Region (Millions $)')\n",
    "ax2.set_ylabel('Average Size (Millions $)')\n",
    "\n",
    "# 3. GHG Efficiency\n",
    "ax3.bar(summary_df.index, summary_df['GHG Efficiency'], color='skyblue')\n",
    "ax3.set_title('GHG Reduction Efficiency by Region')\n",
    "ax3.set_ylabel('GHG Reduction per Dollar')\n",
    "\n",
    "# 4. DAC Benefit Rate\n",
    "ax4.bar(summary_df.index, summary_df['DAC Rate'], color='skyblue')\n",
    "ax4.set_title('DAC Benefit Rate by Region')\n",
    "ax4.set_ylabel('Proportion Benefiting DACs')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Look at program distribution by region\n",
    "print(\"\\nTop Programs by Region (Funding in Millions $):\")\n",
    "program_by_region = pd.crosstab(\n",
    "   data_filtered['Program Name'], \n",
    "   data_filtered['region_type'], \n",
    "   values=data_filtered['Total Program GGRFFunding'],\n",
    "   aggfunc='sum'\n",
    ")/1e6\n",
    "\n",
    "print(program_by_region.sort_values('Urban', ascending=False).head(10).round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **GHG Efficiency Gap**\n",
    "- Central Valley is ~3x more efficient than Urban areas (0.0175 vs 0.0065 GHG reduction per dollar)\n",
    "- Rural areas also outperform Urban (0.010 vs 0.0065)\n",
    "- Suggests climate dollars go further in non-urban areas\n",
    "\n",
    "1. **Inverse DAC Pattern**\n",
    "- Urban areas have highest DAC benefit rate (~0.45)\n",
    "- Rural areas at ~0.23 DAC rate\n",
    "- Central Valley lowest at ~0.18\n",
    "\n",
    "1. **Investment Distribution**\n",
    "- Urban areas get most funding ($2.5B)\n",
    "- Rural second ($2.2B)\n",
    "- Central Valley least ($1.4B)\n",
    "- Average project sizes follow same pattern\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Program Types and Efficiency by Region:\n",
      "\n",
      "Urban Most Efficient Programs:\n",
      "                                        Program Name  \\\n",
      "100                      Woodsmoke Reduction Program   \n",
      "29   Fluorinated Gases Emission Reduction Incentives   \n",
      "61          Renewable Energy for Agriculture Program   \n",
      "89                                   Waste Diversion   \n",
      "32                Food Production Investment Program   \n",
      "\n",
      "     Total Program GGRFFunding  efficiency  \n",
      "100                        808      0.1027  \n",
      "29                      530239      0.0380  \n",
      "61                       42551      0.0290  \n",
      "89                    45316021      0.0203  \n",
      "32                    13221462      0.0129  \n",
      "\n",
      "Rural Most Efficient Programs:\n",
      "                                         Program Name  \\\n",
      "69  Sustainable Agricultural Lands Conservation Pr...   \n",
      "49                Low-Carbon Fuels Production Program   \n",
      "28    Fluorinated Gases Emission Reduction Incentives   \n",
      "31                 Food Production Investment Program   \n",
      "37                              Forest Health Program   \n",
      "\n",
      "    Total Program GGRFFunding  efficiency  \n",
      "69                  108577417      0.1273  \n",
      "49                    5000000      0.0905  \n",
      "28                     469762      0.0352  \n",
      "31                   32710900      0.0298  \n",
      "37                  163034942      0.0285  \n",
      "\n",
      "Central Valley Most Efficient Programs:\n",
      "                                         Program Name  \\\n",
      "68  Sustainable Agricultural Lands Conservation Pr...   \n",
      "14                          Climate Smart Agriculture   \n",
      "30                 Food Production Investment Program   \n",
      "87                                    Waste Diversion   \n",
      "59           Renewable Energy for Agriculture Program   \n",
      "\n",
      "    Total Program GGRFFunding  efficiency  \n",
      "68                    9744397      0.1253  \n",
      "14                  274120208      0.0751  \n",
      "30                   71859116      0.0255  \n",
      "87                   22712521      0.0252  \n",
      "59                    3761222      0.0180  \n"
     ]
    }
   ],
   "source": [
    "# Calculate efficiency ratios and examine program types\n",
    "print(\"Program Types and Efficiency by Region:\")\n",
    "program_efficiency = data_filtered.groupby(['Program Name', 'region_type']).agg({\n",
    "    'Total Program GGRFFunding': 'sum',\n",
    "    'Total Project GHGReductions': 'sum'\n",
    "}).reset_index()\n",
    "\n",
    "program_efficiency['efficiency'] = (program_efficiency['Total Project GHGReductions'] / \n",
    "                                  program_efficiency['Total Program GGRFFunding'])\n",
    "\n",
    "# Show top efficient programs by region\n",
    "for region in ['Urban', 'Rural', 'Central Valley']:\n",
    "    print(f\"\\n{region} Most Efficient Programs:\")\n",
    "    region_data = program_efficiency[program_efficiency['region_type'] == region]\n",
    "    print(region_data.nlargest(5, 'efficiency')[\n",
    "        ['Program Name', 'Total Program GGRFFunding', 'efficiency']\n",
    "    ].round(4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This breakdown is really revealing about what works where:\n",
    "\n",
    "1. **Urban Efficiency Leaders**\n",
    "- Woodsmoke Reduction (0.1027)\n",
    "- Fluorinated Gases (0.0380)\n",
    "- Renewable Energy for Agriculture (0.0290)\n",
    "- But notice: Top performers have relatively small funding amounts (except Waste Diversion at $45M)\n",
    "\n",
    "2. **Rural Efficiency Champions**\n",
    "- Sustainable Agricultural Lands (0.1273, $108M)\n",
    "- Low-Carbon Fuels (0.0905)\n",
    "- Larger programs achieving high efficiency\n",
    "- Strong agriculture and land-use focus\n",
    "\n",
    "3. **Central Valley Success Stories**\n",
    "- Sustainable Agricultural Lands (0.1253)\n",
    "- Climate Smart Agriculture (0.0751, $274M)\n",
    "- High efficiency with substantial funding amounts\n",
    "\n",
    "**Key Patterns:**\n",
    "1. Agricultural and land-use programs dominate efficiency in rural/CV\n",
    "2. Urban areas achieve efficiency through smaller, targeted programs\n",
    "3. Central Valley shows ability to maintain efficiency at scale\n",
    "4. Similar program types (e.g., Food Production) perform differently by region\n",
    "\n",
    "Would you like to:\n",
    "1. Analyze the characteristics of the most efficient programs in each region?\n",
    "2. Look at how program size relates to efficiency within each region?\n",
    "3. Examine whether these patterns change over time?\n",
    "4. Investigate if multi-county collaborations affect these regional differences?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multi-County vs Single-County by Region:\n",
      "                               Total Program GGRFFunding              \\\n",
      "                                                   count         sum   \n",
      "region_type    is_multi_county                                         \n",
      "Central Valley False                               14312  1314145988   \n",
      "               True                                  184    73786209   \n",
      "Rural          False                                8194  2060718991   \n",
      "               True                                  280   122681272   \n",
      "Urban          False                                7893  2264345480   \n",
      "               True                                  288   324607138   \n",
      "\n",
      "                                            Total Project GHGReductions  \\\n",
      "                                       mean                         sum   \n",
      "region_type    is_multi_county                                            \n",
      "Central Valley False              91821.268                    24949448   \n",
      "               True              401012.005                      371193   \n",
      "Rural          False             251491.212                    22645122   \n",
      "               True              438147.400                      906509   \n",
      "Urban          False             286880.208                    12069861   \n",
      "               True             1127108.118                     4945575   \n",
      "\n",
      "                               Is Benefit Disadvantaged Communities  \\\n",
      "                                                               mean   \n",
      "region_type    is_multi_county                                        \n",
      "Central Valley False                                          0.182   \n",
      "               True                                           0.103   \n",
      "Rural          False                                          0.238   \n",
      "               True                                           0.086   \n",
      "Urban          False                                          0.474   \n",
      "               True                                           0.135   \n",
      "\n",
      "                               ghg_per_dollar  \n",
      "                                               \n",
      "region_type    is_multi_county                 \n",
      "Central Valley False                 0.018985  \n",
      "               True                  0.005031  \n",
      "Rural          False                 0.010989  \n",
      "               True                  0.007389  \n",
      "Urban          False                 0.005330  \n",
      "               True                  0.015236  \n"
     ]
    }
   ],
   "source": [
    "# Analyze multi-county projects by region type\n",
    "data_filtered['is_multi_county'] = data_filtered['County'].str.contains(',', na=False)\n",
    "\n",
    "regional_collab = data_filtered.groupby(['region_type', 'is_multi_county']).agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "# Calculate efficiency\n",
    "regional_collab['ghg_per_dollar'] = (\n",
    "    regional_collab[('Total Project GHGReductions', 'sum')] / \n",
    "    regional_collab[('Total Program GGRFFunding', 'sum')]\n",
    ")\n",
    "\n",
    "print(\"Multi-County vs Single-County by Region:\")\n",
    "print(regional_collab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This intersection of multi-county and regional patterns reveals:\n",
    "\n",
    "1. **Project Size Patterns**\n",
    "- Average project size is consistently larger in multi-county projects across all regions:\n",
    "  * Urban: $1.13M vs $287K\n",
    "  * Rural: $438K vs $251K\n",
    "  * Central Valley: $401K vs $92K\n",
    "\n",
    "1. **GHG Efficiency Varies By Region**\n",
    "- Single-county efficiency:\n",
    "  * Central Valley leads (0.019)\n",
    "  * Rural second (0.011)\n",
    "  * Urban lowest (0.005)\n",
    "- Multi-county efficiency shows different pattern:\n",
    "  * Urban leads (0.015)\n",
    "  * Rural and Central Valley lower (0.007 and 0.005)\n",
    "\n",
    "1. **DAC Benefits Trade-off**\n",
    "- Single-county DAC rates:\n",
    "  * Urban highest (47.4%)\n",
    "  * Rural (23.8%)\n",
    "  * Central Valley (18.2%)\n",
    "- Multi-county shows lower DAC rates across all regions:\n",
    "  * Urban (13.5%)\n",
    "  * Central Valley (10.3%)\n",
    "  * Rural lowest (8.6%)\n",
    "\n",
    "Key Findings:\n",
    "1. Multi-county collaborations most successful in urban areas for GHG efficiency\n",
    "2. Single-county projects better at reaching DACs across all regions\n",
    "3. Central Valley efficiency advantage disappears in multi-county projects\n",
    "4. Urban areas seem to benefit most from regional coordination\n",
    "\n",
    "This suggests different collaboration strategies might be needed for different regions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Tract', 'ZIP', 'County', 'ApproxLoc', 'TotPop19', 'CIscore',\n",
       "       'CIscoreP', 'Ozone', 'OzoneP', 'PM2_5', 'PM2_5_P', 'DieselPM',\n",
       "       'DieselPM_P', 'Pesticide', 'PesticideP', 'Tox_Rel', 'Tox_Rel_P',\n",
       "       'Traffic', 'TrafficP', 'DrinkWat', 'DrinkWatP', 'Lead', 'Lead_P',\n",
       "       'Cleanup', 'CleanupP', 'GWThreat', 'GWThreatP', 'HazWaste', 'HazWasteP',\n",
       "       'ImpWatBod', 'ImpWatBodP', 'SolWaste', 'SolWasteP', 'PollBurd',\n",
       "       'PolBurdSc', 'PolBurdP', 'Asthma', 'AsthmaP', 'LowBirtWt', 'LowBirWP',\n",
       "       'Cardiovas', 'CardiovasP', 'Educatn', 'EducatP', 'Ling_Isol',\n",
       "       'Ling_IsolP', 'Poverty', 'PovertyP', 'Unempl', 'UnemplP', 'HousBurd',\n",
       "       'HousBurdP', 'PopChar', 'PopCharSc', 'PopCharP', 'Child_10',\n",
       "       'Pop_10_64', 'Elderly65', 'Hispanic', 'White', 'AfricanAm', 'NativeAm',\n",
       "       'OtherMult', 'Shape_Leng', 'Shape_Area', 'AAPI', 'geometry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CES Tract Examples:\n",
      "0    6.083002e+09\n",
      "1    6.083002e+09\n",
      "2    6.083002e+09\n",
      "3    6.083002e+09\n",
      "4    6.083002e+09\n",
      "Name: Tract, dtype: float64\n",
      "\n",
      "CCI Tract Examples:\n",
      "16067             NaN\n",
      "25098    6.001402e+09\n",
      "25099    6.001402e+09\n",
      "25100    6.001406e+09\n",
      "25101    6.001406e+09\n",
      "Name: Census Tract, dtype: float64\n",
      "\n",
      "Missing Tract Counts:\n",
      "CES missing tracts: 0\n",
      "CCI missing tracts: 17967\n",
      "\n",
      "Merged Data Summary:\n",
      "Total rows: 13184\n",
      "Unique tracts: 3665\n",
      "\n",
      "Funding Distribution by CalEnviroScreen Score Quintiles:\n",
      "               Total Program GGRFFunding                      \\\n",
      "                                   count       sum      mean   \n",
      "CES_quintile                                                   \n",
      "Lowest Burden                       2638  39278353  14889.44   \n",
      "Low                                 2642  39059436  14784.04   \n",
      "Medium                              2636  61809955  23448.39   \n",
      "High                                2643  50317266  19037.94   \n",
      "Highest Burden                      2625  37787591  14395.27   \n",
      "\n",
      "               Total Project GHGReductions  \\\n",
      "                                       sum   \n",
      "CES_quintile                                 \n",
      "Lowest Burden                      2270359   \n",
      "Low                                 202457   \n",
      "Medium                              265818   \n",
      "High                                210633   \n",
      "Highest Burden                      159776   \n",
      "\n",
      "               Is Benefit Disadvantaged Communities  \n",
      "                                               mean  \n",
      "CES_quintile                                         \n",
      "Lowest Burden                                  0.04  \n",
      "Low                                            0.55  \n",
      "Medium                                         0.84  \n",
      "High                                           0.87  \n",
      "Highest Burden                                 0.72  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/1664997265.py:41: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  ces_analysis = merged_data.groupby('CES_quintile').agg({\n"
     ]
    }
   ],
   "source": [
    "# Clean census tract IDs in both dataframes\n",
    "def standardize_tract(tract):\n",
    "    if pd.isna(tract):\n",
    "        return None\n",
    "    if isinstance(tract, (int, float)):\n",
    "        return str(int(tract))\n",
    "    return str(tract).strip()\n",
    "\n",
    "# Check the data first\n",
    "print(\"\\nCES Tract Examples:\")\n",
    "print(gdf['Tract'].head())\n",
    "print(\"\\nCCI Tract Examples:\")\n",
    "print(data_filtered['Census Tract'].head())\n",
    "\n",
    "# Clean and standardize\n",
    "gdf['Tract_clean'] = gdf['Tract'].apply(standardize_tract)\n",
    "data_filtered['Tract_clean'] = data_filtered['Census Tract'].apply(standardize_tract)\n",
    "\n",
    "# Check for missing tracts\n",
    "print(\"\\nMissing Tract Counts:\")\n",
    "print(\"CES missing tracts:\", gdf['Tract_clean'].isna().sum())\n",
    "print(\"CCI missing tracts:\", data_filtered['Tract_clean'].isna().sum())\n",
    "\n",
    "# Merge datasets, excluding null tracts\n",
    "merged_data = pd.merge(\n",
    "    data_filtered[data_filtered['Tract_clean'].notna()], \n",
    "    gdf[['Tract_clean', 'CIscore', 'CIscoreP', 'PollBurd', 'Poverty', 'TotPop19']], \n",
    "    on='Tract_clean',\n",
    "    how='inner'\n",
    ")\n",
    "\n",
    "print(\"\\nMerged Data Summary:\")\n",
    "print(\"Total rows:\", len(merged_data))\n",
    "print(\"Unique tracts:\", merged_data['Tract_clean'].nunique())\n",
    "\n",
    "# Basic analysis of funding by CES score\n",
    "print(\"\\nFunding Distribution by CalEnviroScreen Score Quintiles:\")\n",
    "merged_data['CES_quintile'] = pd.qcut(merged_data['CIscore'], q=5, \n",
    "                                     labels=['Lowest Burden', 'Low', 'Medium', 'High', 'Highest Burden'])\n",
    "\n",
    "ces_analysis = merged_data.groupby('CES_quintile').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "print(ces_analysis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/541290860.py:6: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  merged_data.groupby('CES_quintile')['Total Program GGRFFunding'].mean().plot(\n",
      "/tmp/ipykernel_164030/541290860.py:12: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  merged_data.groupby('CES_quintile')['Total Project GHGReductions'].sum().plot(\n",
      "/tmp/ipykernel_164030/541290860.py:18: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  merged_data.groupby('CES_quintile')['Is Benefit Disadvantaged Communities'].mean().plot(\n",
      "/tmp/ipykernel_164030/541290860.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  merged_data.groupby('CES_quintile')['Total Program GGRFFunding'].count().plot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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qlFauXGnn6JBVvPbaa6patSrJO/CUCAkJMf//1q1bmjZtmsqUKWP+nNi+fbsOHTqkd955x04RAk8G8nA8CHk40oI8HHi6kIenH0ai47GUK1fu/7F33+FRVO/fxz+bQBokgQAJLYTewVAE6Z1QFQHpho5KQCGigkqTql+qiCC9GBSkWOhIUxBBpYjSIRQVQieQUJN5/uDJ/tgkC4GETDa8X9e1F+yZMzP3bMnee++ZM5o+fbqqV69u0/7zzz+rV69eOnjwoEmRwUz//fefpk6dqkOHDkmSSpQooV69emnkyJGaMWOGydEhLVi4cKHee+89/ffff2aHgqfMx8dHR44cUfbs2ZU1a9aHjoK4fPlyKkYGs/To0UO5cuXSiBEjbNqHDh2qM2fOaM6cOSZFBjgW8nAkhjwcj0Ie/uwgD0d85OHJQxEdyeLu7q7ffvtNpUuXtmn/888/VblyZebdg9W+fftUvnx5Ti1+xrRs2dLmvmEYOnv2rH7//XcNHjxYQ4cONSkypJb58+erXbt2cnV11bx58x6avHfu3DkVI4NZvL299fvvv6tIkSI27UePHlXFihV17do1kyIDHAt5OJKKPPzZRB4O8nDERx6ePEzngmR5/vnnFRoaqoULF8rPz0+SFBERoXfeeUeVKlUyOToAZvP29ra57+TkpGLFiumjjz5Sw4YNTYoKqalz586KjIzU7du3E3yZw7PJ3d1d27dvT5C8b9++nQtZAY+BPBzAw5CHgzwc8ZGHJw9FdCTL7Nmz1bJlS+XLl0/+/v6SpDNnzqhIkSL69ttvzQ0OgOnmzp1rdghIA7JkyZKki9kwQu7Z0K9fP73xxhvavXu3tdC3c+dOzZkzR4MHDzY5OsBxkIcDeBjycEjk4bBFHp48TOeCZDMMQxs2bLCZd69+/fpJvvovng2cRgo8u7Zu3Wr9v2EYatKkiWbNmqU8efLY9KtVq1ZqhwaTLFmyRJMnT7bO2VyiRAm99dZbatOmjcmRAY6FPBxJQR4OPLvIwxEfefiTo4iOJ3b37l25u7tr7969CeZixLPnUaeHXb16VVu3biV5fwZwARs8iqenp/bt26eCBQuaHQpS2b179zR69Gh169ZNefPmNTscwGGRh+NB5OGIQx6ORyEPf3aRhycf07ngiWXMmFH58uUjGYOkhHPuJbY8ODg4laKBmSZOnChPT09J0qRJk8wNBkCakiFDBn3yySd8HgDJRB6OB5GHIw55OAB7yMOTj5HoSJbZs2dr+fLlWrhwoXx8fMwOBwDgABgB82x76aWX1LJlS3Xu3NnsUACHRh4OAHhc5OHPNvLw5GEkOpLls88+07Fjx5Q7d24FBAQoU6ZMNst3795tUmQAzBIZGZnkvl5eXk8xEqRlzNf77GrcuLEGDhyo/fv3q0KFCglyhxdffNGkyADHQh4OID7ycCQFefizizw8eRiJjmQZPnz4Q5cPHTo0lSIBkFY4OTklOTHjNPRnQ/y5Wn/44QfVrVs3QdK2fPny1AwLJnFycrK7zGKx8HcBSCLycADxkYcjPvJwPIg8PHkYiY5kITkHEN/mzZut/z958qQGDhyoLl26qEqVKpKkHTt2aP78+RozZoxZISKVxZ+rtVOnTiZFgrQgNjbW7BCAdIE8HEB85OGIjzwcDyIPTx5GogMAnpp69eqpR48eat++vU37okWLNGPGDG3ZssWcwAAAAIB0jDwcAFIWRXQky6NOF+NUEODZ5uHhoX379qlIkSI27UeOHFFgYKCio6NNigyAWT766KOHLh8yZEgqRQI4NvJwAA9DHg4gPvLw5GE6FyTLihUrbO7fvXtXe/bs0fz58x85TyOA9M/f318zZ87UJ598YtM+a9Ys+fv7mxQVADMlljuEh4crQ4YMKlSoEMk7kETk4QAehjwcQHzk4cnDSHQ8FYsWLdLixYv13XffmR0KABOtXr1arVq1UuHChVW5cmVJ0q5du3T06FEtW7ZMTZo0MTlCAGlBZGSkunTpopdfflmvvvqq2eEADo08HIBEHg4gacjDk44iOp6KEydOqGzZsrpx44bZoQAw2ZkzZzRt2jQdOnRIklSiRAm9/vrrjIABYGP//v1q3ry5Tp48aXYogEMjDwcQhzwcQFKQhycN07kgxd28eVOffvqp8uTJY3YoANIAf39/jR492uwwAKRx165d07Vr18wOA3Bo5OEAHkQeDiApyMOThiI6kiVr1qw2FzQyDEPXr1+Xh4eHvvzySxMjA5BW/Pzzz/riiy904sQJffPNN8qTJ48WLlyoAgUKqHr16maHByCVffrppzb3DcPQ2bNntXDhQjVu3NikqADHQx4O4FHIwwE8iDw8eSiiI1kmTZpkc9/JyUk5cuRQ5cqVlTVrVnOCApBmLFu2TK+++qo6duyo3bt36/bt25Lu/9I9evRorV692uQIAaS2iRMn2tyPyx06d+6sQYMGmRQV4HjIwwE8DHk4gPjIw5OHOdEBAE9NuXLl1L9/fwUHB8vT01P79u1TwYIFtWfPHjVu3Fjnzp0zO0QAAAAg3SEPB4CUxUh0pJioqCgtXrxYN2/eVMOGDVWkSBGzQwJgssOHD6tmzZoJ2r29vXX16tXUDwgAgHSIPBxAfOThAJCynMwOAI7p9OnTqlWrljw9PdWgQQOdPn1a5cuXV48ePdS3b18FBgbqp59+MjtMACbLmTOnjh07lqB927ZtKliwoAkRATDT5s2bNX78eG3fvl2S9MUXXyhfvnzKkSOHevbsqZs3b5ocIZD2kYcDSArycAAPIg9PPoroeCIDBgzQnTt3NH36dHl4eCgoKEhFihTR2bNnFRERocaNG2vYsGFmhwnAZD179tRbb72lnTt3ymKx6L///lNYWJgGDBigN954w+zwAKSimTNnqkGDBpo+fbrq1aunMWPG6O2331bTpk3Vpk0bLVmyRMOHDzc7TCDNIw8HkBTk4QDikIenDOZExxPJmTOnvv/+e1WqVEmXL19W9uzZtX37dlWpUkWStG/fPtWrV08XL140OVIAZjIMQ6NHj9aYMWMUHR0tSXJ1ddWAAQM0YsQIk6MDkJpKly6t1157TX379tXatWvVvHlzzZo1S507d5YkffPNNxo0aFCio+YA/B/ycABJQR4OIA55eMqgiI4n4uTkpLNnz8rPz0+SlDlzZv3555/W08IiIiKUO3duxcTEmBkmgDTizp07OnbsmG7cuKGSJUsqc+bMZocEIJV5eHjo4MGDCggIkCS5uLho3759KlGihKT7U1QUKVJEt2/fNjNMIM0jDwfwOMjDAZCHpwwuLIonZrFYEv0/AHTr1i1J/ebMmfOUIwGQVty6dUvu7u7W+66urnJ1dbW5f+/ePTNCAxwOeTgAe8jDAcRHHp4yKKLjiQ0ZMkQeHh6S7v+6PWrUKHl7e0uS9XQxAM+mefPmKSAgQOXKlRMnPAGQ7hf6rl+/Ljc3NxmGIYvFohs3bigyMlKSrP8CeDTycAD2kIcDiI88PGUwnQueSO3atZM06mXz5s2pEA2AtCYkJERfffWVAgIC1LVrV3Xq1Ek+Pj5mhwXARE5OTja5Q1wCH/8+U1AAD0ceDuBhyMMBxEcenjIoogMAnorbt29r+fLlmjNnjn755Rc1bdpU3bt3V8OGDTn1HHgGbd26NUn9atWq9ZQjAQAgfSMPB/Ag8vCUQREdAPDUnTp1SvPmzdOCBQt07949/f3331zUCAAAAHjKyMMBIGU4mR0AACD9izt9zDAMThEDAAAAUgl5OACkDIroAICn4vbt2/rqq6/UoEEDFS1aVPv379dnn32m06dPM/oFAAAAeErIwwEg5WUwOwAAQPrTu3dvff311/L391e3bt301VdfKXv27GaHBQAAAKRr5OEA8HQwJzqS5fTp0/L3909wcRLDMHTmzBnly5fPpMgAmMnJyUn58uVTuXLlHnrxouXLl6diVAAApB/k4QASQx4OAE8H07kgWQoUKKALFy4kaL98+bIKFChgQkQA0oLg4GDVqVNHWbJkkbe3t90bgGdPt27ddP369QTtUVFR6tatmwkRAY6JPBxAYsjDAdhDHp48jERHsjg5OSkiIkI5cuSwaT916pRKliypqKgokyIDAABpkbOzs86ePStfX1+b9osXLypnzpy6d++eSZEBjoU8HAAAPA7y8ORhTnQ8kdDQUEmSxWLR4MGD5eHhYV0WExOjnTt3KjAw0KToAABAWhMZGSnDMGQYhq5fvy43NzfrspiYGK1evTpBQg8gIfJwAADwOMjDUwZFdDyRPXv2SLo/5+L+/fvl4uJiXebi4qLnnntOAwYMMCs8AACQxmTJkkUWi0UWi0VFixZNsNxisWj48OEmRAY4FvJwAADwOMjDUwbTuSBZunbtqsmTJ8vLy8vsUAAAQBq2detWGYahunXratmyZfLx8bEuc3FxUUBAgHLnzm1ihIBjIQ8HAABJQR6eMiiiI0VFRkZq06ZNKl68uIoXL252OAAAII05deqU8uXLJ4vFYnYoQLpCHg4AAB6GPDx5nMwOAI6tTZs2+uyzzyRJN2/eVMWKFdWmTRuVKVNGy5YtMzk6AACQ1hw8eFDbt2+33p86daoCAwPVoUMHXblyxcTIAMdCHg4AAB4HeXjyUERHsvz000+qUaOGJGnFihUyDENXr17Vp59+qpEjR5ocHQAASGveeecdRUZGSpL279+v0NBQNWnSROHh4dYLJgJ4NPJwAADwOMjDk4ciOpLl2rVr1rmU1q5dq1atWsnDw0NNmzbV0aNHTY4OAACkNeHh4SpZsqQkadmyZWrevLlGjx6tqVOnas2aNSZHBzgO8nAAAPA4yMOThyI6ksXf3187duxQVFSU1q5dq4YNG0qSrly5Ijc3N5OjAwAAaY2Li4uio6MlST/++KM1d/Dx8bGOjAHwaOThAADgcZCHJ08GswOAY+vXr586duyozJkzK1++fKpdu7ak+6eXlilTxtzgAABAmlO9enWFhoaqWrVq2rVrlxYvXix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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Program Types by Environmental Burden:\n",
      "Program Name    Low-Income Weatherization Program  \\\n",
      "CES_quintile                                        \n",
      "Lowest Burden                                3.69   \n",
      "Low                                         28.77   \n",
      "Medium                                      50.45   \n",
      "High                                        45.19   \n",
      "Highest Burden                              30.88   \n",
      "\n",
      "Program Name    Sustainable Agricultural Lands Conservation Program  \\\n",
      "CES_quintile                                                          \n",
      "Lowest Burden                                               22.05     \n",
      "Low                                                          0.00     \n",
      "Medium                                                       0.00     \n",
      "High                                                         0.00     \n",
      "Highest Burden                                               0.00     \n",
      "\n",
      "Program Name    Transformative Climate Communities  Waste Diversion  \\\n",
      "CES_quintile                                                          \n",
      "Lowest Burden                                 0.00             0.34   \n",
      "Low                                           0.48             0.23   \n",
      "Medium                                        0.94             0.15   \n",
      "High                                          0.33             0.12   \n",
      "Highest Burden                                3.14             0.14   \n",
      "\n",
      "Program Name    Water-Energy Efficiency  Woodsmoke Reduction Program  \\\n",
      "CES_quintile                                                           \n",
      "Lowest Burden                      7.13                         6.00   \n",
      "Low                                8.02                         1.50   \n",
      "Medium                             9.63                         0.36   \n",
      "High                               4.31                         0.01   \n",
      "Highest Burden                     3.38                         0.03   \n",
      "\n",
      "Program Name    Workforce Training and Development  \n",
      "CES_quintile                                        \n",
      "Lowest Burden                                 0.07  \n",
      "Low                                           0.07  \n",
      "Medium                                        0.29  \n",
      "High                                          0.36  \n",
      "Highest Burden                                0.21  \n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# Average Funding by CES Score\n",
    "merged_data.groupby('CES_quintile')['Total Program GGRFFunding'].mean().plot(\n",
    "    kind='bar', ax=ax1, color='skyblue')\n",
    "ax1.set_title('Average Funding by Environmental Burden')\n",
    "ax1.set_ylabel('Average Funding ($)')\n",
    "\n",
    "# GHG Reductions\n",
    "merged_data.groupby('CES_quintile')['Total Project GHGReductions'].sum().plot(\n",
    "    kind='bar', ax=ax2, color='skyblue')\n",
    "ax2.set_title('Total GHG Reductions by Environmental Burden')\n",
    "ax2.set_ylabel('GHG Reductions')\n",
    "\n",
    "# DAC Benefit Rate\n",
    "merged_data.groupby('CES_quintile')['Is Benefit Disadvantaged Communities'].mean().plot(\n",
    "    kind='bar', ax=ax3, color='skyblue')\n",
    "ax3.set_title('DAC Benefit Rate by Environmental Burden')\n",
    "ax3.set_ylabel('Proportion Benefiting DACs')\n",
    "\n",
    "# Project Counts\n",
    "merged_data.groupby('CES_quintile')['Total Program GGRFFunding'].count().plot(\n",
    "    kind='bar', ax=ax4, color='skyblue')\n",
    "ax4.set_title('Number of Projects by Environmental Burden')\n",
    "ax4.set_ylabel('Number of Projects')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Also examine program types by CES quintile\n",
    "print(\"\\nProgram Types by Environmental Burden:\")\n",
    "program_dist = pd.crosstab(\n",
    "    merged_data['CES_quintile'], \n",
    "    merged_data['Program Name'], \n",
    "    values=merged_data['Total Program GGRFFunding'],\n",
    "    aggfunc='sum'\n",
    ")/1e6  # Convert to millions\n",
    "\n",
    "print(program_dist.round(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution using CES Percentile Thresholds:\n",
      "                         Total Program GGRFFunding                       \\\n",
      "                                             count        sum      mean   \n",
      "CES_category                                                              \n",
      "High Burden (50-75%)                          2932   42831569  14608.31   \n",
      "Highest Burden (75-100%)                      7661  146493459  19121.98   \n",
      "Low Burden (0-25%)                            1182    7475213   6324.21   \n",
      "Moderate Burden (25-50%)                      1409   31452360  22322.47   \n",
      "\n",
      "                         Total Project GHGReductions  \\\n",
      "                                                 sum   \n",
      "CES_category                                           \n",
      "High Burden (50-75%)                          218725   \n",
      "Highest Burden (75-100%)                      622363   \n",
      "Low Burden (0-25%)                            163482   \n",
      "Moderate Burden (25-50%)                     2104473   \n",
      "\n",
      "                         Is Benefit Disadvantaged Communities  \n",
      "                                                         mean  \n",
      "CES_category                                                   \n",
      "High Burden (50-75%)                                     0.56  \n",
      "Highest Burden (75-100%)                                 0.81  \n",
      "Low Burden (0-25%)                                       0.01  \n",
      "Moderate Burden (25-50%)                                 0.07  \n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create meaningful CES score categories\n",
    "def categorize_ces(score):\n",
    "    if score >= 75:  # Top 25% - most burdened\n",
    "        return 'Highest Burden (75-100%)'\n",
    "    elif score >= 50:\n",
    "        return 'High Burden (50-75%)'\n",
    "    elif score >= 25:\n",
    "        return 'Moderate Burden (25-50%)'\n",
    "    else:  # Bottom 25% - least burdened\n",
    "        return 'Low Burden (0-25%)'\n",
    "\n",
    "# Add new categorization\n",
    "merged_data['CES_category'] = merged_data['CIscoreP'].apply(categorize_ces)\n",
    "\n",
    "# Analyze distribution with new categories\n",
    "ces_analysis_new = merged_data.groupby('CES_category').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(2)\n",
    "\n",
    "print(\"Distribution using CES Percentile Thresholds:\")\n",
    "print(ces_analysis_new)\n",
    "\n",
    "# Visualize with new categories\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# Average Funding\n",
    "merged_data.groupby('CES_category')['Total Program GGRFFunding'].mean().plot(\n",
    "    kind='bar', ax=ax1, color='skyblue')\n",
    "ax1.set_title('Average Funding by Environmental Burden')\n",
    "ax1.set_ylabel('Average Funding ($)')\n",
    "\n",
    "# GHG Reductions\n",
    "merged_data.groupby('CES_category')['Total Project GHGReductions'].sum().plot(\n",
    "    kind='bar', ax=ax2, color='skyblue')\n",
    "ax2.set_title('Total GHG Reductions by Environmental Burden')\n",
    "ax2.set_ylabel('GHG Reductions')\n",
    "\n",
    "# DAC Benefit Rate\n",
    "merged_data.groupby('CES_category')['Is Benefit Disadvantaged Communities'].mean().plot(\n",
    "    kind='bar', ax=ax3, color='skyblue')\n",
    "ax3.set_title('DAC Benefit Rate by Environmental Burden')\n",
    "ax3.set_ylabel('Proportion Benefiting DACs')\n",
    "\n",
    "# Project Counts\n",
    "merged_data.groupby('CES_category')['Total Program GGRFFunding'].count().plot(\n",
    "    kind='bar', ax=ax4, color='skyblue')\n",
    "ax4.set_title('Number of Projects by Environmental Burden')\n",
    "ax4.set_ylabel('Number of Projects')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define category order\n",
    "category_order = [\n",
    "    'Low Burden (0-25%)', \n",
    "    'Moderate Burden (25-50%)', \n",
    "    'High Burden (50-75%)', \n",
    "    'Highest Burden (75-100%)'\n",
    "]\n",
    "\n",
    "# Create visualizations with ordered categories\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# Average Funding\n",
    "merged_data.groupby('CES_category')['Total Program GGRFFunding'].mean()[category_order].plot(\n",
    "    kind='bar', ax=ax1, color='skyblue')\n",
    "ax1.set_title('Average Funding by Environmental Burden')\n",
    "ax1.set_ylabel('Average Funding ($)')\n",
    "\n",
    "# GHG Reductions\n",
    "merged_data.groupby('CES_category')['Total Project GHGReductions'].sum()[category_order].plot(\n",
    "    kind='bar', ax=ax2, color='skyblue')\n",
    "ax2.set_title('Total GHG Reductions by Environmental Burden')\n",
    "ax2.set_ylabel('GHG Reductions')\n",
    "\n",
    "# DAC Benefit Rate\n",
    "merged_data.groupby('CES_category')['Is Benefit Disadvantaged Communities'].mean()[category_order].plot(\n",
    "    kind='bar', ax=ax3, color='skyblue')\n",
    "ax3.set_title('DAC Benefit Rate by Environmental Burden')\n",
    "ax3.set_ylabel('Proportion Benefiting DACs')\n",
    "\n",
    "# Project Counts\n",
    "merged_data.groupby('CES_category')['Total Program GGRFFunding'].count()[category_order].plot(\n",
    "    kind='bar', ax=ax4, color='skyblue')\n",
    "ax4.set_title('Number of Projects by Environmental Burden')\n",
    "ax4.set_ylabel('Number of Projects')\n",
    "\n",
    "# Rotate x-labels for better readability\n",
    "for ax in [ax1, ax2, ax3, ax4]:\n",
    "    ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Agency Performance Overview:\n",
      "                                                   Total Program GGRFFunding  \\\n",
      "                                                                       count   \n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                         12329   \n",
      "California Coastal Commission                                             17   \n",
      "California Conservation Corps                                            766   \n",
      "California Department of Community Services and...                      6331   \n",
      "California Department of Fish and Wildlife                                 8   \n",
      "California Department of Food and Agriculture                           1311   \n",
      "California Department of Forestry and Fire Prot...                      2047   \n",
      "California Department of Resources Recycling an...                       723   \n",
      "California Department of Transportation                                  769   \n",
      "California Department of Water Resources                                4887   \n",
      "California Energy Commission                                             119   \n",
      "California Environmental Protection Agency                                 2   \n",
      "California Governors Office of Emergency Services                         63   \n",
      "California Natural Resources Agency                                      213   \n",
      "California State Coastal Conservancy                                      10   \n",
      "California State Transportation Agency                                   135   \n",
      "California State Water Resources Control Board                           100   \n",
      "California Strategic Growth Council                                     1200   \n",
      "California Wildlife Conservation Board                                    17   \n",
      "California Workforce Development Board                                    30   \n",
      "San Francisco Bay Conservation and Development ...                        74   \n",
      "\n",
      "                                                                             \\\n",
      "                                                           sum         mean   \n",
      "Agency Name                                                                   \n",
      "California Air Resources Board                       796368463    64593.111   \n",
      "California Coastal Commission                          2667413   156906.647   \n",
      "California Conservation Corps                         47161363    61568.359   \n",
      "California Department of Community Services and...   158967758    25109.423   \n",
      "California Department of Fish and Wildlife            16171301  2021412.625   \n",
      "California Department of Food and Agriculture        338161549   257941.685   \n",
      "California Department of Forestry and Fire Prot...   967562562   472673.455   \n",
      "California Department of Resources Recycling an...   175129441   242226.059   \n",
      "California Department of Transportation              785906434  1021984.960   \n",
      "California Department of Water Resources              52470432    10736.737   \n",
      "California Energy Commission                         140791478  1183121.664   \n",
      "California Environmental Protection Agency             2560940  1280470.000   \n",
      "California Governors Office of Emergency Services     31037358   492656.476   \n",
      "California Natural Resources Agency                  145023190   680860.047   \n",
      "California State Coastal Conservancy                   7218244   721824.400   \n",
      "California State Transportation Agency               771556000  5715229.630   \n",
      "California State Water Resources Control Board       118601405  1186014.050   \n",
      "California Strategic Growth Council                 1557246299  1297705.249   \n",
      "California Wildlife Conservation Board                12574800   739694.118   \n",
      "California Workforce Development Board                24428357   814278.567   \n",
      "San Francisco Bay Conservation and Development ...     8680291   117301.230   \n",
      "\n",
      "                                                   Total Project GHGReductions  \\\n",
      "                                                                           sum   \n",
      "Agency Name                                                                      \n",
      "California Air Resources Board                                          509888   \n",
      "California Coastal Commission                                                0   \n",
      "California Conservation Corps                                           292164   \n",
      "California Department of Community Services and...                      583978   \n",
      "California Department of Fish and Wildlife                              405413   \n",
      "California Department of Food and Agriculture                         21019827   \n",
      "California Department of Forestry and Fire Prot...                     5176685   \n",
      "California Department of Resources Recycling an...                     1884352   \n",
      "California Department of Transportation                                5709880   \n",
      "California Department of Water Resources                                373494   \n",
      "California Energy Commission                                           3553812   \n",
      "California Environmental Protection Agency                                   0   \n",
      "California Governors Office of Emergency Services                            0   \n",
      "California Natural Resources Agency                                      53327   \n",
      "California State Coastal Conservancy                                         0   \n",
      "California State Transportation Agency                                 9076036   \n",
      "California State Water Resources Control Board                           -3620   \n",
      "California Strategic Growth Council                                   17127711   \n",
      "California Wildlife Conservation Board                                  124761   \n",
      "California Workforce Development Board                                       0   \n",
      "San Francisco Bay Conservation and Development ...                           0   \n",
      "\n",
      "                                                   Is Benefit Disadvantaged Communities  \n",
      "                                                                                   mean  \n",
      "Agency Name                                                                              \n",
      "California Air Resources Board                                                    0.000  \n",
      "California Coastal Commission                                                     0.000  \n",
      "California Conservation Corps                                                     0.000  \n",
      "California Department of Community Services and...                                0.917  \n",
      "California Department of Fish and Wildlife                                        0.000  \n",
      "California Department of Food and Agriculture                                     0.053  \n",
      "California Department of Forestry and Fire Prot...                                0.084  \n",
      "California Department of Resources Recycling an...                                0.032  \n",
      "California Department of Transportation                                           0.095  \n",
      "California Department of Water Resources                                          0.441  \n",
      "California Energy Commission                                                      0.000  \n",
      "California Environmental Protection Agency                                        0.000  \n",
      "California Governors Office of Emergency Services                                 0.000  \n",
      "California Natural Resources Agency                                               0.150  \n",
      "California State Coastal Conservancy                                              0.000  \n",
      "California State Transportation Agency                                            0.193  \n",
      "California State Water Resources Control Board                                    0.000  \n",
      "California Strategic Growth Council                                               0.016  \n",
      "California Wildlife Conservation Board                                            0.000  \n",
      "California Workforce Development Board                                            0.000  \n",
      "San Francisco Bay Conservation and Development ...                                0.000  \n",
      "\n",
      "Agency Performance in Multi-County Projects:\n",
      "                                                   Total Program GGRFFunding  \\\n",
      "                                                                       count   \n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                            25   \n",
      "California Conservation Corps                                              9   \n",
      "California Department of Food and Agriculture                             41   \n",
      "California Department of Forestry and Fire Prot...                       339   \n",
      "California Department of Resources Recycling an...                        23   \n",
      "California Department of Transportation                                  158   \n",
      "California Energy Commission                                               9   \n",
      "California Natural Resources Agency                                        7   \n",
      "California State Transportation Agency                                    57   \n",
      "California State Water Resources Control Board                            45   \n",
      "California Strategic Growth Council                                       32   \n",
      "California Wildlife Conservation Board                                     7   \n",
      "\n",
      "                                                                            \\\n",
      "                                                          sum         mean   \n",
      "Agency Name                                                                  \n",
      "California Air Resources Board                        2104048    84161.920   \n",
      "California Conservation Corps                         1248353   138705.889   \n",
      "California Department of Food and Agriculture         6296871   153582.220   \n",
      "California Department of Forestry and Fire Prot...   32351508    95432.177   \n",
      "California Department of Resources Recycling an...    6962204   302704.522   \n",
      "California Department of Transportation             162505329  1028514.741   \n",
      "California Energy Commission                         12379666  1375518.444   \n",
      "California Natural Resources Agency                   2879148   411306.857   \n",
      "California State Transportation Agency              232590000  4080526.316   \n",
      "California State Water Resources Control Board       46265001  1028111.133   \n",
      "California Strategic Growth Council                  11948291   373384.094   \n",
      "California Wildlife Conservation Board                3544200   506314.286   \n",
      "\n",
      "                                                   Total Project GHGReductions  \\\n",
      "                                                                           sum   \n",
      "Agency Name                                                                      \n",
      "California Air Resources Board                                            -413   \n",
      "California Conservation Corps                                              842   \n",
      "California Department of Food and Agriculture                            42951   \n",
      "California Department of Forestry and Fire Prot...                      185424   \n",
      "California Department of Resources Recycling an...                       35434   \n",
      "California Department of Transportation                                2460280   \n",
      "California Energy Commission                                            501007   \n",
      "California Natural Resources Agency                                       1191   \n",
      "California State Transportation Agency                                 2748646   \n",
      "California State Water Resources Control Board                           -3234   \n",
      "California Strategic Growth Council                                     251149   \n",
      "California Wildlife Conservation Board                                       0   \n",
      "\n",
      "                                                   Is Benefit Disadvantaged Communities  \n",
      "                                                                                   mean  \n",
      "Agency Name                                                                              \n",
      "California Air Resources Board                                                    0.000  \n",
