{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Collecting boto3\n",
      "  Downloading boto3-1.12.29-py2.py3-none-any.whl (128 kB)\n",
      "\u001b[K     |████████████████████████████████| 128 kB 6.4 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting google-cloud-storage\n",
      "  Using cached google_cloud_storage-1.26.0-py2.py3-none-any.whl (75 kB)\n",
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      "\u001b[K     |████████████████████████████████| 6.0 MB 9.4 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting jmespath<1.0.0,>=0.7.1\n",
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      "Processing /home/jupyter/.cache/pip/wheels/4c/a1/71/5e427276ceeff277fd76878d1b19fbf4587a2845015d86864b/googleapis_common_protos-1.51.0-py3-none-any.whl\n",
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      "Installing collected packages: xgboost, jmespath, docutils, botocore, s3transfer, boto3, google-resumable-media, rsa, google-auth, googleapis-common-protos, google-api-core, google-cloud-core, google-cloud-storage, smart-open, gensim, future, funcy, pyLDAvis\n",
      "Successfully installed boto3-1.12.29 botocore-1.15.29 docutils-0.15.2 funcy-1.14 future-0.18.2 gensim-3.8.1 google-api-core-1.16.0 google-auth-1.11.3 google-cloud-core-1.3.0 google-cloud-storage-1.26.0 google-resumable-media-0.5.0 googleapis-common-protos-1.51.0 jmespath-0.9.5 pyLDAvis-2.1.2 rsa-4.0 s3transfer-0.3.3 smart-open-1.10.0 xgboost-1.0.2\n"
     ]
    }
   ],
   "source": [
    "! pip install qeds fiona geopandas xgboost gensim folium pyLDAvis descartes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from shapely.geometry import Point\n",
    "import plotly.express as px\n",
    "\n",
    "%matplotlib inline\n",
    "# activate plot theme\n",
    "import qeds\n",
    "qeds.themes.mpl_style();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I start by uploading my thesis data. For my thesis, I am interested in understanding how increasing the intensity of the measure of fatalities affects support for Duterte's party, PDP Laban, in the most recent mayoral elections. Since Duterte was elected in 2016, the Philippines has become a hotbed for extra judicial killings of drug suspects. There's a lot of literature in economics about the effect of conflict on political and economic outcomes. One really important paper for my thesis is done by Luisa Blanco in 2012, who finds that increased perceptions of insecurity(resulting from exposure to violent crime) leads to distrust in the government and also increased palatability of authoritarianism(partially because of its perceived efficiency in dealing with crime). The Philippines offers an interesting context: On the one hand, the majority of the extra-judicial killings have been comitted or encouraged by the state towards mostly low income Filipinos. This could lead to  Filipinos feeling less safe and distrusting the government. On the other hand, the Philippines has a long history of dealing with inefficient courts, and so the drug war could be welcomed as an efficient way of dealing with the drug trade. The purpose of my thesis is to see which effect dominates in the Philippine setting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>province</th>\n",
       "      <th>muni</th>\n",
       "      <th>PDPpercent</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>province_code</th>\n",
       "      <th>municipality_city_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>location</th>\n",
       "      <th>...</th>\n",
       "      <th>lon_a_5</th>\n",
       "      <th>lat_a_5</th>\n",
       "      <th>d_a_5</th>\n",
       "      <th>PDPran</th>\n",
       "      <th>FPDP</th>\n",
       "      <th>pi_g</th>\n",
       "      <th>fatalities_pc</th>\n",
       "      <th>fatalities_p_c</th>\n",
       "      <th>pi_a</th>\n",
       "      <th>Coordinates</th>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140103000</td>\n",
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       "      <td>POINT(120.719846281 17.523537522)</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>330.886511</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>POINT (120.7198486328125 17.52353668212891)</td>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
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       "      <td>POINT (120.8480606079102 17.43698883056641)</td>\n",
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       "    <tr>\n",
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       "      <td>ABRA</td>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.331700</td>\n",
       "      <td>POINT (120.952278137207 17.4498291015625)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 63 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  province       muni  PDPpercent                                  region  \\\n",
       "0     ABRA    BANGUED    0.101855  Cordillera Administrative Region (CAR)   \n",
       "1     ABRA    BOLINEY    0.000000  Cordillera Administrative Region (CAR)   \n",
       "2     ABRA      BUCAY    0.053107  Cordillera Administrative Region (CAR)   \n",
       "3     ABRA     BUCLOC    0.047902  Cordillera Administrative Region (CAR)   \n",
       "4     ABRA  DAGUIOMAN    0.007278  Cordillera Administrative Region (CAR)   \n",
       "\n",
       "   region_code province_code municipality_city_code   longitude   latitude  \\\n",
       "0  PH140000000   PH140100000            PH140101000  120.600914  17.611204   \n",
       "1  PH140000000   PH140100000            PH140102000  120.864738  17.378698   \n",
       "2  PH140000000   PH140100000            PH140103000  120.719849  17.523537   \n",
       "3  PH140000000   PH140100000            PH140104000  120.848061  17.436989   \n",
       "4  PH140000000   PH140100000            PH140105000  120.952278  17.449829   \n",
       "\n",
       "                             location  ...     lon_a_5  lat_a_5       d_a_5  \\\n",
       "0  POINT(120.600912102 17.6112035614)  ...  120.991997   14.545  341.874815   \n",
       "1  POINT(120.864738788 17.3786990212)  ...  120.991997   14.545  313.868504   \n",
       "2   POINT(120.719846281 17.523537522)  ...  120.991997   14.545  330.886511   \n",
       "3  POINT(120.848063524 17.4369884989)  ...  120.991997   14.545  320.394546   \n",
       "4  POINT(120.952276395 17.4498298787)  ...  120.991997   14.545  321.473186   \n",
       "\n",
       "   PDPran FPDP      pi_g fatalities_pc fatalities_p_c      pi_a  \\\n",
       "0     1.0  6.0 -0.386866      0.000125       1.245770  0.126267   \n",
       "1     0.0  0.0 -0.627300      0.000000       0.000000  0.451233   \n",
       "2     1.0  1.0 -0.562465      0.000058       0.584283  0.298767   \n",
       "3     1.0  0.0 -0.727650      0.000000       0.000000  0.467700   \n",
       "4     1.0  0.0 -0.056885      0.000000       0.000000  0.331700   \n",
       "\n",
       "                                   Coordinates  \n",
       "0  POINT (120.6009140014648 17.61120414733887)  \n",
       "1  POINT (120.8647384643555 17.37869834899902)  \n",
       "2  POINT (120.7198486328125 17.52353668212891)  \n",
       "3  POINT (120.8480606079102 17.43698883056641)  \n",
       "4    POINT (120.952278137207 17.4498291015625)  \n",
       "\n",
       "[5 rows x 63 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "#read thesis data here\n",
    "\n",
    "PH = pd.read_stata(\"Collapsed merged with controls and dist!(unmatched munis dropped) 2.dta\")\n",
    "\n",
    "#generating the coordinates\n",
    "PH[\"Coordinates\"] = list(zip(PH.longitude, PH.latitude))\n",
    "PH.head()\n",
    "PH[\"Coordinates\"] = PH[\"Coordinates\"].apply(Point)\n",
    "PH.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PDP percent is my variable for the vote share of Duterte's party's candidates.\n",
    "\n",
    "Next, I upload the stanford shape file that contains the polygon data at the municipality level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "PHshape2 = gpd.read_file(\"PHL_stanford.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff67eca37d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PHshape2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the world map:\n",
    "\n",
    "world = gpd.read_file(gpd.datasets.get_path(\"naturalearth_lowres\"))\n",
    "world = world.set_index(\"iso_a3\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7ff67eaaad10>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world.loc[\"PHL\",'geometry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1615 entries, 0 to 1614\n",
      "Data columns (total 63 columns):\n",
      " #   Column                  Non-Null Count  Dtype   \n",
      "---  ------                  --------------  -----   \n",
      " 0   province                1615 non-null   object  \n",
      " 1   muni                    1615 non-null   object  \n",
      " 2   PDPpercent              1615 non-null   float32 \n",
      " 3   region                  1615 non-null   object  \n",
      " 4   region_code             1615 non-null   object  \n",
      " 5   province_code           1615 non-null   object  \n",
      " 6   municipality_city_code  1615 non-null   object  \n",
      " 7   longitude               1615 non-null   float32 \n",
      " 8   latitude                1615 non-null   float32 \n",
      " 9   location                1615 non-null   object  \n",
      " 10  muni_code_numeric       1615 non-null   int32   \n",
      " 11  p_2009                  1615 non-null   float32 \n",
      " 12  p_2012                  1615 non-null   float32 \n",
      " 13  p_2015                  1615 non-null   float32 \n",
      " 14  var26                   1615 non-null   object  \n",
      " 15  municipality_code       1615 non-null   object  \n",
      " 16  Male                    1615 non-null   object  \n",
      " 17  Female                  1615 non-null   object  \n",
      " 18  population              1615 non-null   int32   \n",
      " 19  portname                1615 non-null   object  \n",
      " 20  prttype                 1615 non-null   object  \n",
      " 21  lat_s                   1615 non-null   float32 \n",
      " 22  lon_s                   1615 non-null   float32 \n",
      " 23  iso3                    1615 non-null   object  \n",
      " 24  iso3_op                 1615 non-null   object  \n",
      " 25  remarks                 1615 non-null   object  \n",
      " 26  geonameid               1615 non-null   int32   \n",
      " 27  gdb_geomattr_data       0 non-null      float64 \n",
      " 28  d_s                     1615 non-null   float64 \n",
      " 29  muni1                   1615 non-null   object  \n",
      " 30  muni2                   1615 non-null   object  \n",
      " 31  muni11                  1615 non-null   object  \n",
      " 32  muni12                  1615 non-null   object  \n",
      " 33  fatalities              1615 non-null   float64 \n",
      " 34  regioncode              1615 non-null   object  \n",
      " 35  provincecode            1615 non-null   object  \n",
      " 36  city_municipality       1615 non-null   object  \n",
      " 37  city_muncode            1615 non-null   object  \n",
      " 38  airport                 1615 non-null   object  \n",
      " 39  classification          1615 non-null   object  \n",
      " 40  description             1615 non-null   object  \n",
      " 41  address                 1615 non-null   object  \n",
      " 42  lon_a                   1615 non-null   float32 \n",
      " 43  lat_a                   1615 non-null   float32 \n",
      " 44  d_a                     1615 non-null   float64 \n",
      " 45  a_typhoon               1615 non-null   float64 \n",
      " 46  a_earthquake            1615 non-null   float64 \n",
      " 47  _merge1                 1615 non-null   category\n",
      " 48  votePDP                 1615 non-null   float32 \n",
      " 49  fatality_b              1615 non-null   float32 \n",
      " 50  lat_s_5                 1615 non-null   float32 \n",
      " 51  lon_s_5                 1615 non-null   float32 \n",
      " 52  d_s_5                   1615 non-null   float64 \n",
      " 53  lon_a_5                 1615 non-null   float32 \n",
      " 54  lat_a_5                 1615 non-null   float32 \n",
      " 55  d_a_5                   1615 non-null   float64 \n",
      " 56  PDPran                  1615 non-null   float32 \n",
      " 57  FPDP                    1615 non-null   float32 \n",
      " 58  pi_g                    1615 non-null   float32 \n",
      " 59  fatalities_pc           1615 non-null   float32 \n",
      " 60  fatalities_p_c          1615 non-null   float32 \n",
      " 61  pi_a                    1615 non-null   float32 \n",
      " 62  Coordinates             1615 non-null   object  \n",
      "dtypes: category(1), float32(22), float64(8), int32(3), object(29)\n",
      "memory usage: 638.8+ KB\n"
     ]
    }
   ],
   "source": [
    "PH.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I now convert my thesis data to a geopanda data frame so that I can merge using geometric locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>province</th>\n",
       "      <th>muni</th>\n",
       "      <th>PDPpercent</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>province_code</th>\n",
       "      <th>municipality_city_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>location</th>\n",
       "      <th>...</th>\n",
       "      <th>lon_a_5</th>\n",
       "      <th>lat_a_5</th>\n",
       "      <th>d_a_5</th>\n",
       "      <th>PDPran</th>\n",
       "      <th>FPDP</th>\n",
       "      <th>pi_g</th>\n",
       "      <th>fatalities_pc</th>\n",
       "      <th>fatalities_p_c</th>\n",
       "      <th>pi_a</th>\n",
       "      <th>Coordinates</th>\n",
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       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>341.874815</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.386866</td>\n",
       "      <td>0.000125</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABRA</td>\n",
       "      <td>BOLINEY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
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       "      <td>120.864738</td>\n",
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       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>313.868504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.627300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <th>2</th>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCAY</td>\n",
       "      <td>0.053107</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140103000</td>\n",
       "      <td>120.719849</td>\n",
       "      <td>17.523537</td>\n",
       "      <td>POINT(120.719846281 17.523537522)</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>330.886511</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.562465</td>\n",
       "      <td>0.000058</td>\n",
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       "    <tr>\n",
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       "      <td>ABRA</td>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
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       "      <td>120.848061</td>\n",
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       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>320.394546</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.727650</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>POINT (120.84806 17.43699)</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABRA</td>\n",
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       "      <td>Cordillera Administrative Region (CAR)</td>\n",
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       "      <td>PH140100000</td>\n",
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       "      <td>17.449829</td>\n",
       "      <td>POINT(120.952276395 17.4498298787)</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>321.473186</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>-0.056885</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>POINT (120.95228 17.44983)</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1610</th>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
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       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098312000</td>\n",
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       "      <td>POINT(122.430683899 7.7020220193)</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>242.523021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.112825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.489067</td>\n",
       "      <td>POINT (122.43069 7.70202)</td>\n",
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       "    <tr>\n",
       "      <th>1611</th>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>SIAY</td>\n",
       "      <td>0.260228</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098313000</td>\n",
       "      <td>122.876854</td>\n",
       "      <td>7.734716</td>\n",
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       "      <td>8.592</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.042893</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>1612</th>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TALUSAN</td>\n",
       "      <td>0.178658</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098314000</td>\n",
       "      <td>122.884216</td>\n",
       "      <td>7.334711</td>\n",
       "      <td>POINT(122.884218322 7.3347104573)</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>220.979871</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.158900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.606933</td>\n",
       "      <td>POINT (122.88422 7.33471)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TITAY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098315000</td>\n",
       "      <td>122.517639</td>\n",
       "      <td>7.845210</td>\n",
       "      <td>POINT(122.517641 7.84521002867)</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>227.549967</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017960</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.414100</td>\n",
       "      <td>POINT (122.51764 7.84521)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TUNGAWAN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098316000</td>\n",
       "      <td>122.370041</td>\n",
       "      <td>7.568430</td>\n",
       "      <td>POINT(122.370040541 7.56843016062)</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>254.889034</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.121783</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.475851</td>\n",
       "      <td>0.559233</td>\n",
       "      <td>POINT (122.37004 7.56843)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1615 rows × 63 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               province          muni  PDPpercent  \\\n",
       "0                  ABRA       BANGUED    0.101855   \n",
       "1                  ABRA       BOLINEY    0.000000   \n",
       "2                  ABRA         BUCAY    0.053107   \n",
       "3                  ABRA        BUCLOC    0.047902   \n",
       "4                  ABRA     DAGUIOMAN    0.007278   \n",
       "...                 ...           ...         ...   \n",
       "1610  ZAMBOANGA SIBUGAY  ROSELLER LIM    0.197443   \n",
       "1611  ZAMBOANGA SIBUGAY          SIAY    0.260228   \n",
       "1612  ZAMBOANGA SIBUGAY       TALUSAN    0.178658   \n",
       "1613  ZAMBOANGA SIBUGAY         TITAY    0.000000   \n",
       "1614  ZAMBOANGA SIBUGAY      TUNGAWAN    0.000000   \n",