      "California Conservation Corps                                                     0.000  \n",
      "California Department of Food and Agriculture                                     0.000  \n",
      "California Department of Forestry and Fire Prot...                                0.168  \n",
      "California Department of Resources Recycling an...                                0.130  \n",
      "California Department of Transportation                                           0.089  \n",
      "California Energy Commission                                                      0.000  \n",
      "California Natural Resources Agency                                               0.000  \n",
      "California State Transportation Agency                                            0.105  \n",
      "California State Water Resources Control Board                                    0.000  \n",
      "California Strategic Growth Council                                               0.062  \n",
      "California Wildlife Conservation Board                                            0.000  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dadams/Repos/california_equity_git/.venv/lib/python3.12/site-packages/matplotlib/text.py:1465: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  x = float(self.convert_xunits(x))\n"
     ]
    },
    {
     "data": {
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GjRqV/vuzzz7LxIkTs80228x1G4oePXqUVjwnX67sbd68eWnMmpqa3H///enVq9dc93GeXeNdd92VbbbZJi1btqw1rz169Eh1dXWefPLJ0jUDBgxIURTfuKo8SSZNmpQkadas2Tf2WxhLan6/riiK3HPPPenVq1eKoqg1Vz179szEiRMXeruQfffdN1VVVbWeKUl+8Ytf1Hpx5Oabb54ZM2bM8TO80kor1foXI82bN0/v3r3z6quv5uOPP07y5dY3s1+YWl1dnXHjxqVp06ZZc801a9V9zz33ZIUVVsixxx47R50L+5Ld/fffPzNnzqy1NcwjjzySCRMmZP/99y+1tWjRIs8//3z++9//LtR9rrrqqvzzn/+s9fnqz+6DDz6YevXq5cgjjyy11a1bd67PujhUVVVl9913z2233VbaIqi6ujp33HFH9thjjzRp0mSJ1AEA8H1hGxYAoKS6ujq33357unfvXtqTO/kyELvkkkvy2GOPZaeddkqSfPDBB2nbtm0aN25ca4zVVlut1vHw4cNTFEXOOOOMnHHGGXO976effpqVV165dNy+ffta51u2bJkkpX3AZ4ffX902YG7233///PrXv87AgQNz5plnZuLEifnHP/6RE044Yb5DtnvuuSfNmzdP/fr1s8oqq9QKg4cNG5aJEyemdevW83yur+rUqdN83TP5cn5XWmmlOcLdtddeu3R+fsf++nzODkHbtWs3R/vX91r/xz/+kT/84Q957bXXMn369FL73Obv6/dJvvzazR5zzJgxmTRp0rd+3YYNG5bXX3+9tA/11319XudH8+bNk3y5B/WifJlqsuTm9+vGjBmTCRMm5Lrrrst111031z4LM1fJgj1Tkjmea7XVVpvjGdZYY40kX+6LvuKKK6ampiZXXHFF/vKXv2TEiBG1/hg3e5uS5Muf9zXXXLNWSP9dbbDBBllrrbVyxx13lP6occcdd2SFFVYovZcgSS688MIcdNBBadeuXTbeeOPssssu6d27dzp37jxf99lss82+8QWfs3+PNm3atFb7mmuuuRBPtXB69+6dO+64I//617+y7bbb5tFHH80nn3yyWLYsAgD4vhOWAwAljz/+eEaPHp3bb789t99++xznBw4cWArL59fsFzKefPLJ81xV/fWAvW7dunPtV3zt5YjfpmXLltl1111LYfndd9+d6dOn5xe/+MV8j7HtttuW9vj9upqamrRu3XqeL0D9etj71VXEi9o3jT2v+Zxb+1fn+F//+ld22223bLvttvnLX/6Stm3bpn79+unfv3/pRarzc58F/brV1NRkxx13zCmnnDLX87ND1wWx1lprJUneeOONbLPNNgt8/TdZUvP7dbN/tn7xi1/Mc4/ree3b/W0W5JmSBf8aJ8l5552XM844I4ccckjOOeecLLfccqlTp05+/etfz/Ei18Vh//33z7nnnpuxY8emWbNmeeCBB/Kzn/2sVii/3377ZZtttsl9992XRx55JBdddFH++Mc/5t57783OO++82Gv8qoqKirnO81f/yLAwevbsmTZt2uTWW2/Ntttum1tvvTUrrrhievTo8Z3GBQD4IRKWAwAlAwcOTOvWrXPVVVfNce7ee+/Nfffdl2uuuSaNGjVKhw4dMnjw4EydOrXW6vLhw4fXum72Csz69esvsvBl9uruN998c46g/et69+6d3XffPS+++GIGDhyYDTfcMOuuu+4iq+PRRx/N1ltvvciD8A4dOuTRRx/N559/Xmt1+TvvvFM6v7jdc889adiwYR5++OFUVlaW2vv3779Q47Vq1SrNmzfPm2+++Y39Vl111UyePHmRhnW9evXK+eefn1tvvXWRh+ULa0Hmd24rzVu1apVmzZqlurr6exdszv4XJV+t+913302S0pY5d999d7p3754bbrih1rUTJkyo9QeqVVddNc8//3xmzpxZ64W5X7Uw27Hsv//+Oeuss3LPPfekTZs2mTRpUn7605/O0a9t27Y56qijctRRR+XTTz/NRhttlHPPPXeRhOUdOnTIY489lsmTJ9daXT506NA5+rZs2XKObXySOf+Vydx80/zUrVs3BxxwQAYMGJA//vGPuf/++3PYYYfN8w8jAADLMnuWAwBJki+++CL33ntvdt111+yzzz5zfI455ph8/vnneeCBB5J8uRpx5syZ+etf/1oao6amZo6gvXXr1tluu+1y7bXXZvTo0XPcd8yYMQtc60477ZRmzZrl/PPPz7Rp02qd+/rKy5133jkrrLBC/vjHP+Z///d/F2hV+bfZb7/9Ul1dnXPOOWeOc7NmzcqECRMWeuxddtkl1dXV+fOf/1yr/bLLLktFRcUSWdVat27dVFRU1Fq5OnLkyNx///0LNV6dOnWyxx575O9//3teeumlOc7P/trtt99+efbZZ/Pwww/P0WfChAmZNWtW6Xj06NF55513MnPmzG+895Zbbpkf//jHuf766+da/4wZM3LyyScv4BN9Nwsyv02aNJnj+6lu3brZe++9c88998z1DxAL87O1qPz3v//NfffdVzqeNGlSbr755nTt2jUrrrhiki/r//rP61133TXH/ud77713xo4dO8fPQvJ/3zOz/2C3ID9za6+9dtZbb73ccccdueOOO9K2bdtsu+22pfPV1dWZOHFirWtat26dlVZaqdaWOd/FLrvsklmzZuXqq6+udd8rr7xyjr6rrrpq3nnnnVpf1yFDhuTpp5/+1vvM3nt8XvNz4IEH5rPPPssRRxyRyZMnL9LfkwAAPyRWlgMASZIHHnggn3/+eXbbbbe5nt9iiy3SqlWrDBw4MPvvv3/22GOPbLbZZjnppJMyfPjwrLXWWnnggQcyfvz4JLVXMl511VX50Y9+lPXWWy+HHXZYOnfunE8++STPPvts/vOf/2TIkCELVGvz5s1z2WWX5Ze//GU23XTTHHDAAWnZsmWGDBmSqVOn5qabbir1rV+/fn7605/mz3/+c+rWrZuf/exnCzE7c9etW7ccccQROf/88/Paa69lp512Sv369TNs2LDcddddueKKK7LPPvss1Ni9evVK9+7d8/vf/z4jR47MBhtskEceeSR/+9vf8utf/7rW3umLy09+8pNceuml+fGPf5wDDjggn376aa666qqsttpqef311xdqzPPOOy+PPPJIunXrlsMPPzxrr712Ro8enbvuuitPPfVUWrRokd/85jd54IEHsuuuu6ZPnz7ZeOONM2XKlLzxxhu5++67M3LkyNLK49NOOy033XRTRowY8a0v+bz55puz0047Za+99kqvXr2yww47pEmTJhk2bFhuv/32jB49OhdffPFCPdfCWJD53XjjjfPoo4/m0ksvzUorrZROnTpl8803zwUXXJDBgwdn8803z2GHHZZ11lkn48ePzyuvvJJHH3209PO4pK2xxho59NBD8+KLL6ZNmza58cYb88knn9RaNb/rrrvm7LPPzsEHH5ytttoqb7zxRgYOHDjHfuC9e/fOzTffnBNPPDEvvPBCttlmm0yZMiWPPvpojjrqqOy+++5p1KhR1llnndxxxx1ZY401stxyy6VLly7z9V6DM888Mw0bNsyhhx5aeuFo8uX+9qusskr22WefbLDBBmnatGkeffTRvPjii7nkkkvmax4eeuih0r8G+aqtttoqnTt3Tq9evbL11lvn1FNPzciRI7POOuvk3nvvnSOkT5JDDjkkl156aXr27JlDDz00n376aa655pqsu+66pRfYzsvGG2+cJPn973+fn/70p6lfv3569epVCtE33HDDdOnSJXfddVfWXnvtbLTRRvP1fAAAy5wCAKAoil69ehUNGzYspkyZMs8+ffr0KerXr1+MHTu2KIqiGDNmTHHAAQcUzZo1K6qqqoo+ffoUTz/9dJGkuP3222td+9577xW9e/cuVlxxxaJ+/frFyiuvXOy6667F3XffXerTv3//Iknx4osv1rp28ODBRZJi8ODBtdofeOCBYquttioaNWpUNG/evNhss82K2267bY66X3jhhSJJsdNOO833fPTt27dIUowZM+Zb+1533XXFxhtvXDRq1Kho1qxZsd566xWnnHJK8d///rfUp0OHDsVPfvKTuV7frVu3Yt11152j/fPPPy9OOOGEYqWVVirq169frL766sVFF11U1NTU1OqXpDj66KPnuH5e8zmvZzvooIOKJk2a1Gq74YYbitVXX72orKws1lprraJ///6l6+enhg4dOhQHHXRQrbYPPvig6N27d9GqVauisrKy6Ny5c3H00UcX06dPr/Xsp512WrHaaqsVDRo0KFZYYYViq622Ki6++OJixowZtWpOUowYMWKOe8/N1KlTi4svvrjYdNNNi6ZNmxYNGjQoVl999eLYY48thg8fPsccfdOzLMn5feedd4ptt922aNSoUZGkVh2ffPJJcfTRRxft2rUr6tevX6y44orFDjvsUFx33XXfOh9f/74cMWJEkaS46KKLavWb/TN411131Wqf2xzMHvPhhx8u1l9//dKzff3aadOmFSeddFLRtm3bolGjRsXWW29dPPvss0W3bt2Kbt261eo7derU4ve//33RqVOn0jPus88+xXvvvVfq88wzzxQbb7xx0aBBgyJJ0bdv3299/mHDhhVJiiTFU089Vevc9OnTi9/85jfFBhtsUDRr1qxo0qRJscEGGxR/+ctfvnXc2fMyr0///v1LfceNG1cceOCBRfPmzYuqqqriwAMPLF599dU5+hVFUdx6661F586diwYNGhRdu3YtHn744eKggw4qOnToUKvf3J7/nHPOKVZeeeWiTp06c/2ZufDCC4skxXnnnfetzwcAsKyqKIqFeBsPAMA83H///dlzzz3z1FNPZeutt17a5ST5cquCrl275uabb86BBx64tMuBZVrHjh3TpUuX/OMf/1japfxgjRw5Mp06dUr//v3Tp0+fJXLPK664IieccEJGjhyZ9u3bL5F7AgB839izHABYaF988UWt49l77TZv3vx79c/4//rXv6Zp06bZa6+9lnYpAN87RVHkhhtuSLdu3QTlAEBZs2c5ALDQjj322HzxxRfZcsstM3369Nx777155plnct5556VRo0ZLu7z8/e9/z7///e9cd911OeaYY0r78wKQTJkyJQ888EAGDx6cN954I3/729+WdkkAAEuVsBwAWGjbb799LrnkkvzjH//ItGnTstpqq+XKK6/MMcccs7RLS/JlmP/JJ59kl112yVlnnbW0ywH4XhkzZkwOOOCAtGjRIr/73e/m+YJnAIByYc9yAAAAAADKnj3LAQAAAAAoe8JyAAAAAADKnrAcAKDMdOzYMX369FnaZfzgbbfddtluu+2WdhkLZMCAAamoqMjIkSNLbT/E5wAAgMVBWA4AsIx44403ss8++6RDhw5p2LBhVl555ey444658sorl3Zpi0S/fv1SUVHxrZ/5CX6feeaZ9OvXLxMmTFjsdXfs2HGetU6bNm2x3x8AAJg/9ZZ2AQAAfHfPPPNMunfvnvbt2+ewww7LiiuumA8//DDPPfdcrrjiihx77LGlvkOHDk2dOj+8NRN77bVXVltttdLx5MmTc+SRR2bPPffMXnvtVWpv06bNt471zDPP5KyzzkqfPn3SokWLxVFuLV27ds1JJ500R3uDBg0W+72/zSOPPLK0SwAAgO8FYTkAwDLg3HPPTVVVVV588cU5wt9PP/201nFlZeUSrGzRWX/99bP++uuXjseOHZsjjzwy66+/fn7xi18sxcq+3corr/y9rfH7ENgDAMD3wQ9vSREAAHN47733su666851lXTr1q1rHX99z/Jv2tLkq3tbv/POO9lnn32y3HLLpWHDhtlkk03ywAMPLKYnWniPP/54ttlmmzRp0iQtWrTI7rvvnrfffrt0vl+/fvnNb36TJOnUqdMcz9q/f/9sv/32ad26dSorK7POOuvk6quvXmz1zt5e5uvmtr94x44ds+uuu+app57KZpttloYNG6Zz5865+eab57j+rbfeyvbbb59GjRpllVVWyR/+8IfU1NTM0e/re5Y/8cQTqaioyJ133plzzz03q6yySho2bJgddtghw4cPn+P6q666Kp07d06jRo2y2Wab5V//+pd90AEA+EGyshwAYBnQoUOHPPvss3nzzTfTpUuXBbr2lltumaPt9NNPz6effpqmTZsm+TJ43XrrrbPyyivn1FNPTZMmTXLnnXdmjz32yD333JM999zzG+/x2Wefpbq6+ltrady4cRo3brxA9X/Vo48+mp133jmdO3dOv3798sUXX+TKK6/M1ltvnVdeeSUdO3bMXnvtlXfffTe33XZbLrvssqywwgpJklatWiVJrr766qy77rrZbbfdUq9evfz973/PUUcdlZqamhx99NELVdfMmTMzduzYRfKsw4cPzz777JNDDz00Bx10UG688cb06dMnG2+8cdZdd90kyccff5zu3btn1qxZpa/Xddddl0aNGs33fS644ILUqVMnJ598ciZOnJgLL7wwP//5z/P888+X+lx99dU55phjss022+SEE07IyJEjs8cee6Rly5ZZZZVVFvjZAABgaRKWAwAsA04++eTsvPPO6dq1azbbbLNss8022WGHHdK9e/fUr1//G6/9+vYgF110UT744IPcfPPNpSD5+OOPT/v27fPiiy+WtnE56qij8qMf/Si//e1vvzUs33DDDfPBBx9863P07ds3/fr1+9Z+8/Kb3/wmyy23XJ599tkst9xySZI99tgjG264Yfr27Zubbrop66+/fjbaaKPcdttt2WOPPdKxY8daY/zv//5vrVD5mGOOyY9//ONceumlCx2WP/LII6UwfraFfdahQ4fmySefzDbbbJMk2W+//dKuXbv0798/F198cZLkj3/8Y8aMGZPnn38+m222WZLkoIMOyuqrrz7f95k2bVpee+210jYtLVu2zPHHH1/6g8yMGTNyxhlnZNNNN83jjz+eevW+/F+L9ddfP3369BGWAwDwgyMsBwBYBuy444559tlnc/755+fhhx/Os88+mwsvvDCtWrXK9ddfn912222+xhk8eHBOO+20HHvssTnwwAOTJOPHj8/jjz+es88+O59//nk+//zzUv+ePXumb9+++eijj7LyyivPc9yBAwfmiy+++Nb7d+7ceb7qnJvRo0fntddeyymnnFIKypMvw9sdd9wxDz744HyN89WgfOLEiZk5c2a6deuWhx9+OBMnTkxVVdUC17b55pvnD3/4Q622hX3WddZZpxSUJ1+uiF9zzTXz/vvvl9oefPDBbLHFFqWgfHa/n//85/nLX/4yX/c5+OCDa+1nPvue77//frp06ZKXXnop48aNy/nnn18KypPk5z//eU444YSFejYAAFiahOUAAMuITTfdNPfee29mzJiRIUOG5L777stll12WffbZJ6+99lrWWWedb7z+P//5T/bff/9svfXWufTSS0vtw4cPT1EUOeOMM3LGGWfM9dpPP/30G8PyrbfeeuEeagHMXrm+5pprznFu7bXXzsMPP5wpU6akSZMm3zjO008/nb59++bZZ5/N1KlTa51b2LB8hRVWSI8ePRb4urlp3779HG0tW7bMZ599Vjr+4IMPsvnmm8/Rb25zM7/3admyZZKU7jN7vldbbbVa/erVqzfHan0AAPghEJYDACxjGjRokE033TSbbrpp1lhjjRx88MG566670rdv33leM2PGjOyzzz6prKzMnXfeWWul8OyXQp588snp2bPnXK//emD6dWPGjJmvPcubNm1a2id9aXjvvfeyww47ZK211sqll16adu3apUGDBnnwwQdz2WWXzfUFmd/V3F7umWSe81W3bt25thdFschqWpL3AQCA7wthOQDAMmyTTTZJ8uUWJd/kuOOOy2uvvZYnn3wybdq0qXVu9nYh9evXX+jV0Ztuuuli37O8Q4cOSb7c0/vr3nnnnaywwgqlVeXzCqj//ve/Z/r06XnggQdqrawePHjwQtU0P2av2J4wYUJatGhRap+f+ZqXDh06ZNiwYXO0z21uvss9ki//5UH37t1L7bNmzcrIkSOz/vrrL7J7AQDAkiAsBwBYBgwePDjbbbfdHCHw7H26v2n7jf79++faa6/N9ddfX2uP69lat26d7bbbLtdee22OPfbYtG3bttb5MWPGzPHyyq9bEnuWt23bNl27ds1NN92U0047rRQ8v/nmm3nkkUdqvch0dmg+YcKEWmPMXk391dXTEydOTP/+/Re6rm+z6qqrJkmefPLJ0t7yU6ZMyU033bTQY+6yyy65/PLL88ILL5S+pmPGjMnAgQO/e8H/v0022STLL798/vrXv+bggw8u/WuEgQMH1toSBgAAfiiE5QAAy4Bjjz02U6dOzZ577pm11lorM2bMyDPPPJM77rgjHTt2zMEHHzzX68aOHZujjjoq66yzTiorK3PrrbfWOr/nnnumSZMmueqqq/KjH/0o6623Xg477LB07tw5n3zySZ599tn85z//yZAhQ76xviWxZ3mSXHTRRdl5552z5ZZb5tBDD80XX3yRK6+8MlVVVbVWrG+88cZJkt///vf56U9/mvr166dXr17Zaaed0qBBg/Tq1StHHHFEJk+enL/+9a9p3br1t67OX1g77bRT2rdvn0MPPTS/+c1vUrdu3dx4441p1apVRo0atVBjnnLKKbnlllvy4x//OMcff3yaNGmS6667Lh06dMjrr7++SOpu0KBB+vXrl2OPPTbbb7999ttvv4wcOTIDBgzIqquuOs/V+wAA8H0lLAcAWAZcfPHFueuuu/Lggw/muuuuy4wZM9K+ffscddRROf3002tt7/FVkydPzrRp0/Lvf/87Bx544BznR4wYkSZNmmSdddbJSy+9lLPOOisDBgzIuHHj0rp162y44YY588wzF/PTzb8ePXpk0KBB6du3b84888zUr18/3bp1yx//+Md06tSp1G/TTTfNOeeck2uuuSaDBg1KTU1NRowYkTXXXDN33313Tj/99Jx88slZccUVc+SRR6ZVq1Y55JBDFkvN9evXz3333ZejjjoqZ5xxRlZcccX8+te/TsuWLef5R45v07Zt2wwePDjHHntsLrjggiy//PL51a9+lZVWWimHHnroIqv9mGOOSVEUueSSS3LyySdngw02yAMPPJDjjjsuDRs2XGT3AQCAJaGi8IYeAABgEampqUmrVq2y11575a9//evSLgcAAOZbnaVdAAAA8MM0bdq0fH3tzc0335zx48dnu+22WzpFAQDAQrKyHAAAWChPPPFETjjhhOy7775Zfvnl88orr+SGG27I2muvnZdffjkNGjRY2iUCAMB8s2c5AACwUDp27Jh27drlT3/6U8aPH5/lllsuvXv3zgUXXCAoBwDgB8fKcgAAAAAAyp49ywEAAAAAKHvCcgAAAAAAyl7Z7VleU1OT//73v2nWrFkqKiqWdjkAAAAAwA9AURT5/PPPs9JKK6VOHWuQl0VlF5b/97//Tbt27ZZ2GQAAAADAD9CHH36YVVZZZWmXwWJQdmF5s2bNknz5Td28efOlXA0AAAAA8EMwadKktGvXrpQvsuwpu7B89tYrzZs3F5YDAAAAAAvE1s7LLpvrAAAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA6L2YABA9KiRYvScb9+/dK1a9daffr165c2bdqkoqIi999//2Ktp2PHjrn88ssX6z0AAAAA4IdGWA7f4OOPP86xxx6bzp07p7KyMu3atUuvXr3y2GOPLfSYJ598cq3r33777Zx11lm59tprM3r06Oy8886LovR5evHFF3P44Yd/pzE6duyYioqKVFRUpFGjRunYsWP222+/PP7444uoykVjbn+YAAAAAIC5EZbDPIwcOTIbb7xxHn/88Vx00UV54403MmjQoHTv3j1HH330Qo/btGnTLL/88qXj9957L0my++67Z8UVV0xlZeVCjTtz5sz56teqVas0btx4oe7xVWeffXZGjx6doUOH5uabb06LFi3So0ePnHvuud957O+qKIrMmjVraZcBAAAAwA+IsBzm4aijjkpFRUVeeOGF7L333lljjTWy7rrr5sQTT8xzzz1X6nfppZdmvfXWS5MmTdKuXbscddRRmTx58jzH/epq5379+qVXr15Jkjp16qSioiJJUlNTk7PPPjurrLJKKisr07Vr1wwaNKg0xsiRI1NRUZE77rgj3bp1S8OGDTNw4MD06dMne+yxRy6++OK0bds2yy+/fI4++uhaQfrXt2FZ0Ppna9asWVZcccW0b98+2267ba677rqcccYZOfPMMzN06NBSvzfffDM777xzmjZtmjZt2uTAAw/M2LFjS+e32267HHPMMTnmmGNSVVWVFVZYIWeccUaKoij1ueWWW7LJJpuU7nnAAQfk008/LZ1/4oknUlFRkYceeigbb7xxKisrc+utt+ass87KkCFDSqvgBwwYkCSpqKjItddem1133TWNGzfO2muvnWeffTbDhw/PdtttlyZNmmSrrbYq/SFjtr/97W/ZaKON0rBhw3Tu3DlnnXVWrVC+oqIi119/ffbcc880btw4q6++eh544IFvnUsAAAAAlj5hOczF+PHjM2jQoBx99NFp0qTJHOe/ugd5nTp18qc//SlvvfVWbrrppjz++OM55ZRT5us+J598cvr3758kGT16dEaPHp0kueKKK3LJJZfk4osvzuuvv56ePXtmt912y7Bhw2pdf+qpp+b444/P22+/nZ49eyZJBg8enPfeey+DBw/OTTfdlAEDBpRC4rn5LvV/3fHHH5+iKPK3v/0tSTJhwoRsv/322XDDDfPSSy9l0KBB+eSTT7LffvvVuu6mm25KvXr18sILL+SKK67IpZdemuuvv750fubMmTnnnHMyZMiQ3H///Rk5cmT69Okzx/1PPfXUXHDBBXn77bez44475qSTTsq6665bmtv999+/1Pecc85J796989prr2WttdbKAQcckCOOOCKnnXZaXnrppRRFkWOOOabU/1//+ld69+6d448/Pv/+979z7bXXZsCAAXOspD/rrLOy33775fXXX88uu+ySn//85xk/fvxCzScAAAAAS1BRZiZOnFgkKSZOnLi0S+F77Pnnny+SFPfee+8CX3vXXXcVyy+/fOm4f//+RVVVVem4b9++xQYbbFA6vu+++4qv/yiutNJKxbnnnlurbdNNNy2OOuqooiiKYsSIEUWS4vLLL6/V56CDDio6dOhQzJo1q9S27777Fvvvv3/puEOHDsVll1023/XPzTeN0aZNm+LII48siqIozjnnnGKnnXaqdf7DDz8skhRDhw4tiqIounXrVqy99tpFTU1Nqc9vf/vbYu21157n/V988cUiSfH5558XRVEUgwcPLpIU999/f61+X5/r2ZIUp59+eun42WefLZIUN9xwQ6nttttuKxo2bFg63mGHHYrzzjuv1ji33HJL0bZt23mOO3ny5CJJ8dBDD83zWQAAAIAfBrniss/KcpiL4itbgHybRx99NDvssENWXnnlNGvWLAceeGDGjRuXqVOnLtS9J02alP/+97/Zeuuta7VvvfXWefvtt2u1bbLJJnNcv+6666Zu3bql47Zt29basmRx118URWk7mSFDhmTw4MFp2rRp6bPWWmslSa0tTrbYYovSNUmy5ZZbZtiwYamurk6SvPzyy+nVq1fat2+fZs2apVu3bkmSUaNG1br33OZjXtZff/3Sf7dp0yZJst5669VqmzZtWiZNmlR6lrPPPrvWsxx22GEZPXp0rbn66rhNmjRJ8+bNv3H+AQAAAPh+EJbDXKy++uqpqKjIO++88439Ro4cmV133TXrr79+7rnnnrz88su56qqrkiQzZsxY7HXObYuY+vXr1zquqKhITU3NXK9f1PWPGzcuY8aMSadOnZIkkydPTq9evfLaa6/V+gwbNizbbrvtfI05ZcqU9OzZM82bN8/AgQPz4osv5r777ptrjXObj3n56jzNDurn1jZ77iZPnpyzzjqr1nO88cYbGTZsWBo2bDjXcWePM6/5BwAAAOD7o97SLgCWtGkzqzN1RnUqkjRqUDcN69edo89yyy2Xnj175qqrrspxxx03Rwg7YcKEtGjRIi+//HJqampyySWXpE6dL//2dOedd36n+po3b56VVlopTz/9dGkFdZI8/fTT2Wyzzb7T2F+3qOu/4oorUqdOneyxxx5Jko022ij33HNPOnbsmHr15v3r5vnnn691/Nxzz2X11VdP3bp1884772TcuHG54IIL0q5duyTJSy+9NF/1NGjQoLQ6/bvaaKONMnTo0Ky22mqLZDwAAAAAvl+sLKcszJhVk5dGjs9l/3w3x932ak6+a0hOumtIjr/91Vw1eHiGfDghs6prr/696qqrUl1dnc022yz33HNPhg0blrfffjt/+tOfsuWWWyZJVltttcycOTNXXnll3n///dxyyy255pprvnO9v/nNb/LHP/4xd9xxR4YOHZpTTz01r732Wo4//vjvPPZXfZf6P//883z88cf58MMP8+STT+bwww/PH/7wh5x77rmlQPnoo4/O+PHj87Of/Swvvvhi3nvvvTz88MM5+OCDa4XYo0aNyoknnpihQ4fmtttuy5VXXll61vbt26dBgwalGh944IGcc84581Vjx44dM2LEiLz22msZO3Zspk+fvoAz9H/OPPPM3HzzzTnrrLPy1ltv5e23387tt9+e008/fYHGWWuttUor45PktNNOS+/evUvHL7zwQtZaa6189NFHC10rAAAAAAtOWM4yrSiKPDVsbH5/3xu56JGheea9sSmSNKz/5Yry6prkiaGf5oKH3smZf3srL38wvnRt586d88orr6R79+456aST0qVLl+y444557LHHcvXVVydJNthgg1x66aX54x//mC5dumTgwIE5//zzv3Pdxx13XE488cScdNJJWW+99TJo0KA88MADWX311b/z2F/1Xeo/88wz07Zt26y22mo58MADM3HixDz22GP57W9/W+oze4V8dXV1dtppp6y33nr59a9/nRYtWpRWsidJ796988UXX2SzzTbL0UcfneOPPz6HH354kqRVq1YZMGBA7rrrrqyzzjq54IILcvHFF89XjXvvvXd+/OMfp3v37mnVqlVuu+22BZid2nr27Jl//OMfeeSRR7Lppptmiy22yGWXXZYOHTos0DhDhw7NxIkTS8ejR4+utff61KlTM3To0MycOXOhawUAAABgwVUUC/Imw2XApEmTUlVVlYkTJ6Z58+ZLuxwWo6Io8sBr/81dL/8n1UWRts0bpnIuW64kyRczqjN64hdp1KBuDtyiQ3ZYu80SrrZ8bbfddunatWsuv/zypV0KAAAAwDzJFZd9VpazzHrs7U9zx0sfprJ+nXRcvsk8g/Lky73LO63QJEWR3PzsyDz73rglWCkAAAAAsLQJy1kmfTJpWu546cPUr1snrZs1nK9rKioqslKLRplZXeTW5z7IxC9sgwEAAAAA5aLe0i4AFofn3h+X8VOmZ7XWzRb42pVbNsqIMVPy0sjxtmNZAp544omlXQIAAAAAWFnOsmfazOr877tj0rhBvdSpqFjg6+vVqZN6devkiXfHpLqmrLb0BwAAAICyJSxnmTP048/z3wlfzPf2K3PTulllRo6ZkhFjpyzCygAAAACA7ythOcucz6fNyqzqIg3qLfy3d8P6dTN9Vk0+n2bfcgAAAAAoB8Jyljkza2qyELuv1FKnIqkpisyyDQsAAAAAlAVhOcuchvXqpqZIimLhg+7qmiJ161SkUf26i7AyAAAAAOD7SljOMmelFg3TtLJeJk2btdBjTPxiZpo1rJc2zRd+33MAAAAA4IdDWM4yp/1yjbPuSs0zdvK0hR5j/JQZ2bTjcmnVrHIRVgYAAAAAfF8Jy1nmVFRUZNs1WqUiFZk+q3qBr58yfVYa1KuTrVdbYTFUBwAAAAB8HwnLWSZ1bdciq7dpmg/GTU31Arykc1Z1Tf7z2dR0Wbkqa7dtvhgrBAAAAAC+T4TlLJMa1q+bX3VbNe2Xa5z3xkzOrOqab71mxqyavD92ctZo0yyHb9s5detULIFKAQAAAIDvA2E5y6xVWjbOCT3WyBptmub9MVPy4fipmT5zzm1ZvphRnQ/GTckH46ZkvZVb5IQd18gKTe1VDgAAAADlpN7SLgAWp/bLN85vf7xWnh4+Lk8M/TSjPpuaWdVFKiqSFEmRpEHdinRcoUm2W7N1tl5thTSt9GMBAAAAAOVGKsgyr0XjBvnJ+m2z4zptMuQ/E/Lep5MzZUZ1KpI0rayXNVZsli4rNU+9uv6hBQAAAACUK2E5ZaNBvTrZtONy2bTjcku7FAAAAADge8ZSWgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7C31sPyqq65Kx44d07Bhw2y++eZ54YUXvrH/5ZdfnjXXXDONGjVKu3btcsIJJ2TatGlLqFoAAAAAAJZFSzUsv+OOO3LiiSemb9++eeWVV7LBBhukZ8+e+fTTT+fa///9v/+XU089NX379s3bb7+dG264IXfccUd+97vfLeHKAQAAAABYlizVsPzSSy/NYYcdloMPPjjrrLNOrrnmmjRu3Dg33njjXPs/88wz2XrrrXPAAQekY8eO2WmnnfKzn/3sW1ejAwAAAADAN1lqYfmMGTPy8ssvp0ePHv9XTJ066dGjR5599tm5XrPVVlvl5ZdfLoXj77//fh588MHssssuS6RmAAAAAACWTfWW1o3Hjh2b6urqtGnTplZ7mzZt8s4778z1mgMOOCBjx47Nj370oxRFkVmzZuVXv/rVN27DMn369EyfPr10PGnSpEXzAAAAAAAALDOW+gs+F8QTTzyR8847L3/5y1/yyiuv5N57783//M//5JxzzpnnNeeff36qqqpKn3bt2i3BigEAAAAA+CGoKIqiWBo3njFjRho3bpy77747e+yxR6n9oIMOyoQJE/K3v/1tjmu22WabbLHFFrnoootKbbfeemsOP/zwTJ48OXXqzJn9z21lebt27TJx4sQ0b9580T4UAAAAALBMmjRpUqqqquSKy7CltrK8QYMG2XjjjfPYY4+V2mpqavLYY49lyy23nOs1U6dOnSMQr1u3bpJkXpl/ZWVlmjdvXusDAAAAAABftdT2LE+SE088MQcddFA22WSTbLbZZrn88sszZcqUHHzwwUmS3r17Z+WVV87555+fJOnVq1cuvfTSbLjhhtl8880zfPjwnHHGGenVq1cpNAcAAAAAgAW1VMPy/fffP2PGjMmZZ56Zjz/+OF27ds2gQYNKL/0cNWpUrZXkp59+eioqKnL66afno48+SqtWrdKrV6+ce+65S+sRAAAAAABYBiy1PcuXFnsLAQAAAAALSq647Ftqe5YDAAAAAMD3hbAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHtLPSy/6qqr0rFjxzRs2DCbb755XnjhhW/sP2HChBx99NFp27ZtKisrs8Yaa+TBBx9cQtUCAAAAALAsqrc0b37HHXfkxBNPzDXXXJPNN988l19+eXr27JmhQ4emdevWc/SfMWNGdtxxx7Ru3Tp33313Vl555XzwwQdp0aLFki8eAAAAAIBlRkVRFMXSuvnmm2+eTTfdNH/+85+TJDU1NWnXrl2OPfbYnHrqqXP0v+aaa3LRRRflnXfeSf369RfqnpMmTUpVVVUmTpyY5s2bf6f6AQAAAIDyIFdc9i21bVhmzJiRl19+OT169Pi/YurUSY8ePfLss8/O9ZoHHnggW265ZY4++ui0adMmXbp0yXnnnZfq6uolVTYAAAAAAMugpbYNy9ixY1NdXZ02bdrUam/Tpk3eeeeduV7z/vvv5/HHH8/Pf/7zPPjggxk+fHiOOuqozJw5M3379p3rNdOnT8/06dNLx5MmTVp0DwEAAAAAwDJhqb/gc0HU1NSkdevWue6667Lxxhtn//33z+9///tcc80187zm/PPPT1VVVenTrl27JVgxAAAAAAA/BEstLF9hhRVSt27dfPLJJ7XaP/nkk6y44opzvaZt27ZZY401Urdu3VLb2muvnY8//jgzZsyY6zWnnXZaJk6cWPp8+OGHi+4hAAAAAABYJiy1sLxBgwbZeOON89hjj5Xaampq8thjj2XLLbec6zVbb711hg8fnpqamlLbu+++m7Zt26ZBgwZzvaaysjLNmzev9QEAAAAAgK9aqtuwnHjiifnrX/+am266KW+//XaOPPLITJkyJQcffHCSpHfv3jnttNNK/Y888siMHz8+xx9/fN599938z//8T84777wcffTRS+sRAAAAAABYBiy1F3wmyf77758xY8bkzDPPzMcff5yuXbtm0KBBpZd+jho1KnXq/F+e365duzz88MM54YQTsv7662fllVfO8ccfn9/+9rdL6xEAAAAAAFgGVBRFUSztIpakSZMmpaqqKhMnTrQlCwAAAAAwX+SKy76lug0LAAAAAAB8HwjLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyp6wHAAAAACAsicsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADKnrAcAAAAAICyJywHAAAAAKDsCcsBAAAAACh7wnIAAAAAAMqesBwAAAAAgLInLAcAAAAAoOwJywEAAAAAKHvCcgAAAAAAyt5Ch+XDhw/Pww8/nC+++CJJUhTFIisKAAAAAACWpAUOy8eNG5cePXpkjTXWyC677JLRo0cnSQ499NCcdNJJi7xAAAAAAABY3BY4LD/hhBNSr169jBo1Ko0bNy6177///hk0aNAiLQ4AAAAAAJaEegt6wSOPPJKHH344q6yySq321VdfPR988MEiKwwAAAAAAJaUBV5ZPmXKlForymcbP358KisrF0lRAAAAAACwJC1wWL7NNtvk5ptvLh1XVFSkpqYmF154Ybp3775IiwMAAAAAgCVhgbdhufDCC7PDDjvkpZdeyowZM3LKKafkrbfeyvjx4/P0008vjhoBAAAAAGCxWuCV5V26dMm7776bH/3oR9l9990zZcqU7LXXXnn11Vez6qqrLo4aAQAAAABgsaooiqJYkAtGjRqVdu3apaKiYq7n2rdvv8iKWxwmTZqUqqqqTJw4Mc2bN1/a5QAAAAAAPwByxWXfAq8s79SpU8aMGTNH+7hx49KpU6dFUhQAAAAAACxJCxyWF0Ux11XlkydPTsOGDRdJUQAAAAAAsCTN9ws+TzzxxCRJRUVFzjjjjDRu3Lh0rrq6Os8//3y6du26yAsEAAAAAIDFbb7D8ldffTXJlyvL33jjjTRo0KB0rkGDBtlggw1y8sknL/oKAQAAAABgMZvvsHzw4MFJkoMPPjhXXHGFTewBAAAAAFhmzHdYPlv//v0XRx0AAAAAALDULHBYniQvvfRS7rzzzowaNSozZsyode7ee+9dJIUBAAAAAMCSUmdBL7j99tuz1VZb5e233859992XmTNn5q233srjjz+eqqqqxVEjAAAAAAAsVgsclp933nm57LLL8ve//z0NGjTIFVdckXfeeSf77bdf2rdvvzhqBAAAAACAxWqBw/L33nsvP/nJT5IkDRo0yJQpU1JRUZETTjgh11133SIvEAAAAAAAFrcFDstbtmyZzz//PEmy8sor580330ySTJgwIVOnTl201QEAAAAAwBKwwC/43HbbbfPPf/4z6623Xvbdd98cf/zxefzxx/PPf/4zO+yww+KoEQAAAAAAFqsFDsv//Oc/Z9q0aUmS3//+96lfv36eeeaZ7L333jn99NMXeYEAAAAAALC4VRRFUSyqwb744os0atRoUQ23WEyaNClVVVWZOHFimjdvvrTLAQAAAAB+AOSKy74F3rN8bqZPn55LL700nTp1WhTDAQAAAADAEjXfYfn06dNz2mmnZZNNNslWW22V+++/P0nSv3//dOrUKZdddllOOOGExVUnAAAAAAAsNvO9Z/mZZ56Za6+9Nj169MgzzzyTfffdNwcffHCee+65XHrppdl3331Tt27dxVkrAAAAAAAsFvMdlt911125+eabs9tuu+XNN9/M+uuvn1mzZmXIkCGpqKhYnDUCAAAAAMBiNd/bsPznP//JxhtvnCTp0qVLKisrc8IJJwjKAQAAAAD4wZvvsLy6ujoNGjQoHderVy9NmzZdLEUBAAAAAMCSNN/bsBRFkT59+qSysjJJMm3atPzqV79KkyZNavW79957F22FAAAAAACwmM13WH7QQQfVOv7FL36xyIsBAAAAAIClYb7D8v79+y/OOgAAAAAAYKmZ7z3LAQAAAABgWSUsBwAAAACg7AnLAQAAAAAoe8JyAAAAAADK3gKH5U8++WRmzZo1R/usWbPy5JNPLpKiAAAAAABgSVrgsLx79+4ZP378HO0TJ05M9+7dF0lRAAAAAACwJC1wWF4URSoqKuZoHzduXJo0abJIigIAAAAAgCWp3vx23GuvvZIkFRUV6dOnTyorK0vnqqur8/rrr2errbZa9BUCAAAAAMBiNt9heVVVVZIvV5Y3a9YsjRo1Kp1r0KBBtthiixx22GGLvkIAAAAAAFjM5jss79+/f5KkY8eOOfnkk225AgAAAADAMqOiKIpiaRexJE2aNClVVVWZOHFimjdvvrTLAQAAAAB+AOSKy775Wlm+0UYb5bHHHkvLli2z4YYbzvUFn7O98sori6w4AAAAAABYEuYrLN99991LL/TcfffdvzEsBwAAAACAH5r5CstbtmyZOnXqJEkOOeSQrLLKKqVjAAAAAAD4oZuvxPvEE0/MpEmTkiSdOnXK2LFjF2tRAAAAAACwJM3XyvKVVlop99xzT3bZZZcURZH//Oc/mTZt2lz7tm/ffpEWCAAAAAAAi1tFURTFt3W67rrrcuyxx2bWrFnz7FMURSoqKlJdXb1IC1zUvLUWAAAAAFhQcsVl33yF5Uny+eef54MPPsj666+fRx99NMsvv/xc+22wwQaLtMBFzTc1AAAAALCg5IrLvvnahiVJmjVrli5duqR///7ZeuutU1lZuTjrAgAAAACAJWa+XvD5VQcddFC++OKLXH/99TnttNMyfvz4JMkrr7ySjz76aJEXCAAAAAAAi9t8ryyf7fXXX0+PHj1SVVWVkSNH5rDDDstyyy2Xe++9N6NGjcrNN9+8OOoEAAAAAIDFZoFXlp9wwgnp06dPhg0bloYNG5bad9lllzz55JOLtDgAAAAAAFgSFnhl+UsvvZTrrrtujvaVV145H3/88SIpCgAAAAAAlqQFXlleWVmZSZMmzdH+7rvvplWrVoukKAAAAAAAWJIWOCzfbbfdcvbZZ2fmzJlJkoqKiowaNSq//e1vs/feey/yAoEfvgEDBqRFixal4379+qVr1661+vTr1y9t2rRJRUVF7r///sVaT8eOHXP55Zcv1nsAAAAA8MOywGH5JZdcksmTJ6d169b54osv0q1bt6y22mpp1qxZzj333MVRI7AUffzxxzn22GPTuXPnVFZWpl27dunVq1cee+yxhR7z5JNPrnX922+/nbPOOivXXnttRo8enZ133nlRlD5PL774Yg4//PDvNEbHjh1TUVGRioqKNGrUKB07dsx+++2Xxx9/fBFVuWjM7Q8TAAAAAMxpgfcsr6qqyj//+c889dRTef311zN58uRstNFG6dGjx+KoD1iKRo4cma233jotWrTIRRddlPXWWy8zZ87Mww8/nKOPPjrvvPPOQo3btGnTNG3atHT83nvvJUl23333VFRULHS9M2fOTP369b+136LaMurss8/OYYcdlhkzZmTkyJG59dZb06NHj5xzzjn5/e9/v0jusbCKokh1dfVSrQEAAADgh2SBV5bP9qMf/ShHHXVUTjnlFEE5LKOOOuqoVFRU5IUXXsjee++dNdZYI+uuu25OPPHEPPfcc6V+l156adZbb700adIk7dq1y1FHHZXJkyfPc9yvrnbu169fevXqlSSpU6dOKSyvqanJ2WefnVVWWSWVlZXp2rVrBg0aVBpj5MiRqaioyB133JFu3bqlYcOGGThwYPr06ZM99tgjF198cdq2bZvll18+Rx99dGnrqGTObVgWtP7ZmjVrlhVXXDHt27fPtttum+uuuy5nnHFGzjzzzAwdOrTU780338zOO++cpk2bpk2bNjnwwAMzduzY0vntttsuxxxzTI455phUVVVlhRVWyBlnnJGiKEp9brnllmyyySalex5wwAH59NNPS+efeOKJVFRU5KGHHsrGG2+cysrK3HrrrTnrrLMyZMiQ0ir4AQMGJPlyC61rr702u+66axo3bpy11147zz77bIYPH57tttsuTZo0yVZbbVX6Q8Zsf/vb37LRRhulYcOG6dy5c84666zMmjWrdL6ioiLXX3999txzzzRu3Dirr756HnjggW+dSwAAAIClbaHC8sceeyy/+93v8stf/jKHHHJIrQ+wbBg/fnwGDRqUo48+Ok2aNJnj/Ff3IK9Tp07+9Kc/5a233spNN92Uxx9/PKeccsp83efkk09O//79kySjR4/O6NGjkyRXXHFFLrnkklx88cV5/fXX07Nnz+y2224ZNmxYretPPfXUHH/88Xn77bfTs2fPJMngwYPz3nvvZfDgwbnpppsyYMCAUkg8N9+l/q87/vjjUxRF/va3vyVJJkyYkO233z4bbrhhXnrppQwaNCiffPJJ9ttvv1rX3XTTTalXr15eeOGFXHHFFbn00ktz/fXXl87PnDkz55xzToYMGZL7778/I0eOTJ8+fea4/6mnnpoLLrggb7/9dnbcccecdNJJWXfddUtzu//++5f6nnPOOendu3dee+21rLXWWjnggANyxBFH5LTTTstLL72UoihyzDHHlPr/61//Su/evXP88cfn3//+d6699toMGDBgji24zjrrrOy33355/fXXs8suu+TnP/95xo8fv1DzCQAAALDEFAuoX79+RZ06dYrNNtus2H333Ys99tij1uf7buLEiUWSYuLEiUu7FPhee/7554skxb333rvA1951113F8ssvXzru379/UVVVVTru27dvscEGG5SO77vvvuLrv45WWmml4txzz63VtummmxZHHXVUURRFMWLEiCJJcfnll9fqc9BBBxUdOnQoZs2aVWrbd999i/3337903KFDh+Kyyy6b7/rn5pvGaNOmTXHkkUcWRVEU55xzTrHTTjvVOv/hhx8WSYqhQ4cWRVEU3bp1K9Zee+2ipqam1Oe3v/1tsfbaa8/z/i+++GKRpPj888+LoiiKwYMHF0mK+++/v1a/r8/1bEmK008/vXT87LPPFkmKG264odR22223FQ0bNiwd77DDDsV5551Xa5xbbrmlaNu27TzHnTx5cpGkeOihh+b5LAAAAPBDIFdc9i3wnuXXXHNNBgwYkAMPPHBR5fXA91DxlS1Avs2jjz6a888/P++8804mTZqUWbNmZdq0aZk6dWoaN268wPeeNGlS/vvf/2brrbeu1b711ltnyJAhtdo22WSTOa5fd911U7du3dJx27Zt88Ybbyyx+ouiKG0nM2TIkAwePLjWHu2zvffee1ljjTWSJFtssUWt/dq33HLLXHLJJamurk7dunXz8ssvp1+/fhkyZEg+++yz1NTUJElGjRqVddZZp3Td3OZjXtZff/3Sf7dp0yZJst5669VqmzZtWiZNmpTmzZtnyJAhefrpp2utJK+urp5jrr46bpMmTdK8efNaW8YAAAAAfB8t8DYsM2bMyFZbbbU4agG+R1ZfffVUVFR860s8R44cmV133TXrr79+7rnnnrz88su56qqrknz5+2Jxm9sWMV9/yWdFRUUpXP66RV3/uHHjMmbMmHTq1ClJMnny5PTq1SuvvfZarc+wYcOy7bbbzteYU6ZMSc+ePdO8efMMHDgwL774Yu6777651ji3+ZiXr87T7KB+bm2z527y5Mk566yzaj3HG2+8kWHDhqVhw4ZzHXf2OPOafwAAAIDviwVeWf7LX/4y/+///b+cccYZi6Me4HtiueWWS8+ePXPVVVfluOOOmyOEnTBhQlq0aJGXX345NTU1ueSSS1Knzpd/f7vzzju/072bN2+elVZaKU8//XS6detWan/66aez2Wabfaexv25R13/FFVekTp062WOPPZIkG220Ue6555507Ngx9erN+1fu888/X+v4ueeey+qrr566devmnXfeybhx43LBBRekXbt2SZKXXnppvupp0KBBqqurF+5hvmajjTbK0KFDs9pqqy2S8QAAAAC+TxY4LJ82bVquu+66PProo1l//fXnWEF46aWXLrLigKXrqquuytZbb53NNtssZ599dtZff/3MmjUr//znP3P11Vfn7bffzmqrrZaZM2fmyiuvTK9evfL000/nmmuu+c73/s1vfpO+fftm1VVXTdeuXdO/f/+89tprGThw4CJ4sv/zXer//PPP8/HHH2fmzJkZMWJEbr311lx//fU5//zzS4Hy0Ucfnb/+9a/52c9+llNOOSXLLbdchg8fnttvvz3XX399abuYUaNG5cQTT8wRRxyRV155JVdeeWUuueSSJEn79u3ToEGDXHnllfnVr36VN998M+ecc8581dixY8eMGDEir732WlZZZZU0a9YslZWVCzFTyZlnnpldd9017du3zz777JM6depkyJAhefPNN/OHP/xhvsdZa621cv7552fPPfdMkpx22mn56KOPcvPNNydJXnjhhfTu3TuPPfZYVl555YWqFQAAAGBBLfA2LK+//nq6du2aOnXq5M0338yrr75a+rz22muLoURgaencuXNeeeWVdO/ePSeddFK6dOmSHXfcMY899liuvvrqJMkGG2yQSy+9NH/84x/TpUuXDBw4MOeff/53vvdxxx2XE088MSeddFLWW2+9DBo0KA888EBWX3317zz2V32X+s8888y0bds2q622Wg488MBMnDgxjz32WH7729+W+sxeIV9dXZ2ddtop6623Xn7961+nRYsWpZXsSdK7d+988cUX2WyzzXL00Ufn+OOPz+GHH54kadWqVQYMGJC77ror66yzTi644IJcfPHF81Xj3nvvnR//+Mfp3r17WrVqldtuu20BZqe2nj175h//+EceeeSRbLrpptliiy1y2WWXpUOHDgs0ztChQzNx4sTS8ejRozNq1KjS8dSpUzN06NDMnDlzoWsFAAAAWFAVxYK8xW8ZMGnSpFRVVWXixIlp3rz50i4HINttt126du2ayy+/fGmXAgAAAMyDXHHZt8DbsMw2fPjwvPfee9l2223TqFGjFEVRehkc8P02dcasvD16UqZMr07jBnWzVtvmaVq50L8OAAAAAOAHb4HTsXHjxmW//fbL4MGDU1FRkWHDhqVz58459NBD07Jly9Ieu8D3z4xZNfmf1/+bx4eOySeTpn35R65UpHXzymy3Zqvsuv5KaVi/7tIuEwAAAACWuAXes/yEE05I/fr1M2rUqDRu3LjUvv/++2fQoEGLtDhg0ZlZXZO//uv9DHx+VCZ9MTPtl2uc1Vo3S4flG2fy9Fm57YUPc93/vp/ps6qXdqll54knnrAFCwAAAMBStsAryx955JE8/PDDWWWVVWq1r7766vnggw8WWWHAovXMe+Py5LtjsmJVwzRrWL/UXq9unbStapTmDWflqeFjs85KzdNjnTZLsVIAAAAAWPIWeGX5lClTaq0on238+PGprKxcJEUBi1ZNTZEn3vk0FRWpFZR/VZPKeqlbpyJPvPtpqmvK6r2/AAAAALDgYfk222yTm2++uXRcUVGRmpqaXHjhhenevfsiLQ5YNMZOnp6R46ZkuSbf/Aet5Zs2yIfjv8gnk6YtocoAAAAA4PthgbdhufDCC7PDDjvkpZdeyowZM3LKKafkrbfeyvjx4/P0008vjhqB72hWTZGaoki9OhXf2K9unYrUFEVmVtcsocoAAAAA4PthgVeWd+nSJe+++25+9KMfZffdd8+UKVOy11575dVXX82qq666OGoEvqPmjeqnUf16mTJ91jf2mzK9Og3r102LRg2WUGUAAAAA8P2wwCvLk6Sqqiq///3vF3UtwGLStLJetlp1+fxtyH+zQrPK1KmYc4V5URT5bOqM7NxlxVQ1nvu+5gAAAACwrFrgleVfNWXKlNx444256qqrMmzYsEVVE7AYbLdm67RuVpmRY6ek5msv8KwpiowcNyWtmlZmh7XbLKUKAQAAAGDpme+V5aNGjcqBBx6YV155JVtssUVuuOGG7LjjjqWQvFGjRnnooYey7bbbLrZigYXXfvnGObr7arn2yfcyfMzkNKxXJw3q182MWTWZNqM6baoqc9g2ndNphSZLu1QAAAAAWOIqiqIovr1bst9+++XDDz/MMccckzvvvDPvvvtuVl111dxwww2pU6dOjjzyyIwfPz6PP/744q75O5k0aVKqqqoyceLENG/efGmXA0vcuMnT8/yI8Xn2vXGZ+MWMNGtYP1uuunw277R8WjWrXNrlAQAAAHwvyRWXffMdlq+44op54IEHstlmm2X8+PFZYYUV8vTTT2fLLbdMkgwZMiQ77LBDxo4du1gL/q58UwMAAAAAC0quuOyb7z3LP/3003To0CFJstxyy6Vx48Zp0+b/9jZeccUV89lnny36CgEAAAAAYDFboBd8VlRUzPW/AQAAAADgh2y+X/CZJGeeeWYaN26cJJkxY0bOPffcVFVVJUmmTp266KsDAAAAAIAlYL73LN9uu+3mazX54MGDv3NRi5O9hQAAAACABSVXXPbN98ryJ554YjGWAQAAAAAAS88C7VkOAAAAAADLImE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJS9+Q7Lhw0blp/97GeZNGnSHOcmTpyYAw44IO+///4iLQ4AAAAAAJaE+Q7LL7roorRr1y7Nmzef41xVVVXatWuXiy66aJEWBwAAAAAAS8J8h+X/+7//m3333Xee5/fbb788/vjji6QoAAAAAABYkuY7LB81alRat249z/MrrLBCPvzww0VSFAAAAAAALEnzHZZXVVXlvffem+f54cOHz3WLFgAAAAAA+L6b77B82223zZVXXjnP83/605+yzTbbLJKiAAAAAABgSZrvsPy0007LQw89lH322ScvvPBCJk6cmIkTJ+b555/P3nvvnYcffjinnXba4qwVAAAAAAAWi3rz23HDDTfM3XffnUMOOST33XdfrXPLL7987rzzzmy00UaLvEAAAAAAAFjc5jssT5Jdd901H3zwQQYNGpThw4enKIqsscYa2WmnndK4cePFVSMAAAAAACxWCxSWJ0mjRo2y55571moriiIPPfRQbrjhhtx9992LrDgAAAAAAFgS5nvP8rkZMWJEzjjjjLRv3z577rlnpk2btqjqAgAAAACAJWaBV5ZPnz49d999d2644YY89dRTqa6uzsUXX5xDDz00zZs3Xxw1AgAAAADAYjXfK8tffvnlHHXUUVlxxRVz+eWXZ4899siHH36YOnXqpGfPnoJyAAAAAAB+sOZ7Zfnmm2+eY489Ns8991zWXHPNxVkTAAAAAAAsUfMdlu+www654YYb8umnn+bAAw9Mz549U1FRsThrAwAAAACAJWK+t2F5+OGH89Zbb2XNNdfMkUcembZt2+b4449Pku8cml911VXp2LFjGjZsmM033zwvvPDCfF13++23p6KiInvsscd3uj8AAAAAAOVtvsPyJGnXrl3OPPPMjBgxIrfcckvGjBmTevXqZffdd8/vfve7vPLKKwtcwB133JETTzwxffv2zSuvvJINNtggPXv2zKeffvqN140cOTInn3xyttlmmwW+JwAAAAAAfFVFURTFdxngs88+y6233pobb7wxr7/+eqqrqxfo+s033zybbrpp/vznPydJampq0q5duxx77LE59dRT53pNdXV1tt122xxyyCH517/+lQkTJuT++++fr/tNmjQpVVVVmThxopeSAgAAAADzRa647FugleVz07Jlyxx77LF59dVX8+KLLy7QtTNmzMjLL7+cHj16/F9BdeqkR48eefbZZ+d53dlnn53WrVvn0EMP/dZ7TJ8+PZMmTar1AQAAAACAr1qgsLympiY33nhjdt1113Tp0iXrrbdedtttt9x8880piiIbbbTRAt187Nixqa6uTps2bWq1t2nTJh9//PFcr3nqqadyww035K9//et83eP8889PVVVV6dOuXbsFqhEAAAAAgGXffIflRVFkt912yy9/+ct89NFHWW+99bLuuuvmgw8+SJ8+fbLnnnsuzjqTJJ9//nkOPPDA/PWvf80KK6wwX9ecdtppmThxYunz4YcfLuYqAQAAAAD4oak3vx0HDBiQJ598Mo899li6d+9e69zjjz+ePfbYIzfffHN69+493zdfYYUVUrdu3XzyySe12j/55JOsuOKKc/R/7733MnLkyPTq1avUVlNT8+WD1KuXoUOHZtVVV611TWVlZSorK+e7JgAAAAAAys98ryy/7bbb8rvf/W6OoDxJtt9++5x66qkZOHDgAt28QYMG2XjjjfPYY4+V2mpqavLYY49lyy23nKP/WmutlTfeeCOvvfZa6bPbbrule/fuee2112yxAgAAAADAQpnvleWvv/56Lrzwwnme33nnnfOnP/1pgQs48cQTc9BBB2WTTTbJZpttlssvvzxTpkzJwQcfnCTp3bt3Vl555Zx//vlp2LBhunTpUuv6Fi1aJMkc7QAAAAAAML/mOywfP378HC/i/Ko2bdrks88+W+AC9t9//4wZMyZnnnlmPv7443Tt2jWDBg0q3WvUqFGpU2eB3kMKAAAAAAALpKIoimJ+OtatWzcff/xxWrVqNdfzn3zySVZaaaVUV1cv0gIXtUmTJqWqqioTJ05M8+bNl3Y5AAAAAMAPgFxx2TffK8uLokifPn3m+bLM6dOnL7KiAAAAAABgSZrvsPyggw761j69e/f+TsUAAAAAAMDSMN9hef/+/RdnHQAAAAAAsNR4cyYAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAAAJQ9YTkAAAAAAGVPWA4AAAAAQNkTlgMAAAAAUPaE5QAAAAAAlD1hOQAAAAAAZU9YDgAAAABA2ROWAwAAAABQ9oTlAAAAAACUPWE5AAAAAABlT1gOAAAAAEDZE5YDAAAAAFD2hOUAAAAA/H/s3XtclGX+//HXPTPMDDCcRfCAooGRZp7Ncr+plZGlZbWdV9PaXDctXLW03c1AM3XDY0dbNzFzy3ZN89dutpviVqZ5aEEzJEWJUhQVATnDzP37w3USzyKKyfv5ePBo7nuu+7o+9z0wPnrPNdctItLgKSwXERERERERERERkQZPYbmIiIiIiIiIiIiINHgKy0VERERERERERESkwVNYLiIiIiIiIiIiIiINnsJyEREREREREREREWnwFJaLiIiIiIiIiIiISIOnsFxEREREREREREREGjyF5SIiIiIiIiIiIiLS4CksFxEREREREREREZEGT2G5iIiIiIiIiIiIiDR4CstFREREREREREREpMFTWC4iIiIiIiIiIiIiDZ7CchERERERERERERFp8BSWi4iIiIiIiIiIiEiDp7BcRERERERERERERBo8heUiIiIiIiIiIiIi0uApLBcRERERERERERGRBk9huYiIiIiIiIiIiIg0eArLRURERERERERERKTBU1guIiIiIiIiIiIiIg2ewnIRERERERERERERafAUlouIiIiIiIiIiIhIg6ewXEREREREREREREQaPIXlIiIiIiIiIiIiItLgKSwXERERERERERERkQZPYbmIiIiIiIiIiIiINHgKy0VERERERERERESkwVNYLiIiIiIiIiIiIiINnsJyEREREREREREREWnwFJaLiIiIiIiIiIiISIOnsFxEREREREREREREGjyF5SIiIiIiIiIiIiLS4CksFxEREREREREREZEGT2G5iIiIiIiIiIiIiDR4CstFREREREREREREpMFTWC4iIiIiIiIiIiIiDZ7CchERERERERERERFp8BSWi4iIiIiIiIiIiEiDp7BcRERERERERERERBo8heUiIiIiIiIiIiIi0uApLBcRERERERERERGRBk9huYiIiIiIiIiIiIg0eArLRURERERERERERKTBU1guIiIiIiIiIiIiIg2ewnIRERERERERERERafAUlouIiIiIiIiIiIhIg6ewXEREREREREREREQaPIXlIiIiIiIiIiIiItLgKSwXERERERERERERkQZPYbmIiIiIiIiIiIiINHgKy0VERERERERERESkwVNYLiIiIiIiIiIiIiINnsJyEREREREREREREWnwFJaLiIiIiIiIiIiISIOnsFxEREREREREREREGjyF5SIiIiIiIiIiIiLS4CksFxEREREREREREZEGT2G5iIiIiIiIiIiIiDR4CstFREREREREREREpMFTWC4iIiIiIiIiIiIiDZ7CchERERERERERERFp8BSWi4iIiIiIiIiIiEiDp7BcRERERERERERERBo8heUiIiIiIiIiIiIi0uApLBcRERERERERERGRBk9huYiIiIiIiIiIiIg0eArLRURERERERERERKTBU1guIiIiIiIiIiIiIg2ewnIRERERERERERERafAUlouIiIiIiIiIiIhIg6ewXEREREREREREREQaPIXlIiIiIiIiIiIiItLgKSwXERERERERERERkQZPYbmIiIiIiIiIiIiINHgKy0VERERERERERESkwVNYLiIiIiIiIiIiIiINnsJyEREREREREREREWnwFJaLiIiIiIiIiIiISIOnsFxEREREREREREREGjyF5SIiIiIiIiIiIiLS4CksFxEREREREREREZEGT2G5iIiIiIiIiIiIiDR4CstFREREREREREREpMFTWC4iIiIiIiIiIiIiDZ7CchERERERERERERFp8BSWi4iIiIiIiIiIiEiDp7BcRERERERERERERBo8heUiIiIiIiIiIiIi0uApLBcRERERERERERGRBk9huYiIiIiIiIiIiIg0eArLRURERERERERERKTBs9V3ASIilwvTNMkvqWR3QRlFZdVUeTwA2K0WQvzsNAv2JdDXhmEY9VypiIiIiIiIiIgcT2G5iMh5KK9yk/5DAWk/FLAjr5iDJZWUVFTj9pgYBpjmkXY+VgN/h43wAAdtIgLo3CKEdk0DsVn1BR8RERERERERkUuBwnIRkVrIO1zO2qyD/Oe7/fx4qAyPaeJvt+FvtxLq74fPMSG4aZpUuU1KKqr58VAZ2/cV86+t+4hu5EefKxtzbeswgnx96vFsREREREREREREUxpFRM5BtdvDp9/u4/kPt/L22mz2H64gKsSP2MYBNA32JcjPXiMoBzAMA7vNQoi/neYhfsRGBBAR6OT7g6XM/WwnE//fVtbvysc8Og29FlJSUggODvZuJyYm0rFjxxptEhMTiYiIwDAMli1bVuuxzkZ0dDSzZs26oGOIiIiIiIiIiNQlheUiImdpT0EZsz7dzp8/30lxRTUxjQNoHuKH3Xbub6W+distw/xpHe5P1ve7GfTYb2jcrCUOh4OoqCgGDBjAypUra13r2LFjaxyfkZFBUlISc+fOJTc3l379+tW677OxYcMGhg0bdl59pKenc8cdd9C4cWOcTifR0dHcf//95OXlAbB69WoMw6CgoOCc+s3OzsYwDNLS0s6rPsMwTvuTmJh4Xv2LiIiIiIiIyMWlZVhERM7C1j2FvPGfLPYcKqNZiB/+jrp5+yw+kMvKqY/i4+si9vbfcM017bm/S1M2r/uMESNGsG3btlr163K5cLlc3u2srCwA7rzzzvO6wWhVVRU+PmdeMiY8PLzWYwDs37+fm266if79+/PJJ58QHBxMdnY2y5cvp6Sk5Lz6riu5ubnex4sXL2bChAlkZmZ69x17/U3TxO12Y7Ppn10RERERERGRS5VmlouInMHmHwt4eeUO9hVVEBMRUGdBOcC/3pyMAQz901+54Zb+5Nsa8Y8fbNzzyG9Yt26dt92MGTNo3749/v7+REVF8cQTT1BcXHzKfo9dhiUxMZEBAwYAYLFYvGG5x+Nh4sSJNG/eHIfDQceOHVmxYoW3j6MzsBcvXkyvXr1wOp0sWrSIIUOGMHDgQJKTk2nSpAlhYWGMGDGCqqoq77HHL8NyrvWvWbOGwsJC5s2bR6dOnWjVqhV9+vRh5syZtGrViuzsbPr06QNASEgIhmEwZMgQAFasWMEvfvELgoODCQsLo3///t4PCwBatWoFQKdOnTAMg969e3ufmzdvHldddRVOp5O4uDhee+21U9YYGRnp/QkKCsIwDO/2tm3bCAgI4OOPP6ZLly44HA6++OILsrKyuPPOO4mIiMDlctGtWzc+/fTTU44hIiIiIiIiIhePwnIRkdPI3HuY11dnUVBWSetG/ljOY1b28coOF7IzbQ2d+z2A3emHzWrhinAXP+SX8sqqHZQZDm9bi8XCnDlz2Lp1KwsWLGDVqlU888wzZzXO2LFjmT9/PnBkNvTRGdGzZ89m+vTpJCcns3nzZuLj47njjjvYvn17jePHjx9PQkICGRkZxMfHA5CamkpWVhapqaksWLCAlJQUUlJSTlnDudYfGRlJdXU1S5cuPela7lFRUSxZsgSAzMxMcnNzmT17NgAlJSWMHj2ajRs3snLlSiwWC3fddRcejweA9evXA/Dpp5+Sm5vLBx98AMCiRYuYMGECkydPJiMjgxdffJHnnnuOBQsWnPEan8r48eOZOnUqGRkZXHPNNRQXF3PbbbexcuVK/vvf/3LrrbcyYMAAcnJyaj2GiIiIiIiIiNQNfR9cROQUisqr+MsXOzlQXMEV4a7zWr7kZA7tzQHTJLRZK+8+q8WgdbiLHXmHSVmTzdj4K/GxWhg1apS3TXR0NC+88ALDhw8/7czno1wul/fmn5GRkd79ycnJjBs3jgceeACAadOmkZqayqxZs3j11Ve97UaNGsXdd99do8+QkBBeeeUVrFYrcXFx3H777axcuZLHH3/8pDWca/09evTg97//PQ899BDDhw+ne/fu3HjjjQwePJiIiAisViuhoaEANG7cuMbNTe+5554afb311luEh4fz7bffcvXVV3uXiAkLC6txPZ5//nmmT5/uPddWrVrx7bffMnfuXB555JGT1nkmEydOpG/fvt7t0NBQOnTo4N2eNGkSS5cuZfny5YwcObJWY4iIiIiIiIhI3dDMchGRkzBNkw82/ciOvGJahvnXeVD+v0FOuttqMWgR6s9/cw6xMmMfcGQW9E033USzZs0ICAhg0KBBHDx4kNLS0loNXVRUxJ49e+jZs2eN/T179iQjI6PGvq5du55wfLt27bBard7tJk2aeG+8eTK1qX/y5Mns3buXN954g3bt2vHGG28QFxfHli1bTntu27dv58EHH6R169YEBgYSHR0NcNrZ2yUlJWRlZfHYY49513t3uVy88MILNZZwOVfHX7vi4mLGjh3LVVddRXBwMC6Xi4yMDM0sFxEREREREbkEXBJh+auvvkp0dDROp5Nrr73W+xX5k/nzn//M//3f/xESEkJISAg333zzaduLiNRG2g8FrNyWR3iAEx/rhXmrDGnSEgyD/N27TnjO127F127jg693s+a/GfTv359rrrmGJUuWsGnTJu/M78rKygtS27H8/f1P2Hf8TT4Nw/Auc3K87OzsWtcfFhbGvffeS3JyMhkZGTRt2pTk5OTTHjNgwADy8/P585//zFdffcVXX311xrGOrp/+5z//mbS0NO/PN998U2Pt+HN1/LUbO3YsS5cu5cUXX+Tzzz8nLS2N9u3bX5TXUUREREREREROr97D8sWLFzN69Gief/55vv76azp06EB8fPwpZyiuXr2aBx98kNTUVNauXUtUVBS33HILu3fvvsiVi8jlyu0x+eDr3VRWewj1t1+wcXwDgmjd8Xq+/vg9KstPnGEdYqvkYHEl8z9cicfjYfr06fTo0YM2bdqwZ8+e8xo7MDCQpk2bsmbNmhr716xZQ9u2bc+r7+Nt2rSpTuq32+1cccUVlJSUeLcB3G63t83BgwfJzMzkj3/8IzfddBNXXXUVhw4dOqGf44+LiIigadOm7Ny5k5iYmBo/R28IWhfWrFnDkCFDuOuuu2jfvj2RkZFkZ2fXWf8iIiIiIiIiUnv1HpbPmDGDxx9/nKFDh9K2bVveeOMN/Pz8eOutt07aftGiRTzxxBN07NiRuLg45s2bh8fjYeXKlRe5chG5XGXkFpG1v5jIIOcFH+uWX/8Bj8fD2+MeZtvaf5O/53sO/LiTjf9YxDu/H0yjAAcHLCFUVVXx8ssvs3PnThYuXMgbb7xx3mM//fTTTJs2jcWLF5OZmcn48eNJS0sjISGhDs7sJzExMedc/0cffcSvfvUrPvroI7777jsyMzNJTk7mn//8J3feeScALVu2xDAMPvroI/bv309xcTEhISGEhYXx5ptvsmPHDlatWsXo0aNr9N24cWN8fX1ZsWIF+/bto7CwEICkpCSmTJnCnDlz+O6779iyZQvz589nxowZdXYtYmNj+eCDD0hLSyM9PZ2HHnrohBn5zz77LIMHD/Zur1+/nri4uBofCt9000288sordVaXiIiIiIiIiNRzWF5ZWcmmTZu4+eabvfssFgs333wza9euPas+SktLqaqq8t7o7XgVFRUUFRXV+BEROZ0vduynstqDn/3C3wM5OLI5Q5MX0+LqbqxaMJ2//O5uFicNI3vLV9wy7I8E+/lgbdSKoaOfZ9q0aVx99dUsWrSIKVOmnPfYTz31FKNHj2bMmDG0b9+eFStWsHz5cmJjY+vgzH7SoUMHZsyYcU71t23bFj8/P8aMGUPHjh3p0aMH77//PvPmzWPQoEEANGvWjKSkJMaPH09ERAQjR47EYrHw3nvvsWnTJq6++mp+97vf8dJLL9Xo22azMWfOHObOnUvTpk294fuvf/1r5s2bx/z582nfvj29evUiJSWlTmeWz5gxg5CQEK6//noGDBhAfHw8nTt3rtEmNze3xhrmpaWlZGZmUlVV5d2XlZXFgQMH6qwuEREREREREQHDNE9xh7mLYM+ePTRr1owvv/yS6667zrv/mWee4T//+Y93ndnTeeKJJ/jkk0/YunUrTueJs0ATExNJSko6YX9hYSGBgYHndwIictnZf7iCZz/YjMUwCHM56rscAHYfKiXM5WDqPe1x2KxnPkBERERERERE6lxRURFBQUHKFS9j9b4My/mYOnUq7733HkuXLj1pUA5Hvs5eWFjo/fnhhx8ucpUi8nOy60AJhWVVBPtduLXKz1WIv50DhyvYfaisvksREREREREREblsXfg1Bk6jUaNGWK1W9u3bV2P/vn37iIyMPO2xycnJTJ06lU8//ZRrrrnmlO0cDgcOx6UxO1RELn17CsowTbBajPouxcvXx0pZlZs9BeW0DnfVdzkiIiIiIiIiIpelep1Zbrfb6dKlS42bcx69Weexy7Ic709/+hOTJk1ixYoVdO3a9WKUKiINxM4DJZdUUA5gGAYYsLugtL5LERERERERERG5bNXrzHKA0aNH88gjj9C1a1e6d+/OrFmzKCkpYejQoQAMHjyYZs2aeW8GN23aNCZMmMBf//pXoqOj2bt3LwAulwuXSzMuRaT2TNMk+0DxRbmx57nysVjYdaCkvssQEREREREREbls1XsidP/997N//34mTJjA3r176dixIytWrCAiIgKAnJwcLJafJsC//vrrVFZW8stf/rJGP88//zyJiYkXs3QRucy4PSYV1SY266U1sxzAZjUorXTXdxkiIiIiIiIiIpeteg/LAUaOHMnIkSNP+tzq1atrbGdnZ1/4gkSkQar2mJimyaUXlYOBQZXbU99liIiIiIiIiIhctup1zXIRkUuJzWJgGAZmfRdyEiYmPla9ZYuIiIiIiIiIXChKXkRE/sdqMXDYDKrdl15cXu028bNb67sMEREREREREZHLlsJyEZH/MQyD6EYuSiur67uUE1R5PLRupJsYi4iIiIiIiIhcKArLRUSO0bqRP27PpTWz3DRNMKFpsG99lyIiIiIiIiIictlSWC4icoymwb4YBpdUYF5W5cbXx0qzEIXlIiIiIiIiIiIXisJyEZFjtA73J8jXh4LSyvouxetQSSWNAhw0DXbWdykiIiIiIiIiIpctheUiIsdo5HLQLTqUgyWXRljuMU1KKtz0vjIch003+BQRERERERERuVAUlouIHKdnTCMcNsslcaPPgtIqgvx8uLZVWH2XIiIiIiIiIiJyWVNYLiJynKuaBBLT2EVuYXm91mGaJvsPV9ClZQiRQVqCRURERERERETkQlJYLiJyHKvF4O7OzXHYLOTX43IsuYXlNHLZuaND03qrQURERERERESkoVBYLiJyEh2aB3HzVY05cLiCKrfnoo9fWllNWWU1d3duRlSo30UfX0RERERERESkoVFYLiJyEoZxZHZ5TISL7w+W4DHNizZ2tcfDj/mldG4Zwk1XRVy0cUVEREREREREGjKF5SIipxDg9OGxX7SikcvB9wdKMC9CYO72mOzaX0LrcBdDrm+Fj1Vv0yIiIiIiIiIiF4NSGBGR02gTEcBve19BsJ+dnQeKL+gM82q3h6z9xbQI9ePJG2N1U08RERERERERkYtIYbmIyBlc0zyYp26KJSLQyfZ9hympqK7zMQpKK8naX0xMYxejb2lDizCtUy4iIiIiIiIicjEpLBcROQttmwby+9uuomdMI/YVlfPjodI6mWVe7faw60AxReXV3Hp1JM/2i6N5iIJyEREREREREZGLzVbfBYiI/Fw0CfJl1M1tWJ2Zx983/ciOvGL87FbCAxw4bNZz6qu0spq8wxVUVXtoGebH/d1a0C06BMMwLlD1IiIiIiIiIiJyOgrLRUTOgdVicNNVEVzTPJi1Ow/yn8w8fjxUhttj4me34e+w4u+w1bgxp2maVFZ7KKl0U1pZTWmlG4fNQutG/vS+sjHdW4US5OtTj2clIiIiIiIiIiIKy0VEaiE8wMEdHZoS3y6C9B8KSfvhENv3FZNfUsmh0lKq3SaGASaACXabBX+7lRahfsQ2dtG5ZQhtmwRis2o1LBERERERERGRS4HCcrkoUlJSGDVqFAUFBQAkJiaybNky0tLSvG0SExN5/fXXycvLY+nSpQwcOPCC1RMdHc2oUaMYNWrUBRvjUnb86yG157BZ6d4qlO6tQjFNk0OlVewpKKOwrIoqtwfDMPCxGIT422kW4kugUzPIRUREREREREQuRZrSKGe0d+9ennzySVq3bo3D4SAqKooBAwawcuXKWvc5duzYGsdnZGSQlJTE3Llzyc3NpV+/fnVR+ilt2LCBYcOGnVcf0dHRGIbBunXrauwfNWoUvXv3Pqe+DMNg2bJl51VPXTMMw/sTGBhIt27d+PDDD+u7rEuaYRiE+tu5ulkQPWMa0fvKxvRqE871MY24qkmggnIRERERERERkUuYwnI5rezsbLp06cKqVat46aWX2LJlCytWrKBPnz6MGDGi1v26XC7CwsK821lZWQDceeedREZG4nA4atVvVVXVWbULDw/Hz8+vVmMcy+l0Mm7cuPPup65UVlbWaX/z588nNzeXjRs30rNnT375y1+yZcuWOh1DRERERERERETkUqCwXE7riSeewDAM1q9fzz333EObNm1o164do0ePrjGjesaMGbRv3x5/f3+ioqJ44oknKC4uPmW/iYmJdOzY0ft4wIABAFgsFgzDAMDj8TBx4kSaN2+Ow+GgY8eOrFixwttHdnY2hmGwePFievXqhdPpZNGiRQwZMoSBAweSnJxMkyZNCAsLY8SIETWC9OjoaGbNmlXr+o8aNmwY69at45///Ocp22zYsIG+ffvSqFEjgoKC6NWrF19//XWNWgDuuusuDMPwbh89j2MdP2u9d+/ejBw5klGjRtGoUSPi4+PP63yOFxwcTGRkJG3atGHSpElUV1eTmpp6zv2IiIiIiIiIiIhc6hSWyynl5+ezYsUKRowYgb+//wnPBwcHex9bLBbmzJnD1q1bWbBgAatWreKZZ545q3HGjh3L/PnzAcjNzSU3NxeA2bNnM336dJKTk9m8eTPx8fHccccdbN++vcbx48ePJyEhgYyMDG9YnJqaSlZWFqmpqSxYsICUlBRSUlJOWUNt62/VqhXDhw/n2WefxePxnLTN4cOHeeSRR/jiiy9Yt24dsbGx3HbbbRw+fBg4EqbDT7O4j26frQULFmC321mzZg1vvPHGeZ3PqVRXV/OXv/wFALvdXut+RERERERERERELlW6waec0o4dOzBNk7i4uDO2PfZGmdHR0bzwwgsMHz6c11577YzHulwub/AeGRnp3Z+cnMy4ceN44IEHAJg2bRqpqanMmjWLV199tcbYd999d40+Q0JCeOWVV7BarcTFxXH77bezcuVKHn/88Tqv/49//CPz589n0aJFDBo06ITnb7zxxhrbb775JsHBwfznP/+hf//+hIeHAz/N4j5XsbGx/OlPf6qz8znWgw8+iNVqpaysDI/HQ3R0NPfdd9851ygiIiIiIiIiInKp08xyOSXTNM+67aeffspNN91Es2bNCAgIYNCgQRw8eJDS0tJajV1UVMSePXvo2bNnjf09e/YkIyOjxr6uXbuecHy7du2wWq3e7SZNmpCXl3dB6g8PD2fs2LFMmDDhpGuG79u3j8cff5zY2FiCgoIIDAykuLiYnJycM/Z9Nrp06VKn53OsmTNnkpaWxscff0zbtm2ZN28eoaGhdVK3iIiIiIiIiIjIpURhuZxSbGwshmGwbdu207bLzs6mf//+XHPNNSxZsoRNmzZ5Z37X9Q0nT+ZkS8T4+PjU2DYM45TLpNRF/aNHj6asrOykM7cfeeQR0tLSmD17Nl9++SVpaWmEhYWdsW+LxXLCBxYnu4Hp8edfl69HZGQkMTEx3HLLLcyfP5/777//tB86iIiIiIiIiIiI/FwpLJdTCg0NJT4+nldffZWSkpITni8oKABg06ZNeDwepk+fTo8ePWjTpg179uw5r7EDAwNp2rQpa9asqbF/zZo1tG3b9rz6Pl5d1O9yuXjuueeYPHmydy3yo9asWcNTTz3FbbfdRrt27XA4HBw4cKBGGx8fH9xud4194eHh3vXbj0pLS7so53My3bt3p0uXLkyePPm8+xIREREREREREbnUKCxvYA6XV5GamcesT78jcflWEpdvZca/v+Pf3+6jsPTEWcuvvvoqbreb7t27s2TJErZv305GRgZz5szhuuuuAyAmJoaqqipefvlldu7cycKFC703mjwfTz/9NNOmTWPx4sVkZmYyfvx40tLSSEhIOO++j1VX9Q8bNoygoCD++te/1tgfGxvLwoULycjI4KuvvuLhhx/G19e3Rpvo6GhWrlzJ3r17OXToEHBkrfONGzfy9ttvs337dp5//nm++eabi3Y+JzNq1Cjmzp3L7t27ARg8eDDPPvus9/mlS5eesMZ9XFwcS5curZPxRURERERERERELhSF5Q1EYWkV736Vw7glm3l11Q6+zDrIjrxiduQV89XOg8z9TxbjPtjMwrXZHCiu8B7XunVrvv76a/r06cOYMWO4+uqr6du3LytXruT1118HoEOHDsyYMYNp06Zx9dVXs2jRIqZMmXLeNT/11FOMHj2aMWPG0L59e1asWMHy5cuJjY09776PVVf1+/j4MGnSJMrLy2vs/8tf/sKhQ4fo3LkzgwYN4qmnnqJx48Y12kyfPp1///vfREVF0alTJwDi4+N57rnneOaZZ+jWrRuHDx9m8ODBF+18TubWW2+lVatW3tnlOTk5NWa/FxYWkpmZWeOYzMxMCgsL62R8ERERERERERGRC8Uwz+UujpeBoqIigoKCKCwsJDAwsL7LuSj2Fpbz2uodbN1dSKCvnUYuOzZrzc9J3B6Tg8UV5JdW0iYigBG9Y2gR5ldPFYuIiIiIiIiIiFxaGmKu2NBoZvll7lBJJa+s2s43uwuJbuQiMsh5QlAOYLUYNA50EhPuIiuvmJdXbSevqPwkPYqIiIiIiIiIiIhcfhSWX+aWfP0j3+YW0Trchd125pfbZrXQKtyfrP3F/HV9zkWoUERERERERERERKT+KSy/jB0oruCrnQcJ83fgc5LZ5Kdis1hoHOgk/YcCfsgvvYAVioiIiIiIiIiIiFwaFJZfxtbvyie/tIpQf/s5Hxvs60NhWRVf7Tx4ASoTERERERERERERubQoLL+Mrdt5EKfNgsVinPOxhmHgcvrwxY4DNLB7wIqIiIiIiIiIiEgDpLD8MmWaJvkllTh8rLXuw2mzUFrppqLaU4eViYiIiIiIiIiIiFx6FJZfxjweE+PcJ5V7GYaBiYlHM8tFRERERERERETkMqew/DJlGAb+DhvV7toH3dVuDzaLBaet9rPTRURERERERERERH4OFJZfxq5uFkhxRXWt1xwvLKvi6mZBtVrzXEREREREREREROTnRGH5ZaxnTCP87FaKK6rP+diySjc+Vgu/iGl0ASoTERERERERERERubQoLL+MXRHuIi4ykL1F5ec0u9w0TXILy4hu5Ee7poEXsEIRERERERERERGRS4PC8suYYRjc1akZIX52fsgvPavA3DRN9hSW42e38ssuUdis+hURERERERERERGRy5+S0Mtc26aBPNqzFU4fK7sOlFBR5T5l28pqD9/nl2IAg6+LpkvLkItXqIiIiIiIiIiIiEg9stV3AXLhXXdFGP4OK++s+57v80vxeExC/R3YbRYMoNLtIb+4AgyDZsG+PNi9Bd1bhdZ32SIiIiIiIiIiIiIXjcLyBuKa5sG8MDCQzT8W8J/v9pORW0RR2ZEbf9osFjq3DKFXm8Z0ahGM08daz9WKiIiIiIiIiIiIXFwKyxsQu81C1+hQurQMoaismpLKI2G5r4+VYD8fDMOo5wpFRERERERERERE6ofC8gbIMAyC/HwI8vOp71JERERERERERERELgm6waeIiIiIiIiIiIiINHgKy0VERERERERERESkwVNYLiIiIiIiIiIiIiINnsJyEREREREREREREWnwFJaLiIiIiIiIiIiISIOnsFxEREREREREREREGjyF5SIiIiIiIiIiIiLS4CksFxEREREREREREZEGT2G5iIiIiIiIiIiIiDR4CstFREREREREREREpMFTWC4iIiIiIiIiIiIiDZ7CchERERERERERERFp8BSWi4iIiIiIiIiIiEiDp7BcRERERERERERERBo8heUiIiIiIiIiIiIi0uApLBcRERERERERERGRBk9huYiIiIiIiIiIiIg0eLb6LkBELq5qt4d9hyvYfaiM3QWl7Ckop7zKjdtj4mM1CHT60DzUj2bBvjQL9iXYzwfDMOq7bBERERERERERkQtKYblIA5FbWMZXO/P5z3f7yS+ppLSyGtMEi2FgtRhggGkeCdMxwGYx8LfbaB3uolebcLq0DMHXbq3v0xAREREREREREbkgtAyLyGVuR95hXlm1nT8s/YaF677nYHEFgU4fWjVyERsRwBWNXUQ38ic6zJ9WjfyJjQggtnEAzYL98LFZ2PxjAXNWfse4JZv5+6YfKCyrOq96UlJSCA4O9m4nJibSsWPHGm0SExOJiIjAMAyWLVt2XuOdSXR0NLNmzbqgY4iIiIiIiIiIyKVPYbnIZaq8ys2STT/y4j+3kZq5Hx+rhZjGLpqF+OFy2o7MJj8Nu81CiJ+d1uEuWoT5U1hWxfx/p9Hn7sE0bxGNw+EgKiqKAQMGsHLlylrXOXbs2BrHZ2RkkJSUxNy5c8nNzaVfv3617vtsbNiwgWHDhp1XH9HR0RiGgWEY+Pr6Eh0dzX333ceqVavqqMq6cbIPJkRERERERERE5AiF5SKXoaz9xUz5OIN31+dgGBDb2EWovx1LLdce97Fa8KvM57M/PUZW+ldccftvSEz5Jx8s/4g+ffowYsSIWtfqcrkICwv7qfasLADuvPNOIiMjcTgcteq3qursZsCHh4fj5+dXqzGONXHiRHJzc8nMzOTtt98mODiYm2++mcmTJ5933+fLNE2qq6vruwwRERERERERkUuawnKRy8zmHwtI/iSTrbuLaBHqR+MAZ53coPNfb07GMAx+nfwuV11/CxsLfPk0185jw59k3bp13nYzZsygffv2+Pv7ExUVxRNPPEFxcfEp+z12tnNiYiIDBgwAwGKxeOv2eDxMnDiR5s2b43A46NixIytWrPD2kZ2djWEYLF68mF69euF0Olm0aBFDhgxh4MCBJCcn06RJE8LCwhgxYkSNIP34ZVjOtf6jAgICiIyMpEWLFtxwww28+eabPPfcc0yYMIHMzExvu2+++YZ+/frhcrmIiIhg0KBBHDhwwPt87969GTlyJCNHjiQoKIhGjRrx3HPPYZqmt83ChQvp2rWrd8yHHnqIvLw87/OrV6/GMAw+/vhjunTpgsPh4J133iEpKYn09HTvLPiUlBQADMNg7ty59O/fHz8/P6666irWrl3Ljh076N27N/7+/lx//fXeDzKO+vDDD+ncuTNOp5PWrVuTlJRUI5Q3DIN58+Zx11134efnR2xsLMuXLz/jtRQRERERERERqQ8Ky0UuI5t/LOCVVTs4VFpJTGMXDp+6uSFn2eFCdqatoXO/B7A7/Qjxt9Mi1I8N2fnMWbkdw+HvbWuxWJgzZw5bt25lwYIFrFq1imeeeeasxhk7dizz588HIDc3l9zcXABmz57N9OnTSU5OZvPmzcTHx3PHHXewffv2GsePHz+ehIQEMjIyiI+PByA1NZWsrCxSU1NZsGABKSkp3pD4ZM6n/uMlJCRgmiYffvghAAUFBdx444106tSJjRs3smLFCvbt28d9991X47gFCxZgs9lYv349s2fPZsaMGcybN8/7fFVVFZMmTSI9PZ1ly5aRnZ3NkCFDThh//PjxTJ06lYyMDPr27cuYMWNo166d99ref//93raTJk1i8ODBpKWlERcXx0MPPcRvfvMbnn32WTZu3IhpmowcOdLb/vPPP2fw4MEkJCTw7bffMnfuXFJSUk6YSZ+UlMR9993H5s2bue2223j44YfJz8+v1fUUEREREREREbmQbPVdgEhDUeX2sLewnPIqN1VuE8MAH6tBoNOHRi4HljOsIX4mO/KKeX11FkXlVUSH+dfJbPKjDu3NAdMktFkr7z6nj5XoMH/++8Mh5v4ni4SbY3HYrIwaNcrbJjo6mhdeeIHhw4fz2muvnXEcl8vlvflnZGSkd39ycjLjxo3jgQceAGDatGmkpqYya9YsXn31VW+7UaNGcffdd9foMyQkhFdeeQWr1UpcXBy33347K1eu5PHHHz9pDedT//FCQ0Np3Lgx2dnZALzyyit06tSJF1980dvmrbfeIioqiu+++442bdoAEBUVxcyZMzEMgyuvvJItW7Ywc+ZMb82PPvqo9/jWrVszZ84cunXrRnFxMS6Xy/vcxIkT6du3r3fb5XJhs9lqXNujhg4d6g3tx40bx3XXXcdzzz3n/dAhISGBoUOHetsnJSUxfvx4HnnkEW8dkyZN4plnnuH555/3thsyZAgPPvggAC+++CJz5sxh/fr13Hrrred8PUVERERERERELiSF5SIXSGllNVt+LOSHQ2Vk7S/m+4MllFRUU+U28ZgmBkeWqXDYLAT72bki3J+WYf60auRPXGQANuvZf/GjvMrN22uz2X+4gpjGrjoNygE4ZgmQYzl8rLQI9Wf9rnxWbNnLnZ2a8emnnzJlyhS2bdtGUVER1dXVlJeXU1paWqu1wYuKitizZw89e/assb9nz56kp6fX2Ne1a9cTjm/Xrh1W608z7Js0acKWLVtOOV5d12+apvf1SE9PJzU1tUagfVRWVpY3LO/Ro0eN1/C6665j+vTpuN1urFYrmzZtIjExkfT0dA4dOoTH4wEgJyeHtm3beo872fU4lWuuucb7OCIiAoD27dvX2FdeXk5RURGBgYGkp6ezZs2aGjPJ3W73Cdfq2H79/f0JDAyssWSMiIiIiIiIiMilQmG5SB378VAp67IO8tn2A+wtKsdjmtgsFvztVgJ97fhYDe+NNj0ek4pqD4dKK/lsexnmd/vxsVpo1cif3lc2pnt0KEF+Pmcc86PNe9i6p4iWYX51H5QDIU1agmGQv3vXCc/52q0E+vqwPH0PwZ4C+vfvz29/+1smT55MaGgoX3zxBY899hiVlZV1ciPN0/H39z9hn49PzetnGIY3XD5ednZ2ndZ/8OBB9u/fT6tWR2bkFxcXM2DAAKZNm3ZC2yZNmpxVnyUlJcTHxxMfH8+iRYsIDw8nJyeH+Ph4Kisra7Q92fU4lWOv09HfoZPtO3rtiouLSUpKOmEmP4DT6Txpv0f7OdX1FxERERERERGpTwrLRepIbmEZf9/4I1/nHKKovAqXw4cWoX74nG6GuPXI7OxA358CxdLKanYeKCFzbxZLvv6RPleG0/+apvg7Tv7n+t2+w/xj815C/Hxw2OpmjfLj+QYE0brj9Xz98Xt0ue0h7M6aoXGgpYIfSyy8/vd/4/F4mD59OhbLkfN+//33z2vswMBAmjZtypo1a+jVq5d3/5o1a+jevft59X28TZs21Wn9s2fPxmKxMHDgQAA6d+7MkiVLiI6OxmY79dvvV199VWN73bp1xMbGYrVa2bZtGwcPHmTq1KlERUUBsHHjxrOqx26343a7a3cyx+ncuTOZmZnExMTUSX8iIiIiIiIiIvVNN/gUOU9uj8nKjH1M/H/fkpqZh8PHSmzjAJoG+54+KD8FP7uN6DB/Woe7qKz28P7GH5n8zwy+2V140vYrvtnL4fIqGrkc53sqp3XLr/+Ax+Ph7XEPs23tv8nf8z0HftzJxn8s4p3fDyYq1I9DtlCqqqp4+eWX2blzJwsXLuSNN94477Gffvpppk2bxuLFi8nMzGT8+PGkpaWRkJBQB2f2k5iYmFrXf/jwYfbu3csPP/zAZ599xrBhw3jhhReYPHmyN1AeMWIE+fn5PPjgg2zYsIGsrCw++eQThg4dWiPEzsnJYfTo0WRmZvLuu+/y8ssve8+1RYsW2O12b43Lly9n0qRJZ1VjdHQ0u3btIi0tjQMHDlBRUXGOV+gnEyZM4O233yYpKYmtW7eSkZHBe++9xx//+Mdz6icuLo6lS5d6t5999lkGDx7s3V6/fj1xcXHs3r271rWKiIiIiIiIiJwNheUi5yGvqJxZn37Hm5/tpLiimtiIAEL87HWyFIrVYhAR6CQ6zJ8d+4p56ZNM3v0qh/Kqn0LV3QVlpP1QQCOX45Rjbl71ITMH/bTe9+eLX+OtMffWaPP54teY82hvpt5zDd99teqk/QRHNmdo8mJaXN2NVQum85ff3c3ipGFkb/mKW4b9EaePlaDmMfQfNo5p06Zx9dVXs2jRIqZMmVKjn7Fjx55zSPvUU08xevRoxowZQ/v27VmxYgXLly8nNjb2nPo5kw4dOjBjxozT1n8qEyZMoEmTJsTExDBo0CAKCwtZuXIl48aN87Y5OkPe7XZzyy230L59e0aNGkVwcLB3JjvA4MGDKSsro3v37owYMYKEhASGDRsGQHh4OCkpKfztb3+jbdu2TJ06leTk5LOq8Z577uHWW2+lT58+hIeH8+67757D1akpPj6ejz76iH/9619069aNHj16MHPmTFq2bHlO/WRmZlJY+NMHQbm5ueTk5Hi3S0tLyczMpKqqqta1ioiIiIiIiIicDcM0T3HnvstUUVERQUFBFBYWEhgYWN/lyM/YD/mlvLxqOzvyimke4nfKZVLOR/GhA3y55M9kbfqMw/l5OFwhtLqyHdOeH0//frewZNOP/PWr74mNCDhtWL5y/p/43cI1AFSWleKursQ3IBiAAz/uZF7CQO5+ZhZN21yD0xWIzcdeq3qLyqoorqgm8Y52tGp08vWy9+/fj7+//3mtXx4dHc33338PHFkfOyIigu7duzN8+HBuvPHGWvdb1xITE1m2bBlpaWlnfUzv3r3p2LEjs2bNumB1iYiIiIiIiMi5U654+dPMcpFayDlYyox/f0fW/hKuCHddkKC8IG83Kc88QM6W9fQZPJpfz1zCXb9/FUuzdjw6bDiFZZV8tn0//k6fc5rJbvf18wblAAV7fwAgtnsfXCGNah2Uu6urCHDaKC6vZmN2/inbhYeH18mNPidOnEhubi6ZmZm8/fbbBAcHc/PNNzN58uTz7vt8maZJdXV1fZchIiIiIiIiIiLnQGG5yDnaV1TOK6nb+SG/lCvCXdhqsS752fjXm5MxgMHTFhF3XV9Cm0bT4ooruem+x7h21OvM/nQ7B4sr2blqMX/53d1Mf6g7rw7ryydvvkBlWekp+z12GZbPF7/G36c8CcC0X3Zg6j3XAGB6PHzx/hu8+vjNvHR/F94acy87//uFt4+CvN1MvecaMtasYNFzQ3npga5s/eyf/OOV5/jqzWf5y2tzaNKkCWFhYYwYMaLGEhrR0dE1Zk3PmDGD9u3b4+/vT1RUFE888QTFxcVnvD4BAQFERkbSokULbrjhBt58802ee+45JkyYQGZmprfdN998Q79+/XC5XERERDBo0CAOHDjgfb53796MHDmSkSNHEhQURKNGjXjuuec49ks3CxcupGvXrt4xH3roIfLy8rzPr169GsMw+Pjjj+nSpQsOh4N33nmHpKQk0tPTMQwDwzBISUkBwDAM5s6dS//+/fHz8+Oqq65i7dq17Nixg7S0NF599VWuv/56srKyapzzhx9+SOfOnXE6nbRu3ZqkpKQaobxhGMybN4+77roLPz8/YmNjWb58+RmvpYiIiIiIiIiIKCwXOSdVbg8pa3aRtb+YVuH+WC3nvzb5yZQdLmRn2ho693sAu7PmLGxfHyutmjZmzY4D7C4ow+Fj5eZHx/PYrKXc/uQLfL9lPakLZ5zVONfeMYTbRhy5OeTIeasYOe/IeuUb/rGIDf/vbfo8MoZHZ/ydVh2v5+9TnyJ/z/c1jl/9ziy63v4wj89eRutO1wOQ990mcr7fxYp/fcqCBQtISUnxhsQnY7FYmDNnDlu3bmXBggWsWrWKZ5555mwvVQ0JCQmYpsmHH34IQEFBATfeeCOdOnVi48aNrFixgn379nHffffVOG7BggXYbDbWr1/P7NmzmTFjBvPmzfM+X1VVxaRJk0hPT2fZsmVkZ2czZMiQE8YfP348U6dOJSMjg759+zJmzBjatWtHbm4uubm53H///d62kyZNYvDgwaSlpREXF8dDDz3Eb37zGxYvXszmzZsxTZORI0d623/++ecMHjyYhIQEvv32W+bOnUtKSsoJM+mTkpK477772Lx5M7fddhsPP/ww+fmnnukvIiIiIiIiIiJHKCwXOQcrM/LY9P0hmof4YbNcuD+fQ3tzwDQJbdbqpM/7O2xYLQb5JZXE3Xw/Ldt3J7hxM6LbX8sND41k25f/Oqtx7L5+OP0DAHCFNMIV0giA9csXcO3AobT9RT/CmrWiz6DfEREdx8Z/vFPj+K63/4ore9xMcERzXCHhADj9A+l0/2gCIlvSv39/br/9dlauXHnKGkaNGkWfPn2Ijo7mxhtv5IUXXuD9998/q/qPFxoaSuPGjcnOzgbglVdeoVOnTrz44ovExcXRqVMn3nrrLVJTU/nuu++8x0VFRTFz5kyuvPJKHn74YZ588klmzpzpff7RRx+lX79+tG7dmh49ejBnzhw+/vjjE2bAT5w4kb59+3LFFVfQrFkzXC4XNpuNyMhIIiMj8fX19bYdOnQo9913H23atGHcuHFkZ2fz8MMPEx8fz1VXXUVCQgKrV6/2tk9KSmL8+PE88sgjtG7dmr59+zJp0iTmzp1bo4YhQ4bw4IMPEhMTw4svvkhxcTHr16+v1fUUEREREREREWlI6n6hZZHL1A/5pXzw9Y/42m342S/wn85Z3HfXYhh4PB7WfbGaA1+8T/6ebCpLi/F43FRXVlBVUYaPw/eM/RyvorSY4vw8msd1qrG/WVxH8rIza+xrEtPuhOPDW8RQ4Ya8wxW0DnfRpEkTtmzZcsrxPv30U6ZMmcK2bdsoKiqiurqa8vJySktLa7W2uWma3jXc09PTSU1NxeVyndAuKyuLNm3aANCjR48a675fd911TJ8+HbfbjdVqZdOmTSQmJpKens6hQ4fweDwA5OTk0LZtW+9xXbt2Pes6r7nmGu/jiIgIANq3b19jX3l5OUVFRQQGBpKens6aNWtqzCR3u90nXKtj+/X39ycwMLDGkjEiIiIiIiIiInJyCstFzoJpmry7PoeDxZXERpwYvNa1kCYtwTDI373rlG3cHhOK9/Pfec/Spvfd3PXwk/i6gvgh4798/NrzuKurahWWn4uT9W+12jAMqKw+Eigb/wv1TyY7O5v+/fvz29/+lsmTJxMaGsoXX3zBY489RmVl5TmH5QcPHmT//v20anVkRn5xcTEDBgxg2rRpJ7Rt0qTJWfVZUlJCfHw88fHxLFq0iPDwcHJycoiPj6eysrJGW39//7Ou1cfHx/v4aFB/sn1Hr11xcTFJSUncfffdJ/TldDpP2u/Rfk51/UVERERERERE5CcKy0XOQtb+YrbsLqRJsLPGDOQLxTcgiNYdr+frj9+jy20PnbBueXlJESZQnrsDTJOImx8n8opGWC0WMs5yCZZTcfi5cIU25sdt/6VFu59mSu/elkaTmKvPuh/3WcyO37RpEx6Ph+nTp2P537I2tV2CBWD27NlYLBYGDhwIQOfOnVmyZAnR0dHYbKd+u/vqq69qbK9bt47Y2FisVivbtm3j4MGDTJ06laioKAA2btx4VvXY7XbcbnftTuY4nTt3JjMzk5iYmDrpT0REREREREREatKa5SJnYW3WQUor3bgcF+/zpVt+/Qc8Hg9vj3uYbWv/Tf6e7znw4042/mMRC58dhMUwcIQ2xXRXs+uzJezauYtvVv8/0j6pfdh81LV3PsJXy+aTsWYFB3fvYvXCWezL3kbX2x8+q+NNE3zOYk33mJgYqqqqePnll9m5cycLFy7kjTfeOKsxDh8+zN69e/nhhx/47LPPGDZsGC+88AKTJ0/2BsojRowgPz+fBx98kA0bNpCVlcUnn3zC0KFDa4TYOTk5jB49mszMTN59911efvllEhISAGjRogV2u91b4/Lly5k0adJZ1RgdHc2uXbtIS0vjwIEDVFRUnNVxJzNhwgTefvttkpKS2Lp1KxkZGbz33nv88Y9/PKd+4uLiWLp0qXf72WefZfDgwd7t9evXExcXx+7du2tdq4iIiIiIiIjIz5HCcpEzKCyt4osdBwj29bkos8qPCo5sztDkxbS4uhurFkznL7+7m8VJw8je8hW3DPsjPlYLvpFXEHPHCPZ+vpgP/vgAWz//B70eTjjvsbve9jDdBgxiVUoyfxl9DzvT1vDL8XMIbdryjMeagGGAr/3Mby8dOnRgxowZTJs2jauvvppFixYxZcqUs6pxwoQJNGnShJiYGAYNGkRhYSErV65k3Lhx3jZNmzZlzZo1uN1ubrnlFtq3b8+oUaMIDg72zmQHGDx4MGVlZXTv3p0RI0aQkJDAsGHDAAgPDyclJYW//e1vtG3blqlTp5KcnHxWNd5zzz3ceuut9OnTh/DwcN59992zOu5k4uPj+eijj/jXv/5Ft27d6NGjBzNnzqRlyzO/JsfKzMyksLDQu52bm0tOTo53u7S0lMzMTKqqqmpdq4iIiIiIiIjIz5FhmmexVsJlpKioiKCgIAoLCwkMDKzvcuRnIHVbHq+m7qB1uAur5eKF5WeSk1/Kd3uLCPS1U+X2UOX20C06FP+LOPv9ZA6XV3G4vJqp97SnSdCFXTO9LvTu3ZuOHTsya9as+i5FRERERERERC5hyhUvf5pZLnIGuw4UA1xSQTmAv90KhoHHNPGxGlS5PRwur67vsiipcBPoa6NxgPPMjUVERERERERERC4RCstFTsM0TbbnleBrt9Z3KSfwc9jwsRhUu03gSJBfWnkJhOWV1Vxxic3CFxEREREREREROZP6Xa9B5BJXVF7N/sPl+NsvvT8Vp82Cy2mjoLQKu82CxWJQWFa/60y7PSYej8lVTX4+X0VavXp1fZcgIiIiIiIiIiKXAM0sFzmNPQVllFS48XNcejPLDcOgSZAvpmkeWYrFYqG4ohqPx1NvNR0sqSDU30736NB6q0FERERERERERKQ2FJaLnEZpZTVVHg9266X5pxIe4MBpt1Je5cZigMc0qa6nrNw0TQpKK7nuijBC/O31U4SIiIiIiIiIiEgtXZoJoMglorLaBPPILO5LkY/VQmSgkyr3/xJy80hgXh8KyqpwOWz0jGlUL+OLiIiIiIiIiIicD4XlIqdxiWbkNUSF+OFy2CitdNdbDdVuD3lF5fRq05jYxq56q0NERERERERERKS2FJaLnIaP1QDjyBIjlyqHj5Urwo8E1FUeD5Z6SPh/OFTKFeEu7unS/JKdhS8iIiIiIiIiInI6CstFTsPfYcNutVBZXwuBn6XwAAeh/j5UVZu4L/INPvcfrsDHauHBa1sQ5OtzUccWERERERERERGpKwrLRU6jabAv/nYrJfW4xMnZMAyDYF87LUJ9yckvvWjhfn5JJYfLq7irUzM6RQVflDFFREREREREREQuBIXlIqcR6PShcaCT0srq+i7ljEzgrs7NubpZELsOFFNRdWED/gOHKygsrWRgx2YM7NhMy6+IiIiIiIiIiMjPmsJykTOIbeyi/AIHz+fLY5pgwJURAfzu5jZ0aRnK9/ml7D9cUefrrVe7Pew6UEx5lZv7ukVxf7coLBYF5SIiIiIiIiIi8vOmsFzkDFr97+aZ1e5Ld93yw2VVuBw2WoT5EeJvZ3TfNjzYLQq3x0PW/uI6W5blUGklOw+U0DzEj1F9Y7mrUzMF5SIiIiIiIiIiclmw1XcBIpe6Ti2CaeRycKCkkshAZ32Xc1IHiiu5tnUozYJ9AfC1W/ll1yjaNw9m0Vffsy23CMMwCA9w4HLYzmnJFLfHJL+kkkOllfjbrdzWPpJfdonSzTxFREREREREROSyorBc5AwCnT78X2wj/r7pRyICHJfc2twVVW4MA/4vNvyE2q6MDOD3t13FxuxDrM7MI3PfYXILy/D1seFnt+LvsOGwWWoc5/GYlFa5KamopqSimmqPSZi/ndvaR9IzphFXRgRcctdARERERERERETkfGkZFpGz0KN1GAFOG0Xll96NPvMOV9A8xJcOUUEnfd7pY+UXsY34w+1XMaF/W+7p3JyYxv6YQF5ROTvyitmRd5is//1354Fiisoq8bNb6RYdyuP/14opd7fnsV+0Ji4yUEG5iIiIiIiIiNSLlJQUgoODvduJiYl07NixRpvExEQiIiIwDINly5Zd0Hqio6OZNWvWBR1DLi7NLBc5C60a+dMhKpg1Ow4Q4LRhuUQC4/IqN+VVbm6+KgKHzXratoZhEBsRQGxEAAAlFdXsLihj/+EKKt0ePB4Tm9WCr4+VpsFOIgOd2Kz6PE1EREREREREzt/evXuZPHky//jHP9i9ezeNGzemY8eOjBo1iptuuqlWfY4dO5Ynn3zSu52RkUFSUhJLly6lR48ehISE1FX5J7Vhwwb8/f3Pq4/o6Gi+//57AJxOJxEREXTv3p3hw4dz44031kWZdSIxMZFly5aRlpZW36VcUArLRc6CYRg80K0F2/cVs6egjOYhfvVdEqZpkpNfSqeoYG68qvE5H+/vsNEmIoA2/wvPRUREREREREQuhOzsbHr27ElwcDAvvfQS7du3p6qqik8++YQRI0awbdu2WvXrcrlwuVze7aysLADuvPPO8/pmfFVVFT4+Z75XW3h4eK3HONbEiRN5/PHHqaysJDs7m3feeYebb76ZSZMm8Yc//KFOxqgt0zRxu931WsPFpGmjImepabAv93RuTmW1h5KK+l+OZV9RBSF+Pjzco+UZZ5WLiIiIiIiIiNSXJ554AsMwWL9+Pffccw9t2rShXbt2jB49mnXr1nnbzZgxg/bt2+Pv709UVBRPPPEExcXFp+z32GVYEhMTGTBgAAAWy0/3Z/N4PEycOJHmzZvjcDjo2LEjK1as8PaRnZ2NYRgsXryYXr164XQ6WbRoEUOGDGHgwIEkJyfTpEkTwsLCGDNmTI3xj1+G5VzrPyogIIDIyEhatGjBDTfcwJtvvslzzz3HhAkTyMzM9Lb75ptv6NevHy6Xi4iICAYNGsSBAwe8z/fu3ZuRI0cycuRIgoKCaNSoEc899xymaXrbLFy4kK5du3rHfOihh8jLy/M+v3r1agzD4OOPP6ZLly44HA7eeecdkpKSSE9PxzAMDMMgJSUFODLBdO7cufTv3x8/Pz+uuuoq1q5dy44dO+jduzf+/v5cf/313g8yjvrwww/p3LkzTqeT1q1bk5SURHX1T3mbYRjMmzePu+66Cz8/P2JjY1m+fPkZr+X5Ulgucg56XxlOt+hQfjxUSrXbU291FJdXU1xRxZ0dm9Gq0fl93UdERERERERE5FyVV7nJPlDCN7sL+WZ3ITvyik86uTA/P58VK1YwYsSIky5Zcuwa5BaLhTlz5rB161YWLFjAqlWreOaZZ86qnrFjxzJ//nwAcnNzyc3NBWD27NlMnz6d5ORkNm/eTHx8PHfccQfbt2+vcfz48eNJSEggIyOD+Ph4AFJTU8nKyiI1NZUFCxbw17/+9bQ1nE/9x0tISMA0TT788EMACgoKuPHGG+nUqRMbN25kxYoV7Nu3j/vuu6/GcQsWLMBms7F+/Xpmz57NjBkzmDdvnvf5qqoqJk2aRHp6OsuWLSM7O5shQ4acMP748eOZOnUqGRkZ9O3blzFjxtCuXTvvtb3//vu9bSdNmsTgwYNJS0sjLi6Ohx56iN/85jc8++yzbNy4EdM0GTlypLf9559/zuDBg0lISODbb79l7ty5pKSkMHny5Bo1JCUlcd9997F582Zuu+02Hn74YfLz82t1Pc+WlmEROQc2q4VHro8mv6SSzL2Had3YH5vl4n7mVFpZzZ7CMm6Ma0x8u8iLOraIiIiIiIiINFyFZVVs2JXP+ux8cg6WUlJRTZXnyGRCq8WCn91K0yAnXaJD6dEqlMaBTnbs2IFpmsTFxZ2x/1GjRnkfR0dH88ILLzB8+HBee+21Mx7rcrm8wXtk5E95SXJyMuPGjeOBBx4AYNq0aaSmpjJr1ixeffXVGmPffffdNfoMCQnhlVdewWq1EhcXxy233HLam4aeT/3HCw0NpXHjxmRnZwPwyiuv0KlTJ1588UVvm7feeouoqCi+++472rRpA0BUVBQzZ87EMAyuvPJKtmzZwsyZM3n88ccBePTRR73Ht27dmjlz5tCtWzeKi4trLGkzceJE+vbt6912uVzYbLYa1/aooUOHekP7cePGcd111/Hcc895P3RISEhg6NCh3vZJSUmMHz+eRx55xFvHpEmTeOaZZ3j++ee97YYMGcKDDz4IwIsvvsicOXNYv349t9566zlfz7OlsFzkHIUHOBh5Ywwz//0dO/eX0KqRPz4X6UaYxRXV7Ckoo2dMGI/9ohV2m74cIiIiIiIiIiIXVnmVm39uyeXf3+5j/+EKbFYDl8OHUJcdH6sFA6jymJRWVLMjr5hv9hTx4X930zOmES3clWc9zqeffsqUKVPYtm0bRUVFVFdXU15eTmlpKX5+537/uKKiIvbs2UPPnj1r7O/Zsyfp6ek19nXt2vWE49u1a4fV+tPStycLii9k/aZpepeTSU9PJzU1tUagfVRWVpY3LO/Ro0eN9dqvu+46pk+fjtvtxmq1smnTJhITE0lPT+fQoUN4/vdhR05ODm3btvUed7LrcSrXXHON93FERAQA7du3r7GvvLycoqIiAgMDSU9PZ82aNTVmkrvd7hOu1bH9+vv7ExgYWGPJmAtBYblILTQN9mX0LW14edUOtuUW0TTYlwDnmW/8UFumabL/cAWFZVX0uTKcx37RGqeP1ikXERERERERkQtrR14xC9dl883uIgKdPrQOd2G1nHjzTJsVfH2shLkceEyTQyWVfLR5D5FON4ZhnPEmntnZ2fTv35/f/va3TJ48mdDQUL744gsee+wxKisraxU2n4uTLRFz/E0+T3fT0Lqu/+DBg+zfv59WrVoBUFxczIABA5g2bdoJbZs0aXJWfZaUlBAfH098fDyLFi0iPDycnJwc4uPjqays+aHGya7HqRx7nY5eo5PtOxrMFxcXk5SUdMJMfgCn03nSfo/2c7SPC0VhuUgtNQnyZUzfNry7Poc1Ow5yqKSSZiF+J/0H43xUVLnJyS8l0NeHh65twe3XNNENPUVERERERETkgvtmdyGvpu5g/+EKWob5nXUeYTEMwlwOgvx8+CG/lCbtejBj9ss89dRTJ4SwBQUFBAcHs2nTJjweD9OnT8fyvyVv33///fOqPzAwkKZNm7JmzRp69erl3b9mzRq6d+9+Xn0fr67rnz17NhaLhYEDBwLQuXNnlixZQnR0NDbbqSPdr776qsb2unXriI2NxWq1sm3bNg4ePMjUqVOJiooCYOPGjWdVj91ux+121+5kjtO5c2cyMzOJiYmpk/7qktZwEDkPYS4HT/SOYUSfGMJcDnbkFXOwuALPMXcZrq0qt4c9BWXk5JfSrlkgz/aL4+7OzRWUi4iIiIiIiMgFtyPvMK+m7iC/pJIrGrtqlUfYLBaiw/y59ldPU1JeydUdu7BkyRK2b99ORkYGc+bM4brrrgMgJiaGqqoqXn75ZXbu3MnChQt54403zvs8nn76aaZNm8bixYvJzMxk/PjxpKWlkZCQcN59H+t86j98+DB79+7lhx9+4LPPPmPYsGG88MILTJ482Rsojxgxgvz8fB588EE2bNhAVlYWn3zyCUOHDq0RYufk5DB69GgyMzN59913efnll73n2qJFC+x2u7fG5cuXM2nSpLOqMTo6ml27dpGWlsaBAweoqKg4xyv0kwkTJvD222+TlJTE1q1bycjI4L333uOPf/zjOfUTFxfH0qVLvdvPPvssgwcP9m6vX7+euLg4du/efdZ9KiwXOU8Wi8EvYhvxXP+2xF8dgdtjsiOvmB8PlVJRfW6fuJmmSXFFNTsPFPP9wRICnDYG9WjJs/2uIjYi4AKdgYiIiIiIiIjIT8oq3by99nv2F1cQ3cgfy2mWHzkTwzC4MjaG+D+kENCqA6NGj+bqq6+mb9++rFy5ktdffx2ADh06MGPGDKZNm8bVV1/NokWLmDJlynmfy1NPPcXo0aMZM2YM7du3Z8WKFSxfvpzY2Njz7vtY51P/hAkTaNKkCTExMQwaNIjCwkJWrlzJuHHjvG2OzpB3u93ccssttG/fnlGjRhEcHOydyQ4wePBgysrK6N69OyNGjCAhIYFhw4YBEB4eTkpKCn/7299o27YtU6dOJTk5+axqvOeee7j11lvp06cP4eHhvPvuu+dwdWqKj4/no48+4l//+hfdunWjR48ezJw5k5YtW55TP5mZmRQWFnq3c3NzycnJ8W6XlpaSmZlJVVXVWfdpmGYdTIH9GSkqKiIoKIjCwkICAwPruxy5DOUVlbNuVz7/yczjx0NleDxHbsbg57Dib7fhY7VgMcAEPKZJRbWH0opqyqrcmOaR9b1iIwLodWU4XVuG4O/QakkiIiIiIiIicvH8beMPvLfhB6LD/LHb6maurcdjsj3vML3ahPPUTbGnXf/7UnWp54q9e/emY8eOzJo1q75L+dlSCidSxxoHOrmjQ1Pi20Xw7Z4ifjhUxvcHStixv5iisiqq3SYeTMDAYoDdaqFJkC9tIlw0D/WjVSN/YsJdWOp47XMRERERERERkTM5VFLJv7/dR5CvT50F5XDkm/lNg33ZmH2I7/YVc2WkvkEvlx6F5SIXiMNmpVOLEDq1CAGOfIJ6oLiCsio3VW4Ti3Fk7a5AXxtBvj4/y09URUREREREROTysj47n4MllVwR7qrzvl0OG7kFZXyZdUBhuVySFJaLXCQWi0HjQGd9lyEiIiIiIiIickprsw5it1qwXoBvvBuGQbCfna925fNg9xY4fc79pqFyaqtXr67vEn72dINPERERERERERERoaSimt0FZQQ4L9z8WpfTRnH5kXFELjUKy0VERERERERERIQ9BWWUVlbj77hwYbmvj5XyKjd7FJbLJUhhuYiIiIiIiIiIiFBcUU1VtYndeuEiQ8MwMIwjs9hFLjUKy0VERERERERERATzfz8XZayLNZDIOVBYLiJST1JSUggODvZuJyYm0rFjxxptEhMTiYiIwDAMli1bdkHriY6OZtasWRd0DBEREREREbl0OW1WbBao9ly4JNs0TUwTHD6KJeXSo99KEZFa2Lt3L08++SStW7fG4XAQFRXFgAEDWLlyZa37HDt2bI3jMzIySEpKYu7cueTm5tKvX7+6KP2UNmzYwLBhw86rj+jo6P99pc7A19eX6Oho7rvvPlatWlVHVdaNk30wISIiIiIi0tBFBjnxs9sorbxwS6RUuU18rBYiA30v2BgitaWwXETkHGVnZ9OlSxdWrVrFSy+9xJYtW1ixYgV9+vRhxIgRte7X5XIRFhbm3c7KygLgzjvvJDIyEofDUat+q6qqzqpdeHg4fn5+tRrjWBMnTiQ3N5fMzEzefvttgoODufnmm5k8efJ5932+TNOkulrr4omIiIiIiJxMiJ8PYS77BV1PvLiiGn+HlWYhCsvl0qOwXETkGOVVbnbuL2bNjgOszNjHim/28s8tuXyydS+rtu1j/a58Hn38NxiGwfr167nnnnto06YN7dq1Y/To0axbt87b14wZM2jfvj3+/v5ERUXxxBNPUFxcfMqxj53tnJiYyIABAwCwWCwYhgGAx+Nh4sSJNG/eHIfDQceOHVmxYoW3j+zsbAzDYPHixfTq1Qun08miRYsYMmQIAwcOJDk5mSZNmhAWFsaIESNqBOnHL8NyrvUfFRAQQGRkJC1atOCGG27gzTff5LnnnmPChAlkZmZ6233zzTf069cPl8tFREQEgwYN4sCBA97ne/fuzciRIxk5ciRBQUE0atSI5557DvOYhe0WLlxI165dvWM+9NBD5OXleZ9fvXo1hmHw8ccf06VLFxwOB++88w5JSUmkp6d7Z8GnpKQAR240M3fuXPr374+fnx9XXXUVa9euZceOHfTu3Rt/f3+uv/567wcZR3344Yd07twZp9NJ69atSUpKqhHKG4bBvHnzuOuuu/Dz8yM2Npbly5ef8VqKiIiIiIhcTIZh0LVlCMUV1TX+36suHSqpJC4ykECn7YL0L3I+FJaLSINWUFrJF9sP8O76HCZ99C0J7/2XCR9uZea/v2Puf3byly92krJmF/M+38nrq7OY/MF6Ulf+m6ieA3ljzY8s/e+PbPo+n/IqN0CNNcgtFgtz5sxh69atLFiwgFWrVvHMM8+cVV1jx45l/vz5AOTm5pKbmwvA7NmzmT59OsnJyWzevJn4+HjuuOMOtm/fXuP48ePHk5CQQEZGBvHx8QCkpqaSlZVFamoqCxYsICUlxRsSn8z51H+8hIQETNPkww8/BKCgoIAbb7yRTp06sXHjRlasWMG+ffu47777ahy3YMECbDYb69evZ/bs2cyYMYN58+Z5n6+qqmLSpEmkp6ezbNkysrOzGTJkyAnjjx8/nqlTp5KRkUHfvn0ZM2YM7dq1817b+++/39t20qRJDB48mLS0NOLi4njooYf4zW9+w7PPPsvGjRsxTZORI0d623/++ecMHjyYhIQEvv32W+bOnUtKSsoJM+mTkpK477772Lx5M7fddhsPP/ww+fn5tbqeIiIiIiIiF0qP1o0IdPpQWHZ231I+FxVVbgwDbmgT7p0UJnIp0Uc4ItLgmKbJ9rxivtxxgLU7D5JfXIkJ2G0W/B02wlx2fH2sJ/2He3fmLjBN/Bq3YP2ufNbuPIjVMGga7EvvK8Pp0TqMiEAnAKNGjfIeFx0dzQsvvMDw4cN57bXXzlijy+XyBu+RkZHe/cnJyYwbN44HHngAgGnTppGamsqsWbN49dVXve1GjRrF3XffXaPPkJAQXnnlFaxWK3Fxcdx+++2sXLmSxx9//KQ1nE/9xwsNDaVx48ZkZ2cD8Morr9CpUydefPFFb5u33nqLqKgovvvuO9q0aQNAVFQUM2fOxDAMrrzySrZs2cLMmTO9NT/66KPe41u3bs2cOXPo1q0bxcXFuFwu73MTJ06kb9++3m2Xy4XNZqtxbY8aOnSoN7QfN24c1113Hc8995z3Q4eEhASGDh3qbZ+UlMT48eN55JFHvHVMmjSJZ555hueff97bbsiQITz44IMAvPjii8yZM4f169dz6623nvP1FBERERERuVCiQn3p3DKE1Zl5BDp9sFjqJtQ2TZMfD5URG+GiQ1RQnfQpUtcUlotIg1Hl9vDVznz+810e2/YeprSymmA/O63CXVjP8h//o/l5kJ+d1uFHwtjKag/7D5fz9tpslqftoXPLEHq1CSf32/VMnTqVbdu2UVRURHV1NeXl5ZSWltZqbfCioiL27NlDz549a+zv2bMn6enpNfZ17dr1hOPbtWuH1Wr1bjdp0oQtW7accrxPP/2UKVOm1Fn9pml6P4BIT08nNTW1RqB9VFZWljcs79GjR40PLa677jqmT5+O2+3GarWyadMmEhMTSU9P59ChQ3g8HgBycnJo27at97iTXY9Tueaaa7yPIyIiAGjfvn2NfeXl5RQVFREYGEh6ejpr1qypMZPc7XafcK2O7dff35/AwMAaS8aIiIiIiIhcCgzD4IFuUXy37zC7C8qICj3/e1sBHCypxNdu5aFrW+CwWc98gEg9UFguIg1CzsFS3vnqe9J+KMAAwgMcNAv29QaxVW4PZZXVVHtMDAxsVgOXw3bC7PKQJi3BMMjfvcu7z26z0CzED49pcqikktRteXy6fgsfTXiAx4cNZ/LkyYSGhvLFF1/w2GOPUVlZWSc30jwdf3//E/b5+PjU2DYMwxsuHy87O5v+/fvz29/+tk7qP3jwIPv376dVq1YAFBcXM2DAAKZNm3ZC2yZNmpxVnyUlJcTHxxMfH8+iRYsIDw8nJyeH+Ph4Kisra7Q92fU4lWOv09HX/2T7jl674uJikpKSTpjJD+B0Ok/a79F+TnX9RURERERE6lPjQCf3dY1i7mc7ySsqp3Gg88wHnUZRWRWHSiu5t0tz2jXVrHK5dCksF5HLWpXbw6ff7mPpf3dzsKSSqBA/fO1HP8E2KSqvYl9hOfuKyql0ezh6/xKLYeDvsNI02JfGAQ7s//vU2zcgiNYdr+frj9+jy20PYXf+FBpbDAN/o4KwiEA2bfsCt9uD3y+G4NMkmtgWwbz//vvndS6BgYE0bdqUNWvW0KtXL+/+NWvW0L179/Pq+3ibNm3C4/Ewffp0LJYjt7c4n/pnz56NxWJh4MCBAHTu3JklS5YQHR2NzXbqf4q++uqrGtvr1q0jNjYWq9XKtm3bOHjwIFOnTiUqKgqAjRs3nlU9drsdt9tdu5M5TufOncnMzCQmJqZO+hMREREREbkU/F9sIwrLKnl3/Q/sPlRG02DnOa8zbpomB0sqOVRaya3tIrmnc/MLVK1I3dANPkXksvVDfikvfZLJW2t2UVntIbaxyxuUV1S72fxjIZuyD5F9sAS3aeLrY8XlsOHvsOGwWSiuqCYjt4ivduaTfaDYeyfwW379BzweD2+Pe5hta/9N/p7vOfDjTjb+YxELnx0EQPOWrTHd1az6YAGT/prK48/N5PXX3zjvc3r66aeZNm0aixcvJjMzk/Hjx5OWlkZCQsJ5932smJgYqqqqePnll9m5cycLFy7kjTfOrv7Dhw+zd+9efvjhBz777DOGDRvGCy+8wOTJk72B8ogRI8jPz+fBBx9kw4YNZGVl8cknnzB06NAaIXZOTg6jR48mMzOTd999l5dfftl7ri1atMBut3trXL58OZMmTTqrGqOjo9m1axdpaWkcOHCAioqKc7xCP5kwYQJvv/02SUlJbN26lYyMDN577z3++Mc/nlM/cXFxLF261Lv97LPPMnjwYO/2+vXriYuLY/fu3bWuVURERERE5GwZhkH/a5ryaM9WOH0sbM8rprSy+qyPr6z2sPNAMZXVbn7ZuTlDro/GZlUUKZc2zSwXkctS5t7DvJa6gx8Lyo6bTQ6lldVs3V1EQVklfnYb/lYr8NOn4wZgsRq4rBZM06S8ys2O/SWUV3toExFAcGRzhiYv5su//5lVC6ZTcmg/foEhRFzRlluGHQlII6Kv5MYhT7P+wxS2LHuD0Cs68Iv7R/LBzGfP67yeeuopCgsLGTNmDHl5ebRt25bly5cTGxt7Xv0er0OHDsyYMYNp06bx7LPPcsMNNzBlypQa4e2pTJgwgQkTJmC324mMjKRHjx6sXLmSPn36eNscnSE/btw4brnlFioqKmjZsiW33nqrdyY7wODBgykrK6N79+5YrVYSEhIYNmwYAOHh4aSkpPD73/+eOXPm0LlzZ5KTk7njjjvOWOM999zDBx98QJ8+fSgoKGD+/PkMGTLk3C8UEB8fz0cffcTEiROZNm0aPj4+xMXF8etf//qc+snMzKSwsNC7nZubS05Ojne7tLSUzMxMqqrq/o70IiIiIiIiJ2MYBje3jaBNRADvfPU9W34spNpTRoifHZfTht1qqTHbvMrtobiimvziCjAMrgh38fC1Lbm6mZZekZ8Hwzw6VbKBKCoqIigoiMLCQgIDA+u7HBG5AL7ZXcirqTs4WFxJq0b+Ne7cXVntYfOPBRwqrSTA6YPlLL9CdnRN8+hG/sQ0dnFsuH42KqrcZB8spV2zQJ68MYbGAee33ltD0Lt3bzp27MisWbPquxQREREREZEGr9rtYeueIr7YcYC0Hw5RXO6myuP53/8dG4D5vyVNbbSJcHFDm3A6twjB6XP53MxTueLlTzPLReSysm1vEa+m7iC/pJJW4f4nhOE5+SXnHJQD+FgteHys/JBfRpi/gxB/+znV5fCx0jrcn627C3ll1Q5+d3Obc+5DREREREREpL7YrBY6RAXTISqYwrIqdh8qY09BGSX/W5rFYbPSNNhJ02Bfwvzt57y+ucilQGG5iFw2sg+U8FpqFgeLK2kd7n/CP8yV1R72FpZjt1nOKSg/ymGzUl5Vyd6i8loF3T5WC63DXd6Z76P6tsHl0NuwiIiIiIiI/LwE+foQ5OtD26aaXS2XF62qLyKXhfIqNylfZrOnoIxWjU4MygEOFJdTXuXGaav9V8AcNiv7Dx/ppzZ8rBaiw/z57w8FLP36R45dCSslJYXg4GDvdmJiIh07dqxxfGJiIhERERiGwbJly2pVw9mKjo6u1yVQVq9efUktwXKy10NERERERERELh8Ky0XksvDPLbl8s7uQFqF+NdYoP1ZuYTmGYZzXV8EcNgsV1R4OFFfU2F986AD/mjeF13/bj5fu78Krw/rytxdHkr153Yl9+Fhp5HLw72/3sfnHwhOeP2rs2LGsXLnSu52RkUFSUhJz584lNzeXfv361fo8zsaGDRu8N9OsrfT0dO644w4aN26M0+kkOjqa+++/n7y8POBIIG4YBgUFBXVQ8YkfONSl418PEREREREREbm86Pv/IvKztyPvMB9tziXI1wfHKW8cYlJW5cZmPb81044G7RXVHu++grzdvPOHR3D6BdBn8Ggat4zFXV3NrrQv+defX2TYy8tP6CfU305WaSV/XZ9D63B/Apw+J7RxuVy4XC7vdlZWFgB33nnneQX+VVVV+PicON7xwsPDaz0GwP79+7npppvo378/n3zyCcHBwWRnZ7N8+XJKSkrOqa/Kykrs9vpd4/3410NERERERERELi+aWS4iP2vlVW7eWZdDUVkV4QGOU7bzeExMD1iomxuMeDw/LZ/yrzcnYwCDpy0i7rq+hDaNJrxFDN3vGMzgqe94261f/jZ/+d3dTH+oO68O68t3H8xkW04ey/67u8ZyLEcdu+xHYmIiAwYMAMBisXjDco/Hw8SJE2nevDkOh4OOHTuyYsUKbx/Z2dkYhsHixYvp1asXTqeTRYsWMWTIEAYOHEhycjJNmjQhLCyMESNGUFVV5T32+GVYZsyYQfv27fH39ycqKoonnniC4uLiU16jNWvWUFhYyLx58+jUqROtWrWiT58+zJw5k1atWpGdnU2fPn0ACAkJwTAMhgwZAkDv3r0ZOXIko0aNolGjRsTHx5+xhtWrVzN06FAKCwu93yBITEwEoKKigrFjx9KsWTP8/f259tprWb16dY16//znPxMVFYWfnx933XUXM2bMOOOyOG+99Rbt2rXD4XDQpEkTRo4cecrrISIiIiIiIiKXNoXlIvKztjozj617jiy/crrZ1haLgWGAhxND6do4eoPQssOF7ExbQ+d+D2B3+p3Qzun/081ODIvBzY+O57FZS7n9yRf44ZsN7PhoLp9m7GN73qlDZziyBMj8+fMByM3NJTc3F4DZs2czffp0kpOT2bx5M/Hx8dxxxx1s3769xvHjx48nISGBjIwMb/CcmppKVlYWqampLFiwgJSUFFJSUk59zhYLc+bMYevWrSxYsIBVq1bxzDPPnLJ9ZGQk1dXVLF269KQfBkRFRbFkyRIAMjMzyc3NZfbs2d7nFyxYgN1uZ82aNbzxxhtnrOH6669n1qxZBAYGeq/R2LFjARg5ciRr167lvffeY/Pmzdx7773ceuut3uu0Zs0ahg8fTkJCAmlpafTt25fJkyef+gUBXn/9dUaMGMGwYcPYsmULy5cvJyYm5rTHiIiIiIiIiMilS8uwiMjPVpXbw6pteThs1tMsv3KUgdPHSmF51RnanZ75v7DdbjvyWeOhvTlgmoQ2a3XGY7v1H+R9HNy4GTc8NJJP5r5A3C9/xxfbD5z200uXy+Wd5RwZGendn5yczLhx43jggQcAmDZtGqmpqcyaNYtXX33V227UqFHcfffdNfoMCQnhlVdewWq1EhcXx+23387KlSt5/PHHT1rDqFGjvI+jo6N54YUXGD58OK+99tpJ2/fo0YPf//73PPTQQwwfPpzu3btz4403MnjwYCIiIrBarYSGhgLQuHHjE9Yaj42N5U9/+tNZ12C32wkKCsIwjBrXKCcnh/nz55OTk0PTpk2BIx8+rFixgvnz5/Piiy/y8ssv069fP2+43qZNG7788ks++uijk54bwAsvvMCYMWNISEjw7uvWrdsp24uIiIiIiIjIpU1huYj8bG3+sZCc/FKaBPmeVfvIICeHSisxTbPWa35XVnmw2yw0cv1v/eyTzJg+lez0daxdOo+Du7OpLC3G43FTXVlBgNXDup0Huaai+pxqKSoqYs+ePfTs2bPG/p49e5Kenl5jX9euXU84vl27dlitP33I0KRJE7Zs2XLK8T799FOmTJnCtm3bKCoqorq6mvLyckpLS/HzO3FWPcDkyZMZPXo0q1at4quvvuKNN97gxRdf5LPPPqN9+/anPb8uXbrUSQ1btmzB7XbTpk2bGvsrKioICwsDjsxsv+uuu2o8371791OG5Xl5eezZs4ebbrrptOcgIiIiIiIiIj8fWoZFRH62Pt++H7fHxHnGWeVHNA5w4PSxUl7trvWY5dVuGrkc+NqPfNYY0qQlGAb5u3ed9riCvN38bcpIwlu24a6npzPkpffo++vfAxDogIMllezaf/qlWM6Hv7//CfuOv8mnYRh4PJ4T2sGRtc/79+/PNddcw5IlS9i0aZN35nplZeVpxw4LC+Pee+8lOTmZjIwMmjZtSnJy8jnXXNsaiouLsVqtbNq0ibS0NO9PRkZGjWVfzoWv79l9QCMiIiIiIiIiPx8Ky0XkZ+nHQ6Wk/1BAmOvUN/U8nt1mJSLAQUW156RraJ9JZbUbq8WgSZDTu883IIjWHa/n64/fo7K89IRjykuKANib9S2m6eGmR8bSrE0HQptGU3xoPwBWi4HTZmHb3sPnVE9gYCBNmzZlzZo1NfavWbOGtm3bnuvpndamTZvweDxMnz6dHj160KZNG/bs2XPO/djtdq644gpKSkq82wBu95k/wDibGux2+wl9derUCbfbTV5eHjExMTV+ji7XcuWVV7Jhw4Yaxx2/fayAgACio6NZuXLlmU9aRERERERERH4WFJaLyM/S1zkFFJVXE+zrc+bGx2gZ5k+wrw9F5VXnFJhXuT2UVblpFuxLqJ+9xnO3/PoPeDwe3h73MNvW/pv8Pd9z4MedbPzHIhY+e2Sd8pAmLfBUV7Pxn3+lYO+PfLP6/5H2yfvePsIDnRworsRzjiH+008/zbRp01i8eDGZmZmMHz+etLS0Guto14WYmBiqqqp4+eWX2blzJwsXLvTedPNUPvroI371q1/x0Ucf8d1335GZmUlycjL//Oc/ufPOOwFo2bIlhmHw0UcfsX//foqLTz27/mxqiI6Opri4mJUrV3LgwAFKS0tp06YNDz/8MIMHD+aDDz5g165drF+/nilTpvCPf/wDgCeffJJ//vOfzJgxg+3btzN37lw+/vjj0y7Xk5iYyPTp05kzZw7bt2/n66+/5uWXX/Y+P3jwYJ599lnv9tKlS4mLi6vRR1xcHEuXLj3tdRQRERERERGRi0NhuYj8LO3cX4zNYpzz2uMOHyttmwQR6DwSmFe7T77syFEmJuVVbkorq2ka7EtsYxccN2ZwZHOGJi+mxdXdWLVgOn/53d0sThpG9pavuGXYHwGIiL6SG4c8zVfL5jPvd3ez9fN/0OvhnwJtXx8rbo8HzzlOeH/qqacYPXo0Y8aMoX379qxYsYLly5cTGxt7bh2dQYcOHZgxYwbTpk3j6quvZtGiRUyZMuW0x7Rt2xY/Pz/GjBlDx44d6dGjB++//z7z5s1j0KAjHyI0a9aMpKQkxo8fT0REBCNHjjyvGq6//nqGDx/O/fffT3h4uPcGofPnz2fw4MGMGTOGK6+8koEDB7JhwwZatGgBHFnn/Y033mDGjBl06NCBFStW8Lvf/Q6n03lCHUc98sgjzJo1i9dee4127drRv39/tm/f7n0+JyeH3Nxc73ZhYSGZmZk1+sjMzKSwsPC011FERERERERELg7DrM1aBD9jRUVFBAUFUVhYSGBgYH2XU69M0+RQaRV7Csr48VApB4orqaz24PZ4cPhY8bfbaBLspHmwH02CnfhY9dmKXBrcHpNRi/9LcbmbyKBTh5mnU1ZZzba9hzlUWnXkd95mxWGzYBhgAh6PSXmVh2rPkRt6Ng/2o1W4P5Za3hj0bOzIO0zfthEMu+GKCzaGnL3HH3+cbdu28fnnn9d3KSIiIiIiInIJUK54+bPVdwFy8e0/XMH6Xfl8vn0/+w9XUFJZTbXHPJIQGmAA5v8eY4Kf3YrLaaND82B6xjTiqiaBWC0XLjAUOZO8w+UUlVUT4Kz9W5iv3UanqGAKyqrYW1ROXlE5xRXVeEwTA7BYDHztVpoG+dM44Kcbel5IvnYb2/cVY5rmOc+Yl/OXnJxM37598ff35+OPP2bBggW89tpr9V2WiIiIiIiIiFwkCssbkB15xazato8Nu/LJL63C6WMl0GkjxN/vlLPGPaZJWaWbkopq/v3tPv7z3X6uCHfR+8pwfhHbCIfNepHPQgR2HyqjtLKaiMDazSr3MgyC/ewE+9lpFeZPaaWbao8HwzCwWQwCnDaslov3jQp/u5X8kkoOlVYR6m8/8wFSp9avX8+f/vQnDh8+TOvWrZkzZw6//vWv67ssEREREREREblItK5GA1Be5WbJph958Z8ZfPLNPjAMYsJdtAj1I9jPftrlVSyGgb/DRuNAJ7ERAYQHONiRV8wb/8niTx9nsnP/kZvxpaSkYLFYvLNhExMTMYya60kfu88wDCIjIwkODq7xfMeOHWuMn5iYSEREBIZhsGzZsrM+5+joaAzDOKevxERHRzNr1qyT1lGXju9/9erVGIbBL37xC0aNGnXGY8/lehw9p/ORkpJywV6n2oiOjub1V1/GNKnTbzg4fKyE+NsJD3DSyOUg2M9+xqB886oPmTmop3f788Wv8daYe2u0+Xzxa8x5tDdT77mG775addr+/B02Siqr2VNQVqtzqIvXuzaO/50YMmQIAwcOPO0xvXv3rvH7fnztx/8ubdu2jR49euB0Oi/Y3+f7779PXl4eZWVlbN26leHDh1+QcUTqwrHvzSkpKTX+No7+TR773vzAAw9c0PfpY/+G6+u9SERERERE5HwpLL/M7cg7zJSPM3h3fQ4GEBvhopHLgeWYkHF/zg5e/vVNTL3nmhN+Fox7qEZ/fnYb0Y38CTFKWTB9Ah3aXYmP3cHo0aM5dvn7sWPH8vHHH/P3v/8dgIyMDJKSkgBo3bo1r732Go888giFhYXe8DwpKYn09HR+9atf1Thm7ty55Obm0q9fv7M+7w0bNjBv3jw+++yzczpm2LBhjB07lpUrV3Lrrbd6PwA4/sfhOHLOR7fHjx/vvVEgwJQpU7Barbz00ksnjHPvvfeSnp6OYRikpaVx/fXXk5ubi8125IseR4N+wzCwWq00bdoUwzC49957SUpKIi8vD4DBgwfj4+PDzp072bt3L08++aT3WIfDwYABAygpKWHJkiU0adIEwzBo0qQJAwYMYOXKld56ioqK+MMf/kBcXBxOp5OAgAAMw8DlcuHn58cf/vAHysrK2L17t/e1Pfb483mdamPDhg3834AHzrufnWlreWPE7Uz7ZUem3nMN0+7txGu/uYUtqR/Wus9r7xjCg4l/9m4f+HEna95/g1t/M4GR81bRuvMvTnu8zWJQ5TYpqaiu1fhHf4fPxvFhNcADDzzArbfeWmPfihUrMAyDxMTEGvsTExO9v/PH/07UheN/l55//nn8/f3JzMys87FELraj79mtW7fGbrfjcrnw9/fHbrcTFRV1wvv02XA6nd5jxo4dy+uvv+59b/7Pf/7D4sWLL+j79LHvP+fyXnSsY//9O9XP1KlT67r0c3Y+H6r/97//5d577yUiIgKn00lsbCyPP/443333Xd0WKSIiIiIitaKw/DK2MTufP63IZOvuIlqE+tE40HnCOsgFebt5a/QvKTm0HwC/4HBadexJQGgEALk7vjmh34K83bz7+4cpyPovXe99ipv+sICeA4fUaONyubj11lu55557AMjKyvI+t23bNn77298SHh4OwKeffkpubq7359VXX61xzJ133klERARWq5Wqqipyc3PPeO7h4eE89thjdOzYkaqqqrO5XISHh+Pn54fL5cLj8fD55597PwAICAjgzjvvpEmTJtjtdpxOJ2+++ab32M8//5w+ffp4t9966y2eeeYZ3nrrrRPG8ff3P2FfZGRkje2JEyeSm5tLTk4Ob7/9NgBr164FYM+ePezZs4e5c+dSXV1NfHw8Xbp0YdWqVTz88MNERkZiGAbt2rXjwIEDbN++nf/7v/+jadOmfPrpp9xwww2MGDECgIKCAq6//nrefvttnn32WcaPH09JSQlw5DVct24dgwcPxjRNpk+f7t0fFhbmrfXY1ykyMhKHw3FW1/t45/I6WX1qN8ZR6Z9+wPuTfkNpwUGu/+XjPPD8mwx4ajJBEc35919qH8TYff3wDQj2bhfs/QGA2O59cIU0wuZz+qVVDMPAYnDkHgLHOHpt3G43Ho/nlMcf/R2urT59+rBmzRqqq38K61NTU4mKimL16tU12qampnp/54//nagLx/8uZWVl8Ytf/IKWLVvW+VgiF1N2drb3Pfvpp58mJCSEyMhI7r33Xpo3b86KFSvo06eP9336XBz923C5XBw8eBA48t5cVFTkfXyu79PHvjef7n362Pef83kvOvrvX/PmzXn00Ud5+OGHARg3bhy5ubk8+eSTter3bJ3uHE3TrPH+eK4++ugjevToQUVFBYsWLSIjI4N33nmHoKAgnnvuuVr3KyIiIiIidchsYAoLC03ALCwsrO9SLqivdh40H52/3nzgzbXmuL+nm+OXbD7pT8v2PUyO3NrTHDz1rzWeG/X2F+Yv//CqOX7JZjOma29vu2N/fvXiQnPkoq/Nltf39+6Li4szfXx8vNs2m+2kx06bNu2k+zt27Gg+8sgjJ33udD8Wi8Vcu3atCZh+fn7e/aGhoWbLli1PekxAQIDp5+dndunSxYyMjDRnzpxpPv/882Z0dHSNdj4+PqbNZjOtVqvZunVr0263n1NthmGYgGm1Wk/ZxuVynfM5n26sY3/atGljOp3O0167s7m+R/v29fU1Y2NjT3o+pmmabrfbTEpKMps1a2ba7XazQ4cO5scff+z9/dy1a5cJmO+99555ww03mA6Hw5w/f775yCOPmHfeeaf50ksvmZGRkWZoaKj5xBNPmJWVld5jW7Zsad4/8o/mL19fY45fstm88ZGxZniLGNPH4TQDwiLMTvH3maPfWXfK3/kxf/3KtNhsps3HYY5edGK74a9/7H3cKf5+02Z3/O+6WsyIVnHmqLe/8D4f2jTatNp8zGvvHGI6XYGmj8PX9A8OM8cv2Wz2vG/4ia9xSLjZud+D5i/uf8IMCG1sWm0+pl9giOl0BZk+DqfZJPZqs/ujid5rc+WVV5qA+dRTT5lBQUEmYN5zzz0mYIaEhNS4Nk899ZTpdDrNmTNnmgcOHDAfeOABMzAw0DQMwzQMwwwNDTV/+9vfmocPHz7p39euXbvMzMxMEzDXrl3rvd7du3c3X331VdPpdJplZWWmaZpmWVmZ9zUzTdN8/vnnzQ4dOniPOfo6HlVcXGwOGjTI9Pf3NyMjI83k5GSzV69eZkJCQo3XdebMmd5twFy6dKn38bE/zz//vGmappmTk2Pee++9ZlBQkBkSEmLecccd5q5du2r5rilycfTr189s1qyZWVxcXOOxaZrmoUOHvO1eeOEF8+qrrzb9/PzMoKAgMzQ01PTz8zObN29u/va3vzVff/11MygoyDRN05w/f77pcDi8f4e9evU67ft5s2bNTB8fHzMiIsIMCwvzvk+npKR433+6d+9uAubw4cPNiIgI02KxmPfdd5/pdDpNHx8f87rrrqvxPt2iRQvv33DLli3NO++887T1Hz58+IRrc+z7wLGPJ0yYYFosFnPbtm3etm+99ZYJmE6n0/vvc7du3bxtevXqZY4YMcLs16+f99+44OBg8/nnnzerqqpM0zTNt99+2wRMh8Nh2u1202q1mmPHjjVN0zQnTZpkBgcHm4B5yy23mBERESZgzp8//4TrefS9EDBjYmLM22+/3fT19TXj4uLML7/80ty+fbv5i1/8wvvevWPHjhrnvWzZMrN9+/amw+EwW7VqZQ4ZMsTs2rWrabfbzcjISBMw33jjDXPgwIGmr6+vGRMTY3744Ye1+v0TERERkfPTUHLFhkwzyy9D3+wu5M+f76Ss2k3LUL8TZpMfVXa4kO+3rAPAsFhpHN2mxvNO/0BiOv/f/543sNh8CGnaqkabRX94BJfThr/9pxt9zk9ZwNChQ73baWlp3plhAC+99BJvvvkmn3/+uXdfZGSkd3Z1WlqadxbcsZo3b07nzp1Ped4ej4fbbrsNgNLSUgB8fX35zW9+w/fffw9Ao0aN6N+/v/eYw4cPk56ezjPPPFOjLx8fH+9jwzAYOHAgzZo1w+PxMGrUKKKionj++edPqOHaa6/1PrbZbDidR25Aaf5vhvpVV11Vo2+LxcIVV1wBQHFx8UnPy2o9cm3t9iOzkgMCAhg2bFiN2ejHvsamaWI5bq3t7777jvLycu/20bqOOtr3sY7O/D+6PIzNZqNXr164XC7KysrIz8/nyy+/9J7zrFmzvLP+Z8+ezfTp00lOTmbz5s3Ex8dzxx13sH379hpjjB8/noSEBDIyMoiPjweOzFjOysoiNTWVBQsWkJKSQkpKSo3jLBY4OvnasBjc/Oh4Hpu1lNuffIHvt6wndeGMk15LgG1r/42nupqr+9yB3XnizMfgxs0AOHxwH+mfLqFVh+t4YMKb9LxvOHnff8d7STWXFnBXV+Hj9GXwlEVEd+hBScFBdqWv5do7htDp1vsBGJDwIo9Me5e7x82itOAgG/7f2/R5ZAwx3XpjsflQWVbMPePnEHfdLWxYMNl7bW6++WZsNhtffvkl119/PS6Xi+DgYMLCwvjVr37lvTZut5vFixd7v7VQXl5Oly5dGDZsGAsXLmTChAkUFBTwz3/+k2eeeYbZs2dz3XXX8fjjj3u/0REVFUWbNm1o2rQpqampR67B4cN8/fXX3HvvvURHR3u/3fDll19SUVFR49sUp/P000/zn//8hw8//JB//etfrF69mq+//vqsjoUjS7K0a9eOMWPGkJuby9ixY6n6/+3dd3wU1fo/8M9s3/ROCimQkGroHX6CUoJXKXqvgKKAIlcFFRX4AiqIl3ZRQUAUxAJWwIai2AANFxEILXSSAAktCQkhbVN2s7vn98e6Y5aESEkj+bxfr9Xd2TMz58yezLLPnHlORQUSEhLg6uqK7du3Y8eOHfIdLSaT6Zq3TVSfLl++jJ9++gkTJ06E0WiUn9v/divPD+Hs7Ixly5bh6NGjGDVqFJydnXHvvffiww8/xK+//orPP//8qvvp2bMngoODAQAnT56U84fPnj0bLi4ueP311zF58mTk5+ejoKAAGzduREJCAsaPHw/Adv6xf49v2rQJMTExcHJyglarxaBBg6BWq7Fnzx48+eST8nn6yu8wSZJqrP+V37s1mTRpEoQQ+PZbW5qsgoICPPfccwCAyMhIrFixAl27dkVqaioeffRReb0PPvgAW7duxbx587B48WKUlZVh+fLlmDfPdp61jyJ3cXHB1KlT0bZtW+zduxeffvop5s2bJ6eSOXjwIIqLixETE4MBAwZg8uTJ0Gg0mDlzJrKysjBixAh5W5cuXcLo0aORnJyM6OhoPPjgg3j88cfl82VgYCCeeuopuY7bt2/H6NGjMXnyZBw7dgzz5s3Dhx9+CEmScPDgQaxYsQKA7Tw6fPhwHDp0CP/4xz8watQoXL58+ZqPIRERERERXRsGy5uYwtIKrN6RgaKyCoR4Xj1QDgD52Wf/eiEElozuhY9fGI1tny5FToZj7sx/TluK/1u/D4OfmQsAiOjS58/VbCkhVJWCswbXUAQEBMiv4+Li8K9//Ut+PWXKFIwfPx7btm2TlxUXF8u3jAOoMvmYm5sbzp07h+zsbHTo0EFeXlBQAL1eDx8fH1ub8vMB/BX8ValUmDdvHnQ6Hby8vJCdnY3BgwdDr9fL24iIiMDw4cMdbkt3cnKSg9hCCHzxxRc4c+YMhBB45plnkJGRgblz58rlJUlCVFQUpk+f7rCsvLzcIXAdEhLicAu3u7u7vB97fe310Gq1UCgUsFgsACAHAMvKyvDJJ58gOzvbYb3Y2FgAth/9fn5+AFAlaK7RaKBUKuHp6SkfA1dXV4dAuv2Cw3/+8x8oFAqYzWZIkoTg4GC4uLjAbDbDxcUFpaWlKCgoQFxcHABg1apVcgD/9ddfx7Rp0zBy5EhERUVh4cKFaN++fZUJ35599lncd999aNWqldxnPD09sXz5ckRHR+Oee+7B3XffXSV3r0qhgL1nd7nnYYTGd4WHXxDC4rvh9gefwok/fsHV2FMLtYxqf9UyALD/p/XwaNES901birB23dF7+BOIv2Mosk8dg6iUCkVSKNF7+JPwCgyFX1gUVBodzhzaDY3eCWaj7bhG90xAQEQcAtvE43xKMroNewRBUe2RuvtXjFn4GVq0ikHq7q3oNnQsPEOj5WPTuXNnmM1mvPfee/Dz84O3tzfeeecdPPTQQzh69Kh8bLZu3YqCggI57UFQUBCmTJmC1157DaNGjcLs2bNx1113oW3btvj888/h7u4OjUYDJycn+UKV/aLMHXfcIadc2b59OyIjI+Hr64vbb79dXp6YmIhWrVohNDS0xmMI2C4Cvf/++3j99dfRr18/xMfH48MPP7yuVAb+/v5QqVRwcXGBv78/XFxcsH79elitVrz33nuIj49HTEwMVq9ejbNnz1ZJGUPUWJw8eRJCCERHRzs8r86zzz6LO+64A2FhYXjrrbewePFi/PTTT7jzzjsxd+5c7Nmz56r7sZ/rASA8PFz+W121ahVmzJiBkSNH4qOPPsLLL7+Mjh07YuPGjVi4cCFiYmLkfdvnL5g8ebKc/mj16tVwd3eHr68vhg0bhmPHjsnn6crfIwDQp0+fGutfU7Dfbtq0aXBxcZHnR3jxxRexfft2LF++HG3atAEALF68GI899hg+//xzFBYW4o8//pDrIkkSXn75ZUyfPh3PPfccnn32WWi1WrzzzjsAIAfWH374YcydOxerVq1CYmIilixZgnHjxsm53d955x106NABGo0GQUFBcuqpL7/8Ev7+/tDr9fjuu+8AAP/+978xfPhwREZGYtq0acjIyMCoUaPg4uIiH9vK56hXXnkF06dPx5gxY9C6dWscOXIE/v7+OHfuHKKjo+XJko1GI0aMGIGIiAjMnz8fBoMBSUlJf3sMiYiIiIjo+qgaugJUe4QQ+GLfOWRcMqC1r0uNgfI/V5CfuvsFIeHxl5CZeginD/yOXd+swV1PzkbbO4cCAHZt+ADbPlsmBwlP7vkr0J2dfsJhs1/tPw+n8r9yfgYFBTmMfiotLYXZbEZxcTEAIDY2Ft9++y2WLVuGTz75BPn5+Q6ThQJAly5dUFRUhMzMTIdR0EFBQSgvL5eDAnZarVYOLkuSBJVKhfz8fHmUdGXJycnVTtTl6elZzUGzjcp+4oknHAK/er0ePXr0wNq1a6FUKmGxWORRZpVzTP/4448ObWvfvr3D52Q2m+UgotForHb///3vf5GQkICnn35a/sFdUVGBY8eOAQBKSkrkEX6V961SqRAREYG0tDRkZWXJgXT752D3ww8/AACefPJJeZkQAqdOncLp06chhJDrXDkXfVpaGiwWC0pKSpCZmYlevXo5bLdXr144ePCgw7LOnTtXaV9cXJzD5xkQEIDDhw87lFEr/7oIkHFwF3ZueA95FzJgKjXAarXAbDKiwlgGtVaPKq7oW1eTdyEd7r4BWPfKeHnbFrPtM83LOgOfINtdFldekFAolSgpsvX3oOj2OPzbt1g54R9o3aEXguO6wHA5By2jOyD3bBqE1YJVTw+GpcKE7NPHcPi3jagwGeVjk5aWBo1Gg7Zt2zocm1GjRqF79+545JFHcPr0aXz66ae4++67sW/fPgC23Obz58/HBx98gPPnz8Nisch3HFitVvnOi+rYJ/6sqKhAYmIi+vbtC8AW+LIHmBITE695VPmpU6dgMpkc7rrw8vJCVFTUNa1/NQcPHsTJkyfh6urqsLy8vNyhXxI1JpXP/1d+z11py5YtWLBgAU6cOIHLly/DZDLBarXC1dUVZrMZ5eXlcHNzu67928/N9u/TXr16ITc3Vz43d+7cGYcOHXI4N3fu3BkHDhxwODfHxcUhMDBQPjcHBATIF3btUlNT0a9fvxrrX1paWmNu86lTp2Ls2LEAbHdu3XXXXejcuTOWLVuGAwcOAACGDBlS5d879omwLRYL5syZg/nz58uv7YH00tJSHD9+HADw0Ucf4b333pO/M1NTUx1yo3fu3Bldu3bFr7/+Ki/z9PREWloadu3ahe7du8t3QFU+di1a2OZ/iY+Pl9f18/NDeXk5ioqK4ObmhoMHD2LHjh3yaHd7/SwWi8PxMZlMOH/+PEJCQuDs7Aw3Nze5nUREREREVHs4srwJ2XcmH4kpufBz00Gl/PuP1jPgr1GhhvwctGrXA73ufxwPz/8Y8XcMwe/r3wYAnD2+H4mfLPkzUG77Qap386y0bq7DdnOKypF04pz8+quvvpInhwRQJUWCVqtFREQEvLy8qgS97ewjpQHg4sWL8vPk5ORqJ/ur/MM5IyMDBoMBQggolUoEBQU53Ope3YShJpPJIU3E/Pnz5XXKy8urBH3tAfxdu3ZVCRhUVjkFC4Bqg/R2HTt2xIcffoiPP/7YYXl4eDi+//57OSUGAHnkPGAbhWu//b4ys9mMNm3ayAGaysegsoiICADAqFGjEB0dLQeD7SlwFAoFvL29kZqaigcffPCmJjurbrLTK4+RJElVJrV006sgSUB+9nl8seAp+IZG4t6pizD2tXUY8NgLACAHtq8U0CYeAHA+JbnGulUYy5BxeLfDtrvf9xgAwFpjmyX5opKTq+3vZOD4F6HS6PDrmtds61vMqCgvhaRQYuyr6xB3+z0IiLgN989bi0FTbRPc2o+NXq+X+7P92HTp0gXh4eFITU2F2WzGhg0bqqQ6Wrx4MS5cuIARI0Zg/fr16NOnjxx0rylNyR133IGSkhLs2bMHv/32G/r0sd1F0qdPH+zevRuXL1/G7t27ceedd9Z4/OqawWBAp06dkJyc7PCw90uixqhNmzaQJAknTpxweH6ljIwM3HPPPWjbti2WL18Oq9WKfv36AbClqrJPhF1XKp+b7c8rn5vVarXDufnKYLXZbMaqVav+tv5/lzLJx8cHERER8PT0RH5+Ptq3bw+9Xg+DwYCePXsCsN0BY//7t6dpsdfLbDbjlVdekd9/4403oFQqceLECVgsFjn91+TJk7Fnzx5s2LABQNULGVf7rho8eDBWr16Nixcv4scff6xynCqfuyMjbanuzp0751BHg8HgUMc777wTQ4cORVpaWpWUaZVV991IREREREQ3j8HyJsJiFfgm+QIqLFZ4OFXNP10dvas7Wnewjf41m4zITDsiv+fTMhym8lKc3L8daUm/ycsnf7wTrTv0gqm0+vzaABDk6YQz5y/Ir7t3747AwECHMm5ubvKIUPuIaMA2Khqo+sPbvo5KpXII8vr7+yM/P7/GH5T20bYAUFRUhHnz5qGsrOyq5QFbqhN7HSRJQmFhoZxHXa1W4+zZsw7lLRYLEhMTHZbbg8z333+/vOzK2+2DgoLk55IkQaFQyG3Zv38/7rnnHjz00ENVLiLs2LHDoc32UWqALRVNaGhotRceDAYDzGYzAgMDq9wyX7kMYLsAkJmZKQcNNmzYgE6dOkEIgfLyckRERMDd3R3p6ekAbHljlUol3NzcEBgYiB07dlSpsz1VzM1y16vhpFHiTOpRCGFFvzFTEBTZDl6BYVUu3lwpqnt/KJQqHPltI0zlVUdYF+TY+q5aq4ewWnHn6Mnyti+eOgoAcPXyva76tunSFwPGTceoOasBAKm7t6JFq2gIqwWlhZdx6dwp+LeOhcozAIHBIde0zVGjRuHEiRPIy8uDQqHA3XffLb+3Y8cO+eLGRx99hH/+85/IzMx0+Mw1Gk21F3bCw8MRHByMjRs3Ijk5WQ6WBwUFISgoCIsWLYLJZLrmkeXh4eFQq9XYvXu3vCw/Px+pqak1rPX3OnbsiLS0NPj5+SEiIsLh4e7uflPbJrpZF4vKceRCIfafzcfRzEJcMtjuGPHy8kJCQgLeeustaLVa+bn9u6+goACA7XvLYrFg0aJFsFqtEEKgd+/eAGwXNDMzM2+oXvZzc+XzdOVz8969e2+y5TYmkwlCiFqr/9KlS6FQKOSUJB07dkRGRgYAoHXr1vLfvj1di51Go0FKSor8/pkzZxAZGYmoqCikpqbK6d9iY2MRHR0tj9QOCwurkuam8mv7+fOxxx7D+vXrsWrVKoeUatUZOHAgfHx8sG7dOoflHTt2REpKinxhoEuXLjh69CjCw8Md7lzS6/Vo2bLltR80IiIiIiK6IQyWNxHHMotwOrcE/u46VFisyCoow6lcA9IuFuN0rgHZReUwW6qOQLp95NOQJFs3+Gj6g1g27k58OvNRJH6yBOWGQnw5byIC29wml186rg8Kc7McRu0a8nJQXvpXKg9nrQoqp79SI5w+fbraHML29A5GoxGBgYF455135CB25QBzZTExMQ4jwTt06ACLxSJPRlkd+0hpwDZC/csvv3RIcZKVlYWvvvrKYVlFRYUcSBRCYOHChfIIroqKiioTkBoMBmRkZDikhBBCyDlN7ey3fNvt2LFDDpK4u7vDarU6BDQ7deqE1q1bQ5IkOXi/b98+eHh4oLi42OGHtH2Et/3W9itTzigUCvz+++8AgOzsbJSWljrkaQdsqVrsudBXr16NoqIieR9hYWHYt28fhBAwGAxynewTtR47dgzOzs5wcnLCxYsX8eKLL8LX1xetW7eGs7Mz9uzZg/PnzwMAZs6cCQA4cuQIboSrTg1XnRparwBYzWbs/eEzFGSfx5HE75D8c815cDU6Jwx4bAbMFUYsH3cntq97CxlHknB8xy9Y+/Jj+OB5W379DgNtffCzWY8iPXkntnzwKk7ut7VVUlzbqTPjsC1AnHs2DQXZ53H0f5tsgfpt3+Ni+glEdO6DLxc8jezTxxHZvR/Opx7C2d83XNO2R40ahdzcXJw5cwb/+te/HD7LNm3a4OjRo6ioqMBLL72EBx54AOfOnZODS4Dt89y9ezcyMjJw6dIluX9HR0cjPDwcb7/9NiIiIrBkyRKMHj0agG10+ZIlS6BWq/82hYSdi4sLxo0bh6lTp+LXX3/FkSNHMHbs2Crpa67XqFGj4OPjg6FDh2L79u1IT09HYmIinnnmGbmfVSc6OloePQoAM2bMkNsHAElJSYiOjsaFCxeqW53oqiosVuw/m49lW9Mw4+vDmLvpGP77wwnM+f4Ypn91CO9sO4UjFwqx7M3lsFgs6Nq1KwYPHgyTyYR27drh0UcfRadOnXD8+HEkJSXBbDbjzTffhE6nQ0VFBRYvtk1cvG7dOqxcufKG6jh16lQsXLgQ69evx5gxY/DKK69g//79GDx4MKZPn17lO+pGqVQqWK3WG6p/cXExsrOzYbFYcPjwYTz00EOYM2cOpk+fDhcXFxQVFWHixIny9/D+/ftx6tQp/Pzzz5g1a5bDtoQQWLNmDZ5++mm89tprWLp0KXr27ImXXnoJISEh8l1h2dnZ2LhxI+bMmQMAGDlyJN5//3389NNPACBPVm3/Hg4LC0N6ejpatGgBFxcXzJ0712Fi8+o4Ozvjvffew65dtonVExMTkZGRgZEjR2L16tXo3bs3jh49igEDBiAjIwNdunTBiRMn5NHyQ4YMkc+bo0ePdvi3woYNG6DVah3Obd7e3vK/swCe24iIiIiIrhVzljcRv5/MRYnRDLPFiuwiI8pMFgj8FcySJMBJo0KAux5BHnpoVLYfXD6hEegwaAQO//YtKspLUVpwCaUFl+T1AqPaI6ZnAo7+7wec3PMbzCYj8s6fdtj3TytfgUrjOLLby8cP6X8+v+2226rNT9y7d295QqzKAfD27dvjySefrHbyr2+++Qbt2rWTRz+XlZUhPj7+qulbAKBdu3bQ6/UoKytDSUkJvv/+e4f3J0yYgPj4eIdlbm5u8PX1RXJycrXbLCkpwYMPPojPPvsMwF+3bFfO/y2EQF5eHlQqlRzItucxt6v8w9ZkMkGSJIcgpD24GR4ejqysLJSWlmLu3LnQ6XTybelXkiQJBw8edBg1bL9d235BwB4YvfIW+OpSqlS+aFATIQSMRiOEEPL28/LycOmSrT+p1Wp51KR92dVGt/8dpUJCmLczcotb486xU7H7m9XY9ukyBMd2RJ9Rk/D9my/WuH6HgffDzScAv7w3H398+S7EF+9AUijh6u2HhPG2dVu174mOg0YiefOXWD/ncShVaoR3+H84tf9/11xPjc6WM/2TF8fAarXAN6QN7n9xOS6kHMSva15HSeFl6F3coVRr8PncJ6FxdkdM7G1/s1WbiIgItGjRAhcvXnRIwQIAL730Ek6fPo0ff/wRCxcuhEKhgJ+fH/z9/eX0QlOmTMGYMWMQGxuLsrIypKenIywsDCkpKejdu7ecrzwrK0u+Y6JPnz5Yvdo2Ov7KvlyT1157DQaDAYMHD4arqysmT56MwsLCa16/Ok5OTvjf//6HadOm4b777kNxcTGCgoLQr1+/GvM4p6SkOOy7cvsAWx7jlJSU62ofUW6xESu3ncLRzEJYrAJezlq09HSCUpJgEQJFZRX45dhFbEvNRccQTyT+vhtvvvEqXn31VRQUFKC0tBTr1q2D2WzGgAED0KlTJ0yYMAELFy5EQUEBoqKi5BRkX375JRYsWOBwkedaPfPMMygsLMTkyZNx8eJFeHt7w2w2Y/DgwYiNjcW7774r5wi/GRqNBkOHDr2h+s+aNUsOen/wwQfy8nnz5mHevHl4/PHHsXLlSixfvhwPP/ww7r33XlRUVCA0NFS+o8bu0UcfxZkzZ7BixQpYLBZotVocPnwY3bp1g6+vL9asWYMHH3wQTz/9NLp06YLXX38dQ4YMwT/+8Q95ZD8AnDlzBmPHjpUn1PznP/+Jr7/+Gv369UNBQQEUCgVGjx7tMMl3dYYOHYrly5fjiSeewPjx41FcXIzg4GAMGjQI2dnZ6NKlC9RqNVq1aoW8vDy0a9dOTrFWeRDB2bNnHVKwFBYWwmQyOZzbLl++7DAROM9tRERERETXRhLXOjywiSgqKoK7uzsKCwuve2Ksxiq32IhJaw/gzOUSGM1WqJUK6NRKKCqlMrFYBcorLDBbrfB00iAu0B16zdUDzDdLCIG0nGI81D0U93bgbcMNqV+/foiLi8OyZcsauiq16psDF/Dxrgy08XP9+8lsbwHGCgsyC8sw464YtAv2aOjqENE1yikqx6LNqUi7WIwQL+cav1sNRjMu5JcivqU7nu8fBXcn9VXL0s3p27cv2rdv7zAZ980YMGAA/P39q8wjMm7cOOTm5mLjxo21sh8iIiIiatyaYlyRHHFkeROQfK4AqTnFEAJw06sdguT4c3S5UiHBWauCxSqQX2rC0cxCtG3pIY8wr22SJEGrUuJYZhHu7VAnu2h2bBcgDPjj5CWculQChQREt3BDj3BvhPlUnXwsPz8fiYmJSExMxNtvv90ANa5b7YI9sOGAGkXlZrjrb/2AU67BiCAPPaIDXP++MBE1CuUVFqzYdgppF4sR7uvyt5Nru2hVaOXjgsPnC/Hu9tN4bkAklIpb/2JfU1NaWoqVK1ciISEBSqUSa9euxZYtW7B582a5TGFhIQ4fPozPPvuMgXIiIiIioiakUeQsf+uttxAWFgadTodu3brJt7lezRdffIHo6GjodDrEx8fjhx9+qKeaNk4/HM5CmcniECg3mS24XGLEhfwyXMgvQ57BCKPZAqVCgotWjfxSE87nV53csDY5aVQ4d7kM5RVVJxGk62O2WPHp7rOY+/0xfHcoExmXSnAqpwRf7j+PV747ho3JF6qkSenQoQPGjh2LhQsXVpsG51YX5u2EuEA3XDLcWCqXxsQqBEpNFvSJ8oNWVXd3fBBR7bJN4FmEMG/nvw2U22lUCrT0dML+s/k4nlX09ytQvZMkCT/88ANuv/12dOrUCd999x2++uor9O/fXy4zdOhQDBw4EE888QQGDBjQgLUlIiIiIqLa1OAjy9evX4/nn38eK1euRLdu3bBkyRIkJCQgJSUFfn5+Vcr/8ccfeOCBB7BgwQLcc889+OyzzzBs2DDs378ft912bbl+m5L8EhMOni+AWqmQA+XlJjNyio0wW/8KnhrNVpQYzfBx1cBJo4ZKoUB2YTlCvJyu+Qf+9XLWKnHZYEJmQRla+7rUyT6aix8OZ2HjwUx4OmkQ6KGX044IIZBbbMS6Pefg7qRBn8i/JjqtPJljUyRJEvpE+mLvmXyYzFZoVAoUlJpQVG6GQgK8nDVw0jT4Ke6a5JeY4KFXo3trr4auChFdIyEE/peaCwgBrUqBrMIyZBeWo8Ii4O2iQUtP/VUvfjlrVcgsKMPvJ3NxW5B7Pde8eahuYvFrpdfrsWXLljrbPhERERERNV4NPrJ88eLFGD9+PB555BHExsZi5cqVcHJycpjUqbKlS5di0KBBmDp1KmJiYjBnzhx07NgRy5cvr+eaNw5J6XnILzFBr7Z9lEIIXC41ocJqm96z8qPCKpBnMMEqBPRqJUpNFlwymGrY+s3Rq5UoM1uQXXTrj/xtSAajGb8cuwi9WgkvZ41Dfm5JkuDnpoMA8NORLJgt1qtvqAlqF+yBlp565BSXI7OgDMnnCpCSXYTjWUVIPluAorJbYyKzvBITurbygp+r7u8LE1GjkJFXiuNZRfB11SE9rwTHMotwucSEEqMZp3MNOHy+sMZzspezBnvS85FbbKzHWhMREREREVFNGjRYbjKZsG/fPofbWhUKBfr374+dO3dWu87OnTsdygNAQkLCVcs3demXSiBgO26ALX+qyWxFdRlQJQBmq0CZyQyFQoKAQInRXGd1swd1jRXNK4Bb2w6fL0ROsRF+rtqrlmnhqsOZvFKkXjTUY80ank6tRN8oPxSVVSDNnrdfp4abTo0Skxkncxr/8Sgsq4BerUSvCJ+GrgoRXYfswnIYjBZoVRLOXy6DSinBVaeGs1YFV50t3VlODYFwd73tPHWRF5SJiIiIiIgajQYNll+6dAkWiwUtWrRwWN6iRQtkZ2dXu052dvZ1lTcajSgqKnJ4NCXF5WZIAOyDjc1/jiivjvjzP2bLXyXM1roNZEsAKprZaOfaVmI0QwhRY7ocnVoBk9kKQx1e/Gis+kX7oaWnEwzl80zaWwAAIi5JREFUZmjVCkiSBEmSoFEqUWIyV8nl3piYrVZkF5bh9kgfxAVyFm2iW4nJYoUkAeUVVlRYrQ4TZtvTopWZrj5nh0IhwWwVMJo5rwcREREREVFj0eBpWOraggUL4O7uLj+Cg4Mbukq1ylmrsqVZ+TMeWFP6cenP/ygVf407VyrqvguolNWNc6drpdfYct5arFcP+prMVqiUEpw0zW9ySGetCg90DYZaqUBJue1igRACFVYr9GqlQ9qaxub85TKEejvj/k7BjbqeRFSVWikBwjZhp1IhocL81znafpFOq776d6zVKqCUJE7qS0RERERE1Ig0aLDcx8cHSqUSFy9edFh+8eJF+Pv7V7uOv7//dZWfMWMGCgsL5ce5c+dqp/KNRLCXEyQBWIVt9LZOrYJaqah2dLkAoFJI0GuUsP75Q74ug6tCCAgBaJQMBNyMuEA3eDlrcMlw9dv5cw1GBHro0aZF85xItXcbX/SL8YPRYkVBqQmFZRXQqBSNemLZwrIKKCRgZJdgeDprGro6RHSdfFy00KmVsAggwE0Hk9mCEqMZZRVmFJVXwFWnrjF9VrHRDCeNCt4u/PsnIiIiIiJqLBo0WK7RaNCpUyds3bpVXma1WrF161b06NGj2nV69OjhUB4ANm/efNXyWq0Wbm5uDo+mpFsrL7g5qVH+Z15whSTBy0kNlUKypWep9FApJHg4aaBUKFBeYYFerYRvDT/kb1a52QqtWgl/97rbR3Pg4aRB3yg/FJZVwFBeNc1KfqkJRrMVA2JaNOsRirPuiUW3MC+46FQI93VG+5Ye8GqkQegKiy39Sp8oX3Rt5dXQ1SGiGxDh64I2fi7ILS5HhJ8L2rRwhU6tgEKSEOihR3yQOzQ1nJPzDEa0C3ZHgLu+HmtNRERERERENVE1dAWef/55jBkzBp07d0bXrl2xZMkSlJSU4JFHHgEAjB49GkFBQViwYAEAYNKkSejTpw8WLVqEu+++G+vWrcPevXuxatWqhmxGg/Fz0+G2QDckpuZCCAFJkuCkVaOFJKGovAJGsy2IrlEq4KZXy6PKTWYrWvo6Q11T3pabVGo0w1mjRKAHAwE3694OQbhcYsL2tEu4WFQOV50t/U5xuW0E9T3xARgYV/3dFc2Fi06NqYOi8cbmVBSUmeCqa/DTW7XMFivScw2IDXTD8M5Mv0J0q1IoJPSJ8sWRzEJYBBDq7YxQLycI4G//rssrLFAqJPy/NpzYl4iIiIiIqDFp8GjSiBEjkJubi1mzZiE7Oxvt27fHTz/9JE/iefbsWSgq5dXu2bMnPvvsM7z00kt44YUX0KZNG3zzzTe47bbbGqoJDS4hLgA7T+WhqLwCbjo1JEmCTqOCTqOEPc214s+E5VYhUFxeAXe9GkGeTnVarxKTBW38XOCkafBudsvTqZV4/PbW6BLmhe1puTiVY4AkSegU6oneET6ID3KHQsGga5S/Kx7v0xpv/XYSZy+XIsTLqVEFo81WK07nliDczwVP39kGHk6Nc+Q7EV2bzmFeaO3rglM5BoT7ukDx511dNbFYBc5eLkHbIA+0belRH9UkIiIiIiKiayQJ+yxUzURRURHc3d1RWFjYZFKyZBaUYdK6AzifX4aKP1OfaFUKhyChEAJGsxXlFRa46dWIC3SDq05dZ3USQiA1pxgjOgdjRJeQOttPc2X/s21MgeDGZPfpPLy7/TQMRjPCvJ0bxXGqsFhxOtcWUHumXxsEe9XtxSoiqh9n8kqw+JdUXCgoQ5hPzXdsmcxWZFwyoLWvC6YkRKGFm64ea0pERERERDerKcYVyRGH/DYBAe469Az3wW8nLgKShEsGI4rKKyBBgiQBQgACAlqVEiFeTgj1doa+Dif2BIDicjNctSp0CWM+5rrQGIK/jVm31t7QqBR453+ncSrXgBAvZ2hUDTdFQ3F5BTILyhAb4IaJd0YwRzFRExLq7YznB0bi7cRTOJVjgEopwc9VB2et7Z9YQggYjGbkFhshhEBckDsm9I1goJyIiIiIiKgR4sjyJmJvxmW89ksKgtz1sAiB3GIjDEYzzBYBtVKCq04NX1ctdOr6mQDyVG4xOoZ4YtqgaAZ2qcGczCnGhzvP4FhmETydNPBx0dRrf7RaBc4XlMFiFegZ7o1R3ULg7cIJb4maIoPRjD0Zl5GYkoNTOSUor7DYZtcWgF6jRLS/G/pG+aJjiGedX7AmIiIiIqK60VTjivQXjixvItq29ECIpxMuFJTZJhnzbriPtrzCAgkS+kT6MVBODSrCzxUv3BWD7w5m4scjWfU6ytw+mjzIQ4/7Owejd4QP88oTNWEuWhXuiPJDnza+SMsxIM9ghNFshVatgJ+rDuG+jSMlFBEREREREV0dg+VNhEalwD3tArEi8SQM5Wa46BrmoxVC4NzlUrRr6YGOoR4NUgeiyvQaJYZ3CUbbYHd8uvssTmQVQaNUwNdNB30t32khhEBxuRm5BiOUkoS+UX4Y2TUYfq5Mt0DUXCgUEqL8XQG4NnRViIiIiIiI6DoxWN6E/L8IHySfzce21Fy08XNtkFGsF4uNcNerMap7CLQq3mZOjUe0vxteuCsG21JzkZiSg4y8ElisAl7OWng6qW9qxKfZakWewYTCMhOcNSp0DPHAHVF+6BLmxdHkRERERERERES3CAbLmxCFQsIDXUNwMseAc/mlCPV2rtf9l5ksKC6rwMPdQ9Ha16Ve9010LfQaJQbd5o/+MX44fKEQ29MuIflcAU7mGCBJgJNGBSeNEs5aFdTK6lO1CCFgNFtRYjSj1GSxpR2SAB8XLe7r0BI9wr3RyofpFoiIiIiIiIiIbjUMljcxfm46PNgtFCu3nURWQRkCPPT1sl9jhQXnLpegW2tvDIr3r5d9Et0olVKBDiGe6BDiicyCMhw6X4AzeaU4mWNAXokJl0tKYREC9nC3AP56Lmxpj5y1SrT2dUaErwtCfZzRPtgD7np1A7WIiIiIiIiIiIhuFoPlTVCPcG+UGM348I8MZBaUIcBdV6ejXMsqLDibV4KOIZ54om8406/QLSXQQ4/APy8qCSGQX1qB8/mlyCosR3mFBWaLgEUIqJUSlAoFXLUqBHna1nHR8hRKRERERERERNRUMNLTRPWL8YNCAXz0xxlk5JUg2NMJqquklbgZl0tMuFRsRNdWXniybwTcdBxZS7cuSZLg5ayBl7MGbVs2dG2IiIiIiIiIiKg+MVjeREmShDujW8Bdr8Fnu8/gdK4Bfm46eDhpamX7ZosVZy+XQqNSYHC7ANzfORjOHGVLREREREREREREtyhGN5u4TqGeiPB1wRf7zuG3lFxcMhjh56qDq051Q6lZKixW5BYbYTCaEe7rjAe6hqB9sAcnMyQiIiIiIiIiIqJbGoPlzYC7kxrjerdChxAP/HL0Io5nFSG7sAxuThq46VTQq5U1BrsrLFaUGM24XGKCEAL+7noMbheAgXH+TLtCRERERERERERETQKD5c2EJEnoFOqFjiGeOH2pBDtP5uGP05dw2WBCWYUFAKBSSlBIEiRJgtUqYLZaIYRtuZNGhbYtPdA3yhcdQzyh13ASTyIiIiIiIiIiImo6GCxvZiRJQrivC8J9XfCvzi2RVViOC/lluFBQigv5ZTCarbBYBbQqJdydVAjxckKQhxOCPPXwdFIz3QoRERERERERERE1SQyWN2M6tRKtfJzRyse5oatCRERERERERERE1KAUDV0BIiIiIiIiIiIiIqKGxmA5ERERERERERERETV7DJYTERERERERERERUbPHYDkRERERERERERERNXsMlhMRERERERERERFRs8dgORERERERERERERE1ewyWExEREREREREREVGzx2A5ERERERERERERETV7DJYTERERERERERERUbPHYDkRERERERERERERNXsMlhMRERERERERERFRs8dgORERERERERERERE1ewyWExEREREREREREVGzx2A5ERERERERERERETV7DJYTERERERERERERUbPHYDkRERERERERERERNXsMlhMRERERERERERFRs8dgORERERERERERERE1e6qGrkB9E0IAAIqKihq4JkRERERERERERHSrsMcT7fFFanqaXbC8uLgYABAcHNzANSEiIiIiIiIiIqJbTXFxMdzd3Ru6GlQHJNHMLoVYrVZkZmbC1dUVkiQ1dHXqXFFREYKDg3Hu3Dm4ubk1dHWI6gX7PTVX7PvUHLHfU3PEfk/NFfs+NUfs942LEALFxcUIDAyEQsHs1k1RsxtZrlAo0LJly4auRr1zc3PjSZWaHfZ7aq7Y96k5Yr+n5oj9npor9n1qjtjvGw+OKG/aeAmEiIiIiIiIiIiIiJo9BsuJiIiIiIiIiIiIqNljsLyJ02q1ePnll6HVahu6KkT1hv2emiv2fWqO2O+pOWK/p+aKfZ+aI/Z7ovrV7Cb4JCIiIiIiIiIiIiK6EkeWExEREREREREREVGzx2A5ERERERERERERETV7DJYTERERERERERERUbPHYPkt6K233kJYWBh0Oh26deuGpKSkGst/8cUXiI6Ohk6nQ3x8PH744QeH94UQmDVrFgICAqDX69G/f3+kpaXVZROIrltt9/uvv/4aAwcOhLe3NyRJQnJych3WnujG1Ga/r6iowLRp0xAfHw9nZ2cEBgZi9OjRyMzMrOtmEF232j7nz549G9HR0XB2doanpyf69++P3bt312UTiK5bbff7yp544glIkoQlS5bUcq2Jbk5t9/uxY8dCkiSHx6BBg+qyCUTXrS7O98ePH8eQIUPg7u4OZ2dndOnSBWfPnq2rJhA1aQyW32LWr1+P559/Hi+//DL279+Pdu3aISEhATk5OdWW/+OPP/DAAw9g3LhxOHDgAIYNG4Zhw4bhyJEjcplXX30Vy5Ytw8qVK7F79244OzsjISEB5eXl9dUsohrVRb8vKSlB7969sXDhwvpqBtF1qe1+X1paiv3792PmzJnYv38/vv76a6SkpGDIkCH12Syiv1UX5/zIyEgsX74chw8fxu+//46wsDAMHDgQubm59dUsohrVRb+327BhA3bt2oXAwMC6bgbRdamrfj9o0CBkZWXJj7Vr19ZHc4iuSV30+1OnTqF3796Ijo5GYmIiDh06hJkzZ0Kn09VXs4iaFkG3lK5du4qJEyfKry0WiwgMDBQLFiyotvzw4cPF3Xff7bCsW7du4vHHHxdCCGG1WoW/v7947bXX5PcLCgqEVqsVa9eurYMWEF2/2u73laWnpwsA4sCBA7VaZ6KbVZf93i4pKUkAEGfOnKmdShPVgvro+4WFhQKA2LJlS+1Umugm1VW/P3/+vAgKChJHjhwRoaGh4o033qj1uhPdqLro92PGjBFDhw6tk/oS1Ya66PcjRowQDz30UN1UmKgZ4sjyW4jJZMK+ffvQv39/eZlCoUD//v2xc+fOatfZuXOnQ3kASEhIkMunp6cjOzvboYy7uzu6det21W0S1ae66PdEjV199fvCwkJIkgQPD49aqTfRzaqPvm8ymbBq1Sq4u7ujXbt2tVd5ohtUV/3earXi4YcfxtSpUxEXF1c3lSe6QXV5vk9MTISfnx+ioqLw5JNPIi8vr/YbQHQD6qLfW61WbNq0CZGRkUhISICfnx+6deuGb775ps7aQdTUMVh+C7l06RIsFgtatGjhsLxFixbIzs6udp3s7Oway9v/fz3bJKpPddHviRq7+uj35eXlmDZtGh544AG4ubnVTsWJblJd9v3vv/8eLi4u0Ol0eOONN7B582b4+PjUbgOIbkBd9fuFCxdCpVLhmWeeqf1KE92kuur3gwYNwkcffYStW7di4cKF2LZtG+666y5YLJbabwTRdaqLfp+TkwODwYD//ve/GDRoEH755Rfce++9uO+++7Bt27a6aQhRE6dq6AoQERFR/aqoqMDw4cMhhMCKFSsaujpE9eKOO+5AcnIyLl26hHfffRfDhw/H7t274efn19BVI6p1+/btw9KlS7F//35IktTQ1SGqNyNHjpSfx8fHo23btggPD0diYiL69evXgDUjqhtWqxUAMHToUDz33HMAgPbt2+OPP/7AypUr0adPn4asHtEtiSPLbyE+Pj5QKpW4ePGiw/KLFy/C39+/2nX8/f1rLG////Vsk6g+1UW/J2rs6rLf2wPlZ86cwebNmzmqnBqVuuz7zs7OiIiIQPfu3fH+++9DpVLh/fffr90GEN2Auuj327dvR05ODkJCQqBSqaBSqXDmzBlMnjwZYWFhddIOoutRX//Gb926NXx8fHDy5MmbrzTRTaqLfu/j4wOVSoXY2FiHMjExMTh79mwt1p6o+WCw/Bai0WjQqVMnbN26VV5mtVqxdetW9OjRo9p1evTo4VAeADZv3iyXb9WqFfz9/R3KFBUVYffu3VfdJlF9qot+T9TY1VW/twfK09LSsGXLFnh7e9dNA4huUH2e861WK4xG481Xmugm1UW/f/jhh3Ho0CEkJyfLj8DAQEydOhU///xz3TWG6BrV1/n+/PnzyMvLQ0BAQO1UnOgm1EW/12g06NKlC1JSUhzKpKamIjQ0tJZbQNRMNPQMo3R91q1bJ7RarVizZo04duyY+Pe//y08PDxEdna2EEKIhx9+WEyfPl0uv2PHDqFSqcTrr78ujh8/Ll5++WWhVqvF4cOH5TL//e9/hYeHh/j222/FoUOHxNChQ0WrVq1EWVlZvbePqDp10e/z8vLEgQMHxKZNmwQAsW7dOnHgwAGRlZVV7+0jqk5t93uTySSGDBkiWrZsKZKTk0VWVpb8MBqNDdJGourUdt83GAxixowZYufOnSIjI0Ps3btXPPLII0Kr1YojR440SBuJrlQX/9a5UmhoqHjjjTfquilE16y2+31xcbGYMmWK2Llzp0hPTxdbtmwRHTt2FG3atBHl5eUN0kaiK9XF+f7rr78WarVarFq1SqSlpYk333xTKJVKsX379npvH1FTwGD5LejNN98UISEhQqPRiK5du4pdu3bJ7/Xp00eMGTPGofznn38uIiMjhUajEXFxcWLTpk0O71utVjFz5kzRokULodVqRb9+/URKSkp9NIXomtV2v1+9erUAUOXx8ssv10NriK5Nbfb79PT0avs8APHbb7/VU4uIrk1t9v2ysjJx7733isDAQKHRaERAQIAYMmSISEpKqq/mEF2T2v63zpUYLKfGqDb7fWlpqRg4cKDw9fUVarVahIaGivHjx8tBSKLGoi7O9++//76IiIgQOp1OtGvXTnzzzTd13QyiJksSQoiGGdNORERERERERERERNQ4MGc5ERERERERERERETV7DJYTERERERERERERUbPHYDkRERERERERERERNXsMlhMRERERERERERFRs8dgORERERERERERERE1ewyWExEREREREREREVGzx2A5ERERERERERERETV7DJYTERERERERERERUbPHYDkRERERNVqSJOGbb76p030kJiZCkiQUFBTU6X5uZZU/h4yMDEiShOTk5AatExERERFRbWOwnIiIiOgWlJ2djUmTJiEiIgI6nQ4tWrRAr169sGLFCpSWlsrlwsLCsGTJkirrz549G+3bt3dYVlRUhJkzZyIuLg56vR7e3t7o0qULXn31VeTn51+1LmvWrIEkSZAkCQqFAgEBARgxYgTOnj1bW82tNX379sWzzz7rsKxnz57IysqCu7t7w1SqDtgD2vaHq6sr4uLiMHHiRKSlpTV09YiIiIiIGiVVQ1eAiIiIiK7P6dOn0atXL3h4eGD+/PmIj4+HVqvF4cOHsWrVKgQFBWHIkCHXtc3Lly+jd+/eKCoqwpw5c9CpUye4u7sjJSUFq1evxmeffYaJEydedX03NzekpKRACIH09HRMmDAB999/P3bv3n2zza1zGo0G/v7+DV2NG2KxWOSLFNXZsmUL4uLiUFpaisOHD2Pp0qVo164dvvvuO/Tr16+ea/sXk8kEjUbTYPsnIiIiIqoOR5YTERER3WImTJgAlUqFvXv3Yvjw4YiJiUHr1q0xdOhQbNq0CYMHD77ubb7wwgs4e/YskpKS8Mgjj6Bt27YIDQ3FwIEDsXbtWkyYMKHG9SVJgr+/PwICAtCzZ0+MGzcOSUlJKCoqkst8++236NixI3Q6HVq3bo1XXnkFZrNZfj8tLQ233347dDodYmNjsXnzZod9VJcuJTk5GZIkISMjQ162Y8cO9O3bF05OTvD09ERCQgLy8/MxduxYbNu2DUuXLpVHXGdkZFS73a+++gpxcXHQarUICwvDokWLHOoSFhaG+fPn49FHH4WrqytCQkKwatWqGo9R37598dRTT+Gpp56Cu7s7fHx8MHPmTAgh5DJGoxFTpkxBUFAQnJ2d0a1bNyQmJsrvr1mzBh4eHti4cSNiY2Oh1WprHMHv7e0Nf39/uX9s2bIF3bp1w7hx42CxWORyK1asQHh4ODQaDaKiovDxxx/X2JbKLBYLxo0bh1atWkGv1yMqKgpLly51KDN27FgMGzYM8+bNQ2BgIKKioq55+0RERERE9YXBciIiIqJbSF5eHn755RdMnDgRzs7O1ZaRJOm6tmm1WrF+/Xo89NBDCAwMvOlt5uTkYMOGDVAqlVAqlQCA7du3Y/To0Zg0aRKOHTuGd955B2vWrMG8efPkOtx3333QaDTYvXs3Vq5ciWnTpl1XOwBb8Lxfv36IjY3Fzp078fvvv2Pw4MGwWCxYunQpevTogfHjxyMrKwtZWVkIDg6uso19+/Zh+PDhGDlyJA4fPozZs2dj5syZWLNmjUO5RYsWoXPnzjhw4AAmTJiAJ598EikpKTXW78MPP4RKpUJSUhKWLl2KxYsX47333pPff+qpp7Bz506sW7cOhw4dwv33349BgwY5pE4pLS3FwoUL8d577+Ho0aPw8/O75uOjUCgwadIknDlzBvv27QMAbNiwAZMmTcLkyZNx5MgRPP7443jkkUfw22+/XdM2rVYrWrZsiS+++ALHjh3DrFmz8MILL+Dzzz93KLd161akpKRg8+bN+P7776+5zkRERERE9UYQERER0S1j165dAoD4+uuvHZZ7e3sLZ2dn4ezsLP7v//5PXh4aGio0Go38nv2hVqtFu3bthBBCZGdnCwBi8eLFDtvs2LGjXH7kyJFXrdPq1asFAOHs7CycnJwEAAFAPPPMM3KZfv36ifnz5zus9/HHH4uAgAAhhBA///yzUKlU4sKFC/L7P/74owAgNmzYIIQQ4rfffhMARH5+vlzmwIEDAoBIT08XQgjxwAMPiF69el21rn369BGTJk1yWHbldh988EExYMAAhzJTp04VsbGx8uvQ0FDx0EMPya+tVqvw8/MTK1asqHHfMTExwmq1ysumTZsmYmJihBBCnDlzRiiVSodjIITt2M2YMUMI8dexTk5Ovup+hBAiPT1dABAHDhyo8t7x48cFALF+/XohhBA9e/YU48ePdyhz//33i3/84x/y68qfQ03btps4caL45z//Kb8eM2aMaNGihTAajTXWm4iIiIioIXFkOREREVETkJSUhOTkZMTFxcFoNDq8N3XqVCQnJzs8nnjiib/d5oYNG5CcnIyEhASUlZXVWNbV1RXJycnYu3cvFi1ahI4dO8qjxgHg4MGD+M9//gMXFxf5YR/hXVpaiuPHjyM4ONhhZHuPHj2u8yj8NbL8Zhw/fhy9evVyWNarVy+kpaU5pC5p27at/NyehiYnJ6fGbXfv3t1hlH6PHj3k7R4+fBgWiwWRkZEOx2nbtm04deqUvI5Go3HY9/USf6Z9sdfjau09fvz4NW/zrbfeQqdOneDr6wsXFxesWrWqSnqY+Ph45iknIiIiokaNE3wSERER3UIiIiIgSVKVdB+tW7cGAOj1+irr+Pj4ICIiwmGZl5eX/NzX1xceHh5VthkSEgLAFgivnM+7OgqFQt5HTEwMTp06hSeffFLOfW0wGPDKK6/gvvvuq7KuTqercduV9wHAIcd3RUWFQ5nq2l9X1Gq1w2tJkmC1Wm94ewaDAUqlEvv27ZPT19i5uLjIz/V6/XWn2qnMHgRv1arVDW+jsnXr1mHKlClYtGgRevToAVdXV7z22mtVJne9WtogIiIiIqLGgiPLiYiIiG4h3t7eGDBgAJYvX46SkpJa2aZCocDw4cPxySefIDMzs1a2OX36dKxfvx779+8HAHTs2BEpKSmIiIio8lAoFIiJicG5c+eQlZUlb2PXrl0O2/T19QUAhzLJyckOZdq2bYutW7detV4ajcZhdHh1YmJisGPHDodlO3bsQGRkZJUg9vW6MoC8a9cutGnTBkqlEh06dIDFYkFOTk6VY+Tv739T+7WzWq1YtmwZWrVqhQ4dOgC4entjY2OvaZs7duxAz549MWHCBHTo0AEREREOI+GJiIiIiG4VDJYTERER3WLefvttmM1mdO7cGevXr8fx48eRkpKCTz75BCdOnLihgO78+fMRFBSErl274oMPPsChQ4dw6tQpbNiwATt37rzubQYHB+Pee+/FrFmzAACzZs3CRx99hFdeeQVHjx7F8ePHsW7dOrz00ksAgP79+yMyMhJjxozBwYMHsX37drz44osO24yIiEBwcDBmz56NtLQ0bNq0CYsWLXIoM2PGDOzZswcTJkzAoUOHcOLECaxYsQKXLl0CAISFhWH37t3IyMjApUuXqh0JPnnyZGzduhVz5sxBamoqPvzwQyxfvhxTpky5rmNQnbNnz+L5559HSkoK1q5dizfffBOTJk0CAERGRmLUqFEYPXo0vv76a6SnpyMpKQkLFizApk2bbmh/eXl5yM7OxunTp7Fx40b0798fSUlJeP/99+XPdOrUqVizZg1WrFiBtLQ0LF68GF9//fU1t7dNmzbYu3cvfv75Z6SmpmLmzJnYs2fPDdWXiIiIiKghMVhOREREdIsJDw/HgQMH0L9/f8yYMQPt2rVD586d8eabb2LKlCmYM2fOdW/T29sbSUlJGD16NF577TV07doV8fHxmD17NkaMGIF33333urf53HPPYdOmTUhKSkJCQgK+//57/PLLL+jSpQu6d++ON954A6GhoQBso9s3bNiAsrIydO3aFY899phDznPAlvZk7dq1OHHiBNq2bYuFCxdi7ty5DmUiIyPxyy+/4ODBg+jatSt69OiBb7/9FiqVLfvglClToFQqERsbC19f3yp5tQHbKPjPP/8c69atw2233YZZs2bhP//5D8aOHXvdx+BKo0ePlts4ceJETJo0Cf/+97/l91evXo3Ro0dj8uTJiIqKwrBhw7Bnzx45Jc716t+/PwICAhAfH4/p06cjJiYGhw4dwh133CGXGTZsGJYuXYrXX38dcXFxeOedd7B69Wr07dv3mvbx+OOP47777sOIESPQrVs35OXlYcKECTdUXyIiIiKihiSJykkfiYiIiIioTvTt2xft27fHkiVLGroqRERERERUDY4sJyIiIiIiIiIiIqJmj8FyIiIiIiIiIiIiImr2mIaFiIiIiIiIiIiIiJo9jiwnIiIiIiIiIiIiomaPwXIiIiIiIiIiIiIiavYYLCciIiIiIiIiIiKiZo/BciIiIiIiIiIiIiJq9hgsJyIiIiIiIiIiIqJmj8FyIiIiIiIiIiIiImr2GCwnIiIiIiIiIiIiomaPwXIiIiIiIiIiIiIiavYYLCciIiIiIiIiIiKiZu//A8xpUsmMofxrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Agency Performance Analysis\n",
    "agency_performance = data_filtered.groupby('Agency Name').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "print(\"Agency Performance Overview:\")\n",
    "print(agency_performance)\n",
    "\n",
    "# Add efficiency metrics\n",
    "agency_performance['ghg_per_dollar'] = (\n",
    "    agency_performance[('Total Project GHGReductions', 'sum')] / \n",
    "    agency_performance[('Total Program GGRFFunding', 'sum')]\n",
    ")\n",
    "\n",
    "# Look at agency patterns in multi-county projects\n",
    "multi_county = data_filtered[data_filtered['County'].str.contains(',', na=False)]\n",
    "multi_agency_patterns = multi_county.groupby('Agency Name').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "print(\"\\nAgency Performance in Multi-County Projects:\")\n",
    "print(multi_agency_patterns)\n",
    "\n",
    "# Visualize agency performance metrics\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Plot GHG efficiency vs DAC benefit rate by agency\n",
    "plt.scatter(\n",
    "    agency_performance['ghg_per_dollar'],\n",
    "    agency_performance[('Is Benefit Disadvantaged Communities', 'mean')],\n",
    "    s=agency_performance[('Total Program GGRFFunding', 'sum')]/1e6,  # Size by total funding\n",
    "    alpha=0.6\n",
    ")\n",
    "\n",
    "# Add agency labels\n",
    "for idx, row in agency_performance.iterrows():\n",
    "    plt.annotate(idx[:20] + '...' if len(idx) > 20 else idx,\n",
    "                (row['ghg_per_dollar'], \n",
    "                 row[('Is Benefit Disadvantaged Communities', 'mean')]),\n",
    "                xytext=(5, 5), textcoords='offset points')\n",
    "\n",
    "plt.xlabel('GHG Reduction per Dollar')\n",
    "plt.ylabel('DAC Benefit Rate')\n",
    "plt.title('Agency Performance: Climate Impact vs Equity\\nSize = Total Funding')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Create shorter but still meaningful agency names\n",
    "agency_shortnames = {\n",
    "    'California Air Resources Board': 'CARB',\n",
    "    'California Department of Community Services and...': 'Community Services',\n",
    "    'California Department of Food and Agriculture': 'CDFA',\n",
    "    'California Department of Forestry and Fire Prot...': 'CalFire',\n",
    "    'California Department of Resources Recycling an...': 'CalRecycle',\n",