       "\n",
       "                                      region  region_code province_code  \\\n",
       "0     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "1     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "2     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "3     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "4     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "...                                      ...          ...           ...   \n",
       "1610         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1611         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1612         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1613         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1614         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "\n",
       "     municipality_city_code   longitude   latitude  \\\n",
       "0               PH140101000  120.600914  17.611204   \n",
       "1               PH140102000  120.864738  17.378698   \n",
       "2               PH140103000  120.719849  17.523537   \n",
       "3               PH140104000  120.848061  17.436989   \n",
       "4               PH140105000  120.952278  17.449829   \n",
       "...                     ...         ...        ...   \n",
       "1610            PH098312000  122.430687   7.702022   \n",
       "1611            PH098313000  122.876854   7.734716   \n",
       "1612            PH098314000  122.884216   7.334711   \n",
       "1613            PH098315000  122.517639   7.845210   \n",
       "1614            PH098316000  122.370041   7.568430   \n",
       "\n",
       "                                location  ...     lon_a_5  lat_a_5  \\\n",
       "0     POINT(120.600912102 17.6112035614)  ...  120.991997   14.545   \n",
       "1     POINT(120.864738788 17.3786990212)  ...  120.991997   14.545   \n",
       "2      POINT(120.719846281 17.523537522)  ...  120.991997   14.545   \n",
       "3     POINT(120.848063524 17.4369884989)  ...  120.991997   14.545   \n",
       "4     POINT(120.952276395 17.4498298787)  ...  120.991997   14.545   \n",
       "...                                  ...  ...         ...      ...   \n",
       "1610   POINT(122.430683899 7.7020220193)  ...  124.442001    8.592   \n",
       "1611  POINT(122.876851077 7.73471573608)  ...  124.442001    8.592   \n",
       "1612   POINT(122.884218322 7.3347104573)  ...  124.442001    8.592   \n",
       "1613     POINT(122.517641 7.84521002867)  ...  124.442001    8.592   \n",
       "1614  POINT(122.370040541 7.56843016062)  ...  124.442001    8.592   \n",
       "\n",
       "           d_a_5  PDPran FPDP      pi_g fatalities_pc fatalities_p_c  \\\n",
       "0     341.874815     1.0  6.0 -0.386866      0.000125       1.245770   \n",
       "1     313.868504     0.0  0.0 -0.627300      0.000000       0.000000   \n",
       "2     330.886511     1.0  1.0 -0.562465      0.000058       0.584283   \n",
       "3     320.394546     1.0  0.0 -0.727650      0.000000       0.000000   \n",
       "4     321.473186     1.0  0.0 -0.056885      0.000000       0.000000   \n",
       "...          ...     ...  ...       ...           ...            ...   \n",
       "1610  242.523021     1.0  0.0 -0.112825      0.000000       0.000000   \n",
       "1611  196.818101     1.0  0.0 -0.042893      0.000000       0.000000   \n",
       "1612  220.979871     1.0  0.0 -0.158900      0.000000       0.000000   \n",
       "1613  227.549967     0.0  0.0  0.017960      0.000000       0.000000   \n",
       "1614  254.889034     0.0  0.0 -0.121783      0.000048       0.475851   \n",
       "\n",
       "          pi_a                 Coordinates  \n",
       "0     0.126267  POINT (120.60091 17.61120)  \n",
       "1     0.451233  POINT (120.86474 17.37870)  \n",
       "2     0.298767  POINT (120.71985 17.52354)  \n",
       "3     0.467700  POINT (120.84806 17.43699)  \n",
       "4     0.331700  POINT (120.95228 17.44983)  \n",
       "...        ...                         ...  \n",
       "1610  0.489067   POINT (122.43069 7.70202)  \n",
       "1611  0.440700   POINT (122.87685 7.73472)  \n",
       "1612  0.606933   POINT (122.88422 7.33471)  \n",
       "1613  0.414100   POINT (122.51764 7.84521)  \n",
       "1614  0.559233   POINT (122.37004 7.56843)  \n",
       "\n",
       "[1615 rows x 63 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PHvote = gpd.GeoDataFrame(PH, geometry=\"Coordinates\")\n",
    "\n",
    "PHvote\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the cells below, I merge my thesis data with the shape file I need to plot the municipalities and the cities. I tried using all 3 versions of \"op\" ; the other 2 are \"contains\" and \"within\". \"Intersects\" gives me the best merge."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index_left</th>\n",
       "      <th>province</th>\n",
       "      <th>muni</th>\n",
       "      <th>PDPpercent</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>province_code</th>\n",
       "      <th>municipality_city_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>...</th>\n",
       "      <th>lon_a_5</th>\n",
       "      <th>lat_a_5</th>\n",
       "      <th>d_a_5</th>\n",
       "      <th>PDPran</th>\n",
       "      <th>FPDP</th>\n",
       "      <th>pi_g</th>\n",
       "      <th>fatalities_pc</th>\n",
       "      <th>fatalities_p_c</th>\n",
       "      <th>pi_a</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BANGUED</td>\n",
       "      <td>0.101855</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140101000</td>\n",
       "      <td>120.600914</td>\n",
       "      <td>17.611204</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>341.874815</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.386866</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>1.245770</td>\n",
       "      <td>0.126267</td>\n",
       "      <td>POLYGON ((120.61553 17.62360, 120.61870 17.623...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BOLINEY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140102000</td>\n",
       "      <td>120.864738</td>\n",
       "      <td>17.378698</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>313.868504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.451233</td>\n",
       "      <td>POLYGON ((120.90749 17.41933, 120.92464 17.413...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCAY</td>\n",
       "      <td>0.053107</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140103000</td>\n",
       "      <td>120.719849</td>\n",
       "      <td>17.523537</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>330.886511</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.562465</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.584283</td>\n",
       "      <td>0.298767</td>\n",
       "      <td>POLYGON ((120.74548 17.57671, 120.75101 17.575...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCLOC</td>\n",
       "      <td>0.047902</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140104000</td>\n",
       "      <td>120.848061</td>\n",
       "      <td>17.436989</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>320.394546</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>POLYGON ((120.82477 17.41721, 120.78956 17.416...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>DAGUIOMAN</td>\n",
       "      <td>0.007278</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140105000</td>\n",
       "      <td>120.952278</td>\n",
       "      <td>17.449829</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>321.473186</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>1579</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MULTIPOLYGON (((120.23167 14.85611, 120.23222 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1595</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POLYGON ((123.39980 8.44444, 123.40269 8.44411...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POLYGON ((123.54957 8.21537, 123.54903 8.20592...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POLYGON ((123.18555 7.84652, 123.18510 7.84630...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1638</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POLYGON ((122.99306 7.82587, 123.00117 7.81298...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1701 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index_left province       muni  PDPpercent  \\\n",
       "0            0.0     ABRA    BANGUED    0.101855   \n",
       "1            1.0     ABRA    BOLINEY    0.000000   \n",
       "2            2.0     ABRA      BUCAY    0.053107   \n",
       "3            3.0     ABRA     BUCLOC    0.047902   \n",
       "4            4.0     ABRA  DAGUIOMAN    0.007278   \n",
       "...          ...      ...        ...         ...   \n",
       "1579         NaN      NaN        NaN         NaN   \n",
       "1595         NaN      NaN        NaN         NaN   \n",
       "1614         NaN      NaN        NaN         NaN   \n",
       "1617         NaN      NaN        NaN         NaN   \n",
       "1638         NaN      NaN        NaN         NaN   \n",
       "\n",
       "                                      region  region_code province_code  \\\n",
       "0     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "1     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "2     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "3     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "4     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "...                                      ...          ...           ...   \n",
       "1579                                     NaN          NaN           NaN   \n",
       "1595                                     NaN          NaN           NaN   \n",
       "1614                                     NaN          NaN           NaN   \n",
       "1617                                     NaN          NaN           NaN   \n",
       "1638                                     NaN          NaN           NaN   \n",
       "\n",
       "     municipality_city_code   longitude   latitude  ...     lon_a_5  lat_a_5  \\\n",
       "0               PH140101000  120.600914  17.611204  ...  120.991997   14.545   \n",
       "1               PH140102000  120.864738  17.378698  ...  120.991997   14.545   \n",
       "2               PH140103000  120.719849  17.523537  ...  120.991997   14.545   \n",
       "3               PH140104000  120.848061  17.436989  ...  120.991997   14.545   \n",
       "4               PH140105000  120.952278  17.449829  ...  120.991997   14.545   \n",
       "...                     ...         ...        ...  ...         ...      ...   \n",
       "1579                    NaN         NaN        NaN  ...         NaN      NaN   \n",
       "1595                    NaN         NaN        NaN  ...         NaN      NaN   \n",
       "1614                    NaN         NaN        NaN  ...         NaN      NaN   \n",
       "1617                    NaN         NaN        NaN  ...         NaN      NaN   \n",
       "1638                    NaN         NaN        NaN  ...         NaN      NaN   \n",
       "\n",
       "           d_a_5  PDPran  FPDP      pi_g fatalities_pc fatalities_p_c  \\\n",
       "0     341.874815     1.0   6.0 -0.386866      0.000125       1.245770   \n",
       "1     313.868504     0.0   0.0 -0.627300      0.000000       0.000000   \n",
       "2     330.886511     1.0   1.0 -0.562465      0.000058       0.584283   \n",
       "3     320.394546     1.0   0.0 -0.727650      0.000000       0.000000   \n",
       "4     321.473186     1.0   0.0 -0.056885      0.000000       0.000000   \n",
       "...          ...     ...   ...       ...           ...            ...   \n",
       "1579         NaN     NaN   NaN       NaN           NaN            NaN   \n",
       "1595         NaN     NaN   NaN       NaN           NaN            NaN   \n",
       "1614         NaN     NaN   NaN       NaN           NaN            NaN   \n",
       "1617         NaN     NaN   NaN       NaN           NaN            NaN   \n",
       "1638         NaN     NaN   NaN       NaN           NaN            NaN   \n",
       "\n",
       "          pi_a                                           geometry  \n",
       "0     0.126267  POLYGON ((120.61553 17.62360, 120.61870 17.623...  \n",
       "1     0.451233  POLYGON ((120.90749 17.41933, 120.92464 17.413...  \n",
       "2     0.298767  POLYGON ((120.74548 17.57671, 120.75101 17.575...  \n",
       "3     0.467700  POLYGON ((120.82477 17.41721, 120.78956 17.416...  \n",
       "4     0.331700  POLYGON ((120.98141 17.50534, 120.98367 17.504...  \n",
       "...        ...                                                ...  \n",
       "1579       NaN  MULTIPOLYGON (((120.23167 14.85611, 120.23222 ...  \n",
       "1595       NaN  POLYGON ((123.39980 8.44444, 123.40269 8.44411...  \n",
       "1614       NaN  POLYGON ((123.54957 8.21537, 123.54903 8.20592...  \n",
       "1617       NaN  POLYGON ((123.18555 7.84652, 123.18510 7.84630...  \n",
       "1638       NaN  POLYGON ((122.99306 7.82587, 123.00117 7.81298...  \n",
       "\n",
       "[1701 rows x 64 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##merging the spacial data with the thesis data\n",
    "\n",
    "PHmerge = gpd.sjoin(PHvote, PHshape2, how = \"right\", op = 'intersects')\n",
    "PHmerge\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I clean the merged data set a little bit to only retain matched observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index_left</th>\n",
       "      <th>province</th>\n",
       "      <th>muni</th>\n",
       "      <th>PDPpercent</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>province_code</th>\n",
       "      <th>municipality_city_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>...</th>\n",
       "      <th>lon_a_5</th>\n",
       "      <th>lat_a_5</th>\n",
       "      <th>d_a_5</th>\n",
       "      <th>PDPran</th>\n",
       "      <th>FPDP</th>\n",
       "      <th>pi_g</th>\n",
       "      <th>fatalities_pc</th>\n",
       "      <th>fatalities_p_c</th>\n",
       "      <th>pi_a</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BANGUED</td>\n",
       "      <td>0.101855</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140101000</td>\n",
       "      <td>120.600914</td>\n",
       "      <td>17.611204</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>341.874815</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.386866</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>1.245770</td>\n",
       "      <td>0.126267</td>\n",
       "      <td>POLYGON ((120.61553 17.62360, 120.61870 17.623...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BOLINEY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140102000</td>\n",
       "      <td>120.864738</td>\n",
       "      <td>17.378698</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>313.868504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.627300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.451233</td>\n",
       "      <td>POLYGON ((120.90749 17.41933, 120.92464 17.413...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCAY</td>\n",
       "      <td>0.053107</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140103000</td>\n",
       "      <td>120.719849</td>\n",
       "      <td>17.523537</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>330.886511</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.562465</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.584283</td>\n",
       "      <td>0.298767</td>\n",
       "      <td>POLYGON ((120.74548 17.57671, 120.75101 17.575...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCLOC</td>\n",
       "      <td>0.047902</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140104000</td>\n",
       "      <td>120.848061</td>\n",
       "      <td>17.436989</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>320.394546</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.727650</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.467700</td>\n",
       "      <td>POLYGON ((120.82477 17.41721, 120.78956 17.416...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>DAGUIOMAN</td>\n",
       "      <td>0.007278</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140105000</td>\n",
       "      <td>120.952278</td>\n",
       "      <td>17.449829</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>321.473186</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.056885</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.331700</td>\n",
       "      <td>POLYGON ((120.98141 17.50534, 120.98367 17.504...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>1610.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>ROSELLER LIM</td>\n",
       "      <td>0.197443</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098312000</td>\n",
       "      <td>122.430687</td>\n",
       "      <td>7.702022</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>242.523021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.112825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.489067</td>\n",
       "      <td>MULTIPOLYGON (((122.54519 7.68240, 122.54472 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>1611.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>SIAY</td>\n",
       "      <td>0.260228</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098313000</td>\n",
       "      <td>122.876854</td>\n",
       "      <td>7.734716</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>196.818101</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.042893</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.440700</td>\n",
       "      <td>MULTIPOLYGON (((122.80055 7.73917, 122.80083 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1649</th>\n",
       "      <td>1612.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TALUSAN</td>\n",
       "      <td>0.178658</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098314000</td>\n",
       "      <td>122.884216</td>\n",
       "      <td>7.334711</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>220.979871</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.158900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.606933</td>\n",
       "      <td>MULTIPOLYGON (((122.91917 7.34111, 122.91861 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>1613.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TITAY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098315000</td>\n",
       "      <td>122.517639</td>\n",
       "      <td>7.845210</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>227.549967</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017960</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.414100</td>\n",
       "      <td>POLYGON ((122.68086 7.88831, 122.68091 7.88682...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>1614.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TUNGAWAN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098316000</td>\n",
       "      <td>122.370041</td>\n",
       "      <td>7.568430</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>254.889034</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.121783</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.475851</td>\n",
       "      <td>0.559233</td>\n",
       "      <td>MULTIPOLYGON (((122.41989 7.49679, 122.42042 7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1613 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index_left           province          muni  PDPpercent  \\\n",
       "0            0.0               ABRA       BANGUED    0.101855   \n",