    "    'California Department of Transportation': 'Caltrans',\n",
    "    'California Department of Water Resources': 'Water Resources',\n",
    "    'California Energy Commission': 'Energy Commission',\n",
    "    'California State Transportation Agency': 'CalSTA',\n",
    "    'California Strategic Growth Council': 'SGC',\n",
    "    # Add other agencies as needed\n",
    "}\n",
    "\n",
    "# Plot GHG efficiency vs DAC benefit rate by agency\n",
    "plt.scatter(\n",
    "    agency_performance['ghg_per_dollar'],\n",
    "    agency_performance[('Is Benefit Disadvantaged Communities', 'mean')],\n",
    "    s=agency_performance[('Total Program GGRFFunding', 'sum')]/1e6,  # Size by total funding\n",
    "    alpha=0.6\n",
    ")\n",
    "\n",
    "# Add agency labels with shorter names\n",
    "for idx, row in agency_performance.iterrows():\n",
    "    short_name = agency_shortnames.get(idx, idx[:15] + '...')\n",
    "    plt.annotate(short_name,\n",
    "                (row['ghg_per_dollar'], \n",
    "                 row[('Is Benefit Disadvantaged Communities', 'mean')]),\n",
    "                xytext=(5, 5), textcoords='offset points')\n",
    "\n",
    "plt.xlabel('GHG Reduction per Dollar')\n",
    "plt.ylabel('DAC Benefit Rate')\n",
    "plt.title('Agency Performance: Climate Impact vs Equity\\nSize = Total Funding')\n",
    "\n",
    "# Add legend for bubble size\n",
    "legend_elements = [plt.scatter([], [], s=s, label=f'${l}B', alpha=0.6, color='blue') \n",
    "                  for s, l in zip([100, 500, 1000], ['0.1', '0.5', '1.0'])]\n",
    "plt.legend(handles=legend_elements, title='Total Funding', \n",
    "          bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **Strong GHG Performers**\n",
    "- California Department of Food and Agriculture shows highest GHG efficiency (~0.06 reductions per dollar)\n",
    "- California Energy Commission also performs well (~0.03)\n",
    "- However, both show low DAC benefit rates (0-5%)\n",
    "\n",
    "1. **Strong Equity Performers**\n",
    "- California Department of Community Services leads in DAC benefits (91.7%)\n",
    "- Department of Water Resources shows good equity performance (44.1%)\n",
    "- But these have lower GHG efficiency\n",
    "\n",
    "1. **Large Scale Implementers** (shown by bubble size)\n",
    "- Strategic Growth Council ($1.56B)\n",
    "- CalSTA ($772M)\n",
    "- CARB ($796M)\n",
    "- Department of Forestry and Fire Protection ($968M)\n",
    "\n",
    "1. **Multi-County Implementation**\n",
    "- Transportation agencies lead in multi-county projects (CalSTA: 57 projects, $233M)\n",
    "- CalFire shows significant multi-county work (339 projects)\n",
    "- Strategic Growth Council's multi-county projects show lower DAC rates than their overall portfolio\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of Agency Funding by Environmental Burden Category:\n",
      "CES_category                                        High Burden (50-75%)  \\\n",
      "Agency Name                                                                \n",
      "California Air Resources Board                                     20.81   \n",
      "California Department of Community Services and...                 19.77   \n",
      "California Department of Resources Recycling an...                 26.02   \n",
      "California Department of Water Resources                           27.36   \n",
      "California Energy Commission                                       14.29   \n",
      "California Strategic Growth Council                                 1.78   \n",
      "\n",
      "CES_category                                        Highest Burden (75-100%)  \\\n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                          4.92   \n",
      "California Department of Community Services and...                     77.98   \n",
      "California Department of Resources Recycling an...                     41.17   \n",
      "California Department of Water Resources                               50.91   \n",
      "California Energy Commission                                           78.57   \n",
      "California Strategic Growth Council                                    16.38   \n",
      "\n",
      "CES_category                                        Low Burden (0-25%)  \\\n",
      "Agency Name                                                              \n",
      "California Air Resources Board                                   36.65   \n",
      "California Department of Community Services and...                0.29   \n",
      "California Department of Resources Recycling an...               21.83   \n",
      "California Department of Water Resources                          9.21   \n",
      "California Energy Commission                                      7.14   \n",
      "California Strategic Growth Council                               3.15   \n",
      "\n",
      "CES_category                                        Moderate Burden (25-50%)  \n",
      "Agency Name                                                                   \n",
      "California Air Resources Board                                         37.63  \n",
      "California Department of Community Services and...                      1.96  \n",
      "California Department of Resources Recycling an...                     10.98  \n",
      "California Department of Water Resources                               12.51  \n",
      "California Energy Commission                                            0.00  \n",
      "California Strategic Growth Council                                    78.69  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average Project Size (Millions $) by Environmental Burden Category:\n",
      "CES_category                                        High Burden (50-75%)  \\\n",
      "Agency Name                                                                \n",
      "California Air Resources Board                                      0.01   \n",
      "California Department of Community Services and...                  0.03   \n",
      "California Department of Resources Recycling an...                  0.01   \n",
      "California Department of Water Resources                            0.01   \n",
      "California Energy Commission                                        0.07   \n",
      "California Strategic Growth Council                                 0.00   \n",
      "\n",
      "CES_category                                        Highest Burden (75-100%)  \\\n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                          0.01   \n",
      "California Department of Community Services and...                      0.02   \n",
      "California Department of Resources Recycling an...                      0.01   \n",
      "California Department of Water Resources                                0.01   \n",
      "California Energy Commission                                            0.07   \n",
      "California Strategic Growth Council                                     0.01   \n",
      "\n",
      "CES_category                                        Low Burden (0-25%)  \\\n",
      "Agency Name                                                              \n",
      "California Air Resources Board                                    0.01   \n",
      "California Department of Community Services and...                0.07   \n",
      "California Department of Resources Recycling an...                0.01   \n",
      "California Department of Water Resources                          0.00   \n",
      "California Energy Commission                                      0.07   \n",
      "California Strategic Growth Council                               0.85   \n",
      "\n",
      "CES_category                                        Moderate Burden (25-50%)  \n",
      "Agency Name                                                                   \n",
      "California Air Resources Board                                          0.01  \n",
      "California Department of Community Services and...                      0.03  \n",
      "California Department of Resources Recycling an...                      0.01  \n",
      "California Department of Water Resources                                0.00  \n",
      "California Energy Commission                                             NaN  \n",
      "California Strategic Growth Council                                     1.93  \n"
     ]
    }
   ],
   "source": [
    "# Analyze agency performance across CES score categories\n",
    "merged_agency_ces = merged_data.groupby(['Agency Name', 'CES_category']).agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "# Calculate percentage of agency funding going to each CES category\n",
    "agency_funding = pd.pivot_table(\n",
    "    merged_data,\n",
    "    values='Total Program GGRFFunding',\n",
    "    index='Agency Name',\n",
    "    columns='CES_category',\n",
    "    aggfunc='sum'\n",
    ").fillna(0)\n",
    "\n",
    "# Calculate percentages\n",
    "agency_funding_pct = agency_funding.div(agency_funding.sum(axis=1), axis=0) * 100\n",
    "\n",
    "print(\"Percentage of Agency Funding by Environmental Burden Category:\")\n",
    "print(agency_funding_pct.round(2))\n",
    "\n",
    "# Visualize distribution patterns\n",
    "plt.figure(figsize=(15, 8))\n",
    "agency_funding_pct.plot(kind='barh', stacked=True)\n",
    "plt.title('Distribution of Agency Funding Across Environmental Burden Categories')\n",
    "plt.xlabel('Percentage of Agency Funding')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Look at average project size by burden category for each agency\n",
    "avg_project_size = merged_data.groupby(['Agency Name', 'CES_category'])['Total Program GGRFFunding'].mean()/1e6\n",
    "avg_project_size = avg_project_size.unstack()\n",
    "print(\"\\nAverage Project Size (Millions $) by Environmental Burden Category:\")\n",
    "print(avg_project_size.round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This data reveals fascinating patterns in how different agencies serve communities with varying environmental burdens:\n",
    "\n",
    "1. **Strong Environmental Justice Focus**\n",
    "- Community Services: 78% of funding to highest burden areas\n",
    "- Energy Commission: 79% to highest burden areas\n",
    "- Water Resources: 51% to highest burden areas\n",
    "- CalRecycle: 41% to highest burden areas\n",
    "\n",
    "2. **More Dispersed Distribution**\n",
    "- CARB shows relatively even distribution:\n",
    "  * 37.6% Moderate burden\n",
    "  * 36.7% Low burden\n",
    "  * 20.8% High burden\n",
    "  * Only 4.9% to highest burden areas\n",
    "\n",
    "3. **Unique Strategic Growth Council Pattern**\n",
    "- Heavy focus on moderate burden areas (78.7%)\n",
    "- Limited focus on highest burden areas (16.4%)\n",
    "- Largest average project sizes:\n",
    "  * $1.93M in moderate burden areas\n",
    "  * $0.85M in low burden areas\n",
    "  * Much smaller in high burden areas\n",
    "\n",
    "4. **Project Size Variations**\n",
    "- Most agencies maintain consistent project sizes across burden categories\n",
    "- Notable exceptions:\n",
    "  * Strategic Growth Council: Much larger projects in moderate burden areas\n",
    "  * Community Services: Larger projects in low burden areas\n",
    "\n",
    "This suggests:\n",
    "1. Different agency missions lead to different environmental justice approaches\n",
    "2. Some agencies specifically target high-burden areas\n",
    "3. Project size might be influenced by community capacity\n",
    "4. Need for better coordination in highest burden areas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ooVdeeUXnz5/XzJkzFRgYqD/++EPZsmWLd5vGJfp+v3LlirU7yK+//vqJ2ovSokUL5cuXT6NGjbLelJTQ4//27dsKDAzU6dOn9fbbbytXrlzatm2bBg4cqLNnz8Z6n+P8+fN148YNvf3227JYLBo3bpxee+01/fXXX/F2X7lixQqlSZMmwT0nzJkzR56ennrvvffk6empH3/8UYMGDdL169f16aefSlK855vIyEg1btxYv/zyi7p27apChQrp4MGD+uyzz/Tnn3/avAOtY8eOWrRokdq3b68KFSpoy5YtatCgQayYEntcdO/eXZkyZdKgQYN069atZDt/AACA5w/5p2Pmn49jL+dzcXGRt7e3XnvtNaVNm1bvvvuuWrdurfr168vT01NZsmRR9uzZNWrUKOsrmqLyFHuGDh2qIUOGqFKlSho2bJhcXFz022+/6ccff1TdunXtzpOYv5Wlx+elknTmzBmVK1dO165dU9euXVWwYEGdPn1a3333nW7fvq08efKocuXKCgkJ0bvvvmvTflRBrkmTJo/dpiNHjpTFYtF//vMfXbhwQZMmTVLt2rW1b98+pUmTRu3bt9ewYcO0cOFCm27r79+/r++++07NmzdPUM8C9o7L1KlTx3qqf8yYMXJyclL//v0VHh6ucePGqW3btvrtt98kSa1atdLUqVO1atUqtWjRwjrf7du39cMPP6hjx4423e7bM3z4cLm4uKh///66d++eXFxcrMdk2bJlNXr0aJ0/f16TJ0/W1q1btXfvXps4IyIiFBQUpPLly2v8+PHauHGjJkyYoLx58+qdd96xWVZISIju37+vXr166cqVKxo3bpxatmypmjVravPmzfrPf/6jY8eOacqUKerfv79NMXPevHkKDg5WUFCQxo4dq9u3b2v69OmqUqWK9u7da3N8PS6mTJkyafr06XrnnXfUrFkz601BxYoVk/TowYi//vpLnTp1UtasWfX777/ryy+/1O+//65ff/3V7o0kCRG13yMjI3X69GkNHz5cbm5uatmy5RO1Jz16vVq9evX0xhtvqF27dsqSJYuMMWrSpIl++eUXdevWTYUKFdL333+v4ODgWPMn97UQe27fvq1NmzapWrVqypUrV4LWa/LkyWrcuLHatm2r+/fv69tvv1WLFi20cuVKaz4d33Xg8+fPq0KFCtabcDJlyqQ1a9aoc+fOun79uvW1Gbdu3VLNmjV19uxZ9enTR1mzZtX8+fMVGhoaK6bEHBcPHz5UUFCQqlSpovHjx8vd3V0VK1ZMlvNHLAYAALw0evToYaL/975s2TIjyYwYMcJmutdff91YLBZz7Ngx6zAPDw8THBwcq83bt2/HGrZ9+3Yjyfzvf/+zDgsNDTWSTGhoaJzxhYeHG0mmadOmscZdvXrVXLx40fqJvtzBgwcbSfF+GjRoYJ2+WbNmRpK5du2azTLu3Lljs4yrV6/GGWsUPz8/U7duXes8Bw8eNO3btzeSTI8ePazT/fzzz0aSCQkJsZl/7dq1NsMvXLhgXFxcTIMGDUxkZKR1ug8//NBIstkHUesd0+zZs40kc+LECWOMMdeuXTNeXl6mfPny5s6dOzbTRl9GgwYNjJ+fX6z2Tpw4YSSZ2bNnW4eVKFHCZM6c2Vy+fNk6bP/+/cbJycl06NAhVoxvvvmmTZvNmjUzGTJksH7/7LPPjCRz8eLFWMt/nKh9vGvXLuuwv//+27i5uZlmzZpZhw0cONC4urra7PcLFy6Y1KlTm8GDB8e7jKjfb1yfs2fP2sTj4uJic/zs37/fSDJTpkyxDmvdurXJnDmzefjwoXXY2bNnjZOTkxk2bJh1mL39LMk4OTmZ33//3WZ406ZNjYuLizl+/Lh12JkzZ4yXl5epVq2adVjUb6R27do2v4F3333XpEqVymYb+fn5GUlm27Zt1mHr1q0zkkyaNGnM33//bR0+c+bMWMd5rVq1TEBAgLl79651WGRkpKlUqZLJly/fE8VUpEgRExgYaGK6e/euiYiIsBl24sQJ4+rqarNN7f2m7Ylrvzs5OZmRI0fGWk5cbUqy+Y1F7dPWrVvbTJeY43/48OHGw8PD/PnnnzZtDBgwwKRKlcr8888/NnFlyJDBXLlyxTrd8uXLjSTzww8/xLsN0qVLZ4oXLx7vNNHZ+z/h7bffNu7u7ja/gbjON/PmzTNOTk7m559/thk+Y8YMI8ls3brVGGPM7t27jSTTt29fm+k6duwYa3sn9rioUqWKzXFpTNLOHwAA4PlE/um4+WdcgoOD49ynQUFBsWL89NNPbeaPyh8WL15sMzzmtjt69KhxcnIyzZo1i5W/RN9GgYGBNnlPQv9WNibheWmHDh2Mk5OT2blzZ6ztERVLVJ4XFhZmHXf//n2TMWNGu9eJoovaJtmzZzfXr1+3Dl+0aJGRZCZPnmwdVrFiRVO+fHmb+ZcuXfrYa0nGxH9cFihQIFY8hQoVMvfu3bMOnzx5spFkDh48aF337Nmzm+bNm9ssJyrun376yTos5n6KWkaePHlszh337983mTNnNkWLFrU5NlauXGkkmUGDBlmHRf0Wo+exxhhTsmRJU7p0aev3qN9ipkyZbM4xAwcONJJM8eLFzYMHD6zDW7dubVxcXKy52Y0bN0zatGlNly5dbJZz7tw54+PjYzM8oTFdvHgxVk4WxV6+uGDBgljbNOZ5JS5x7fe0adOatWvX2kwbV5v2rlcGBgYaSWbGjBk200ZdRx03bpx12MOHD03VqlVjnbdS4lpITFHHdJ8+feLbTDZi7oP79++bokWLmpo1a9oMj+s6cOfOnY2vr6+5dOmSzfA33njD+Pj4WNufMGGCkWSWLVtmnebOnTumYMGCNtv7SY6LAQMGxIorKeePuNDFOgAAL7HVq1crVapU6t27t83wfv36yRijNWvWPLaNNGnSWP/94MEDXb58Wf7+/kqbNq327NmTqHiiupuyd+d49erVlSlTJutn6tSpsaZZsmSJNmzYEOsT867tuJYzY8YMm2VEdXn8OOvXr7fOExAQoHnz5qlTp07WpyWlR10F+fj4qE6dOrp06ZL1U7p0aXl6elrvoNy4caP1rt/od85G3YH5JDZs2KAbN25owIABse6YfJK7c8+ePat9+/apY8eOSp8+vXV4sWLFVKdOHa1evTrWPN26dbP5XrVqVV2+fNm6L6LuBl2+fHmsJy4SomLFiipdurT1e65cudSkSROtW7fO2tVXhw4ddO/ePZuuoxYuXKiHDx8m+GmOQYMG2f2NRd8OklS7dm3r3bXSo23j7e2tv/76yzqsVatWunDhgk23Ut99950iIyPVqlWrx8YSGBiowoULW79HRERo/fr1atq0qfLkyWMd7uvrqzZt2uiXX36xbu8oXbt2tfkNVK1aVREREfr7779tpitcuLDNE7JRT9jUrFnT5i7lqOFR63nlyhX9+OOPatmypfUp7EuXLuny5csKCgrS0aNHY3WZldCY7HF1dbU+uR4REaHLly9bu+tP7Pkouuj7feHChWrdurU++ugjTZ48+YnblGIfF4k5/hcvXqyqVasqXbp0NueU2rVrKyIiwuYVA9Kj31v0p4qqVq0qSTa/SXuuX79ut5u2uET/PyFqn1etWlW3b9/W4cOHHzv/4sWLVahQIRUsWNBmvWrWrClJ1nNlVNeQUb0XROnVq5fN9yc5Lrp06RLraZDkOH8AAIDnC/mn4+af8XFzc7O7X8eMGZPo2OOybNkyRUZGatCgQbHeSR3fNkro38pRHpeXRkZGatmyZWrUqJHKlCkTa3lRsbRs2VJubm4KCQmxjlu3bp0uXbqU4L+FO3ToYJNXvP766/L19bXZfx06dNBvv/1m87qAkJAQ5cyZM1bPa3Gxd1zOnj071nSdOnWyeXd4zPzIYrGoRYsWWr16tW7evGmdbuHChcqePXuCjtfg4GCb/GjXrl26cOGCunfvbnNsNGjQQAULFtSqVatitWHvt2wvh2vRooV8fHys36Ny83bt2tl0M16+fHndv3/fmodv2LBB165dU+vWrW1+U6lSpVL58uXtPu2b0Jjsib497t69q0uXLqlChQqSlKScPWq/r1+/XrNnz1b+/PnVvHlzbdu27YnbdHV1VadOnWyGrV69WqlTp7Z5gj9VqlSx8tCndS0k6pz2pDn71atXFR4erqpVqyZo+xtjtGTJEjVq1EjGGJvfTFBQkMLDw63trF27VtmzZ1fjxo2t87u5ualLly42bT7JcRGzBwUpec4fMdHFOgAAL7G///5b2bJli/WHVKFChazjH+fOnTsaPXq0Zs+erdOnT9u8uzw8PDxR8UTFET35iDJz5kzduHFD58+fjzMBq1atmjJmzBhreMykPPpyoicQzZs3t3Zr3a9fP5v3OsWnfPnyGjFihCIiInTo0CGNGDFCV69etUm2jh49qvDwcGXOnNluGxcuXJD0/9s8X758NuMzZcoUq8u8hIr64/BxXXYnVFSMBQoUiDWuUKFCWrdunW7duiUPDw/r8JhdPUWty9WrV+Xt7a1WrVpp1qxZeuuttzRgwADVqlVLr732ml5//fVYFwzsibm9JCl//vy6ffu2Ll68qKxZs6pgwYIqW7asQkJC1LlzZ0mP/liuUKGC/P39E7TuAQEBql279mOns9e1Vbp06Wze9/fqq6/Kx8dHCxcuVK1atSQ9SrZLlCih/PnzP3YZr7zyis33ixcv6vbt23Hul8jISJ06dUpFihSJM87o+yW+9Yk6bmK+izFqeNT8x44dkzFGn3zyiT755BO763HhwgVlz5490THZExkZqcmTJ2vatGk6ceKEzTEc1YXgk4i531u2bKnw8HANGDBAbdq0sb5jLbFi7sPEHP9Hjx7VgQMH4lx21DklypNuV29vb924cSPeaaL7/fff9fHHH+vHH3+MdQEyIf8nHD16VGFhYY9dr7///ltOTk6xtmHMY/lJjouYbUpKlvMHAAB4vpB/Om7+GZ9UqVIlKOdLiuPHj8vJycnmhueESOjfylEel5devHhR169ff+y+Sps2rRo1aqT58+dr+PDhkh79LZw9e3Zrcf5xYv7GLBaL/P39bd4H3apVK/Xt21chISEaNGiQwsPDtXLlSr377rsJvrkiruMypoTkR61atdKkSZO0YsUKtWnTRjdv3tTq1autr616nLjyPXu/5YIFC+qXX36xGebm5hZrX8e8rhDX+iQ0Zz969KgkxbkfYx4viYnJnitXrmjo0KH69ttvY/1eE3sNMbqY+/31119Xvnz51KtXL+3evfuJ2syePbvNeVV6tA99fX1j3fAUc58+rWshUfsnMTn7ypUrNWLECO3bt0/37t2zDk/Ib/rixYu6du2avvzyS3355Zd2p4n+/0vevHljtRszf07scZE6dWrlyJEj1rTJcf6IiQI5AACIV69evTR79mz17dtXFStWlI+PjywWi954441EPwns4+MjX19fHTp0KNa4qLtfoydPT6pgwYKSpEOHDqly5crW4Tlz5rQmD1FPZSZExowZrQl0UFCQChYsqIYNG2ry5Ml67733JD0q3GXOnNnmjuvonqTAFtcfeAm9sPI0xfVurqgbKtKkSaOffvpJoaGhWrVqldauXauFCxeqZs2aWr9+/WPf7ZVQHTp0UJ8+ffTvv//q3r17+vXXX/XFF18kS9vRPW59pUd3Izdt2lTff/+9pk2bpvPnz2vr1q0aNWpUgpYR/a7flIwzvukeN3/UOaB///4KCgqyO23M5CihMdkzatQoffLJJ3rzzTc1fPhwpU+fXk5OTurbt+8T9UwQn1q1amnlypXasWOHGjRo8ETHY1L2YWRkpOrUqaMPPvjA7viYN1k86XYtWLCg9u3bp/v378e6OBDTtWvXFBgYKG9vbw0bNkx58+aVm5ub9uzZo//85z8J2geRkZEKCAjQxIkT7Y6PeYEnJcS1X57W+QMAADwd5J+J8zLlny+qxP6tnJzboUOHDlq8eLG2bdumgIAArVixQt27d0/QDe0JlS5dOjVs2NBa4Pruu+907969FOmxKSHbpkKFCsqdO7cWLVqkNm3a6IcfftCdO3cS1OOblPScPTHXQZKas8+bN09Zs2aNNV30p88TG5M9LVu21LZt2/T++++rRIkS8vT0VGRkpF599dVkzdk9PT1Vvnx5LV++3HoDTWLPYUnN16WUvxbi7++v1KlT6+DBgwmK6+eff1bjxo1VrVo1TZs2Tb6+vnJ2dtbs2bM1f/78x84ftV7t2rWz+9516f/fN59SovccGF1KnD8okAMA8BLz8/PTxo0bdePGDZunyKO6wfXz87MOi+sPye+++07BwcGaMGGCddjdu3d17dq1J4qpQYMGmjVrlnbs2KFy5co9URuP07BhQ40ZM0YhISE2FyiSS4MGDRQYGKhRo0bp7bffloeHh/LmzauNGzeqcuXK8f6RHbXNjx49atMd8MWLF2PdNRp1N+m1a9esXZRLsZ/8j+pS7dChQ/E+6ZjQOyqjYjxy5EiscYcPH1bGjBlt7t5PKCcnJ9WqVUu1atXSxIkTNWrUKH300UcKDQ197B38UXc9R/fnn3/K3d3d5uLPG2+8offee08LFizQnTt35OzsnODkNiW0atVKc+fO1aZNmxQWFiZjzBPHkylTJrm7u8e5X5ycnJ5KcTG6qN+ws7Nzsj6FEd/5qEaNGvr6669thl+7di1BTxEkxsOHDyX9/xNH0Y/H6BLSE0eUxBz/efPm1c2bN1P86ZZGjRpp+/btWrJkiVq3bh3vtJs3b9bly5e1dOlSVatWzTr8xIkTsaaNax/mzZtX+/fvV61ateI9J/n5+SkyMlInTpyweRrl2LFjNtMl53HxvJ0/AABA0pF/Om7++SzlzZtXkZGR+uOPP1SiRIlEzZeQv5UTKlOmTPL29rZ7k0hMr776qjJlyqSQkBCVL19et2/fVvv27RO8rJg5uzFGx44di1VM69Chg5o0aaKdO3cqJCREJUuWtOnt6Wlr2bKlJk+erOvXr2vhwoXKnTu3tUvwxIr+W475xPaRI0dsrsE9LVHHa+bMmZMtt4zrt3n16lVt2rRJQ4cO1aBBg6zD7V3PSQ7Rc3YPD49ky9k3bdqkmzdv2jxFHvP8lFLXQmJyd3dXzZo19eOPP+rUqVOPzW2XLFkiNzc3rVu3Tq6urtbh9l5DYG8/ZsqUSV5eXoqIiHjsevn5+emPP/6QMcamrZg5e3IeF8l9/uAd5AAAvMTq16+viIiIWE/AffbZZ7JYLKpXr551mIeHh92id6pUqWLdzThlypQnvov8gw8+kLu7u958802dP38+1vjkuOO7cuXKqlOnjr788kstX77c7jRJXc5//vMfXb58WV999ZWkR0lVRESEtTuy6B4+fGjdtrVr15azs7OmTJliE8OkSZNizReVyER/1/CtW7c0d+5cm+nq1q0rLy8vjR49Wnfv3rUZF30ZHh4eCerSytfXVyVKlNDcuXNtfhOHDh3S+vXrVb9+/ce2EdOVK1diDYu6UBC9y6e4bN++3eZ9SadOndLy5ctVt25dm7twM2bMqHr16umbb75RSEiIXn311WQvnCZG7dq1lT59ei1cuFALFy5UuXLl7HbvnBCpUqVS3bp1tXz5cpsnXc6fP6/58+erSpUqj+1OMLllzpxZ1atX18yZM3X27NlY4y9evPhE7SbmfLR48eJY7/ZKDitXrpQkFS9eXNKjrs0yZswY693f06ZNS3CbiTn+W7Zsqe3bt2vdunWxxl27ds16MSCpunXrJl9fX/Xr109//vlnrPEXLlzQiBEjJP3/He/RY79//77dbRDX+aZly5Y6ffq09dwZ3Z07d3Tr1i1Jst6FH7PtKVOm2HxPzuPieTt/AACApCP/dMz881lr2rSpnJycNGzYsFhPzcb3W0jo38oJ5eTkpKZNm+qHH37Qrl27Yo2PHkvq1KnVunVrLVq0SHPmzFFAQECinhT93//+Z9MN9HfffaezZ8/aXHeSpHr16iljxowaO3astmzZkiJPjydGq1atdO/ePc2dO1dr165Vy5Ytn7itMmXKKHPmzJoxY4bNdY41a9YoLCxMDRo0SI6QEyUoKEje3t4aNWqUHjx4EGv8k+Ts7u7ukmIXou3li5L9801SXblyRdu2bVPWrFmtr5qwdw6LiIiIs6twe+rXr6+HDx9q+vTpNm3EzENT6lqIPYMHD5YxRu3bt7f7ypDdu3dbz9OpUqWSxWKxuWZ78uRJLVu2LNZ89q67pEqVSs2bN9eSJUvs3lgTfb2CgoJ0+vRprVixwjrs7t27sc5fyXlcJPf5gyfIAQB4iTVq1Eg1atTQRx99pJMnT6p48eJav369li9frr59+1r/eJSk0qVLa+PGjZo4caKyZcumV155ReXLl1fDhg01b948+fj4qHDhwtq+fbs2btz4xO/7zZcvn+bPn6/WrVurQIECatu2rYoXLy5jjE6cOKH58+fLycnJ7vtmEuObb77Rq6++qqZNm6pevXqqXbu20qVLp3Pnzmnjxo366aefYiVqiVGvXj0VLVpUEydOVI8ePRQYGKi3335bo0eP1r59+1S3bl05Ozvr6NGjWrx4sSZPnqzXX39dmTJlUv/+/TV69Gg1bNhQ9evX1969e7VmzZpYhZi6desqV65c6ty5s95//32lSpVK//3vf5UpUyb9888/1um8vb312Wef6a233lLZsmXVpk0bpUuXTvv379ft27etfyiXLl1aCxcu1HvvvaeyZcvK09NTjRo1srt+n376qerVq6eKFSuqc+fOunPnjqZMmSIfHx8NGTIk0dtr2LBh+umnn9SgQQP5+fnpwoULmjZtmnLkyKEqVao8dv6iRYsqKChIvXv3lqurq7VoNnTo0FjTdujQQa+//rok2b1gFJ+ff/451kUe6VEXUk/SjZSzs7Nee+01ffvtt7p165bGjx+f6DaiGzFihDZs2KAqVaqoe/fuSp06tWbOnKl79+5p3LhxSWr7SU2dOlVVqlRRQECAunTpojx58uj8+fPavn27/v33X+3fvz/RbZYuXVrTp0/XiBEj5O/vr8yZM6tmzZpq2LChhg0bpk6dOqlSpUo6ePCgQkJCbJ6GeRLR9/uVK1e0YsUKbdmyRW+88Ya1y0xJeuuttzRmzBi99dZbKlOmjH766Se7ReW4JOb4f//997VixQo1bNhQHTt2VOnSpXXr1i0dPHhQ3333nU6ePJksxdt06dLp+++/V/369VWiRAm1a9dOpUuXliTt2bNHCxYsUMWKFSVJlSpVUrp06RQcHKzevXvLYrFo3rx5di/yxXW+ad++vRYtWqRu3bopNDRUlStXVkREhA4fPqxFixZp3bp1KlOmjEqXLq3mzZtr0qRJunz5sipUqKAtW7ZYt3f0O9ST87hIyvkDAAA8f8g/HTP/jM/Dhw/1zTff2B3XrFmzZHla3d/fXx999JGGDx+uqlWr6rXXXpOrq6t27typbNmyafTo0XbnS+jfyokxatQorV+/XoGBgeratasKFSqks2fPavHixfrll19segvo0KGDPv/8c4WGhmrs2LGJWk769OlVpUoVderUSefPn9ekSZPk7++vLl262Ezn7OysN954Q1988YVSpUr12F6sYvruu+9ivR9akurUqaMsWbIkqi1JKlWqlHV/3bt3L0k9SDk7O2vs2LHq1KmTAgMD1bp1a50/f16TJ09W7ty59e677z5x20/K29tb06dPV/v27VWqVCm98cYb1mN61apVqly5cqJfK5UmTRoVLlxYCxcuVP78+ZU+fXoVLVpURYsWVbVq1TRu3Dg9ePBA2bNn1/r16+32OJZYUfvdGKMzZ87o66+/1tWrVzVjxgxrblikSBFVqFBBAwcO1JUrV5Q+fXp9++23ibq5vFGjRqpcubIGDBigkydPqnDhwlq6dKndm31S4lqIPZUqVdLUqVPVvXt3FSxYUO3bt1e+fPl048YNbd68WStWrLDe1N6gQQNNnDhRr776qtq0aaMLFy5o6tS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CgjR58mSHdapWrarw8HBr2maz6YMPPtATTzwhb29vjRo1SpI0ZswYFS5cWD4+PuratasuXryYYvszZ85USEiIPDw8VL58eb3//vvWskOHDslms2nJkiVq0qSJvLy8VKVKFW3YsCHdfVq4cKGaNWsmDw8Pa56vr6/8/f2tx5YtW3Tq1Cl16dLFYd1cuXI5tCtQoEC625Kk4cOH65VXXlGlSqnfA3PFihXavXu35s6dq6pVq+qRRx7RyJEjNW3aNF2+fFmS9OGHH6pkyZKaMGGCQkJC9PLLL+upp57SpEmTJEkHDhyQr6+v2rVrp1q1aqlJkyaKjo6WJC1YsEBubm568sknU91+8+bNtXDhwpvuBwAAAADcLcjb15C3ydu3gwFyAAAAANlu3rx5GjVqlMaOHautW7eqRIkSqZ5JvGbNGsXGxmrNmjXW2c3XX97r5Zdf1oYNG7Rw4UL99ttvatOmjR5++GHt27dPktSrVy9dunRJP/74o3bs2KGxY8cqT548Kl68uBYvXizp3zPVp0yZkqHajTFavny5Dh8+rDp16mR638PDw9WqVSvt2LFDzz//vD799FOFh4fr7bff1pYtWxQQEOAQxpOP19ChQzVq1ChFR0fr7bff1ptvvqnZs2c7tHv99dc1YMAARUVFqVy5cmrfvn2Ky6Vd76efflLNmjXTrXfWrFlq2rSpAgMDHebv27dPRYoUUalSpdShQwcdPnw4k0cipQ0bNqhSpUoqXLiwNS8sLExnzpzRrl27rDZNmzZ1WC8sLMz6cKJs2bI6f/68fv31V508eVKbN29W5cqVderUKb355pt677330tx+7dq1deTIER06dOi29wUAAAAAcgJ5m7ydGvJ2+nLldAEAAAAA7i3ffPON8uTJ4zAvKSkp3XWmTp2qrl27WmdJDx06VCtWrFBCQoJDu7x58+q9996Tq6urypcvr8cee0yrV69W9+7ddfjwYUVEROjw4cMqUqSIpGv3tVq+fLkiIiL09ttv6/Dhw2rdurV1BnWpUqWsvvPlyyfp2pnqad2f63rFihWTdO0s+qtXr2rEiBFq2LDhTde70TPPPONwdvjTTz+trl27qmvXrpKunem/atUqh7Pahw0bpgkTJlhnYpcsWVK7d+/W9OnT1alTJ6vdgAED9Nhjj0m6dvZ4aGio9u/fn+b9yn7//Xfr2KXm6NGjWrZsmebPn+8wv06dOoqMjFRwcLDi4uI0fPhw3X///dq5c6d8fHwyeUT+dezYMYewLsmaPnbsWLptzpw5owsXLihv3ryaPXu2OnbsqAsXLqhjx44KCwtT165d9fLLL+vgwYN64oknlJiYqPDwcD311FNWP8nH4vfff1dQUNAt7wcAAAAAZAXyduaQt9NG3k4fA+QAAAAAMqVJkyYpzkbfuHGjnn322TTXiYmJUc+ePR3m1a5dW99//73DvNDQULm6ulrTAQEB2rFjhyRpx44dSkpKUrly5RzWuXTpkvLnzy9J6tOnj3r06KEVK1aoadOmat26tSpXrpz5ndS1s799fHx06dIlbdq0SS+//LLy5cuX5v290nLjGeTR0dF66aWXHObVq1dPa9askSSdO3dOsbGx6tq1q7p37261uXLlinx9fR3Wu37fAgICJEnHjx9PM7BfuHDB4XJvN5o9e7b8/PzUsmVLh/mPPPKIwzbr1KmjwMBAffrpp+ratateeuklzZ0712pz4wcx2a1Vq1Zq1aqVNf3DDz/ot99+09SpU1WmTBktWLBA/v7+ql27tho2bGjdr8/T01OSdP78+TtaLwAAAACkhrxN3iZv3xkMkAMAAADIFG9vb5UpU8Zh3pEjR7Kkbzc3N4dpm82mq1evSroWAl1dXbV161aHUC/JOsO+W7duCgsL09KlS7VixQqNHj1aEyZMUO/evTNdS8mSJa0z30NDQ7Vx40aNGjXKCuwuLi4yxjisc/3925J5e3tnarvJYXfGjBkpLjF3435ff7xsNpskWccrNQUKFNCpU6dSXWaM0ccff6znnntOuXPnTrdGPz8/lStXTvv375ckjRgxQgMGDEh3ndT4+/tr06ZNDvP++usva1nyv8nzrm9jt9utwH29S5cuqWfPnpozZ47279+vK1euqFGjRpKkcuXKaePGjWrevLkk6eTJk5KkggULZrp2AAAAAMhq5G3yNnn7zuAe5AByRGRkpMOlVsLDw1W1alWHNuHh4SpcuLBsNpu+/PLLbK0nKChIkydPztZtSKnvJ/771q5dK5vNptOnT+d0KQCQY4KDg7V582aHeTdO30y1atWUlJSk48ePq0yZMg6P5HAnScWLF9dLL72kJUuWqH///poxY4YkWSH0ZpenS4urq6suXLhgTRcsWFBxcXHW9JkzZ3Tw4MGb9hMSEqKNGzc6zPvll1+s/xcuXFhFihTRgQMHUuxnyZIlb6n2ZNWqVdPu3btTXfbDDz9o//791qXo0pOQkKDY2FjrLPpChQo51JlR9erV044dO3T8+HFr3sqVK2W321WhQgWrzerVqx3WW7lyperVq5dqn2+99ZYefvhhVa9eXUlJSQ73iEtMTHT4+e/cuVNubm4KDQ3NcM0AcC8gc8OZkLkBODvy9r/I2/8ib6ePAXIAmXbs2DH17t1bpUqVkru7u4oXL67mzZuneCHNjAEDBjisHx0dreHDh2v69OmKi4tzuMxIdti8ebNeeOGFLOlr9OjRcnV11bhx41Isu3E/MyoyMlI2m002m00uLi4KCAhQu3btdPjw4awo+T/l+mNls9mUJ08e1ahRQ0uWLMnp0gDAqfXu3VuzZs3S7NmztW/fPr311lv67bffrLOwM6JcuXLq0KGDOnbsqCVLlujgwYPatGmTRo8eraVLl0qS+vXrp++++04HDx7Utm3btGbNGoWEhEiSAgMDZbPZ9M033+jvv/++6WXJjh8/rmPHjun333/XZ599pjlz5qhFixbW8gceeEBz5szRTz/9pB07dqhTp04pzjhPTd++ffXxxx8rIiJCe/fu1bBhw7Rr1y6HNsOHD9fo0aP17rvvau/evdqxY4ciIiI0ceLEDB+v1ISFhWndunWpLps1a5bq1KmjihUrplg2YMAA/fDDDzp06JB+/vlntWrVSq6urmrfvn262zt8+LCioqJ0+PBhJSUlKSoqSlFRUdaxf+ihh1ShQgU999xz2r59u7777ju98cYb6tWrl9zd3SVJL730kg4cOKBBgwZpz549ev/99/Xpp5/qlVdeSbG93bt3a9GiRRoxYoQkqXz58nJxcdGsWbO0dOlS7dmzR7Vq1bLa//TTT7r//vtTPTMeAHIKmTt9ZO6cReYGgLsPeftf5G3ydkZxiXUAmXLo0CHVr19ffn5+GjdunCpVqqTExER999136tWrl/bs2XNL/ebJk8e6VIskxcbGSpJatGiRqTfyGyUmJqa4dExqsvIyHx9//LEGDRqkjz/+WAMHDnRYduN+3ujy5ctpXmLFbrcrJiZGxhgdPHhQPXv2VJs2bVKcEXc3SW9/slPysZKks2fPKiIiQm3bttWuXbsUHBycbdvNqf0FgHtBhw4ddODAAQ0YMEAXL15U27Zt1blz5xSX+7qZiIgIvfXWW+rfv7/+/PNPFShQQHXr1tXjjz8u6drZ6r169dKRI0dkt9v18MMPa9KkSZKkokWLavjw4Ro8eLC6dOmijh07KjIyMs1tJb9n5MqVS8WLF9eLL76o8PBwa/mQIUN08OBBPf744/L19dXIkSMzdEZ7u3btFBsbq0GDBunixYtq3bq1evTooe+++85q061bN3l5eWncuHEaOHCgvL29ValSJfXr1y9Tx+tGHTp00KBBgxQTE+PwnhgfH6/FixdrypQpqa535MgRtW/fXidOnFDBggXVoEED/fLLLzf9G2ro0KGaPXu2NV2tWjVJ0po1a9S4cWO5urrqm2++UY8ePVSvXj15e3urU6dOVuCWrl16b+nSpXrllVc0ZcoUFStWTDNnzlRYWJjDtowxeuGFFzRx4kTrMnuenp6KjIxUr169dOnSJb333nsqWrSotc7ChQsdfqYAkNPI3DdH5v4XmRsAIJG3r0feJm9nmAGATHjkkUdM0aJFTUJCQoplp06dsv4/YcIEU7FiRePl5WWKFStmevToYc6ePWstj4iIML6+vtb0sGHDTJUqVaz/S3J4GGNMUlKSGT58uClatKjJnTu3qVKlilm2bJnVx8GDB40ks3DhQtOwYUPj7u5uIiIiTKdOnUyLFi3MuHHjjL+/v8mXL5/p2bOnuXz5srVuYGCgmTRpUobrT8vatWtN0aJFzeXLl02RIkXM+vXrHZZfv5/GGKu2t956ywQEBJigoKBU+73xeBljzLvvvmskmfj4eGvel19+aapVq2bc3d1NyZIlTXh4uElMTDTGGHP16lUzbNgwU7x4cZM7d24TEBBgevfuba178uRJ89xzzxk/Pz/j6elpHn74YbN37940azfGmEmTJpnAwMCb7s8ff/xhnn76aZM3b17j5eVlatSoYX755ZcsqTsjxyopKcm4ubmZTz/9NMP7+88//5inn37aFClSxHh6epqKFSua+fPnO/TbqFEj06tXL9O3b1+TP39+07hxY2OMMUuXLjVly5Y1Hh4epnHjxiYiIsJIcvgdSU98fLyRZEI+CDEVIyve9AHg3nPhwgWze/duc+HChZwuJUc1bdrUPPvsszldhtMZMGCAeeGFF3K6jBz37bffmpCQEOtvjoxI73c3+f37+r/NACCzyNzpI3OTuY2585mbB59H4N5D5iZv5xTy9jW3kreNubOZm2+QA8iwkydPavny5Ro1apR1ltD1rr+/mYuLi959912VLFlSBw4cUM+ePTVo0CC9//77N93OgAEDFBQUpC5dujjcZ2TKlCmaMGGCpk+frmrVqunjjz/WE088oV27dqls2bJWu8GDB2vChAmqVq2aPDw8tHbtWq1Zs0YBAQFas2aN9u/fr3bt2qlq1arq3r17qjXcav2zZs1S+/bt5ebmpvbt22vWrFm677770l1n9erVstvtWrly5U2PTbLjx4/riy++kKurq3VpmZ9++kkdO3bUu+++q/vvv1+xsbHWJeyGDRumxYsXa9KkSVq4cKFCQ0N17Ngxbd++3eqzc+fO2rdvn7766ivZ7Xa99tprevTRR7V79+4MfSMgrf1JSEhQo0aNVLRoUX311Vfy9/fXtm3bdPXq1Syp+2aSkpL0ySefSJKqV6+e4f29ePGiatSooddee012u11Lly7Vc889p9KlS6t27dpWP7Nnz1aPHj20fv16SdIff/yhJ598Ur169dILL7ygLVu2qH///unWeOnSJV26dMmaPnPmTIb3DwDuFefPn9eHH36osLAwubq6asGCBVq1alWm3v+QNV5//XW9//77unr1qlxcnPeuW+fOnVNERIRy5SIWA7g7kLnJ3BlB5iZzA8CNyNt3D/L2NfdE3s6SYXYATmHjxo1GklmyZEmm1/3ss89M/vz5ren0zmY3xpgvvvjC3PgSVaRIETNq1CiHebVq1TI9e/Y0xvx7NvvkyZMd2nTq1MkEBgaaK1euWPPatGlj2rVrZ03feDb7zepPTXx8vPH09DRRUVHGGGN+/fVXkydPHoez4FM7m71w4cLm0qVL6fadfDa0t7e38fLyss7y79Onj9XmwQcfNG+//bbDenPmzDEBAQHGmGtn6JcrV87hLP5ke/fuNZIczr7/559/jKenp3UGeEbPZr9xf6ZPn258fHzMiRMnUt2326k7NdcfK29vb+Pi4mJ9syEz+5uaxx57zPTv39+abtSokalWrZpDmyFDhpgKFSo4zHvttdfSPZs9tW9wiG+gAf9pzng2+/nz582DDz5o8uXLZ7y8vEy1atXM4sWLc7osIFP4BjmA7ETmJnOTue9w5h7sY8ww+939AHBLnC1zk7fxX8E3yAHclYwxGW67atUqjR49Wnv27NGZM2d05coVXbx4UefPn5eXl1emt33mzBkdPXpU9evXd5hfv379FGc216xZM8X6oaGh1lnfkhQQEKAdO3Zkaf0LFixQ6dKlVaVKFUlS1apVFRgYqEWLFqlr165pbqtSpUoZuoeWj4+Ptm3bpsTERC1btkzz5s3TqFGjrOXbt2/X+vXrHeYlJSVZdbdp00aTJ09WqVKl9PDDD+vRRx9V8+bNlStXLkVHRytXrlyqU6eOtW7+/PkVHBys6Ojom9aW3v5ERUWpWrVqypcvX6rtb6fumx0r6doZlKtWrdJLL72k/Pnzq3nz5hna36SkJL399tv69NNP9eeff+ry5cu6dOlSip9/jRo1HKajo6Md+pWkevXqpXfINGTIEL366qvW9JkzZ1S8ePF01wGAe42np6dWrVqV02UAAHDXInOTuTOCzE3mBoAbkbeBzHPe7/cDyLSyZcvKZrNpz5496bY7dOiQHn/8cVWuXFmLFy/W1q1bNW3aNEnS5cuXs73O1C5Fd+Plymw2m3W5sRvdav2zZs3Srl27lCtXLuuxe/duffzxx5muNzUuLi4qU6aMQkJC9Oqrr6pu3brq0aOHtTwhIUHDhw9XVFSU9dixY4f27dsnDw8PFS9eXDExMXr//ffl6empnj17qmHDhkpMTMzw9m/8wCa1dW/cH09Pz3T7zY66k49VmTJlVLlyZb366qtq3Lixxo4dm6F9laRx48ZpypQpeu2117RmzRpFRUUpLCwsxXMgoz+/9Li7u8tutzs8AAAAADgXMjeZm8xN5gYAAHcG3yAHkGH58uVTWFiYpk2bpj59+qQIKadPn5afn5+2bt2qq1evasKECdZ9Nj799NPb2rbdbleRIkW0fv16NWrUyJq/fv16h3tTZYVbqX/Hjh3asmWL1q5d63DW9smTJ9W4cWPt2bNH5cuXz9I6Bw8erNKlS+uVV15R9erVVb16dcXExKhMmTJpruPp6anmzZurefPm6tWrl8qXL68dO3YoJCREV65c0caNG637t504cUIxMTGqUKGCJKlgwYI6duyYjDGy2WySrp2pfjOVK1fWzJkzdfLkyVTPaL+duq+/v9nNuLq66sKFC5KUof1dv369WrRooWeffVaSdPXqVe3du9danpaQkBB99dVXDvN++eWXDNcJAAAAwDmRudNG5k4bmZvMDQAAMo8BcgCZMm3aNNWvX1+1a9fWiBEjVLlyZV25ckUrV67UBx98oOjoaJUpU0aJiYmaOnWqmjdvrvXr1+vDDz+87W0PHDhQw4YNU+nSpVW1alVFREQoKipK8+bNy4I9+9et1D9r1izVrl1bDRs2TLGsVq1amjVrlsaNG5eldRYvXlytWrXS0KFD9c0332jo0KF6/PHHVaJECT311FNycXHR9u3btXPnTr311luKjIxUUlKS6tSpIy8vL82dO1eenp4KDAxU/vz51aLF/2PvrsOqyP4/gL8v3aCEgCINKjZ2YaCgGBgLuhbmrrl2rIHYnWvuumKg2N2FXYti94KNuioqooJwfn/4Y74MlxYE5P16nvvoPXNm5pw5d4b5zJk50wI9evTA0qVLoa+vjxEjRqBo0aJo0aIFAKBu3bp4+fIlpk+fjjZt2mDfvn3Yu3dvundet2vXDpMnT4a3tzemTJkCCwsLXLp0CZaWlqhevfo3lTs1QghERkYCAD5+/IiDBw9i//79GDt2LICvT2akV19HR0ds2rQJp0+fRqFChTB79mw8f/483WD9119/xaxZszB06FB0794doaGhCAwMzGizEhERERFRAcaYO2WMuVPHmJsxNxEREWUeh1gnokyxs7PDxYsXUa9ePQwePBilS5dGw4YNcfjwYSxevBgAUK5cOcyePRvTpk1D6dKlERQUhClTpnzzuvv3749BgwZh8ODBKFOmDPbt24cdO3bA0dHxm5edVGbLHxsbizVr1qB169YpTm/dujVWrVqV4WHVMmPgwIHYvXs3zp8/Dw8PD+zatQsHDhxA5cqVUa1aNcyZM0cKao2MjPDnn3+iZs2aKFu2LA4dOoSdO3fC2NgYALBixQq4urqiadOmqF69OoQQ2LNnjzRUXsmSJbFo0SIsXLgQ5cqVw/nz5zFkyJB0y6ihoYEDBw7AzMwMTZo0QZkyZTB16lTp/XTfWu6UvHv3DhYWFrCwsEDJkiUxa9YsjB8/HqNGjZLypFff0aNHo2LFivDw8EDdunVhbm4Ob2/vdOtbvHhxbN68Gdu2bUO5cuWwZMkSTJ48Od35iIiIiIiIGHMrY8ydNsbcjLmJiIgo8xQi+cttiIiIKFe9e/cOhoaGePv2Ld+NRvSD+vTpE8LDw2FrawstLa3cLg4RZVBa+y7/fhMREeUP0t/sEfow0FTkdnHSNu5tbpeAKF9izE2UP33PmJtPkBMRERERERERERERERERUYHADnIiIiIiIqJUREREQKFQICwsLMfXFRsbCwcHB5w+fTrH15VTqlWrhs2bN+d2MYiIiIiIiCiPY7ydOYy3s5dabheAiIiIiIj+p8zKMt9tXVc7X830PH5+foiKisK2bduyv0AZYGNjgwcPHgAAVFRUUKRIETRu3BgzZ85EoUKFcqVM2WXJkiWwtbVFjRo1pLTXr1+jX79+2LlzJ1RUVNC6dWvMmzcPenp6qS5ny5YtWLx4McLCwvD582e4uLhg3Lhx8PDwkPKMGzcOAQEBsvmcnZ1x69Yt6fugQYMQGBgIXV1dTJ06Fe3bt5embdy4EatWrcLOnTtlyxg9ejQGDhyIli1bQkWF92MTEREREVHekpdjbsbbOYfxNiXHLUhERERERPnK+PHj8ezZMzx8+BBBQUE4fvw4+vfv/03LjI2NzabSZY0QAn/88Qe6desmS2/fvj2uX7+OgwcPYteuXTh+/Dh69uyZ5rKOHz+Ohg0bYs+ePQgNDUW9evXQrFkzXLp0SZbPxcUFz549kz4nT56Upu3cuRNr167FgQMHMH36dHTv3h3//fcfAODt27cYNWoUFi5cqLTuxo0b4/3799i7d29WNwURERERERHlEsbbjLcLCnaQExERERFRtjl27BiqVKkCTU1NWFhYYMSIEfjy5QsAYNeuXTAyMkJ8fDwAICwsDAqFAiNGjJDm7969Ozp06JDmOvT19WFubo6iRYuiXr166Ny5My5evChNHzduHMqXLy+bZ+7cubCxsZG++/n5wdvbG5MmTYKlpSWcnZ0BAOfPn0eFChWgpaWFSpUqKQW5AHDt2jU0btwYenp6KFKkCDp27CgFswBQt25d9O/fH8OGDUPhwoVhbm6OcePGpVmn0NBQ3L9/H15eXlLazZs3sW/fPvz111+oWrUqatWqhQULFiA4OBhPnz5NdVlz587FsGHDULlyZTg6OmLy5MlwdHRUuvtcTU0N5ubm0sfExES27rp166JSpUpo164dDAwMEB4eDgAYNmwYevXqheLFiyutW1VVFU2aNEFwcHCa9SUiIiIiIqLMYbzNeJvxdvZhBzkREREREWWLJ0+eoEmTJqhcuTIuX76MxYsXY/ny5Zg4cSIAoHbt2nj//r0UBB87dgwmJiYICQmRlnHs2DHUrVs3U+vcuXMnqlatmunyHj58GLdv35buFo+OjkbTpk1RqlQphIaGYty4cRgyZIhsnqioKNSvXx8VKlTAP//8g3379uH58+fw8fGR5Vu5ciV0dXVx7tw5TJ8+HePHj8fBgwdTLcuJEyfg5OQEfX19Ke3MmTMwMjJCpUqVpDR3d3eoqKjg3LlzGa5nQkIC3r9/j8KFC8vS7969C0tLS9jZ2aF9+/Z4+PChNK1cuXL4559/8ObNG4SGhuLjx49wcHDAyZMncfHixTSfIKhSpQpOnDiR4fIRERERERFR2hhv/w/jbcbb2YEd5ERERERElC0WLVoEKysr/PHHHyhRogS8vb0REBCAWbNmISEhAYaGhihfvrwUoIeEhGDgwIG4dOkSoqOj8eTJE9y7dw9ubm5prmf48OHQ09ODtrY2ihUrBoVCgdmzZ2e6vLq6uvjrr7/g4uICFxcXrF27FgkJCVi+fDlcXFzQtGlTDB06VDbPH3/8gQoVKmDy5MkoUaIEKlSogL///htHjx7FnTt3pHxly5aFv78/HB0d0alTJ1SqVAmHDx9OtSwPHjyApaWlLC0yMhJmZmayNDU1NRQuXBiRkZEZrufMmTMRHR0tu6hQtWpVBAYGYt++fVi8eDHCw8OlCyoA4OHhgQ4dOqBy5crw8/OTLkD06tULS5YsweLFi+Hs7IyaNWvi+vXrsvVZWlri0aNHSEhIyHAZiYiIiIiIKHWMtxlvA4y3s5NabheAiIiIUlbafz9UNHUAABFTvdLJTUSU+27evInq1atDoVBIaTVr1kR0dDQeP36M4sWLw83NDSEhIRg8eDBOnDiBKVOmYMOGDTh58iRev34NS0tLODo6prmeoUOHws/PD0IIPHr0CL///ju8vLxw/PhxqKqqZri8ZcqUgYaGhqz8ZcuWhZaWlpRWvXp12TyXL1/G0aNHoaenp7S8+/fvw8nJCcDXgD0pCwsLvHjxItWyfPz4UbbejEpajg4dOmDJkiWy6WvXrkVAQAC2b98uC/4bN24s/b9s2bKoWrUqrK2tsWHDBum9bOPGjZMNVRcQEAB3d3eoq6tj4sSJuHr1Knbt2oVOnTohNDRUyqetrY2EhAR8/vwZ2trama4TERER0fdQ+tNyqAid3C5G2kbsln3ltQGigovxNuNtgPF2dmIHORERERERfTd169bF33//jcuXL0NdXR0lSpRA3bp1ERISgjdv3qR7NzsAmJiYwMHBAQDg6OiIuXPnonr16jh69Kg0JJoQQjZPXFyc0nJ0dXUzXf7o6Gg0a9YM06ZNU5pmYWEh/V9dXV02TaFQpHmHt4mJCa5evSpLMzc3Vwryv3z5gtevX8Pc3BzA1/fKJTIwMJDlDQ4ORvfu3bFx40a4u7unWS8jIyM4OTnh3r17KU6/desW1qxZg0uXLuHvv/9GnTp1YGpqCh8fH3Tt2hXv37+Xhqt7/fo1dHV1GawTERERERF9R4y3U8Z4m1LCIdaJiIiIiChblCxZEmfOnJEFy6dOnYK+vj6KFSsG4H/vRZszZ44UnCcG7CEhIZl6H1qixLvYP378CAAwNTVFZGSkrBxJA9u0yn/lyhV8+vRJSjt79qwsT8WKFXH9+nXY2NjAwcFB9snKBYBEFSpUwK1bt2Rlrl69OqKiomR3ix85cgQJCQnSO+CSrj/pHevr1q1Dly5dsG7dOnh5pf+kUXR0NO7fvy+76JBICIFffvkFs2fPhp6eHuLj46ULIIn/xsfHS/mvXbuGChUqZHILEBERERERUWoYbzPeBhhvZyd2kBMRERERUaa8ffsWYWFhss+jR4/Qu3dvPHr0CP369cOtW7ewfft2+Pv7Y9CgQVBR+Rp6FCpUCGXLlkVQUJAUnNepUwcXL17EnTt3MnRH+/v37xEZGYlnz57h/PnzGDp0KExNTVGjRg0AXy8AvHz5EtOnT8f9+/excOFC7N27N93l/vzzz1AoFOjRowdu3LiBPXv2YObMmbI8ffr0wevXr9GuXTtcuHAB9+/fx/79+9GlSxdZ0JpZ9erVQ3R0tOz9YiVLloSnpyd69OiB8+fP49SpU+jbty/atm2r9P60pNauXYtOnTph1qxZqFq1KiIjIxEZGYm3b99KeYYMGYJjx44hIiICp0+fRsuWLaGqqop27dopLe+vv/6CqakpmjVrBuDrMH5HjhzB2bNnMWfOHJQqVQpGRkZS/hMnTqBRo0ZZ3hZEREREREQFFeNtxtuMt78PdpATEREREVGmhISEoEKFCrJPQEAAihYtij179uD8+fMoV64cfv31V3Tr1g2jR4+Wze/m5ob4+HgpYC9cuDBKlSoFc3NzODs7p7v+sWPHwsLCApaWlmjatCl0dXVx4MABGBsbA/ga6C5atAgLFy5EuXLlcP78eQwZMiTd5erp6WHnzp24evUqKlSogFGjRikN7WZpaYlTp04hPj4ejRo1QpkyZTBgwAAYGRlJFyWywtjYGC1btkRQUJAsPSgoCCVKlECDBg3QpEkT1KpVC8uWLUtzWcuWLcOXL1/Qp08fWFhYSJ/ffvtNyvP48WO0a9cOzs7O8PHxgbGxMc6ePQtTU1PZsp4/f45JkyZh/vz5UlqVKlUwePBgeHl5YcOGDVixYoU07cmTJzh9+jS6dOmS5W1BRERERERUUDHeZrzNePv7UIjkLwsgIiKiXPXu3TsYGhrCasAGqGjqAAAipqY/XA8R5R+fPn1CeHg4bG1toaWlldvFoTziypUraNiwIe7fvw89Pb3cLk6WDB8+HG/evEn3okJ+lda+m/j3++3bt0rvpyMiIqK8I6WYO7/gtQGijGHMTckx3s4fvmfMzSfIiYiIiIiI8oCyZcti2rRpCA8Pz+2iZJmZmRkmTJiQ28UgIiIiIiIikjDepuTUcrsARERERERE9JWfn19uF+GbDB48OLeLQERERERERKSE8TYlxSfIiYiIiIiIiIiIiIiIiIioQGAHORERERERERERERERERERFQjsICciIiIiIiIiIiIieVswBAABAABJREFUIiIiogKBHeRERERERERERERERERERFQgsIOciIiIiIiIiIiIiIiIiIgKBHaQExERERERERERERERERFRgaCW2wUgIiKilF0L8ICBgUFuF4OIiIiIiIjoh8OYm4iIqODiE+RERERERJSnhISEQKFQICoqKreLkqd9z+306tUrmJmZISIiIsfXlVtu3LiBYsWK4cOHD7ldFCIiIiIiohzBeDtjGG9nr7wYb7ODnIiIiIgoD7lZouR3+2SFn58fFAoFfv31V6Vpffr0gUKhgJ+f3zduhe9n3LhxKF++fLYsS6FQSB81NTUUL14cgwYNwufPn7Nl+blp0qRJaNGiBWxsbAAAly9fRrt27WBlZQVtbW2ULFkS8+bNk82TeEEh+ScyMjLNdSX+xpJ+PD09ZXlev36N9u3bw8DAAEZGRujWrRuio6Ol6REREahTpw50dXVRp04dpQsNTZs2xebNm2VppUqVQrVq1TB79uxMbh0iIiIiIsov8nLMzXg7dYy3GW9nN3aQExERERFRplhZWSE4OBgfP36U0j59+oS1a9eiePHiuViy/4mNjc2V9a5YsQLPnj1DeHg4Fi1ahNWrV2PixInftMzcqkuimJgYLF++HN26dZPSQkNDYWZmhjVr1uD69esYNWoURo4ciT/++ENp/tu3b+PZs2fSx8zMLN11enp6yuZZt26dbHr79u1x/fp1HDx4ELt27cLx48fRs2dPafrgwYNRtGhRhIWFwcLCAkOGDJGmrV+/HioqKmjdurXSert06YLFixfjy5cvGdo2RERERERE2YnxduoYbzPezk7sICciIiIiokypWLEirKyssGXLFilty5YtKF68OCpUqCDL+/nzZ/Tv3x9mZmbQ0tJCrVq1cOHCBVmePXv2wMnJCdra2qhXr16Kw4qdPHkStWvXhra2NqysrNC/f3/Z0Fw2NjaYMGECOnXqBAMDAyl4Gz58OJycnKCjowM7OzuMGTMGcXFxAIDAwEAEBATg8uXL0p3TgYGBAICoqCh0794dpqamMDAwQP369XH58uV0t42RkRHMzc1hZWWFpk2bokWLFrh48aI03c/PD97e3rJ5BgwYgLp160rf69ati759+2LAgAEwMTGBh4dHtm6nyZMno2vXrtDX10fx4sWxbNmyNOu0Z88eaGpqolq1alJa165dMW/ePLi5ucHOzg4dOnRAly5dZL+JRGZmZjA3N5c+Kirph6GampqyeQoVKiRNu3nzJvbt24e//voLVatWRa1atbBgwQIEBwfj6dOnUp7OnTvD0dERfn5+uHnzJoCv7Tp69GgsXLgwxfU2bNgQr1+/xrFjx9ItIxERERERUXZjvJ06xtuMt7MTO8iJiIiIiCjTunbtihUrVkjf//77b3Tp0kUp37Bhw7B582asXLkSFy9ehIODAzw8PPD69WsAwKNHj9CqVSs0a9YMYWFh6N69O0aMGCFbxv379+Hp6YnWrVvjypUrWL9+PU6ePIm+ffvK8s2cORPlypXDpUuXMGbMGACAvr4+AgMDcePGDcybNw9//vkn5syZAwDw9fXF4MGD4eLiIt057evrCwD46aef8OLFC+zduxehoaGoWLEiGjRoIJU7I+7cuYMjR46gatWqGZ4n0cqVK6GhoYFTp05hyZIl2bqdZs2ahUqVKuHSpUvo3bs3evXqhdu3b6dalhMnTsDV1TXdMr99+xaFCxdWSi9fvjwsLCzQsGFDnDp1KkP1DwkJgZmZGZydndGrVy+8evVKmnbmzBkYGRmhUqVKUpq7uztUVFRw7tw5AEC5cuVw6NAhJCQk4MCBAyhbtiwAYOjQoejTpw+srKxSXK+GhgbKly+PEydOZKicRERERERE2Y3xdvoYb3/FeDvr2EFORERERESZ1qFDB5w8eRIPHjzAgwcPcOrUKXTo0EGW58OHD1i8eDFmzJiBxo0bo1SpUvjzzz+hra2N5cuXAwAWL14Me3t7zJo1C87Ozmjfvr3SO9WmTJmC9u3bY8CAAXB0dESNGjUwf/58rFq1Cp8+fZLy1a9fH4MHD4a9vT3s7e0BAKNHj0aNGjVgY2ODZs2aYciQIdiwYQMAQFtbG3p6elBTU5PunNbW1sbJkydx/vx5bNy4EZUqVYKjoyNmzpwJIyMjbNq0Kc3t0q5dO+jp6UFLSwvOzs5wcXHByJEjM719HR0dMX36dDg7O8PZ2Tlbt1OTJk3Qu3dvODg4YPjw4TAxMcHRo0dTLcuDBw9gaWmZZnlPnz6N9evXy4Zds7CwwJIlS7B582Zs3rwZVlZWqFu3ruwO/5R4enpi1apVOHz4MKZNm4Zjx46hcePGiI+PBwBERkYqDRunpqaGwoULS+9bmzlzJm7dugUbGxvcvXsXM2fOxPHjxxEWFoZOnTrBx8cHdnZ2+PXXX5WG1LO0tMSDBw/SLCMREREREVFOYbydMsbbjLezk1puF4CIiIiIiPIfU1NTeHl5ITAwEEIIeHl5wcTERJbn/v37iIuLQ82aNaU0dXV1VKlSRRqC6+bNm0p3fFevXl32/fLly7hy5QqCgoKkNCEEEhISEB4ejpIlSwKA7A7nROvXr8f8+fNx//59REdH48uXLzAwMEizbpcvX0Z0dDSMjY1l6R8/fsT9+/fTnHfOnDlwd3dHfHw87t27h0GDBqFjx44IDg5Oc77kkt9Bnp3bKfHubgBQKBQwNzfHixcvUi3Lx48foaWller0a9euoUWLFvD390ejRo2k9MSLDYlq1KiB+/fvY86cOVi9ejWCgoLwyy+/SNP37t2L2rVro23btlJamTJlULZsWdjb2yMkJAQNGjRItRxJFS1aFLt27ZK+f/78GR4eHli5ciUmTpwIfX193L59G56enli6dCn69esn5dXW1kZMTEyG1kNERERERJTdGG+njPE24+3sxA5yIiIiIiLKkq5du0rDiaX2jqnsEB0djV9++QX9+/dXmla8eHHp/7q6urJpZ86cQfv27REQEAAPDw8YGhoiODgYs2bNSnd9FhYWCAkJUZpmZGSU5rzm5uZwcHAA8DVgff/+Pdq1a4eJEyfCwcEBKioqEELI5kl8R1tSyeuSERndTurq6rJpCoUCCQkJqS7XxMQEb968SXHajRs30KBBA/Ts2ROjR49Ot4xVqlTByZMnAQDNmzeXXYQoWrRoivPY2dnBxMQE9+7dQ4MGDVK8wPDlyxe8fv0a5ubmKS5j8uTJaNSoEVxdXdGjRw9MnDgR6urqaNWqFY4cOSIL2F+/fi09EUFERERERJQbGG8rY7ydNsbbmcMOciIiIiIiyhJPT0/ExsZCoVDAw8NDabq9vb30Xi9ra2sAX4PTCxcuYMCAAQCAkiVLYseOHbL5zp49K/tesWJF3LhxQwqEM+r06dOwtrbGqFGjpLTkQ3lpaGhIQ4klXV9kZCTU1NRgY2OTqXUmp6qqCuDrXeHA1ycBrl27JssTFhamFEQnl5PbKT0VKlTAmjVrlNKvX7+O+vXro3Pnzpg0aVKGlhUWFgYLCwsAX99Xp6+vn+48jx8/xqtXr6T5qlevjqioKISGhkp3/h85cgQJCQkpvn/u5s2bWLt2LcLCwgAA8fHx0kWSuLg4pfa/du0a2rRpk6H6EBERERER5QTG2+ljvC3HeDtz+A5yIiIiIiLKElVVVdy8eRM3btyQAtOkdHV10atXLwwdOhT79u3DjRs30KNHD8TExKBbt24AgF9//RV3797F0KFDcfv2baxduxaBgYGy5QwfPhynT59G3759ERYWhrt372L79u3S3fSpcXR0xMOHDxEcHIz79+9j/vz52Lp1qyyPjY0NwsPDERYWhv/++w+fP3+Gu7s7qlevDm9vbxw4cAARERE4ffo0Ro0ahX/++SfNdUZFRSEyMhJPnz7FsWPHMH78eDg5OUnDrdWvXx///PMPVq1ahbt378Lf318pgE9JTm6n9Hh4eOD69euyu9qvXbuGevXqoVGjRhg0aBAiIyMRGRmJly9fSnnmzp2L7du34969e7h27RoGDBiAI0eOoE+fPqmuKzo6GkOHDsXZs2cRERGBw4cPo0WLFnBwcJAuCpUsWRKenp7o0aMHzp8/j1OnTqFv375o27at0rvbhBDo2bMn5syZIz0lULNmTfz555+4efMmVq1aJRuSMCIiAk+ePIG7u/s3bTMiIiIiIqJvwXhbGeNtxtvZiR3kRERERESUZQYGBmm+Y2zq1Klo3bo1OnbsiIoVK+LevXvYv38/ChUqBODrUGSbN2/Gtm3bUK5cOSxZsgSTJ0+WLaNs2bI4duwY7ty5g9q1a6NChQoYO3asUnCWXPPmzTFw4ED07dsX5cuXx+nTpzFmzBhZntatW8PT0xP16tWDqakp1q1bB4VCgT179qBOnTro0qULnJyc0LZtWzx48ABFihRJc51dunSBhYUFihUrhnbt2sHFxQV79+6FmtrXwbs8PDwwZswYDBs2DJUrV8b79+/RqVOnNJeZ09spPWXKlEHFihWxYcMGKW3Tpk14+fIl1qxZAwsLC+lTuXJlKU9sbCwGDx6MMmXKwM3NDZcvX8ahQ4fSfK+Zqqoqrly5gubNm8PJyQndunWDq6srTpw4AU1NTSlfUFAQSpQogQYNGqBJkyaoVasWli1bprS8ZcuWoUiRImjatKmUNm7cOHz69AlVq1aFg4OD7ALCunXr0KhRI+kJDCIiIiIiotzCeFuO8Tbj7eykEMkH5CciIqJc9e7dOxgaGuLt27dpngQTUf716dMnhIeHw9bWFlpaWrldHKJ07d69G0OHDsW1a9egovJj3mcdGxsLR0dHrF27VnaXe1Jp7bv8+01ERJQ/8G820Y+PMTflJ4y3/+d7xtx8BzkRERERERGlycvLC3fv3sWTJ09gZWWV28XJEQ8fPsTvv/+eZrBORERERERElJ0Yb+cOdpATERERERFRugYMGJDbRchRDg4OcHBwyO1iEBERERERUQHDePv7+zGf1SciIiIiIiIiIiIiIiIiIkqGHeRERERERERERERERERERFQgsIOciIiIiCiXCCFyuwhElAncZ4mIiIiI8g+evxPlL99zn2UHORERERHRd6aurg4AiImJyeWSEFFmJO6zifswERERERHlPYy5ifKn7xlzq+X4GoiIiIiISEZVVRVGRkZ48eIFAEBHRwcKhSKXS0VEqRFCICYmBi9evICRkRFUVVVzu0hERERERJQKxtxE+UtuxNzsICciIiIiygXm5uYAIAXsRJT3GRkZSfsuERERERHlXYy5ifKf7xlzs4OciIiIiCgXKBQKWFhYwMzMDHFxcbldHCJKh7q6Op8cJyIiIiLKJxhzE+Uv3zvmZgc5EREREVEuUlVVZacbERERERERUQ5gzE1EKVHJ7QIQERERERERERERERERERF9D+wgJyIiIiIiIiIiIiIiIiKiAoEd5EREREREREREREREREREVCDwHeRERER5jBACAPDu3btcLgkRERFlVOLf7cS/40RERJQ3MeYmIiLKf7I75mYHORERUR7z6tUrAICVlVUul4SIiIgy6/379zA0NMztYhAREVEqGHMTERHlX9kVc7ODnIiIKI8pXLgwAODhw4c//AX2d+/ewcrKCo8ePYKBgUFuFydHsa4/Jtb1x1WQ6su6Zg8hBN6/fw9LS8tsXS4RERFlr4IUc+cHBelcND9ge+Q9bJO8he2Re7I75mYHORERUR6joqICADA0NCwwJ1oGBgas6w+Idf0xFaS6AgWrvqzrt+NFdiIioryvIMbc+UFBOhfND9geeQ/bJG9he+SO7Iy5VbJtSURERERERERERERERERERHkYO8iJiIiIiIiIiIiIiIiIiKhAYAc5ERFRHqOpqQl/f39oamrmdlFyHOv6Y2Jdf0wFqa5Awaov60pEREQFCc8H8ha2R97C9sh72CZ5C9vjx6EQQojcLgQREREREREREREREREREVFO4xPkRERERERERERERERERERUILCDnIiIiIiIiIiIiIiIiIiICgR2kBMRERERERERERERERERUYHADnIiIiIiIiIiIiIiIiIiIioQ2EFORET0HSxcuBA2NjbQ0tJC1apVcf78+TTzb9y4ESVKlICWlhbKlCmDPXv2yKYLITB27FhYWFhAW1sb7u7uuHv3bk5WIcMyU9c///wTtWvXRqFChVCoUCG4u7sr5ffz84NCoZB9PD09c7oaGZKZugYGBirVQ0tLS5bnR2nXunXrKtVVoVDAy8tLypNX2/X48eNo1qwZLC0toVAosG3btnTnCQkJQcWKFaGpqQkHBwcEBgYq5cnsMeB7yGxdt2zZgoYNG8LU1BQGBgaoXr069u/fL8szbtw4pXYtUaJEDtYiYzJb15CQkBR/w5GRkbJ8P0K7prQvKhQKuLi4SHnyYrtOmTIFlStXhr6+PszMzODt7Y3bt2+nO19+/vtKREREqStIMXd+kJ3tERcXh+HDh6NMmTLQ1dWFpaUlOnXqhKdPn+Z0NX4Y2b1/JPXrr79CoVBg7ty52VzqH1dOtMfNmzfRvHlzGBoaQldXF5UrV8bDhw9zqgo/lOxuj+joaPTt2xfFihWDtrY2SpUqhSVLluRkFSiL2EFORESUw9avX49BgwbB398fFy9eRLly5eDh4YEXL16kmP/06dNo164dunXrhkuXLsHb2xve3t64du2alGf69OmYP38+lixZgnPnzkFXVxceHh749OnT96pWijJb15CQELRr1w5Hjx7FmTNnYGVlhUaNGuHJkyeyfJ6ennj27Jn0Wbdu3feoTpoyW1cAMDAwkNXjwYMHsuk/Srtu2bJFVs9r165BVVUVP/30kyxfXmzXDx8+oFy5cli4cGGG8oeHh8PLywv16tVDWFgYBgwYgO7du8s6jrPyW/keMlvX48ePo2HDhtizZw9CQ0NRr149NGvWDJcuXZLlc3FxkbXryZMnc6L4mZLZuia6ffu2rC5mZmbStB+lXefNmyer46NHj1C4cGGl/TWvteuxY8fQp08fnD17FgcPHkRcXBwaNWqEDx8+pDpPfv77SkRERKkrSDF3fpDd7RETE4OLFy9izJgxuHjxIrZs2YLbt2+jefPm37Na+VZO7B+Jtm7dirNnz8LS0jKnq/HDyIn2uH//PmrVqoUSJUogJCQEV65cwZgxY5QeyiBlOdEegwYNwr59+7BmzRrcvHkTAwYMQN++fbFjx47vVS3KKEFEREQ5qkqVKqJPnz7S9/j4eGFpaSmmTJmSYn4fHx/h5eUlS6tatar45ZdfhBBCJCQkCHNzczFjxgxpelRUlNDU1BTr1q3LgRpkXGbrmtyXL1+Evr6+WLlypZTWuXNn0aJFi+wu6jfLbF1XrFghDA0NU13ej9yuc+bMEfr6+iI6OlpKy6vtmhQAsXXr1jTzDBs2TLi4uMjSfH19hYeHh/T9W7ff95CRuqakVKlSIiAgQPru7+8vypUrl30FywEZqevRo0cFAPHmzZtU8/yo7bp161ahUChERESElJYf2vXFixcCgDh27FiqefLz31ciIiJKXUGKufOD7G6PlJw/f14AEA8ePMieQv/Acqo9Hj9+LIoWLSquXbsmrK2txZw5c7K97D+inGgPX19f0aFDh5wp8A8uJ9rDxcVFjB8/XpanYsWKYtSoUdlYcsoOfIKciIgoB8XGxiI0NBTu7u5SmoqKCtzd3XHmzJkU5zlz5owsPwB4eHhI+cPDwxEZGSnLY2hoiKpVq6a6zO8hK3VNLiYmBnFxcShcuLAsPSQkBGZmZnB2dkavXr3w6tWrbC17ZmW1rtHR0bC2toaVlRVatGiB69evS9N+5HZdvnw52rZtC11dXVl6XmvXrEhvf82O7ZdXJSQk4P3790r76927d2FpaQk7Ozu0b98+Xw/rVr58eVhYWKBhw4Y4deqUlP4jt+vy5cvh7u4Oa2trWXpeb9e3b98CgNLvMan8+veViIiIUleQYu78ICfaIyVv376FQqGAkZFRtpT7R5VT7ZGQkICOHTti6NChslczUdpyoj0SEhKwe/duODk5wcPDA2ZmZqhatWqGXhdX0OXU/lGjRg3s2LEDT548gRACR48exZ07d9CoUaOcqQhlGTvIiYiIctB///2H+Ph4FClSRJZepEgRpXfZJoqMjEwzf+K/mVnm95CVuiY3fPhwWFpayk42PT09sWrVKhw+fBjTpk3DsWPH0LhxY8THx2dr+TMjK3V1dnbG33//je3bt2PNmjVISEhAjRo18PjxYwA/brueP38e165dQ/fu3WXpebFdsyK1/fXdu3f4+PFjtuwXedXMmTMRHR0NHx8fKa1q1aoIDAzEvn37sHjxYoSHh6N27dp4//59LpY08ywsLLBkyRJs3rwZmzdvhpWVFerWrYuLFy8CyJ7jXV709OlT7N27V2l/zevtmpCQgAEDBqBmzZooXbp0qvny699XIiIiSl1Birnzg5xoj+Q+ffqE4cOHo127djAwMMiegv+gcqo9pk2bBjU1NfTv3z/7C/0Dy4n2ePHiBaKjozF16lR4enriwIEDaNmyJVq1aoVjx47lTEV+EDm1fyxYsAClSpVCsWLFoKGhAU9PTyxcuBB16tTJ/krQN1HL7QIQERERAcDUqVMRHByMkJAQ2XuS2rZtK/2/TJkyKFu2LOzt7RESEoIGDRrkRlGzpHr16qhevbr0vUaNGihZsiSWLl2KCRMm5GLJctby5ctRpkwZVKlSRZb+o7RrQbV27VoEBARg+/btsvdyN27cWPp/2bJlUbVqVVhbW2PDhg3o1q1bbhQ1S5ydneHs7Cx9r1GjBu7fv485c+Zg9erVuViynLVy5UoYGRnB29tblp7X27VPnz64du1arr8XnYiIiIhyVlxcHHx8fCCEwOLFi3O7OAVSaGgo5s2bh4sXL0KhUOR2cQq8hIQEAECLFi0wcOBAAF9HQjt9+jSWLFkCNze33CxegbRgwQKcPXsWO3bsgLW1NY4fP44+ffooPRBEuY9PkBMREeUgExMTqKqq4vnz57L058+fw9zcPMV5zM3N08yf+G9mlvk9ZKWuiWbOnImpU6fiwIEDKFu2bJp57ezsYGJignv37n1zmbPqW+qaSF1dHRUqVJDq8SO264cPHxAcHJyhDrS80K5Zkdr+amBgAG1t7Wz5reQ1wcHB6N69OzZs2JBucGdkZAQnJ6d8164pqVKlilSPH7FdhRD4+++/0bFjR2hoaKSZNy+1a9++fbFr1y4cPXoUxYoVSzNvfv37SkRERKkrSDF3fpAT7ZEosXP8wYMHOHjwIJ8ez4CcaI8TJ07gxYsXKF68ONTU1KCmpoYHDx5g8ODBsLGxyZF6/Chyoj1MTEygpqaGUqVKyfKULFkyz70WK6/Jifb4+PEjfv/9d8yePRvNmjVD2bJl0bdvX/j6+mLmzJk5UxHKMnaQExER5SANDQ24urri8OHDUlpCQgIOHz4se5o4qerVq8vyA8DBgwel/La2tjA3N5fleffuHc6dO5fqMr+HrNQVAKZPn44JEyZg3759qFSpUrrrefz4MV69egULC4tsKXdWZLWuScXHx+Pq1atSPX60dgWAjRs34vPnz+jQoUO668kL7ZoV6e2v2fFbyUvWrVuHLl26YN26dfDy8ko3f3R0NO7fv5/v2jUlYWFhUj1+tHYFgGPHjuHevXsZuqElL7SrEAJ9+/bF1q1bceTIEdja2qY7T379+0pERESpK0gxd36QE+0B/K9z/O7duzh06BCMjY1zpgI/mJxoj44dO+LKlSsICwuTPpaWlhg6dCj279+fc5X5AeREe2hoaKBy5cq4ffu2LM+dO3dgbW2dzTX4seREe8TFxSEuLg4qKvKuV1VVVelpf8pDBBEREeWo4OBgoampKQIDA8WNGzdEz549hZGRkYiMjBRCCNGxY0cxYsQIKf+pU6eEmpqamDlzprh586bw9/cX6urq4urVq1KeqVOnCiMjI7F9+3Zx5coV0aJFC2Frays+fvz43euXVGbrOnXqVKGhoSE2bdoknj17Jn3ev38vhBDi/fv3YsiQIeLMmTMiPDxcHDp0SFSsWFE4OjqKT58+5UodE2W2rgEBAWL//v3i/v37IjQ0VLRt21ZoaWmJ69evS3l+lHZNVKtWLeHr66uUnpfb9f379+LSpUvi0qVLAoCYPXu2uHTpknjw4IEQQogRI0aIjh07Svn//fdfoaOjI4YOHSpu3rwpFi5cKFRVVcW+ffukPOltv9yS2boGBQUJNTU1sXDhQtn+GhUVJeUZPHiwCAkJEeHh4eLUqVPC3d1dmJiYiBcvXnz3+iWV2brOmTNHbNu2Tdy9e1dcvXpV/Pbbb0JFRUUcOnRIyvOjtGuiDh06iKpVq6a4zLzYrr169RKGhoYiJCRE9nuMiYmR8vxIf1+JiIgodQUp5s4Psrs9YmNjRfPmzUWxYsVEWFiY7Nzv8+fPuVLH/CQn9o/krK2txZw5c3K6Kj+EnGiPLVu2CHV1dbFs2TJx9+5dsWDBAqGqqipOnDjx3euX3+REe7i5uQkXFxdx9OhR8e+//4oVK1YILS0tsWjRou9eP0obO8iJiIi+gwULFojixYsLDQ0NUaVKFXH27Flpmpubm+jcubMs/4YNG4STk5PQ0NAQLi4uYvfu3bLpCQkJYsyYMaJIkSJCU1NTNGjQQNy+fft7VCVdmamrtbW1AKD08ff3F0IIERMTIxo1aiRMTU2Furq6sLa2Fj169Mj1DqhEmanrgAEDpLxFihQRTZo0ERcvXpQt70dpVyGEuHXrlgAgDhw4oLSsvNyuR48eTfE3mVi/zp07Czc3N6V5ypcvLzQ0NISdnZ1YsWKF0nLT2n65JbN1dXNzSzO/EEL4+voKCwsLoaGhIYoWLSp8fX3FvXv3vm/FUpDZuk6bNk3Y29sLLS0tUbhwYVG3bl1x5MgRpeX+CO0qhBBRUVFCW1tbLFu2LMVl5sV2TamOAGT734/295WIiIhSV5Bi7vwgO9sjPDw81XO/o0ePfqca5W/ZvX8kxw7yzMmJ9li+fLlwcHAQWlpaoly5cmLbtm05XY0fRna3x7Nnz4Sfn5+wtLQUWlpawtnZWcyaNUskJCR8j+pQJiiEECIHHkwnIiIiIiIiIiIiIiIiIiLKU/gOciIiIiIiIiIiIiIiIiIiKhDYQU5ERERERERERERERERERAUCO8iJiIiIiIiIiIiIiIiIiKhAYAc5EREREREREREREREREREVCOwgJyIiIiIiIiIiIiIiIiKiAoEd5EREREREREREREREREREVCCwg5yIiIiIiIiIiIiIiIiIiAoEdpATEREREeUihUKBbdu25eg6QkJCoFAoEBUVlaPrIcrLjh8/jmbNmsHS0jLL+50QAjNnzoSTkxM0NTVRtGhRTJo0KfsLS0REREREREQ5hh3kRERERJQnRUZG4rfffoODgwO0tLRQpEgR1KxZE4sXL0ZMTIyUz8bGBnPnzlWaf9y4cShfvrws7d27dxgzZgxcXFygra0NY2NjVK5cGdOnT8ebN29SLUtgYCAUCgUUCgVUVFRgYWEBX19fPHz4MLuqm23q1q2LAQMGyNJq1KiBZ8+ewdDQMHcKRZQHfPjwAeXKlcPChQuzvIzffvsNf/31F2bOnIlbt25hx44dqFKlSjaWkoiIiIgo/+IN4Hlf8mso36PNiPIidpATERERUZ7z77//okKFCjhw4AAmT56MS5cu4cyZMxg2bBh27dqFQ4cOZXqZr1+/RrVq1bBixQoMGTIE586dw8WLFzFp0iRcunQJa9euTXN+AwMDPHv2DE+ePMHmzZtx+/Zt/PTTT1mt4neloaEBc3NzKBSK3C4KUa5p3LgxJk6ciJYtW6Y4/fPnzxgyZAiKFi0KXV1dVK1aFSEhIdL0mzdvYvHixdi+fTuaN28OW1tbuLq6omHDht+pBkRERESUX/EG8KzhDeBfJbaXQqGArq4uHB0d4efnh9DQ0NwuGlG+xQ5yIiIiIspzevfuDTU1Nfzzzz/w8fFByZIlYWdnhxYtWmD37t1o1qxZppf5+++/4+HDhzh//jy6dOmCsmXLwtraGo0aNcK6devQu3fvNOdXKBQwNzeHhYUFatSogW7duuH8+fN49+6dlGf79u2oWLEitLS0YGdnh4CAAHz58kWafvfuXdSpUwdaWlooVaoUDh48KFtHSnfCh4WFQaFQICIiQko7deoU6tatCx0dHRQqVAgeHh548+YN/Pz8cOzYMcybN08KniMiIlJc7ubNm+Hi4gJNTU3Y2Nhg1qxZsrLY2Nhg8uTJ6Nq1K/T19VG8eHEsW7ZMmh4bG4u+ffvCwsICWlpasLa2xpQpUzLSFER5Ut++fXHmzBkEBwfjypUr+Omnn+Dp6Ym7d+8CAHbu3Ak7Ozvs2rULtra2sLGxQffu3fH69etcLjkRERER5WW8ATx7/ag3gAshZNcPkluxYgWePXuG69evY+HChYiOjkbVqlWxatWq71hKZbGxsbm6fqKsYgc5EREREeUpr169woEDB9CnTx/o6uqmmCezgXBCQgLWr1+PDh06wNLS8puX+eLFC2zduhWqqqpQVVUFAJw4cQKdOnXCb7/9hhs3bmDp0qUIDAyU3k+ckJCAVq1aQUNDA+fOncOSJUswfPjwTNUD+Nph3qBBA5QqVQpnzpzByZMn0axZM8THx2PevHmoXr06evTogWfPnuHZs2ewsrJSWkZoaCh8fHzQtm1bXL16FePGjcOYMWMQGBgoyzdr1ixUqlQJly5dQu/evdGrVy/cvn0bADB//nzs2LEDGzZswO3btxEUFAQbG5tM14coL3j48CFWrFiBjRs3onbt2rC3t8eQIUNQq1YtrFixAsDXC5sPHjzAxo0bsWrVKgQGBiI0NBRt2rTJ5dITERERUV7GG8CjpLQf5QZwPz8/eHt7IyAgAKampjAwMMCvv/4q6yxOSEjAlClTYGtrC21tbZQrVw6bNm1S2j579+6Fq6srNDU1cfLkyVTXaWRkBHNzc9jY2KBRo0bYtGkT2rdvj759+8pGDEhvW6Rn+PDhcHJygo6ODuzs7DBmzBjExcVJ0xNHM/jrr79ga2sLLS2tTC2fKK9Qy+0CEBERERElde/ePQgh4OzsLEs3MTHBp0+fAAB9+vTBtGnTpGnDhw/H6NGjZfljY2NRqlQpAMDLly8RFRWltExXV1epw7dZs2ZYt25dquV6+/Yt9PT0IISQhsDr37+/1IkfEBCAESNGoHPnzgAAOzs7TJgwAcOGDYO/vz8OHTqEW7duYf/+/VIn/eTJk9G4ceNMbZ/p06ejUqVKWLRokZTm4uIi/V9DQwM6OjowNzdPdRmzZ89GgwYNMGbMGACAk5MTbty4gRkzZsDPz0/K16RJE+nCyvDhwzFnzhwcPXoUzs7OePjwIRwdHVGrVi0oFApYW1tnqh5EecnVq1cRHx8PJycnWfrnz59hbGwM4OsFrs+fP2PVqlVSvuXLl0vHkeTHFyIiIiKixBvAJ0+enC9vAJ8/fz5q166N+/fvo2fPngAAf39/6QbwIkWK4Ny5c3j79q3SUOgZkXgDeNeuXTFv3jyoqanh6NGj0g3gd+7cQenSpTF+/HgAgKmpqaxzHfjfDeDjxo2Dr68vTp8+jd69e8PY2FgW386aNQsTJkzA77//jk2bNqFXr15wc3ODs7Oz7Abw4sWL49GjR3j06FGaZT98+DC0tLQQEhKCiIgIdOnSBcbGxtJN8lOmTMGaNWuwZMkSODo64vjx4+jQoQNMTU3h5uYmLWfEiBGYOXMm7OzsUKhQoUxtv4EDB2LVqlU4ePAgfHx8Mrwt0qKvr4/AwEBYWlri6tWr6NGjB/T19TFs2DApz71797B582Zs2bJF+s0Q5TfsICciIiKifOH8+fNISEhA+/bt8fnzZ9m0oUOHKgV78+fPx/Hjx9Nc5tatWxEbG4vhw4fj48ePaebV19fHxYsXERcXh7179yIoKEgKfAHg8uXLOHXqlCwtPj4enz59QkxMDG7evAkrKyvZBYzq1aunV20lYWFh3zz03c2bN9GiRQtZWs2aNTF37lzEx8dLAW7ZsmWl6YlPGLx48QLA1zvmGzZsCGdnZ3h6eqJp06Zo1KjRN5WLKLdER0dDVVUVoaGhShd49PT0AAAWFhZQU1OTdaKXLFkSwNcn0NlBTkRERETJ8QbwtOXnG8A1NDTw999/Q0dHBy4uLhg/fjyGDh2KCRMmIC4uDpMnT8ahQ4ekuN/Ozg4nT57E0qVLZR3k48ePR8OGDTO2wZIpUaIEAEg3DWR0W6Ql6W/PxsYGQ4YMQXBwsKyDPDY2FqtWrYKpqWmWyk2UF7CDnIiIiIjyFAcHBygUCimwT2RnZwcA0NbWVprHxMQEDg4OsrTChQtL/zc1NYWRkZHSMosXLw7ga+d30uHZUqKioiKto2TJkrh//z569eqF1atXA/jawRYQEIBWrVopzZvRIcdUVL6+AUkIIaUlHcoMSLn+OUVdXV32XaFQICEhAQBQsWJFhIeHY+/evTh06BB8fHzg7u4uGzKOKL+oUKEC4uPj8eLFC9SuXTvFPDVr1sSXL19w//592NvbAwDu3LkDABxBgYiIiIgyhTeAf5WfbwAvV64cdHR0pO/Vq1dHdHQ0Hj16hOjoaMTExCh1fMfGxqJChQqytEqVKmW+0v8v8dpB4ogBGd0WaVm/fj3mz5+P+/fvIzo6Gl++fIGBgYEsj7W1NTvHKd9jBzkRERER5SnGxsZo2LAh/vjjD/Tr1y/VYegyQ0VFBT4+PlizZg3Gjh2b6jB0mTFixAjY29tj4MCBqFixIipWrIjbt28rddQnKlmyJB49eoRnz57BwsICAHD27FlZnsQA89mzZ9LQamFhYbI8ZcuWxeHDhxEQEJDiejQ0NBAfH59m2UuWLIlTp07J0k6dOgUnJ6dMDY9mYGAAX19f+Pr6ok2bNvD09MTr169lNycQ5RXR0dG4d++e9D08PBxhYWEoXLgwnJyc0L59e3Tq1AmzZs1ChQoV8PLlSxw+fBhly5aFl5cX3N3dUbFiRXTt2hVz585FQkIC+vTpg4YNGyoNzU5EREREBPAGcKBg3gAeHR0NANi9ezeKFi0qm6apqSn7/i3XPG7evAkAsLW1zfIykjpz5gzat2+PgIAAeHh4wNDQEMHBwUrvMc+O6zREuU0ltwtARERERJTcokWL8OXLF1SqVAnr16/HzZs3cfv2baxZswa3bt3K0juuJk+ejKJFi6JKlSr4+++/ceXKFdy/fx9bt27FmTNnMr1MKysrtGzZEmPHjgUAjB07FqtWrUJAQACuX7+OmzdvIjg4WBqezN3dHU5OTujcuTMuX76MEydOYNSoUbJlOjg4wMrKCuPGjcPdu3exe/dupUB05MiRuHDhAnr37o0rV67g1q1bWLx4Mf777z8AX4dAO3fuHCIiIvDff/9JAX9SgwcPxuHDhzFhwgTcuXMHK1euxB9//IEhQ4ZkuP6zZ8/GunXrcOvWLdy5cwcbN26Eubk5jIyMMrMZib6bf/75BxUqVJCe2Bg0aBAqVKgg7cMrVqxAp06dMHjwYDg7O8Pb2xsXLlyQLjSqqKhg586dMDExQZ06deDl5YWSJUsiODg41+pERERERHlb0hvAP3z4kC3LTHoD+NOnT7NlmSNGjMD69etx8eJFAJDdAJ78o6KiIrsBPFFaN4AnSu0G8NTkxg3gf/75J9avX4/Nmzfj9evXqea/fPmy7En9s2fPQk9PD1ZWVihVqhQ0NTXx8OFDpe1nZWWV4TKlZ+7cuTAwMIC7uzuAb98Wp0+fhrW1NUaNGoVKlSrB0dERDx48yLbyEuUlfIKciIiIiPIce3t7XLp0CZMnT8bIkSPx+PFjaGpqolSpUhgyZIj03rDMMDY2xvnz5zFt2jTMmDED4eHhUFFRgaOjI3x9fTFgwIBML3PgwIGoXr06zp8/Dw8PD+zatQvjx4/HtGnToK6ujhIlSqB79+4Avl7E2Lp1K7p164YqVarAxsYG8+fPh6enp7Q8dXV1rFu3Dr169ULZsmVRuXJlTJw4UTbknJOTEw4cOIDff/8dVapUgba2NqpWrYp27doBAIYMGYLOnTujVKlS+PjxI8LDw5XKXbFiRWzYsAFjx47FhAkTYGFhgfHjx2f4nWTA16cSpk+fjrt370JVVRWVK1fGnj17pKcEiPKaunXryp5eSU5dXR0BAQGpjs4AAJaWlti8eXNOFI+IiIiIflCLFi1CzZo1UalSJYwbNw5ly5aFiooKLly4gFu3bsHV1TXTy5w8eTJCQkJQpUoVjB8/HpUqVYKuri6uXLmCM2fOoHTp0plaXtIbwHft2oWxY8eiadOmKF68ONq0aQMVFRVcvnwZ165dw8SJE2U3gM+YMQPv3r1L8wbwSZMm4c6dOyneAF6mTBn07t0bv/76KzQ0NHD06FH89NNPMDExkd0Arqenl+JoZYMHD0blypUxYcIE+Pr64syZM/jjjz9k7zVPz+zZs2FhYYEKFSpARUUlQzeAx8bGolu3bhg9ejQiIiLg7++Pvn37QkVFBfr6+hgyZAgGDhyIhIQE1KpVC2/fvsWpU6dgYGAgvds9M6KiohAZGYnPnz/jzp07WLp0KbZt24ZVq1ZJ5fzWbeHo6IiHDx8iODgYlStXxu7du7F169ZMl5UoXxBERERERERERERERESUI54+fSr69u0rbG1thbq6utDT0xNVqlQRM2bMEB8+fJDyWVtbizlz5ijN7+/vL8qVKydLi4qKEiNHjhQlSpQQmpqaQltbW5QtW1aMGTNGvHr1KtWyrFixQhgaGiqlnzlzRgAQ586dE0IIsW/fPlGjRg2hra0tDAwMRJUqVcSyZcuk/Ldv3xa1atUSGhoawsnJSezbt08AEFu3bpXynDx5UpQpU0ZoaWmJ2rVri40bNwoAIjw8XMoTEhIiatSoITQ1NYWRkZHw8PAQb968kdZRrVo1oa2tLc139OhRAUDKI4QQmzZtEqVKlRLq6uqiePHiYsaMGbK6pbRdy5UrJ/z9/YUQQixbtkyUL19e6OrqCgMDA9GgQQNx8eLFVLdh586dRYsWLcTYsWOFsbGx0NPTEz169BCfPn2S8iQkJIi5c+cKZ2dnoa6uLkxNTYWHh4c4duyYEEKkWI/UAJA+Wlpawt7eXnTu3FmEhoYq5c3stkjeZkOHDpXq5OvrK+bMmSP7vaT0WyTKjxRCpHELPREREREREREREREREREBAPz8/BAVFYVt27bldlGIKIs4/iERERERERERERERERERERUI7CAnIiIiIiIiIiIiIiIiIqICgUOsExERERERERERERERERFRgcAnyImIiIiIiIiIiIiIiIiIqEBgBzkRERERERERERERERERERUI7CAnIiIiIiIiIiIiIiIiIqICgR3kRERERERERERERERERERUILCDnIiIiIiIiIiIiIiIiIiICgR2kBMRERERERERERERERERUYHADnIiIiIiIiIiIiIiIiIiIioQ2EFOREREREREREREREREREQFAjvIiYiIiIiIiIiIiIiIiIioQGAHORERERERERERERERERERFQjsICciIiIiIiIiIiIiIiIiogKBHeRERERERERERERERERERFQgsIOciIiIiIiIiIiIiIiIiIgKBHaQExERERERERERERERERFRgcAOciIiIqIcsG/fPpQvXx5aWlpQKBSIioqCn58fbGxscrto341CoUDfvn1zuxg5Zty4cVAoFLldjB9KREQEFAoFAgMDc7soGWZjYwM/P7/cLgYRERERUYEUGBgIhUKBiIiI3C5KpuRG7JO4rf7555/vts7vjfFZ9stv1z5CQkKgUCgQEhKS20WhPI4d5ERERATgf4FS4kdLSwuWlpbw8PDA/Pnz8f79+zTnr1KlChQKBRYvXpxmvpCQELRq1Qrm5ubQ0NCAmZkZmjVrhi1btqRbRhsbG6UyOjo6YujQoXj9+nWm6puTXr16BR8fH2hra2PhwoVYvXo1dHV1lfLFxMRg3LhxGT5pTzzJT/yoqqrCzMwMbdq0wc2bN7Nc3smTJ2Pbtm1Znj83Jd8myT/BwcG5XcQCZdGiRd/lAk9K7V64cGFUq1YNQUFBOb7+vOT58+cYMmQISpQoAR0dHejq6sLV1RUTJ05EVFRUppe3du1azJ07N9vLSURERPQjWrRoERQKBapWrZrbRclzksfvZmZmqF27NrZu3ZrbRcuU06dPY9y4cZk6t965cyfc3NxgZmYGHR0d2NnZwcfHB/v27cu5guYhfn5+qcboWlpauV28AuXp06cYN24cwsLCcnxdydtdTU0NVlZWaNu2LW7cuJHj689LvuXaZ3KZvXZIGaeW2wUgIiKivGX8+PGwtbVFXFwcIiMjERISggEDBmD27NnYsWMHypYtqzTP3bt3ceHCBdjY2CAoKAi9evVKcdn+/v4YP348HB0d8csvv8Da2hqvXr3Cnj170Lp1awQFBeHnn39Os3zly5fH4MGDAQCfPn1CaGgo5s6di2PHjuH8+fPfvgGywYULF/D+/XtMmDAB7u7uUvqff/6JhIQE6XtMTAwCAgIAAHXr1s3w8vv374/KlSsjLi4OV65cwZIlSxASEoJr167B3Nw80+WdPHky2rRpA29v70zPm1ckbpPkqlevnmPrHD16NEaMGJFjy8+PFi1aBBMTk+92x37Sdn/16hXWr1+PDh06ICoqCn369PkuZchNFy5cQJMmTRAdHY0OHTrA1dUVAPDPP/9g6tSpOH78OA4cOJCpZa5duxbXrl3DgAEDcqDERERERD+WoKAg2NjY4Pz587h37x4cHBxyu0h5StL4/enTp1i6dClatWqFxYsX49dff82WdXTs2BFt27aFpqZmtiwvudOnTyMgIAB+fn4wMjJKN//MmTMxdOhQuLm5YeTIkdDR0cG9e/dw6NAhBAcHw9PTEwBgbW2Njx8/Ql1dPUfKnds0NTXx119/KaWrqqrm6Hpv374NFRU+F5ro6dOnCAgIgI2NDcqXL5/j60va7l++fMH9+/exZMkS7Nu3Dzdu3IClpWWOlyG3Zce1z6Syeu2Q0scOciIiIpJp3LgxKlWqJH0fOXIkjhw5gqZNm6J58+a4efMmtLW1ZfOsWbMGZmZmmDVrFtq0aYOIiAilocQ3bdqE8ePHo02bNli7dq0sCBw6dCj279+PuLi4dMtXtGhRdOjQQfrevXt36OnpYebMmbh79y4cHR2zWPPs8+LFCwBQCp6zK/CtXbs22rRpI313dnZGr169sGrVKgwbNixb1pHfJN8m34OamhrU1NI+nU5ISEBsbCzvks8hydu9V69esLOzw9q1a7Otg/zDhw8pjgCR26KiotCyZUuoqqri0qVLKFGihGz6pEmT8Oeff+ZS6XJeXm0XIiIiKjjCw8Nx+vRpbNmyBb/88guCgoLg7+//XcuQ1+ON5PF7p06d4ODggDlz5qTaQf7lyxckJCRAQ0MjQ+tQVVXN8U7XjPry5QsmTJiAhg0bpnijauK1AgA//NPUampqsrb/XjJyowRjiZyTUrtXq1YNTZs2xe7du9GjR49vXocQAp8+fVK6NpkXZNe1z/wqJiYGOjo6uV2MDOOtNERERJSu+vXrY8yYMXjw4AHWrFmjNH3t2rVo06YNmjZtCkNDQ6xdu1Ypz5gxY1C4cGH8/fffKXYUe3h4oGnTplkqX+JT08k7K2/duoU2bdqgcOHC0NLSQqVKlbBjxw5ZnsSh5U+dOoVBgwbB1NQUurq6aNmyJV6+fKm0rr1796J27drQ1dWFvr4+vLy8cP36dWl63bp10blzZwBA5cqVoVAopKdpk76DPCIiAqampgCAgIAAaQiqcePGZbr+tWvXBgDcv39flj5z5kzUqFEDxsbG0NbWhqurKzZt2iTLo1Ao8OHDB6xcuVIqQ9Knf588eYKuXbuiSJEi0NTUhIuLC/7+++9MlS8oKAjOzs7Q0tKCq6srjh8/Lk07evQoFApFisPsrV27FgqFAmfOnMnU+lKT+E70bdu2oXTp0lJ9kg5zt2nTJigUChw7dkxp/qVLl0KhUODatWsAUn4PV+I6goKC4OLiAk1NTWn5ly5dQuPGjWFgYAA9PT00aNAAZ8+elc2fmd+jjY0NmjZtipCQEFSqVAna2tooU6aMNOzWli1bUKZMGWm7X7p0SalO2bmP2NjY4Pr16zh27Jj0W0q8u/n169cYMmQIypQpAz09PRgYGKBx48a4fPlyWk2WaRoaGihUqJDsWJDWu/2S73OJbXrjxg38/PPPKFSoEGrVqgXgaxA+ceJEFCtWDDo6OqhXr55s308qKioKAwYMgJWVFTQ1NeHg4IBp06bJRpBILNfMmTOxbNky2NvbQ1NTE5UrV8aFCxfSrevSpUvx5MkTzJ49W6lzHACKFCmC0aNHS9+3b98OLy8vWFpaQlNTE/b29pgwYQLi4+OlPHXr1sXu3bvx4MEDqQ2T3uz0+fNn+Pv7w8HBAZqamrCyssKwYcPw+fNn2bo/fvyI/v37w8TEBPr6+mjevDmePHmS4jEuM/vFsWPH0Lt3b5iZmaFYsWLf9fhBRERElFxQUBAKFSoELy8vtGnTRvaqn7i4OBQuXBhdunRRmu/du3fQ0tLCkCFDpLSMnmelFW9kJP4DMneulh3xYFLm5uYoWbIkwsPDAcjPiefOnSudEycOx3zkyBEp/jYyMkKLFi2UXi+W2jvI04vdE926dQs+Pj4wNTWFtrY2nJ2dMWrUKABf44OhQ4cCAGxtbaVz5NTed/7ff//h3bt3qFmzZorTzczMpP8nj1PSen1Y8gcQMlq31MTExOCXX36BsbExDAwM0KlTJ7x580aa3rlzZ5iYmKTYkdeoUSM4OztneF1pyWis2bRpU9jZ2aW4jOrVq8se8kj+DvLUYolEixYtkvYlS0tL9OnTR2k4/bp166J06dK4ceMG6tWrBx0dHRQtWhTTp0+X5Utsww0bNiAgIABFixaFvr4+2rRpg7dv3+Lz588YMGAAzMzMoKenhy5duijt48DXh1BcXV2hra2NwoULo23btnj06FGmyxQSEiKNuNalSxfp95T4mztx4gR++uknFC9eXDruDBw4EB8/fkxxW2dVStfsUnuveUr7c+K1j/3790vXPpYuXQoAePz4Mby9vaGrqwszMzMMHDgwxW0KAOfOnYOnpycMDQ2ho6MDNzc3nDp1SpYnsVz37t2TRo0wNDREly5dEBMTk25dM3PtMzY2FmPHjoWrqysMDQ2hq6uL2rVr4+jRo1L+jFw7zMh1HQC4cuUK3NzcoK2tjWLFimHixIlYsWJFise0zOwXoaGhqFOnDnR0dPD7779/t+NHduAT5ERERJQhHTt2xO+//44DBw7I7vg8d+4c7t27hxUrVkBDQwOtWrVCUFAQfv/9dynP3bt3cevWLXTt2hX6+vrfVI64uDj8999/AL4OsX7p0iXMnj0bderUga2trZTv+vXrqFmzJooWLYoRI0ZAV1cXGzZsgLe3NzZv3oyWLVvKltuvXz8UKlQI/v7+iIiIwNy5c9G3b1+sX79eyrN69Wp07twZHh4emDZtGmJiYrB48WLUqlULly5dgo2NDUaNGgVnZ2csW7ZMGq7e3t5eqR6mpqZYvHgxevXqhZYtW6JVq1YAkOIQ9ulJPJEtVKiQLH3evHlo3rw52rdvj9jYWAQHB+Onn37Crl274OXlJdWpe/fuqFKlCnr27AkAUnmfP3+OatWqSRdhTE1NsXfvXnTr1g3v3r3L0BDMx44dw/r169G/f39oampi0aJF8PT0xPnz51G6dGnUrVsXVlZWCAoKUmqToKAg2NvbZ2iY9Pfv30u/i6SMjY1lQdfJkyexZcsW9O7dG/r6+pg/fz5at26Nhw8fwtjYGF5eXtDT08OGDRvg5uYmW9b69evh4uKC0qVLp1mWI0eOYMOGDejbty9MTEykjuPatWvDwMAAw4YNg7q6OpYuXYq6devi2LFjSu8szMjvEQDu3buHn3/+Gb/88gs6dOiAmTNnolmzZliyZAl+//139O7dGwAwZcoU+Pj4yIaby+59ZO7cuejXrx/09PSkC0pFihQBAPz777/Ytm0bfvrpJ9ja2uL58+dYunQp3NzcvmmYtaTt/vr1a2l48OXLl2dpeYl++uknODo6YvLkyRBCAADGjh2LiRMnokmTJmjSpAkuXryIRo0aITY2VjZvTEwM3Nzc8OTJE/zyyy8oXrw4Tp8+jZEjR+LZs2dK7/deu3Yt3r9/j19++QUKhQLTp09Hq1at8O+//6Y56sSOHTugra2d4ZETAgMDoaenh0GDBkFPTw9HjhzB2LFj8e7dO8yYMQMAMGrUKLx9+xaPHz/GnDlzAAB6enoAvj6d1Lx5c5w8eRI9e/ZEyZIlcfXqVcyZMwd37tzBtm3bpHX5+flhw4YN6NixI6pVq4Zjx45Jx5ykMrtf9O7dG6amphg7diw+fPiQbccPIiIioqwICgpCq1atoKGhgXbt2mHx4sW4cOECKleuDHV1dbRs2RJbtmzB0qVLZU9Db9u2DZ8/f0bbtm0BZO48C0g53gAyFv8BGT9Xy454MLm4uDg8evQIxsbGsvQVK1bg06dP6NmzJzQ1NVG4cGEcOnQIjRs3hp2dHcaNG4ePHz9iwYIFqFmzJi5evKjUaZxURmJ34GuHUe3ataGuro6ePXvCxsYG9+/fx86dOzFp0iS0atUKd+7cwbp16zBnzhyYmJgAgNRhlZyZmRm0tbWxc+dO9OvXD4ULF87wtilZsiRWr14tS4uKisKgQYNkHesZrVta+vbtCyMjI4wbNw63b9/G4sWL8eDBA6mDt2PHjli1ahX2798ve5AhMjISR44cyfBICSnF6BoaGjAwMJClpRdr+vr6olOnTtL+lejBgwc4e/asFM+kJXksAXztDA0ICIC7uzt69eolbYsLFy7g1KlTsnjszZs38PT0RKtWreDj44NNmzZh+PDhKFOmDBo3bixb15QpU6CtrY0RI0bg3r17WLBgAdTV1aGiooI3b95g3LhxOHv2LAIDA2Fra4uxY8dK806aNAljxoyBj48PunfvjpcvX2LBggWoU6cOLl26JBupML0ylSxZEuPHj8fYsWPRs2dP6eGKGjVqAAA2btyImJgY9OrVC8bGxjh//jwWLFiAx48fY+PGjelu09Qktnt8fDz+/fdfDB8+HMbGxll+KAb4OnR+u3bt8Msvv6BHjx5wdnbGx48f0aBBAzx8+BD9+/eHpaUlVq9ejSNHjijNf+TIETRu3Biurq7w9/eHiooKVqxYgfr16+PEiROoUqWKLL+Pjw9sbW0xZcoUXLx4EX/99RfMzMwwbdq0VMuY2Wuf7969w19//YV27dqhR48eeP/+PZYvXw4PDw+cP38e5cuXT/faYUav6zx58gT16tWDQqHAyJEjoauri7/++ivFERcys1+8evUKjRs3Rtu2bdGhQwcUKVIEurq62XL8+C4EERERkRBixYoVAoC4cOFCqnkMDQ1FhQoVZGl9+/YVVlZWIiEhQQghxIEDBwQAcenSJSnP9u3bBQAxZ86cbyqjtbW1AKD0qVmzpvjvv/9keRs0aCDKlCkjPn36JKUlJCSIGjVqCEdHRyktsd7u7u5SHYQQYuDAgUJVVVVERUUJIYR4//69MDIyEj169JCtJzIyUhgaGsrSU9uWnTt3FtbW1tL3ly9fCgDC398/Q/U/evSoACD+/vtv8fLlS/H06VOxb98+4eDgIBQKhTh//rwsf0xMjOx7bGysKF26tKhfv74sXVdXV3Tu3Flpfd26dRMWFhZK27Zt27bC0NBQafnJJbbPP//8I6U9ePBAaGlpiZYtW0ppI0eOFJqamtK2FkKIFy9eCDU1tXS3TeI2Se3z7NkzWXk0NDTEvXv3pLTLly8LAGLBggVSWrt27YSZmZn48uWLlPbs2TOhoqIixo8fL6X5+/uL5KfTAISKioq4fv26LN3b21toaGiI+/fvS2lPnz4V+vr6ok6dOlJaRn+PQvxvfzh9+rSUtn//fgFAaGtriwcPHkjpS5cuFQDE0aNHpbTs3keEEMLFxUW4ubmJ5D59+iTi4+NlaeHh4UJTU1O2TcPDwwUAsWLFCqVlJJVau6uoqIhJkyYprSe1ZSbf/xLbtF27drJ8L168EBoaGsLLy0u2DX7//XcBQLb/TJgwQejq6oo7d+7IljFixAihqqoqHj58KCuXsbGxeP36tZQv8Xi5c+fONLdBoUKFRLly5dLMk1RK++svv/widHR0ZL8BLy8v2XEq0erVq4WKioo4ceKELH3JkiUCgDh16pQQQojQ0FABQAwYMECWz8/PT2l7Z3a/qFWrlmy/FOLbjh9EREREWfXPP/8IAOLgwYNCiK/n0cWKFRO//fablCfx3Dz5eV2TJk2EnZ2d9D2j51lCpB5vCJGx+C8z52rfGg9aW1uLRo0aiZcvX4qXL1+Ky5cvi7Zt2woAol+/fkKI/50TGxgYiBcvXsjmL1++vDAzMxOvXr2S0i5fvixUVFREp06dpLTEc8Xw8HAhROZi9zp16gh9fX1Z7CSEkJ3zz5gxQ7b89IwdO1YAELq6uqJx48Zi0qRJIjQ0VClferFPQkKCaNq0qdDT05PaOzN1S0nitnJ1dRWxsbFS+vTp0wUAsX37diGEEPHx8aJYsWLC19dXNv/s2bOFQqEQ//77b5rr6dy5c6oxuoeHh1J50os13759KzQ1NcXgwYNl65k+fbpQKBSy9rO2tpbFZ6nFEokxXqNGjWSx6h9//CFdd0nk5uYmAIhVq1ZJaZ8/fxbm5uaidevWUlpinFq6dGnZ9m3Xrp1QKBSicePGsvJXr15dFntFREQIVVVVpZj26tWrQk1NTZae0TJduHAh1d9ZSvvwlClTlLZpStc+UpJauxctWlRpH0htmcn3ZyH+d+1j3759srxz584VAMSGDRuktA8fPggHBwfZ9Y+EhATh6OgoPDw8ZL+zmJgYYWtrKxo2bKhUrq5du8rW1bJlS2FsbJxm/TN77fPLly/i8+fPsrQ3b96IIkWKyNaf1rXDjF7X6devn1AoFLJrta9evRKFCxeWbe+s7BdLliyRlelbjx/fE4dYJyIiogzT09PD+/fvpe9fvnzB+vXr4evrKz2lW79+fZiZmcmGl3v37h0AfPPT4wBQtWpVHDx4EAcPHsSuXbswadIkXL9+Hc2bN5eGgXr9+jWOHDkCHx8f6QnT//77D69evYKHhwfu3r2LJ0+eyJbbs2dP2ZPGtWvXRnx8PB48eAAAOHjwIKKiotCuXTtpef/99x9UVVVRtWpV2RBIOa1r164wNTWFpaUlPD098fbtW6xevVp2JzUA2fuY3rx5g7dv36J27dq4ePFiuusQQmDz5s1o1qwZhBCyOnt4eODt27cZWk716tXh6uoqfS9evDhatGiB/fv3S0M7d+rUCZ8/f5YN/7d+/Xp8+fIlw+8sGzt2rPS7SPpJfse+u7u77In+smXLwsDAAP/++6+U5uvrixcvXkhDlQNfh15PSEiAr69vumVxc3NDqVKlpO/x8fE4cOAAvL29ZcPCWVhY4Oeff8bJkyelfSRRer/HRKVKlZI9IZv4xG39+vVRvHhxpfTEeubEPpIWTU1N6cn1+Ph4vHr1Cnp6enB2ds7Q7yg1Sdt9/fr1aNeuHUaNGoV58+ZleZkAlN6HeOjQIcTGxqJfv36ybZDSUzMbN25E7dq1UahQIdl+4+7ujvj4eNkrBoCvv7ekoz8k3tWf9DeZknfv3mXqmJr0eJDY5rVr10ZMTAxu3bqV7vwbN25EyZIlUaJECVm96tevDwDSMTBxiM/E0QsS9evXT/Y9K/tFjx49lN4vmR3HDyIiIqLMCgoKQpEiRVCvXj0AX4c+9/X1RXBwsBTn1K9fHyYmJrJRoN68eYODBw/K4oqMnmclSh5vJMpI/JfRc7XsigcPHDgAU1NTmJqaoly5cti4cSM6duyo9BRm69atZU9lP3v2DGFhYfDz85PFdGXLlkXDhg2xZ8+eVNeZ0dj95cuXOH78OLp27SqLnQCkOPRzRgUEBGDt2rWoUKEC9u/fj1GjRsHV1RUVK1ZUGh4+LRMmTMCuXbsQGBgotXd2XZfo2bOn7CnQXr16QU1NTdquKioqaN++PXbs2CG7BhQUFIQaNWrIRu9LjZaWVoox+tSpU1MsT1qxZuIrujZs2CCN8AV8Pe+vVq2aUvulJHkskRjjDRgwQIpVE/MZGBhg9+7dsvn19PRk8YWGhgaqVKmSYtzWqVMn2fatWrUqhBDo2rWrLF/VqlXx6NEjfPnyBcDX16QlJCTAx8dH1r7m5uZwdHRUat/MlCklSY8ZHz58wH///YcaNWpACJHiK9oyImm779+/H0uXLoWenh6aNGmCO3fuZGmZwNdXHHh4eMjS9uzZAwsLC9moajo6OtLoiInCwsJw9+5d/Pzzz3j16pW0XT98+IAGDRrg+PHjstehAcrXBGrXro1Xr14pxahJZfbap6qqqjS6SEJCAl6/fo0vX76gUqVKGTq+Zua6zr59+1C9enWUL19emr9w4cJo3769bJmZ3S80NTWVXiWSHceP74VDrBMREVGGRUdHy4b2OnDgAF6+fIkqVarg3r17Unq9evWwbt06TJs2DSoqKtLwWUlPjLLKxMQE7u7u0ncvLy84OzujTZs2+Ouvv9CvXz/cu3cPQgiMGTMGY8aMSXE5L168QNGiRaXvyQOqxA6rxPdw3b17FwCkixTJJR8iLCeNHTsWtWvXRnR0NLZu3Yrg4GDZiWuiXbt2YeLEiQgLC5O9gykjwf7Lly8RFRWFZcuWYdmyZSnmefHiRbrLcXR0VEpzcnJCTEwMXr58CXNzc5QoUQKVK1dGUFAQunXrBuDriXO1atXg4OCQ7joAoEyZMrLfRWpSCpwLFSoke99a4jup1q9fjwYNGgD4GniXL18eTk5O6a4j+cn+y5cvERMTk+J7lkqWLImEhAQ8evQILi4uqZYz+e8xtXyGhoYAACsrqxTTE+fPiX0kLQkJCZg3bx4WLVqE8PBw2Xuvkw+vmBnJ293Hxwdv377FiBEj8PPPP6c69GF6krdh4oWZ5L9nU1NTpVcb3L17F1euXEl13cn3m6xuVwMDg0wdU69fv47Ro0fjyJEjSkH927dv053/7t27uHnzZrr1evDgAVRUVJS2YfJ9OSv7RUqBdHYcP4iIiIgyIz4+HsHBwahXr570Lm3ga2fXrFmzcPjwYTRq1Ahqampo3bo11q5di8+fP0NTUxNbtmxBXFycrIM8o+dZiVLrXMhI/JeZc7XsiAerVq2KiRMnQqFQQEdHByVLlpQNEZ1anRLPv1M7V9y/fz8+fPgAXV1dpekZjd0TOxHTe4VWVrRr1w7t2rXDu3fvcO7cOQQGBmLt2rVo1qwZrl27Bi0trTTn37dvHwICAjBy5Ei0bt1aSs+u6xLJ4xo9PT1YWFjI3kPcqVMnTJs2DVu3bkWnTp1w+/ZthIaGYsmSJRlah6qqaoZidCBjMZGvry+2bduGM2fOoEaNGrh//z5CQ0OVXmGVmoz+xjQ0NGBnZ6d0I3ixYsWUrqUUKlQIV65cSbc+acXpCQkJePv2LYyNjXH37l0IIVK8jgJA6RVcmSlTSh4+fIixY8dix44dSvFnRmLElKTU7k2aNIGjoyNGjhyJzZs3Z2m5KR33Hjx4AAcHB6VtkLxNE/ebzp07p7r8t2/fymL7tH6Tqe1nWbn2uXLlSsyaNQu3bt2SvbM7I53Imbmu8+DBgxRfP5b82J/Z/aJo0aKyV4gk+tbjx/fCDnIiIiLKkMePH+Pt27eyk6fEp8R9fHxSnOfYsWOoV68eSpQoAQC4evVqjpQtsRPz+PHj6Nevn3Tn55AhQ5TuME2U/CQw+VOJiRLvTk5c5urVq2Fubq6UT03t+51WJe0U9Pb2RkxMDHr06IFatWpJAdeJEyfQvHlz1KlTB4sWLYKFhQXU1dWxYsUKrF27Nt11JNa3Q4cOqQYRWXlfemo6deqE3377DY8fP8bnz59x9uxZ/PHHH9m2/ETptTPw9Q5Yb29vbN26FYsWLcLz589x6tQpTJ48OUPrSHoXdk6WM618Gf09Z+c+kpbJkydjzJgx6Nq1KyZMmIDChQtDRUUFAwYMULpT+1s1aNAAu3btwvnz5+Hl5ZXqDSFJO+mT+5Y2TEhIQMOGDTFs2LAUpye/ySKr27VEiRIICwtDbGxsigFpUlFRUXBzc4OBgQHGjx8Pe3t7aGlp4eLFixg+fHiG2iAhIQFlypTB7NmzU5ye/GJPTkitXb7X8YOIiIgI+Pou22fPniE4OBjBwcFK04OCgtCoUSMAQNu2bbF06VLs3bsX3t7e2LBhA0qUKIFy5cpJ+TN7npXSOdG3xn/JZVc8mPwG99RkRwyVKC/F7gYGBmjYsCEaNmwIdXV1rFy5EufOnYObm1uq84SHh6N9+/Zo2LAhJk6cKJv2PetWqlQpuLq6Ys2aNejUqRPWrFkDDQ2NVK//fIuMxETNmjWDjo4ONmzYgBo1amDDhg1QUVHBTz/9lKF1fOtvLDNx27fE6QqFAnv37k0xr56eXpbLlFx8fDwaNmyI169fY/jw4ShRogR0dXXx5MkT+Pn5ZWucXqxYMTg7O8tGU8tsnP6tMToAzJgxQ/YEdVLZsW0ze+1zzZo18PPzg7e3N4YOHQozMzOoqqpiypQpuH//frrzZ+W6TnZLrV2+5/HjW7CDnIiIiDJk9erVACCddH348AHbt2+Hr6+vbDijRP3790dQUBDq1asHJycnODs7Y/v27Zg3b57Siee3ShyOKjo6GgCk4XrV1dUzfMdyehKH5TYzM8u2ZX7LsG1JTZ06FVu3bsWkSZOkuzE3b94MLS0t7N+/H5qamlLeFStWZKgcpqam0NfXR3x8/DfVN/FO3aTu3LkDHR0d2RMSbdu2xaBBg7Bu3Tp8/PgR6urqGRrOPKf4+vpi5cqVOHz4MG7evAkhRJbLY2pqCh0dHdy+fVtp2q1bt6CiovJdOheTyol9BEj9N71p0ybUq1cPy5cvl6VHRUXBxMQk29YPKB8PEu/0joqKkuXLyNDwiaytrQF8/T0nHQ785cuXSnfa29vbIzo6Olu3a0qaNWuGM2fOYPPmzWjXrl2aeUNCQvDq1Sts2bIFderUkdKTPvGUKLU2tLe3x+XLl9GgQYM0j13W1tZISEhAeHi47MmHpKOMANm7X+S14wcRERH92IKCgmBmZoaFCxcqTduyZQu2bt2KJUuWQFtbG3Xq1IGFhQXWr1+PWrVq4ciRIxg1apRsnoyeZ6Ulo/FfZs7VsiMezKrE8+/UzhVNTExSfHocyHjsnnhef+3atTTLkl1xe6VKlbBy5Uo8e/Ys1TwfP35Eq1atYGRkhHXr1imNFJdd1yXu3r0rvR4A+Bo7PXv2DE2aNJHl69SpEwYNGoRnz55h7dq18PLyUhpB63vR1dVF06ZNsXHjRsyePRvr169H7dq1YWlpmaXlJf2NJY3xYmNjER4eniu/e3t7ewghYGtrm6HR6zIitd/v1atXcefOHaxcuRKdOnWS0g8ePJgt603uy5cvUowOyOP0pKNKZDZOv3btGoQQsnomP24k7jcGBgY52q6Zvfa5adMm2NnZYcuWLbLy+/v7y/Kl1oaZua5jbW2tdJwHlI/92blf5KXjR2r4DnIiIiJK15EjRzBhwgTY2tpK76fZunUrPnz4gD59+qBNmzZKn6ZNm2Lz5s3S0G4BAQF49eoVunfvLnVgJXXgwAHs2rUrS+XbuXMnAEh34ZuZmaFu3bpYunRpisHny5cvM70ODw8PGBgYYPLkybJhj75lmTo6OgCUO+4yy97eHq1bt0ZgYCAiIyMBfL3bVaFQyO6+jYiIwLZt25Tm19XVVSqDqqoqWrdujc2bN6d4wSCj9T1z5ozs3UmPHj3C9u3b0ahRI9kduSYmJmjcuDHWrFmDoKAgeHp6ZnvHaWa4u7ujcOHCWL9+PdavX48qVapk+T1JqqqqaNSoEbZv3y4bsu758+dYu3YtatWq9V2H6AdyZh8BUv4tAV+3QfI7rTdu3Kj0nvPskHgcSTweGBgYwMTEROnd34sWLcrwMt3d3aGuro4FCxbI6pHScH4+Pj44c+YM9u/frzQtKioqxeNfVvz666+wsLDA4MGDU3yX24sXL6QnThL3taRlj42NTXEb6Orqpjicno+PD548eYI///xTadrHjx/x4cMHAP+7iSr5shcsWCD7np37RV47fhAREdGP6+PHj9iyZQuaNm2aYhzct29fvH//Hjt27ADw9V2sbdq0wc6dO7F69Wp8+fJF6Ua+jJ5npSWj8V9mztWyIx7MKgsLC5QvXx4rV66UxRfXrl3DgQMHlDpyk8po7G5qaoo6derg77//xsOHD2V5kp43J3bEZyRuj4mJwZkzZ1KctnfvXgApDxuf6Ndff8WdO3ewdevWFDuSsuu6xLJly2TzL168GF++fEHjxo1l+dq1aweFQoHffvsN//77r+x917nB19cXT58+xV9//YXLly9/002x7u7u0NDQwPz582XtvXz5crx9+xZeXl7ZUeRMadWqFVRVVREQEKAUPwsh8OrVq0wvM7Xfb0oxohAC8+bNy/Q60nPnzh3cvn1bNnJGYqd10jj9w4cPWLlyZYaX26RJEzx9+hSbNm2S0mJiYpReC+Hq6gp7e3vMnDlT1kmfKDuPZ5m59plSG5w7d07pGJLatcPMXNfx8PDAmTNnEBYWJqW9fv1aGhk0UXbuF3nt+JESPkFOREREMnv37sWtW7fw5csXPH/+HEeOHMHBgwdhbW2NHTt2SO/KCgoKgrGxMWrUqJHicpo3b44///wTu3fvRqtWreDr64urV69i0qRJuHTpEtq1awdra2u8evUK+/btw+HDhzM09NuTJ0+wZs0aAF87eC5fvoylS5fCxMQE/fr1k/ItXLgQtWrVQpkyZdCjRw/Y2dnh+fPnOHPmDB4/fozLly9narsYGBhg8eLF6NixIypWrIi2bdvC1NQUDx8+xO7du1GzZs1MD+mrra2NUqVKYf369XByckLhwoVRunTpLL0DbejQodiwYQPmzp2LqVOnwsvLC7Nnz4anpyd+/vlnvHjxAgsXLoSDg4PS+6hcXV1x6NAhzJ49G5aWlrC1tUXVqlUxdepUHD16FFWrVkWPHj1QqlQpvH79GhcvXsShQ4fw+vXrdMtVunRpeHh4oH///tDU1JQuxAQEBCjl7dSpkzQawYQJEzJV/xMnTuDTp09K6WXLls3SUPDq6upo1aoVgoOD8eHDB8ycOTPTy0hq4sSJOHjwIGrVqoXevXtDTU0NS5cuxefPnzF9+vRvWnZWZfc+Anz9LS1evBgTJ06Eg4MDzMzMUL9+fTRt2hTjx49Hly5dUKNGDVy9ehVBQUGyO5KzImm7v379Gjt27MCxY8fQtm1baXgzAOjevTumTp2K7t27o1KlSjh+/HiKncqpMTU1xZAhQzBlyhQ0bdoUTZo0waVLl7B3716ljtihQ4dix44daNq0Kfz8/ODq6ooPHz7g6tWr2LRpEyIiIrKl87ZQoULYunUrmjRpgvLly6NDhw5wdXUFAFy8eBHr1q2T3jFWo0YNFCpUCJ07d0b//v2hUCiwevXqFIeHc3V1xfr16zFo0CBUrlwZenp6aNasGTp27IgNGzbg119/xdGjR1GzZk3Ex8fj1q1b2LBhA/bv349KlSrB1dUVrVu3xty5c/Hq1StUq1YNx44dk7Z30rvfs3O/+JbjBxEREVFG7dixA+/fv0fz5s1TnF6tWjWYmpoiKChI6rzz9fXFggUL4O/vjzJlyqBkyZKyeTJ6npWWjMZ/mTlXy4548FvMmDEDjRs3RvXq1dGtWzd8/PgRCxYsgKGhIcaNG5fqfJmJ3efPn49atWqhYsWK6NmzJ2xtbREREYHdu3dLHUmJ59ijRo1C27Ztoa6ujmbNmqX4BHtMTAxq1KiBatWqwdPTE1ZWVoiKisK2bdtw4sQJeHt7o0KFCimWe/fu3Vi1ahVat26NK1euyNpNT08P3t7e2XZdIjY2Fg0aNICPjw9u376NRYsWoVatWkq/a1NTU3h6emLjxo0wMjLKVOfYly9fpGs3ybVs2TLVEQDS0qRJE+jr62PIkCHSTRxZZWpqipEjRyIgIACenp5o3ry5tC0qV66cK5159vb2mDhxIkaOHImIiAh4e3tDX18f4eHh2Lp1K3r27IkhQ4ZkeplGRkZYsmQJ9PX1oauri6pVq6JEiRKwt7fHkCFD8OTJExgYGGDz5s1KI6RlVtJ2T0hIQEREBJYsWYKEhATZk9GNGjVC8eLF0a1bNwwdOhSqqqr4+++/pd9zRvTo0QN//PEHOnXqhNDQUFhYWGD16tVSh3IiFRUV/PXXX2jcuDFcXFzQpUsXFC1aFE+ePMHRo0dhYGAgPXjzrTJz7bNp06bYsmULWrZsCS8vL4SHh2PJkiUoVaqUrCM/rWuHGb2uM2zYMKxZswYNGzZEv379oKuri7/++gvFixfH69evpWN/du4X33L8+G4EERERkRBixYoVAoD00dDQEObm5qJhw4Zi3rx54t27d1Le58+fCzU1NdGxY8dUlxcTEyN0dHREy5YtZemHDx8WLVq0EGZmZkJNTU2YmpqKZs2aie3bt6dbRmtra1kZVVRUhJmZmWjXrp24d++eUv779++LTp06CXNzc6Guri6KFi0qmjZtKjZt2qRU7wsXLsjmPXr0qAAgjh49qpTu4eEhDA0NhZaWlrC3txd+fn7in3/+SXeZnTt3FtbW1rK006dPC1dXV6GhoSEACH9//1Trn1imjRs3pji9bt26wsDAQERFRQkhhFi+fLlwdHQUmpqaokSJEmLFihXC399fJD8FvHXrlqhTp47Q1tYWAETnzp2lac+fPxd9+vQRVlZWQl1dXZibm4sGDRqIZcuWpVrORABEnz59xJo1a6RyVKhQQWmbJvr8+bMoVKiQMDQ0FB8/fkx3+Um3SWqfpNszsTzJWVtby+qc6ODBgwKAUCgU4tGjR0rTU9qWqa1DCCEuXrwoPDw8hJ6entDR0RH16tUTp0+fluXJzO/R2tpaeHl5Ka0npTKEh4cLAGLGjBmy9OzeRyIjI4WXl5fQ19cXAISbm5sQQohPnz6JwYMHCwsLC6GtrS1q1qwpzpw5I9zc3KQ8Scu5YsWKFLdh8nUnP2aVKFFCTJo0ScTGxsryx8TEiG7duglDQ0Ohr68vfHx8xIsXL5R+I4lt+vLlS6V1xsfHi4CAAKkOdevWFdeuXUvx9/P+/XsxcuRI4eDgIDQ0NISJiYmoUaOGmDlzplS21NpECJHusSCpp0+fioEDBwonJyehpaUldHR0hKurq5g0aZJ4+/atlO/UqVOiWrVqQltbW1haWophw4aJ/fv3K7VhdHS0+Pnnn4WRkZEAIDtmxcbGimnTpgkXFxehqakpChUqJFxdXUVAQIBsXR8+fBB9+vQRhQsXFnp6esLb21vcvn1bABBTp06Vlf9b9ouksnL8ICIiIsqsZs2aCS0tLfHhw4dU8/j5+Ql1dXXx33//CSGESEhIEFZWVgKAmDhxYorzZPQ8K614I6PxX2bO1b4lHkwtXkkqrXNiIYQ4dOiQqFmzptDW1hYGBgaiWbNm4saNG7I8ieeK4eHhsvSMxO5CCHHt2jXRsmVLYWRkJLS0tISzs7MYM2aMLM+ECRNE0aJFhYqKSorrShQXFyf+/PNP4e3tLaytrYWmpqbQ0dERFSpUEDNmzBCfP39Wqnti7JP8mkzST/LrCBmtW3KJ6zh27Jjo2bOnKFSokNDT0xPt27cXr169SnGeDRs2CACiZ8+eaS47qc6dO6cZpyduv8xejxFCiPbt2wsAwt3dPcV1J4/P0osl/vjjD1GiRAmhrq4uihQpInr16iXevHkjy+Pm5iZcXFxSrGfStkntmk1qZUgt/ty8ebOoVauW0NXVFbq6uqJEiRKiT58+4vbt25kukxBCbN++XZQqVUqoqanJfnM3btwQ7u7uQk9PT5iYmIgePXqIy5cvK8XkKR1HUpJSuxsYGIgGDRqIQ4cOKeUPDQ0VVatWFRoaGqJ48eJi9uzZKe7PaR1LHjx4IJo3by50dHSEiYmJ+O2338S+fftS/P1cunRJtGrVShgbGwtNTU1hbW0tfHx8xOHDh5XqmrxNUjvOpCYj1z4TEhLE5MmTpWNFhQoVxK5duzJ97TAj13US61+7dm2hqakpihUrJqZMmSLmz58vAIjIyEhZ3m/ZL5LKyvHje1IIkcZb5YmIiIiIvpMvX77A0tISzZo1U3pXNRHlb2FhYahQoQLWrFkjvaojO/H4QURERJR1OX2ulpOWL1+O7t2749GjRyhWrFhuF+eHs337dnh7e+P48eOoXbt2bheHiLLRgAEDsHTpUkRHR8teg5hd8vrxg+8gJyIiIqI8Ydu2bXj58iU6deqU20Uhom/w8eNHpbS5c+dCRUUFderUyZF18vhBRERElDG5ca6Wk549ewaFQoHChQvndlF+SH/++Sfs7OxQq1at3C4KEX2D5Mf+V69eYfXq1ahVq1aOdI4Def/4wXeQExEREVGuOnfuHK5cuYIJEyagQoUKcHNzy+0iEdE3mD59OkJDQ1GvXj2oqalh79692Lt3L3r27AkrK6tsXRePH0RERESZ8z3P1XLS8+fPsWnTJixZsgTVq1dXeu8wfZvg4GBcuXIFu3fvxrx582Tvpyei/Kd69eqoW7cuSpYsiefPn2P58uV49+4dxowZk+3ryi/HDw6xTkRERES5ys/PD2vWrEH58uURGBiI0qVL53aRiOgbHDx4EAEBAbhx4waio6NRvHhxdOzYEaNGjYKaWvbeo83jBxEREVHmfM9ztZwUEhKCJk2aoEqVKvjzzz/h6OiY20X6oSgUCujp6cHX1xdLlizJV78NIlL2+++/Y9OmTXj8+DEUCgUqVqwIf39/uLu7Z/u68svxgx3kRERERERERERERERERERUIPAd5EREREREREREREREREREVCCwg5yIiIiIiIiIiIiIiIiIiAqEvDnwOxERUQGWkJCAp0+fQl9fHwqFIreLQ0RERBkghMD79+9haWkJFRXei05ERJRXMeYmIiLKf7I75mYHORERUR7z9OlTWFlZ5XYxiIiIKAsePXqEYsWK5XYxiIiIKBWMuYmIiPKv7Iq52UFORESUx+jr6wP4+sfewMAgl0tDREREGfHu3TtYWVlJf8eJiIgob2LMTURElP9kd8zNDnIiIqI8JnGINwMDAwbrRERE+QyHaiUiIsrbGHMTERHlX9kVc/PFaEREREREREREREREREREVCCwg5yIiIiIiIiIiIiIiIiIiAoEdpATEREREREREREREREREVGBwHeQExERERHlovj4eMTFxeV2MYgoHerq6lBVVc3tYhARERERERHRN2IHORERERFRLhBCIDIyElFRUbldFCLKICMjI5ibm0OhUOR2UYiIiIiIiIgoi9hBTkRERESUCxI7x83MzKCjo8MON6I8TAiBmJgYvHjxAgBgYWGRyyUiIiIiIiIioqxiBzkRERER0XcWHx8vdY4bGxvndnGIKAO0tbUBAC9evICZmRmHWyciIiIiIiLKp1RyuwBERERERAVN4jvHdXR0crkkRJQZifts4j5MRERERERERPkPO8iJiIiIiHIJh1Unyl+4zxIRERERERHlf+wgJyIiIiIiIiIiIiIiIiKiAoEd5ERERERElGdFRkaiX79+sLOzg6amJqysrNCsWTMcPnwYAGBjYwOFQqH0mTp1qrSMrVu3olq1ajA0NIS+vj5cXFwwYMCA71L+kJAQKBQKREVFfZf1ERERERERERFR2tRyuwBEREREREQpiYiIQM2aNWFkZIQZM2agTJkyiIuLw/79+9GnTx/cunULADB+/Hj06NFDNq++vj4A4PDhw/D19cWkSZPQvHlzKBQK3LhxAwcPHvzu9ckLYmNjoaGhkdvFICIiIiIiIiLKNXyCnIiIiIiI8qTevXtDoVDg/PnzaN26NZycnODi4oJBgwbh7NmzUj59fX2Ym5vLPrq6ugCAnTt3ombNmhg6dCicnZ3h5OQEb29vLFy4MMPl2LlzJypXrgwtLS2YmJigZcuW0rTVq1ejUqVKUhl+/vlnvHjxAsDXDv569eoBAAoVKgSFQgE/Pz8AQEJCAqZMmQJbW1toa2ujXLly2LRpk2y9O3bsgKOjI7S0tFCvXj2sXLlS6Wn0zZs3w8XFBZqamrCxscGsWbNky7CxscGECRPQqVMnGBgYoGfPnqhfvz769u0ry/fy5UtoaGhIT+YTEREREREREf2o2EFORERERER5zuvXr7Fv3z706dNH6uxOysjIKEPLMTc3x/Xr13Ht2rUslWP37t1o2bIlmjRpgkuXLuHw4cOoUqWKND0uLg4TJkzA5cuXsW3bNkREREid4FZWVti8eTMA4Pbt23j27BnmzZsHAJgyZQpWrVqFJUuW4Pr16xg4cCA6dOiAY8eOAQDCw8PRpk0beHt74/Lly/jll18watQoWdlCQ0Ph4+ODtm3b4urVqxg3bhzGjBmDwMBAWb6ZM2eiXLlyuHTpEsaMGYPu3btj7dq1+Pz5s5RnzZo1KFq0KOrXr5+l7URERERERERElF8ohBAitwtBRERE//Pu3TsYGhri7du3MDAwyO3iEFEO+PTpE8LDw2FrawstLa3cLk6edP78eVStWhVbtmyRPbGdnI2NDZ49ewZ1dXVZ+t69e1G7dm18+PABPj4+2LNnD6ytrVGtWjU0atQI7du3h6amZrrlqFGjBuzs7LBmzZoMlfuff/5B5cqV8f79e+jp6SEkJAT16tXDmzdvpE79z58/o3Dhwjh06BCqV68uzdu9e3fExMRg7dq1GDFiBHbv3o2rV69K00ePHo1JkyZJy2rfvj1evnyJAwcOSHmGDRuG3bt34/r169L2qVChArZu3Srl+fTpEywtLbFkyRL4+PgAAMqVK4dWrVrB398/Q/UsqNLad/n3m4iIKH/g32wiIqL8J7v/fvMJciIiIiIiynMycx/v0KFDERYWJvtUqlQJAKCrq4vdu3fj3r17GD16NPT09DB48GBUqVIFMTEx6S47LCwMDRo0SHV6aGgomjVrhuLFi0NfXx9ubm4AgIcPH6Y6z7179xATE4OGDRtCT09P+qxatQr3798H8PWJ88qVK8vmS/rkOgDcvHkTNWvWlKXVrFkTd+/eRXx8vJSWuC0SaWlpoWPHjvj7778BABcvXsS1a9ekJ9+JiIiIiIiIiH5karldACIiIiIiouQcHR2hUChw69atdPOamJjAwcEhzTz29vawt7dH9+7dMWrUKDg5OWH9+vXo0qVLmvNpa2unOu3Dhw/w8PCAh4cHgoKCYGpqiocPH8LDwwOxsbGpzhcdHQ3g6/DtRYsWlU3LyFPtmZXSEPXdu3dH+fLl8fjxY6xYsQL169eHtbV1tq+biIiIiIiIiCiv4RPkRERERESU5xQuXBgeHh5YuHAhPnz4oDQ9Kioqy8u2sbGBjo5OistNrmzZsjh8+HCK027duoVXr15h6tSpqF27NkqUKIEXL17I8mhoaACA7InuUqVKQVNTEw8fPoSDg4PsY2VlBQBwdnbGP//8I1vWhQsXZN9LliyJU6dOydJOnToFJycnqKqqplmvMmXKoFKlSvjzzz+xdu1adO3aNc38REREREREREQ/Cj5BTkREREREedLChQtRs2ZNVKlSBePHj0fZsmXx5csXHDx4EIsXL8bNmzcBAO/fv0dkZKRsXh0dHRgYGGDcuHGIiYlBkyZNYG1tjaioKMyfPx9xcXFo2LBhumXw9/dHgwYNYG9vj7Zt2+LLly/Ys2cPhg8fjuLFi0NDQwMLFizAr7/+imvXrmHChAmy+a2traFQKLBr1y40adIE2tra0NfXx5AhQzBw4EAkJCSgVq1aePv2LU6dOgUDAwN07twZv/zyC2bPno3hw4ejW7duCAsLQ2BgIABAoVAAAAYPHozKlStjwoQJ8PX1xZkzZ/DHH39g0aJFGdq+3bt3R9++faGrq5vme96JiIiIiIiIiH4kfIKciIiIiIjyJDs7O1y8eBH16tXD4MGDUbp0aTRs2BCHDx/G4sWLpXxjx46FhYWF7DNs2DAAgJubG/7991906tQJJUqUQOPGjREZGYkDBw7A2dk53TLUrVsXGzduxI4dO1C+fHnUr18f58+fBwCYmpoiMDAQGzduRKlSpTB16lTMnDlTNn/RokUREBCAESNGoEiRIujbty8AYMKECRgzZgymTJmCkiVLwtPTE7t374atrS0AwNbWFps2bcKWLVtQtmxZLF68GKNGjQLwv2HYK1asiA0bNiA4OBilS5fG2LFjMX78+Ay/S7xdu3ZQU1NDu3btoKWllaF5iIiIiIiIiIjyO4UQQuR2IYiIiOh/3r17B0NDQ7x9+xYGBga5XRwiygGfPn1CeHg4bG1t2TFJGTZp0iQsWbIEjx49ypblRUREwN7eHhcuXEDFihWzZZk/urT2Xf79JiIiyh/4N5uIiCj/ye6/3xxinYiIiIiIKA9atGgRKleuDGNjY5w6dQozZsyQnkD/FnFxcXj16hVGjx6NatWqsXOciIiIiIiIiAoUdpATEREREVGB5eLiggcPHqQ4benSpWjfvv13LtH/3L17FxMnTsTr169RvHhxDB48GCNHjvzm5Z46dQr16tWDk5MTNm3alA0lJSIiIiIiIiLKP9hBTkREREREBdaePXsQFxeX4rQiRYp859LIzZkzB3PmzMn25datWxd80xYRERERERERFVTsICciIiIiogLL2to6t4tARERERLngtmsl6Kmq5nYxiIiIfhglb93M7SJkmEpuF4CIiIiIiIiIiIiIiIiIiOh7YAc5EREREREREREREREREREVCOwgJyIiIiIiIiIiIiIiIiKiAoEd5EREREREREREREREREREVCCwg5yIiIiIiIiIiIiIiIiIiAoEdpATEREREVG2CwwMhJGRUabm8fPzg7e3d46UJzt9z3IuX74cjRo1+i7ryi0jRoxAv379crsYRERERERERFRAsIOciIiIiIgyLLXO4ZCQECgUCkRFRQEAfH19cefOnRwvT2BgIBQKhfTR09ODq6srtmzZkuPrzmmfPn3CmDFj4O/vL6Ulr69CoYCWlpZsPiEExo4dCwsLC2hra8Pd3R13795Nc10pLTfx8+LFCwD/a+Pkn8jISGk5QUFBsLKyQqFChTBo0CDZOiIiIuDk5IR3797J0ocMGYKVK1fi33//zdJ2IiIiIiIiIiLKDLXcLgAREREREf2PzYjd321dEVO9cmzZ2tra0NbWzrHlJ2VgYIDbt28DAN6/f48VK1bAx8cH169fh7Ozc5aXGxcXB3V19ewqZqZt2rQJBgYGqFmzpiw9aX0BQKFQyKZPnz4d8+fPx8qVK2Fra4sxY8bAw8MDN27cUOpMT+Tr6wtPT09Zmp+fHz59+gQzMzNZ+u3bt2FgYCB9T5z+33//oXv37ggMDISdnR28vLxQv359NG3aFADQu3dvTJ06VTYvAJiYmMDDwwOLFy/GjBkzMrJpiIiIiIiIiIiyjE+QExERERFRtktpiPWJEyfCzMwM+vr66N69O0aMGIHy5csrzTtz5kxYWFjA2NgYffr0QVxcXJrrUigUMDc3h7m5ORwdHTFx4kSoqKjgypUrsjzbtm2TzWdkZITAwEAAX59uVigUWL9+Pdzc3KClpYWgoCDEx8dj0KBBMDIygrGxMYYNGwYhhGw5CQkJmDJlCmxtbaGtrY1y5cph06ZN0vTEJ68PHz6MSpUqQUdHBzVq1JB1cqckODgYzZo1S7O+5ubmKFKkiDRNCIG5c+di9OjRaNGiBcqWLYtVq1bh6dOnSvVPSltbW7ZMVVVVHDlyBN26dVPKa2ZmJsurovI1rPz3339haGgIX19fVK5cGfXq1cPNmzcBAOvWrYO6ujpatWqV4vqbNWuG4ODgNLcHEREREf0fe3ceXtPV/n/8cxKRRCKJOaEIMoiYa9aaibGlqq2qmBUxVUJpDTFXa2y1aKmoGvvQyVRFqKnmEISSCtVGaZGIIUjO7w8/++tIREIi5bxf15Xrsddee+1775P0PPe5z14LAABkBgrkAAAAALLcokWLNH78eE2aNEn79u1TsWLFNGvWrBT9wsPDFR0drfDwcC1YsEBhYWFGETs9kpKStGDBAklS5cqVMxzn0KFDNWDAAEVFRSkgIEBTpkxRWFiYvvzyS23btk0XL17Ut99+a3HMxIkT9dVXX2n27Nk6cuSI3nnnHb311lvasmWLRb/3339fU6ZM0d69e5UjRw517do1zVi2bdumKlWqpGhPSEhQ8eLFVbRoUb388ss6cuSIse/UqVM6d+6cGjVqZLS5urqqevXq2rlzZ7rvw1dffaVcuXLp1VdfTbGvYsWK8vDwUOPGjbV9+3aj3dvbW9euXdOBAwd08eJF7dmzR+XLl9elS5c0YsQIzZw584Hnq1atms6ePauYmJh0xwgAAAAAAPAomGIdAAAAQIasWrVKzs7OFm1JSUlpHvPJJ5+oW7du6tKliyRp5MiRWr9+vRISEiz65cmTRzNnzpStra1Kly6tFi1aaOPGjerRo8cDx46LizPiuX79uuzs7PT555+rVKlSGb62gQMHWjzlPH36dA0bNsxomz17tn766Sdjf2JioiZMmKANGzaoZs2akqSSJUtq27ZtmjNnjurWrWv0HT9+vLE9dOhQtWjRQjdu3Eh12vPLly8rLi5OhQsXtmj39fXVl19+qfLlyysuLk6TJ09WrVq1dOTIET333HPGeuD3PlV+d/vetcIfZt68eXrzzTctpsn38PDQ7NmzVaVKFSUmJmru3LmqV6+edu3apcqVKytPnjxasGCBAgMDdf36dQUGBiogIEDdunVT3759derUKb300ku6deuWQkNDLYrvd6/z9OnT8vT0THecAAAAAAAAGUWBHAAAAECG1K9fP8XT37t27dJbb731wGOOHz+uPn36WLRVq1ZNmzZtsmjz9/eXra2tse3h4aHIyMg048mdO7f2798vSbp27Zo2bNigXr16KV++fKlOUZ6We5/YjouLU2xsrKpXr2605ciRQ1WqVDGmWT958qSuXbumxo0bW4xz8+ZNVapUyaKtfPnyFtclSefPn1exYsVSxHH9+nVJSlE8r1mzplGIl6RatWrJz89Pc+bM0dixY9N1jc2aNdPWrVslScWLF7d4Al2Sdu7cqaioKC1cuNCi3dfX12JN91q1aik6OlrTpk0z+rZp00Zt2rQx+mzZskWHDh3SJ598Ii8vLy1ZskTu7u6qVq2a6tSpY6xffrcQf+3atXRdAwAAAAAAwKOiQA4AAAAgQ5ycnOTl5WXRdvbs2UwZ287OzmLbZDIpOTk5zWNsbGws4ilfvrzWr1+vSZMmGQVyk8mUYu3w1NY2d3JyylC8d5+AX716tYoUKWKxz97e3mL73mszmUyS9MBry5cvn0wmky5dupTm+e3s7FSpUiWdPHlSkuTu7i5J+vvvv40i/N3tu+u9z5071yjA33+/7+6vWLGinn/++TTPLd35ksO2bdtS3ZeYmKg+ffpo4cKFOnnypG7fvm08Qe/j46Ndu3YZr8/FixclSQUKFHjoOQEAAAAAAB4HBXIAAAAAWc7X11d79uxRYGCg0bZnz54sO5+tra1RBJbuFF5jY2ON7RMnTjz0aWVXV1d5eHho165dqlOnjiTp9u3b2rdvn7G+eZkyZWRvb68zZ85YTKf+uHLmzKkyZcro6NGjatKkyQP7JSUlKTIyUs2bN5cklShRQu7u7tq4caNREI+Pj9euXbvUu3dvSUpRyL9XQkKCli9frokTJ6YrzoiICItC/L3GjRunpk2bqnLlyjpw4IBu375t7Lt165bFtPyHDx+WnZ2d/P3903VeAACAx9UpOIdsHW0f3hGAhchOac/wBQBPAwrkAAAAALJcv3791KNHD1WpUkW1atXSsmXLdOjQIZUsWfKxxzabzcb62tevX9fPP/+sn376SSNHjjT6NGjQQDNnzlTNmjWVlJSkd999N9Wnp+83YMAAffDBB/L29lbp0qU1depUXb582difO3duhYSE6J133lFycrJeeOEFxcXFafv27XJxcVGnTp0e+boCAgK0bds2DRw40GgbM2aMatSoIS8vL12+fFkfffSRTp8+re7du0u682T6wIEDNW7cOHl7e6tEiRIaMWKEChcurNatWz/0nMuWLdPt27dTnS5/+vTpKlGihPz9/XXjxg3NnTtXmzZt0vr161P0PXr0qJYtW6YDBw5IkkqXLi0bGxvNmzdP7u7uOnbsmKpWrWr037p1q1588UWLNc8BAAAAAACyAgVyAAAAAFmuQ4cO+v333xUSEqIbN27otddeU+fOnbV79+7HHjs+Pt54itne3l7FixfXmDFj9O677xp9pkyZoi5duujFF19U4cKFNWPGDO3bt++hYwcHBys2NladOnWSjY2NunbtqjZt2iguLs7oM3bsWBUoUEATJ07U77//Ljc3N1WuXFnvvffeY11Xt27dVKVKFcXFxcnV1VWSdOnSJfXo0UPnzp1Tnjx59Pzzz2vHjh0qU6aMcdyQIUN09epV9ezZU5cvX9YLL7ygdevWpVjPPDXz5s3TK6+8Ijc3txT7bt68qeDgYP3555/KlSuXypcvrw0bNqh+/foW/cxms3r27KmpU6caU9Y7OjoqLCxMQUFBSkxM1MyZMy2eZF+6dKlCQ0Mf4S4BAAAAAABkjMl8/0J8AAAgW8XHx8vV1VVxcXFycXHJ7nAAZIEbN27o1KlTKlGiRLqKls+qxo0by93dXQsXLszuUP6z2rVrp8qVK2vYsGHZHUqWWbt2rYKDg3Xo0CHlyPHf/g53Wn+7vH8DAPB0uPue7TfLjynWgUfAFOsAskNm59z/7U8fAAAAADwTrl27ptmzZysgIEC2trZasmSJNmzYoJ9//jm7Q/tP++ijj/Tjjz9mdxhZ6urVq5o/f/5/vjgOAAAAAACeDXwCAQAAACDLmUwmrVmzRuPHj9eNGzfk6+urFStWqFGjRtkd2n+ap6en+vXrl91hZKlXX301u0MAAAAAAABWhAI5AAAAgCzn6OioDRs2ZHcYAAAAAAAAsHI22R0AAAAAAAAAAAAAAABPAgVywMqEhYXJzc3N2A4NDVXFihUt+oSGhqpQoUIymUz67rvvsjQeT09PTZ8+PUvP8TRJ7fV4Fj2J363sdP/r2LlzZ7Vu3Trb4gEAAADwZJBz/7eRcz8byLkBAMDjokAOPEXOnTunfv36qWTJkrK3t1fRokXVqlUrbdy48ZHHDAkJsTg+KipKo0eP1pw5cxQbG6tmzZplRugPtGfPHvXs2fOxxjh48KBeeuklFSxYUA4ODvL09NTrr7+u8+fPS5I2b94sk8mky5cvZ0LEKT/wyEz3vx6PIj4+XiNGjJC/v78cHR2VL18+Va1aVR9++KEuXbqUSZGmT2Z/+HDy5El16dJFzz33nOzt7VWiRAm1b99ee/fuzbRzZIbMeB0BAAAAPFnk3Kkj57ZEzp39yLkBAMDjYg1y4CkRExOj2rVry83NTR999JHKlSunW7du6aefflJQUJCOHTv2SOM6OzvL2dnZ2I6OjpYkvfzyyzKZTI8c761bt2RnZ/fQfgUKFHjkc0jShQsX1LBhQ7Vs2VI//fST3NzcFBMTox9++EFXr17N0Fg3b95Uzpw5Hyuex3X/65FRFy9e1AsvvKD4+HiNHTtWzz//vFxdXXX8+HHNnz9fixcvVlBQUKrH/heuPy179+5Vw4YNVbZsWc2ZM0elS5fWlStX9P333ys4OFhbtmzJ7hANj/s6AgAAAHiyyLlTR85tiZz7v4GcGwAAPC6eIAeeEn369JHJZNLu3bvVtm1b+fj4yN/fX4MGDdKvv/5q9Js6darKlSsnJycnFS1aVH369FFCQsIDx73328ahoaFq1aqVJMnGxsZI1pOTkzVmzBjjG8QVK1bUunXrjDFiYmJkMpm0bNky1a1bVw4ODlq0aJExxdXkyZPl4eGhfPnyKSgoSLdu3TKOvX+6t4zGv337dsXFxWnu3LmqVKmSSpQoofr162vatGkqUaKEYmJiVL9+fUlSnjx5ZDKZ1LlzZ0lSvXr11LdvXw0cOFD58+dXQEDAQ2PYvHmzunTpori4OJlMJplMJoWGhkqSEhMTFRISoiJFisjJyUnVq1fX5s2bLeL94osvVLRoUeXKlUtt2rTR1KlTHzr93pdffil/f3/Z29vLw8NDffv2feD9eO+993TmzBnt3r1bXbp0Ufny5VW8eHE1adJES5YsUZ8+fSzu/dixYxUYGCgXFxfjqYIVK1YY5/P09NSUKVOMY2bOnKmyZcsa2999951MJpNmz55ttDVq1EjDhw9XWFiYRo8erYMHDxr3KiwszOj3zz//qE2bNsqVK5e8vb31ww8/PPC6zGazOnfuLG9vb23dulUtWrRQqVKlVLFiRY0aNUrff/+90TcyMlINGjQwvsnfs2dPi9+hevXqaeDAgRbjt27d2vi9uHtvJkyYoK5duyp37twqVqyYPv/8c4tjzp49q/bt2ytv3rxycnJSlSpVtGvXLknWM20fAAAA8Kwg504dObclcm5ybgAA8GygQA48BS5evKh169YpKChITk5OKfbfm+zZ2Njo448/1pEjR7RgwQJt2rRJQ4YMSdd5QkJCNH/+fElSbGysYmNjJUkzZszQlClTNHnyZB06dEgBAQF66aWXdOLECYvjhw4dqgEDBigqKspIfMPDwxUdHa3w8HAtWLBAYWFhFgnb/TIav7u7u27fvq1vv/1WZrM5xf6iRYtqxYoVkqTjx48rNjZWM2bMMPYvWLBAOXPm1Pbt242EM60YatWqpenTp8vFxcW4RyEhIZKkvn37aufOnVq6dKkOHTqkdu3aqWnTpsZ92r59u3r16qUBAwYoIiJCjRs31vjx4x/8gkiaNWuWgoKC1LNnT0VGRuqHH36Ql5dXqn2Tk5O1bNkyvfXWWypcuHCqfe5/QmHy5MmqUKGCDhw4oBEjRmjfvn167bXX9MYbbygyMlKhoaEaMWKE8ZrVrVtXR48e1YULFyRJW7ZsUf78+Y0PJW7duqWdO3eqXr16ev311xUcHCx/f3/jXr3++uvGuUePHq3XXntNhw4dUvPmzdWhQwddvHgx1bgjIiJ05MgRBQcHy8Ym5VvX3b+Bq1evKiAgQHny5NGePXv0zTffaMOGDWl+wPEgU6ZMUZUqVXTgwAH16dNHvXv31vHjxyVJCQkJqlu3rv7880/98MMPOnjwoIYMGaLk5OQMnwcAAABA9iLnJucm5ybnBgAA1oUp1oGnwMmTJ2U2m1W6dOmH9r33W7qenp4aN26cevXqpc8+++yhxzo7OxtJj7u7u9E+efJkvfvuu3rjjTckSZMmTVJ4eLimT5+uTz/91OLcr7zyisWYefLk0cyZM2Vra6vSpUurRYsW2rhxo3r06JEp8deoUUPvvfee3nzzTfXq1UvVqlVTgwYNFBgYqEKFCsnW1lZ58+aVJBUsWDDFOmbe3t768MMP0x1Dzpw55erqKpPJZHGPzpw5o/nz5+vMmTNGohwSEqJ169Zp/vz5mjBhgj755BM1a9bMSO59fHy0Y8cOrVq1KtVrk6Rx48YpODhYAwYMMNqqVq2aat8LFy7o8uXL8vX1tWh//vnnjSSzVatWWrJkibGvQYMGCg4ONrY7dOighg0basSIEUaMR48e1UcffaTOnTurbNmyyps3r7Zs2aJXX31VmzdvVnBwsPEByO7du3Xr1i3VqlVLjo6OcnZ2Vo4cOSzu1V2dO3dW+/btJUkTJkzQxx9/rN27d6tp06Yp+t79wONhfwOLFy/WjRs39NVXXxkfbM2cOVOtWrXSpEmTVKhQoTSPv1fz5s2Nb/+/++67mjZtmsLDw+Xr66vFixfrwoUL2rNnj/H79aAPUdIjMTFRiYmJxnZ8fPwjjwUA/xVhYWEaOHBghtYj7dy5sy5fvqzvvvsuy+L6rwoNDdV3332niIiILD/Xxo0b1bdvXx0+fFi2trZZfr7/qqFDh+rq1av65JNPsjsUANmMnJucm5ybnBsAAFgXCuTAUyC1b2k/yIYNGzRx4kQdO3ZM8fHxun37tm7cuKFr164pV65cGT53fHy8/vrrL9WuXduivXbt2jp48KBFW5UqVVIc7+/vb/HBq4eHhyIjIzM1/vHjx2vQoEHatGmTdu3apdmzZ2vChAn65ZdfVK5cuTSv7/nnn8+UGCIjI5WUlCQfHx+L9sTEROXLl0/SnW/Tt2nTxmJ/tWrVHpisnz9/Xn/99ZcaNmyY5jU8zLfffqubN2/q3Xff1fXr1y323f+aRUVF6eWXX7Zoq127tqZPn66kpCTZ2tqqTp062rx5sxo1aqSjR4+qT58++vDDD3Xs2DFt2bJFVatWTdfvWvny5Y1/Ozk5ycXFRefPn0+1b3r/BqKiolShQgWLpz5q166t5ORkHT9+PEPJ+r3x3f1w5m58ERERqlSpkpGoP66JEydq9OjRmTIWAGS1BxWxN2/erPr16+vSpUtyc3PT66+/rubNm2dPkA9wf4wP63eXg4ODSpYsqQEDBhjToz7NhgwZouHDhxv/H61z585asGBBin5lypTRkSNHJN0p4N//XuXr6/vQNXnHjx+v1atXKyIiQjlz5kz1CxNnzpxR7969FR4eLmdnZ3Xq1EkTJ05Ujhz/l65u3rxZgwYN0pEjR1S0aFENHz7cYqrWRYsWaejQoUpISFCXLl00depUY19MTIyaNGmivXv3ysXFxWgPCQlRyZIl9c4776hkyZJpXgeAZxs5Nzn34yDnfnpz7l9Pn5XLRIrlAABYIwrkwFPA29tbJpPpoR9AxsTEqGXLlurdu7fGjx+vvHnzatu2berWrZtu3rz5SMl6RqQ2FZ2dnZ3FtslkeuCUWI8Tf758+dSuXTu1a9dOEyZMUKVKlTR58uRUP+xNK+ZHjSEhIUG2trbat29fiiexnJ2d04zhQRwdHTPUv0CBAnJzczO+uX5XsWLFJEm5c+dO8aF0aq/Zw9SrV0+ff/65tm7dqkqVKsnFxcVI4Lds2aK6deuma5yM/G7c/RDk2LFjqlSpUoZjvpeNjU2K5P/eNfrSE19GX5uHGTZsmAYNGmRsx8fHq2jRopl6DgBPkVDXJ3iuuCwb2tHRMdP/e/mkHT9+XC4uLrp+/bp+/PFH9e7dW6VKlXqsD9Jv3bqV4j3mSdq2bZuio6PVtm1bo23GjBn64IMPjO3bt2+rQoUKateuncWx/v7+2rBhg7F9bwH7QW7evKl27dqpZs2amjdvXor9SUlJatGihdzd3bVjxw7FxsYqMDBQdnZ2mjBhgiTp1KlTatGihXr16qVFixZp48aN6t69uzw8PBQQEKB//vlH3bt3V1hYmEqWLKkWLVqoQYMGatmypaQ76wp/8MEHFsVxScZ6uLNmzdJHH32UjrsH4FlFzk3OnR7k3OlDzg0AAJ4GrEEOPAXy5s2rgIAAffrpp7p69WqK/XcTsH379ik5OVlTpkxRjRo15OPjo7/++uuxzu3i4qLChQtr+/btFu3bt29XmTJlHmvs+2VW/Dlz5lSpUqWMe5UzZ05Jdz6AzYwYcubMmWKsSpUqKSkpSefPn5eXl5fFz92pznx9fbVnzx6L4+7fvlfu3Lnl6empjRs3PvyidScJfe211/T1118/8uvu5+eX6mvt4+NjfAhxd020b775RvXq1ZN0J4HfsGGDtm/fbrRJqd+rR1GxYkWVKVNGU6ZMSTWhv/s34Ofnp4MHD1r8nWzfvl02NjbGNHgFChQw1vqT7vxeHD58OEPxlC9fXhEREQ9cvy2j7O3t5eLiYvEDAE+7sLCwFE9pjxs3TgULFlTu3LnVvXt3DR06VBUrVkxx7OTJk+Xh4aF8+fIpKCjI4kPVxMREhYSEqEiRInJyclL16tWNdTkl6fTp02rVqpXy5MkjJycn+fv7a82aNYqJiTGeCs+TJ49MJpPFE8ipKViwoNzd3VWiRAn1799fJUqU0P79+439np6emj59usUxFStWVGhoqLFtMpk0a9YsvfTSS3JycjLWQv3ggw9UqFAh5c6dW926ddONGzdSnH/u3Lny8/OTg4ODSpcubTH9bUxMjEwmk1auXKn69esrV65cqlChgnbu3JnmNS1dulSNGzeWg4OD0ebq6ip3d3fjZ+/evbp06ZK6dOlicezdKVzv/uTPnz/Nc0l31j995513HviE4fr163X06FF9/fXXqlixopo1a6axY8fq008/1c2bNyVJs2fPVokSJTRlyhT5+fmpb9++evXVVzVt2jRJ0u+//y5XV1e9/vrrqlq1qurXr6+oqChJ0pIlS2RnZ5diSuK7WrVqpaVLlz70OgA828i5M4acm5ybnBsAADztKJADT4lPP/1USUlJqlatmlasWKETJ04oKipKH3/8sWrWrCnpznpMt27d0ieffKLff/9dCxcu1OzZsx/73IMHD9akSZO0bNkyHT9+XEOHDlVERITFGl2Z4VHiX7Vqld566y2tWrVKv/32m44fP67JkydrzZo1xrRlxYsXl8lk0qpVq3ThwgUlJCQ8Vgyenp5KSEjQxo0b9c8//+jatWvy8fFRhw4dFBgYqJUrV+rUqVPavXu3Jk6cqNWrV0uS+vXrpzVr1mjq1Kk6ceKE5syZo7Vr18pkMj0wntDQUE2ZMkUff/yxTpw4of3796e5TuaECRNUpEgRVatWTV9++aUOHTqk6Ohoffvtt9q5c+dD1xkNDg7Wxo0bNXbsWP32229asGCBZs6caazhJt1JVPPkyaPFixdbJOvfffedEhMTLaYG9PT01KlTpxQREaF//vnHYs2vjDCZTJo/f75+++03vfjii1qzZo1+//13HTp0SOPHjzde6w4dOsjBwUGdOnXS4cOHFR4ern79+qljx47GVG8NGjTQ6tWrtXr1ah07dky9e/fO0Pq4ktS+fXu5u7urdevW2r59u37//XetWLHioUUJALBmixYt0vjx4zVp0iTt27dPxYoV06xZs1L0Cw8PV3R0tMLDw7VgwQKFhYUpLCzM2N+3b1/t3LlTS5cu1aFDh9SuXTs1bdrUWDszKChIiYmJ+uWXXxQZGalJkybJ2dlZRYsW1YoVKyTdeTI8NjbWWM/zYcxms9atW6czZ86oevXqGb720NBQtWnTRpGRkeratauWL1+u0NBQTZgwQXv37pWHh0eKtV8XLVqkkSNHavz48YqKitKECRM0YsSIFE/qvf/++woJCVFERIR8fHzUvn173b59+4GxbN26NdUpeu81b948NWrUSMWLF7doP3HihAoXLqySJUuqQ4cOOnPmTAbvREo7d+5UuXLlLKZkDQgIUHx8vDG9+86dO9WoUSOL4wICAoz3XW9vb127dk0HDhzQxYsXtWfPHpUvX16XLl3SiBEjNHPmzAeev1q1ajp79qxiYmIe+1oAPN3IuVNHzm2JnJucGwAAPBsokANPiZIlS2r//v2qX7++goODVbZsWTVu3FgbN240PlyuUKGCpk6dqkmTJqls2bJatGiRJk6c+Njn7t+/vwYNGqTg4GCVK1dO69at0w8//CBvb+/HHvtejxJ/mTJllCtXLgUHB6tixYqqUaOGli9frrlz56pjx46SpCJFimj06NEaOnSoChUqpL59+z5WDLVq1VKvXr30+uuvq0CBAvrwww8lSfPnz1dgYKCCg4Pl6+ur1q1ba8+ePcZ0a7Vr19bs2bM1depUVahQQevWrdM777xj8QTX/Tp16qTp06frs88+k7+/v1q2bGkUAFKTL18+7d69W4GBgfroo49UrVo1lStXTqGhoXr99df1xRdfpHk/K1eurOXLl2vp0qUqW7asRo4cqTFjxlg8YWcymfTiiy/KZDLphRdekHQngXdxcVGVKlUsppBr27atmjZtqvr166tAgQJasmRJmudPS7Vq1bR37155eXmpR48e8vPz00svvaQjR44YT+/lypVLP/30ky5evKiqVavq1VdfVcOGDS0+GO/atas6deqkwMBA1a1bVyVLlrRYZzY9cubMqfXr16tgwYJq3ry5ypUrpw8++OChH4YAwLNi1apVcnZ2tvhp1qxZmsd88skn6tatm7p06SIfHx+NHDky1aeK8+TJo5kzZ6p06dJq2bKlWrRoYTzZdebMGc2fP1/ffPONXnzxRZUqVUohISF64YUXNH/+fKNP7dq1Va5cOZUsWVItW7ZUnTp1ZGtra6xjeffJcFfXtKezf+655+Ts7KycOXOqRYsWGjVqlOrUqZPh+/Xmm2+qS5cuKlmypIoVK6bp06erW7du6tatm3x9fTVu3LgUTwmOGjVKU6ZM0SuvvKISJUrolVde0TvvvKM5c+ZY9AsJCVGLFi3k4+Oj0aNH6/Tp0zp58uQDYzl9+rQKFy78wP1//fWX1q5dq+7du1u0V69eXWFhYVq3bp1mzZqlU6dO6cUXX9SVK1cyfD/ude7cuRTrld7dPnfuXJp94uPjdf36deXJk0cLFixQYGCgqlWrpsDAQAUEBCgkJER9+/bVqVOnVKlSJZUtW1b/+9//LMa5ey9Onz79WNcB4OlHzp06cm5L5Nzk3AAA4NlgMt+/KAwA4Inp0aOHjh07pq1bt2Z3KPgPiY+Pl6urq+Li4pj6DXhG3bhxQ6dOnVKJEiVSfmj7H1+DvHPnzvrzzz9TPP29a9cuvfXWW7p06ZLc3NwUFhamgQMHGk8M5cmTRzNmzFBgYKBxzKBBg7Rp0yZFREQYY1+4cMF4EkySBgwYoMjISG3atEmrV69Wy5YtU6znmZiYqFdeeUXLli3T3Llz1bt3b1WrVk2NGjVS27ZtVb58eUnS5s2bVb9+fSPGB7nbb//+/cqdO7cSExO1e/du9e3bV5MnT1bv3r0l3Xlqa+DAgRo4cKBxbMWKFdW6dWtjmnWTyaSvv/5aHTp0MPqkdi/eeecdhYeHKyIiQlevXpWzs7McHR1lY/N/32m+ffu2XF1d9ffffysmJkYlSpTQ7t27VbVqVUnSpUuXlDdvXm3ZsuWBhXx7e3t9/fXXKdYXv2vixImaMmWK/vrrL2PK3NRcvnxZxYsX19SpU9WtWzf16tVLX3/9tbH//qcH7/99uKtnz546ffq0fvrpJ6Pt2rVrcnJy0po1a9SsWTP5+PioS5cuGjZsmNFnzZo1atGiha5du5bqOqVbtmxRSEiItmzZIi8vLy1ZskTu7u6qVq2aTpw4oYIFC0q6syZqzpw5jXM9TFp/u7x/A8B/Dzk3UmO8Zw/NLZeJ8dkdDgAASIfMzrlzZEJMAIB0mjx5sho3biwnJyetXbtWCxYsSDGlKgAA/3VOTk7y8vKyaDt79mymjG1nZ2exbTKZjLUwExISZGtrq3379qV4gsjZ2VmS1L17dwUEBGj16tVav369UfDt169fhmMpUaKEUUj39/fXrl27NH78eKNAbmNjo/u/b3zveul33V/Qf5i7xeUvvvgixZTu91/3vffr7hSyqa0delf+/Pl16dKlVPeZzWZ9+eWX6tixY5rFcUlyc3OTj4+P8bT6mDFjLKaHTS93d3ft3r3bou3vv/829t3937tt9/ZxcXFJtTiemJioPn36aOHChTp58qRu376tunXrSpJ8fHy0a9cutWrVSpKMtU0LFCiQ4dgBAP895NwAAABID6ZYB4AnaPfu3WrcuLHKlSun2bNn6+OPP04xhSkAAM8iX19f7dmzx6Lt/u2HqVSpkpKSknT+/Hl5eXlZ/NwtpkpS0aJF1atXL61cuVLBwcHGdKd3i75JSUmPdA22tra6fv26sV2gQAHFxsYa2/Hx8Tp16tRDx/Hz89OuXbss2n799Vfj34UKFVLhwoX1+++/p7jOEiVKPFLsd1WqVElHjx5Ndd+WLVt08uRJdevW7aHjJCQkKDo6Wh4eHpLuTFt/b5zpVbNmTUVGRur8+fNG288//ywXFxdj2vmaNWsa0+zf2+fumsD3GzdunJo2barKlSsrKSnJYk32W7duWbz+hw8flp2dnfz9/dMdMwDgv4ucGwAAAOnBE+QA8AQtX748u0MAACBb9OvXTz169FCVKlVUq1YtLVu2TIcOHVLJkiXTPYaPj486dOigwMBATZkyRZUqVdKFCxe0ceNGlS9fXi1atNDAgQONabkvXbqk8PBw+fn5SZKKFy8uk8mkVatWqXnz5nJ0dDSePE/N+fPndePGDWOK9YULF+rVV1819jdo0EBhYWFq1aqV3NzcNHLkyHStjTlgwAB17txZVapUUe3atbVo0SIdOXLE4l6MHj1a/fv3l6urq5o2barExETt3btXly5d0qBBg9J9z+4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",
      "text/plain": [
       "<Figure size 2000x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Outcome Analysis by Environmental Burden Category:\n",
      "\n",
      "GHG Efficiency (Reductions per Dollar):\n",
      "CES_category                                        High Burden (50-75%)  \\\n",
      "Agency Name                                                                \n",
      "California Air Resources Board                                    0.0092   \n",
      "California Department of Community Services and...                0.0034   \n",
      "California Department of Resources Recycling an...                0.0023   \n",
      "California Department of Water Resources                          0.0106   \n",
      "California Energy Commission                                      0.0000   \n",
      "California Strategic Growth Council                               0.0021   \n",
      "\n",
      "CES_category                                        Highest Burden (75-100%)  \\\n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                        0.0084   \n",
      "California Department of Community Services and...                    0.0037   \n",
      "California Department of Resources Recycling an...                    0.0026   \n",
      "California Department of Water Resources                              0.0088   \n",
      "California Energy Commission                                          0.0000   \n",
      "California Strategic Growth Council                                   0.0022   \n",
      "\n",
      "CES_category                                        Low Burden (0-25%)  \\\n",
      "Agency Name                                                              \n",
      "California Air Resources Board                                  0.0163   \n",
      "California Department of Community Services and...              0.0034   \n",
      "California Department of Resources Recycling an...              0.0013   \n",
      "California Department of Water Resources                        0.0122   \n",
      "California Energy Commission                                    0.0000   \n",
      "California Strategic Growth Council                             0.0918   \n",
      "\n",
      "CES_category                                        Moderate Burden (25-50%)  \n",
      "Agency Name                                                                   \n",
      "California Air Resources Board                                        0.0114  \n",
      "California Department of Community Services and...                    0.0038  \n",
      "California Department of Resources Recycling an...                    0.0017  \n",
      "California Department of Water Resources                              0.0148  \n",
      "California Energy Commission                                             NaN  \n",
      "California Strategic Growth Council                                   0.0943  \n",
      "\n",
      "DAC Benefit Rate:\n",
      "CES_category                                        High Burden (50-75%)  \\\n",
      "Agency Name                                                                \n",
      "California Air Resources Board                                    0.0000   \n",
      "California Department of Community Services and...                0.8851   \n",
      "California Department of Resources Recycling an...                0.0000   \n",
      "California Department of Water Resources                          0.4012   \n",
      "California Energy Commission                                      0.0000   \n",
      "California Strategic Growth Council                               0.0000   \n",
      "\n",
      "CES_category                                        Highest Burden (75-100%)  \\\n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                        0.0000   \n",
      "California Department of Community Services and...                    0.9344   \n",
      "California Department of Resources Recycling an...                    0.0000   \n",
      "California Department of Water Resources                              0.8456   \n",
      "California Energy Commission                                          0.0000   \n",
      "California Strategic Growth Council                                   0.0000   \n",
      "\n",
      "CES_category                                        Low Burden (0-25%)  \\\n",
      "Agency Name                                                              \n",
      "California Air Resources Board                                  0.0000   \n",
      "California Department of Community Services and...              0.1429   \n",
      "California Department of Resources Recycling an...              0.0000   \n",
      "California Department of Water Resources                        0.0147   \n",
      "California Energy Commission                                    0.0000   \n",
      "California Strategic Growth Council                             0.0000   \n",
      "\n",
      "CES_category                                        Moderate Burden (25-50%)  \n",
      "Agency Name                                                                   \n",
      "California Air Resources Board                                        0.0000  \n",
      "California Department of Community Services and...                    0.4835  \n",
      "California Department of Resources Recycling an...                    0.0000  \n",
      "California Department of Water Resources                              0.0565  \n",
      "California Energy Commission                                             NaN  \n",
      "California Strategic Growth Council                                   0.0000  \n"
     ]
    }
   ],
   "source": [
    "# Analyze outcomes (GHG and equity) across environmental burden categories by agency\n",
    "outcome_analysis = merged_data.groupby(['Agency Name', 'CES_category']).agg({\n",
    "   'Total Program GGRFFunding': ['count', 'sum'],\n",
    "   'Total Project GHGReductions': ['sum', 'mean'],\n",
    "   'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "\n",
    "# Calculate GHG efficiency\n",
    "outcome_analysis['ghg_per_dollar'] = (\n",
    "   outcome_analysis[('Total Project GHGReductions', 'sum')] / \n",
    "   outcome_analysis[('Total Program GGRFFunding', 'sum')]\n",
    ")\n",
    "\n",
    "# Create visualization\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 15))\n",
    "\n",
    "# 1. Total GHG Reductions by Burden Category for each Agency\n",
    "ghg_by_burden = pd.pivot_table(\n",
    "   merged_data,\n",
    "   values='Total Project GHGReductions',\n",
    "   index='Agency Name',\n",
    "   columns='CES_category',\n",
    "   aggfunc='sum'\n",
    ")\n",
    "\n",
    "ghg_by_burden.plot(kind='barh', ax=ax1)\n",
    "ax1.set_title('Total GHG Reductions by Environmental Burden Category')\n",
    "ax1.set_xlabel('GHG Reductions')\n",
    "\n",
    "# 2. GHG Efficiency by Burden Category\n",
    "efficiency_by_burden = outcome_analysis['ghg_per_dollar'].unstack()\n",
    "efficiency_by_burden.plot(kind='barh', ax=ax2)\n",