       "1            1.0               ABRA       BOLINEY    0.000000   \n",
       "2            2.0               ABRA         BUCAY    0.053107   \n",
       "3            3.0               ABRA        BUCLOC    0.047902   \n",
       "4            4.0               ABRA     DAGUIOMAN    0.007278   \n",
       "...          ...                ...           ...         ...   \n",
       "1647      1610.0  ZAMBOANGA SIBUGAY  ROSELLER LIM    0.197443   \n",
       "1648      1611.0  ZAMBOANGA SIBUGAY          SIAY    0.260228   \n",
       "1649      1612.0  ZAMBOANGA SIBUGAY       TALUSAN    0.178658   \n",
       "1650      1613.0  ZAMBOANGA SIBUGAY         TITAY    0.000000   \n",
       "1651      1614.0  ZAMBOANGA SIBUGAY      TUNGAWAN    0.000000   \n",
       "\n",
       "                                      region  region_code province_code  \\\n",
       "0     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "1     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "2     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "3     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "4     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "...                                      ...          ...           ...   \n",
       "1647         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1648         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1649         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1650         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1651         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "\n",
       "     municipality_city_code   longitude   latitude  ...     lon_a_5  lat_a_5  \\\n",
       "0               PH140101000  120.600914  17.611204  ...  120.991997   14.545   \n",
       "1               PH140102000  120.864738  17.378698  ...  120.991997   14.545   \n",
       "2               PH140103000  120.719849  17.523537  ...  120.991997   14.545   \n",
       "3               PH140104000  120.848061  17.436989  ...  120.991997   14.545   \n",
       "4               PH140105000  120.952278  17.449829  ...  120.991997   14.545   \n",
       "...                     ...         ...        ...  ...         ...      ...   \n",
       "1647            PH098312000  122.430687   7.702022  ...  124.442001    8.592   \n",
       "1648            PH098313000  122.876854   7.734716  ...  124.442001    8.592   \n",
       "1649            PH098314000  122.884216   7.334711  ...  124.442001    8.592   \n",
       "1650            PH098315000  122.517639   7.845210  ...  124.442001    8.592   \n",
       "1651            PH098316000  122.370041   7.568430  ...  124.442001    8.592   \n",
       "\n",
       "           d_a_5  PDPran  FPDP      pi_g fatalities_pc fatalities_p_c  \\\n",
       "0     341.874815     1.0   6.0 -0.386866      0.000125       1.245770   \n",
       "1     313.868504     0.0   0.0 -0.627300      0.000000       0.000000   \n",
       "2     330.886511     1.0   1.0 -0.562465      0.000058       0.584283   \n",
       "3     320.394546     1.0   0.0 -0.727650      0.000000       0.000000   \n",
       "4     321.473186     1.0   0.0 -0.056885      0.000000       0.000000   \n",
       "...          ...     ...   ...       ...           ...            ...   \n",
       "1647  242.523021     1.0   0.0 -0.112825      0.000000       0.000000   \n",
       "1648  196.818101     1.0   0.0 -0.042893      0.000000       0.000000   \n",
       "1649  220.979871     1.0   0.0 -0.158900      0.000000       0.000000   \n",
       "1650  227.549967     0.0   0.0  0.017960      0.000000       0.000000   \n",
       "1651  254.889034     0.0   0.0 -0.121783      0.000048       0.475851   \n",
       "\n",
       "          pi_a                                           geometry  \n",
       "0     0.126267  POLYGON ((120.61553 17.62360, 120.61870 17.623...  \n",
       "1     0.451233  POLYGON ((120.90749 17.41933, 120.92464 17.413...  \n",
       "2     0.298767  POLYGON ((120.74548 17.57671, 120.75101 17.575...  \n",
       "3     0.467700  POLYGON ((120.82477 17.41721, 120.78956 17.416...  \n",
       "4     0.331700  POLYGON ((120.98141 17.50534, 120.98367 17.504...  \n",
       "...        ...                                                ...  \n",
       "1647  0.489067  MULTIPOLYGON (((122.54519 7.68240, 122.54472 7...  \n",
       "1648  0.440700  MULTIPOLYGON (((122.80055 7.73917, 122.80083 7...  \n",
       "1649  0.606933  MULTIPOLYGON (((122.91917 7.34111, 122.91861 7...  \n",
       "1650  0.414100  POLYGON ((122.68086 7.88831, 122.68091 7.88682...  \n",
       "1651  0.559233  MULTIPOLYGON (((122.41989 7.49679, 122.42042 7...  \n",
       "\n",
       "[1613 rows x 64 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## retaining only the matched municipalities\n",
    "\n",
    "PHmerge = PHmerge[PHmerge.classification == 'Community']\n",
    "PHmerge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before I can make the map, I need to convert my merged data set into a geopanda data frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index_left</th>\n",
       "      <th>province</th>\n",
       "      <th>muni</th>\n",
       "      <th>PDPpercent</th>\n",
       "      <th>region</th>\n",
       "      <th>region_code</th>\n",
       "      <th>province_code</th>\n",
       "      <th>municipality_city_code</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>...</th>\n",
       "      <th>lon_a_5</th>\n",
       "      <th>lat_a_5</th>\n",
       "      <th>d_a_5</th>\n",
       "      <th>PDPran</th>\n",
       "      <th>FPDP</th>\n",
       "      <th>pi_g</th>\n",
       "      <th>fatalities_pc</th>\n",
       "      <th>fatalities_p_c</th>\n",
       "      <th>pi_a</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BANGUED</td>\n",
       "      <td>0.101855</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140101000</td>\n",
       "      <td>120.600914</td>\n",
       "      <td>17.611204</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>341.874815</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.386866</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>1.245770</td>\n",
       "      <td>0.126267</td>\n",
       "      <td>POLYGON ((120.61553 17.62360, 120.61870 17.623...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BOLINEY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140102000</td>\n",
       "      <td>120.864738</td>\n",
       "      <td>17.378698</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>313.868504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.627300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.451233</td>\n",
       "      <td>POLYGON ((120.90749 17.41933, 120.92464 17.413...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCAY</td>\n",
       "      <td>0.053107</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140103000</td>\n",
       "      <td>120.719849</td>\n",
       "      <td>17.523537</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>330.886511</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.562465</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.584283</td>\n",
       "      <td>0.298767</td>\n",
       "      <td>POLYGON ((120.74548 17.57671, 120.75101 17.575...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>BUCLOC</td>\n",
       "      <td>0.047902</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140104000</td>\n",
       "      <td>120.848061</td>\n",
       "      <td>17.436989</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>320.394546</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.727650</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.467700</td>\n",
       "      <td>POLYGON ((120.82477 17.41721, 120.78956 17.416...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>ABRA</td>\n",
       "      <td>DAGUIOMAN</td>\n",
       "      <td>0.007278</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>PH140000000</td>\n",
       "      <td>PH140100000</td>\n",
       "      <td>PH140105000</td>\n",
       "      <td>120.952278</td>\n",
       "      <td>17.449829</td>\n",
       "      <td>...</td>\n",
       "      <td>120.991997</td>\n",
       "      <td>14.545</td>\n",
       "      <td>321.473186</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.056885</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.331700</td>\n",
       "      <td>POLYGON ((120.98141 17.50534, 120.98367 17.504...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>1610.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>ROSELLER LIM</td>\n",
       "      <td>0.197443</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098312000</td>\n",
       "      <td>122.430687</td>\n",
       "      <td>7.702022</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>242.523021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.112825</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.489067</td>\n",
       "      <td>MULTIPOLYGON (((122.54519 7.68240, 122.54472 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>1611.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>SIAY</td>\n",
       "      <td>0.260228</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098313000</td>\n",
       "      <td>122.876854</td>\n",
       "      <td>7.734716</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>196.818101</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.042893</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.440700</td>\n",
       "      <td>MULTIPOLYGON (((122.80055 7.73917, 122.80083 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1649</th>\n",
       "      <td>1612.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TALUSAN</td>\n",
       "      <td>0.178658</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098314000</td>\n",
       "      <td>122.884216</td>\n",
       "      <td>7.334711</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>220.979871</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.158900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.606933</td>\n",
       "      <td>MULTIPOLYGON (((122.91917 7.34111, 122.91861 7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>1613.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TITAY</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098315000</td>\n",
       "      <td>122.517639</td>\n",
       "      <td>7.845210</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>227.549967</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017960</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.414100</td>\n",
       "      <td>POLYGON ((122.68086 7.88831, 122.68091 7.88682...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>1614.0</td>\n",
       "      <td>ZAMBOANGA SIBUGAY</td>\n",
       "      <td>TUNGAWAN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Region IX (Zamboanga Peninsula)</td>\n",
       "      <td>PH090000000</td>\n",
       "      <td>PH098300000</td>\n",
       "      <td>PH098316000</td>\n",
       "      <td>122.370041</td>\n",
       "      <td>7.568430</td>\n",
       "      <td>...</td>\n",
       "      <td>124.442001</td>\n",
       "      <td>8.592</td>\n",
       "      <td>254.889034</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.121783</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.475851</td>\n",
       "      <td>0.559233</td>\n",
       "      <td>MULTIPOLYGON (((122.41989 7.49679, 122.42042 7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1613 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index_left           province          muni  PDPpercent  \\\n",
       "0            0.0               ABRA       BANGUED    0.101855   \n",
       "1            1.0               ABRA       BOLINEY    0.000000   \n",
       "2            2.0               ABRA         BUCAY    0.053107   \n",
       "3            3.0               ABRA        BUCLOC    0.047902   \n",
       "4            4.0               ABRA     DAGUIOMAN    0.007278   \n",
       "...          ...                ...           ...         ...   \n",
       "1647      1610.0  ZAMBOANGA SIBUGAY  ROSELLER LIM    0.197443   \n",
       "1648      1611.0  ZAMBOANGA SIBUGAY          SIAY    0.260228   \n",
       "1649      1612.0  ZAMBOANGA SIBUGAY       TALUSAN    0.178658   \n",
       "1650      1613.0  ZAMBOANGA SIBUGAY         TITAY    0.000000   \n",
       "1651      1614.0  ZAMBOANGA SIBUGAY      TUNGAWAN    0.000000   \n",
       "\n",
       "                                      region  region_code province_code  \\\n",
       "0     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "1     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "2     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "3     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "4     Cordillera Administrative Region (CAR)  PH140000000   PH140100000   \n",
       "...                                      ...          ...           ...   \n",
       "1647         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1648         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1649         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1650         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "1651         Region IX (Zamboanga Peninsula)  PH090000000   PH098300000   \n",
       "\n",
       "     municipality_city_code   longitude   latitude  ...     lon_a_5  lat_a_5  \\\n",
       "0               PH140101000  120.600914  17.611204  ...  120.991997   14.545   \n",
       "1               PH140102000  120.864738  17.378698  ...  120.991997   14.545   \n",
       "2               PH140103000  120.719849  17.523537  ...  120.991997   14.545   \n",
       "3               PH140104000  120.848061  17.436989  ...  120.991997   14.545   \n",
       "4               PH140105000  120.952278  17.449829  ...  120.991997   14.545   \n",
       "...                     ...         ...        ...  ...         ...      ...   \n",
       "1647            PH098312000  122.430687   7.702022  ...  124.442001    8.592   \n",
       "1648            PH098313000  122.876854   7.734716  ...  124.442001    8.592   \n",
       "1649            PH098314000  122.884216   7.334711  ...  124.442001    8.592   \n",
       "1650            PH098315000  122.517639   7.845210  ...  124.442001    8.592   \n",
       "1651            PH098316000  122.370041   7.568430  ...  124.442001    8.592   \n",
       "\n",
       "           d_a_5  PDPran  FPDP      pi_g fatalities_pc fatalities_p_c  \\\n",
       "0     341.874815     1.0   6.0 -0.386866      0.000125       1.245770   \n",
       "1     313.868504     0.0   0.0 -0.627300      0.000000       0.000000   \n",
       "2     330.886511     1.0   1.0 -0.562465      0.000058       0.584283   \n",
       "3     320.394546     1.0   0.0 -0.727650      0.000000       0.000000   \n",
       "4     321.473186     1.0   0.0 -0.056885      0.000000       0.000000   \n",
       "...          ...     ...   ...       ...           ...            ...   \n",
       "1647  242.523021     1.0   0.0 -0.112825      0.000000       0.000000   \n",
       "1648  196.818101     1.0   0.0 -0.042893      0.000000       0.000000   \n",
       "1649  220.979871     1.0   0.0 -0.158900      0.000000       0.000000   \n",
       "1650  227.549967     0.0   0.0  0.017960      0.000000       0.000000   \n",
       "1651  254.889034     0.0   0.0 -0.121783      0.000048       0.475851   \n",
       "\n",
       "          pi_a                                           geometry  \n",
       "0     0.126267  POLYGON ((120.61553 17.62360, 120.61870 17.623...  \n",
       "1     0.451233  POLYGON ((120.90749 17.41933, 120.92464 17.413...  \n",
       "2     0.298767  POLYGON ((120.74548 17.57671, 120.75101 17.575...  \n",
       "3     0.467700  POLYGON ((120.82477 17.41721, 120.78956 17.416...  \n",
       "4     0.331700  POLYGON ((120.98141 17.50534, 120.98367 17.504...  \n",
       "...        ...                                                ...  \n",
       "1647  0.489067  MULTIPOLYGON (((122.54519 7.68240, 122.54472 7...  \n",
       "1648  0.440700  MULTIPOLYGON (((122.80055 7.73917, 122.80083 7...  \n",
       "1649  0.606933  MULTIPOLYGON (((122.91917 7.34111, 122.91861 7...  \n",
       "1650  0.414100  POLYGON ((122.68086 7.88831, 122.68091 7.88682...  \n",
       "1651  0.559233  MULTIPOLYGON (((122.41989 7.49679, 122.42042 7...  \n",
       "\n",
       "[1613 rows x 64 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PHmerge = gpd.GeoDataFrame(PHmerge, geometry=\"geometry\")\n",
    "PHmerge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, I graph the vote share in the Philippines by municipality in the 2019 Mayoral elections. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff67c586910>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##map for PH\n",
    "\n",
    "fig, gax = plt.subplots(figsize = (10,8))\n",
    "#plot the Philippines!\n",
    "world.query(\"name=='Philippines'\").plot(ax=gax, edgecolor='black',color='white')\n",
    "\n",
    "\n",
    "#plot the muicipalities\n",
    "PHmerge.plot(ax=gax, column=\"PDPpercent\", legend=True,cmap='RdBu_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above results show that most municipalities don't have majority support for Duterte's party's mayoral candidates. The important thing though is that there is lots of variation in the municipality's vote shares for Duterte, which is a good thing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I also try to graph the fatalities for the Philippines. I should note that most municipalities that observed at least one fatality have a relatively small count of fatalities(the mean of the fatalities variable in my data set is around 3). To scale the fatalities better on the map, I decide to use the log of fatalities instead of the count. Since the range in the count of fatalities is quite large(it goes from 0 to 428), some municipalities look as though they had no fatalities because of the way cmap scales the colouring. In my thesis, I include specifications where I use the count of fataltiies, and others where I include the log of fatalities.\n",
    "\n",
    "Note: I chose to use a heat map for this visualisation since this is the same type of colour scheme Blanco(2012) uses for their homecide rate visualisations in their appendix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/pandas/core/series.py:679: RuntimeWarning:\n",
      "\n",
      "divide by zero encountered in log\n",
      "\n"
     ]
    }
   ],
   "source": [
    "PHmerge[\"log_fatalities\"]=np.log(PHmerge[\"fatalities\"]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1.791759\n",
       "1       0.000000\n",
       "2       0.000000\n",
       "3       0.000000\n",
       "4       0.000000\n",
       "          ...   \n",
       "1647    0.000000\n",
       "1648    0.000000\n",
       "1649    0.000000\n",
       "1650    0.000000\n",
       "1651    0.693147\n",
       "Name: log_fatalities, Length: 1613, dtype: float64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cleaning the log fatalities variable\n",
    "PHmerge[\"log_fatalities\"] = np.nan_to_num(PHmerge[\"log_fatalities\"], copy=True, nan=0.0, posinf=None, neginf=0)\n",
    "PHmerge[\"log_fatalities\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff608181550>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, gax = plt.subplots(figsize = (10,8))\n",
    "#plot the Philippines!\n",
    "world.query(\"name=='Philippines'\").plot(ax=gax, edgecolor='black',color='white')\n",
    "\n",
    "\n",
    "#plot the muicipalities\n",