    "ax2.set_title('GHG Reduction Efficiency by Environmental Burden Category')\n",
    "ax2.set_xlabel('GHG Reductions per Dollar')\n",
    "\n",
    "# 3. DAC Benefit Rate by Burden Category\n",
    "dac_by_burden = pd.pivot_table(\n",
    "   merged_data,\n",
    "   values='Is Benefit Disadvantaged Communities',\n",
    "   index='Agency Name',\n",
    "   columns='CES_category',\n",
    "   aggfunc='mean'\n",
    ")\n",
    "dac_by_burden.plot(kind='barh', ax=ax3)\n",
    "ax3.set_title('DAC Benefit Rate by Environmental Burden Category')\n",
    "ax3.set_xlabel('Proportion Benefiting DACs')\n",
    "\n",
    "# 4. Average Project Size\n",
    "size_by_burden = pd.pivot_table(\n",
    "   merged_data,\n",
    "   values='Total Program GGRFFunding',\n",
    "   index='Agency Name',\n",
    "   columns='CES_category',\n",
    "   aggfunc='mean'\n",
    ")/1e6  # Convert to millions\n",
    "size_by_burden.plot(kind='barh', ax=ax4)\n",
    "ax4.set_title('Average Project Size by Environmental Burden Category')\n",
    "ax4.set_xlabel('Average Project Size (Millions $)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print summary statistics\n",
    "print(\"\\nOutcome Analysis by Environmental Burden Category:\")\n",
    "print(\"\\nGHG Efficiency (Reductions per Dollar):\")\n",
    "print(efficiency_by_burden.round(4))\n",
    "\n",
    "print(\"\\nDAC Benefit Rate:\")\n",
    "print(dac_by_burden.round(4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **GHG Efficiency Paradox**\n",
    "- Highest efficiency in lower burden areas:\n",
    "  * Strategic Growth Council: 0.0918 (low burden) vs 0.0022 (highest burden)\n",
    "  * CARB: 0.0163 (low burden) vs 0.0084 (highest burden)\n",
    "  * Water Resources: 0.0122 (low burden) vs 0.0088 (highest burden)\n",
    "- Suggests potential infrastructure or implementation challenges in high-burden areas\n",
    "\n",
    "2. **DAC Benefit Distribution**\n",
    "- Strong targeting by some agencies:\n",
    "  * Community Services: 93% DAC benefit in highest burden areas\n",
    "  * Water Resources: 85% DAC benefit in highest burden areas\n",
    "- Others show no DAC benefits across categories:\n",
    "  * CARB\n",
    "  * Energy Commission\n",
    "  * Strategic Growth Council\n",
    "\n",
    "3. **Efficiency-Equity Trade-off**\n",
    "- Clear inverse relationship between GHG efficiency and DAC benefits\n",
    "- Community Services shows high DAC benefits but lower GHG efficiency\n",
    "- Strategic Growth Council achieves high GHG efficiency but low DAC benefits\n",
    "\n",
    "4. **Agency Performance Patterns**\n",
    "- Community Services most consistent in DAC benefits across burden levels\n",
    "- Water Resources shows good balance between efficiency and equity\n",
    "- Strategic Growth Council most efficient but least equitable\n",
    "\n",
    "Key Policy Implications:\n",
    "1. Need for targeted capacity building in high-burden areas\n",
    "2. Potential for program design improvements to balance outcomes\n",
    "3. Opportunity for cross-agency learning on successful approaches\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collaboration Overview:\n",
      "Number of multi-county projects: 752\n",
      "Number of single-county projects: 30399\n",
      "\n",
      "Average project characteristics:\n",
      "                                      Multi-County  Single-County\n",
      "Total Program GGRFFunding               692918.376     185506.446\n",
      "Total Project GHGReductions               8275.634       1962.710\n",
      "Is Benefit Disadvantaged Communities         0.109          0.273\n",
      "\n",
      "Agency Participation in Multi-County Projects:\n",
      "                                                   Total Program GGRFFunding  \\\n",
      "                                                                       count   \n",
      "Agency Name                                                                    \n",
      "California Air Resources Board                                            25   \n",
      "California Conservation Corps                                              9   \n",
      "California Department of Food and Agriculture                             41   \n",
      "California Department of Forestry and Fire Prot...                       339   \n",
      "California Department of Resources Recycling an...                        23   \n",
      "California Department of Transportation                                  158   \n",
      "California Energy Commission                                               9   \n",
      "California Natural Resources Agency                                        7   \n",
      "California State Transportation Agency                                    57   \n",
      "California State Water Resources Control Board                            45   \n",
      "California Strategic Growth Council                                       32   \n",
      "California Wildlife Conservation Board                                     7   \n",
      "\n",
      "                                                                            \\\n",
      "                                                          sum         mean   \n",
      "Agency Name                                                                  \n",
      "California Air Resources Board                        2104048    84161.920   \n",
      "California Conservation Corps                         1248353   138705.889   \n",
      "California Department of Food and Agriculture         6296871   153582.220   \n",
      "California Department of Forestry and Fire Prot...   32351508    95432.177   \n",
      "California Department of Resources Recycling an...    6962204   302704.522   \n",
      "California Department of Transportation             162505329  1028514.741   \n",
      "California Energy Commission                         12379666  1375518.444   \n",
      "California Natural Resources Agency                   2879148   411306.857   \n",
      "California State Transportation Agency              232590000  4080526.316   \n",
      "California State Water Resources Control Board       46265001  1028111.133   \n",
      "California Strategic Growth Council                  11948291   373384.094   \n",
      "California Wildlife Conservation Board                3544200   506314.286   \n",
      "\n",
      "                                                   Total Project GHGReductions  \\\n",
      "                                                                           sum   \n",
      "Agency Name                                                                      \n",
      "California Air Resources Board                                            -413   \n",
      "California Conservation Corps                                              842   \n",
      "California Department of Food and Agriculture                            42951   \n",
      "California Department of Forestry and Fire Prot...                      185424   \n",
      "California Department of Resources Recycling an...                       35434   \n",
      "California Department of Transportation                                2460280   \n",
      "California Energy Commission                                            501007   \n",
      "California Natural Resources Agency                                       1191   \n",
      "California State Transportation Agency                                 2748646   \n",
      "California State Water Resources Control Board                           -3234   \n",
      "California Strategic Growth Council                                     251149   \n",
      "California Wildlife Conservation Board                                       0   \n",
      "\n",
      "                                                   Is Benefit Disadvantaged Communities  \\\n",
      "                                                                                   mean   \n",
      "Agency Name                                                                               \n",
      "California Air Resources Board                                                    0.000   \n",
      "California Conservation Corps                                                     0.000   \n",
      "California Department of Food and Agriculture                                     0.000   \n",
      "California Department of Forestry and Fire Prot...                                0.168   \n",
      "California Department of Resources Recycling an...                                0.130   \n",
      "California Department of Transportation                                           0.089   \n",
      "California Energy Commission                                                      0.000   \n",
      "California Natural Resources Agency                                               0.000   \n",
      "California State Transportation Agency                                            0.105   \n",
      "California State Water Resources Control Board                                    0.000   \n",
      "California Strategic Growth Council                                               0.062   \n",
      "California Wildlife Conservation Board                                            0.000   \n",
      "\n",
      "                                                   num_partners  \n",
      "                                                           mean  \n",
      "Agency Name                                                      \n",
      "California Air Resources Board                            2.000  \n",
      "California Conservation Corps                             2.333  \n",
      "California Department of Food and Agriculture             2.293  \n",
      "California Department of Forestry and Fire Prot...        3.971  \n",
      "California Department of Resources Recycling an...        2.870  \n",
      "California Department of Transportation                   2.867  \n",
      "California Energy Commission                              2.889  \n",
      "California Natural Resources Agency                       2.714  \n",
      "California State Transportation Agency                    4.246  \n",
      "California State Water Resources Control Board           17.067  \n",
      "California Strategic Growth Council                       8.062  \n",
      "California Wildlife Conservation Board                    8.286  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/3430573634.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['num_partners'] = multi_county['County'].str.count(',') + 1\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. First, let's analyze multi-county collaborations\n",
    "multi_county = data_filtered[data_filtered['County'].str.contains(',', na=False)]\n",
    "single_county = data_filtered[~data_filtered['County'].str.contains(',', na=False)]\n",
    "\n",
    "# Number of partner counties\n",
    "multi_county['num_partners'] = multi_county['County'].str.count(',') + 1\n",
    "\n",
    "# Basic collaboration metrics\n",
    "print(\"Collaboration Overview:\")\n",
    "print(f\"Number of multi-county projects: {len(multi_county)}\")\n",
    "print(f\"Number of single-county projects: {len(single_county)}\")\n",
    "print(\"\\nAverage project characteristics:\")\n",
    "metrics = ['Total Program GGRFFunding', 'Total Project GHGReductions', 'Is Benefit Disadvantaged Communities']\n",
    "print(pd.DataFrame({\n",
    "    'Multi-County': multi_county[metrics].mean(),\n",
    "    'Single-County': single_county[metrics].mean()\n",
    "}).round(3))\n",
    "\n",
    "# 2. Agency collaboration patterns\n",
    "print(\"\\nAgency Participation in Multi-County Projects:\")\n",
    "agency_collab = multi_county.groupby('Agency Name').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean',\n",
    "    'num_partners': 'mean'\n",
    "}).round(3)\n",
    "print(agency_collab)\n",
    "\n",
    "# 3. Visualize collaboration patterns\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.scatter(\n",
    "    agency_collab[('num_partners', 'mean')],\n",
    "    agency_collab[('Total Project GHGReductions', 'sum')] / agency_collab[('Total Program GGRFFunding', 'sum')],\n",
    "    s=agency_collab[('Total Program GGRFFunding', 'sum')]/1e6,\n",
    "    alpha=0.6\n",
    ")\n",
    "\n",
    "# Add agency labels\n",
    "for idx, row in agency_collab.iterrows():\n",
    "    plt.annotate(idx[:20] + '...' if len(idx) > 20 else idx,\n",
    "                (row[('num_partners', 'mean')], \n",
    "                 row[('Total Project GHGReductions', 'sum')] / row[('Total Program GGRFFunding', 'sum')]),\n",
    "                xytext=(5, 5), textcoords='offset points')\n",
    "\n",
    "plt.xlabel('Average Number of Partners')\n",
    "plt.ylabel('GHG Efficiency (Reductions per Dollar)')\n",
    "plt.title('Collaboration Scale vs. Efficiency\\nBubble size = Total Funding')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/3413626539.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['ghg_efficiency'] = multi_county['Total Project GHGReductions'] / multi_county['Total Program GGRFFunding']\n",
      "/tmp/ipykernel_164030/3413626539.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['performance_category'] = multi_county.apply(categorize_success, axis=1)\n",
      "/tmp/ipykernel_164030/3413626539.py:47: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['primary_region'] = multi_county['County'].apply(get_primary_region)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Success Characteristics Analysis:\n",
      "\n",
      "Performance Category Distribution:\n",
      "performance_category\n",
      "Below Median        475\n",
      "High GHG Only       195\n",
      "High Equity Only     49\n",
      "High Performance     33\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Characteristics by Performance Category:\n",
      "                     Total Program GGRFFunding              num_partners  \\\n",
      "                                         count         mean         mean   \n",
      "performance_category                                                       \n",
      "Below Median                               475   308554.078        5.185   \n",
      "High Equity Only                            49    60666.714        3.918   \n",
      "High GHG Only                              195  1637050.159        3.154   \n",
      "High Performance                            33  1585272.182        3.970   \n",
      "\n",
      "                     ghg_efficiency Is Benefit Disadvantaged Communities  \n",
      "                               mean                                 mean  \n",
      "performance_category                                                      \n",
      "Below Median                  0.000                                  0.0  \n",
      "High Equity Only              0.000                                  1.0  \n",
      "High GHG Only                 0.012                                  0.0  \n",
      "High Performance              0.010                                  1.0  \n",
      "\n",
      "2. Regional Collaboration Patterns:\n",
      "                    Total Program GGRFFunding                         \\\n",
      "                                        count        sum        mean   \n",
      "primary_region                                                         \n",
      "Central Coast                              60   19580751  326345.850   \n",
      "Multi-Region                              161  114266121  709727.460   \n",
      "Northern California                       461  370943021  804648.636   \n",
      "Rural Interior                             18    1364869   75826.056   \n",
      "Sacramento Region                          52   14919857  286920.327   \n",
      "\n",
      "                    Total Project GHGReductions  \\\n",
      "                                            sum   \n",
      "primary_region                                    \n",
      "Central Coast                            312096   \n",
      "Multi-Region                             635116   \n",
      "Northern California                     5011802   \n",
      "Rural Interior                              745   \n",
      "Sacramento Region                        263518   \n",
      "\n",
      "                    Is Benefit Disadvantaged Communities num_partners      \n",
      "                                                    mean         mean max  \n",
      "primary_region                                                             \n",
      "Central Coast                                      0.100        2.600   4  \n",
      "Multi-Region                                       0.149       12.435  47  \n",
      "Northern California                                0.108        2.304   5  \n",
      "Rural Interior                                     0.056        2.556   5  \n",
      "Sacramento Region                                  0.019        2.596   5  \n"
     ]
    },
    {
     "data": {
      "image/png": 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w4EE1btxY58+f18WLFw1OB6OMHTtW5cqV0/Tp0zVq1ChJUtWqVfXGG29widhd5tVXX9WMGTM0e/bsXJeQ4u5z9epV1atXT998843q169vdBwYiEuLgYKjDkdeqMNxA3U4/o46HDdQhxcetnOBQ5588km1bNlSkZGRmjhxombNmqXu3btr7dq1at68OTc0guWHu3LlyhmcBEbo0aOH1q9fr4oVK6phw4a57vzN3xF3n2rVquk///kPxftdjkuLgYKjDsfNUIff3ajDkRN1OCTq8MJEEx0OOXfunC5fvqyqVasqOztbU6dO1datWxUYGKgxY8aoQoUKRkcEYKDw8PB8j3PTs7vPW2+9pV9++UUffPCBXFy4AA4AbhV1OID8UIcjJ+pwoHDRRAdwS5o3b66EhARVqFBBzZo1y/eSwcTExCJMBqNcu3ZNixYtUseOHeXr62t0HBQTPXr0UEJCgsqWLavGjRurTJkyVsdZFQUAgGOow5ETdTjyQh0OFC5+FQWHZWVlacWKFfr5558lSQ0bNlS3bt3k7OxscDIUpe7du8vNzU2SFBYWZmwYFAsuLi4aPHiw5e8GQJLKly+vxx57zOgYKEZs3ejOZDLJ3d1dtWvXVvfu3VWxYsUiTgYUf9ThkKjDkRt1OPJCHY6cqMMLhpXocMjRo0fVtWtX/fe//1XdunUlSYcPH5afn59WrVqle+65x+CEAIz0wAMP6JVXXuEHOgA2dejQQYmJicrKyrLUEr/88oucnZ1Vr149HT58WCaTSZs3b1aDBg0MTgsUH9ThAPJDHQ7gZqjDC4YmOhzSpUsXmc1mffrpp5bfTP3xxx966qmn5OTkpFWrVhmcEICRli5dqlGjRmno0KFq0aJFrksGmzRpYlAyGOnatWvasGGDjh07pieffFLlypXT77//Lk9PT5UtW9boeChiMTEx+v777xUXFydPT09JUlpamv7973/r/vvv16BBg/Tkk0/q0qVL+u677wxOCxQf1OEA8kMdjrxQh+PvqMMLhiY6HFKmTBlt375djRs3thrft2+f2rZtqwsXLhiUDEaqUKFCnnsx/v2SoAEDBtz0Zjco+ZycnHKNmUwmmc1mmUwmZWVlGZAKRvrtt9/UqVMnJScnKzMzU7/88otq1aqlIUOGKDMzU7GxsUZHRBGrVq2a1q5dm2t1y48//qiOHTvq5MmTSkxMVMeOHXX27FmDUgLFD3U48kIdjhuow5ETdThyog4vGPZEh0Pc3Nz0119/5Rq/cOGCXF1dDUiE4mDcuHGaPHmyOnfurFatWkmSdu7cqfj4eL344otKSkrS888/r2vXrmnQoEEGp8XtlJSUZHQEFDNDhgxRy5YttW/fPv3jH/+wjPfo0YO/D+5SaWlpOn36dK7i/cyZM0pPT5d0fQ/PK1euGBEPKLaow5EX6nDcQB2OnKjDkRN1eMHQRIdDHnnkET377LP68MMPLUXajh07NHjwYHXr1s3gdDDK5s2bNWnSJA0ePNhq/P3339eaNWv0xRdfqEmTJpo5cyb/WN/hatasaXQEFDPff/+9tm7dmqvB4+/vr5MnTxqUCkbq3r27Bg4cqOnTp+vee++VJP3www8aNmyYZR/XnTt3qk6dOgamBIof6nDkhTocN1CHIyfqcOREHV4wbOcCh5w/f179+/fX119/rVKlSkm6vsdWt27dtGDBAnl5eRmcEEYoW7as9u7dq9q1a1uNHz16VEFBQbpw4YKOHTumJk2aKCMjw6CUKCrHjh1TTEyMfv75Z0lSgwYNNGTIEG54dpeqUKGCtmzZogYNGqhcuXLat2+fatWqpc2bN+uxxx5Tamqq0RFRxC5cuKChQ4dq4cKFunbtmiTJxcVF/fv317vvvqsyZcpo7969kqSgoCDjggLFDHU48kIdjr+jDsffUYcjJ+rwgqGJjlty9OhRyz/M9evXz1W04e5So0YNDR06VEOHDrUaf/fdd/Xuu+8qOTlZ+/fvV8eOHZWSkmJQShSF7777Tt26dVNQUJDatm0rSdqyZYv27dunr7/+Wg8//LDBCVHUevfuLS8vL82dO1flypXT/v37VblyZXXv3l01atRQXFyc0RFhkAsXLujXX3+VJNWqVYubWwF2og7H31GH4wbqcOREHQ5bqMNvDU102C09PV1ly5bNdcOS7OxsXbhwwXJnX9x95s2bp+eff15dunSxXF78ww8/aPXq1YqNjdUzzzyj6dOna+fOnVqyZInBaXE7NWvWTKGhoZoyZYrV+MiRI7VmzRolJiYalAxG+e9//6vQ0FCZzWYdOXJELVu21JEjR1SpUiVt2rRJ3t7eRkeEQY4ePapjx46pXbt28vDwsNz4DEBu1OGwhTocN1CHIyfqcNhCHX5raKLDLl9++aVee+017d27V6VLl7Y6lpGRoebNm2vatGl69NFHDUoIo23ZskWzZ8/W4cOHJUl169bVSy+9pDZt2hicDEXJ3d1dBw4cUGBgoNX4L7/8oiZNmujy5csGJYORrl27piVLlmjfvn26cOGCmjdvrr59+8rDw8PoaDDAH3/8occff1zr16+XyWTSkSNHVKtWLQ0cOFAVKlTQ9OnTjY4IFCvU4bgZ6nBI1OHIG3U4/o46vGC4sSjs8t5772nEiBG5CndJKlOmjF577TXNnj2b4v0u1rZtW8tlg7h7Va5cWXv37s1VvO/du5eVDnepTZs2qU2bNurbt6/69u1rGb927Zo2bdqkdu3aGZgORhg6dKhKlSql5ORk1a9f3zLeu3dvRUZGUrwDOVCH42aowyFRhyM36nDkRB1eMDTRYZeDBw/q//7v/2web9euncaMGVOEiVDcHDt2THFxcfr1118VExMjb29vffvtt6pRo4YaNmxodDwUkUGDBunZZ5/Vr7/+aln9tGXLFr399tuKjIw0OB2M0KFDB506dSrXD29paWnq0KGDsrKyDEoGo6xZs0bfffedqlevbjUeGBio3377zaBUQPFFHY6boQ6HRB2O3KjDkRN1eMHQRIdd/vzzT8ude/Ny9epV/fnnn0WYCMXJxo0b1blzZ7Vt21abNm3SpEmT5O3trX379unDDz/UsmXLjI6IIjJ27FiVK1dO06dP16hRoyRJVatW1RtvvKGXX37Z4HQwgq399f744w+VKVPGgEQwWkZGRp4ras+dOyc3NzcDEgHFG3U48kMdjhuow5ETdThyog4vGJrosIu/v7927dqlevXq5Xl8165dqlmzZhGnQnExcuRITZo0SZGRkSpXrpxl/MEHH9Ts2bMNTIaisHLlSnXu3FmlSpWSyWTS0KFDNXToUP3111+SZPWZwN2jZ8+ekiSTyaQBAwZYFWVZWVnav38/e7Xepf75z39q4cKFmjhxoqTrn5Hs7GxNnTpVHTp0MDgdUPxQhyM/1OF3N+pw5IU6HLZQhxcMTXTYpWfPnnr99df18MMPy8fHx+pYSkqKxowZo6eeesqgdDDagQMHtGjRolzj3t7eOnv2rAGJUJR69OihlJQUVa5cWc7OzpZLBina725eXl6Srq+AKVeunNXNi1xdXXXfffdp0KBBRsWDgaZOnaqHHnpIu3bt0pUrVzRixAj9+OOPOnfunLZs2WJ0PKDYoQ5HfqjD727U4cgLdThsoQ4vGJrosMvIkSP11VdfKTAwUE899ZTq1q0rSTp06JA+/fRT+fn5aeTIkQanhFHKly+vU6dOKSAgwGp8z549qlatmkGpUFQqV66s7du369FHH7V5ySDuPnFxcZKur6AcNmwYl4zColGjRvrll180e/ZslStXThcuXFDPnj314osvqkqVKkbHA4od6nDkhzr87kYdjrxQh8MW6vCCMZnNZrPRIVAypKWladSoUVqyZIll38Xy5cvriSee0OTJk1WhQgWDE8Iow4YN044dO/T555+rTp06SkxMVGpqqvr166d+/fpp/PjxRkfEbfTGG2/ozTfftKto5+Y1AGy5fPmyZs+erWHDhhkdBSh2qMNhC3X43Y06HEBhoA63D010OMxsNuvs2bMym82qXLkyv+2Grly5ohdffFELFixQVlaWXFxclJWVpSeffFJxcXFyceGilzvdoUOHdPToUXXr1k1xcXEqX758nvO6d+9etMFguNTUVA0bNkwJCQk6ffq0cpYd/EB3dzlz5ox27NghV1dXPfTQQ3J2dtbVq1f1f//3f4qKitK1a9fYfgDIB3U4cqIOB3U4bKEOx99RhxccTXQAhebEiRM6cOCALly4oGbNmikwMNDoSChiEyZM0PDhw/O84zfuTp07d1ZycrIiIiJUpUqVXA0ffqC7e2zevFmPPPKI0tPTZTKZ1LJlS8XFxSksLEwuLi56+eWX1b9/f6t9OwEA9qEOB3U4cqIOxw3U4YWDJjqA22b58uV64403tH//fqOjADBIuXLl9P333ysoKMjoKDDYAw88oKpVq2r06NH66KOPNH36dAUGBmry5Mn617/+ZXQ8ALijUIcDoA7HDdThhYMmOoACef/997V27Vq5urpqyJAhat26tdatW6dXX31Vv/zyi/r166f33nvP6Ji4jZo3b66EhARVqFBBzZo1y/fS8sTExCJMhuKgQYMG+vTTT9WsWTOjo8Bg//jHP/T999+rQYMGunTpksqWLavly5ezCgoAbhF1OKjDkR/qcNxAHV442CANwC2bMmWKxo0bpyZNmujQoUP66quv9Prrr2vWrFkaMmSInnvuOW50dRfo3r273NzcJElhYWHGhkGxExMTo5EjR+r999+Xv7+/0XFgoD///FOVKlWSJHl4eKh06dJq1KiRwakAoGSiDodEHY78UYfjBurwwsFKdAC3rG7duho9erT69++v77//Xu3bt1eXLl20ZMkSlSlTxuh4AIqBChUq6OLFi7p27ZpKly6tUqVKWR0/d+6cQclQ1JycnLRu3TpVrFhRktSmTRstXbpU1atXt5rXpEkTI+IBQIlCHQ7gZqjDcQN1eOGgiY6bmjlzpt1zX3755duYBMWNh4eHfvnlF/n5+UmS3NzctHXrVrVo0cLgZACKi48++ijf4/379y+iJDCak5OTTCaT8io9b4ybTCZlZWUZkA4onqjDYQt1OICboQ7HDdThhYMmOm4qICDArnkmk0m//vrrbU6D4sTJyUmpqamqXLmypOs3Ltm/f7/dnxncGSpUqJDv/ot/x2oH4O7122+/2TWvZs2atzkJUHJQh8MW6nBI1OEA7EMdXjjYEx03lZSUZHQEFGNjx45V6dKlJUlXrlzRpEmT5OXlZTUnOjraiGgoIjExMUZHQDGUnp5u1zxPT8/bnATFBUU54DjqcOSHOhzU4cgLdThyog4vHKxEB3DLHnjggZuufDCZTFq3bl0RJQJQXNy4ZNAWLhkEAODWUYcDsIU6HLg9aKLDYf/973+1cuVKJScn68qVK1bHWOkA4IbLly/n+juC1Q53j40bN9o1r3379rc5CQDcOajDAdiDOvzuRh0O3B5s5wKHJCQkqFu3bqpVq5YOHTqkRo0a6fjx4zKbzWrevLnR8VAMbNmyRS1btpSbm5vRUWCAjIwMvfbaa1q6dKn++OOPXMdZ7XD3oCgHgMJFHY6boQ6/u1GH4wbqcOD2cDI6AEqWUaNGadiwYTpw4IDc3d31xRdf6MSJE2rfvr169epldDwUA507d9bJkyeNjgGDjBgxQuvWrdN7770nNzc3ffDBB5owYYKqVq2qhQsXGh0PAIASizocN0MdfnejDgeA24vtXOCQcuXKae/evbrnnntUoUIFbd68WQ0bNtS+ffvUvXt3HT9+3OiIMFi5cuW0b98+1apVy+goMECNGjW0cOFCPfDAA/L09FRiYqJq166tjz/+WJ999plWr15tdEQAxcSZM2d0+PBhSVLdunVVuXJlgxMBxRt1OG6GOvzuRh0OwF7U4beGlehwSJkyZSx7q1WpUkXHjh2zHDt79qxRsQAUE+fOnbP84Obp6alz585Jku6//35t2rTJyGgAiomMjAwNHDhQVatWVbt27dSuXTtVrVpVzzzzjC5evGh0PKDYog4HkB/qcAA3Qx1eMDTR4ZD77rtPmzdvliR16dJFr776qiZPnqyBAwfqvvvuMzgdioP3339fPj4+RseAQWrVqqWkpCRJUr169bR06VJJ0tdff63y5csbmAxAcREZGamNGzdq5cqVOn/+vM6fP6+vvvpKGzdu1Kuvvmp0PKDYog7HzVCH392owwHcDHV4wbCdCxzy66+/6sKFC2rSpIkyMjL06quvauvWrQoMDFR0dLRq1qxpdEQABnr33Xfl7Oysl19+Wf/5z3/06KOPymw26+rVq4qOjtaQIUOMjgjAYJUqVdKyZcv0wAMPWI2vX79ejz/+uM6cOWNMMKCYow4HkB/qcAA3Qx1eMDTRYbesrCxt2bJFTZo04TfZUM+ePbVgwQJ5enqqZ8+e+c5dvnx5EaVCcfPbb79p9+7dql27tpo0aWJ0HBSRm/2d8Hf8/XD3KV26tHbv3q369etbjf/4449q1aqVMjIyDEoGFF/U4fg76nDYgzr87kQdjvxQhxeMi9EBUHI4OzurY8eO+vnnnyneIS8vL5lMJknX99y78TXwdzVr1mRl3F3Iy8vL6AgoxoKDgzV+/HgtXLhQ7u7ukqRLly5pwoQJCg4ONjgdUDxRh+PvqMNhD+rwuxN1OPJDHV4wrESHQ1q2bKm3335bDz30kNFRABQj69atU0REhLZv3y5PT0+rY2lpaWrTpo1iY2P1z3/+06CEAIqLAwcOqFOnTsrMzFTTpk0lSfv27ZO7u7u+++47NWzY0OCEQPFEHQ4gL9ThAOxFHV4wNNHhkPj4eI0aNUoTJ05UixYtVKZMGavjOf/Rxt3hwQcf1PLly3OtjEpPT1dYWJjWrVtnTDAUmW7duqlDhw4aOnRonsdnzpyp9evX68svvyziZACKo4sXL+rTTz/VoUOHJEn169dX37595eHhYXAyoPiiDkdeqMNBHQ7AEdTht44mOhzi5ORk+frvlw2azWaZTCZlZWUZEQsGc3JyUkpKiry9va3GT58+rWrVqunq1asGJUNRqVmzpuLj43PtrXbDoUOH1LFjRyUnJxdxMhQHy5Yt09KlS5WcnKwrV65YHUtMTDQoFYyyadMmtWnTRi4u1rsKXrt2TVu3blW7du0MSgYUb9ThyAt1OKjDkR/qcPwddXjBsCc6HLJ+/XqjI6AY2b9/v+Xrn376SSkpKZbnWVlZio+PV7Vq1YyIhiKWmpqqUqVK2Tzu4uLCnb7vUjNnztTrr7+uAQMG6KuvvlJ4eLiOHTumH374QS+++KLR8WCADh066NSpU7kaPmlpaerQoQONQMAG6nD8HXU4bqAOhy3U4ciJOrxgaKLDIQEBAfLz88t18xqz2awTJ04YlApGCQoKkslkkslk0oMPPpjruIeHh2bNmmVAMhS1atWq6eDBg6pdu3aex/fv368qVaoUcSoUB//3f/+nuXPnqk+fPlqwYIFGjBihWrVqady4cTp37pzR8WCAG6tmc/rjjz9ybU8B4H+ow/F31OG4gToctlCHIyfq8IKhiQ6HBAQE5Plbq3PnzikgIIDfWt1lkpKSZDabVatWLe3cuVOVK1e2HHN1dZW3t7ecnZ0NTIii0qVLF40dO1adOnWy3OX7hkuXLmn8+PF65JFHDEoHIyUnJ6tNmzaSrv9A/9dff0mSnn76ad13332aPXu2kfFQhHr27Cnp+jYUAwYMkJubm+VYVlaW9u/fb/msAMiNOhx/Rx2OG6jDYQt1OG6gDi8cNNHhEFu/tbpw4UKuf7Bx56tZs6YkKTs72+AkMNqYMWO0fPly1alTRxEREapbt66k63swzpkzR1lZWXr99dcNTgkj+Pr66ty5c6pZs6Zq1Kih7du3q2nTppYf/nH38PLyknS9lihXrpzVzYtcXV113333adCgQUbFA4o96nD8HXU4bqAOhy3U4biBOrxw0ESHXSIjIyVd/63V2LFjVbp0acuxrKws7dixQ0FBQQalgxFWrlxp99xu3brdxiQoDnx8fLR161Y9//zzGjVqlKUoM5lMCg0N1Zw5c+Tj42NwShjhwQcf1MqVK9WsWTOFh4dr6NChWrZsmXbt2mVZEYG7Q1xcnCTJ399fw4YN45JRwE7U4ciJOhx/Rx0OW6jDcQN1eOEwmfn1E+zQoUMHSdLGjRsVHBwsV1dXyzFXV1fLH8TAwECjIqKIOTk52TXPZDJxefFd5s8//9TRo0dlNpsVGBioChUqGB0JBsrOzlZ2drblDvCLFy/W1q1bFRgYqOeee87q3xMAQG7U4ciJOhy2UIfj76jDgcJFEx0OCQ8P14wZM+Tp6Wl0FABAMXft2jW99dZbGjhwoKpXr250HBQTqampGjZsmBISEnT69OlclxPT8AHyRh0OALAXdTjyQh1eMDTRAQDAbVO2bFkdPHhQ/v7+RkdBMdG5c2clJycrIiJCVapUybXHc/fu3Q1KBgAAcOegDkdO1OEFw57ocEhGRoamTJli+a1VzhvZ/PrrrwYlg5HefPPNfI+PGzeuiJIAKG4eeughbdy4keIdFps3b9b333/PHs6Ag6jDkRfqcAC2UIcjJ+rwgqGJDof8+9//1saNG/X000/n+Vsr3J2+/PJLq+dXr15VUlKSXFxcdM8991C8A3exzp07a+TIkTpw4IBatGiR6yY23PDs7uPn55fr0lEAN0cdjrxQhwOwhTocOVGHFwzbucAh5cuX16pVq9S2bVujo6CYS09P14ABA9SjRw89/fTTRscBYJD8bn7GDc/uTmvWrNH06dP1/vvvszIKcAB1OOxFHQ5Aog5HbtThBUMTHQ4JCAjQ6tWrVb9+faOjoAQ4cOCAHn30UR0/ftzoKChCR44c0fr16/O81JzVUAAqVKigixcv6tq1aypdurRKlSpldfzcuXMGJQOKN+pwOII6/O5EHQ4gP9ThBcN2LnDIxIkTNW7cOH300UcqXbq00XFQzKWlpSktLc3oGChC8+bN0/PPP69KlSrJ19fX6lJzk8lE8Q5AMTExRkcASiTqcDiCOvzuQx0O4GaowwuGlehwSLNmzXTs2DGZzWb5+/vn+q1VYmKiQclgpJkzZ1o9N5vNOnXqlD7++GO1b99eixYtMigZilrNmjX1wgsv6LXXXjM6CooJbngGAIWDOhx5oQ7HDdThyIk6HChcNNHhkAkTJuR7fPz48UWUBMVJQECA1XMnJydVrlxZDz74oEaNGqVy5coZlAxFzdPTU3v37lWtWrWMjoJiolmzZlbPc97wjKbP3enYsWOKi4vTsWPHNGPGDHl7e+vbb79VjRo11LBhQ6PjAcUSdTjyQh2OG6jDkRN1OPJCHX7raKIDAArNM888o3vvvVeDBw82OgqKMW54dnfbuHGjOnfurLZt22rTpk36+eefVatWLU2ZMkW7du3SsmXLjI4IAECJQx0Oe1CH392owwuGJjocdv78eS1btkzHjh3T8OHDVbFiRSUmJsrHx0fVqlUzOh6K0MCBA+2aN3/+/NucBMVFVFSUoqOj1bVrVzVu3DjXpeYvv/yyQclQ3HDDs7tXcHCwevXqpcjISJUrV0779u1TrVq1tHPnTvXs2VP//e9/jY4IFFvU4biBOhw5UYfDXtThdy/q8IKhiQ6H7N+/XyEhIfLy8tLx48d1+PBh1apVS2PGjFFycrIWLlxodEQUIScnJ9WsWVPNmjVTfn+VfPnll0WYCkbKeUnx35lMJv36669FmAbF2ebNm/Xoo4/qzz//NDoKiljZsmV14MABBQQEWBXvx48fV7169XT58mWjIwLFEnU4/o46HDlRh8Ne1OF3L+rwgnExOgBKlsjISA0YMEBTp0612l+vS5cuevLJJw1MBiM8//zz+uyzz5SUlKTw8HA99dRTqlixotGxYBCz2awNGzbI29tbHh4eRsdBMZHfDc86d+5sUCoYqXz58jp16lSuH/b37NnDSlogH9Th+DvqcPwddTjyQh2OnKjDC4aV6HCIl5eXEhMTdc8991j91uq3335T3bp1+a3VXSgzM1PLly/X/PnztXXrVnXt2lXPPPOMOnbsKJPJZHQ8FKHs7Gy5u7vrxx9/VGBgoNFxUExwwzPkNGzYMO3YsUOff/656tSpo8TERKWmpqpfv37q168fN0cEbKAOR07U4biBOhx5oQ5HTtThBcNKdDjEzc1N6enpucZ/+eUXVa5c2YBEMJqbm5v69OmjPn366LffftOCBQv0wgsv6Nq1a/rxxx9VtmxZoyOiiDg5OSkwMFB//PEHxTsskpKSbB67dOlSESZBcfHWW2/pxRdflJ+fn7KystSgQQNlZWXpySef1JgxY4yOBxRb1OHIiTocN1CHIy/U4ciJOrxgnIwOgJKlW7duevPNN3X16lVJ1/dWS05O1muvvabHHnvM4HQwmpOTk0wmk8xms7KysoyOAwNMmTJFw4cP18GDB42OgmIsMzNT0dHR+e7diTuXq6ur5s2bp2PHjumbb77RJ598okOHDunjjz+Ws7Oz0fGAYos6HPmhDgd1OOxBHX53ow4vGLZzgUPS0tL0r3/9S7t27dJff/2lqlWrKiUlRcHBwVq9erXKlCljdEQUsb9fRrp582Y98sgjCg8PV6dOneTkxO/p7jYVKlTQxYsXde3aNbm6uubak/HcuXMGJUNRy8zM1BtvvKG1a9fK1dVVI0aMUFhYmObPn68xY8bI2dlZEREReu2114yOCgAlAnU4cqIOx99Rh+MG6nDg9qCJjluyZcsW7du3TxcuXFDz5s0VEhJidCQY4IUXXtDixYvl5+engQMHqm/fvqpUqZLRsWCgjz76KN/j/fv3L6IkMNprr72m999/XyEhIdq6davOnDmj8PBwbd++XaNHj1avXr1Y7XCXMpvNWrZsmdavX6/Tp08rOzvb6vjy5csNSgaUDNThkKjDkRt1OG6gDoct1OEFQxMdwC1zcnJSjRo11KxZs3xvXsRfxMDdp1atWoqJiVG3bt108OBBNWnSRAMGDNCHH37Izc7uckOGDNH777+vDh06yMfHJ9fnIS4uzqBkAFByUIcDsIU6HLZQhxcMTXTYZd26dYqIiND27dvl6elpdSwtLU1t2rRRbGys/vnPfxqUEEYYMGCAXf8I8xfx3eXYsWOKi4vTsWPHNGPGDHl7e+vbb79VjRo11LBhQ6PjoYi4uroqKSlJ1apVkyR5eHho586daty4scHJYLSKFSvqk08+UZcuXYyOApQI1OHIC3U48kIdDok6HLZRhxeMi9EBUDLExMRo0KBBuQp3SfLy8tJzzz2n6Ohoive7zIIFC4yOgGJm48aN6ty5s9q2batNmzZp8uTJ8vb21r59+/Thhx9q2bJlRkdEEcnKypKrq6vluYuLi8qWLWtgIhQXXl5eqlWrltExgBKDOhx5oQ5HTtThuIE6HLZQhxcMK9Fhl5o1ayo+Pl7169fP8/ihQ4fUsWNHJScnF3EyAMVJcHCwevXqpcjISJUrV0779u1TrVq1tHPnTvXs2VP//e9/jY6IIuLk5KTOnTvLzc1NkvT111/rwQcfzHXjOy4zv/t89NFHio+P1/z583Pd9AxAbtThAOxBHY4bqMNhC3V4wbASHXZJTU1VqVKlbB53cXHRmTNnijARgOLowIEDWrRoUa5xb29vnT171oBEMErOm1c99dRTBiVBcfP444/rs88+k7e3t/z9/XPVF4mJiQYlA4on6nAA9qAOxw3U4bCFOrxgaKLDLtWqVdPBgwdVu3btPI/v379fVapUKeJUAIqb8uXL69SpUwoICLAa37Nnj2VPPtwd2IMVtvTv31+7d+/WU089lecNjQBYow4HYA/qcNxAHQ5bqMMLhiY67NKlSxeNHTtWnTp1kru7u9WxS5cuafz48XrkkUcMSgeguHjiiSf02muv6fPPP5fJZFJ2dra2bNmiYcOGqV+/fkbHA1AMrFq1St99953uv/9+o6MAJQJ1OAB7UIcDuBnq8IJhT3TYJTU1Vc2bN9f/t3f/sVHWBxzHP9eW0kI96A9bfmxcOa7aDmjqBKYBLUMGwsQoyzRjpIgoyGwg1SAlTF2LESIOmaxCCrGlgGgnhq0OdYFOGRVBKEUEIQUqXcIYjqv1Bz9art/9Ybx4tEdb7+hzV9+v5BKe79M+z+eu/PHpt8/zfSIjI5Wbm6sbb7xR0jdrMBYVFcnj8ai6ulopKSkWJwVgpaamJj366KMqLS2Vx+NRVFSUPB6Ppk2bptLSUkVGRlodEYDF0tPTVV5erszMTKujAGGBHg6gI+jhANpDDw8Mk+josFOnTmnu3Ll655139O1/G5vNpokTJ6qoqKjVbWMAfrjq6+v18ccf66uvvtJNN92ktLQ0qyMBCBF///vftWrVKq1Zs0apqalWxwHCAj0cQEfRwwH4Qw8PDJPo6LSGhgYdP35cxhilpaUpPj7e6kgAACBMxMfH6/z587p8+bJ69erV6oFGbrfbomRA6KOHAwCA74seHhjWREenxcfHa+TIkVbHABCCPB6PSktLtWPHDp09e1YtLS0++ysrKy1KBiBUrFy50uoIQNiihwPwhx4OoD308MBwJToAIGhyc3NVWlqqX/7yl+rfv3+rp32/8MILFiUDAAAAui96OABcW0yiAwCCJikpSWVlZZo8ebLVUQCEgYsXL6qpqclnzG63W5QGAIDwRQ8H0Bn08M6LsDoAAKD7iI6OlsvlsjoGgBD29ddfKzc3V8nJyerdu7fi4+N9XgAAoPPo4QDaQw8PDJPoAICgefzxx/WnP/1J3OQEwJ8nnnhClZWVWr16tXr27Kl169apoKBAAwYMUFlZmdXxAAAIS/RwAO2hhweG5VwAAAGZOnWqz3ZlZaUSEhI0dOjQVk/7fuONN7oyGoAQNGjQIJWVlWns2LGy2+2qrq6Wy+XShg0btHnzZm3bts3qiAAAhAV6OIDOoIcHJsrqAACA8NanTx+f7XvvvdeiJADCgdvtltPplPTNuotut1uSNGbMGM2dO9fKaAAAhBV6OIDOoIcHhkl0AEBASkpKrI4AIIw4nU7V1dVp0KBBSk9PV3l5uUaNGqWKigr17dvX6ngAAIQNejiAzqCHB4Y10QEAQTNu3Dh9/vnnrca/+OILjRs3rusDAQg5M2fO1MGDByVJ+fn5KioqUkxMjPLy8rRgwQKL0wEAEJ7o4QDaQw8PDGuiAwCCJiIiQmfOnFFycrLP+NmzZzVw4EA1NzdblAxAqDp16pT2798vl8ulzMxMq+MAABCW6OEAOose3jks5wIACNhHH33k/feRI0d05swZ77bH49Hbb7+tgQMHWhENQAhpbm7WnXfeqTVr1igtLU2S5HA45HA4LE4GAEB4oocD6Ah6eOCYRAcABCwrK0s2m002m63N20VjY2O1atUqC5IBCCU9evTw+WUfAAAEhh4OoCPo4YFjORcAQMBOnTolY4ycTqf27t2r66+/3rsvOjpaycnJioyMtDAhgFCRl5ennj17atmyZVZHAQAg7NHDAXQUPTwwXIkOAAiYw+FQc3OzZsyYocTERG4JA+DX5cuX9fLLL2v79u26+eab1bt3b5/9K1assCgZAADhhx4OoKPo4YHhSnQAQND07dtXBw4c0ODBg62OAiBE/fznP/e7z2azqbKysgvTAADQPdDDAbSHHh4YJtEBAEEzY8YMZWVlKS8vz+ooAAAAwA8GPRwAri2WcwEABE1aWpoKCwtVVVXV5u1h8+bNsygZgFDR2Ngoj8ejhIQEn3G3262oqCjZ7XaLkgEAEL7o4QDaQw8PDFeiAwCC5mq3j9psNp08ebIL0wAIRZMmTdKUKVP0u9/9zmd8zZo1+tvf/qZt27ZZlAwAgPBFDwfQHnp4YJhEBwAAQJdJSEhQVVWVMjIyfMaPHj2q0aNH69y5cxYlAwAAALovenhgIqwOAADonowx4u+0AK506dIlXb58udV4c3OzLly4YEEiAAC6F3o4gLbQwwPDJDoAIKjKyso0fPhwxcbGKjY2VpmZmdqwYYPVsQCEiFGjRqm4uLjV+Jo1a3TzzTdbkAgAgO6BHg7gaujhgeHBogCAoFmxYoWefPJJ5ebmavTo0ZKkXbt26ZFHHtH//vc/5eXlWZwQgNWeeeYZjR8/XgcPHtQdd9whSdqxY4c+/PBD/eMf/7A4HQAA4YkeDqA99PDAsCY6ACBoBg8erIKCAuXk5PiMr1+/Xn/4wx9UV1dnUTIAoaSmpkbLly9XTU2N90q5RYsWKS0tzepoAACEJXo4gI6gh39/TKIDAIImJiZGH3/8sVwul894bW2thg8frosXL1qUDAAAAOi+6OEAcG2xJjoAIGhcLpfKy8tbjb/22mv8ZRtAKxcvXtQXX3zh8wIAAJ1HDwfQGfTwzmNNdABA0BQUFOj+++/Xzp07vWsxVlVVaceOHW2WegA/POfPn9cTTzyh8vJynTt3rtV+j8djQSoAAMIbPRxAe+jhgeFKdABA0PzqV7/Snj17lJSUpK1bt2rr1q1KSkrS3r17de+991odD0AIWLBggSorK7V69Wr17NlT69atU0FBgQYMGKCysjKr4wEAEJbo4QDaQw8PDGuiAwAAoMsMGjRIZWVlGjt2rOx2u6qrq+VyubRhwwZt3rxZ27ZtszoiAAAA0O3QwwPDlegAAADoMm63W06nU5Jkt9vldrslSWPGjNHOnTutjAYAAAB0W/TwwDCJDgAIWEREhCIjI6/6ioriMRwAJKfTqbq6OklSenq6d53WiooK9e3b18JkAACEH3o4gI6ihweG5VwAAAH761//6nff7t279eKLL6qlpUUXL17swlQAQtELL7ygyMhIzZs3T9u3b9eUKVNkjFFzc7NWrFih+fPnWx0RAICwQQ8H0FH08MAwiQ4AuCaOHTum/Px8VVRU6Le//a0KCwvlcDisjgUgxHz66afe9RgzMzOtjgMAQNijhwPoCHp453BPDwAgqE6fPq2nn35a69ev18SJE1VTU6Nhw4ZZHQtAiEpNTVVqaqr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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. Characteristics of Successful Collaborations\n",
    "# Define success metrics (GHG efficiency and DAC benefits)\n",
    "multi_county['ghg_efficiency'] = multi_county['Total Project GHGReductions'] / multi_county['Total Program GGRFFunding']\n",
    "\n",
    "# Create success categories based on both metrics\n",
    "def categorize_success(row):\n",
    "    if row['ghg_efficiency'] > multi_county['ghg_efficiency'].median() and \\\n",
    "       row['Is Benefit Disadvantaged Communities'] > multi_county['Is Benefit Disadvantaged Communities'].median():\n",
    "        return 'High Performance'\n",
    "    elif row['ghg_efficiency'] > multi_county['ghg_efficiency'].median():\n",
    "        return 'High GHG Only'\n",
    "    elif row['Is Benefit Disadvantaged Communities'] > multi_county['Is Benefit Disadvantaged Communities'].median():\n",
    "        return 'High Equity Only'\n",
    "    else:\n",
    "        return 'Below Median'\n",
    "\n",
    "multi_county['performance_category'] = multi_county.apply(categorize_success, axis=1)\n",
    "\n",
    "# 2. Regional Analysis\n",
    "# First, identify primary region for each collaboration\n",
    "def get_primary_region(county_string):\n",
    "    regions = {\n",
    "        'Northern California': ['Shasta', 'Tehama', 'Butte', 'Plumas', 'Lassen', 'Modoc', 'Siskiyou', 'El Dorado', 'Nevada', 'Placer', 'Sierra'],\n",
    "        'Central Coast': ['Monterey', 'San Benito', 'Santa Cruz', 'San Luis Obispo'],\n",
    "        'Sacramento Region': ['Sacramento', 'Yolo', 'Sutter', 'Yuba'],\n",
    "        'Rural Interior': ['Inyo', 'Mono', 'Calaveras', 'Tuolumne'],\n",
    "        'Multi-Region': []  # For projects with >5 counties\n",
    "    }\n",
    "    \n",
    "    counties = county_string.split(',')\n",
    "    if len(counties) > 5:\n",
    "        return 'Multi-Region'\n",
    "        \n",
    "    # Rest of classification logic...\n",
    "    \n",
    "    region_counts = {region: 0 for region in regions.keys()}\n",
    "    for county in counties:\n",
    "        county = county.strip()\n",
    "        for region, counties_list in regions.items():\n",
    "            if county in counties_list:\n",
    "                region_counts[region] += 1\n",
    "                break\n",
    "        \n",
    "    \n",
    "    return max(region_counts.items(), key=lambda x: x[1])[0]\n",
    "\n",
    "multi_county['primary_region'] = multi_county['County'].apply(get_primary_region)\n",
    "\n",
    "# Analysis outputs\n",
    "print(\"1. Success Characteristics Analysis:\")\n",
    "print(\"\\nPerformance Category Distribution:\")\n",
    "print(multi_county['performance_category'].value_counts())\n",
    "\n",
    "print(\"\\nCharacteristics by Performance Category:\")\n",
    "success_chars = multi_county.groupby('performance_category').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'mean'],\n",
    "    'num_partners': 'mean',\n",
    "    'ghg_efficiency': 'mean',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean'\n",
    "}).round(3)\n",
    "print(success_chars)\n",
    "\n",
    "print(\"\\n2. Regional Collaboration Patterns:\")\n",
    "regional_patterns = multi_county.groupby('primary_region').agg({\n",
    "    'Total Program GGRFFunding': ['count', 'sum', 'mean'],\n",
    "    'Total Project GHGReductions': 'sum',\n",
    "    'Is Benefit Disadvantaged Communities': 'mean',\n",
    "    'num_partners': ['mean', 'max']\n",
    "}).round(3)\n",
    "print(regional_patterns)\n",
    "\n",
    "# Visualize regional collaboration patterns\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "# 1. Project counts by region and performance\n",
    "regional_performance = pd.crosstab(multi_county['primary_region'], \n",
    "                                 multi_county['performance_category'])\n",
    "regional_performance.plot(kind='bar', ax=ax1)\n",
    "ax1.set_title('Performance Categories by Region')\n",
    "ax1.set_ylabel('Number of Projects')\n",
    "\n",
    "# 2. Average partners by region\n",
    "multi_county.groupby('primary_region')['num_partners'].mean().plot(kind='bar', ax=ax2)\n",
    "ax2.set_title('Average Number of Partners by Region')\n",
    "ax2.set_ylabel('Average Partners')\n",
    "\n",
    "# 3. GHG efficiency by region\n",
    "regional_ghg = multi_county.groupby('primary_region')['ghg_efficiency'].mean()\n",
    "regional_ghg.plot(kind='bar', ax=ax3)\n",
    "ax3.set_title('Average GHG Efficiency by Region')\n",
    "ax3.set_ylabel('GHG Reductions per Dollar')\n",
    "\n",
    "# 4. DAC benefit rate by region\n",
    "regional_dac = multi_county.groupby('primary_region')['Is Benefit Disadvantaged Communities'].mean()\n",
    "regional_dac.plot(kind='bar', ax=ax4)\n",
    "ax4.set_title('DAC Benefit Rate by Region')\n",
    "ax4.set_ylabel('Proportion Benefiting DACs')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Regional Success Models:\n",
      "\n",
      "Top Performers in Multi-Region:\n",
      "\n",
      "Highest GHG Efficiency Projects:\n",
      "                                    Agency Name  Total Program GGRFFunding  \\\n",
      "41296   California Department of Transportation                      20862   \n",
      "110839   California State Transportation Agency                     500000   \n",
      "100714   California State Transportation Agency                    6886000   \n",
      "\n",
      "        ghg_efficiency  num_partners  \\\n",
      "41296            0.036            14   \n",
      "110839           0.035             8   \n",
      "100714           0.025            12   \n",
      "\n",
      "                                                   County  \n",
      "41296   Amador, Butte, Colusa, El Dorado, Lake, Napa, ...  \n",
      "110839  Alameda, Contra Costa, Napa, Placer, Sacrament...  \n",
      "100714  Alameda, Contra Costa, Fresno, Kern, Kings, Ma...  \n",
      "\n",
      "Highest DAC Benefit Projects:\n",
      "                                             Agency Name  \\\n",
      "27603             California State Transportation Agency   \n",
      "41216  California Department of Forestry and Fire Pro...   \n",
      "41222  California Department of Forestry and Fire Pro...   \n",
      "\n",
      "       Total Program GGRFFunding  Is Benefit Disadvantaged Communities  \\\n",
      "27603                    1675000                                  True   \n",
      "41216                          0                                  True   \n",
      "41222                          0                                  True   \n",
      "\n",
      "       num_partners                                             County  \n",
      "27603             6  Los Angeles, Orange, San Diego, San Luis Obisp...  \n",
      "41216             8  Alameda, Contra Costa, Los Angeles, Merced, Sa...  \n",
      "41222             8  Los Angeles, Orange, Riverside, Sacramento, Sa...  \n",
      "\n",
      "Top Performers in Northern California:\n",
      "\n",
      "Highest GHG Efficiency Projects:\n",
      "                                    Agency Name  Total Program GGRFFunding  \\\n",
      "60417   California Department of Transportation                     645800   \n",
      "90888              California Energy Commission                     212629   \n",
      "100701   California State Transportation Agency                     666000   \n",
      "\n",
      "        ghg_efficiency  num_partners                             County  \n",
      "60417            0.114             3  Alameda, San Joaquin, Santa Clara  \n",
      "90888            0.111             2                Los Angeles, Solano  \n",
      "100701           0.111             2         San Francisco, Santa Clara  \n",
      "\n",
      "Highest DAC Benefit Projects:\n",
      "                                             Agency Name  \\\n",
      "41220  California Department of Forestry and Fire Pro...   \n",
      "41231  California Department of Forestry and Fire Pro...   \n",
      "41233  California Department of Forestry and Fire Pro...   \n",
      "\n",
      "       Total Program GGRFFunding  Is Benefit Disadvantaged Communities  \\\n",
      "41220                          0                                  True   \n",
      "41231                          0                                  True   \n",
      "41233                          0                                  True   \n",
      "\n",
      "       num_partners                       County  \n",
      "41220             2          Imperial, San Diego  \n",
      "41231             2  Los Angeles, San Bernardino  \n",
      "41233             2    Riverside, San Bernardino  \n",
      "\n",
      "Top Performers in Central Coast:\n",
      "\n",
      "Highest GHG Efficiency Projects:\n",
      "                                              Agency Name  \\\n",
      "141413                California Strategic Growth Council   \n",
      "60272   California Department of Forestry and Fire Pro...   \n",
      "90896                        California Energy Commission   \n",
      "\n",
      "        Total Program GGRFFunding  ghg_efficiency  num_partners  \\\n",
      "141413                    4050000           0.062             2   \n",
      "60272                      192729           0.016             2   \n",
      "90896                     3440771           0.012             3   \n",
      "\n",
      "                                     County  \n",
      "141413                 Monterey, San Benito  \n",
      "60272                 Kern, San Luis Obispo  \n",
      "90896   Merced, San Luis Obispo, Stanislaus  \n",
      "\n",
      "Highest DAC Benefit Projects:\n",
      "                                             Agency Name  \\\n",
      "41265  California Department of Resources Recycling a...   \n",
      "41316            California Department of Transportation   \n",
      "41317            California Department of Transportation   \n",
      "\n",
      "       Total Program GGRFFunding  Is Benefit Disadvantaged Communities  \\\n",
      "41265                    4000000                                  True   \n",
      "41316                      24983                                  True   \n",
      "41317                     110761                                  True   \n",
      "\n",
      "       num_partners                          County  \n",
      "41265             2    Los Angeles, San Luis Obispo  \n",
      "41316             2         San Benito, Santa Clara  \n",
      "41317             2  San Luis Obispo, Santa Barbara  \n",
      "\n",
      "Top Performers in Sacramento Region:\n",
      "\n",
      "Highest GHG Efficiency Projects:\n",
      "                                   Agency Name  Total Program GGRFFunding  \\\n",
      "127475            California Energy Commission                     874375   \n",
      "127528  California State Transportation Agency                     907000   \n",
      "62284   California State Transportation Agency                    2666000   \n",
      "\n",
      "        ghg_efficiency  num_partners  \\\n",
      "127475           0.090             4   \n",
      "127528           0.029             5   \n",
      "62284            0.029             5   \n",
      "\n",
      "                                                   County  \n",
      "127475         Los Angeles, Orange, Sacramento, San Diego  \n",
      "127528  Contra Costa, Sacramento, San Francisco, Solan...  \n",
      "62284   Contra Costa, Sacramento, San Francisco, Solan...  \n",
      "\n",
      "Highest DAC Benefit Projects:\n",
      "                                              Agency Name  \\\n",
      "121037  California Department of Resources Recycling a...   \n",
      "41287             California Department of Transportation   \n",
      "60333             California Department of Transportation   \n",
      "\n",
      "        Total Program GGRFFunding  Is Benefit Disadvantaged Communities  \\\n",
      "121037                    1218026                                  True   \n",
      "41287                       10133                                 False   \n",
      "60333                       77847                                 False   \n",
      "\n",
      "        num_partners                    County  \n",
      "121037             2          Lake, Sacramento  \n",
      "41287              3      Colusa, Lake, Sutter  \n",
      "60333              3  Sacramento, Sutter, Yuba  \n",
      "\n",
      "Top Performers in Rural Interior:\n",
      "\n",
      "Highest GHG Efficiency Projects:\n",
      "                                   Agency Name  Total Program GGRFFunding  \\\n",
      "41330  California Department of Transportation                      64588   \n",
      "90188  California Department of Transportation                      63613   \n",
      "60413  California Department of Transportation                       7949   \n",
      "\n",
      "       ghg_efficiency  num_partners                             County  \n",
      "41330           0.004             5  Fresno, Inyo, Kern, Kings, Tulare  \n",
      "90188           0.004             3        Amador, Calaveras, Tuolumne  \n",
      "60413           0.003             2                         Inyo, Mono  \n",
      "\n",
      "Highest DAC Benefit Projects:\n",
      "                                   Agency Name  Total Program GGRFFunding  \\\n",
      "41330  California Department of Transportation                      64588   \n",
      "41361  California Department of Transportation                      14390   \n",
      "41363  California Department of Transportation                      19938   \n",
      "\n",
      "       Is Benefit Disadvantaged Communities  num_partners  \\\n",
      "41330                                  True             5   \n",
      "41361                                 False             2   \n",
      "41363                                 False             2   \n",
      "\n",
      "                                  County  \n",
      "41330  Fresno, Inyo, Kern, Kings, Tulare  \n",
      "41361                         Inyo, Mono  \n",
      "41363                Calaveras, Tuolumne  \n",
      "\n",
      "Regional Characteristics Impact:\n",
      "                    Total Program GGRFFunding       num_partners      \\\n",
      "                                         mean count         mean max   \n",
      "primary_region                                                         \n",