    "PHmerge.plot(ax=gax, column=\"log_fatalities\", legend=True,cmap='hot')\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This map is reassuring since there is a lot of geographic variation in the fatalities. If the fatalities were concerntrated in one specific region that would mean that I might have to limit my analysis to that region, which would severly limit my observations. Since the fatalities are relatively spread out throughout the country, I am able to make use of all the municipalities in my data set. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For reference, here is the map where I use the count of fatalities instead:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff6083d7490>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, gax = plt.subplots(figsize = (10,8))\n",
    "#plot the Philippines!\n",
    "world.query(\"name=='Philippines'\").plot(ax=gax, edgecolor='black',color='white')\n",
    "\n",
    "\n",
    "#plot the muicipalities\n",
    "PHmerge.plot(ax=gax, column=\"fatalities\", legend=True,cmap='hot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This map is less assuring, but again, the mean of the fatalities variable is right around 3, which means most municipalities won't show up in this colour scaling. Only the outliers show up in this colour scaling, and even then the outliers are still spread throughout the country, which makes me confident that there isn't one regional fixed effect driving the fatalities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I make an interactive graph!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"a00daad6-c257-4b25-ad89-8b45e3d29340\" data-root-id=\"1006\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Application\",\"version\":\"1.4.0\"}};\n",
       "  var render_items = [{\"docid\":\"aed8288b-495c-443a-b246-a08bf1f06db7\",\"roots\":{\"1006\":\"a00daad6-c257-4b25-ad89-8b45e3d29340\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1006"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##interactivity:\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.plotting import figure, ColumnDataSource\n",
    "from bokeh.io import output_notebook, show, output_file\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import GeoJSONDataSource, LinearColorMapper, ColorBar, HoverTool\n",
    "from bokeh.palettes import brewer\n",
    "output_notebook()\n",
    "import json\n",
    "#Convert data to geojson for bokeh\n",
    "PH_geojson=GeoJSONDataSource(geojson=PHmerge.to_json())\n",
    "\n",
    "\n",
    "color_mapper = LinearColorMapper(palette = brewer['RdBu'][10], low = 0, high = 1)\n",
    "color_bar = ColorBar(color_mapper=color_mapper, label_standoff=8,width = 500, height = 20,\n",
    "                     border_line_color=None,location = (0,0), orientation = 'horizontal')\n",
    "hover = HoverTool(tooltips = [ ('Municipality','@muni'),('PDP vote share', '@PDPpercent'),\n",
    "                               ('Fatalities','@fatalities')])\n",
    "p = figure(title=\"Philippines vote share in the 2019 Mayoral elections\", tools=[hover])\n",
    "p.patches(\"xs\",\"ys\",source=PH_geojson,\n",
    "          fill_color = {'field' :'PDPpercent', 'transform' : color_mapper})\n",
    "p.add_layout(color_bar, 'below')\n",
    "show(p)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, I show the geographic distribution of my instruments. It was because of attempting this visualization that I realised there was something majorly wrong in my thesis data. My instruments are the distance of each municipality to its closest airport and to its closest seaport. The basic idea behind my instrument strategy is that the further a municipality is from ports, I hypothesize, makes the drug trade more expensive both for the supply side(it becomes more expensive to use the municipality as a drug production site since it is more expensive to transport the drugs to export ports) and on the demand side(since transporting imported drugs from ports is also more expensive). Conditional on my controls, this instrument should also be randomly assigned since what makes for ideal port locations is usually determined by nature which is exogenous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff67c3e7e50>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, gax = plt.subplots(figsize = (10,8))\n",
    "#plot the Philippines!\n",
    "world.query(\"name=='Philippines'\").plot(ax=gax, edgecolor='black',color='white')\n",
    "\n",
    "\n",
    "#plot the muicipalities\n",
    "PHmerge.plot(ax=gax, column=\"d_s\", legend=True,cmap='RdPu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This above map displays the geographic distribution of my sea port data. There isn't anything too suspect here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff6005b5550>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/cF3Y3M2arjdIxuI7PK0mN6GaYjvuN8RjquSgikXw2xAJQEMYtvQTCodZet6nOe+d7+PQl3v4zeXf4o+33kU+nanum06nSff186mmI2kOxwj15yEWQLWYNcVsP9ne/vqdt3BQIRbO8BALRxgRrL9tQXX0UQ7Z2OlC7YlkFBUNQEcvBHZ8+ymfveME6AmNEA5gRYOgNDqXQ01sMJbQpm00lxTNU6Zz5IQpWA48/d078LUlmdA+BedvbxD/+Mk0BEK118jk0QpUewsda9bx8G8f4tyPfHhkLoQgCFVEcIT6kyvif/I1NuZ6aZ04ASIxlFIQD6FTOdjWZ7Yrls2gtQGuNV0soaY2G2tGA66D3tIL/gZ0Vz8koijLgp60ESzXBb8ZGW1PaQalmNMSYevGN8isXkeoqWHIJSoNbOnmV8X1bPp7buSviTAuEUfs8BDBEeqOvb4TnSuyra+b42cdhhX0ozdsg/4MamIC0jmYlERFg5Avojd0VfdVsSC6owc1oQm9qdM8mIxBl+f28tfesqotgX6jy8Rg3DL6jW4AYkAs2gRRs12HUtAch6AfZVugQTsuatYkbr3wOq655prRuCzCOORgcIPVExEcoe6oVJ4NbppjJs3A7uyHqS0wow3lauMuC/lRlkJ39aLzNQeamtCA7vCyyAZmnvlqH2vl85ljtDag03tomWgN3WbqpwYI+PB/4j08+/qr9PT08J73vGfvT1YQhD1GBEeoK9b6TvwvbiTX00dp8hTCWRddKEHZQXtf+mpCAt3dBxOS0LmttnPIB56G6J5+iIchlUP5B8R1AjZqShMaUEGfEZ58sSZQSlWbgaIx/1oWtDUY95vrYp9+PKopzvKrlvOJT3wCy5LfqcLeIYWfw0MER6grqlBCF8vguDQUNbTEjaM75IeJCZTfh+7sAVejoCokanoLdPfVDlRyIGhDUwxdqdWJh9A9KciaJAQN0NJQc7dtT2N0wMI0+G2U7Ue5LplMhrvuuovHHnusrucvCMLOEcER6oqOh3jdSXH0xGkmIcCvULaF3tID01rRHb2mSedAAj7I53c8WKEIThkSMZQVBb+CUAhdLIGjUdNb0a93GEFrbUQNynrTJhMOzOiDTM39pjdv4+5HHmT+/PlMnjy53pdAOIgQ23h4iOAI9aU/y5ZtWznkyFYi0Shs7TUpyFOa0W90glKo1kZ0KosO+VGzJ0IqYwo8h6LsQncKJiWNgKTzxpXmsyBfRB2SBDSkstBb3rM1NkZZvnw5l1xySd1OWzg4EcEZHiI4Qn3QGuutXtSTrxLw+4lEIiY5YGqzid+81W3EZnITeluvia282QnR0NBiEw+jYiFjGcXDJg5ToVSGEiY7DUw9TjgI7JngbN38JuvWrePUU0/d59MWBGHPEcER6oNSaO2yNd3LhIkTTKuYTdtqMZopLejefiM23vYAZPIm1blkxEJNbkKXS5DOQqoEExpQwSAM0WRTJWNGkPw2xEMQC0HZMTU6u+Du3z/Exz72Mfx+/y63E4TdISkDw0MER6gbJVvRHk7gBH2QrzXlJBlD+5VJBBgC1WY6SeO30du6TJFoRZAKBXRvFhzXbBfwGcvmrW603wcTk9DVZ9xuYOJGu0CHgyz7yc3c/7//s6+nKwjCMBHBEepDf47075/Dp10iE1thcxdqags6lTHZZm92Q2sj9KZ3EB69xRRsqslNRmwG4vejGhvQHX3orpTpgeY4JjvtrU5AmePaFqCNtdSXMo8rjHBZClpjoKA3FiBXKjJt2rTRuCrCOMcSG2dYSMxLqA8RP3/bsI6+gDbWyMSkKeLMFWvWSq4AsbD5uyGyoz8iW2B7VDYPnT2oRBg1rQUVDkAmB/1pSEShLQEBG3zKWDp9aRPTKRSNlZUrmHhRNg+ZPE3NzcycOZNf/epXI3s9hIMCad45PA6GcxRGgb7+FG+8+RZtDQmwFDpQGxOgwgHU1BYjDCiTKFAqQjQIiQg0hiAWRJd3EfTvzwAava0HWhMQj5j9+/qhL2W0y2cbodkV23r44lVf5Prrr9/jOTqCINQHERxh38nmKfzmST5y/Lux03nwWSi3jGpvQ7U0mIQArVGhILhlmNCIcjWqVEblCqh8CaVAJaImJlPJSEtEa21tgn6U34ZEzFgyuXytarTkoC3LdC7YDbo7xRmLTkcpxUMPPTQy10M4aFB1vo139iiG89JLL3Hfffexdu1auru7ufTSSznllFOqz3/wgx8ccr/3v//9XHzxxUM+t3r1aq666qodHr/hhhuYOnXqnixLGCNYPVmKvSkKLW0EDmkxNTGRIJTLYCuTPdafg0jANOzs6DIjB1CmbU1Xn+kYHfTBth6IByEehY5u85OotQG0Rr/lNfOckDRus64+Y9VEQmbbtt0LDo6Dsiy++MUvsmzZMk477bQd40aCIIwIeyQ4+Xye9vZ2Fi5cyLJly3Z4/qc//emg+3//+9/5yle+wrvf/e7dHvuHP/wh8XhtQFdDw9Dt5IWxi7O1izc6tzFr4iRUf9bES4olIzQBvxlH0BSHt7pNqxuA7n6IBNH95dp4gkoMJ1fwxg546dJ926U5b+uBpgaTDu06EA6gwgHT9qapwRx7V2QLnHvuuVx99dU88cQTLFiwoL4XRDhoEBfR8NgjwTnhhBM44YQTAPj+97+/w/PJ5OBflk8++SSTJ0/mmGOO2e2xGxsbaWxs3JNlCGOUVKlILBxGTW4FNJQjRhQi3tCzCQmTUdYUgUy2tqPfX8tYszBWUeX5QglaEtDZW9u+pdFYNI5juhM0xU3/ta5e411LNkBfBgIWuJjsNGVm5RANmmMohfO39fiOP4L//M//ZNmyZSI4gjBK1F2gc7kcjz32GKeddtoebX/ZZZdx/vnn88UvfpEXX3yx3ssRRoGNEZdf//056OwzFkkqC61Jkx2WL9YsGA2qqaFWK9OXRrUloLkBggEjUgOpJACEg6iJTSYzrcvrUuC4RmyaGk0SwYQmY/GEA2Yfy3tB7Zh/SyVzKxbRm94C4JOf/CSvvvoqzz///EhfImGcIllqw6PudTirVq2iVCrxvve9b5fbJZNJPve5z3H44YdTLpf53e9+x9VXX83Xv/51jj766B22X7FiBStXrtzlMa+88koAUqnU3p/ACKC1HnNrGg67W/8hkybxT1f/O1sbE0YIXNcE/rVrLAyAWRPM4wCzDjERUtcbIzCwbfRALMvbzttvesvg5yqPV0YS7ATX72Pr8TMHP7hpE8qy+O1vf0uxWBzT/3/G+/unXoRCod1vVGdkPMHwqLvgrFy5khNPPHG3brIpU6YwZcqU6v05c+bQ0dHBfffdN6TgLFq0iEWLFu3ymB0dHQCDYkJjgVQqNebWNBx2t/5f//rX/OIXv+BXd/yC8i9/b2pjUhlTc1N2jDCkcya+orURokgIevrNmOkJTcZNVi5DIIDSGm1bJnYzREubCqolgS47EPCbfYpF8zrO4G7UW4+fyYRn1g7ed/okfCceQyaT4dBDD+WBBx5g9uzZ+3KZRozx/v4RDh7qKjjr1q1j7dq1nH/++Xu1/+zZs/nDH/5QzyUJo0Bvb6+J44UCMLXVuMIao7Ct1zTVTMYh7Q1S6/JiMumssWpaE9A5wJUWcdE+G+UPmlRnS9WadG6Hti0oFlDdaWiImfEErQnzGn4/FArmNZSFffLxxtXX1AjJeHXoWjQa5V/+5V/4r//6L2644YaRvVDCuGMsucEcx+HOO+/k0Ucfpaenh2QyyXve8x7OO+88bNvUxWmtufPOO1m5ciXpdJpZs2Zx0UUX0d7eXj1OqVTi1ltvZdWqVRSLRebOncvFF19MS0vLzl56j6nr9VqxYgVtbW0ce+yxe7X/unXraGpqqueShFGgIjjuW10orVG2bSZ1tiVR8Qhs7TJ90vw+E9tpTZrn2hLGOmluhGSD+bdQQKVMkacqF1FBH6rVFJMOwrahvx+VL8AhLVTb2uCiGmKoYhGlFMoyrW2siS1Yh0/Dam7cYcLnped9gvJbHWzcuHG0Lpkg1J177rmHX//61yxZsoQbb7yRCy+8kF//+tfcfffdg7a5//77ufDCC1m2bBmNjY1cc801ZLO1ZJ7ly5fzxBNPcMUVV/DNb36TbDbLddddh+MM3QtxOOyR4ORyOdatW8e6detwXZdt27axbt26qgsLTOr0qlWrdlrXsGzZskEp1b/61a/405/+xJtvvsmGDRv4yU9+wp///GfOPPPMfT4pYXTp7e2lqakJvWkLuA46lYamGNjKDEsDkxjQ0WWC/l29aC/7TG3thO4+VG+/EZtk3LjYKtM/S2VIpVGTWozwREKmTVpzA6rsGBdduQzpDHR2G3daKmUsrJaEsaC2F6sB6GyO8NoNfOmCz/LIL+7e6XaCMBRjqfDzlVdeYf78+cyfP58JEyZw4okncuKJJ/K3v/0NMNbNAw88wOLFi1mwYAHt7e0sXbqUXC7HqlWrAMhkMjz88MNccMEFzJs3j5kzZ3LZZZexfv16XnjhhX1c4R661NauXTuoSPOOO+7gjjvuYOHChSxduhSAP/7xj+Tz+UEFoQPZtm3boPvlcpnbbruNrq4uAoEA06ZN49prr62mXwsHDn19fUybNg3d3YdpXROEUhnd229capNajJWzPZVAv20ZV1dfP+QL0JyoPef3mT5pnWZ/BRCyveyzynEGHNPnvaVTmdpj0ycOuW5dLuM8+xIUS8xqauGHL/+VrVu3MmHChL25DMJBiLWLHzOjzZFHHsmDDz7Ipk2bmDp1Khs3buTFF1/k3HPPBWDr1q309PQwb9686j7BYJCjjjqKNWvWcMYZZ7B27VrK5fKgbVpbW5kyZQqvvPIKxx133D6tcY8E55hjjuF//mfX7dxPOeWUnYoNwDe+8Y1B9xcvXszixYv35OWFMU5vby+tySYzOsBSYNlQ9iybXAEVi+yYhKaUV7Tph1AQ0LVgvzcbB59txMvvh56+2r5am4LShph5PZ9tbmgjWGBqcizLHFOD29lt2uHkC+hcHnI5dG/KpEp7tB91BDfeeCNf+tKX6n+RBGEYVH7I74rTTz99UCLVueeeSy6X45JLLsGyLBzH4SMf+UjVa9TTY2KliURi0HESiQRdXV3VbSzL2qEAP5lMVvffF2Q8gbDP9Pb2Ek8mUD7biIHroAN+k6UWD9cylv0+VDJm4i9+C7Z0QrLRG7aWgYnNRmwUpk1NJmueC/iNoJQHWjXauNHAuM7wxCoSMMdOD+hOUC7j/vnZXZ+EUnzsggs49sT5/Nu//dsOH0pBGAo1QhbO9ddfP+x9HnvsMR599FEuv/xypk2bxrp161i+fDkTJkwYVBe5fchDa73b9k57ss2eMJaSLIQDlErSgGprQpfKJjGsoxsV9KMcF9XViwpYKO2lSHd2GyGJhqG334hHU6NJje7z7nf31go/iyWIxwa/qG15MZpkrZA05HUTGNjNYE+JhJly6Aw+8IEPcPPNN+/1tRCE/cVtt93GOeecw0knncT06dNZuHAhZ599Nr/85S+BWkeY7S2Vvr6+6g+sZDKJ67r09w9uD9Xb21uXH2EiOMI+UxWcaAjl96F8lhECn10rznS1cYH1VSZz2jWBcBzjMrN28Xbs6TOxnYDf3FwNvX3Q02v2b2sx7jFLQSyy54uPR7HmzMR+5/Eoy+KSSy7hjjvu2LsLIRx0WErV9bYvFAqFHTIwLcvC9T6DEyZMIJlMDuqsUSwWefnll5kzZw4AM2fOxOfz8dxzz1W36ezsZPPmzRxxxBH7tD4Ql5pQB6qC4wsayyQWgXDIZKS1NJr7AR8EAqb9TMDvxU4GfMAsq+Yi60uZVjeFIkTCEPKZ5IGBcRy/ZQSosm9nl4nb9KdM3KYladx05e1SOYN+iMewJrahWppQseigp1evXr1HPQAFAWqNNMYCb3/72/nlL3/JhAkTqi61+++/n4ULFwLGlXbWWWdx1113MWXKFCZPnswvfvELwuEwJ598MmDq0k499VRuu+02EokE8XicW265henTpzN37tx9XqMIjrBPaK1rhZ+ONsWfpaLJTgMoOpDLQQ4jGuWyEQoLwDVjCHIFkzZdsYLKZSNKAN3dUFY1t1mFctkUdoZCgIZEHOX3o3GelsQAACAASURBVMMhyOegv8+IViRorJ42r7ebU8aedzQqGBzyfO69917OPvvsEbpagjByLFmyhJ///OfceOON9PX1kUwmOf300/noRz9a3Wbx4sUUi0V+9KMfVQs/r7vuOiKRmlfgs5/9LLZt8+1vf5tCocDcuXNZunRptXh0X1C5XG7cjD2s1AWNtREHB3prj12tP5PJcPjhh5PNZnHf6sD9+4Za54BgwFgofZ4/2PJ6niXi5u++FDQloLcXol4n6UbPSgFINBq3WYVAAIpeXEdrk+kWCRuR6+uDhgavf5sNmYx5HNhyyAQmvra+ehg1dTLW4TNNgep25zl58mRWr149pjqYj+f3Tz0ZzV5qle+al+f8pK7HPWrNpwBoa2ur63HHCmPIIBQORKpdBkpl3LUbTH+0CS3Q3GiSArRjhCfgN24uv6/WtLOCbRkrCIzo7MyXXbF6wGzTkoByEfr7oSEO6ZQRGlzjwsvmhmzqqTe9gfvXNTs8/pvf/Ib58+ePKbERhPGEuNSEfaKavbKt28RsGqLglE32GRj3WSZjrJqeHgiHzeN9KeM+y2aNW6xST2PZXidoZ3ATzmCgFuMBEyNKpSAWNUkDA9Og02lTuxONmNqbIdBbtuKUSqj2adXRBblX/84/fmDo6bWCMBQjlRY9XhHBEfaJ3t5eLj3jLNznXjbiUiwa8UjEwOc3Kc1KQcazYHI5aGkyQhMMGDEqFqExbgSlIVZzozU0QqLBiFclq81nG1dZLgeuMmKTzUI4hIpG0EWvjkdZ5ji7GFugu7rRXd3V+w0a3nHGrjuSC4Kw94jgCPtEqq+Ptx96uBGDYsmIiOPWWssEvYFoZcfEa4pF6Ok27rVyuTZG2u8z8Zu+vsEv0NuPak4YoSnlwfZDXx/aMvEblckagSmVTDNPr8GgDoS9jgSBwcezLFSiAV0RImUmmvT0dPPM5o28V9raCMNgLLW2ORAQwRH2ie7eXlob2syXezQMFYuhkgSgtXGz5YumZqY5CYUcoCHriVJbkxGfVNoISySMQqHzOWPhKK8hJwB5iEVQPr9x3TU2eMkImFhONAI+n0kICIC2vWw0n8+sJR6BTP8OjRLdYoHI1Kkjf8GEcUUdiu8PKiRpQNgnent7yZTLxsVVzJtamMa4SVkOBIwYZLKmzU1jHHJeF4DtPqkqk4ZoGJVoRKXTJgGgXDZJB9qbIBqOQDBorJl0yrjZFEa4bMt7rgCZFPT3Qj6PyhiLSflcaIygSoUhz+Oqm27iDOlULggjigiOsE+k+vqIRkLGEklnTbyl30sIaIiZGAvUijmjEeNa89VSkpXn3lK5nEkWqDwej5quBbkcxGIm3pPLG+EBI0j5nOlm0N9nMtaCoVpigm0PEjaVzZjX3S4dugd48rV1zJgxo/4XSBjXWJaq6228Iy41Ye9xHGbHG431YSlobTZurkLJpD73d0MobGpl0ObnTaVbwIDUY+06qEjExHFsG5IJc5x83mSh5TDdp5sGdBaIhMEfgMJ2WWiVQVLBgNeDLT7YmvIHah2lPe78wx9lDpMgjAIiOMLeoxSHJZqZGI6YjLC2ZlPk6WrjPlPKDEzr88ZKtwyY5qpdVEvCuMJ6vOetkHGVgUmVdp2ahWT7ID2goWAwaJITQiHTrqbstcoZKC6hkFlPQwISTcYKqsaCPBJJvnfzzdx+++11vTTCwUE9OigfTIjgCHuPZXHP008ya8Z0mltbTdA+6DfWSy5XC+iDyTTr60FHgqhAyBRm9vXU3GNg4jHJpInR+P0mDpTJGItmYGubaMwIjHLBKUKm4NXuuIOWR3RAh+mebog3QGpwF9zXiiWUUhx99NH1vTbCQcHB4AarJyI4wj7RnkjSbHkZYOGQiZF0dRn3l6uNRZFMGOsCUMWiSY1OeC61oufesm3zd6WGBi+jzOelNVc+16EQZNKmRgcNgUYjIqGw2cj2ZvJobZINohEjRs1NRvzKAXN8nx81/VB+tux6zjzzTPmlKgijgCQNCPvEzx79LQWfbSwQ16WiDMp1Uf19Zo6NrUwR6FA4jrGIKmnL+byJy2jHJASk+8ytXJkC6jcCopSxftIpIz65nMmAS6eMIBXyEAiadVXEp7/PrNEpoxobsRJJ7rvvPonfCHuNslRdb+MdERxhaLTG7u7dZaU+wBtbt+KzlREKsyMq5EP7fNAQR+GgUn0mIcA3hEHt85t0ardoLKRYzAT6fX6IREyQP+5ZM8mmWu3OQPdZIW/cZWBEptGLDWVSpnO1UkaEKtg+1IRJvPbaa2zdupX58+fv9WUSBGHPEcERdsDJ5Xlr1eP4tmxD5YeuW6luWyhgec03VdCP8tvgOGa658D+ZoW8ERAwrq2KcITDpnYGjEstlzHJAel+407TLmTT5jlnwGwbx7N4bNskEOQyRnTcshGaiiBVhGigy8wpozu3cu+993LmmWfWpe26cHBiqfrexjsiOEINrQm++jqRZ1ZzuB3kzodWoDu7drp5LpcjlcthNTehmhImaaBQqFX9K0x2WcVKSqdMMWg8XhOPchkak8aiCYVMoL8xabbLpAZbWP6AsXKaW4y1FIsZS6YiXrkMg4h5HaS1NsePNxhrKRpDtbSJO03YZ8SlNjxEcIQqVjaHf2snfu87fnK8AbX2dfT2UzM9qoPX/D5jiTQlvY4A4dpGxeJg6yLgr7m3IlETq0mnIBo1GWvForFuQt4xfH4jQJGosXSyGZOhlvdiNs7QayMcMdtWXlu7ZvtcBhWN0bmtg1deeYWTTjppH66YIAjDQQRHqKLyRcrxKPmgnzVvbOJ9n/w4Hfk8/an+QXPQK1RGE1iTJhnrpBKc9w9IEBg4WTORNIJTfUzXBCOVMpaRZZn9U/1GZEJhIxylUu04lmUslUis9m8wZP4OhszN2vGtrVraIBDE7e7kws//C2eeeSaB7Zt7CsIwUErV9TbeEcERqqhiEV8mS6hUZs7UabD2dWa84+2EIxE+9tGPcs899wzavmLhqHgcNWsW4ImNpU3aczg8WCiU17DTKRu3Wihk3F6VL/183hR7hsLGMslldxwtDaabQDZj4kKVf8tl87fPb9KxC4WalQSQSNJl+ejt6eYrN9/GO//hJK6//vr6X0RBEHaK1OEIVez+FOV4DF/Kc3lpB/6+luCsw/jzPffy/s98mpdffpmrr74ay7JqLjXACgRwwAjGwAad0Si0tBgxyGaMwBQKxiWWz9VePN5Qi8Vk0sYlltvF9M+hiMYGZ6MpL33asrjroUdJlIusS6X59H9eJVM9hboghZ/DQywcoUq5pQlfOo0b8PG/T/3JG9cMuJrJxRJ/vutunnn6GT7+8Y/T399PX19fVXDc7m6zfcAbJ93YWKuX0Y6Ju2ht4jXBASMDwhFzcxyMT81De1lmu87KrlHJRqsQi4Pfz6Mb3qCjq4tNG9Yz653v4uMXfU7ERhD2EyI4QhXbs2zcUJATjjyCcjxmBqt5sZZIPM7DDz9Ee3s7p512Gs8++yzJZBK3qxP91mZIJMy2fn+tW4Btm/hMxb2lvH5nDQ3m+XLR3Ao5s03Mi8cUCiaG4+4kKaCCUkZcclkv9TqKddjh/Kmji3ec90m+8NWv0ZRI8K+fOp/mQ2eO4NUTDkYkS214iOAIVVSpTLkhhp3NEvL50eWyF3z3PgjpNL5CgRu/9z3+Y+lSNr74Ah858e3oNS8b60bhTfH0A9qIgW15wf+gsXr8PshndxgdgGWZWptsthbTsaxah4GhqFhI+RyqpQ3riGPY4Avy4c/8Mx/72Mf453/+Zx5euRKfbZFvkUmeQv2ROpzhIYIjVHEjYRQubizCuo6tlBReBwENjQ3oQh790mrcV//Gp952DP/3O9/m7dPbTUFnJGySAYIBsLxWN40JIyCFnEl3LpdrzToz6Z13MagUbdo+r26nYcdtAgHzfLGAmtJOfyTGFVdeyfx3vIM5c+bw5JNP8pGPfATLttHWjjNwBEEYfURwhCpWOo3yvuyPmzmTSL7gub4wbf6VhS4UjFBYingsjj8S9r7MVc39lU6Zws90ygTybZ/XlNPLPAtHTIaafyf91bRrRCvvCVUua45TSXWuuOecMm7rBG64405mz55NZ2cnjz/+OJdffjmRSleDgyDVVNh/iEtteEiWmlDFaU5Qtn04DXHKf3yCRDRqhKO12WzQ02tm2vR782uiUTPdE4wgFIrmlkgYF1u55DXPdE2Ps0zGiFUu6zXzHOIDphT4g+bfgQWnhbxJNrB9RohsG2vGTL707e/w0EMPcc8998iIAUEY44iFI1QpNzfjJBNg29z/9FMUwLSsATNQLRpCVWIzjQ0m+6yCz2daz4AZjBYOm8FnOW8EtOvWMs/AbKuUsWQs21g9jQkIhIyg+IcoyAwEqzEdNWkKKt7AE088weWXXy5iI+wXLKXqehvviOAINQa84X/78kuE/FZ1YJkql8wsG9c1RZsZbwxAshnCUZOVFgqa+TOloonnOCUTCW1IAKo2EC0QNBaL45r4jN9vXjubrbnlBlo3thEklc+hQiGznkAIrTXPPfccc+fOHY2rIwg7IC614SGCI9TQGitr3F6nHDuXbcWimWcDxpqJx7wGmdqzSqLQ22OsG6dsYjaWzwiO7QOUcbGlU15RpwWxBhODCQRNskEmbWpwtp/WWSoagQoGwbZRlUFtuSxE4+hyiQ0bNhAKhWhraxvFiyQIwt4igiPUUAo3GAKl6CsUaA0FatlkjmP+rghDOFzrBJBJm6yxWMw03ow3mGC/z29qZAY20PQEjXJpcL+zgW1oKuRzUCqhBjbotCyUdqG3m+51r/Ged7975K6HIOwGy6rvbbwjSQPCjrgu/zBnNiXXxR/3BCMSMT3KKhlk2QEtZKJRI0jZrBGbTMbU21jeFNBQ2FhB5ZKxWioClM/V3GzlMirsjYNWXsa0Umafgf3YgiHzWrksR7Y2cdYpC0ftsgiCsG+I4AiD8epVfvrkU3w04OedAR+gzVTOCumisVyyWSMkPp+xcpTyUqAVlMoQcIw4uW6tv1rJE514gxEOxzG1NP6Aiev4/BAIovLeaIFIzEss8ApQS0VznHCU/3n017iNTaN6eQRhIAdDh+d6chAYccLeEI9GOSyZGPpJpUxXgEjMuNYs2whIOGosoGjMCJLjmqyygSMA/AM6Q1u2OU4gaBIHAgFAm04ElQ9y0esEXSrVxAYgn+PpF17kbW9724icvyDsCZal6nob74jgCEMSDIXozeZMWxoYulI/4DNi0N9b6wCdyZokgUy6VjuTSRuhicYHt7TJpo0wlYpm36A38TMSMa8bi4PtHzxTxyPjD3DrPfcxefLkEbwKgiDUExEcYUhC4TB/WPOqcZuBsVaicc8aCRrXV6rfWChQs1wCAVNPE4mY9OlK/CXgNwLjlL0WN16mmlImdtPQiJo01QRvCgWvK0HOSy7YTuzCEX7/8ivMnTtXXBrCfkUGsA0PieEIQ9La2MCGdesGF2CWisYKsS0jBtFYTQwqTTqzGVNLo3XNkok1mI7Q0ZjJOisVzbEqM288tHaNQCllRKdCcYArzedDTZnGM7f+t7jTBOEAQwRHGJJ4JMLZx88zFouyjDVSKhpBaGj0WtTkht650jG60pxTu0Y0ikVUJGpEymcbl1uFUgn6eo0o9XabeFBlQJvrGIsIIBhCWRbPPvssixcvHrkLIAh7wMEQd6kn4lIThiQRi3H0tKk1UQgGTXpzxEuBHgplGVdaMASYSZsEgzXhCIe9PmiWEa/KgDalAA19PeDzo6ZOhynTULOOQM2YCYdMrma0qaDpNCAdBgThwEMERxiS5OQp3HDfr0x/Te2aVjaFnOk0sH1XADAB/oDfG0NQAu2iIlFUJUstGDTTO8NhY/m4rhGmYMhYPFNnYM2cg9XSiorGsGzb+LUDAZTWxsKKNaASSTo6OkilUrS3t4/2ZRGEQSirvrfxzkFwisLecPicOfz3Qw+TKXkD0CJRiDd6whKolUbH4sbyyedqlo8Xu9FeXzTTg02b2E2hUNvOcUzdjtaoXcyr0YU8qqUN1dIK1KybgyHIKoxtpHnn8BDBEXbKB8/6R25+6Le1uptcxghLNm0sn2jMBP3LpcE72rYRqAED1lS5ZKwUMEIVjZuEBK89ju7YgtvbM/RCCgXT0sb7QD7zzDOSMCAIByAiOMJO+dCHPsS3bvhRzdZXqlaP4ziQ6jOZZlqbNOlI1Nx33VpDzkjUCFM4bFxukaixkCqjo5XyukUDmRTuljfRA7LStONAuYRO9VUfe/bZZ0VwhDGBdIseHiI4wk6ZMWMGU6dOxXEcY41UxjoPTJVO93uJBGVj/bguKMuMMyh7NTe5rHm8WDZCVCgaoQmFjUCVSyY5QbtQyKO3bUFnM2it0ZWEg3QKt5BHa82zzz4rCQOCcAAiadHCLjnnnHPI5PNGUEpeskAkOrjNTDHvpU2XjOusMk5aayNQIa+ztPZcb36/afiZSMDG12v1OpVkhHIZvW2r+bvihguGoHsbedvPtm3bOOyww0b83AVhdxwMcZd6skeC89JLL3Hfffexdu1auru7ufTSSznllFOqz19//fX87ne/G7TP7Nmz+e53v7vL465evZpbbrmFjRs30tTUxOLFiznjjDP24jSEkeLss88ml8uh/T6U64lMfsf6G1X2hq35g2ZuTtmBllbTYXrT+polY/ugpQ3e2mzcc5WEAzDWj7IGDYKrTQk18SBVyDFnzhzsXSQZCMJocTC4werJHglOPp+nvb2dhQsXsmzZsiG3OfbYY7nssstqB/bt+tBbtmzhy1/+Mqeeeir//u//zl//+lduvPFGGhoaWLBgwTBOQRhJJk+ezPr169nQ28P0lhYjKpWu0K7r9UsLo5WFymeNtdPl1e7kMtCYhOYW6Oo04lLIGwvH9qEsGx1v9KwhzLFL2yUguF7igSdCftumY+tWXNfFOhgGiAjCOGKPPrEnnHAC559/PgsWLNjph9zn85FMJqu3eDy+y2OuWLGCpqYmlixZwtSpUzn99NNZuHAh99133/DPQhhRwuEwjz/1tDffRhsrJOtlrGlt3GXZNDoSNe62au8zZboH2D5objWZbpVmng0N6IZGc4xCfvD4g4E4ZTPYzTFJBkopPnTm+3nxxRd3ul6lXZR2CZRL+Ae6/gShzkgdzvCo2ym+8sorfOITn2DJkiX8n//zf+jt7d3l9mvWrGHevHmDHjvuuONYu3Yt5UoGkzAmCIVCPPanP9f6pA3VaSAQNI/ncxAM1IauWQo6OyAU8ro/+4xABYLQ023EJuA1A93Z//ft/ORf/88r+Muf/zT0ptolXsgRL+QIl4uEnBJKazMlVBCE/UpdkgaOP/543vWudzFhwgQ6Ojq4/fbb+eIXv8j3v/99/H7/kPv09PTskGmUSCRwHIf+/n6amgYP1lqxYgUrV67c5TquvPJKAFKp1D6cTf3RWo+5NQ0HpRT//pWvsjkQwPYNjJ2oWmuaSpKAP1TZyfxra7Ndz4AfII6G3l7zuLbAAZQ9qG5nENnC4PvKz4cWLx7ymio0qe0O4wL96cyen/AY40B//4zW+kOh0Ii/xvZIzsDwqIvgnHTSSdW/p0+fzmGHHcZnPvMZnnrqKd71rnftdL/tK8W194UzVAX5okWLWLRo0S7X0dHRAbBbd95ok0qlxtyahkMqlSJZKtCST9OZy9MSCaMmToKmZli/zrN4vG/5QNDEdlzXq8/xGTdaJGra41iWsZJc15sOitc+R5ux1NqtjbKuEAruUFy6saMHNxCksbFx0OM+p0zQKeFzXcrKwkbzRrFMPBIB28ZyHRMWOoCSDsbD++dAXv+ukKSB4TEiXsPm5maam5t58803d7pNMpmkp2dwZXlfXx+2bY/bN+eBTKyhAYCf3HMvz+dLWBMnwVtvmLiMUzZCYttGfHz+2niCSvFnKFxzmdm+2mhqMNujjag4zmCx8fm88dKDmTZ5Es8+9ZcdHi/bPrJ2gLLfjwZyth9QKMsCx6kZUTuzpgRBGDFGRHD6+vro7u7ewS02kDlz5vDCCy8Meuz5559n5syZu81wE0afUkMCrRRnnXkmHzjnQ6xbu9aMiQaTdebzbpWuAZX/h5ZtYjW9PWYkgbK8Ik/tWUDemAJ/oFZcqhT4A6hEEjVx5xM9W0I7TgIF0LaN8l7b7xrry+c6WApsNH63XLPABGEfkKSB4bFHp5jL5Vi3bh3r1q3DdV22bdvGunXr6OjoIJfLccstt7BmzRq2bt3K6tWr+cpXvkJjYyPveMc7qsdYtmzZoJTqRYsW0dnZyfLly9m0aRMrV67kkUce4Zxzzqn/WQr7jmVRjkSZPmUyl19+OWeceSbpaNwkAyjlZZoNyAhLNsHESUZAfD7IZ/B8Z94+3luv0sWgkDfWUrkMzW1YEyeh4o3GvWoP/QPksKlThu5cDeQtH5YFPu2iNJRsHwpFULuE0Niw030FQRgZ9siUWLt2LVdddVX1/h133MEdd9zBwoUL+dznPseGDRt49NFHyWQyJJNJjjnmGL7whS8QiUSq+2zbtm3QMSdOnMi1117LzTffzIMPPkhTUxMXXnih1OCMYfJNLQT7evjMBReweeNGnv39o5w0z0v8CEeM8Fi2+SL3B7AaGtGRCN/7xjc44di5nPTud5ttM162my9krAzLqrXNaUxiBY3loiuCEAiamp7tiEYjOH09+BJJ3O1+HpZRaBTK5zMtdQDHssgoPz7tEnLL5C0fO+TbDZxUKgi7Qd4qw0Plcrlx41eoJA00ePGGscKBHjQdtH7vC9lxHLb8+XGOmO7NpInGzHOV0dBTpmLFGli/fj0nnHACkydP5sgjj2T58uVEfT50ut9YNJZtPrWO5+ZqTJq/c1mqiQhgOhiUBmer/X3jZmYdOgMXyNp+HKuWCGBpTUA7BLXLG9k8sfh27wmtK/YWPu0S0A4Fy4czBv0a4+r9M4KMZpZa5buGT6yo74F/ZhKj2tra6nvcMcLY+3QJYxvvJ51t20ybNRsAp9Id2ra9LgI2pNIA/PznP+fss89mxYoV2LbN/Pnz+dv69ajmVgh5FvDAgWypPq/bgB78mq5TKyj1+cDnZ9Ihh/DbPz5Oyg7sYOEoNEHtogEjLTueh1YKW7tYaErKQhxsgjCyiOAIe43TOoEOZXPXQw+bZp75nEkcCIagmMctFLj99ts599xzCYfD/OAHP+Ciiy7iH/7hH7jnnnugsdHEc0rFmqj4bCgPiAXZNqBM8WZ1HLXJOotEI3zo/P+PTC6H3s634aAoKouMtWuvsWPZFC0fJcuHHoPWjTC2GViGVo/beEc+YcI+EZo0henvWMAvfrPCy/xyAeNa+9tf/0o+n+fEE0+sbn/++edz9913c/nll3P5Ff+BE41DQ8LU6qDA8hnjxvYBppVOpS5Law2WbVKczbMcd9xx/PGPf9xxYUqRG6MuMkE4WJFPo7DPHHXUUZxYyUjM57zAiI/1r7zMhz/84R0KeY899lgeffRRXnrpJb7wb5dSSvV5haBetwG/H5Rt0qIH7KuU2sE59qmPn8cjjzwysicoCDtB0qKHx0FwisJoMLW1ld5Mlqf/uoaS46B9fjrefJMPf/jDQ26fTDSyePFiMqkU2ULRxGfiDdCYQLmucS9U6mQqsZsh/A4LTz55h9EYo8LAbgqCIOwRUmEp1IVSOEqjqznh6KNMx4ByCdvnY9asWTts6zgO9/7sdp588km++5XraIyEIBTCCposIx1vNF/kobARmGym1v4mEgN0dYZO+4RWMpkMr7/+OjNmzBj5Ex3QfslfLlJUdq3IVTjokNY2w0MsHKEuFKMx0s2tFIIh7lz5MD/8+R1sKe7Y/bm3t5evXH01s6dO5cZvf4tELAa2f8BIA0xNj+3FakJh03G6ksXm89UKTC0FPh+nnXba7t1q+1Lkub0VoxQak5igKh0ThIMSSRoYHiI4Qt3Qtk2hMcl7P7SYzak0i8/+x0Ff9K+++ipXXPqv/NsF57PgxPn4KwkGMKh/mqoMZKs9AoGQEaJSkWogx7LAdbngk5/YvVttXz7NA+NIFXFRCsfnRx9ATUAFYX8jvgCh7kSiUa685tpBVfsrV67klz//GTd+4+s0xb2BapWU6EAQcnlcy8YKe7U5bhntlE2rG9c1Q9gqXZ4dB3wK83tJc9Lbj+PLmTQ/+tGPOO644zjmmGMIh8ODF7UngqNdbBQKTdl1Wf3yX3n097/Hdsp09fbx8U9+ksNmzhx8zIPhZ6mwc+Qn+7AQwRFGDm9Gzg9+8AP82Qw/+/4y/MGgN5ZgwBe11qBcSPfj2jZWIGhESBkLhmSzqdHJZms1OsoCtwiBAArFT2++ia997/u8uWkDX772GtLZHPPmzWPevHl88IMfpFwu77oprNbY+RyxUJBMNku6r583/v43Zk6dzMnvfCddXZ2EnCIXL1nCxz/5SRYsWDDkGA1BEHaOCI4wcjgOVtc23n/csRxz5BHYtm2sFOU1lVG2EZZSGQK2cZV1b0O3TUL5A+YY4Qg6m4F81sR5Kq1wwGzvud+mHHIIN95wAzhlCmWHF158kaeeeoq//OUvnHTSSbztbW/j6KOProrQcccdR2trC4899keefeZp/ukDZ3LMkUcAEI1ECAaD/NM/nlU9lUkT2qBU4sff/DpPPvMMi04/nQs+/Wk+9KEPEQgERvOqCmMISRoYHmIQCiNGoJgnncsyZdIh2N7IAXw+0xkab0JosWjiN541pCwbMqnqMD6dy0Axbywa7Zq4TUWwBsZPXDNHR/kDhMJhTjzxRD5/4Wf56U/+m7a2Nt58802+8Y1vMGPGDFauXMnixYu5++c/4/bbb+edJ87n+OPnEYpGTKcEZeHzBwYnMnjEY1He99738L8/+ymPPPwwc+fO5bvf/S5dXV2jc1GFMYUkDQwPsXCEkcF1sR2HiY2N/G3DBlomNU83ygAAIABJREFUThw8BbRUNAWegBm+Vka5Xu/mUhF6u0y7Gm9CNU4ZfAEjOo5j9q1MB7VsI0QDBUJrs18hB1rT0NDAe9/7Xt578slmv6KJGV1+1dXoTL85fmXMwkCUMmJXLle/FZTWtDTEuevWW3hp4yauv/56TjjhBM455xwuuuiiIVPBBUEQC0cYQVxPAGZMmmS+tC1lhKIyFbRi9fgDtamegQBV60fjjZZW3vPa29dnBKLSAsd1zP2BY6iVAl+wtl/lOcsyFpNTxkKb/arzdpR5/YETRrU2xx/4E7TSDaGQ46hpU7jlllt49ZVXmDp1Kh/84Af56Ec/yqpVq9BaYzk7poYL4wfpNDA8DoJTFPYLlkUhHKHsOAT8flOoWSyaTtCWBbb31vMERw0M6FeaeXrHMfft2uyc7etebJ+xbnJpdD5be14p8IcABU7Js3ZcM+pAKSgV0cW8GXugLCNgTtlYRpUppkNRSXpQFhSL6O5tNCeTXHv1F1m/fj3nnnsuV155JSeddBIrV6zAyWXreGHBKuRRpZLU/wgHHCI4Qn3Z7kvwuZf/Slcma5IDKpaBz2/GUyvLtLOJxtGBoLFcKlaL4xirpFLH45SMhVT5GWjbULFQHM8VZ9neLJ10bb+KZeIPAq4RHduGSINZR2XsQcUFV8F1QHvdqwOBWryoauW4aO2arDnX9boNKMLhMJ/97Gd5+eWXuXP5TTRaFr//nwdY9r3vmTjP3haKeucT6OwgtG0r4S2bB9UuCfsHpVRdb+MdieEI9WW7dOe3zTocNxAww9YCwZo4+P3ewLa8+XIPhdF528sHqCQFWEZ0fH7PhaZrmWkVQbFsL5bj1MRIazPSOhipCYVlQyAC5SK6XEL5gxCMoPIZdNlzyQ2F9kTNssAOmPUXC2jbV9tHKZRTNtZaZbdigSOnTeXIiW30FEsE//IXTjjhBM4++2wuuugiZh9+eM1aG+iqG+pLR2uU66AtC8spYxULoBSBnm6Kza17839JqBNjzQ3W3d3NT37yE55++mlyuRwTJ07k4osv5phjjgFMx/U777yTlStXkk6nmTVrFhdddBHt7e3VY5RKJW699VZWrVpFsVhk7ty5XHzxxbS0tOzz+sbY5RLGE265TE9fPyG/31gJCiMgWhvXmtcvTcUaUD6TBKCLRePiqsRcbJ/52+83gXuUuV9JFICaBVONs3iClEubyaGDXGxBwELnMuhSwXtOD4jjUHOXVVx1rrfeYsGIjD9odM/r/Ua5hO7tHtw+x/VEMBAkGQry/n94N6++/BJzjzySJZ/5DN/+8pf4w+9/jy+bQVVEWCnsXBZVHDAPyHtce+49q1RCK0U5GMKXTWOn+rG8vnLCwU06neY//uM/0Fpz7bXXcsMNN7BkyRISiUR1m3vuuYf777+fCy+8kGXLltHY2Mg111xDNltz+y5fvpwnnniCK664gm9+85tks1muu+46HGeHgezDRgRHGDHe3LKF9W9sRlkWKhozjTcjUW/8gCcOngDpzg5gwPiBaq2N92/ZsyYqbiTtJRC4jsleC3hf/so2rjfLi8I6RUBDps+408ol06MtEDSWiuNQ7aMTikA4am6hsBGYkpe2XYkf2T6zfalU84xVhMatfSCtcAQmTDL93xwHXJfmUJB/Pe+f+Muq33Paqaey9umnWLXiN9x7773oVL/Zzymb9e+EciSKcl1sL1ZlFfLYmfTe/Q8S9h2rzrd94N5776WpqYnLLruMWbNmMXHiRObOncvUqVMBY9088MADLF68mAULFtDe3s7SpUvJ5XKsWrUKgEwmw8MPP8wFF1zAvHnzmDlzJpdddhnr16/nhRde2LcFIi41YU/QGjuXxam0ndlDNm3ezPuOOdp8acfiWJ4VobU2xZy93ZBOmfRnSxkB8PlRysssQ4PjerEW11hIbs0aIBIz1oZSJp4SDBsx0boWW/EOg2tSob3T8Y7lmj8qApXPQUMCZfuqw97IZcx25XJN9P4fe28eJ0dd5/8/P1XV9z13MpOTkIMQjnBFlCNABEUU2OXryaWigusBugIqHuuKRERlgQgsLCu6IovACsiPSwUhGO4j5DL3NZl7+r7q+Pz++HTPkZkkM8kkhKSej0c/ku6uqq6q6a53va/Xu1pM4DiABt5Kmff2Gp+GgcykKk80SPWC42AUC5w8azonH3UkG7dtY9Mzz9C1YjkPvvQKF1xwAbX6jgsW9FIR2+tDM0to5RKG0NCsMmgaZqJ2VH8flwOLJUuWMHfuXBYuXMjSpUupqanhgx/8IGeffTZCCNrb2+nt7eXoo4/uW8fn8zF79mxWrlzJhz70IdasWYNlWYOWqa+vp6WlhRUrVjB37tw92kfX4LjsGiGw/QGCbVtwdA/F2rq+RLuwTJXP0IbenjW3tPCP9Ru468GHOeejH+WUM8/CMAxlIAJBZXDsSu5F0Od19JVMVzwD1WOj9Ve3BcKI7UQzhdAG5VD6CgjMEgBSq3gmVYPVF/6SKmRWrZrLZpCRWJ8XJG0bMskdnxvHhpIDsRhiO8UBIQQkapE9XeD1QGlASMLnh2yGSZEwXzzvXPKO5OKAnyu+8i9Mmj6DT1x4ITNnzhz6eZVSayk0hLQxCjmkpmHkspjR+OBmWJe9zt7K81955ZW7XObMM8/krLPO6nve1tbG448/zsc+9jH++Z//mfXr13PHHXcA8JGPfITe3l6AQSG26vNq43Jvby+aphGNRgctk0gk+tbfE1yD4zIyhMDxePHkshhb81iBEGYwRCDZTbapZdhVJk6ciD8eYcFZZ/H9n9zApsuv4Ctf+QqXXXYZ0UhksIEBddGvhq2ko/ImQlQqxirKApHavhHTO6NQKrFq1Sratm5l+syZlIsFvB6jPyRmD1MtVhUGNcvKIIAKrVV7h9LJHVSGSVWEMBzeyuulStFENd/iOEr9Op+DYJCglASdOA/+4mdkCkUW/f5+7u1JcsVVVxKLJwZ8lESzbWzDwDE8SE1DLxXR81mGuFgu71l+8YtfjHodKSXTpk3j4osvBuCQQw6htbWVP/3pT3zkIx/pW277ajgp5S4r5EayzEhwczguI6ZYU08pGsfxePEW8xhmSRmbnRiAUjjG+0+dz2OPPca9997Lq6++ytSpU/nB975HNpeDhiYlzikd1afjgHQqxqZ6t141DD7/EGOTyWR4+eWX+fWvf823vvUtPvKRjzB16lRqamr41Kc+xR133UWxVGLWsSfw0tLllQZRq9KIOsAbqJZhVxtFKwghVEGD4YFYQhUdlMtIrVJBJwT4fMhMSqlbV3AcByefU8UEmqaMZrHQP6zNLKuwXzisjE4hD6EwAJGAn6svvZhrLvwkmzdsGLSPYqCRrEr8AFYosv+VTB0ECE2M6WNPSCQSffmaKi0tLXR2dva9DwzxVFKpVJ/Xk0gkcByHdDo9aJlkMjnEM9odXA/HZeQIQTleQ9mx8Sd7cfRdf33kAANx1FFHcccdd9Da2kowm+Kqb3+HnmKJq666ihPnHA65jNJDq4bHnIrGWmXuTaqriwd+93uWLVvG8uXLWblyJd3d3Rx66KHMmDGD6dOn84lPfIIZM2YwefJkPBXpnEwmw69uv52Pnf9PPPHI/3HUjOkDpGoqCghmdaibpooQtj90XQddR3q8yFSvMhKeSrl3qQi6gezsUMdbHT9drlTB+fyDVRC8lUFy4YjaTq1fGZxSEUIhVbwQifKtq7/NDTfe2Lear7cbYVuYPj9GMY+QUv0NHIntD+zU8LvsHfYnGz9r1iy2bt066LXW1lYaGhoAaGxsJJFI8Oabb/bJL5XLZZYtW8all14KwLRp0zAMgzfeeINTTz0VgK6uLrZs2cKsWbP2eB9dg+MyejSdYk0dRiGHcGy0cgnb5x9ZQFtKJtTX4TQ28IMbFnLf/fdzySWXcOdPb+DUeScAkMukCfnURb+9q5stbdvI5PJMmjCBVcuXUVtby+c+9zlmzpzJhAkT0EZwoT3hhBP4wx/+wIfPPZ/X//YsTQ31FcNggk1FIsfpL04YdtcHDIurSuRUqeq72QNkcPyBSgl4uVJeXclJCQcRjiAiUdX4Wt1+1Uj5/Gzbto0/v/wKsXHjyWazBFo3YxQLWB4vRqmI7Q9gFPJotoVjGHiyacyauoNDAdJlWD72sY/xrW99i/vvv5+TTjqJdevW8eijj3LRRRcBylv/6Ec/yv/+7//S0tJCc3Mz999/P4FAgFNOOQWAUCjEggULuOeee4jH40QiEe6++24mT57MkUceucf7KAqFwgET+O3o6AAYkvB6t8lkMkQikXd7N3abXe6/Y+PNZjCDob5+kZ2h2Ta+UgFb1yl7/TiOQ+e6NaR7enjyr8+CrnP+h85i1iFTyZdKtJVMahoalR3YjQvqwP1fs2YN37nmau657RbG1Q9oZKuqDZgmxBL9PTbbH6plQld7fwMrqPW8PlV8UG3ezOf6deGqITXb6RMtFRMm7zQX9eSTT3L99dfzxz/+kUwmQ1NvF5plYvl8GBWpHMsfAMfBjCWwg2GkZ9fn/t1gX33//f7h/2Z7g+q1JvLNZ8Z0u5mfnQHQ55WMlldeeYV7772XrVu3Ul9fz9lnn80555zTl3+pNn4+8cQTfY2fl19++aDGz3K5zD333MNzzz1HqVTqa/ysr9/zJmPX4OwDDniDM1Zs13XvsS0sTR8Ultsdtt//zZs3c/t/3Mw/nXcu8085WYWyNF3lkAyPCn/Fa4dUnfXtpmUhe7sHqxsUCwNKmSWgqRk+hlGZWmpXChEqitQTp6DtZI7OTTfdxD/+8Q8WLlxIJpMh5jEwcln0Qh6jmMcxDMrRBEYugxmNY8USO9zWu41rcEbOnhqc/Z39KALpcjDjNcsYA+VlhMCsVGGNFt22MJzttNigT8dswoQJfO1fv8XXrr6Wq777ffAF+ntsqoUD2TSyVOwPow1AGAZ/fuMtfnn7nchySa3r96sih2rxg1nqzxFBRWlB9Fep9XQhTXPItqu8/fbbHHbYYX3PHX+Acm095UQtEsg3T8KsqaNU34QVfu/ezLzn0cTYPg5wXIPjsmdIiaeQI9TVTqizDW8ugyeXxVPIoVXla7a/aEuJXi7hLeTQy6pPpmx4sEZQhDASDCQhxyKEJOKUEUgMx0KTDgLQpENDQwOPPvooixcv5vNf/TpOeIBXrOvK8JRLg0NnFbq6urjk0kt5/PkXuOonC1Xyn6r+m96/DZ8PHEuVe5dK6uEPqHxRqYjsaBvWoAEsXbp0kMGpYofC5CdMQVY+x6luz+VdwR1PMDoOgkN02Zv85Y8PE0j1olsmum3hz6QIZJIEUr20vvEqoc5teFo3sW7JYhY//hjb3nwNz7bNpDdvwl8qkty6hVdffpml77zD2nXraNu2jUJ296VaNMdBlxIb0Oj3bvyOTUDaSnSg8suOx+M89NBDrF27lk9edDFOtXG0OkKhkB8kVwMqBn7ZZZdx/vnn89vf/pZnnn2Oex96GFHfqMqmDW9/GK0aZjNN5eFUhD9FPAEISCeRa1Yhk4PLVG3bZuXKlcM3fgKOzz/sNFIXl/0d99bIZY84riKBUbYdckIjIiRGJQ9TW1uLrmkEfD6OmnYIRw1Yb1t3L5mAn/HxGDGvl09e9Q1WrlmL1zA45YTj+dSln+WIAfIaI0VD4hlgJMzKnBsdielINOHgiP6LdTgc5ve//z2f//znOffCi3n4v/9LRTbsysiBdApq6/uSrvfccw+rV6/m9ttvx+fzcccdd3Deeedx8sknM3XqVPAHcLIZ6Gzvz0n5/JXb1zLYNjKdhEKlJ8fQVZl1JAqahhCCtWvX0tDQ8J7O+x0suEWBo8P1cFz2iMjEybywYhU/+/VvSMw8DCPW3xxWW7cDbS/Dw9QJLUTCEYQQhENBHv3PO1m7di3LXlrCoh//iDoclr2zdNT7YyOwEJWCMYmoNEbaEgypvJ/t8fv93HPPPQRDIc696BJkqaJWXSz1CXhKKVm3bh1XX301d9xxBz6fUhA4/PDD+frXv86FF16IVckDiapAqS+gqtXKFQHRKpatVAYsWxmebAaZUkbIad/GimXLhg2nubi813ENjsueIQSzTz6VPz3/ArfccgvCHxjwntYvETMQj6ciIzOgSCAQVPmMvAqnzZx2CAmzROvaNaPdHTTpoCFxhOjLkWjSwUFg7iAU5fF4+NWvfkXT+PH8/o+PqherqgCOg10s8JnPfIYrr7yS2bNnD1r38ssvxzAMbrjhhv6dAFUC7fdDU3XEdqUp1Kw0i/r9yvB4vJBNQyCAiMYI5HNcfM7Z/YUMLvst+5PSwHsB1+C47DG6rnPLLbfwox/9iC1dSgQQrw/yefWQVLrrPeoCa5qqZ2VgPCJRoy7C1cZJw8P0SZOYFPTTtmH9iPfFERrFilKARPQVLNhCI+vZeXOqpmnceOONJGqVZ2abZqUh1OaGm36O1+vlS1/60rDrLVq0iJtvvplXXnlFhd9q6ioKBiZksyqfU1VNAFU8YDt983hkKomzYR1I6Onq5OQ5h6MXcmp9l/2Wao/vWD0OdFyD4zImTJs2jW984xt88rOfQ9bW98vSQGUYWr5yd2+qO/qBIpheH5phqOS5UenWLxbQhCDg9xO3TDZv3DDi0cymppP2+HAkeCrrlHTPiH7RQghOP+VkAHQBJbNMV2srN998M7fddtsOVQ2am5v56U9/yqc//WlyuRxaMAQ19cqoJHsqvThSHXcgCNmMKmyzbTVeW1cjDpz2bWCWKXs8eDNpQm1bELZNYNuW/kFtLi7vUVyD4zJmfPGLX0RKyX/+7wOIxvGVcuEK1Vu4chlyWXUBrl686xpwyuU+Q9OnDO1RHtHfVqyi3ixR6mjf9U5U+m6kplPw+SlVSobtUdw+ljzevoxLe1sbv3/gARYuXEhzc/NO1zvvvPOYO3cu3/jGNwDQIlFEXaWBT9NVebTPr47f74diASk0dS50HRGNQtN4emz4wtXX8kp3kkLDeKVhF0vgSfUS3LIRb2/34P4il3cNtyx6dBwEh+iyr9A0jVtuuYXrfvBDVm/bhtY8ATFpar+u2MDwkONAsagqswp5yKRUgh7Uxbg60dO2uOAzn6EoYfnbb9HW1rarnRjkyRQ9PqQQ6sI+QhxNJ+8LYGk6r61dz9r2Ts4///zB+17tL9ruwr9w4UKeeOIJHnvsMQCkZarjqVbO5XPK6FSr1Ao5lesRAhGNowcCXHH11Vz4+cs47/zzuePee5Gahh0MYYUilBM1CNtCs9xQm8t7D9fguIwpU6dO5V//9V+5+OKLsW0b4fdDfWN/h/32SJBtrSrPUU3SDwwdBYJI02RiUyNHHnYYKxY/j5HsQezlO3xbN8j7g5x+5ln84Ac/GPK+cGyEbeHLZfBnUn3hrlgsxqJFi7jssstob2tTOaxCReLGLPf/i+yXwqnqXKXVdFBZLPCpUz7AS88/z3333Udvby/JZBLH58MKRSjVNeJ4dzB/x2Xf4ioNjArX4LiMOZ///OcxDKNviJSIJ1R4bHs0XRUKgDJI+Xxlamflh+fxqlxH62YA4vX1lITGdTcsJJfP74Mj2QGahtQNdMfBWypgmCUC2VRfjunEE0/kk5/8JJ/7/OfV8QmhjtXwqPCZz48MhNQ0UQCE8pRsGyklzro1yM4OJjkmLz3wewzD4JRTTuGll15yQ2ku72lcg+My5lRDazfccAMrV65UQ8yaxg9d0OsdWgiQyyojI6UKsVUvsI6DiNdwwcWXcM/v76d7V+NuR1hgsCfIimeiOQ6GWcZT6vfirrnmGro6Omjr7lYVe96K4oCUyugUcpX5N2HV86PrqmhgyyZ1p+vzQy6D1tNFNBTizttu5aG77qT3pRfxVQywy7uPW6U2OlyD47JXmDx5Mtdcc01/aC0QhGBowBKi37sZDseBcBSiMUSiBlFbjzR0XnvlZZqbm4dMNhyK3ME46LHDNjwUw1FMrw9H0/Bn0+hlNcjN6/Vy66JFXH3jTfz49jvY6gjEoTOR/oDKJwmtorXmUPVwZDajjG0up5SmqzgOZ0xq4eff/TbrNm3i3gcf3qvH5TJy3KKB0XEQHKLLu8VnP/tZfD4fP/vZz9QLoZC6c/f5VYhtZ+EhCcTjICUynUJ2dcCmDRzTWM+HPvSh7ZYdRiB0u1+wYZYRzhiXFQuB6Q9SiCbIRxJYhgdPtn8077Rp0/jZol+R1wyOPvpo/uPWW6FlkiogsExVOOA4lf/nlQ5bPqc23TJJ6bNF46oQoljALwSTZ8zkf54eW0l8F5d9hWtwXPYamqZx66238rOf/Yzly5crL6dYUI9qRdqOEMDmjZBJDyoicKTk7O0Mjscs4dtRUULfMmW0vZj/cDweyv4gnlIBo5jvM6Y+n4+rr76axx9/nAceeIB5H/gAy/JFtEOmqzCapqnycSH6J4j6/Yi6BrTJh6DPOEwtF45CPs9f33iT4447bq8dh8vocJUGRodrcFz2KhMnTuTaa69VobXRrCi3UyKQEiklW7dt48jtRD1Nj4/SLoZvFQIh7BFMI90TbH+AXG0DvnSSaNsW/MmevvemT5/OI488wkUXXcTpCz7Iv37/BxSbJ0E0jkjUQCCgPLJAECZOwSnkkWYZJ9mjPKKKTM7WDRtcg+PynsU1OC57nUsvvZRwOMwj998/8pXsSqip+rAthG2ha2Jot//AQWc7Yx9UeDleH4V4HeVgeEivjKZpXHjhhbz44ots2rSJ2UcfzdOvv4FWW48YPwGmz4KWiYjuTli3Gmf1KuSq5f15nlKRE6ZOdg3OfoRbNDA6XIPjstcRQnDzzTdz5XevG8VaspLvCVQeft5etZqsvXvVZ4Fsep/9oh2vl2K8hmIsgWaWh7xfX1/PnXfeyU033cTll1/OJz7xCTpzeXSfDy0cUWrVpWJfdTgIMAyyErrSaWprd6DC7bLv0cb4cYBzEByiy/7AxIkT+cY3v0k2v/NcSx9SqqR6odI4WShwxKHTmDx+/G6VPBcisX1+C+l4vOjlEmIHqs+nn346ixcvprGxkTlz5nDnnXciQTXLBsPKa/MHAAmOTdix1fC1vg9we3Jc3lu4Bsdln3HhRRdxx0MPs3jZit3ehs8y8WdSY7hXexczGMafSQ4vvGlbBINBfvjDH/Lggw9y5513cvLJJ9Pd06OKJVK9yuhICZk023qT1DQ19a9fDS3ug54jlx3gKg2MCtfguIwNw+iKbY8Qgo9deBGXXXMtPXugFOAtFtB2Z1aMY/d5G8LeR7NmhKAQr0UOozJtpNMY2QwAc+bM4cknn+SjH/0oZ114iVqgz44ICIWxyiYTDjl0yHb0VBqjs3P35uc4DiKbx7N26+jXdXEZJSMaMf3OO+/w8MMPs2bNGnp6evja177GGWecAYBlWfz2t7/ltddeY9u2bQSDQebMmcPFF19MQ0PDDre5dOlSvv3tbw95fdGiRSNo6nPZ7xhh1rOhoYH/vPtuTjj/At565P8IBvz0JSsGri4rjZu6jq3pvPryyxxx5JF4DEMtNsqmTs0y8eaySCEoRWJIIRBmGWmMbGzBHjHc9qXEKOQwevKYhRil2gZ0XecLX/gCZ599Nt9ZdBtfOfsswrYNkRhW2eS3Tz3NFT/+yZBN2V6POv3ZLDIeH/pZA3HkoDtpkSkgimW0dE4ZLMOdOj8qDoZM/xgyom9XsVhk0qRJnHbaafz85z8f9F6pVGLt2rX8v//3/5gyZQr5fJ67776bH/zgB9xyyy3o+vATFqvcdtttg2a3R6PR3TgMl/cSc+bM4Yaf/pTX33yD9x915A6XE4YBloUOnDDncHBsLDxIwBlpibOUCMchkE7iILBCYXWRkAJvIY/lD2DvBSFMrVREM8tYwZDSUdseIbDCETSrjFbI4+tqp9QwDlCzda758fUseeYZwltXMHn8BIxSkUgiMSgk0dnaStE0iVoWPt3AjEXxpdIY4RDajn53lRk8KlkEMuTDs6Udqz6OKFlQKCMjwbE+HQcuboxoVIzI4Bx77LEce+yxAPzyl78c9F4oFOJHP/rRoNe+/OUv8+Uvf5nNmzczefLknW47FosRi8VGscsuBwILFixgyROP87fX3uB97z8Rr8eDdOyK3hgqPzFM2EuzTPKJulHfWeqmqbyZAfkOo1xGs20Ke8HgSF0nsKUVKQSFxvHYwfCQfbYiMby9PRilAnZ15MGAZeadcQbmtq3kHYfl6zcQq2/oy9tIKXl00e00xeK8tXE9NaEwsWCQhxe/gFk2+ds7b+P1evF4PISDQaQQBP0BEpEIaILvffTjzJs6nT+98wYfnHkEz6//BwumzcZveHh41Zu8lGzju9ddh9frHfNz43Lwslf853wlPh8Oh3e57FVXXYVpmkyYMIGPf/zjHHHEEXtjl1z2Q+ad9WG+853v8MP/vpennngCfdsWNaANlM7Ydpg+P8VYAqmP4ms76CIvsapVXpqG7fFgbK/n5jholoWQjmoU1UbY47MdUjdU2E5K9GIBoxLOM+M1SI+3b98K4ycQ3LweKTT0bAY7MtjD94xrRstkSE+Zxinz3j/gsARHzD+VhmSa8z+4AMMwwIHPn38BhIKQTOMEg5hBP3a5jMiX8KayCNtGVOoXCrrgvHkfIGjBuYcfgyUlHgQfm3U0sVXLWPjvP+a6f/vhqI/9oOIgSPSPJaJQKIyqxOWCCy7gi1/8Yl8OZ3tM0+Q73/kOkUiE667bcd/Fli1bWLp0KYceeiiWZfGXv/yFJ554guuvv57DDz98yPJPPPEETz755E737dprrwXUj3F/Qkq53+3TaNjb+59KJokEg4PDr9UZMVJi2xaG4VHqzLuxH9Jx+iIfwyXv+xeUw87ZkbsIC+8IVZkmkUJT2xVCKSboGjDgWBxH6bxpGnKY8Nug8+84g6rT7HIZ6Th4PJ5+D0kyfOVa32sCkP15t4HLisqoBAkly0R6DHyqR5w4AAAgAElEQVTDGP/RsK++//X19Xv9M6p0dHQA0PCL58d2u1eepLa7k/z3e5kx9XBs2+amm24im83y3e9+d6fLtrS00NLS0vd85syZdHR08PDDDw9rcM466yzOOuusnW6z+iUYmBPaH8hkMvvdPo2Gvbn/wjJpSDsY+YropaapxLXPjz75EK699lqKxSLf//73d2/7tk0mk6GxlMf2+ijGdtw06e/pxJvPYXs8OJrRN26gGI1Tju4iGb89UqIVCwS3bQZEn8ekl0tIIbACIYrjJ/Rd8P1bNqpw4eRpQ4zqwPPvbW1Fer1Y0RietjbMYIj2l1/B4/fTFI1BPAZdSeUhVnuedB0iEeiqjHTweKFUVgKqwQCyM9m3z6I2gezoBa9BGocv33Yj1y36Jc0Dfquj5b3+/d8Z7+H7yHeFMUt52bbNjTfeyIYNG/jxj3+8W8n/GTNm0NraOla75LInWPbQu+S90O8hDQ9mvN8IdGUyUCz23RE/8sgjfPjDH96tbevFIuEO9X2Suo69i3xEMV5LIV4LCDylApbXhwT0YdQCdoUwy+iFPEJKRKWirvqv7fXhyaQxMimEaYIQlJpUQ+uwTaJSIooq9FduasLxeJBeD8J2IBJmUsM4mkJR2vK5/r+boYPfp66I4aB6vYrfCw01FaNjQDhQ2WmB7O6F8XVQNIkWbT5z3j/zpS99CWt3Sq5dXLZjTAyOZVksXLiQDRs2cP3115NIJHZrO+vWraOmpmYsdsllTzHLQ2X/t7+ds8ZG7t8KhijU1LM2XyTdrQQvpeOwdu1aurq6OOaYY3Zru3qpgKMbKoLk2DjDVYsNRNMwwxFyDeMw/QGMcgnb41XbGCVSNxC2jeXzY3l92IYH6UgV3isppWxfRxvezjaMZC/S46XYPBHJDox61ZBoGnalyKY0eaIyPJUQW5MvSE8m27cc/oDyeLJF0Af81IsmbOuGRBSZyUO2AF4Poi4OtTHoSSPG1yMaajjz4k/i9fm48cYbR30ODgrcxs9RMaJfUqFQYNu2bQA4jkNnZyfr1q0jHA5TW1vLDTfcwOrVq7nuuusQQtBbmcYYDAb74r/VcuqrrroKgD/+8Y80NDQwadIkTNPk2WefZcmSJX15GJd3EcsmuPQflKc0Y9XX7Xi5ykVMy+ZwwqEdL7crhPqxNbVMoFy54BayWf7vqT9z1llnDRXrHOlmHVuNcZagWRa2b+eK0gP3p1QpTtDMMqXIbpTqS4k31dOXE7I8PoxcHqnrOF4Pmq0MiDfZg0z2kPf7cfyB4ZtnhUCGQ4hyGTnQS6vcANjRMKKnl95SGX/BwopFMAwPdPT03zQE/Cq05g9AMlPdAGQqDbhlE9mThngU8iVkvhMSUcSqLdz/89s4/YJzef+J7+fkU04e/bk4kDkIjMRYMiKDs2bNmkFNmr/73e/43e9+x2mnncanPvUpNWsduPLKKwetN7BBtLOzc9B7lmVxzz330N3djdfrZeLEiXz/+9/vK792efcQZhk7GsTT3oGeyZKpq+n3dAZ6OZX/Oz7vkIbCUX2ebRPo6qAUieGLxUgnk2ze1sp9993HN77xjd0+jlK8Fk82A46DGYr0J9tHgOPxUkzUDk7SjwJfbxdQKVKQEq2g8inCttFzuUp/jkAzywgp8Xa0U2yZqAoISiVkIDBkm8KyBhucCmZjA56tXdSgg0+HYhnauqA2rpo5HanyOfEYtHWr/Qr4Va4H1PjraBi6kgg5wMfSBLK9m1jJ5G/fvYmH//QcnTNmUN/UOOrz4eICu1Gltj9TLRrY35pH32tJU1EuE1i2sk8+pu2QyUQRONHKRVvTEIUSMjCgesk0VRJ6N/CkkwjHQTgOpZo6kJL/XnQb37n+J6xZs4bAMBffkaIV8qTLJhG/DzlSD2cM0HNZpKbhb29FOhIjl8PxerGDIaRh4OnuUlVmoSBIgZHLUa6txUilKDa3KIWFsPrO7PL7IyWBV5ehZ0cgFxTwQ9kGfwCZyoHPA5lcv4xOfQJKlnp9q9pHaqLg82FvaOeFLauZ+/WL0Lwj/1vvq++/fxczkcaS6rWmcdHiMd1u+xWq9P1ArVJz+2RdBiMlWjZPqaV50Mv+LVvxbm1FFIuIYhHf1q19iWxgj8p1zHCUcrwGkErOXwguuvwKnnvuuT0yNgC+VC9IB3048cyRshuqzLY/oHI1smJsDIP81EMpTphEaVwzpXHNCMAYYCS83d04Xh+B9evxtHeOvEhDCIqHT8MO71whQOo6eL1IoSG7U6poIF0xNl5D5W8KZehKQUcSGiuD4dpTyI0daONrsC2Lpx54eNTnw8UFXIPjsj1S4ngN0MCsrRRwCIFWLuPt7MK7rQ0tnUbL5zC6e9SgNNgzDa5KyKqUqOuTrNE0jWnTpvXt0+5WyBXrGkFoWP49MFy7EVLTigV8Xe2IoioQKDZPQHr6lQ7MmlqscAQEaMUiduXuXJTLOH4/nmQS77a2EX+eDPgpHD0LJ7iDu/x4DOEPIjuSUA2BAoQDiNq48npsB3oq+R0hoL1X7W9tVKXZfF48Hzicm397T//f/WDHncA2KlyD4zIYTUP6A9g1NTjBoRdpT2+SwKYtaGUT37Y2/GvWKG2usWAHPzpPqhdvsnvwi7a9cwFPKfEke5G6rvIou1l4sFtISaB1E46mIT0GhZaJ2NGKfFP1+ITAikRVIYMDeq6gKtkMA1FSk0KNZBI9mRqybZHPIwrbKSQAGDqF2dNw/L5By5eDAehMIs1KaXNPCnTUwzBUH44j+40QIGJhsBzIFVWRQVMCpOR9TVNYunQp+e3362DFrVIbFa7BcemnOmJA16BUwqytwYpFd+pdaIUiojT6PpXRYAVDGLnsYMOm67uUnPHkMvtuDMEAtHIJzbIwSkXsSBQrMUypv+Ng1tZRrm/s673RS2Ww1Zhqx+tBFEr4Nm0ZvO1cHt/GrTsc6ibDQQpzZ5GfO4vCUTP5e9sWvKn+SjQAauJqimogqPpw+ui/4MneLMRC0JiARBRMC7m1C+MfWzn5+Hm89fqbu31+XA5eXIPj0o8QqiCgWFKGp2xSbmwAITBrEjgeg8LkSZSbGnA8BnY4rDyH3ZR+GSnS4x0qOzOCEFu+qVkJdu5j9MqMm3K8hlLdTiq6hMCKx8kddhh2NVflSLRMFlv3KN2zYnFQDskJhyjOOhQnsp1O4YCwo/R5cWIR7ESU2R8/l4eXvU5vMd+vLpAtQDYPmfygiRAYGgR8EAlBNIjsySK3dCPbk8iONFLT0E49kqPfdwLPLXlxz0/UgYA7YnpUHASH6DIqpETL5vBubcdIZaBYQmoaZmMD5fHjVeNhIES5uRkrFiU/aybSt5cVhYUg3zIZ6fGoO3spEduLbg5zHEYht3f3axiEaeLrbMMKhSk1jt+xMR5kIHzYIdXHJEplhAStUMKpeh8SRGH40dyiWALLRuSL6NUy5wFous5J557Dm+vWsq1cgHhYhcmqu+E4UBdXJdRbeiBThN6sqlQbEGIj6EObORG9pYH58+fz7OKx1RBzOThwDY7LYKTECQbRM3m8m1rRqh3upo1VX4ddk8AJh/Bt2qzEKY29690MwnGQleKEQFf7Dr0cKSWpTAZHaBip3n23f4Cez2LGayhMnLrzvJGuqxBhJadjxWKU6+pwggGkEEqx2nJw/D6EdJDDlPyKQhHf6k1gWciAD61YGhx2dBxEroB/cjPN89+Hv2RT6E72/81ilZEJ2QK0bXeeDA0SYcS4GogEIFtEa1FNwCeeeCLvvPMO2Wx2j87VAYGbwxkVrsFxGYymIYP+SlOipfIFUiL9vr7QjvR5KY8fh57OjF3BwHAMrE6rqho76iJdqt1xn8LmzZt58Jc34du8AdnRrgzjXtCBGw4rGleezUjQdYRpouXz2NEopQkTKM48lPxRc7DDIUDieHzgSPRUWvU6DUB6DIozJvdrptnO4BJuTesrxBg/azqvhmHT5s2UogEVOsvmoSOltNW2rzrrTiM0gdzaDZUckDr9NsFgkKOOOoqXX35590/UgYIY48cBjmtwXIYiBKUpasy3sB2VV0hn0Lt6+i7cVjyGWVe7w+T1mFG9gEqJN9lNcMtGvN0d2IHgDstIJ0yYwJxDDyWdy/Lya6/iODZi/Wq0Qr4vJLdXsG20YmHk5a1CID0enGClf6YaYvN6KBw2g8L0Q9HTORBgdHQPLT03DKUSUNmWOXn8kOZbGfQjMnnQNE488zT+4RTQ25OQKyLiUWVsKp8xiHAAqiXWAS/UxrA3dfSF4+bPn8/zz7thNZfR4Rocl2GRAb+S0Y+pDnFhWqpMuiKVIv1+rERi2FDPmCFEfw5ECMq1DeQnTqW8E+8GQDgO06dMxmt4OPWoo3AcybI336T15SWE16wkuGENnt7usTeWuo4T2IPxzFVDJSXYDk40TOGImYBQWnXDGDLf0jXoHT07366UYJmgacz/9AX899sq4S/LFiLoh1ikX2lA16AxgUzlkZaNaEyAg6pw+8dWSKq82Pz581m8eGy77N+TuCG1UeEaHJdhkR6D4qGTkZU7aOn1IgN+tEIRo6dbXcQ8e2Vg7B6jF/KUg2FuffBhqKnFMHSOnzWTqXU1vLV6NTKfx+hox9+6GQqFPfd4xtpjEkLlWYRQhl/Xhi89lxJrXB1OZOfCqTIaUvNxpEQE/cjpE3i+dS2iqQbt+Fnoc6erBetjalLplu6+vhzZ1otIhCGZQztiiiqVBt73vvexfPlyN4/jMipcg+MyPJW7aaNHNfg5FdkUJxzGqt3xELP9ATscoXbOkSx68GFWWRIMD/qx89DjCY6cdgibu7pZu2EDdqoXT+tmAuvXoHd27N6HVads7k00DasmNvR1IbDr4oM17YZDSvSN7Rhrt4FtE/D7ufvNxRjzZqM1JHDaeyEeQbb2DqpgE1JCwIds7UE0JpDr2pHtqrggEAgwd+5clixZMpZH+t7D9XBGhWtwXHaIDPox6xNIj4GsejO29Z6Q4dA0jXPOOYc//OEPCCEQHi8iGoNIjCnNzbRMmcq61naWv/02azZuRM+mdi/Eto/OgxPbuSCt1tGL76Vl+F94G+/ba4fMMdIyBbR0HlG2OEOrodmvQqXW8o3ITR1IRw6emYPSXhNhPyBUP05bLzJb6nv/1FNP5YUXXhizY3Q58HENjssOcUIhzHFNlRCPof7dTUXod4NzzjmHBx98sP+FsqlyFYaHUKnIrPHjmDFzJgHg+edfYPFjj2Cl07ve8Cgr87TqULS9hNbWhf/1VejJDAiBZ0snxqbBHps5YwJavgi2Q0nXWNFeUTAI+ZGbu6AzpYa8RQKIxjg0JGBtO3JLD5QrhjjoQ0zvr8A77bTTDvo8jiulNjr2zyC8y7tLdQZM2USGA5CpCDruSz2y0WBZw4qHzps3j7a2tr7xyLKQV8eW6TcqoWCI0NSp1NTV8/xrr3PT964jFI3y3DvLKJQreRMp+bdPfZKJdfX0pNP8/JFHWd/RXnlLDvr3hu9+l2NOOqn/HDrOoH6b3WaY0J0olZWqQFMdVn03RmcSUbaw4hG09l6Y2NC/jtfAronie3kVm2M600K12GUTuWwjjEvAtl5ljG0HKTTY1DlkF4TfiyiYSL8XYejMmzePFStWkE6n97uRIPuMgyAMNpa4BsdlMLajLuBS9pfc7u/sQKla13XOPvtsCoUCUjrKcAZD6qEbKjxoWWDZRBB8+LTTef/xxxMol/nseeezQQgSUuIRMAHIA1Pq6vnVlVey1uOhXAlBCSEQwJt/epypDuocCqjODhoiQ7M7DGewTBvP+k1YkxpxGmugI4n0eRCWjdGdhuUbKc+e3L/49PHo3WkSluDcGXOx73lSFQdEgoj6GLJYrszHKUIiAl2DvT3ZlUL2pNHqlXHx+/0ce+yxLFmyhA9+8IN7fowuBzyuwXFB5ArIUEBVMZkWemsXdn1MNXu+xznnnHMoFosqohUMK0OaqVRWCQHhMHgrjZM93cQA6fHQGAjS6PEodYPeXkQsShSQ3UkiwSBHaQL9iDng9yM7u3A2bMSeMJG3U0lO7+4Bj4FVHe8wRlpzolhG+vtlhHpKeWLL1lF+ZzVPmd2cWNfCpO4MVk1EiX9mt5PDMQxKR05l4l/f5LWyqUYTVPNzRQsRDiLXq1CcaKlVXpsQalZOyUQ01GA/9RZaUw0ipopIqnmcg9bguB7OqHANzsFOuYz0Guht3WA5CNvBaO/Faqnf4Soik0dGdqPfREool8Hr3esBa1EqgRB84AMfYNOmTfQsW06iqwfi8f6FIlHoTUIiDoYH6as2k0pk2UQ4EmnoIHSkI6CnF2IxSKdhzmyc9RuRXd1QLEI8zpTaOlq8XmyfF6NQQEunccYw1DTQ2ABohsE7m9YxsbmFM7QE//Kf/8FJ4w9h8cp3aBk/nm1Oido/NjF58mQmT57MlClTmDhhAqXaEPe89GdOPeo4ZJsaTSChv9ETVFm2biBiQWRXBoRWmQYhcNp60SsGZ/78+Xs0Btzl4MI1OAcZIplT82GiSp1YlG1kyI/jNfBuagVdwwn5dxxOsxykvpu5HNMC00Yr5XGiO+8d2VOkT3lnHsDr9dKzYT2JYAiSSXXHbtsqSQ6AQPb29jc/AgSDyGQKIpFK/gQVuqvmi9rakR2dykOqyO60dvcgxzUSC4cw4zEl/bMXicViPLtxFVcfOgutPsH9374eYTpc7jj8o8nH2nXrWLt2LWvXruWZZ55h7dq1TPPHOe6QWUyvG4d2/HTsjR2wbBOiKYHc3D9zSHamEOPiyE3dYDuIllqcTV3gM7CfX4moi6DVRjnhhBNYuXIlqVSKWGyY0u0Dnf00rbm/4hqcgwWpGvnsVZv589uvsuBznwZNIAPqrlnGo5SODqF3p7ATw9yVS4nemcRuSICxm+oCXg94DJx9XI4jhCBbLqvcDah/M2kleunxQCo92NiAMjCRiNIvs2zo7oVIGFIZCIWUp5aIg2mD118ZnyCJeXx9FX32LkqZx4JMTZiN+RRTujWQGoSD6D1p5px8GkcceeSgZZ2yifXcUuSqzSDBfvp1mD1JNZimt1PfzpWQZQtqQsiyjSyZyih1Z5BbujHveRbjw3PxzWrmuOOOY8mSJZx55pl7/Xj3Ow6G0rIxxLXPBwu2g9aRwl61macffZxcR+VuVteV51FRDrCbalXieHuEUMZmd6l6E+/CD9SyLOpjCWQgiIwnkEJDRqKVSaC6GkQWjUI01v8oW6rCrFiGUFiF34Sm1BVyOehJgumo6ZndveohJalIZa7NHpZBaz3DlGcPozbwvg+8n1IyCyUboiFkV0pVmrUPVn+WmTzWU68hkllVbTa+FpGIgtdDIeqD1DCjHBoTKvxZsqA1qRQICmXw6IhYEOvJtyCZZ/78+W4/jsuIcA3OwYIm0F75BzGPn1s/eTmll5ar100L75qtQ5r+dskoLqh6R+/eHWOwi30RwLjqIt29ykhk85DNKWkb04TelMrnVB/FkjI6WmW/Jeq5JSEeA493kM4bwIrNm4j4Augd3aM2rFpPevBxbP/3sG0YZu7QCSecwE8euQ8Z8qvjqGzDfmkF1p9fx16xEeuFdzCffBU2dqjtFsoqP9XWS29bB/lN7ZRtC0s6SAHS0KCpBmk6lZk4/ccimmvUc91AP2YqIhE6uHXV3AFso+IgOESXqlxJT3e/yGNnZ6cKA+XLmONrlaLwaKiOCxgBQzyjynpaZowGpO3k4p7L5TAtCxoalJflOMpTMU3lrcTikB9muJmmQfM4CEf6jVEmq3I42bzyirp61WgAx4G6Gv629G0iuqFkgEajWmDa+FZvRhvgZTixSim1bSNKJrmXltLV1TVk1VAoxEZZpNUpqpBlQ0x5qNkCcm0r9ptrcN5apwpCWupU5LA+pjygRBivbnDRw4t4+/gGrtu2mDN/+xM2tbVT2tCB3NCJNC3IFKClBpprVU6naGKcNAPj5FkAHH/88axevZpUKjXyY3Y5KHENzgGM6MlA2ULvSNG6cg12sV+W5LlVS0FKZMiHDAdUg+doGamTUzVM1uAOfScwIBdk7Z25OuvXr0fXdchm1WcYXuWdhCMqVGQ7KoQ20HhKqYoBupNKZTkeU9Vp0UpS3ONRnpLjqHxOPAa2w/umzcAIBdFyhcGl0LswzFoqi5bMonenEOkBRlhKPKu3gJSc981/4emnnx52/ZNPPpm2ra1qiFrZVoa0MYEc2L5u6CokVrSgLamO29AJ9BQ4tmkyhx19JNd973s8/NenCLc0oqH8mmUrloMEszsL6zrVcTXEEIc0Yb+4GmdlK16vl+OPP54XXzwIx067WmqjwjU4BzKGDo6DPbmBNY89S3NciW46ukbH2i14//AqIlsEm93LrYz0BzLgojfouRBoyfTg98aYDRs24DEM1egpdGUs0lkVoopEoTulDEswrJLugRB4A6oYIJ1V4beelPJySmVlYGypJP3DQWjrhnSeXttiVstEPIkYdm188Pncxbl1aqPY0RBaTxpRNbxSom/pRG/twZGSV1cup6Fh+LEMJ510Ej0dFe9HgMwWlVxNqDJorSaijJFpq1yNoSMaayBTRDN0NnW1Y1XUEIQQhE+YiSE0pEdjVm0zRcci3dWj+nIq+ZzybU9h/20F5l3P4izfevCG1VyDMypcg3OgYjtIj44wbVYsXcqNj9yHUxNGSolx6lG83b2ZdYcnkJEAojLRcdAM+32AVigitv/MMZ4gum7dOjRdV0YlX1BhJ68HdA8kByTm01mIRtQdfKmkcjhVKR+PoSrWyqbyDDwe5UkIZSTbAgbHf+bjbA77MHozo2v0rBQmlKc1U545Cafa3yQETl0MJ5OjbFtMnz6dpqam/vUGTEM99thj+eOrL2DVRqA7i6hPQDwMySzkTWUgq6fZY4Dfh+xKq/8n84yP15EeoCFnN8eRmsA6YgJyagOellpqg2GWTNdZ2P4iP/j7g9y9+HF60ylKJx2C8+p65rtCni4jwC2LPlDRNfB7kWWLR+/+Hy797KXoUiATMeQ7W5h62Ay6lyynZcYhiEwRWRPae4n9HUj4O6GA8hIG7ffY7sP69esxDAMSMVWN152EgB86e9RrA41OT1L9axjg96vz4auMYi6WlFfT1QtOxUDXxrGAL1zzLf7t3/+dBWd9CHuUd6kiW0AG/Tj1QysA33j6Ofyb22mefwQdHR2DDc6A8+n1ejn76BMpdPQSTsRhvdJ5I+CF9sox1UXB40EIoUKLQZ9qak3mOW7CoaRSKWpqKsoIQR/WvGlYcyep52ULfXU7c8M+jjr/gxSLRV584i/8y2MP8edf/Zlff/RrNGyexMqVK0kmk8QHNtce6Bz4TsmY4no4BzJC8Mprr3DuhNl86vwLkLaN3NiD884mrjh8PkelvSqkVigj2vZiwnd7Y+M4O54jM8aqyhs2bFA5HAlkcspoVIsEelNQV6NyMIm48nyqeY9MXhknTVOv+/1gOcpIVY5peXc7x3zzCi7/9jWcc845ymPQ9ZEfg22rAXfDGPrNq9dSu6WXI1sOQVg2+Xy+3yAMs52ZzZMIWxVV7+r2CgPKqLvSgERu6UJu7UZu7YaShWyIMjXeODjhL0S/sQEl/Dm7GWdSHaA01E4798P85113sfStt/HNmMj41SVmRMexYsWKkR27y0GJa3AOYMT6TtL/9xKivgbtxZWQsdTd6qmzCU5s4jsvPwz5Ms6hDeD37FUJfUCFo8wB83RKpjI+VZyxH2a2bt065eHkC1BT8WhCQag2Zeby0JWEzl7Il1U/jq5DIgq1Ncro5ArK++lOgpRoc2Zwf9dmzrz8MhbdfRcnnXzSoM8UmTxaOrfr86nr4B9a6lwsFvnaV79KY0MDhqGD7TC5ZYLyTnawneKkWlJF5XmJhhiiMY42Z3L/MjUR1VMU8EHIr8Q5DQ1yJWzYvQqzXJnw5hzHf/FcIt8+m7/c/nvmzTxy1+sdSLg5nFHhhtQOVPIllr/+Jlt7O/lI6nBkujIW2mugfWAm44+dzO++/Em+G78Zv8+rdLL2YlOmyBeRQf+g/hLhOEhLgLfy2oAfnEhlkbE9U1kulUq0tbWhO1JVZ1kZ5cl0Kf0woiEVXtM8ar9yeehNQzwKhZIqnw6H1HlJZqC5Af3YOSxcuJDbb7+dRx99lGnTpvV/YNnEt2IjIp1Hz+RxwgHKMydieXSSXT1sTHfT2tbOEUcewYRwHBkf/viuueYa6iY0kxjXBMUyEnZYMFBlctN41r+2hlBtDUYqj3Hh6Yh4CCwbmcwhN3SpmwrLqcy3KYC3FhHyc2i0gb8sX84pp5wyuhPsN5DxgDp3jRH0xhmIt1uRscBBcfF0GT2uh3OAoq9qY/3zrzHlY/MRpx7Wf7dt2mA7BINBJk+byttLl6rXPXuxMRM1PXTIax5Dfa7j9A/5qr63h8YGYNOmTXz6jLNUIYJpqdLmjt7+4ohMDoomOLbKzRRKyvOxHeV9CAE9Fdkb04Z8iW9+85vce++9PP7440ybNo1SNkfH0hWs/Otiik//HWNbF+1tbQBo2QL+V1ex7N6HaHhnM4eu6iT17Cu8+uRfdmhs7rvvPv7+979zz7/9FNp6IKt6qOrqdyymCqAXTXqdMsVUBiQITSA0DePMYxBTx6mFPIYqJgFoSvTdgBQbQvzmN7/pm+kzYnQNmgfrp8mptZAbqohwwOJ6OKPCNTgHKE+ue4u6QIQzTztNVVSF/eoLHQ0gKl7GifPm8cbLr6oV9qYSwI7QNXVRt2y8qzcNMIrW4FDbbmKaJifNnK3yMD6vCptVMXQVPkN13lNbyeF0J5WXUzIBAR4DWSgha2IsfecdFi9ezJ/+9CfGjx/Pv1zxZVIPPc2UrSmm9BawCkWyZgmvd3CY7Phjj8NrGDREYnxs7jzeP3XGsOG2ZcuW8b3vfY8HH3wQ38ZORF0cYiEcKTl26oydH+vcQ8hPazJWDsAAACAASURBVGTFxvU88PbfWfDP5/L1r3+du+++m9etbqTPoxo4J9YhaiLIzd3IjV3Qk6Ph1KMxTZNXXnllj885YR9E3vtjLUaKO/FzdLghtQMQy7L4/37zv/zsw5fClh7kCVPxnnY41itrcJ58C+f19YjxNZx67Pv461PPvHs7KgSUTbwrNqKVB9wVe8bma1kTi3PC5EMBkMVSXw5EChAx1axJqazKhjMFFV6z8hANQ74Ifk39v70XMgU2d3Xy0EMPEQyqyrrONesZ/4lJ4PFSUxurHI9FWNOUZwRKzaHScGtHg8Qti1rLoNSTwantF/dMp9Nccskl3HTTTcyePhNryVOqsqwjiXZYE8Xw0FzP9pz4T2cjz3OItbbyxRXHsmLFCp555hluvfVW4jmHX517BVNKDoyPI1pqVYWVBG18DZdddhm//vWvOf7440d/oh15UNydu+w5rsE5ALnvvvtYIzOEj5iK8+SbiI2dyFNno4X8OID1xBsgYd6JM7hz5a3vzk5WqtSEaWPXx7H8Yz8jp1F4eL27m6jjgD+ANAzVSxPwIdu6EbGQCreV1KRLmS2A14vIFZQydL6E5dFY3rqJ+miMEy+7ECOoFBlSqRRL16/BZws1H8frgUhQHZcxIHAQj0BPBhIRRE8aj24gSyZ6e2+fwZFS8tWvfpXTTjuNiy66CHvZBqiPgy6gJorpODSNGzeiYxaaxgR/jEkTZrNgwYK+15ctW8bTv/gdX5h1svLaUnl1/kM+kJJLLrmE6dOnc/31149uzECuhP4fz+OcMxt5+Mj28YDCNbSjwg2pHWAUi0V++tOfcsMNN2DMm47x8fcj13VjPfY6IuRXF3VHNQ2OmzSBN7asZdu2be/a/sqQH3t8Xb922Bji607jrY6fzhZU4l/SN5Ja5orqeUMNBIOqudMwkAEfslRmvW7y6Ru+z/0blhM69/Q+YwPqAj7xkKmIeATqExAOQFdKFRoMGHktdF0ZHQStuQwbcknsmih2c13fMnfccQebNm3i5ptvRkqJ/coqZGu3UgzoTFGyzME9ODvDtPH9dTlO02CjEY1G+Z93nldPOtLQnYWuDDJbQralaGhoYMGCBTzwwAOjO8m2hEwJGfAoj3EgXVlIDqNT53LQ4hqcA4z/+q//4qijjmLevHmIeAhtcgNaUxzZmsL6+6rBxQHZImeceDKr/v76bn2WSI9S8NNx+nIzolDRdavmMnZ3qNtOKM+egqEZSlPM71UX/rIJ27pUibSl+mBkRy+yq6IQ3Z2ipycFPWl+/5v/4a6Lv8K/zf8oenFwInz58uXMP+4EpGWrqrfuNMRCCEPv14UL+JG2o2R1LIcGT4DJ/hhOTQQnpmbzvPzyy/ziF7/gwQcfxO/3Y//1rf7+GUOHWqXz1tjYOOwxit4cIpkHy8Z4axMiW6R4zlxkfPCAu2g0yvLWDSqXly4gxiUQdVHozmL932tYf1vJVz/zOe69997RFQ9E/dhXn4b2wnqMf30U7bHl/e/VhSG+Gxp97yXcooFR4RqcA4hMJsMvf/lLrr/++r58hWPbOOs6oDunqoeq1WB+DxL47DGn8/e3Xh28oZFccCwbqYtBEiu7RNP65GJkoJJY3puZUk3j9a0bEFIqxYB8qd/76EkhmmohV0BMbYGpzbyY6eCy/7md2/74AE/l2vna5VcQ1gxEoYS2nXFdvnw5px0+F7Z1q76e2pgSyEzmIJWHplqlorAtCa3d0JXGMW3MkB+zRXk3XV1dfO5zn+Ouu+5iypQpOOvbcFZtVh9g6KrQob1XjVfYQUhN39SN78/LMN7ejOfltfiefButOztkuUgkQi6XUwYHkG296m8QD0Myj/3YG5zQHSCTyfDGG2+M7jzHAjifOQbr6tNwzjh0dOu+13HHE4wKN4dzALFo0SIWLFjAnDlz+l7TSjZkKtMcB17ciyb2I6/SeMgkFj99X//rUuJ5ZS3m4RMguJNqI00g0JT3sDvso5Kc+nhchc0KZTWmoTYGAS/a1Ba0lkZMXXDvb37DwoULicfjfP3rX+esBQsIvLkO0Z7EjobR0nlEYaiHc8wHPw5lR42sLppKu0wAjTXKsJcdaEgogVDbwe/xIosm5ZAf27b5whe+wKc//WnO+f/ZO/PwqMqz/3+ec2afyTKTnYSEfUcEwaW41eqr1q3WrWLVWq3aavWnfa2+1trWvl3d6ttWrYpttVWhotLWhYq7CCrIjoRAICF7JjOTmcx6luf3xwlZICiRHeZzXXNBZp5zznNmOfd57uV7n3MOMqOhL1qLKMq3WgKEu6wU5sJcbIqK3z9A8zvNwLa+CRFPgwB9fDkyx4VZlLPDUEVROG3sNGRHzFJjMSRCN5DNEUS5H9kURlY38Ydv3spTTz3FtGnTBvdGd9fiZDlwmDt3Lk8//TRnnXUW119/PWDFC5999lkWLFhAV1cXY8aM4frrr6eqqldZQtM0nnzySd555x0ymQxTpkzhu9/9LoWFhTs71C6TNTiHCB0dHTz+2OOsevYVZEpDuKyunWZT386P261E/F5Gqj5WrFiBnslgEwrqxlbsK+uxVTdj5rgwC3LgyPIdD6goSO+Bn/6a5/FhgqUWkOtFKfYjjhhFIp3msUf+yIMPPsiYMWN44IEHmDlzJkII7NVbUdsjmE476AbCMPtllEkpmZZTgtvtAb/DWsFsW+WZWDGyvu97ST56cwibomAUW9ls9957L6Zp8r//+7/WPhs7INzV7xMSpkSLxhGIAVUGlFAXxohitCMrdymz7xuTZiK0bndfn8QG2Ri2bi7cdr4cEry0uolYLEZOTtaAfC4HaC7z+vXrWbBgAcOGDev3/Lx583jppZe4+eabqaio4Nlnn+Xuu+/mkUce6cm+fPzxx/nwww+57bbbyMnJYfbs2dxzzz08+OCDlkzUbnAYLOIODx588EEuvvgiSkcNQybSGKEujDUN6HM/7BkjNR0xJADlAavqPBzHVtPKFUecRFdTG46XV6JubscoyMHwe1GCXdad/baL6d6WvtnT6AbHlg1HIkFRsJ16NJ3DS7jnF79gxIgRvPvuuzz99NPMmzeP448/vtcN6bQjXQ7UrhTSpmL4czBzrR+jEoqRWryGX3/9W9jaoxBPI4ryrcQBm2oJZkqs2JDPbWWbKTYawx1E0NEri1i4cCFPP/00zz33HDabDdMwMT7ZiCgNQEEO5HshkIvc0oY9ru1UINIsyUObMeKzjU2fPkMZaZLMcYDHBcntGsQV+JCdKZSUTsnoYbzwwgu79dZn2X/E43Huv/9+brrpJny+3mQcKSX//Oc/ueCCC5g5cyZVVVXccsstJJNJ3nnnnZ5tX3/9da666iqmTp3KqFGjuPXWW9myZQsrV67c7bllDc4hQENDA7VvfMiP77oLCnNQAj7UgA9zbQNErSwhMaIYNgaR61oszbCU1rP9L8+7Cr8nF+n3om5sR2mIIIIJ0qdOJHP82H79aw4mnCs34bFZBiBR5ucHd93JqFGj2LRpEy+//DJ/+ctfOPLII/tto3REsdcHwZSYTju2UAy9sgiS1vulNgRxNIVx27vrYkIxZEvYqtVxOy29MkNa48NxZFMIWd9GZW4B9qIAdVoXN9xwA88++2xP5pkAZEvEWuW0RS0XqMMGpX5iNomq7MbP1KaCpiMaQnyt8kjcoZQVY6I7/OZ1WYZRCIhbiRxnnns2Tz/99Bc/5uHEARjD+cMf/sDMmTOZMqW/rl1rayvhcJipU6f2POd0Opk4cSLr168HYOPGjei63m9MUVERFRUVe0SYNetSOwR46Lf3M+XsUyj6pBX91EJERxfy2cVWh0cBYngRsratzxa93+xkvgtmfQlpUzEbw0i7ilnuR5sx3GpZ4LRD7CCUKpES0hoN6S50XWPMxWdxwUUX8e6771JRUbHz7YRA6exCKgrS40T3+5BOG0LXkDgwhhSgfLqFzakow0vLLVVpsN6nuNVqgJZwv9WgBJ5b9QFnn3g1V33rUm699VZOPPHEnteNFbWWukL3vIU/19I+qypCSenocjdVF1QVtT5EQ6oTM+DFnwD8XmQkAZHu+bvtUOCDUJzp7iG0t7ezevXqfvFAAOrDMLS7wZxmwJoWmDqAy/VwYS/dhN1yyy2fO+b000/njDPO6PfcggULaG5u5tZbb91hfDhsuXm3bx+Rn59PR0dHzxhFUcjNze03xu/392y/O2QNzkHOxvXVbP14Nb9d+DLy/c3YhILx1jrLwLjsiPI8ZG17v226ahrxFfiIT61A+dK4Hn++MbUKY/LQ/oWLBzFmQR5OLU1awAdLllBQUPD52wRyMIrzMfK9GDkeZEGOtUro9l2beR5qgq2UlpRYgX2P0+qs6bF3u6+U3g6qyTRkdFZrYRYZHSz744MMGTKEH/7whz3Hkxkdc3UdojSAbOqwkgbqre6dAoEwJLvdkk4RSMPEZrOh6Tr4cpBSIHwuZFvMGuNxwuYOcKgodhtXXXUVTz31FPfee2//fYWSUJFvLctWNSPmrECOLQLP5yshZNl1HnzwwUFv09DQwFNPPcWvf/1r7Hb7TsdtHw+UUu5ciXwQY3aFrME5iDEMg1fue4JnvnoT3nkrMLcEkaEuZE2rdbeqm8iGUM94066wsnUL4/3laCOLUU6csONODxFjgxBoYyvwjK3AGGQAPH30WDBNRCLT2yNnG3Ybj77zCr+b9T0r7pHSrJbNcQ0ZjSPyfchQl+USMySiMI8nXpxLS7yTtWvXsmzZsl6JHdNEf/ljCEatZIGq7VaiUlLTFcS/Oy61beR6GG0LoMQE0IWoLETWtqPMGA4ZA3PpFhhWCE1hjNfXcuMRJ3DMI1eS+NnPeoLJABw5xPq3tgPREEEkdWRLDEZ8vjE/JDmAvMzr168nGo1y44039jxnmiZr167l1Vdf5Y9//CNgrWKK+ojBdnZ29qx6/H4/pmkSjUb7KU5EIhEmTpy423PMGpyDmLt/dBdd8SDeqSOQn9QBIGtaERUBZFunJdoJEPDyaYnkql/ewXW338K4S85BP8jiMfsUIUBVkR7nDi6TVCpFRzCISzOQLWFEid9qatb9utQ7LfdaWoN8HzIU4x//eYVEIsEHH3zQ88OWUqIvWI7c1NK7c920VhoJK5Yi2zp5b2s156qnW6snRfTUMQ0WY0oFc196gTPUoRQWFFg3FqqCMroEpcxP5qPNiLSOWeFna1MTZUvq+fr0k9F1fcedZXRY2gBLtyI9dmvFk2W/c+yxxzJ6dP86qN/97ncMGTKEiy++mPLycvx+PytWrGDMmDEAZDIZ1q5dy1VXXQXAqFGjsNlsLF++nJNPPhmw6sUaGhoYP378bs8xa3AOUh599FHWLFrGC798DNbU9zwvhhUh69p7MqCVIyt5onkpv/jJfcx+cjbHHHPMQRf8328MoH6wYcMGrpz5X5Yxz3Ej05qloSYEwqZaygIeBzRaPnFTNwiFQjz22GP9ArFIkOu2IsoLLMNV6reKRqV1XOn3IMaU893I8bSiWPES9+65rVpyJIloxioo1U1IG8j6MOKoEZiluTS2t9DZ1oHD6cLILeCuW29HbufLB+CV9Yh3apGjChDFPnDsB6XxA4UD6Kfk8/n6ZaWB1Z01Jyenp87m3HPPZe7cuVRUVFBeXs6cOXNwu909vZC8Xi+nnXYaf/7zn8nPz+9Jix42bNgOSQhfhKzBOQh5+eWX+f3vf88Hr72FfvciYvlOcoZ5EAXe/vGafA+3vPM0S5d9wiuvvELlsKpeZYCs0Rk0Ukr+8pe/8O1hR1m1NpE4lBVYq46uFDKjW/1rbPlgd0BnkowiuP3227nmmmv67yvSZbk864NQ5kfWtiEquwvrHDbkVybxlx/fS3uwncuvOBZ1QzPGlKodJ6WblsinKa2LnyF75Yv6fs5SMk0tYqj09mrhS0miNcQ9t/03kTdX8v2jzsI561iGhW2gGRg7cZNJRUFW5CO6MsjRO/Y5ynLgcsEFF5DJZHj00Ud7Cj/vueeefm7Ta665BlVV+e1vf0s6nWbKlCnccsstu12DAyCSyeRBVlyxc9raLP/39hkW+5s9WUS3bOlSfvitG5n92OOMtRUTfcgSZMw9ZShKY7Df2OvW/oMOm84jjz6CbzeOf7AXAe6p+d9///3Mnz+fJfc8gi1jWPUv9e39RSuHFlmrG916Tj3lCNRpI/vtR2Z0tL++iXA7kUiECXJrEOUrk1FmjCaVTHDhxRcjpWT2409gmCY5bhfY7ZDMIKIJZJ7HMjJ2W3deteztadRtTLa/qaj9v5dQGyKMdRRgOBTC8S7+9ul71E3M4cbvXE/lwkaM8yfDAEoFPXPXDfigHp5ZYbnlppcjvjX9M9+3ffX9cbn2nfHbdq0pe3/d54wcHM3HW3HVz+vwerCSXeEcRGzZvJk3fvAY84+5Dfsfq4lS3fNaJpTBte1CAywP1ZM/fhgP3H03yp4IOh/mPPPMM/ztb39j0aJFOFuSGO+sRRTnQVGeVYfjdlour2C0x9iQ40Y5YtgO+zJWbgZVwYx0IVQVGepCOWUy6jFjCIfDnH322QwbNoyHHnoIu91OLBazVKhN0/p8uzIojZ2YlQFEosvSRxPCave8bQVrArb+BqcoY6PIYa1a1IxJ2gY3nHAexi2ngE3FOMeP6EgiP8PgoBmwsAYA6bVj6gZqOInwH+IinTsj6ygYFLtkcNasWcOLL77Ixo0bCYVC3HzzzZx66qk9r++KPs9ArF69mtmzZ1NfX08gEOCCCy7gzDPP3L0zOkQJh8PccNnV3H3Gd7BX77goTa1oRZ1Zjj1oZaV5h5Xy0+9e84WDzFl6ef3117nnnnt4++23GTJkCKYMQUZHdsRAdH8WXSnw+yAY69lO5Hks9eg+yK4UxocbIRJHlOQj2yKoM0ajHjuGpqYmTj/9dL785S9zzz33WNlsfdW0hcD+3kaUjW3IPDfqa+uQAvRjh2NWFiD9ViyJlIZSH0J0pTGmVPTEoiIzynjlsXlMmTCJib5SSpRchGZidsSRJblWHOrNGmjqRB5TBd4BYkarWiCYgFwnckgerA3Ct7NutSy7xi5djVKpFFVVVVx77bU7tM+FXn2ea6+9lgceeIC8vDzuvvtuEomdy9e3tLTws5/9jPHjx/PQQw9x0UUX8ac//YlFixZ98bM5REmn09xw5Xe4ferFfOW2y3aauhxf1MgH9dbd57ApE/q3IsjyhVi2bBnf+973ePHFFxk3bhwAMtRtVJIZRJ7Pipv4vbC5HXI8iLIAFOUhJva/4ZLJDPqCFVbspzDHyuso8yOGF1NTU8PMmTO5+OKL+fnPf97f2ADoJsrmIKKjC7Gt/baUmIU+lMYIyidbUVY2AqDUtKF+shVpV/slPgw96Sgu+fsvGfejWZjnTelWU7AhVjRZA/Jc0BRD+age8WHdwG9Isde6q/fYIW1AJIV8dcNuvssHMWIPPw5xdsngTJ8+nSuuuIKZM2fu4J7ZFX2egXjttdcIBAJcd911DB06lNNPP51TTjmFF198cffO6BBDSskt37+ZWflHc9LRXyL1Zk2vy2YAxqcqyBwxFGNGVXZ1s5ts2rSJyy67jCeffJJjp01He24RmTmL0F9Z1jNGNoeROW6kJhFlAYTTjmyJQCyFOmFozzgzo5P5+7uYa7dCZSF0JqExhP2cGSzvbOSkk07itttu46abburesezX6N62aCO2JZsRHXHoyliBe7cDtTmKWtuB0pnA8fxyHLM/QP24Hv3kMZiTd64AIIcVoF87E3yOHtke3HbMK49COu3IuogVI9oOMbwAfnoq5m0nIf3drQ62dn72Gykl2vz1u/KWZznE2e0r0q7o8wzE+vXr+6eJAtOmTevR8sli8dA9v+WS0ChOM0aQemcT8edX9R+gCD6lnblyNdr/HIvzkXMwvnZET9+TLF+MYDDIRRddxM9//nPOOvV0tL+9h1ndCB1dCH8O0tVbyS1yvAgJMpFGNoZAEajHj0N0ry6kaSKbQhBNIYYWWBfyZAY8Tt5a9TFf/epXuf/++7nsssv6T0LKnoZ16uYO1M1BzAIfuO2IrjRmcQ5GaS6mw9abBr8lhLq5A6Wmjc/Fbce48hjME0b0Pje6CPPiI6AlCm9v2mETaZjQHIO6CLRYfXfEpIGbw/WgS/RPg5iJg1Ai6fPYdlOwpx6HOLudNLAr+jw72277vO78/HwMwyAajRIIBPq99tprr7FgwYLPnMv//M//AFZWzIGElPILzSmZTHLBFd8gT3WT7vO8cNsRdhUEdCUS+DNpzvP7kULQRWaPa5990fkfKOzy/E2JSGtWTyDT5K1XFqDaVJrq62FmJajD+mekKd2B/G3/Qk+sBZcd0Wi5uKQpQdfgnAmWYTBNOK4SE0l+VyeLFy/G4XAMPEfNanTX8dWx1r4AsW0OitKbDi3o/r914ZJOFXb1M3MA0WjvBS9XhWumWQZvoH0M81pJCd+daqlO+xw7P5YpkQpo3xyLnkyAkR543B5gX2apbeMwsBF7lD2WpfZF9HkG2mag5wHOOOOMHYTqtmdbquKBlsL7RdJC33rrLe76/m0suPBX2Gssl0XODTOxTSjBVp6HAN557Q0uvfZK3nzzzb2aCn64pEWrNS04/7Nmh+ellFan0D4K24BV+T+sCIIxRMCHDMcho2G/7ESUit4aFlM3MBeuxli8AVGSh2yMALCxs40tJ5fxlT4JOCQ1yGRQ1zSjbmxH3Rqm/ZqjCbyyAWVrGGNEISKcAKfNcq15HaAZKMEuMMEs8qE2RdEumGK5VXeVujBU9Wny5pXw16Vw4RGQY/U9krppGRDNQDoVS+dt7jKUo8pRj7HchzJjILsymJqBbIqhL9qK9rURqDe/je2MkTi/M8jGblkOKXbbpbatE+H2SqJ99Xl2tt1A26iqelBf3PYEa9eu5brrruOpn/++x9ggwHXSCNSyHBS7SnN7K7Ou+xaPPvroTtsPZxkE0ST2Dzb2f05VwOuy3JPOAcQQDROBArEUcnM7RBKIsRX9jM02pKJYUjfe3rvwD8N1nPKVr/QebnUjIp7GtmQLjrc2IG0q+ohCpBCIziQyx4lojSEiSUQ4aSWPSFCbo6Aq1srHaUMqAhGMD+78y7b7zSkCrprRY2wAhE1BOFTkihZYH8R4dhXENOSc1b1jHCoix4EpJcbiBszqDmtFV+pDr9l9teEDjmzSwKDYbYNTUlLSo8+zjW36PNuyegZi3LhxOzT0WbFiRY+Wz+FKc3Mzl156KbN//ABDX+tTyCkERiKD6rSjaRoXX3wx3/72t3skKbLsBlJiW1lPEpNPmjYT91m9aMj3IcMJSzVggCZnYngJckMzOB2I8gBIiVK840pT6AbmO59CexQRScDQAP+uW4n/wpn9VvPG2BLsr6zBtrIRo8iH2hgB3bQMSTyD6XEi8z0IzUTEM5ZAaHeDNbM4B6PAh6iPYIwrRp88yJsQx+f/5qRuIqVE+dJQGJqHrOlAxjXE947pf752FUdpDvYzR1lPKAJ8DsQQH5lVrYObV5ZDil0yOMlkktraWmprazFNk/b2dmpra2lra0MIwbnnnsvzzz/PBx98QF1dHb/73e/66fMAPPDAAzzwwAM9f59xxhkEg0Eef/xxtm7dyoIFC3jjjTc4//zz9/xZHiR0dXVx6aWXcsO3r+PYZTZkVx9/tyJIzrEM9J133onH4xmw50WWL4AQZBwqnlCKqYVVeEIZQCCbLdcXuo5w9r8giyEBZHWLVfyZ0ZF1HYiCXKswcjuMVfWIqkJEVRGyOYJWH+Sv9R/1iCP2ICVKQxizwIsIxjCLfIhIEqkomAVe1IYIIt77nRDhJMIEozKAqaiWUarIh2ga23+qoS7EnsR4ZQPmO1uQpsRUJer1M1Cvn45S5MVc377DeHW4H+cVU6ybpU87MBtjZB5ehjnAe3TQoog9+zjE2aWlxMaNG7nzzjt7/n7mmWd45plnOOWUU7jlllt2SZ+nvb3/F7K0tJSf/OQnPPHEE7zyyisEAgGuvfZaZs6cuYdO7eBC13WuueYavjT1aL6TnILW3qsibBtZgOfrk0kvrmP+/PnMmTOHt99++/BQENhWi7KXo7NzX5rHVcVTB37RYe8v5JnvRTZY7iHZHLFqcFx2ZFsU2bij28hc3YDc2IYYVQJFOXy0ZjlX3HT9DrFKkdAwy/IQWyOYlQHLXdYeRyDBYcPM8yDtNowqP0pTJyQyyIAHmTFQOqKgKJbbLZqC6nY4becehsHyj9v/j5G1gomOMsTCWswxAYzRBaidKcyRAdTt47Gagf5xM7YZZRCJYvvKMDAljgvHWZluh0qN2KFvI/You2RwJk+ezL/+9a+dvi6EYNasWcyaNWunY371q18NuN+HHnpoV6ZwSCOl5I477mCmrOS6zIloa1r6vW52xFELfUS+VMh3LrqUv//97ztk8R2y7IM0oOXLl6M2dyLLlN4MsD6HFX0ujtJhQ3E5kVqfrKxY0spwqyxgx8oVrHNwO6z2081R5jet5qdfuXGHYTLfTeYb01E+bcH2ZjWyOBejLBckiGgKpSMOHXG00UXIXA+iPQatXQiXDRSBfvYE5JEV1somxwVFvgEm88UoSDtA0TGkybLGdUzrqEJx2TClwFbgRQn0l7aRXRmSD3yI/fQRcF4V6tgCHP81wrqBOAzu5LMMzGFwi3xgk8lk+H833UzrylqudRyDjKR2GGNGUnQ+uoif3P4jfvCDHzBjxoz9MNN9jLGbbZUHwZQpU1jtSbIy0gil+YgyP9hsiJJ8RGm+dTcupZV56epzYc11W62ZNcPqQbSlHZHpX0Mmw3HkmgYrvTlt8HH7Zk697OsDZ3B2GyalsRNZ4EO0xxCGiVQE0utA2hWMYQFExkBp7ARdIou8iGAcc1IZ8qhKayU2onCPGhsAh9dNQ5GO97Gv8e6ITqLtYZZ9tBRTNTFsAxSI5rlQ2XhFmwAAIABJREFUCt2QstyRjq8Ms5IsVGWPdI48YMgmDQyKrMHZj0QiES666CKuahrP4zNuQC3deXbewo41RMvsXHvttftwhvuIgYxLNGU1+oL+Ei97AUVR+NGDv+bXK18lWduKrA0i1zQit3QgN3dASgfDRCkrQG4NIcNJcNoRbifY7YhhRciaNsSYIaiXHNdv37IrhajwQ2UBsilCRE9z/DmnDzyRziTqOzWIRBqZ54YcF1JREFIiOtPoVQFEiyUOKrddoBIZ9NPGYpw7ea++R26Xm5EdXjL3L+HWdePIs3mYuNXN+fffxPtLl+wwXn9/K2ZjDKXQA4pA2FWE3eoXZISSe3WuWQ5cDt90sP3Mli1buOSSSzj/tLMY01aJ/mkHugDXESXISAKzvTetNeoX/HjJ07z55puH1t3hNgyzX4xEhOKQ0pCu7q/nPjhnp9PJ7578E+/86HHOGLJdK13NRNpVq3U3INuiiHGlyGrL9SnbLfeaXNOA+eEmlJN7OyPK1ihmXQiK81gfbibv2HEDfoYiFMfxp/cxC33I4QXop46DjI5oiCAdNvSjhiI0A+2EUchin5X2rAjk8IJ94qLKjM5l6BoNbW0r5LtQbTY8XhvPuG7kkjt+yvvD5nP5ndcz/Ejr3NXJRYgiD+rkou12ZCC8A6SYH6wcir/HvUjW4OwHPvzwQ6688kp+csddnLd2CGZ7d/qzhNTKVhDgnFiM0HQyiSTnLLybv8x9+oDr87PH2C4lV+a7QfHu82nk5eUx7uaL+OAP/+RLJaN6njcVARta+2uL6RLK8hEOK36CZiC7L/x9i57NtihidClmdQs+m4uqS/5rwGPLPDfGtEqM8SXIyu74nMOGHFEIsRjmKWP6j/d7BtjL3sM5uoiwUU9OIBdhV1FLfUhVIb8ywCsn/5HEi+tov+N9VhcsoXLW0eSdNRHPb06xYjuJ3psn4bYfDp6jLDsh61Lbx8ybN4/LL7+cp+79E6e8G6CzLorcvkWvhPSaNlLVIX68ag433XUbkyZN2j8T3h/sx+y7ktFV5M86EVN2u/mKc63q/+2ELOXWDmR7F2ZtO+bGNsy6DmRTBOPjzZhrG3vHbWxDZnSaU51sONpvGajt6V7h6aeP7zU2AAeQ9lhBYSHLYpvxXXgEJX+7FPuEUlKfNOM6eQTpd+sQqkqxI4+qmBceXcN7v3wO02fr0ZM7ZMnGcAbFIf5tOHCQUnLfffdxzz338Pqclym9byvJNW2kt0TQy/2oY4pR+kqLAO96tuIbV/qZ2X9Z9jzDj5nCppHWCiKZSEJDGDFyO9dQWkdUFSBGFCGGFUJJHmQMME2MxTXoy7ZY4/LctIc7+Gn1yxx30VcHPuDOLsruA8f1FAgEmN/4IWYsjRACaUjUYh/Jd7dQ8eI38Xx5eM9Y05QMfyvD8vMeY9WST/bjrPcByh5+HOIcBqe4/5FScsMNN/Dqq6+yZMkShka8mEkrIK7muZBboySWtaCFMj16cs1DTB7duoDbf3H3/pz6YUvFN77M++UaoYbuFHVtx8QGmdYx22LITe3Q1C3n73ZgNkYw3qu2XGs5Lp5a+jpnXDtr8PG3Ayg+4PP5WB2qI/rvaoyMhpnS0es7if+nhtbv/6snEcAwTLDb8flzSZxcxDe/dTldkRjBYPBzjpDlcCBrcPYy4XCYcDhMsivBO2+8Rezmd6i//T/Wi6rAN9yPDPemQiuFVuzi8jd/w4OzH8ZTcIjGbQ4CjrryXP49IsVTtYvJFLohz0qJloCoLERWtyE8LusmId8Dw4uRmmEJeWYMzGV1vGZvZk7jJ5x51ln792R2EyEEMs+B6bGhb7BU4B1TynBMLkWaJmZS6zE2MqFhRFIcq45g8a9eQKpw8pdO5LHHHjv0Wo9k2xMMiqzB2YvU1tZy2mmnYbfb+ce85zE+CZLaZMmN2Io85E0uxaztrUzXm2KkOtLMDr7Dnb/6KSNHj9rZrrPsI664/hrWDbfxXw/fgbz9TBx3nI06fQTm+u6MtfoQYmghMm0gQwlIGpihBOamIOk5H/HuQ3/ntttuOySyCwOBAPHTSuj47XvEXlhLekUz6eXNpFe0kNoY7DE2YIUj4m9vxhGX5OXlseCt11mwYAEnnXQS77777v49kSz7jazB2UssXryYr595LrfdfCu5ubl0vrSezTf+GzOWwXtECW672s/YAJh2wezG13FeMpFzv3befpr5XsbcdwWde4q7776byspKvvGNbyALfdhnHWu1B+hGbg5azdXcNsz6kNV+QErWt21ljH8IZ+1sdbO6GZo+p1vmAURBQQGtpQZKSQ72MUXYJ5XgmFSCY3IpjpFFPcZGKgKl1IdUVbr+swlpSiZOnMjChQv59Y0/ZvWtL/Df//3f+/ls9hDZpIFBkTU4e4F/PDuHP159D3+79Nd8tW0MMm2w9a6FCAF5xw1FbI5AV//eKmnV4Ietf2Pmg5dz3Q3f3U8z3wfs3RrOvYKiKPz+978nGo1y4403Wg3VBgj0y7oQYnwp0qGyNd2JKeFrt183sOZdSkN5exPi35/u1bnLtI7x+ibMlS2fP/hz8Pv9tEfDyIRGemWLtbJZ0UJqeTOZlS3gsiHKcjA0EyOpYx/pt2puDBOjM0V0wUbG/cfk0su/yTPPPINhHAIinlmDMyiydTh7ECklv/n1b6ibu5T/LZwFrwTpIEj++UNxVOXjdtkx17bv4F6JyzSP+z/h/ht+g3/amEPC/bJTDtI0WYfDwV//+lfOOeccfvXrX/Hfw47GXNcMdDdos6tQWYhRF6I5EqLMkUvp2GLk8D7ZbVIiXv4UYmlojyPrQlbhZn0YKv07OfLuof9jLebyZmjtwnbD0ajHVX7hfRUUFBAMBnFOmIYZTSGcNmRP7EFi2BQya9txHVlKak0r+d+YTODKqWytrePTE2YjVIFa6qPwqKEUFRVRV1fHiBEjPve4WQ4dDs5f/wFIOp3m1qtvZOo/Bbc7zoZU792bcKhW3xCfw8pc8tpxTS1l40Sdnwaf59Mz7Nzz7O8InDsB4c7eAxyo5ObmMmfOHB5//HGWJBuRPidUFSDzvJgGGJ+2ICIp8uxuqMhDnjm+v4E1JTKatgQ3a4LIkYXQHN2rysmyNY5s6YIjS8n8eQVyN1oDBAIBOjo6sA/3Y0RSmIYkuayZ5NImkkub0aMZ7CP8aFujVDxyLgVXH0WmIYpM6YDENb0cI6lhK/QwYcIE1q9fv+dOdH+RTRoYFFmDswfo6Ojg/PPPZ2RHHmONkh63kZrvwjPRylzSgwmia9soe+QcXH8+nau3PsqP1v6FW174Laff9gVSZrPsF0pLS5k7dy7X/P6npGMpjA3tyPYuS6QS0DHxYkdOKe/fshks43Ppkchp5ZgTS2BNKwz1w7u1e22+tgsnwJBczLVByHVi1EW+8L4CgQDt7e2YCR1pt1mqGH0wkzqxpU2U/PTLuCYW0/rQYmrO/TsIEMU+Ot/aTLoljntsIRMnTDw0DE6WQZE1OLvJli1b+OapF3LC8SdwdslJiDyrhbBzuB+hCJLrevsA5Z5Yxdt1yzhq5gwmTZrEq6++mnUpHISMGTOGPzz5J36/+rUdXlPzPBhnjEN+eVSv+GhfhIATR8C5E+HqGfCdo+GSI/faXJWqfBy//ArOO09AmVSMun0r6QHQqjvQN+9omLatcByjC8hsDqOWeK1HqQ+1Ipf0xg4wJE2/epdNFzxHZMFGbMP9mJpJeou1P9XnIFnTwcSJE6iurt7j57vPyRZ+Doqs/2Y3yGQyPHv+ffyi82Jcr+cTqqul8MQqnMPyMdviGH3qa4Rd4YWm93jkB//giSeeOGwbzR0qHHPMMQRvDDLrF3/k4ooZ5H1pLCee8RWk12GtWuCz41VDcq3HPkCxqzC6AOfogl0an3l1E8LvxjY8v9/zgUCAYDCItrUT97EVmOk+7jmnitxopfxnNoVxHjWE+OKt1kt99mFEUmz5wWtMvHUUDx0KBifrmBgUWYOzG9x/z285qWssAKm6CMKpYhomHR814h6WjyPg7qnArtGa+cisZeF7b5GXl7c/p51lD3HWWWeRTCbB5eKEs88+KBLwtA8b0Zti2CcWIYfnkkgkSCaTpFKpnv+XrG3E0A1am2poLEmTyKSJkWJD9QYK22x0LtyEHkmRXN1m7dSuYBvSf+UknCq+o8uRUqLYVXJOrCLdFEOPJEk1xyhpdrBhwwYMw0BVD5Hun1k+l6zB+YIs+fsbjHpWxyWtt9BR7MVV5CW+zMpcSm6JIKvyMF0SJBhnl/PIXYdGAWCWXi688ML9PYVdoqmpiftn/ZBvu75EvvCQlBovB5fx5453SDklLpcLj8eDx+PhevuJDBV+hjTmUSLBYdppyE1ztJxIqTaN2ML+MSf35BLiS5v6PWdEUsRXWKnYDm0KyfVB0i2x3vhmGoqKiti8eTOjRh3EBc7Z3/OgyBqcL0Dbolr0H69mJCUAKB47Dp+DdLeKwDZSdZ1EbAmKnCr/9ePL9sdUs2QB4LnnnqN89DCGFo9FUVUCGlynjOXqlnPx33As3lN6Y4mhhz8ktbIFrbULrT6K8NipiqsItx2NHZun6X271KoC15RSDGM7de2Mgc3vRslxokVS1N23iNnKdYTvXAxzD2KDk2VQHAZhqj2LkdCoufplPH0803lTS9GaYjuMlUjKpgxH8Qys+iv3YRvlLIcvUkrmzp3LmddciFwRRJUquGykVragN8WIzv8UraX3+6u1xdEbo2CzLg+O4fmWdM9OUqr1bc0CbQr2MYWkI6mebbeh+F3ooSRGUiPdFgcJbsOO2JJA7zpw2jAMmmzh56DIrnAGyZJv/A13pvdty51WRnxp0w6uMn2Em5F3fRnfseXEYjsaI+DQ7xWSpQdpStBNxPa9j/YBK1asIJPJMOPoYwhO6QSbQvTtOrzjC8HrIPZuHXryTQquPorYfzbSOX89zonFKC4bjkkO9Ii1qjGTGsJl666rsbAPzSVd34la4MFemUd0ZTNaykBKSd7E4t4sTSlxVuWj5DnRExqoColMkojRhbqTG7KDgaxHbXBkDc4gqHnwPZxrEmxbGDpKfOiN0R2MjX1kHhNeuBBhzxqULBZCEbAfjA3AnDlzuPzyy9E2hzHCqR5Fct2uku6OvSQ/bqTh4z6N4zSDxOr+dTbCBNeEQhJ9ZHJsxV70Lg1NM0gs3oqa58SMpAHoqovgm1SMsKskGmPonenefTlV7GmTf+cs49R90CI7y4FB1uDsAkZCI7xwMxsfX0wJOQibgu+oIYQ+aaJoYjHJPj+k4ltmELh4fNbYHObItI5w7v+fl6ZpzJs3jyVLlpB4uY70pjBKd7p+em0bthIfemtXv22Ex46a78J+RImljqCbmJqJ1AzSwTiiwI3MGGBKkls70dM6WjABgB5No3jtmHENLZgg7rbjMszu+I0DPZzCiGdAgTH/vJi5J/6EezUNu/0gXeVkjeWg2P+/iAMcaUq2/uQ9QvOqKSEHz9gCkpE0rW9uBmDjsk0U+Dy4pB3fCUMpuGISygFwocmyf9ne2GSeXoko9fF6ch3HHnccgaLCfTKPN954g9GjRzO8vJKORCNSEZihJLZSH3pLF7ay7QyOTcE+NBc9mCDep2h5G1IV2AIeS45HALqB0afA1T2pmGh3pqYQAlSQhiS5ub8yeuX/+xJF06uorKykurr68GqhfhiTvTJ+DvFlLYRe24SOgXNCIcGPLXeCHO9l+cbVjMqvovz2E8kZU4Bnakk2LpNlQKLjvIh7P6SrYw23/vlZHn/uryifdqAeWbpXjztnzhyuvPJKMpvCRJ9fh+OIEvSORE99WGp1K+5pZYBAIpFJnfSn7diG5mIbktMbo5AgvA70hEZqS38VAu+0MqQpyTTsqAun1UVR7Aollx2BFkygBRNU3n0SnkqrqHTq1KmsXr364DU42QXOoMganM8g09xFzTf/CZpJssxG5mOr0E0iuSP0GPc//xDHHnvsfp5llgOdj/7vRT5+4U2+VXwC5045idotcZ74yQN8y3kMykeNkDZwfOtIRI5jt45jNMZAgNpdhNnZ2cmbb77Jk08+idObi2tqGRKJVt+nB48hSX7SvOPONJNk3a716on32d509b+kqHlObAE3w+47Y8Btp06dyqpVq7j00kt36VhZDm6yt+OfQeujy5GaSYOvE3Vjb+qmQDDvseeyxibLZ9LZ2cn3vvc9PAubmTXhVAQCGUpy07hzyPs4Qri1HbMphlETInXfB5j6F1NylvEM8T8sJXbLQpL/rMGMWd/Vl156iVNPPRW/349wqDjGFaJH0zjGFeKcWoZrahnOCUU4RgVwjC3EMbEIx3jroZb6vtBcbLm95QJqgRtboad3nlL2PLYxdepU1qxZ84WOdUCQVYseFNkVzk5IVHdQP38dW2lmaLgYSW/NTP6JQymZUbUfZ5flQMaMpvhg5cfccOONXHPSBYwsq8J33iRif12KbXgAmTE5Y/LxrFy7munNEmV4PmZdlMyfV+H6ztRBHUuvCZF4+BNkNI0yyo++toPO7y3A+6PjmDNnDnfccQcAmfoIydWtKF4HWlwj/VFjv/04RgWIrmnr+VvxOVCr8hGqAEVYWXbb/oXe/4tt/1reJcOh4pk+BCRkwkmia9vxdyR566jfYMtzMXX+LDLhJJ2L6nFX5TO+oorUqiCmYaIcjO7oQ99G7FGyBmcn1N63GNmcpoJCJCad9iSlJ46kcHI5gTNGZGM1WXqQuknm2TWYq1ox2+I0ahHKojrzv/YLylU/vvPG4zxhGFpdmNTCGtTRxfhyfIwYNhzawGyPg03BaIhiRlIo+a5dPnZy7nr0tiRqoQujLYHRniCupVhz7V+5WhzN9DW5cC4oXgeoAiOWsbLE+qIItPR2ytYSkjUdg34v3OMLCS/r76KTuoHUTDLtcdb/4DXLSKkCfcFGUATXGmdQ89InjL1g+qCPl+XgImtwdsLKpSuoIhcNncbjJZc8d+vBm7qZZa+iL6zFrO7ArI0gpaRUulHsAqVZYOSmiP9zHemNHcT+WY293EtmTSuOo8spqyxnXWQdzoRCuerHWNZC+unVuL8/Y5eOa0ZTGK1xzHw7bc2tdIbCODKCgDOXEWNHM2ZDjNictdStaUdrjmGEkjinlmHGM0gBQlpuLvf0cqIf91/xmEnNunvfRUVSNdeJfWQAPaGRO2PH/eXPHIpUFTq6szsBcqcPoWNRPbYcBxu31jKWg9DgZFc4gyJrcAbgxefmYWvM0KkmCPxyOt+86lTAkqLJrmyy9MWo6yTzrw1EgxGEoeNTXDgq/ej1Ecy0gc1tJ7OyGfLdlnpJjhubzw0JnUxjlDGVI9CrO0DTUSYWkX59C85vTkbxf/YqJ5VK8ebLrzFmXQipmUS9GYYrhTjGWd04ZYeO6bHjGF0AAuxV+diq8jFNSXpjCNeoAGq+m0xDJ0Zax0xut8IxJe7hfpK14YEnsB1qgZvO7nYE9kIPis+BuU2yRgiMtEF4SV2/baRuuandPjfLIxs5a5eOlOVgJmtwtiMajbLgv//ORY4TmPjyBZRO6e0BnzU2Wban+f312Bs6yFGcUJSDCKUQdgXHpBLSq1pJd7ZgL/WS+bQdCRhtCcxQAt+Fk3AeOQSJpFMarFmxmvHrwT6yAKM+OqDBMU2TxYsXM3fuXP71r3/x/8ZewFGa1bwtX+bimlKM1hDFSGjIWAbnxGLim0NW5X/3xd0+MgBAqrt3jff4SqLv1O1wLABnVR5KwN0dzJY9qx0ppSXVY4I0TaRhJQJ4JxeDIVHyXIAk+sFW3BOLkaYksqKZ/JlDMeIaRkLDnudC7U4wcFXmsmX9qj33oexLsoWfgyJrcLbD4/FwxazLGXfudPInldNV34l3aG4/+ZrsSidLKpXiqaee4oM/zOeuqZfhjQLBJLbRBZgGmMEkothKTzZUBambSFVFj6VRS3JRh+aRd8EktNYY6XVBqsaNYsXa9Rxp5GJbH8Q+pbjnWLqu87Of/Yznn3+evLw8Lr/8cn7+058jfrcaM6FZxsSmYBoS3DbkNiFZh4relsA3o5zEMkvCZptumXtqGYn1QbQ+TQIBEOA6shQzZaAnNDpXtaBH0gwGxWNHKfTgGlNI5yfNFAIyZRBZtLXfuNxjyvEM9+O9ewZrbpyNNGVvUsLBwkE23f1N1uBsjy4Z+bXpfHj3OxQcVUrNkyuY/qtTGHvNtJ4hWWNz+BIMBnnyySeZPXs2l006nQeGXoEICtSpZeidaQxhQwvF0eo7d9r7yIh1klkfBEDYbZhxjYDPT3nRENo/baTi5OG0tLQwb948/vGPfzB79mxsNhsvv/wyRxxxBGCtMjbWvrdDSwwUgW/6ENKrWtCSGgCJ6iDOUQHSG0M9mbembmJE0yjb6bu5pw0h9F7visc3qZjOVa097q9dwUxoeMp86Emd3OlDrAZs08p6Q0KGRBomWjSN4rYhH9kMtQlMaaKSbcZ2KJM1OH3oWNFCYEoJ6Y4kU+8+gVhtxHIXGAdDL8cse5Pq6moeeeQR5s+fz4UXXshbb73F+PHjiTyxlMgTyzBTBum13VIwqrAen3GNVgNWfYpwqGjNXciMTlHcRRfwyAP/x8M/eJXzzjuP+++/n5KSEu69995+2xuhJHq3flk/TEnX0iZ808oIr23DVpGLDCURThuq30VyfTu2Yq+1MuoeD2Ar8GAv9hJe3H8VEl/TRu7R5aTbE2CalivNkJiGCbqJ1CUYBqYmMTUdmTEQCATQ0b2vIs0g9GFDv/26KvNItMYx0wYTLj2CriUGW9ZsYuSUMbv2gRwoHAa1M3uSrMHpQ8Nrm/BV5lFx5igUm0JopaWWq7qz2WmHI1JK3n33XR5++GFWrFjBd7/7Xaqrqyku7nV3+c4YQ+SJZchYCvdRZSSXNeMY7kerDVu1KW47iteOcNkw0zogsPlduI+pAEA4FNRiL6nVLdiH+cmVOVyonMaPPnoCj8cySg0NDf3cuJnmGK33LcLoTKFW5GKGU8i+qc6mRNPNHikZ31FDiK9qQXGqeCaXIBw2MtukbeoiuI8qI7RoK2wdWFlAAaJr2wZ8beANBLq+85s0JdeBqQj0aJri00cx6pbjOPfJ49n83PKDz+BkGRRZgwPoSQ2b286UO2ZS9+J62j5sZML3ZzBi1iSKZw4lMKVkf08xyz4kk8kwb948Hn74YdAlt9x0M/Pnz8fl6h/ITyzeSvjxjwHQtkSwdUvK9PS8kSATVpBcHZKD0RLHMamY3MuOwDHKCt5rrXHMlIZzcgnJ1a2oeS6KxhTi8XjQOxJ0/H0VxskF1P/0n6Q3h3EfWUamKUZyZQuO0X6S1R0gwTWlFEVRyGzqQMa1fqGFrmVN5B43FKMtTtfSJuwVuZiaCYrAVpFL6L36z3w/zPQgFRBM2bOCUvsoDwBIFRJdGbw+JwhoW7CRVyvuZ4Y+nI1lHZw6uCMdAGRXOIMha3CA8Oo23GU+fEPzKJxRRsnxQ3EUuFEUBVeB5/N3kOWQINgW5K9P/5UnnniCSZMmce+993LUCg8Ofz4OYUMPxtHqOom/V0dyWRPpdW0oOQ5sxV5k2sCU3RcfuePd/bZ2FWYsTeSZVcReqSG1qQMhBLZCD9KUyLSBcNko+sFMtNYuGu9cSOLDBrynnIEpAI+ddH3E6qaZ48A5qYTkeqs4M1UbxoiksBV5cR4ZINzd52Yb0W0pyyU+lAIP9hwHBNxEFvd3dW3DXuTBOdxvzd02uJillBLhteOdUISwKYhuQU/TNJF5bvS2OJ2bw7gDHuwuG57h+Ww500nNppWDOs4BQdalNigOe4OTDiVZdvfbDD1zFFVfH4dvaN7+nlKWfcymTZt49NFHef7557ng7PNZMO/fjMkbSvipFSTWbCH2QoLYqzW9MRoArx0kmNEMlOciwyn0baKYXgdKeQ5qwI00JYpDRWom0iZQ/W7MtI4ZTaPVd+I+srQng8x3yggCV02l8UcLSa1rx31Et5K0lJhdGfRQElvAjbQpllqAITGlRBECW64TI5LCUZ5DJpREbq8c0I3W2oUeSuAcU0BsZSue8YXY8lxokRTJ7kQGAOcwP+H3rZWP4rFjD7jRut1wn4fqddDWXeCZN7UUaUqSgERgtsV7xiVDCTJOleP+fRmZ9jU899rzu7T/LAcvh73BSbUnkLrJil+8z5irB6djleXgxjRNrrvuOkIf1HLtzIu4/dQ/4NTtaD9cTmPqY5xTShFuOzhUqylZoQdUBaEKTM3A6BbJzGzoQHH1xvnSGzswOpKwJYJa5EHNcSJNiW1kAGkX6C0p1O6VEapC7pmjcY4M4JhYQv0PFqD6XZgOlehHDXhG+BEOG47KfIpvOAbnqAAbL5/HqKcvoOXRj7FX5KI1RZFIPDOGEPu4EQyJmu/CiKQGPG/PtCFEuo1J4tNeI+MZX9jzt9bSheJUMdMGZkLDe3Q5mW0p1KZpuQtNCdvEOM3ucgEhEE6VxDbjJARSN1AdKpnYwOnVHR82MPbMsdTU1OzW57lfyC5wBsVhbXCklLxzxUtEa0LkTyhE7ZZW36Zmu7O01iyHBu89+W9m1YxlYvGXoQZswwSZzVaasW1oLonVLbgmFKPHw9AQ7deozDW5BL2lq/c7kudEBFyobjtafW+/GKM9gZnUUX0O0g0RhFDwTC/H6EhA2sA1tpDSO04kXR+h5aElqPlOqw10rhMjqSHKfAiHStvza2l/YR2BCyZQcNkUmv/4EagKxd+aRtfKFrRgHImlmWZG07hHBuha1t+tto1EU8xSiA64kZpJujGKGc9gdGWQitVKOr21E++wfDTDJNPURaS6Ha09geJxoLptqE4bilPtjlcpoEqkTenOexbkTi1FSrB1F7C6ijxkYmkUp4rNa7VhkNLySMU2hTii4iii0SjRaJTc3Nw9/VFnOUA4rA2OEAJvRS7RmhCRdUH0eAYAANRHAAAgAElEQVRHnuuAMzQHZUHcAU76oybG/D2KKob0PKeW+FBynGCa6JEUMm30NCpTPP0zFa3GZUNIL29GFHtJbA6DqoBu4jmmHNWQ1gVZMxFO1WrJPDQXRVGIr21DDyawFXgwDUnLnz6m7fdLkJqJZ2qplb68po3cU0dQ9dBXaaxrsFYUhqRz4SZCz69D8dgZ+8I3cI8qID+YoH3OKhr+70NsOU5cYwsGjCOhCOxlPrrqOzFTOn2TqhWXjUx9J+7KPJxlOeihJFJAIpggGYzjn1lJuKkLszOF2Qlan21zpg+hY7uiToD8EyppX95MqaJgy3HiG+HHUewluKR/3Mhdbr0vo0aNYtOmTUydehB5Gg6wa8WBzmFtcIJLm2jvI9Me29JJwRTrjkxKecAYnqyx2fNUv7+KmN7GaFtvx029OUamTzdLketACbhxDskhuT6Ic1IxWmPMCry7bGRiaYw8J9pmaxvFoWLqJqZukt4cRu9I4p1aRmZDB/aKHGRKR+a60LrSeKaVkaoOEn5xHaZTxT25BJk2kIA0wXt0BTmnjqTzjVoYZa0ITCmt5IF8J2PnfQN3lZ94dTvV18wn0xzDUewjXd9JpqUL39QyfMdXYSY1TCFIbYmQaomR3Bgm77gKOrdLFjBTVswnuTlCsvt8POMKSXanSifrO1Hcth0016SUqK6dlA2YkG6LI6UktiWM1pnGEUntIAqa6Xb9jRs3jpqamoPL4GQZFIe1wSmcPoTRVx3Jp3/4GHepF/+kop7XDhRjk2XPIqUkvagB50uNBEQxjrGFZKq7q/7d3S5VBVxTykht6CCxuhVbeS5GOEkqkUEmdPTuwLdp9l9FbMtEy1R3YCQ1vNPKSG0KYXSm0ToSKG4bziqBe5ifVG0YtdCDe7if0Bub0Vqt9UbuiVUYcY1kS5TQTa8AUPyvc1HLfAz78cm0zV6G/9xxuLpbNMdXtaInNEvaJtVrDLqWN2Mv9BBrjFpSM6ZEalYlaqI2jG9aWW8fm+6+NrHlzcg+KdCKr7cDaWprJ/Z81w4GJ3dGOVpKYyDktoZyUqJ1WvGbTChJ/pRS/n979x0eVZk+fPx7zvSSSWbSewgl9CK9KQoq6k/FLurii20tuyquZVV0sbv2spa1995xXRRxpYgiSu81vZfpfea8fwwkhAQkEFLg+XhxXebMmck9J8m556m3fXVl43mlX26kYNZYCgq64TiOuE+0yVG/R8uAv45EZdTQ57JhzQpAhX2t/xEJ3VtwRRX1f19IXFSHHI3VfNH2SYy1aLVq5AQ9mh42vCsr0ObGox+aHttduSAJxdt0s5XjtUgWLZJW1VjFUorTYZ6Uh66XDW12PJ7fytHmxGPonwwSRH1h1DYjxsFpZDx0AsvrN/HTsAYy/z4R1a7y0mG7HyUabZzuDLFdlW1nFOBdXUm/jy8k7U9DGz8QJZ/dH9vJvQg7AvgrXESiUWSLDnWKiYg7SOKEXCKuIMZ+yY0bTYYb/NiXl9HwcwkNS0uoW1xE/dJiTAObFrQiEZt+vYfw3nV0ANeqCmRNy+1oFJSm9Uh7UVu0WI/NxTo+h/hhaQTdAWqWllCQ34dt27Yd2A+yqxAVP9vkqG7hAOiSjEz59DySR2c2O64WuwsccaLeEM4XVzY7pgQi+LbVYxyYSqjWi7qnjcCmWjQ9EvCsqsQ8NhtVogHZrEVRSUgRBVWqGX+Nm/7z/x+qZCPbzvsQ38YaIr4Q9u+3YxmbgybNjBynRRWnw/FjIeZj0ki6eAjxk3uiMmv561//yjrTOkof/YQFEyfy9H8fx/XBJuo+20A02nxPHEkloc+3UTh7Aa7VlShqiV6PTCVU7SZQ7aH2y017vCEINcTGnRRFQS5zkPH/hlH+xkoSxmbjWl5G3NA06n9qWuxpGpKGt8xF5cJC0k7IJ+gM4NxUg2dxIbbxOY3nxg1KxbmiqbiaoijEj8zGtaUulpz22G8tfmIuGDXI+pa3mKgvTMVvzevlfHfqW5hHJrPds72NP1WhOznqE44kSS2STWeLBMOotEf9j6bdub7YjNfnpzpUT6bG1nhclWwiGI7gLWxAEwwj6VWEa70k/b9hpFw/GsIKwRInnuWleNdV41peiuIPE673oUk1Ew2EUcJRVFY9oSo3gXoPGDRIsoz7x0JMw9Jxr6hAX5CMZWIeH3/8MV9//TX/+9//UKvV/O1vf2PslIl89NFH9L30IjZe+FGzuGWTFuvkLJJOL2DDjE9x/17Fxks/RZ9nJW5EBuF9rI+RZImBn01HHaejbsF2HL+VodKqiALx47JxLitFiShIKhl/mROAygU79nqRPf5frQKLjmgwVsEzaVIejrVVRPxhbGOyqF9aAlGFuFGZVC0uImVibqw2zq6WjqxVkTA6i4olRaSd1JOILwyRKGFPiJDTj2+DnaH+bELuIJo9uvO6tKOgVdKexF2tCxLJ5vDQD00j8tRyEqU4tENTCW2tRwlGCPlChHbEpkMHix1Yju9B7hOnoDI13fQM/ZMx9E9m51/mEtq1/X/YGRvsVtkMAMSNz0Vl0RHxhIn6I4RcXozDMwjWelBnW3CtqmDDkwu49sVr+eijj0hIiI3DvPjii7z77rscd9xxPHHHQ/RzRNENSEFlUBMqdyFJEjvuWEDEGyJU64tV6RyQTI/bjsW9sYbWKIpCwXOnY8iKZ/s/F6NNjyNQ4kSbEYckQd2iYiSNjLlfMmqzdp/VPaOhplaLJEsEa5rmtgVqvUiyhNGmx1vsIHFCDo5VlTh21CNrZPzVHnylTqLBCIYcC2GVRPniwth19oYoX9KyDs8w+vGfca8x6Oax9Jwx5AB/skJ3cdSP4QhHD0+azNpQMbIi4f61jHAkin50JqjlprVXWhWZtx+LrGuZ9EP1PoJ1PlDLGIdnUPTQIhq+24Z3p52kP48g5bpRRKPgWV2Jf0c9gRIHCgreQjuyUYNnTRUffPQBt912W7OZWJIkcckll/Dll1/ywL8f45k+S8h/63Qy/jySiAJhV4BgjRvPtlrQqZHj9YSqvWhTzcSPayoQqCgKoahCyKRBOyiV5DP7EnYGKHruV5yrK1Fb9bH3tSuJ2Cbm4S93Uf9jIXH9klu8X4DAHmuP9h7XVOnVqNUy/hJnbIGqUUPcmEw0SUbiBqQQqN+VnGQJyaLHtWv2m4KCeh/jO3r0+ErdqM26Vh/veqR2/ndka5eP0pdffjnV1S13kx0xYgT/+Mc/WhyvqqriiiuuaHF8zpw5DB8+vD1CEoQWXnnpFSZbUlG8sSnvqmQT9f8rRAlGMA9LQ9apsYzLQZdnbfX56ngd7g01qCw67MtK0aaZKf/XMqK+EJaJuWjMOnIfPJGS+3/EsbAQ8/AMnMvLUMIKns117ExxUpUU5ZbLL2/19fv378+CBQu45ZZbGDlhDJ988gmDPr2QKl89zuVlmIZlNJZxNvWNJQiVVoVs1hJ2+lHlWfGuqQJnAG+Zi/V/m4c+Iw5DQRISIKsk5HCUsDtI3OhMdH1sFPxpCNaRGYS9IcreWU35R+sbp0IbB6agNmnRpJhBAse65n/jnm31ROtiSUWWoGzhTqIRhWgwNjsteXIPGrbVgSxRt64Sc74NfZYFV7GdiiVFqPRqIv7Wt+Dxljrb9sPtLKJLrU3aJeE88cQTzQY66+vrmTVrFhMmTNjv8+655x569OjR+LXZbG6PcAShBY/Hwzevf8rZA28mtNOFyqhB0exakAm4V1aSeE5/bOcOiO3ubGxl0ogsYSxIwrWsFPOozNi2LYEw6gQDxmHp+LbV4d9pxzAgBcfyMiKyhCpOh6xTUzxR4q4vn2PBB/P3O+XeZDLx/PPP8/7773P88cfz0EMPMXXqVNJnHkPZK79h6p+MZ0MN0VDT9GVJrwKVAVVC892si/79GwmjsmjYvdBSgpQTeoA3RM3CIjxlLiq+2oxvez0Fd02i7/1TKLh3MrU/7mTbv5ZRv7SYYHUrNXd20SUb8dZ6YtvZECtMGPU1zWQL2H14Sp1Ew1EMBUnUb66FHU0F46xD06ldVdHKK8e2nBKOPO2ScOLjm294+d1332E0Ghk/fvx+nxcXF4fV2vqnya5CrPI/Mrz77ruMGTISlSNKNKKgSTbiXVvV7BzXslKKZn9P75entfoa0UgU2xl98W6uRUHCvboS84Bk4sZlo9aosW+qpfyl35A1MuYRmdhXlEEwgubsHP7+rxt4/fO3sCQmHFC806dPZ9iwYVx22WWMGTOG3BuH4yt3UvXZRizHpONaUUHQ7qPig7VENGr8RfVoc1q+drCuabNMFAjY/Wj0agx5Cbh2bdapjtPi3lLHzpd/o+TNVUhWPeX/2ULciHQ87kCs2qeiIOvU6JNNxGdaCDsC+IJhlOx4oopCQFEw90igYW01klbGUhDbFNTWPzbVWm8zsHe1Ha1l391mm/+9goG3jev6kwdEC6dN2n10WlEU5s+fz6RJk1rUD9nbgw8+SCgUIiMjgzPPPPMPE1RnCPtCaExd/Jde2C9FUXjnX6/xsu06Qg2xMQlNionAHrsK6HtYSb9+DHEjMvf5ASNS46XkoUXEjcok+7aJ1M/bRsljP5H/6FQA4sflUPvlJqL+ML2ePgXZqGHdnz7B8cIGbr3iBgYOHNimuPv27cv3339PfX09w0eP5IOn38RS4ca9rhrLkDRWnP0Bzt/KSRiThXdbfVMVzz14djSgy4gjsGuiQ1RRqF5SjCbRgDHfSsQdJFDtofi9NRS/twYFpWnbGgUie7xmNBTE7Q6ikiS8OxqafR9DtgVtWhzxOhWKAvXrqoiujWDuEUuCra3hiexjR2uIrT2qmL+DnLP6tumaCV2b5PP52rV+8ooVK/jHP/7B008/TX5+fqvnOBwOfvjhB/r164dKpWLZsmV8/PHH3HjjjRx//PGtPmfevHl8++23+/3et99+O9D1dgnoStvkHIzuHn80GsVd78SgaJFUMpJM7JPprt98SR3r+trXe9z9/qORCB67G3VYwqcOI8syGmQUjYws7/EvQmy7FwUCNe7YILlei2xQt7m2zO7v7/f7cblcxKvMyBEFSa1CCUdja200qsYuNlkjN5tZFjumIhqMIGlj58kqObYQdddzJJXcWEZdUkkokVhxNiXa+q1B1qqb9mrbNbtNiURjXYyRaGwh6O7SQFHQJGgJ1PqQ9nrNvb/e3VrYfb21CTpUrUze2Jfk5NYnPhwOu8esM+vbUAn1AJTZYi3CPavKHknavYXz3Xff0bt3730mG4h1wZ111lmNX/fu3Run08lnn322z4QzdepUpk6dut/vvfuXIC4u7iAiP3xcLleXi6ktunP8iqJQWFhI9RO/o/469vuhz7fi2ty0kr/f4yeTceVwZHnfyWDlypWcf/753Jh0Nr1H9yNQ66FB62NLhp3a2lrq6uqoq6ujtra28Z9Wq2VoVn/+KV+ENisedaKBHi/s/3e4NS6Xi5SUFOx2O3+ZfgXTpNEMTu+LyqTDsbgYYy8b3m2xsZH4SXl4i+x4t+x6fzKY+6bgWleNaVgaDb+Woc+Mw9TDhqSC+p9LiQbD2I7NxbWlDm9lrAVoyLTQUNZ6yWlzv2QMSUb85S50ybGSDdFghEggjHNLHZJJQ6CuaQzmuF8vYcttS1GZNXiKHTg21xIJRJA0Mu5Q69VE/2/+JST06trd7YDoUmujdk04drudZcuWcfXVV7f5uQUFBSxYsKA9wxEEvv/+e3r16oW1VMa165i819jBtgcWYSxIJOnYHi260xRF4cUXX+Tuu+/mofsfYNg3BtROA8HKKFmWBE7+y7no8luOnSiKgtPpRKfVodNqKb7lf7CPFsOB8O2w06dPH1774QPunD2bx5f8k+c112EZk4XKqMGztQ5tsomQN4RjQw3GNDOhWi8Jo7OpX1JMwpgs6pbHVvf7y1z4y1zEj8jAMiaTuiXF1CwqwtSj6X0okei+QkFj1GDfWkdcvhXHtnoC1R5knQpZq0LWqQh5Y91nklomaXgGklrGVeumfnFtrAWklrH0tmFKM+Ne3HItDsDOLzaRPDz9oK+X0DW1a8JZsGABGo2GiRMntvm5O3bs6PITCITu55lnnuH1V1+jaE3TBAF/SdOU24QxWSCBbWxOi2UQLpeLq666irVr1/LNN9/QKy+fza99TDQQQYkqJJxf0GqygVi37p6TaXL+OanF3mQHKhqI4NvegCE/AaPZxG233UbKJ15CBh/1ZW5MBUlYj+9ByB0kGlVQIgqGfCsqowZJp8Y8LI2aJcXNXlOfF4+iU1G7tARztoVgnQ9Tr8TGtTKm3onYK12thYMC+Crd+Crd6FNMWPomoQQjZJ/el6F3TWLNMz9T+u1WnIV2ypeV0i8UwVvtbUxi0XAU+9Y6GrbWoTaoCftajuVI+m6yRFC0cNqk3RKOoih89913TJw4EaPR2OyxN998ky1btvDAAw8AscSkUqno2bMnkiTx66+/8s0333DppZe2VziCwPLlyykpKUFv0JN99UhKnv8VoNnaj8GvT0NrM7YYK1izZg3nnnsuY8eOZf78+RgMsd0E4k/qgTrTjPX/esdW6B8gqZUNLtsi4bimBZ5/v/3vTMsdjC0/m7AnhH1lBYoCgSoPxvzYh7baxbEEE5Fl3Jtrm71W3JA03DVu1LtKKTiLYl1nnj0STNjZenXO2Is2tX7CvhDWfjn0/csY0if1YNYNs+j7vySU9U3VRiVZwlftRqVXY0gxo7MaUJs0yGqZ6nVVjQlHn2TEXxvrinPWOqhbW0XioNSDuVxCF9VuCWft2rWUl5fzt7/9rcVj9fX1VFZWNjv20UcfUV1djSzLZGZmcv311+9z/EYQDsYzzzzDXWdcT6jO15hsNCkmvGWxG6updyKGrPhmkwUUReGVV17hjjvu4P777+eCCy5o9pppN40i1OBrU7I5VLu7qwD+85//sHHdBm4fNZ3KjzYCsYH+sCtAoNqNoacVSavC1NuGSq9uuWOCBGEZfOUuTLlNrbPEkZlobHpUcTqcKysI1u17HYzKoCGhIAlJLaNP0DPwpvGkjM/ltttu48svvkByHs/EY8ehRBXC/nCs8JvVQKDBF6uGWmxHbdaSeEw6+sw4FL0KJargqfWiSdDhdDsp/Hwbx1w9rv0v5hHs448/ZunSpZSVlaHRaCgoKODSSy8lNze38RxFUXj//ff59ttvcbvd9OnTh6uvvrrZOaFQiNdee42FCxcSDAYZMmQI11xzDUlJSYccY7slnMGDBzN37txWH5s1a1azrydPnszkyZPb61sLQgvbtm3D/XM5+b+FUWbEPpErioIuN6Ex4eRcPbJZsvF4PFx99dX89ttvzJ07l759W07JlSQJrc3Y4nhHcDgc3Hrzrbz91tsMHTaan9bV4tpQg218Dr4SJ5rseOpXVyJZtDi21JI4JpuaxcWkHJtL3aLYWImxp5X6tbHFlkokSvKxuWgMGrw7GqjdWkvA7scSb8CYl0BDaeuTBup+bqrumXHtaJJGZ/HIQ//kyy+/ZP4P33PpuOn0WNRUSTUajhLYtYO1pJFJGZNN9boqShYVYkiPw1PR1LIK2P2oNCr0pyZgLTj0G9zRZO3atZx22mn07t0bRVF49913mT17Ns8//3zjpJ9PP/2UL774ghtuuIGsrCzef/997r77bl544YXGnqmXX36ZZcuWccsttxAXF8err77Kvffey5NPPolKdWgt9W7SUXp0EDV42k8kGOYvkamNRckURSFuVBYNS5tulqaBSY17qK1fv54RI0YQiUT4/vvvW002ne3ee+7lupzzsU9bwqqb5tHz5nGkTStAiSiEowqeHQ3ED0klWOslYWg6tYuLUFCQU01k/3k4hrx4IhEFwmDuaaPu1zJql5bgXF2Je3s95qzYmJNpcAocYAuuYXUFL13xDMX3r+WtJ14nKSmJUdMnEEzba4KEBCnjstGkmChZXIjOoiNzfC4akwZJLaPao4xBlamO1LNz6Ba6UD2ce++9lylTppCbm0teXh433XQTTqeTjRtjLWFFUfjqq68455xzGD9+PLm5ucyaNQufz8fChQuB2Ieu+fPnM3PmTIYNG0avXr246aabKCwsZPXq1Yd8ucS2xF1Ia4WshIOTVm+iXKXBq4RBAkWrbpZskCWixFosb7zxBjfffDP33HMPF198cafFvD/fX/U+WXMjFKisRHxhit9ZTfE7q8m/ajg1y8vRJhjQJhpo+L0ciLVeDDnxRPVqKr7fwcQPz8exs4Gq77bH5kbsurdZh6Th/L0c28RcKtfEur0rds0cS52YS80+ZpHtVrO2nFW/baJ/IJ81V/5I/vJenHfBebz78nMUkIdCbL83bWYcpUuLSRqcijnDQuVvZTiL7OiyLSg6mVBYIWN8DjUry1kV3cBdkx4+TFeyfR2u9Wl79wq15uSTT97vUhGfz0c0GsVkMgGxPSwbGhqabRyr0+kYMGAAmzZt4pRTTmHbtm2Ew+Fm5yQnJ5OVlcXGjRs55phjDuFdiYTTpUSjUYjQrPKocHBC9X4M/l0lo/daMQ+QNq0fhoIEZs6cydKlS/nqq6/o379/Z4T6h6LBCO5PSulr7kHIHyWuXzIagxrHigp2vPQ7iRNy8Fe5sY3LpmLu5thzdGocpU6UqILWqqd07iamzLuUzzIfwVfhxr97F2ijGnXfRDBpMOXEE1wXaFzUWbOsFIX972H8fnQ+p5tOJBwIxpKLXk3//v1Zk72TkekjCZWGiQQjaAwarAVJ1K6pQtbIxOUnoLMZcZQ5CXliP5vy5aV4pkYYnD0ctfrovjU9+eSTh/waL730Evn5+Y2t9YaG2O4Qu8ti7JaQkEBdXV3jObIsY7FYmp1jtVobn38oxJ2tC1GCUewbaij8dGNnh9LtmYfuZ3aTLKG+PI+xkybg9XpZsGBBl002iqIQcPgIGCPgjqCEozg31jSbYh32hIg/JoO6DdXYxmWjSdATcgcbV/GbeyViL4zdLELOALJRg7mXjfiBKaBRUb+plsJ5W6lbW4W5p5WUiXnok01EQ1GsrcwS08TriZ+axZemn7juvb9z/pprSRmbhW1AcuM6ppMuOYWfs9Y39hLpk0yEwxGMg1NwRKOUba+jaGUZkiw1zhA0pph479cPufDCCw/nJW1fXahLbU+vvPIKGzdu5Pbbb28x7rJ3q+xAdhJpr91GRMLpIqKRKEuv/YZvjnuL6t27+woHTZ9jQZ8X3+pj4SwNJ047lb+cdhkvvvgiJqOpg6M7cKvm/YoUAZNXS9IetW/s66tBlsi6aBDqZCPOzbUY0uNwV7oh0UB0j6nL9lUV1Cwt4d3EB1AMajQZZspXllOxrhKf04+kljFkxpE4IgNdqplwKIx1eAbpJ/TAW9a8TICklun9r2O5dsUcznnxciZMmIDaqMHSy0agvmkq9DnnnMMn//2MkXceB0DtmgrkJCOVayob1+NEwlGcdi/HXDOazDHZmMYkYEmJZ8CAAYfzkh7xXn75ZRYtWsT9999PWlpa4/Hd6xz3bqk4HI7GVo/VaiUajeJ0Nv+52+32Fi2jg3F0t1u7EFklM/HV06ldURFbWNjN9y/rCrL+NoriB5a2OD6/9lfeHP4PUvxZoEA0EEZlaKUcQSeLRCLMvfFtrvn6TpJGZlK3vHTXXmcKEU8IU6oJ++Y6wr4QkXCEQLEdbaKBgN2PpJGxjc1CpVGBQmOlzeQJOVTuUWmzbnUFapsBV5kT157JRZLIPKknpqFp6EOR2DhYFAy9zJx355+4867ZnHbaaQAUfbUZjUmDY1t94+9tRkYGgwYNYtlnP3H80FMJeUKN+7Xp4/UoUYWAK8DYGyYw+b6TALj44ou5cHo3at1Al1v4+dJLL7F48WIefPBBsrOzmz2WmpqK1Wpl1apV9OnTB4BgMMj69euZOXMmAL169UKtVrNy5UomTZoEQG1tLaWlpfTr1++Q4xMJpwuRNSpSRmd1dhjdhhKJIu1nvCvprAJsp/bC2eCgVusmKWimzuzjz6/8neTB2Wh2bXHTFZMNwEv//jc5vtiGlMEaD4YMC45SOwkDU4j4Q3iKHUTrPGiTTUSDUVRmLao4HYGt9Zhy44mEIgScAbR71snZuzslFMWSZ8Vf3VTGQG3WYilIomJlOcZUM3V7lHHYsaqMy2+5vNnkipJ520kZk0l8Hxt7Dvqcd955LH9tGceFTgbAnGxCpVEx4dbjGHzRUL686jNG/Hk0AE6nk6+//pp77rmnPS/h4deFEs4LL7zA//73P+68807MZnNjS0av12MwGJAkiTPOOIOPPvqIrKwsMjMz+fDDDzEYDBx3XKwlajKZOPHEE3n99ddJSEhonBadl5fHkCGHXvK73XeL7ky7N+/ce8Crsx3I5pdBZ2C/9UE6U1fdvDPsCqKO++Ppuy6Xi6KV29m6ZC2Tp0zGPCgF2aDGX+RAk2Lssgln9KjR3Gf6M8NeOoX15/wHY4+ExhlkAHHZ8aj0ahxb61AAbaIBjUmLqU8ioQY/mgQ94UCYUIOfsCeAp9ARmxUGEIqAJKEyaXFVujAmGXEX2lGbtCSPy6Z4/jZkk4bEgalULYt18bq1PqqvjDLnvjnN4oxGohBVCHtDaOObkpvD4WDo4KH89vNyfp21iO1LdqI2azn7jfPpc0oBhYt3suadlZz67Bm8+fabfP7557zzzjsHfb3+qBxKe9p9r8nytL5W6WCVmmLdwAezW/Tpp5/e6vHp06dz0UUXAU0LP+fNm9e48POaa65ptvAzGAzy+uuvs3DhQgKBQOPCz/bYjVsknA7QVW/YB6qrxR92B/FXujH3sh3Q+S6XC7PBdFClATrTP/5+F8e8mcC4RRex/qJvcZfaiQSadldOPjYXd1EDslqFJElorHp8tV781R5sx2RQsasbzZyTgKvYTurQdPz+EA2balt8LwWw9k0icUAq4UiEHV9shF1lD2wDU6jeUMGGM3bfAeEAACAASURBVKp49NUn2tTVe9lll/Hwww9jw8q/+j5B1tgczBlxXPjxJfjsPp7Ie5gzXz6Ha565jquvvrqxm+5gdErC8bZvKexSY+zedaSWJ+hef4HCUW33YLParMWY2/qEgH35o2SzewFoVzL90ovZrpQha1W4t9ejNjdvAUcCEVxFThzbG7Bvq8db6cGUGU/YE8JTFNuEU0HBV+9BAWo31aCoYskiSvP3KwFhf5iTPp5Ozkm9MaSYSOiTCEBlaSUb+5Xy8EuPtnlc8dxzz8Xn82HrlYisUVH6czEVK8tZ8tgiwr4Q0145F6/Wy6ZNmzjxxBMP7kIJ3YZIOEK34a/yYP8tti1LWxfJVs7d2iKp7J7JFXL48e6wt/a0TtW3X18WDdiKYpSxjs3COjKDxLFZJI7NIml8Dqq9KtFGgmGUSBSNRYds0mDKsmAdkIqpVyJRlYSikgg5AhiyLaCWMfeyNSaeiArcrgDbv96EbUAqA68axVnfzUQbr0drl9ElGQ5qbcyUKVMIh8Ns/n0T+l3dbXGpcXx/+zyCniADzh3E179/w9lnn41W2x0r60rt/O/IJiYNCN2GISMOfboZiK0n0ewx5rW/WX1KOMrKS+eScX4/si4aQOKxsenFSjACBhlNvB51XNccPzvvsgsJugNU/Fzc4rH4fskkHBOrGSNJEkgQCkWQLVrqN9aQNjqLsAzVP5eQOjqbvNMKMKSYKF9SxJZ3VuHYXk9cLxv2ogaiIYVQnZfyn4qY8OBJWHpaWXDD1ySPy6ZmQxUfrXiJG2tva/MGjlqtFr1ez+dffoHJosNb60FSSWhMGhLyYlNw33rrLd588812uV4drgtNGugORAtH6FakXWWMw+4g255YRjQcJRqMNLZ87CsrWX3tPCq/2UbIsWtdiCwhqSTKP9pI0WurKX1vPdULCpH32L9r78JrXcWZZ56JP9J6qYBoMIJjay32zTU0bK7BvqUWV4mdaDhKyphsHOVOvLt2FPDXeaj8pYS6dVVoTVriC5IIq6B+Wz3RUFPLr3ZdFZIkUbu+Gk+1h6AnSHyulXOOn8Ybb7xxUO9Br9fz2aufQZyGtHHZFC8pos9pfVGpVSxevBiTycTgwYMP6rWF7kW0cIRuJ+wNEfaGkIwqQg0+tDYD8cPSUBSFjXf8SMOycso+2MDw984kdWpPJFkiYWQGDb+UUfX1NsLuICiw87nf0CYaGfbyqZ39lvbJbDZj19sJ5shoi5tX4YwGwvhcwWbHdGoZndWAt86Lp9xN+nG5RIIRAoEIXruXys/KsfSw4nUGUMItx60K/7OZFU//xDE3jCd9dDZlS4upXlVBj0H9ueFPN3LDDTeg0bRtVp9WqyXii1C+swJbnhUFhV4nxdaBvP7661x44YXdd81Zd427k4iEI3Q7ml3dXxlnFqC26Ih4w6hMGsLeIBnn90OTZMRbaKf293I81R5sU7PR5pjR7jAS8YaIBiPYxmWhSzehTzV38rv5Y0aDkU11O5hy7KRmx1U6FfWle1Qv7ZuMo9KJa3tsX6zk3knIOjUqqwHn5lpcJQ6Sh6VT8XMJSlTBmB6Ht6JlVc9lDy1k2bNLiYZ2JTgpVjZgnDyCN89+mSvmXtvm9zDloikoLynUFzaQYDPha/Dh8Xj48ssv+fnnn9v8ekL3JBKO0C1p4nSodGpkrYqoKrprw0mJlJPySTmtJwuOeZXqZ2qJhKIcv+xitn+2GV1YoddNo9CateRdNQy1sXsMUqtVKhIi8ZQsKmx23NKjqSR70rB0arbUNG6ECWDKS2DHf7cAkDE+h/Kfigm5g5gzLUhqGY1Zi6/eQ2wbgaZxsGg0imvHXhs1amVsig3vT06W3vMjg68ajjn9wKfKn3f+ebz75Lvo0WNMMhJ0B/jss88YNWpUs+1Xuh3RwmkTMYYjdFu7q2DKahlJJSOrZPTpZiRZRpdiIhJq6oKKhqMY+9oo/XQT5f/Z1m2SDYASUUj1W1selyGufzLxQ9OoK2polmwAfA4famOs+8tRZMeYakZt1BAIhqnbWU/l2kpC4SjqRCP+YJhAKII/GEaV0HI9SziqoIRiSX3507/w4f+9i3MfBdpa06dPH3zGWBE2JIk+pxQ0dqcJRw+RcIQjhkqvxlvkQG1QM+jxKS0e7/O3MaSf2ht0Kra/vKITIjw4+1pDJEkSdRuqqVlVQdLAlrs627fUoU0ykj4xD2vfZPTZFhpKHHh2TSRI6GkjbVQ27vKmbjlr70Scxc0TSRSFaDja+P9BVQTHTnubp6ZnXRDbtklr0lC6s5TVq1dzyimntOk1uhwxK7pNRMIRDruVDyymdkUFQYf/sFc1NfVIQG3SknZ8Hsd+dDYqbWwVfkKfRBIGpTDogUkc+/WF9Lzy0ApJdSRJlkgYn0mdxUsgXcY0MBnz4BR0WU1dWlXLS1uUZA7Y/ST1T6FmTQXOSicVv5VhTDWR2C8Fc6YFn8NP2a7p1hqThtzJPZn8+GmYetuIWrSxf3EaZKseVZwWVZwWdZwWVUSFAvx454I2vY8LbrmAtdq1oJKYN/9bpk2b1qG7AxwWXbQ8QVclEo5wWBR/vYUdH28AYOD1o7EOTEEbr0fdgfuWpU/J5+zyG9Cnmpiy6E9Ydq2c746G/m0sRreeaEWY2nVV1KypjJUi2CXsC+PY0dBsLzOAhmI7KqsBjVmHPtFA7cYaVCY1lt6JWPunkDExF0tBEj5/mGP+OpZe/9eXS/47E0UGv9OP3xXA2+Aj4AoQcAUI7poVJwFbPttI9R4be/6R1NRU4vPicWk8vP3DO6I77SgkEo5wWKy8fwmmbAtKVEETp0Wlbep+2fnJRkJ7Tec9HJzb6vn9r98S9oXwlrWcjdWdZE7Ko/eFA5sdk2QJ24AUkoakkTwsnaSh6dj6p5A2LofEQakkH5NBzYZqHIUNlP1SQlxWAhnjcmnYXk/VukqKFu2kaHEhdZtryBiVhd8dIOgNEp+VwJU/XUPywFRMaWa0Fh2yVtVq196C2+a36X1MmjWJ7zcuQJIkRowYcUjXpEsQLZw2EbPUhHZn31yHY0sdpsw4Nr++ivxz+