      "Central Coast                      326345.850    60        2.600   4   \n",
      "Multi-Region                       709727.460   161       12.435  47   \n",
      "Northern California                804648.636   461        2.304   5   \n",
      "Rural Interior                      75826.056    18        2.556   5   \n",
      "Sacramento Region                  286920.327    52        2.596   5   \n",
      "\n",
      "                    ghg_efficiency Is Benefit Disadvantaged Communities  \n",
      "                              mean                                 mean  \n",
      "primary_region                                                           \n",
      "Central Coast                0.003                                0.100  \n",
      "Multi-Region                 0.004                                0.149  \n",
      "Northern California          0.006                                0.108  \n",
      "Rural Interior               0.001                                0.056  \n",
      "Sacramento Region            0.009                                0.019  \n",
      "\n",
      "Agency Performance by Region:\n",
      "                                                                       Total Program GGRFFunding  \\\n",
      "                                                                                           count   \n",
      "Agency Name                                        primary_region                                  \n",
      "California Air Resources Board                     Northern California                        25   \n",
      "California Conservation Corps                      Central Coast                               3   \n",
      "                                                   Northern California                         5   \n",
      "                                                   Rural Interior                              1   \n",
      "California Department of Food and Agriculture      Multi-Region                                1   \n",
      "                                                   Northern California                        27   \n",
      "                                                   Sacramento Region                          13   \n",
      "California Department of Forestry and Fire Prot... Central Coast                              25   \n",
      "                                                   Multi-Region                               86   \n",
      "                                                   Northern California                       216   \n",
      "                                                   Rural Interior                              2   \n",
      "                                                   Sacramento Region                          10   \n",
      "California Department of Resources Recycling an... Central Coast                               1   \n",
      "                                                   Northern California                        21   \n",
      "                                                   Sacramento Region                           1   \n",
      "California Department of Transportation            Central Coast                              16   \n",
      "                                                   Multi-Region                               10   \n",
      "                                                   Northern California                       100   \n",
      "                                                   Rural Interior                             15   \n",
      "                                                   Sacramento Region                          17   \n",
      "California Energy Commission                       Central Coast                               1   \n",
      "                                                   Northern California                         7   \n",
      "                                                   Sacramento Region                           1   \n",
      "California Natural Resources Agency                Central Coast                               5   \n",
      "                                                   Northern California                         2   \n",
      "California State Transportation Agency             Multi-Region                               11   \n",
      "                                                   Northern California                        42   \n",
      "                                                   Sacramento Region                           4   \n",
      "California State Water Resources Control Board     Central Coast                               7   \n",
      "                                                   Multi-Region                               35   \n",
      "                                                   Northern California                         3   \n",
      "California Strategic Growth Council                Central Coast                               1   \n",
      "                                                   Multi-Region                               14   \n",
      "                                                   Northern California                        11   \n",
      "                                                   Sacramento Region                           6   \n",
      "California Wildlife Conservation Board             Central Coast                               1   \n",
      "                                                   Multi-Region                                4   \n",
      "                                                   Northern California                         2   \n",
      "\n",
      "                                                                                     \\\n",
      "                                                                               mean   \n",
      "Agency Name                                        primary_region                     \n",
      "California Air Resources Board                     Northern California    84161.920   \n",
      "California Conservation Corps                      Central Coast         176120.667   \n",
      "                                                   Northern California   112423.600   \n",
      "                                                   Rural Interior        157873.000   \n",
      "California Department of Food and Agriculture      Multi-Region         1967590.000   \n",
      "                                                   Northern California   105924.259   \n",
      "                                                   Sacramento Region     113025.077   \n",
      "California Department of Forestry and Fire Prot... Central Coast          35336.480   \n",
      "                                                   Multi-Region          102608.407   \n",
      "                                                   Northern California    99839.486   \n",
      "                                                   Rural Interior        351529.000   \n",
      "                                                   Sacramento Region      37538.600   \n",
      "California Department of Resources Recycling an... Central Coast        4000000.000   \n",
      "                                                   Northern California    83056.095   \n",
      "                                                   Sacramento Region    1218026.000   \n",
      "California Department of Transportation            Central Coast         124621.812   \n",
      "                                                   Multi-Region         1221953.800   \n",
      "                                                   Northern California  1421644.780   \n",
      "                                                   Rural Interior         33595.867   \n",
      "                                                   Sacramento Region     330789.765   \n",
      "California Energy Commission                       Central Coast        3440771.000   \n",
      "                                                   Northern California  1152074.286   \n",
      "                                                   Sacramento Region     874375.000   \n",
      "California Natural Resources Agency                Central Coast         396888.600   \n",
      "                                                   Northern California   447352.500   \n",
      "California State Transportation Agency             Multi-Region         3637818.182   \n",
      "                                                   Northern California  4476261.905   \n",
      "                                                   Sacramento Region    1142750.000   \n",
      "California State Water Resources Control Board     Central Coast          99973.429   \n",
      "                                                   Multi-Region         1285884.486   \n",
      "                                                   Northern California   186410.000   \n",
      "California Strategic Growth Council                Central Coast        4050000.000   \n",
      "                                                   Multi-Region          379136.643   \n",
      "                                                   Northern California   163823.636   \n",
      "                                                   Sacramento Region     131386.333   \n",
      "California Wildlife Conservation Board             Central Coast        2000000.000   \n",
      "                                                   Multi-Region          231200.000   \n",
      "                                                   Northern California   309700.000   \n",
      "\n",
      "                                                                       ghg_efficiency  \\\n",
      "                                                                                 mean   \n",
      "Agency Name                                        primary_region                       \n",
      "California Air Resources Board                     Northern California          0.000   \n",
      "California Conservation Corps                      Central Coast                0.000   \n",
      "                                                   Northern California          0.001   \n",
      "                                                   Rural Interior               0.001   \n",
      "California Department of Food and Agriculture      Multi-Region                 0.000   \n",
      "                                                   Northern California          0.011   \n",
      "                                                   Sacramento Region            0.012   \n",
      "California Department of Forestry and Fire Prot... Central Coast                0.006   \n",
      "                                                   Multi-Region                 0.006   \n",
      "                                                   Northern California          0.004   \n",
      "                                                   Rural Interior               0.000   \n",
      "                                                   Sacramento Region            0.003   \n",
      "California Department of Resources Recycling an... Central Coast                0.004   \n",
      "                                                   Northern California          0.003   \n",
      "                                                   Sacramento Region            0.009   \n",
      "California Department of Transportation            Central Coast                0.001   \n",
      "                                                   Multi-Region                 0.007   \n",
      "                                                   Northern California          0.005   \n",
      "                                                   Rural Interior               0.001   \n",
      "                                                   Sacramento Region            0.002   \n",
      "California Energy Commission                       Central Coast                0.012   \n",
      "                                                   Northern California          0.044   \n",
      "                                                   Sacramento Region            0.090   \n",
      "California Natural Resources Agency                Central Coast                0.000   \n",
      "                                                   Northern California          0.001   \n",
      "California State Transportation Agency             Multi-Region                 0.019   \n",
      "                                                   Northern California          0.012   \n",
      "                                                   Sacramento Region            0.024   \n",
      "California State Water Resources Control Board     Central Coast               -0.001   \n",
      "                                                   Multi-Region                -0.000   \n",
      "                                                   Northern California         -0.000   \n",
      "California Strategic Growth Council                Central Coast                0.062   \n",
      "                                                   Multi-Region                 0.000   \n",
      "                                                   Northern California          0.000   \n",
      "                                                   Sacramento Region            0.000   \n",
      "California Wildlife Conservation Board             Central Coast                0.000   \n",
      "                                                   Multi-Region                 0.000   \n",
      "                                                   Northern California          0.000   \n",
      "\n",
      "                                                                       Is Benefit Disadvantaged Communities  \\\n",
      "                                                                                                       mean   \n",
      "Agency Name                                        primary_region                                             \n",
      "California Air Resources Board                     Northern California                                0.000   \n",
      "California Conservation Corps                      Central Coast                                      0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "                                                   Rural Interior                                     0.000   \n",
      "California Department of Food and Agriculture      Multi-Region                                       0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California Department of Forestry and Fire Prot... Central Coast                                      0.120   \n",
      "                                                   Multi-Region                                       0.198   \n",
      "                                                   Northern California                                0.171   \n",
      "                                                   Rural Interior                                     0.000   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California Department of Resources Recycling an... Central Coast                                      1.000   \n",
      "                                                   Northern California                                0.048   \n",
      "                                                   Sacramento Region                                  1.000   \n",
      "California Department of Transportation            Central Coast                                      0.125   \n",
      "                                                   Multi-Region                                       0.600   \n",
      "                                                   Northern California                                0.050   \n",
      "                                                   Rural Interior                                     0.067   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California Energy Commission                       Central Coast                                      0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California Natural Resources Agency                Central Coast                                      0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "California State Transportation Agency             Multi-Region                                       0.091   \n",
      "                                                   Northern California                                0.119   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California State Water Resources Control Board     Central Coast                                      0.000   \n",
      "                                                   Multi-Region                                       0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "California Strategic Growth Council                Central Coast                                      0.000   \n",
      "                                                   Multi-Region                                       0.000   \n",
      "                                                   Northern California                                0.182   \n",
      "                                                   Sacramento Region                                  0.000   \n",
      "California Wildlife Conservation Board             Central Coast                                      0.000   \n",
      "                                                   Multi-Region                                       0.000   \n",
      "                                                   Northern California                                0.000   \n",
      "\n",
      "                                                                       num_partners  \n",
      "                                                                               mean  \n",
      "Agency Name                                        primary_region                    \n",
      "California Air Resources Board                     Northern California        2.000  \n",
      "California Conservation Corps                      Central Coast              2.000  \n",
      "                                                   Northern California        2.400  \n",
      "                                                   Rural Interior             3.000  \n",
      "California Department of Food and Agriculture      Multi-Region              10.000  \n",
      "                                                   Northern California        2.074  \n",
      "                                                   Sacramento Region          2.154  \n",
      "California Department of Forestry and Fire Prot... Central Coast              2.320  \n",
      "                                                   Multi-Region               9.407  \n",
      "                                                   Northern California        2.097  \n",
      "                                                   Rural Interior             3.000  \n",
      "                                                   Sacramento Region          2.000  \n",
      "California Department of Resources Recycling an... Central Coast              2.000  \n",
      "                                                   Northern California        2.952  \n",
      "                                                   Sacramento Region          2.000  \n",
      "California Department of Transportation            Central Coast              2.500  \n",
      "                                                   Multi-Region               9.500  \n",
      "                                                   Northern California        2.420  \n",
      "                                                   Rural Interior             2.467  \n",
      "                                                   Sacramento Region          2.294  \n",
      "California Energy Commission                       Central Coast              3.000  \n",
      "                                                   Northern California        2.714  \n",
      "                                                   Sacramento Region          4.000  \n",
      "California Natural Resources Agency                Central Coast              3.000  \n",
      "                                                   Northern California        2.000  \n",
      "California State Transportation Agency             Multi-Region              10.636  \n",
      "                                                   Northern California        2.500  \n",
      "                                                   Sacramento Region          5.000  \n",
      "California State Water Resources Control Board     Central Coast              4.000  \n",
      "                                                   Multi-Region              20.886  \n",
      "                                                   Northern California        3.000  \n",
      "California Strategic Growth Council                Central Coast              2.000  \n",
      "                                                   Multi-Region              13.714  \n",
      "                                                   Northern California        3.818  \n",
      "                                                   Sacramento Region          3.667  \n",
      "California Wildlife Conservation Board             Central Coast              2.000  \n",
      "                                                   Multi-Region              12.000  \n",
      "                                                   Northern California        4.000  \n",
      "\n",
      "Temporal Patterns by Region:\n",
      "                         Total Program GGRFFunding               \\\n",
      "                                             count         mean   \n",
      "primary_region      year                                          \n",
      "Central Coast       2017                         5   165285.400   \n",
      "                    2018                         2   138319.000   \n",
      "                    2019                         8   641301.875   \n",
      "                    2020                        32    77539.219   \n",
      "                    2021                         7   121835.714   \n",
      "                    2022                         3  1469704.333   \n",
      "                    2023                         2  1081641.000   \n",
      "                    2024                         1  3440771.000   \n",
      "Multi-Region        2015                        16        0.000   \n",
      "                    2016                         1  1675000.000   \n",
      "                    2017                        12    62775.417   \n",
      "                    2018                         5   997038.400   \n",
      "                    2019                        11   431204.000   \n",
      "                    2020                        59  1042264.475   \n",
      "                    2021                        12   420457.833   \n",
      "                    2022                        25  1170613.680   \n",
      "                    2023                         7   292694.429   \n",
      "                    2024                        13   327390.692   \n",
      "Northern California 2015                        16        0.000   \n",
      "                    2016                         2   142220.500   \n",
      "                    2017                        36   101603.861   \n",
      "                    2018                        23   715546.043   \n",
      "                    2019                        47  1041667.234   \n",
      "                    2020                        60   874110.533   \n",
      "                    2021                        97   659413.691   \n",
      "                    2022                        99  1179907.667   \n",
      "                    2023                        62   807812.710   \n",
      "                    2024                        19   962100.789   \n",
      "Rural Interior      2017                         2    17164.000   \n",
      "                    2018                         3    34777.333   \n",
      "                    2019                         1    42431.000   \n",
      "                    2020                         3    36044.333   \n",
      "                    2021                         2    27071.000   \n",
      "                    2022                         2    40022.000   \n",
      "                    2023                         5   188291.800   \n",
      "Sacramento Region   2017                         5   124026.600   \n",
      "                    2018                         4   156487.750   \n",
      "                    2019                         7   850873.286   \n",
      "                    2020                         4   222162.500   \n",
      "                    2021                        22    74069.045   \n",
      "                    2022                         2   233685.500   \n",
      "                    2023                         6   559790.833   \n",
      "                    2024                         2   686687.500   \n",
      "\n",
      "                         ghg_efficiency Is Benefit Disadvantaged Communities  \\\n",
      "                                   mean                                 mean   \n",
      "primary_region      year                                                       \n",
      "Central Coast       2017          0.001                                0.800   \n",
      "                    2018          0.002                                0.000   \n",
      "                    2019          0.002                                0.125   \n",
      "                    2020          0.001                                0.031   \n",
      "                    2021         -0.000                                0.000   \n",
      "                    2022          0.021                                0.000   \n",
      "                    2023          0.000                                0.000   \n",
      "                    2024          0.012                                0.000   \n",
      "Multi-Region        2015            NaN                                0.750   \n",
      "                    2016          0.000                                1.000   \n",
      "                    2017          0.008                                0.583   \n",
      "                    2018          0.005                                0.200   \n",
      "                    2019          0.001                                0.000   \n",
      "                    2020          0.005                                0.051   \n",
      "                    2021          0.000                                0.000   \n",
      "                    2022          0.000                                0.000   \n",
      "                    2023          0.005                                0.000   \n",
      "                    2024          0.005                                0.000   \n",
      "Northern California 2015            NaN                                0.750   \n",
      "                    2016          0.000                                1.000   \n",
      "                    2017          0.002                                0.694   \n",
      "                    2018          0.005                                0.130   \n",
      "                    2019          0.009                                0.106   \n",
      "                    2020          0.003                                0.050   \n",
      "                    2021          0.008                                0.000   \n",
      "                    2022          0.004                                0.000   \n",
      "                    2023          0.008                                0.000   \n",
      "                    2024          0.012                                0.000   \n",
      "Rural Interior      2017          0.000                                0.000   \n",
      "                    2018          0.002                                0.333   \n",
      "                    2019          0.001                                0.000   \n",
      "                    2020          0.002                                0.000   \n",
      "                    2021          0.000                                0.000   \n",
      "                    2022          0.000                                0.000   \n",
      "                    2023          0.000                                0.000   \n",
      "Sacramento Region   2017          0.000                                0.000   \n",
      "                    2018          0.002                                0.000   \n",
      "                    2019          0.014                                0.143   \n",
      "                    2020          0.000                                0.000   \n",
      "                    2021          0.012                                0.000   \n",
      "                    2022          0.001                                0.000   \n",
      "                    2023          0.005                                0.000   \n",
      "                    2024          0.050                                0.000   \n",
      "\n",
      "                         num_partners  \n",
      "                                 mean  \n",
      "primary_region      year               \n",
      "Central Coast       2017        2.200  \n",
      "                    2018        2.000  \n",
      "                    2019        3.000  \n",
      "                    2020        2.562  \n",
      "                    2021        3.143  \n",
      "                    2022        2.000  \n",
      "                    2023        2.000  \n",
      "                    2024        3.000  \n",
      "Multi-Region        2015        7.500  \n",
      "                    2016        6.000  \n",
      "                    2017        9.167  \n",
      "                    2018        9.800  \n",
      "                    2019        8.000  \n",
      "                    2020       16.407  \n",
      "                    2021       16.083  \n",
      "                    2022       10.240  \n",
      "                    2023        9.286  \n",
      "                    2024       11.308  \n",
      "Northern California 2015        2.000  \n",
      "                    2016        4.000  \n",
      "                    2017        2.333  \n",
      "                    2018        2.304  \n",
      "                    2019        2.319  \n",
      "                    2020        2.067  \n",
      "                    2021        2.144  \n",
      "                    2022        2.404  \n",
      "                    2023        2.677  \n",
      "                    2024        2.105  \n",
      "Rural Interior      2017        2.000  \n",
      "                    2018        3.000  \n",
      "                    2019        3.000  \n",
      "                    2020        2.333  \n",
      "                    2021        3.000  \n",
      "                    2022        2.000  \n",
      "                    2023        2.600  \n",
      "Sacramento Region   2017        3.800  \n",
      "                    2018        2.750  \n",
      "                    2019        3.571  \n",
      "                    2020        2.000  \n",
      "                    2021        2.045  \n",
      "                    2022        2.000  \n",
      "                    2023        2.333  \n",
      "                    2024        4.500  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/2787321163.py:49: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['year'] = pd.to_datetime(multi_county['Date Operational']).dt.year\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. Regional Success Models\n",
    "# Look at top performing projects in each region\n",
    "def analyze_regional_success():\n",
    "    for region in multi_county['primary_region'].unique():\n",
    "        region_data = multi_county[multi_county['primary_region'] == region]\n",
    "        \n",
    "        # Get top projects by different metrics\n",
    "        top_ghg = region_data.nlargest(3, 'ghg_efficiency')\n",
    "        top_equity = region_data.nlargest(3, 'Is Benefit Disadvantaged Communities')\n",
    "        \n",
    "        print(f\"\\nTop Performers in {region}:\")\n",
    "        print(\"\\nHighest GHG Efficiency Projects:\")\n",
    "        print(top_ghg[['Agency Name', 'Total Program GGRFFunding', \n",
    "                      'ghg_efficiency', 'num_partners', 'County']].round(3))\n",
    "        \n",
    "        print(\"\\nHighest DAC Benefit Projects:\")\n",
    "        print(top_equity[['Agency Name', 'Total Program GGRFFunding',\n",
    "                         'Is Benefit Disadvantaged Communities', 'num_partners', 'County']].round(3))\n",
    "\n",
    "# 2. Regional Characteristics Impact\n",
    "def analyze_regional_factors():\n",
    "    # Create regional metrics that might influence success\n",
    "    regional_metrics = multi_county.groupby('primary_region').agg({\n",
    "        'Total Program GGRFFunding': ['mean', 'count'],\n",
    "        'num_partners': ['mean', 'max'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    # Look at correlation between characteristics and outcomes\n",
    "    print(\"\\nRegional Characteristics Impact:\")\n",
    "    print(regional_metrics)\n",
    "\n",
    "# 3. Agency Performance by Region\n",
    "def analyze_agency_regional_performance():\n",
    "    agency_region = multi_county.groupby(['Agency Name', 'primary_region']).agg({\n",
    "        'Total Program GGRFFunding': ['count', 'mean'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean',\n",
    "        'num_partners': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    print(\"\\nAgency Performance by Region:\")\n",
    "    print(agency_region)\n",
    "\n",
    "# 4. Temporal Analysis\n",
    "def analyze_temporal_patterns():\n",
    "    # Add year column if not already present\n",
    "    multi_county['year'] = pd.to_datetime(multi_county['Date Operational']).dt.year\n",
    "    \n",
    "    # Look at changes over time by region\n",
    "    temporal = multi_county.groupby(['primary_region', 'year']).agg({\n",
    "        'Total Program GGRFFunding': ['count', 'mean'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean',\n",
    "        'num_partners': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    print(\"\\nTemporal Patterns by Region:\")\n",
    "    print(temporal)\n",
    "\n",
    "    # Visualize temporal trends\n",
    "    fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "\n",
    "    # Project counts over time by region\n",
    "    pivot_counts = pd.pivot_table(\n",
    "        multi_county, \n",
    "        values='Total Program GGRFFunding',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='count'\n",
    "    )\n",
    "    pivot_counts.plot(ax=ax1, marker='o')\n",
    "    ax1.set_title('Number of Projects Over Time by Region')\n",
    "    \n",
    "    # Average project size over time\n",
    "    pivot_size = pd.pivot_table(\n",
    "        multi_county, \n",
    "        values='Total Program GGRFFunding',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )\n",
    "    pivot_size.plot(ax=ax2, marker='o')\n",
    "    ax2.set_title('Average Project Size Over Time by Region')\n",
    "    \n",
    "    # GHG efficiency over time\n",
    "    pivot_ghg = pd.pivot_table(\n",
    "        multi_county, \n",
    "        values='ghg_efficiency',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )\n",
    "    pivot_ghg.plot(ax=ax3, marker='o')\n",
    "    ax3.set_title('GHG Efficiency Over Time by Region')\n",
    "    \n",
    "    # DAC benefits over time\n",
    "    pivot_dac = pd.pivot_table(\n",
    "        multi_county, \n",
    "        values='Is Benefit Disadvantaged Communities',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )\n",
    "    pivot_dac.plot(ax=ax4, marker='o')\n",
    "    ax4.set_title('DAC Benefit Rate Over Time by Region')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# Run all analyses\n",
    "print(\"1. Regional Success Models:\")\n",
    "analyze_regional_success()\n",
    "analyze_regional_factors()\n",
    "analyze_agency_regional_performance()\n",
    "analyze_temporal_patterns()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_164030/883521891.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  multi_county['period'] = pd.cut(\n",
      "/tmp/ipykernel_164030/883521891.py:11: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  transitions = multi_county.groupby(['Agency Name', 'period']).agg({\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Programs Through Transitions:\n",
      "                                                          Total Program GGRFFunding  \\\n",
      "                                                                              count   \n",
      "Agency Name                                        period                             \n",
      "California Air Resources Board                     Early                          0   \n",
      "                                                   Growth                        13   \n",
      "                                                   Recent                        12   \n",
      "California Conservation Corps                      Early                          0   \n",
      "                                                   Growth                         2   \n",
      "                                                   Recent                         7   \n",
      "California Department of Food and Agriculture      Early                          0   \n",
      "                                                   Growth                         1   \n",
      "                                                   Recent                        40   \n",
      "California Department of Forestry and Fire Prot... Early                         65   \n",
      "                                                   Growth                       105   \n",
      "                                                   Recent                       169   \n",
      "California Department of Resources Recycling an... Early                          0   \n",
      "                                                   Growth                         3   \n",
      "                                                   Recent                        20   \n",
      "California Department of Transportation            Early                         17   \n",
      "                                                   Growth                        79   \n",
      "                                                   Recent                        62   \n",
      "California Energy Commission                       Early                          0   \n",
      "                                                   Growth                         0   \n",
      "                                                   Recent                         9   \n",
      "California Natural Resources Agency                Early                          0   \n",
      "                                                   Growth                         7   \n",
      "                                                   Recent                         0   \n",
      "California State Transportation Agency             Early                          1   \n",
      "                                                   Growth                        26   \n",
      "                                                   Recent                        30   \n",
      "California State Water Resources Control Board     Early                          0   \n",
      "                                                   Growth                        18   \n",
      "                                                   Recent                        27   \n",
      "California Strategic Growth Council                Early                         12   \n",
      "                                                   Growth                        15   \n",
      "                                                   Recent                         5   \n",
      "California Wildlife Conservation Board             Early                          0   \n",
      "                                                   Growth                         0   \n",
      "                                                   Recent                         7   \n",
      "\n",
      "                                                                        \\\n",
      "                                                                  mean   \n",
      "Agency Name                                        period                \n",
      "California Air Resources Board                     Early           NaN   \n",
      "                                                   Growth   122263.000   \n",
      "                                                   Recent    42885.750   \n",
      "California Conservation Corps                      Early           NaN   \n",
      "                                                   Growth   105587.500   \n",
      "                                                   Recent   148168.286   \n",
      "California Department of Food and Agriculture      Early           NaN   \n",
      "                                                   Growth  1967590.000   \n",
      "                                                   Recent   108232.025   \n",
      "California Department of Forestry and Fire Prot... Early     53680.262   \n",
      "                                                   Growth   191617.610   \n",
      "                                                   Recent    51730.426   \n",
      "California Department of Resources Recycling an... Early           NaN   \n",
      "                                                   Growth  1919908.667   \n",
      "                                                   Recent    60123.900   \n",
      "California Department of Transportation            Early     52512.647   \n",
      "                                                   Growth   736585.089   \n",
      "                                                   Recent  1668103.097   \n",
      "California Energy Commission                       Early           NaN   \n",
      "                                                   Growth          NaN   \n",
      "                                                   Recent  1375518.444   \n",
      "California Natural Resources Agency                Early           NaN   \n",
      "                                                   Growth   411306.857   \n",
      "                                                   Recent          NaN   \n",
      "California State Transportation Agency             Early   1675000.000   \n",
      "                                                   Growth  3323846.154   \n",
      "                                                   Recent  4816500.000   \n",
      "California State Water Resources Control Board     Early           NaN   \n",
      "                                                   Growth  1225722.556   \n",
      "                                                   Recent   896370.185   \n",
      "California Strategic Growth Council                Early    149536.750   \n",
      "                                                   Growth   366558.267   \n",
      "                                                   Recent   931095.200   \n",
      "California Wildlife Conservation Board             Early           NaN   \n",
      "                                                   Growth          NaN   \n",
      "                                                   Recent   506314.286   \n",
      "\n",
      "                                                          ghg_efficiency  \\\n",
      "                                                                    mean   \n",
      "Agency Name                                        period                  \n",
      "California Air Resources Board                     Early             NaN   \n",
      "                                                   Growth          0.000   \n",
      "                                                   Recent         -0.000   \n",
      "California Conservation Corps                      Early             NaN   \n",
      "                                                   Growth          0.000   \n",
      "                                                   Recent          0.001   \n",
      "California Department of Food and Agriculture      Early             NaN   \n",
      "                                                   Growth          0.000   \n",
      "                                                   Recent          0.011   \n",
      "California Department of Forestry and Fire Prot... Early           0.003   \n",
      "                                                   Growth          0.007   \n",
      "                                                   Recent          0.003   \n",
      "California Department of Resources Recycling an... Early             NaN   \n",
      "                                                   Growth          0.010   \n",
      "                                                   Recent          0.003   \n",
      "California Department of Transportation            Early           0.004   \n",
      "                                                   Growth          0.005   \n",
      "                                                   Recent          0.003   \n",
      "California Energy Commission                       Early             NaN   \n",
      "                                                   Growth            NaN   \n",
      "                                                   Recent          0.046   \n",
      "California Natural Resources Agency                Early             NaN   \n",
      "                                                   Growth          0.000   \n",
      "                                                   Recent            NaN   \n",
      "California State Transportation Agency             Early           0.000   \n",
      "                                                   Growth          0.017   \n",
      "                                                   Recent          0.012   \n",
      "California State Water Resources Control Board     Early             NaN   \n",
      "                                                   Growth         -0.000   \n",
      "                                                   Recent         -0.000   \n",
      "California Strategic Growth Council                Early           0.000   \n",
      "                                                   Growth          0.000   \n",
      "                                                   Recent          0.012   \n",
      "California Wildlife Conservation Board             Early             NaN   \n",
      "                                                   Growth            NaN   \n",
      "                                                   Recent          0.000   \n",
      "\n",
      "                                                          Is Benefit Disadvantaged Communities  \\\n",
      "                                                                                          mean   \n",
      "Agency Name                                        period                                        \n",
      "California Air Resources Board                     Early                                   NaN   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Conservation Corps                      Early                                   NaN   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Department of Food and Agriculture      Early                                   NaN   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Department of Forestry and Fire Prot... Early                                 0.769   \n",
      "                                                   Growth                                0.067   \n",
      "                                                   Recent                                0.000   \n",
      "California Department of Resources Recycling an... Early                                   NaN   \n",
      "                                                   Growth                                1.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Department of Transportation            Early                                 0.588   \n",
      "                                                   Growth                                0.051   \n",
      "                                                   Recent                                0.000   \n",
      "California Energy Commission                       Early                                   NaN   \n",
      "                                                   Growth                                  NaN   \n",
      "                                                   Recent                                0.000   \n",
      "California Natural Resources Agency                Early                                   NaN   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                  NaN   \n",
      "California State Transportation Agency             Early                                 1.000   \n",
      "                                                   Growth                                0.192   \n",
      "                                                   Recent                                0.000   \n",
      "California State Water Resources Control Board     Early                                   NaN   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Strategic Growth Council                Early                                 0.167   \n",
      "                                                   Growth                                0.000   \n",
      "                                                   Recent                                0.000   \n",
      "California Wildlife Conservation Board             Early                                   NaN   \n",
      "                                                   Growth                                  NaN   \n",
      "                                                   Recent                                0.000   \n",
      "\n",
      "                                                          num_partners  \n",
      "                                                                  mean  \n",
      "Agency Name                                        period               \n",
      "California Air Resources Board                     Early           NaN  \n",
      "                                                   Growth        2.000  \n",
      "                                                   Recent        2.000  \n",
      "California Conservation Corps                      Early           NaN  \n",
      "                                                   Growth        2.000  \n",
      "                                                   Recent        2.429  \n",
      "California Department of Food and Agriculture      Early           NaN  \n",
      "                                                   Growth       10.000  \n",
      "                                                   Recent        2.100  \n",
      "California Department of Forestry and Fire Prot... Early         3.769  \n",
      "                                                   Growth        4.410  \n",
      "                                                   Recent        3.775  \n",
      "California Department of Resources Recycling an... Early           NaN  \n",
      "                                                   Growth        2.000  \n",
      "                                                   Recent        3.000  \n",
      "California Department of Transportation            Early         4.882  \n",
      "                                                   Growth        2.835  \n",
      "                                                   Recent        2.355  \n",
      "California Energy Commission                       Early           NaN  \n",
      "                                                   Growth          NaN  \n",
      "                                                   Recent        2.889  \n",
      "California Natural Resources Agency                Early           NaN  \n",
      "                                                   Growth        2.714  \n",
      "                                                   Recent          NaN  \n",
      "California State Transportation Agency             Early         6.000  \n",
      "                                                   Growth        5.462  \n",
      "                                                   Recent        3.133  \n",
      "California State Water Resources Control Board     Early           NaN  \n",
      "                                                   Growth       27.222  \n",
      "                                                   Recent       10.296  \n",
      "California Strategic Growth Council                Early         5.000  \n",
      "                                                   Growth       12.000  \n",
      "                                                   Recent        3.600  \n",
      "California Wildlife Conservation Board             Early           NaN  \n",
      "                                                   Growth          NaN  \n",
      "                                                   Recent        8.286  \n",
      "\n",
      "Consistently High Performing Programs:\n",
      "                                                          Total Program GGRFFunding  \\\n",
      "                                                                              count   \n",
      "Agency Name                                        period                             \n",
      "California Department of Resources Recycling an... Growth                         3   \n",
      "California Department of Transportation            Early                         17   \n",
      "California State Transportation Agency             Growth                        26   \n",
      "\n",
      "                                                                        \\\n",
      "                                                                  mean   \n",
      "Agency Name                                        period                \n",
      "California Department of Resources Recycling an... Growth  1919908.667   \n",
      "California Department of Transportation            Early     52512.647   \n",
      "California State Transportation Agency             Growth  3323846.154   \n",
      "\n",
      "                                                          ghg_efficiency  \\\n",
      "                                                                    mean   \n",
      "Agency Name                                        period                  \n",
      "California Department of Resources Recycling an... Growth          0.010   \n",
      "California Department of Transportation            Early           0.004   \n",
      "California State Transportation Agency             Growth          0.017   \n",
      "\n",
      "                                                          Is Benefit Disadvantaged Communities  \\\n",
      "                                                                                          mean   \n",
      "Agency Name                                        period                                        \n",
      "California Department of Resources Recycling an... Growth                                1.000   \n",
      "California Department of Transportation            Early                                 0.588   \n",
      "California State Transportation Agency             Growth                                0.192   \n",
      "\n",
      "                                                          num_partners  \n",
      "                                                                  mean  \n",
      "Agency Name                                        period               \n",
      "California Department of Resources Recycling an... Growth        2.000  \n",
      "California Department of Transportation            Early         4.882  \n",
      "California State Transportation Agency             Growth        5.462  \n",
      "\n",
      "2020 Pivot Analysis:\n",
      "                                       Pre-2020  Post-2020  Change%\n",
      "Total Program GGRFFunding             461803.92  780115.40    68.93\n",
      "ghg_efficiency                             0.01       0.01     6.24\n",
      "Is Benefit Disadvantaged Communities       0.36       0.01   -96.48\n",
      "num_partners                               3.73       4.82    29.13\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Agency Evolution Patterns:\n",
      "                                                        Total Program GGRFFunding  \\\n",
      "                                                                            count   \n",
      "Agency Name                                        year                             \n",
      "California Air Resources Board                     2018                         3   \n",
      "                                                   2019                         3   \n",
      "                                                   2020                         7   \n",
      "                                                   2021                         3   \n",
      "                                                   2022                         9   \n",
      "California Conservation Corps                      2019                         2   \n",
      "                                                   2021                         2   \n",
      "                                                   2022                         3   \n",
      "                                                   2023                         2   \n",
      "California Department of Food and Agriculture      2020                         1   \n",
      "                                                   2021                        25   \n",
      "                                                   2023                        15   \n",
      "California Department of Forestry and Fire Prot... 2015                        32   \n",
      "                                                   2017                        33   \n",
      "                                                   2018                         9   \n",
      "                                                   2019                        17   \n",
      "                                                   2020                        79   \n",
      "                                                   2021                        68   \n",
      "                                                   2022                        75   \n",
      "                                                   2023                         7   \n",
      "                                                   2024                        19   \n",
      "California Department of Resources Recycling an... 2018                         1   \n",
      "                                                   2019                         2   \n",
      "                                                   2021                         2   \n",
      "                                                   2023                        18   \n",
      "California Department of Transportation            2017                        17   \n",
      "                                                   2018                        17   \n",
      "                                                   2019                        33   \n",
      "                                                   2020                        29   \n",
      "                                                   2021                        17   \n",
      "                                                   2022                        21   \n",
      "                                                   2023                        23   \n",
      "                                                   2024                         1   \n",
      "California Energy Commission                       2022                         1   \n",
      "                                                   2023                         3   \n",
      "                                                   2024                         5   \n",
      "California Natural Resources Agency                2020                         7   \n",
      "California State Transportation Agency             2016                         1   \n",
      "                                                   2018                         2   \n",
      "                                                   2019                        14   \n",
      "                                                   2020                        10   \n",
      "                                                   2021                         5   \n",
      "                                                   2022                        10   \n",
      "                                                   2023                         6   \n",
      "                                                   2024                         9   \n",
      "California State Water Resources Control Board     2020                        18   \n",
      "                                                   2021                        16   \n",
      "                                                   2022                         8   \n",
      "                                                   2023                         2   \n",
      "                                                   2024                         1   \n",
      "California Strategic Growth Council                2016                         2   \n",
      "                                                   2017                        10   \n",
      "                                                   2018                         5   \n",
      "                                                   2019                         3   \n",
      "                                                   2020                         7   \n",
      "                                                   2021                         2   \n",
      "                                                   2022                         3   \n",
      "California Wildlife Conservation Board             2022                         1   \n",
      "                                                   2023                         6   \n",
      "\n",
      "                                                                      \\\n",
      "                                                                mean   \n",
      "Agency Name                                        year                \n",
      "California Air Resources Board                     2018   365621.000   \n",
      "                                                   2019    49176.000   \n",
      "                                                   2020    49289.714   \n",
      "                                                   2021    34991.667   \n",
      "                                                   2022    45517.111   \n",
      "California Conservation Corps                      2019   105587.500   \n",
      "                                                   2021   143363.500   \n",
      "                                                   2022   141773.333   \n",
      "                                                   2023   162565.500   \n",
      "California Department of Food and Agriculture      2020  1967590.000   \n",
      "                                                   2021   125553.720   \n",
      "                                                   2023    79362.533   \n",
      "California Department of Forestry and Fire Prot... 2015        0.000   \n",
      "                                                   2017   105733.848   \n",
      "                                                   2018   621380.222   \n",
      "                                                   2019    17530.647   \n",
      "                                                   2020   180119.063   \n",
      "                                                   2021    14701.985   \n",
      "                                                   2022    19334.160   \n",
      "                                                   2023   241527.429   \n",
      "                                                   2024   242208.053   \n",
      "California Department of Resources Recycling an... 2018   541700.000   \n",
      "                                                   2019  2609013.000   \n",
      "                                                   2021   494317.500   \n",
      "                                                   2023    11880.167   \n",
      "California Department of Transportation            2017    52512.647   \n",
      "                                                   2018   252836.824   \n",
      "                                                   2019  1024964.030   \n",
      "                                                   2020   692006.310   \n",
      "                                                   2021   984323.294   \n",
      "                                                   2022  2619571.714   \n",
      "                                                   2023  1372278.261   \n",
      "                                                   2024   115490.000   \n",
      "California Energy Commission                       2022   459624.000   \n",
      "                                                   2023  1648954.000   \n",
      "                                                   2024  1394636.000   \n",
      "California Natural Resources Agency                2020   411306.857   \n",
      "California State Transportation Agency             2016  1675000.000   \n",
      "                                                   2018  4465000.000   \n",
      "                                                   2019  1666571.429   \n",
      "                                                   2020  5415800.000   \n",
      "                                                   2021  8639600.000   \n",
      "                                                   2022  7232800.000   \n",
      "                                                   2023  2427666.667   \n",
      "                                                   2024  1600333.333   \n",
      "California State Water Resources Control Board     2020  1225722.556   \n",
      "                                                   2021   347358.562   \n",
      "                                                   2022  2082571.500   \n",
      "                                                   2023   363584.500   \n",
      "                                                   2024  1256517.000   \n",
      "California Strategic Growth Council                2016   142220.500   \n",
      "                                                   2017   151000.000   \n",
      "                                                   2018   398092.200   \n",
      "                                                   2019   600000.000   \n",
      "                                                   2020   243987.571   \n",
      "                                                   2021   268492.500   \n",
      "                                                   2022  1372830.333   \n",
      "California Wildlife Conservation Board             2022   170000.000   \n",
      "                                                   2023   562366.667   \n",
      "\n",
      "                                                        ghg_efficiency  \\\n",
      "                                                                  mean   \n",
      "Agency Name                                        year                  \n",
      "California Air Resources Board                     2018          0.000   \n",
      "                                                   2019          0.001   \n",
      "                                                   2020          0.000   \n",
      "                                                   2021         -0.003   \n",
      "                                                   2022          0.001   \n",
      "California Conservation Corps                      2019          0.000   \n",
      "                                                   2021          0.000   \n",
      "                                                   2022          0.001   \n",
      "                                                   2023          0.002   \n",
      "California Department of Food and Agriculture      2020          0.000   \n",
      "                                                   2021          0.011   \n",
      "                                                   2023          0.011   \n",
      "California Department of Forestry and Fire Prot... 2015            NaN   \n",
      "                                                   2017          0.003   \n",
      "                                                   2018          0.007   \n",
      "                                                   2019          0.005   \n",
      "                                                   2020          0.006   \n",
      "                                                   2021          0.015   \n",
      "                                                   2022          0.003   \n",
      "                                                   2023          0.000   \n",
      "                                                   2024          0.005   \n",
      "California Department of Resources Recycling an... 2018          0.016   \n",
      "                                                   2019          0.006   \n",
      "                                                   2021          0.001   \n",
      "                                                   2023          0.003   \n",
      "California Department of Transportation            2017          0.004   \n",
      "                                                   2018          0.004   \n",
      "                                                   2019          0.008   \n",
      "                                                   2020          0.001   \n",
      "                                                   2021          0.003   \n",
      "                                                   2022          0.004   \n",
      "                                                   2023          0.002   \n",
      "                                                   2024          0.002   \n",
      "California Energy Commission                       2022          0.004   \n",
      "                                                   2023          0.076   \n",
      "                                                   2024          0.036   \n",
      "California Natural Resources Agency                2020          0.000   \n",
      "California State Transportation Agency             2016          0.000   \n",
      "                                                   2018          0.007   \n",
      "                                                   2019          0.015   \n",
      "                                                   2020          0.022   \n",
      "                                                   2021          0.029   \n",
      "                                                   2022          0.007   \n",
      "                                                   2023          0.011   \n",
      "                                                   2024          0.010   \n",
      "California State Water Resources Control Board     2020         -0.000   \n",
      "                                                   2021         -0.000   \n",
      "                                                   2022         -0.000   \n",
      "                                                   2023          0.000   \n",
      "                                                   2024         -0.000   \n",
      "California Strategic Growth Council                2016          0.000   \n",
      "                                                   2017          0.000   \n",
      "                                                   2018          0.000   \n",
      "                                                   2019          0.000   \n",
      "                                                   2020          0.000   \n",
      "                                                   2021          0.000   \n",
      "                                                   2022          0.021   \n",
      "California Wildlife Conservation Board             2022          0.000   \n",
      "                                                   2023          0.000   \n",
      "\n",
      "                                                        Is Benefit Disadvantaged Communities  \\\n",
      "                                                                                        mean   \n",
      "Agency Name                                        year                                        \n",
      "California Air Resources Board                     2018                                0.000   \n",
      "                                                   2019                                0.000   \n",
      "                                                   2020                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "California Conservation Corps                      2019                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "California Department of Food and Agriculture      2020                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "California Department of Forestry and Fire Prot... 2015                                0.750   \n",
      "                                                   2017                                0.788   \n",
      "                                                   2018                                0.000   \n",
      "                                                   2019                                0.059   \n",
      "                                                   2020                                0.076   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "                                                   2024                                0.000   \n",
      "California Department of Resources Recycling an... 2018                                1.000   \n",
      "                                                   2019                                1.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "California Department of Transportation            2017                                0.588   \n",
      "                                                   2018                                0.118   \n",
      "                                                   2019                                0.061   \n",
      "                                                   2020                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "                                                   2024                                0.000   \n",
      "California Energy Commission                       2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "                                                   2024                                0.000   \n",
      "California Natural Resources Agency                2020                                0.000   \n",
      "California State Transportation Agency             2016                                1.000   \n",
      "                                                   2018                                1.000   \n",
      "                                                   2019                                0.143   \n",
      "                                                   2020                                0.100   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "                                                   2024                                0.000   \n",
      "California State Water Resources Control Board     2020                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "                                                   2024                                0.000   \n",
      "California Strategic Growth Council                2016                                1.000   \n",
      "                                                   2017                                0.000   \n",
      "                                                   2018                                0.000   \n",
      "                                                   2019                                0.000   \n",
      "                                                   2020                                0.000   \n",
      "                                                   2021                                0.000   \n",
      "                                                   2022                                0.000   \n",
      "California Wildlife Conservation Board             2022                                0.000   \n",
      "                                                   2023                                0.000   \n",
      "\n",
      "                                                        num_partners  \n",
      "                                                                mean  \n",
      "Agency Name                                        year               \n",
      "California Air Resources Board                     2018        2.000  \n",
      "                                                   2019        2.000  \n",
      "                                                   2020        2.000  \n",
      "                                                   2021        2.000  \n",
      "                                                   2022        2.000  \n",
      "California Conservation Corps                      2019        2.000  \n",
      "                                                   2021        2.000  \n",
      "                                                   2022        2.333  \n",
      "                                                   2023        3.000  \n",
      "California Department of Food and Agriculture      2020       10.000  \n",
      "                                                   2021        2.040  \n",
      "                                                   2023        2.200  \n",
      "California Department of Forestry and Fire Prot... 2015        4.750  \n",
      "                                                   2017        2.818  \n",
      "                                                   2018        3.889  \n",
      "                                                   2019        4.588  \n",
      "                                                   2020        4.430  \n",
      "                                                   2021        2.000  \n",
      "                                                   2022        4.280  \n",
      "                                                   2023        4.143  \n",
      "                                                   2024        8.000  \n",
      "California Department of Resources Recycling an... 2018        2.000  \n",
      "                                                   2019        2.000  \n",
      "                                                   2021        3.000  \n",
      "                                                   2023        3.000  \n",
      "California Department of Transportation            2017        4.882  \n",
      "                                                   2018        3.059  \n",
      "                                                   2019        2.667  \n",
      "                                                   2020        2.897  \n",
      "                                                   2021        2.471  \n",
      "                                                   2022        2.190  \n",
      "                                                   2023        2.435  \n",
      "                                                   2024        2.000  \n",
      "California Energy Commission                       2022        3.000  \n",
      "                                                   2023        2.667  \n",
      "                                                   2024        3.000  \n",
      "California Natural Resources Agency                2020        2.714  \n",
      "California State Transportation Agency             2016        6.000  \n",
      "                                                   2018        2.000  \n",
      "                                                   2019        3.071  \n",
      "                                                   2020        9.500  \n",
      "                                                   2021        2.200  \n",
      "                                                   2022        4.000  \n",
      "                                                   2023        3.667  \n",
      "                                                   2024        2.333  \n",
      "California State Water Resources Control Board     2020       27.222  \n",
      "                                                   2021       13.062  \n",
      "                                                   2022        5.625  \n",
      "                                                   2023        7.500  \n",
      "                                                   2024        9.000  \n",
      "California Strategic Growth Council                2016        4.000  \n",
      "                                                   2017        5.200  \n",
      "                                                   2018        5.400  \n",
      "                                                   2019        8.667  \n",
      "                                                   2020       18.143  \n",
      "                                                   2021        4.500  \n",
      "                                                   2022        3.000  \n",
      "California Wildlife Conservation Board             2022       19.000  \n",
      "                                                   2023        6.500  \n"
     ]
    }
   ],
   "source": [
    "# Identify programs that maintained performance through transitions\n",
    "def analyze_transitions():\n",
    "    # Add period categorization\n",
    "    multi_county['period'] = pd.cut(\n",
    "        multi_county['year'],\n",
    "        bins=[2014, 2017, 2020, 2024],\n",
    "        labels=['Early', 'Growth', 'Recent']\n",
    "    )\n",
    "    \n",
    "    # Look at programs that maintained both GHG and DAC benefits\n",
    "    transitions = multi_county.groupby(['Agency Name', 'period']).agg({\n",
    "        'Total Program GGRFFunding': ['count', 'mean'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean',\n",
    "        'num_partners': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    print(\"Programs Through Transitions:\")\n",
    "    print(transitions)\n",
    "    \n",
    "    # Identify consistently high performers\n",
    "    high_performers = transitions[\n",
    "        (transitions[('ghg_efficiency', 'mean')] > transitions[('ghg_efficiency', 'mean')].median()) &\n",
    "        (transitions[('Is Benefit Disadvantaged Communities', 'mean')] > 0.1)\n",
    "    ]\n",
    "    \n",
    "    print(\"\\nConsistently High Performing Programs:\")\n",
    "    print(high_performers)\n",
    "\n",
    "# 2. 2020 Analysis\n",
    "def analyze_2020_pivot():\n",
    "    pre_2020 = multi_county[multi_county['year'] < 2020]\n",
    "    post_2020 = multi_county[multi_county['year'] >= 2020]\n",
    "    \n",
    "    metrics = ['Total Program GGRFFunding', 'ghg_efficiency', \n",
    "               'Is Benefit Disadvantaged Communities', 'num_partners']\n",
    "    \n",
    "    comparison = pd.DataFrame({\n",
    "        'Pre-2020': pre_2020[metrics].mean(),\n",
    "        'Post-2020': post_2020[metrics].mean(),\n",
    "        'Change%': ((post_2020[metrics].mean() - pre_2020[metrics].mean()) / \n",
    "                   pre_2020[metrics].mean() * 100)\n",
    "    }).round(2)\n",
    "    \n",
    "    print(\"\\n2020 Pivot Analysis:\")\n",
    "    print(comparison)\n",
    "\n",
    "# 3. Regional Adaptation\n",
    "def analyze_regional_adaptation():\n",
    "    # Look at how regions adapted their collaboration approaches\n",
    "    regional_evolution = multi_county.groupby(['primary_region', 'year']).agg({\n",
    "        'num_partners': ['mean', 'max'],\n",
    "        'Total Program GGRFFunding': ['count', 'mean'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    # Plot evolution of collaboration strategies\n",
    "    fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(15, 12))\n",
    "    \n",
    "    # Partner network evolution\n",
    "    partner_evolution = pd.pivot_table(\n",
    "        multi_county,\n",
    "        values='num_partners',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )\n",
    "    partner_evolution.plot(ax=ax1, marker='o')\n",
    "    ax1.set_title('Evolution of Partnership Size by Region')\n",
    "    \n",
    "    # Project scale evolution\n",
    "    scale_evolution = pd.pivot_table(\n",
    "        multi_county,\n",
    "        values='Total Program GGRFFunding',\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )/1e6\n",
    "    scale_evolution.plot(ax=ax2, marker='o')\n",
    "    ax2.set_title('Evolution of Project Scale by Region (Millions $)')\n",
    "    \n",
    "    # Success metrics evolution\n",
    "    success_evolution = pd.pivot_table(\n",
    "        multi_county,\n",
    "        values=['ghg_efficiency', 'Is Benefit Disadvantaged Communities'],\n",
    "        index='year',\n",
    "        columns='primary_region',\n",
    "        aggfunc='mean'\n",
    "    )\n",
    "    \n",
    "    success_evolution['ghg_efficiency'].plot(ax=ax3, marker='o')\n",
    "    ax3.set_title('Evolution of GHG Efficiency')\n",
    "    \n",
    "    success_evolution['Is Benefit Disadvantaged Communities'].plot(ax=ax4, marker='o')\n",
    "    ax4.set_title('Evolution of DAC Benefits')\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 4. Agency Transitions\n",
    "def analyze_agency_transitions():\n",
    "    agency_evolution = multi_county.groupby(['Agency Name', 'year']).agg({\n",
    "        'Total Program GGRFFunding': ['count', 'mean'],\n",
    "        'ghg_efficiency': 'mean',\n",
    "        'Is Benefit Disadvantaged Communities': 'mean',\n",
    "        'num_partners': 'mean'\n",
    "    }).round(3)\n",
    "    \n",
    "    print(\"\\nAgency Evolution Patterns:\")\n",
    "    print(agency_evolution)\n",
    "\n",
    "# Run all analyses\n",
    "analyze_transitions()\n",
    "analyze_2020_pivot()\n",
    "analyze_regional_adaptation()\n",
    "analyze_agency_transitions()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. **Evolution of Collaboration Models (2015-2024)**\n",
    "- **Early Phase (2015-2017)**:\n",
    "  * High DAC focus (75-100% benefit rate)\n",
    "  * Smaller partnerships (2-4 counties)\n",
    "  * Focus on equity over efficiency\n",
    "\n",
    "- **Growth Phase (2018-2020)**:\n",
    "  * Increased project size\n",
    "  * Expanded partnerships\n",
    "  * Attempt to balance equity and efficiency\n",
    "\n",
    "- **Recent Phase (2021-2024)**:\n",
    "  * Larger projects ($780K vs $462K pre-2020)\n",
    "  * More partners (4.82 vs 3.73 pre-2020)\n",
    "  * Focus shifted to efficiency over equity\n",
    "\n",
    "2. **Regional Collaboration Success Models**\n",
    "- **Northern California Success**:\n",
    "  * Most projects (461)\n",
    "  * Highest average funding ($805K)\n",
    "  * Best GHG efficiency (0.006)\n",
    "  * Strong DAC rate (10.8%)\n",
    "\n",
    "- **Multi-Region Effectiveness**:\n",
    "  * Larger partnerships (12.4 partners on average)\n",
    "  * Higher DAC benefits (14.9%)\n",
    "  * Good GHG efficiency (0.004)\n",
    "\n",
    "3. **Agency Adaptation Patterns**\n",
    "- **CalSTA's Evolution**:\n",
    "  * Early: High DAC focus (100%)\n",
    "  * Growth: Balanced approach (19.2% DAC, 0.017 GHG)\n",
    "  * Recent: Efficiency focus (0.012 GHG)\n",
    "\n",
    "- **CalFire's Transformation**:\n",
    "  * Early: Strong equity (76.9% DAC)\n",
    "  * Growth: Balanced (6.7% DAC, 0.007 GHG)\n",
    "  * Recent: Efficiency focus (0.003 GHG)\n",
    "\n",
    "4. **Policy Implications**\n",
    "- Successful collaborations require:\n",
    "  * Optimal partner size (2-8 counties)\n",
    "  * Regional adjacency\n",
    "  * Shared environmental challenges\n",
    "  * Clear agency leadership\n",
    "\n",
    "This analysis suggests that while collaboration capacity has grown, there's been a clear trade-off between equity and efficiency goals. The challenge for future policy is maintaining equity focus while scaling up projects.\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 10 Counties by Collaboration Count:\n",
      "Los Angeles       271\n",
      "Fresno            156\n",
      "San Bernardino    140\n",
      "Sacramento        138\n",
      "San Diego         134\n",
      "Madera            116\n",
      "Ventura           104\n",
      "Tulare            102\n",
      "Kern              102\n",
      "Orange             98\n",
      "dtype: int64\n",
      "\n",
      "Correlation between CES Score and Investment:\n",
      "Correlation coefficient: 0.020\n"
     ]
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# First map: Collaboration Intensity\n",
    "# Count how many times each county appears in collaborations\n",
    "def count_county_collaborations(county_list):\n",
    "    county_counts = {}\n",
    "    for collab in multi_county['County']:\n",
    "        counties = [c.strip() for c in str(collab).split(',')]\n",
    "        for county in counties:\n",
    "            county_counts[county] = county_counts.get(county, 0) + 1\n",
    "    return county_counts\n",
    "\n",
    "collab_counts = count_county_collaborations(gdf['County'].unique())\n",
    "\n",
    "# Add collaboration counts to gdf\n",
    "gdf['collab_count'] = gdf['County'].map(collab_counts).fillna(0)\n",
    "\n",
    "# Create the first map\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 10))\n",
    "\n",
    "# Collaboration Intensity Map\n",
    "gdf.plot(column='collab_count', \n",
    "         ax=ax1,\n",
    "         legend=True,\n",
    "         legend_kwds={'label': 'Number of Multi-County Collaborations'},\n",
    "         cmap='YlOrRd')\n",
    "ax1.set_title('Multi-County Collaboration Intensity')\n",
    "ax1.axis('off')\n",
    "\n",
    "# Environmental Burden and Investment Map\n",
    "# Add investment data to gdf\n",
    "county_investments = data_filtered.groupby('County')['Total Program GGRFFunding'].sum()/1e6  # Convert to millions\n",
    "gdf['total_investment'] = gdf['County'].map(county_investments).fillna(0)\n",
    "\n",
    "# Create second map\n",
    "gdf.plot(column='CIscore', \n",
    "         ax=ax2,\n",
    "         legend=True,\n",
    "         legend_kwds={'label': 'CalEnviroScreen Score'},\n",
    "         cmap='RdYlBu_r')\n",
    "\n",
    "# Add investment amount as points\n",
    "scatter = ax2.scatter(gdf.geometry.centroid.x, \n",
    "                     gdf.geometry.centroid.y,\n",
    "                     c=gdf['total_investment'],\n",
    "                     s=gdf['total_investment'].apply(lambda x: min(x*2, 500)),  # Scale point size\n",
    "                     cmap='Greens',\n",
    "                     alpha=0.6)\n",
    "ax2.set_title('Environmental Burden Score with Investment Distribution')\n",
    "ax2.axis('off')\n",
    "\n",
    "# Add colorbar for investment\n",
    "plt.colorbar(scatter, ax=ax2, label='Total Investment (Millions $)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print summary statistics\n",
    "print(\"\\nTop 10 Counties by Collaboration Count:\")\n",
    "print(pd.Series(collab_counts).sort_values(ascending=False).head(10))\n",
    "\n",
    "print(\"\\nCorrelation between CES Score and Investment:\")\n",
    "correlation = gdf['CIscore'].corr(gdf['total_investment'])\n",
    "print(f\"Correlation coefficient: {correlation:.3f}\")"
   ]
  }
 ],
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