zX75J04JBW1uQNaOuEo9k21qLQqTLaus/nowRr3zylsWLwWTUnsxuSr9eC0+4gEI62en9Q/mcxxOdRvrsVX56V6dWxxbPaEPBS1RM2GajzVbrKPzWPHop0U/lxEj8k9MaaaGT5zJNetvKFZuXNHqZ1n+j9ByN30YaFuc22bajeddtppPH/9c1x4XTdeeyMcNNXs2bPndHYQ7cXjidX00Om61jYlwWCwy8XUFm2Jv+qXUnZ+uAFFUej352OoX11F6rjmhaB0iYZ2udmEPMFmLafGeF0BVDo1uiQjPS8dQjAUQm/ovmMFu6+/Sqsi5eQslr/yE0ZFT8gTImt8Lvai1veB89Z4cZY4MCQa0FkMxOdZsfRJpKa4gfLVFST1TSaxTxI7Fu1sfI7Womfb99tY+fYKSn8vpeiXYhKyEzCnmNFb9ETCUQp/3NF4vj7NhDEjjuSCfW95s+fvj1arxdrTypnTzsRgMLTTFYo5mL3eDtbue40lGqE9Zw045dh7MJm6bhXaQyHKE3SArra9f1u1d/y+Kg+G1NgflHNrPZbeNgL1PnS29rkBOXc2NFujcqRd/5tH/YW+23PYveGzJc+KpbeNilUVeGs8rb5GfJ4VlVrGF43SsKO+8Xhyv2QadtQ3lj3QJhrx1nmBWAupakPsb6rnCT2ZdOskeh7fk3v0d4ICPjlAOKomZUAK1yy+8oDjP1w6pTxBpH27hktVsen6ojyBIPyBnZ9uxFP6x/VBDKkmAg0+XMV26tdWtWuy2fH5Jsy58V2y3EB7mXDHFBZk/Io6PnZzCjT4qNhYjaveS/rYHGx9WrY2HIUN+F0BHCXNpzzXbKwhdXB649eJ+bEaQ+lD0xuTDcD2H7bz6tRXuUN3R+NYjmTSoQA1m2vxO/3t/TaFI5BIOEK70cbrkfVqXCUOyn8s3O+5/nof5ux4EganoDmAqp0HIhKM4K1yseWdtUf0+MAZZ5zBCdefzOPGVynNrsEwOB5HqZNoRKH452KqttSSfWyPFs8L+8OtjkuXLS8la0IupuwEKjfEZp2p9c27p9SGpq91iUbURg1qOTYOJ2tkNN1oIW27EpMG2kRMGhDaRTQUIXNK7CYXdPiJm5S33/Pje9pQogpxuQmULyqmdk0V0VCEtLFZpI7KRKVT46/3od+j5eMqdaK36Zvd3ILOAKgkJKByaQkDrx55ON5elyLLMldeeSUzZszg3Xff5d4nH2f8oLGMUY2gYVWsu2zHop30OLEXij9M9YoyQp4QhkQjgdpoq5MMAu4gjhI7qQNTufiTS6jf2cDS55ZSuqKUuMx4KrZUkzU8F0mWiLiD7KxsaimFIiHCvhCqLlriQeg6RMIR2sXuVedBZ6DFWpB98VS62frxBioXF1P2Q2zgWlJJnPL5BWRMyEFvM+C3+9En6Jn3p8/RWw2MuXcSSiSAu9yJrSAZTZyW9f/+nYzjcjFlWtj4xip6nFlA0BXAXeQgY2Lu/oPoxnQ6HZdddhmXXHIJH3zwAU898RQT8sfQuzKf5IHpbJ6/FQBTopHscTnUF9oJOFuWOoi1ZmKfrnscm09Sn2SS+iQT8AbZ8XsxO5fHFoduXxL7GeWOySFjZBb+Bh8et5syVxm6ozXZHAWtkvYkEo5wwEKeIBrT/rtOtJYDu/GULCriv+d+TCQcJfv4PLTpZpSogs6qZ8Mbq6jbWEPRt9txlzgwpJrxlDkZe88k9Al6atdUIe8aR/CUu/CUu4jLiUdj0mJMNbHu+d/QJxnpf8WwQ33L3YJWq2XGjBlMnz6djz76iOceeY6e/nzG9RqLa5sLT52XTfO3YcmII2dCHmqDhlBg144PCoRDkVh3mywx8qpRja+bNy4XZyu7SfsDIQpXljV+nTXiyE3qf0gknDYRCUc4YOufXc6gm8a0OhW5rX59aDE6mx5tnI6G7fV4KmKr5oPOAN5yN2WLionLi8e+tQH71tjOxa7S2M0vaXAqRd9sxVvpJuuEHoy+9/jG19UnGhlx58RDjq870mg0XHzxxVxwwQV88sknPP7Y4+QPyWeKdAINqxpwlrtwlrvIHJ/Dzp8Kmz2397H5jL52DOl7TCCwl7W+OWfJ2opmX5/215Pb/b0IRyYxaUDYr/JFhSiR2MaNPacPaLfKmClD0wj4QsT3TaTPeQOI72VDkiX6zRjC9N+v5KS3zqRmTRVxeQmoTRoGXTOcwVc3rUxPGpJGxsScdonlSKNWq7nwwgv5ZdkvnHvtubzieY3f+q0g65wsDFZDqzPKti7aQc8Tezd+7bX7WPSvnxq/zhqeScqQNHqe1JtIuGkX7rRjkhl0er/D+4aEI4ZYh9MBuus6kOJvtiJrZeKOSUQbUqNPNrVrKeaaNVUkDUxBkiXKFhdh7ZOIcVdBNG+Nh1XP/orWomPYjaNRqQ++VdVdr/9uhxp/JBLhq6++4tFHH8WmsXHJ2D+hLdeyZf5WIqEISlTBkGBgTtXdqHaNxb05831qNteg0aqJRhS2/BRb7JkzPIvC30tjL2xUuH3ZjSRk7v/v7Yheh0PruzwcrFJi1/9IXYcjutSOcpFwBJVaRdgfju2svEdCyTk19onX5XJhsLV/ZczkwbEt9YPuIBkTcnAWOVj9ygqi4Qi5U/IZffexh5RohBiVSsVZZ53FmWeeyddff82jjz6KWq3mrrfu4vQzTsdebEdn1jUmm62Ld7DuPxtx17ZcRKrdNYYXIcI1n136h8nmiNfeYzhHzMf/1okutaOcSq1CiSpEIuFDar3Ubasj6Dm4VddasxZJkojPS6B2fTVFC3YQCUVEsmlnsixzxhlnsHDhQm6++WbufeBeho8czsLVCzHvUWp74fM/tZpsZLVM1dYaAAZe24ueo1qu9RGE/RFdah2gq3fphANh1Lp9N3YPJH6/w4+sktGaD2wB4I752zHYDKQNSycajrbLRIR96erX/48crvgVReHbb7/lkUceIRAIcPfdd3PuuecSdAd575pP+O2DVc3O7zmhB1uX7MTVs47nlz91wN/niO5Sk9v39lkajX3oO1K71EQLR9hvstmX3RUgI6FYH7ZKpzqgZGMvtLP5q02se38NjhIH4WCY0uUl+9zxWDh8JEli6tSpLFiwgDlz5vDYY48xcOBAPv/P50y+6TgGnzGg8Vx9nI6yjRUEpQB/e+f6Toy6ixEVP9tEJBzhoMhqGUVRUGlUhANhNPoDKzew6ctNFC8u5oQHT6TvtH5ISPhqfPz00OLDHLGwL5IkceKJJ/Ldd9/x4IMP8uyzz3LSRVMwTlNhSY+1TLKGZuCt85N0soWeBfmdHLHQXYkutQ5wpHbpeGo9mJK6/jbqR+r1P1wURWHx4sU8+uijJK3KIC++J2FPhJpANU9ufRCDqW0brR7RXWrt3BNcuquhL7rUBGEvbU02iqIQ9AT55flf8DvE7sJdlSRJHHvsscydO5fho0fgLQ/gtwc487GpbU42grAnMS1a6DCfX/EFGpOGNe+swVHsYNKdk9CYNMiy+NzTVf35nf+Hz+6nuqqaXkN6dnY4XU+7b21zxHQ4tUr8pQsdQlEUNAYNKq2KvOPzSB2Wxsb1G/F5fZ0dmrAfGr0GS1pcY7JpKG99u5ujlpg00CYi4Qht5qhwUbW1lqA/vM9zIqEIjrKmYmySJHHiA1NI6ZvMGc+fztALhjB0zFBM5q4/BiTEhINhXr3skyO6uJ1weImEI7RZfHociblW1PtZO+Ot87Lth+3Njunj9Yy4YgRxqd13AP9otOGHbTx+6mvUFDaQkGE5oovbtZXUzv8d6UTCEQ6KWqtCkmDJy782rsXZU1xaHMdcMrQTIhPaUzQSZfPCHZisBsKBMOc+IHaGFg6emDQgtIm9zMn3jy/GlpfA2EuHM+HKUa2eF41E23WjT6FzyCqZs+45qbPD6LpEa69NRMIRDkg0EmXZ2yuZ+4/5pPVLAVlBo1cT8ATR7drQMRqJgiQhyxIhXxjdAW5zIwjdlkg4bSISjtAqRVHwuwOoNCoUReGzW/7L2m82Yc1NQFZJbPzvVvJGZaMza1DrNOQOz8KY0LRGY3ey+aN92gRBOHqIMRyhBUVRsJfbCfrDPDziOdw1Hio31xAORVCpZeq215PUy8aSfy9n25IiSn4vxxAfW+UdjUQJuIOEfCFKV1bgs/twVbYsUywIRwQxLbpNxEdPoYVQIEzxykqWvvYbttwEVBoV8RkWdHE6TrxpAr+8tQJJkuh7ck9yhmURcAeQJIlwKEzN1jpklUxqQTJZw9L/+JsJgnDUaJeE89577/H+++83O5aQkMDbb7+9z+cUFhby4osvsnXrVsxmM1OnTuXCCy8UUy472dp5m3j9ik/JHZJB5fpqjFYDhng9Fz57BmqdCkmScFa5MdoM9ByXy9pvNqEzaEkrSEEB0vundvZbEIQOJO5XbdFuLZzMzEweeuihxq/3t12J1+vlrrvuYsCAATzxxBOUlpby9NNPo9frOeuss9orJKGNPrz5Pzhr3OhNOspWVzBwagHZwzKQZAmNvulXZfDp/VAUhV/e/p2kvER6HxsrxKXRiAazIAj71m53CJVKhdVqPaBzf/zxRwKBALNmzUKn05Gbm0tpaSlffPEF06ZNE62cTuCsdlFX1MDoi4cy+OQChp7RH61JE2vROJ1EwhEc5S7iMyz4nX5qd9Qz6qJjUKnFMKBwFBP3qjZpt4RTWVnJpZdeilqtpqCggBkzZpCWltbquZs2bWLAgAHodLrGY8OGDeOdd96hqqpqn88TDieJSVePod8JPZslfGe9h1A4jMoSG8ep3lKDNTuBxDyrSDaCIPJNm7RLwunTpw833ngjWVlZOBwOPvzwQ2655Raee+65VmvTNDQ0kJSU1OxYQkICAHa7vdWEM2/ePL799tv9xnH77bcDsfobXYmiKF0upr1JBsgelYrb7W52PEoEtU7VGL8520iIIOi63nXel+5w/fdHxH9gOrIejnBw2iXhjBgxotnXBQUFXHnllfzwww9Mmzat1ee0tdts6tSpTJ06db/n7C6K1NWKbXWFAmBBf4hwIIKiKJgS9l3T5JunFjH63CHYMi2EQxHQgT/g6/T4D0VXuP6HQsTflYkmTlsclj4Rg8FATk4O5eXlrT5utVppaGhodsxutwNNLR2hfZVurqKuzM7nj/yw3/N++2I9C99YjiRJqNQqNFoxEUAQhPZxWBJOMBiktLR0n5MI+vbty/r16wkGg43HVq1ahc1mIzVVTKs9HPIGZpCcZ2XVd5uJhFtutrnbtW9P5/RbJwEgi73QBGH/JKl9/x3h2iXhvPrqq6xdu5bKyko2b97MQw89hN/vZ/LkyQC8+eab3HnnnY3nH3fcceh0Op566imKiopYunQpn3zyiZihdhjJKhlZlrFlxlO1o36f59UWNfD9Cz93YGSC0I2JnQbapF36S+rq6njsscdwOp1YLBYKCgp47LHHSElJAaC+vp7KysrG800mE/fddx8vvvgis2bNwmw2c9ZZZ+1zvEc4dBt/2onerEWllrFXucjok9zqeX0n9KDvhB4dHJ0gCEeDdkk4t956634fnzVrVotjeXl5PPzww+3x7YUDEI1ESc6x4m7wkX9MVmeHIwhHBtEj0yZiIcVRwmDRYbYayRucgd4kygYIgtDxxBSko4Ql2QzAxfef0smRCMKRRLRw2kIknKNEUmZsurlaq+rkSAThCCLyTZuILrWjjFqsqxEEoZOIu48gCMLBEpMG2kS0cARBEIQOIVo4giAIB0u0cNpEtHAEQRCEDiESjiAIgtAhRJeaIAjCQRJ7P7aNaOEIgiAIHUK0cARBEA6WaOG0iWjhCIIgCB1CtHAEQRAOmmjhtIVIOIIgCAdL5Js2EV1qgiAIQocQLRxBEISDJSYNtIlo4QiCIAgdQrRwBEEQDpZo4bSJaOEIgiAIHUIkHEEQBKFDSD6fT+nsINpLdXV1Z4cgCEInSklJ6ZDvc7jvNR31PjqaaOEIgiAIHeKIauF0VbNmzeLJJ5/s7DAOmoi/c4n4hSOFaOEIgiAIHUIkHEEQBKFDiIQjCIIgdAiRcARBEIQOIRKOIAiC0CFEwhEEQRA6hEg4giAIQocQCUcQBEHoEKrZs2fP6ewgjga9evXq7BAOiYi/c4n4hSOB2GlAEARB6BCiS00QBEHoECLhCIIgCB1CJBxBEAShQ4iEIwiCIHQIdWcH0B2tW7eOzz//nG3btlFfX88NN9zAlClTGh9funQp8+bNY/v27TidTh588EEGDRrU7DUaGhp47bXXWLVqFT6fj/T0dM455xwmTZrUqfGHw2Heeecdfv/9dyoqKjAajQwaNIhLL720WVGoUCjEa6+9xsKFCwkGgwwZMoRrrrmGpKSkLh+/y+XivffeY+XKldTU1GCxWBg5ciSXXHIJFouly8e/J0VRmDNnDitWrODvf/8748eP7zbxb9myhbfffptNmzYhSRK5ubnMnj2b+Pj4w/4ehM4hWjgHwe/3k5uby1VXXYVWq2318X79+nH55Zfv8zWeeOIJSktLmT17Nv/617844YQTeOKJJ1i3bt3hDL0xvn3FHwgE2L59O+effz5PPfUUs2fPpra2ljlz5hCJRBrPe/nll1m6dCm33HILDz/8MF6vl3vvvbfZOV01/vr6eurq6pg5cybPPvssN910E+vWrePRRx897LG3R/x7+vzzz5Hljv0zbo/4N2/ezN13383AgQN57LHHePLJJznrrLNQq8Vn4COZSDgHYcSIEcyYMYPx48e3+sd+wgknMH36dIYPH77P19i0aROnnXYaBQUFpKWlcdZZZ5GUlMSWLVsOZ+jA/uM3mUzcd999TJw4kaysLPr06cN1111HSUkJJSUlAHg8HubPn8/MmTMZNmwYvXr14qabbqKwsJDVq1d3+fhzc3O54447GD16NBkZGQwaNIjLLruM1atX4/V6u3z8u23dupW5c+dyww03HPaY99Qe8b/yyiuceuqpXHDBBeTm5pKZmcm4ceMwmUwd+l6EjiUSTifp378/ixcvxul0Eo1G+eWXX3A4HAwdOrSzQ2th903YbDYDsG3bNsLhMMOGDWs8Jzk5maysLDZu3NgpMe7P3vHv6xyNRoNOp+uosA5Ya/F7vV4effRRrrvuOhISEjortAOyd/x2u51NmzZhs9m49dZb+dOf/sRtt93WIR9WhM4l2q+d5LbbbuORRx7h4osvRqVSodFouOWWW8jPz+/s0JrZPVYzatSoxvGZhoYGZFluMd5htVppaGjojDD3qbX49+Z2u3nnnXc46aSTUKlUHRzh/u0r/ueff57hw4czYsSITozuj7UWf2VlJQDvvfceM2fOJD8/n59++om7776bp556ih49enRmyMJhJFo4neTtt9/G6XRy//338+STT3L22Wfz5JNPsnPnzs4OrVEkEuHxxx/H7XYfULeNoihIktQBkR2YA4nf7/dz3333kZiYyMyZMzs4wv3bV/w//PADO3fu7HLx7m1f8StKbHOTqVOncuKJJ9KzZ09mzJhBnz59+O9//9tZ4QodQLRwOkFFRQVff/01zzzzTOOnuR49erB+/Xrmzp3L9ddf38kRxm4Wjz76KIWFhTz00EPNWjNWq5VoNIrT6Ww2o8hutzNgwIDOCLeF/cW/m8/n45577gHg7rvvbnUCSGfZX/yrV6+mpKSE8847r9lzHnnkEQoKCnjkkUc6OtwW/uj3ByA7O7vZc7Kzs6mpqenQOIWOJRJOJwgEAgAtBlxlWW789NeZwuEwjzzyCMXFxTz44IONN4jdevXqhVqtZuXKlY3TuGtrayktLaVfv36dEHFzfxQ/xMYV5syZA8CcOXMwGAwdHOW+/VH8M2bM4Oyzz2527C9/+QszZ85kzJgxHRlqq/4ojXSM9gAAAdJJREFU/tTUVGw2G2VlZc2Ol5WVkZub25GhCh1MJJyD4PP5qKioACAajVJTU8OOHTswm82kpKTgcrmoqanB4/EAUF5ejslkwmq1YrVaycrKIj09nRdeeIHLLruMuLg4fvnlF1atWsXs2bM7Nf7ExEQefvhhtm7dyl133YUkSY3jMkajEZ1Oh8lk4sQTT+T1118nISGBuLg4Xn31VfLy8hgyZEiXj9/r9XL33Xfj9XqZPXs2gUCg8UOA2WxGo9F06fgTExNJTExs8brJycmkpaUd1tjbI35Jkjj77LN57733yMvLIz8/nyVLlrB582auvvrqwx6/0HnEbtEHYe3atdxxxx0tjp9wwgnMmjWL77//nqeffrrF49OnT+eiiy4CYknojTfeYOPGjY0LP6dNm8bkyZM7Nf6LLrqIK664otXn7bnALxgM8vrrr7Nw4UICgUDjws/k5OTDGjscevz7ej7Q6iLd9tYe139vp59+eoct/Gyv+D/99FO+/vprXC4XOTk5zJgxo0vO0hTaj0g4giAIQocQs9QEQRCEDiESjiAIgtAhRMIRBEEQOoRIOIIgCEKHEAlHEARB6BAi4QiCIAgdQiQcQRAEoUOIhCMIgiB0iP8PL/8FUh4zTLoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, gax = plt.subplots(figsize = (10,8))\n",
    "#plot the Philippines!\n",
    "world.query(\"name=='Philippines'\").plot(ax=gax, edgecolor='black',color='white')\n",
    "\n",
    "\n",
    "#plot the muicipalities\n",
    "PHmerge.plot(ax=gax, column=\"d_a\", legend=True,cmap='RdPu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above map displays the distance to airport variable is where I realised there was something wrong with my thesis data. The distance to airport variable is monotinically increasing the further south we go(which, among other things, would possibly violate the exclusion restriction since Duterte is from the south). This is a problem since I know for a fact that there are big airports in the southern most island group; the distance should be much smaller than what this map would imply. It was because I noticed this in the map that I was able to go back to my thesis data and realised that this instrument was constructed as the distance of each municipality to a specific airport, rather than its closest airport."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next part of my final project is attempting to do some machine learning with my thesis data. I attempt to use neural networks and lasso  regressions. I explore the first stage and second stage of my instrumental variable regression analysis. I should note that(with the permission of Professor Schrimpf) I do not change my project data to the thesis data with the properly constructed instrument because doing so would require me to redo all the merge steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import (\n",
    "    linear_model, metrics, neural_network, pipeline, model_selection, preprocessing\n",
    ")\n",
    "\n",
    "from itertools import cycle\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Second stage stage: The effect of fatalities on PDP vote share outcomes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=PHmerge.filter([\"fatalities\",\"population\",\"d_a\",\"d_s\",\"a_earthquake\",\"a_typhoon\",\"p_2015\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fatalities</th>\n",
       "      <th>population</th>\n",
       "      <th>d_a</th>\n",
       "      <th>d_s</th>\n",
       "      <th>a_earthquake</th>\n",
       "      <th>a_typhoon</th>\n",
       "      <th>p_2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.0</td>\n",
       "      <td>48163.0</td>\n",
       "      <td>415.700943</td>\n",
       "      <td>43.021025</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.1027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3573.0</td>\n",
       "      <td>381.774094</td>\n",
       "      <td>78.005108</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>17115.0</td>\n",
       "      <td>402.089528</td>\n",
       "      <td>56.601635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2501.0</td>\n",
       "      <td>388.449210</td>\n",
       "      <td>71.571236</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2088.0</td>\n",
       "      <td>386.312373</td>\n",
       "      <td>76.900636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>0.0</td>\n",
       "      <td>43646.0</td>\n",
       "      <td>711.059982</td>\n",
       "      <td>96.640363</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>0.0</td>\n",
       "      <td>41572.0</td>\n",
       "      <td>712.138555</td>\n",
       "      <td>107.335705</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1649</th>\n",
       "      <td>0.0</td>\n",
       "      <td>29969.0</td>\n",
       "      <td>756.128375</td>\n",
       "      <td>101.567757</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>0.0</td>\n",
       "      <td>49673.0</td>\n",
       "      <td>695.918439</td>\n",
       "      <td>115.040132</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>2.0</td>\n",
       "      <td>42030.0</td>\n",
       "      <td>725.436734</td>\n",
       "      <td>80.421192</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5221</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1613 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      fatalities  population         d_a         d_s  a_earthquake  a_typhoon  \\\n",
       "0            6.0     48163.0  415.700943   43.021025           0.0       15.0   \n",
       "1            0.0      3573.0  381.774094   78.005108           0.0        0.0   \n",
       "2            1.0     17115.0  402.089528   56.601635           0.0        0.0   \n",
       "3            0.0      2501.0  388.449210   71.571236           0.0        0.0   \n",
       "4            0.0      2088.0  386.312373   76.900636           0.0        0.0   \n",
       "...          ...         ...         ...         ...           ...        ...   \n",
       "1647         0.0     43646.0  711.059982   96.640363           0.0        0.0   \n",
       "1648         0.0     41572.0  712.138555  107.335705           0.0        0.0   \n",
       "1649         0.0     29969.0  756.128375  101.567757           0.0        0.0   \n",
       "1650         0.0     49673.0  695.918439  115.040132           0.0        0.0   \n",
       "1651         2.0     42030.0  725.436734   80.421192           0.0        0.0   \n",
       "\n",
       "      p_2015  \n",
       "0     0.1027  \n",
       "1     0.1884  \n",
       "2     0.1583  \n",
       "3     0.2102  \n",
       "4     0.3034  \n",
       "...      ...  \n",
       "1647  0.4545  \n",
       "1648  0.4619  \n",
       "1649  0.5595  \n",
       "1650  0.4591  \n",
       "1651  0.5221  \n",
       "\n",
       "[1613 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=PHmerge[\"PDPpercent\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_and_report_mses(mod, X_train, X_test, y_train, y_test):\n",
    "    mod.fit(X_train, y_train)\n",
    "    return dict(\n",
    "        mse_train=metrics.mean_squared_error(y_train, mod.predict(X_train)),\n",
    "        mse_test=metrics.mean_squared_error(y_test, mod.predict(X_test))\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lasso\n",
    "\n",
    "X_train, X_test, y_train, y_test = model_selection.train_test_split(X, y, test_size=0.25)\n",
    "\n",
    "mod = linear_model.Lasso()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mse_train': 0.05249365952891098, 'mse_test': 0.05445826413891899}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "##Still Lasso\n",
    "\n",
    "fit_and_report_mses(mod, X_train, X_test, y_train, y_test)\n",
    "\n",
    "#training MSE is directly thing that was minimized when fitting the model-> beta at\n",
    "# predictions is xtest * beta hat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I plot the observed PDP vote share and fatality data, and the training and testing data using the Lasso regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X[\"fatalities\"],y, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"fatalities\"],mod.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"fatalities\"], mod.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,2))\n",
    "ax.set_title(\"Observed and Predicted PDP vote share\")\n",
    "ax.set_ylabel(\"PDP vote share\")\n",
    "ax.set_xlabel(\"Fatalities\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mse_train': 0.049667363688345956, 'mse_test': 0.05209266516729703}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##switch to neural network\n",
    "nn_scaled_model = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),  \n",
    "    neural_network.MLPRegressor((30, 20))  \n",
    ")\n",
    "\n",
    "mod2=pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),  # this will do the input scaling\n",
    "    nn_scaled_model)       # put your favorite model here\n",
    "\n",
    "\n",
    "mod2.fit(X,y)\n",
    "dict(mse_train=metrics.mean_squared_error(y_train, mod2.predict(X_train)),\n",
    "     mse_test=metrics.mean_squared_error(y_test, mod2.predict(X_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I plot the same data, this time using the Neural Network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X[\"fatalities\"],y, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"fatalities\"],mod2.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"fatalities\"],mod2.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,2))\n",
    "ax.set_title(\"Observed and Predicted PDP vote share\")\n",
    "ax.set_ylabel(\"PDP vote share\")\n",
    "ax.set_xlabel(\"Fatalities\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It would appear that the neural network does a slightly better job of predicting and fitting the second stage data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First stage: Now I try to show how well my fatalities can be predicted by my IV set up, using the same models as above"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "If I understand it correctly, the MSEs are much higher than in the previous section because the units are larger, i.e. in the previous section the PDPpercent variable goes from 0 to 1 where as fatalities is a count of fatalities which goes from 0 to 428. So the much higher MSEs in the following section have mostly to do with the scaling of the dependent variable. I use the count of fatalities in the main specification in my thesis and that is what I think would be best to present here.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "y2=PHmerge[\"fatalities\"]\n",
    "X2=PHmerge.filter([\"population\",\"d_a\",\"d_s\",\"a_earthquake\",\"a_typhoon\",\"p_2015\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mse_train': 99.86755082232989, 'mse_test': 83.22227565742487}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##Lasso\n",
    "\n",
    "X_train, X_test, y_train, y_test = model_selection.train_test_split(X2,y2, test_size=0.25)\n",
    "\n",
    "\n",
    "\n",
    "fit_and_report_mses(mod, X_train, X_test, y_train, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I plot the observed fatalities along with BOTH my distance instruments(distance to seaports and distance to airports), and the training and testing data using the Lasso regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X2[\"d_a\"],y2, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"d_a\"],mod.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"d_a\"], mod.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,400))\n",
    "ax.set_title(\"Observed and Predicted Fatalities\")\n",
    "ax.set_ylabel(\"Fatalities\")\n",
    "ax.set_xlabel(\"Distance to closest airport(km)\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X2[\"d_s\"],y2, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"d_s\"],mod.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"d_s\"], mod.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,400))\n",
    "ax.set_title(\"Observed and Predicted Fatalities\")\n",
    "ax.set_ylabel(\"Fatalities\")\n",
    "ax.set_xlabel(\"Distance to closest seaport(km)\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mse_train': 94.57821844145109, 'mse_test': 71.55170075782492}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##switch to neural network\n",
    "\n",
    "mod2.fit(X2,y2)\n",
    "dict(mse_train=metrics.mean_squared_error(y_train, mod2.predict(X_train)),\n",
    "     mse_test=metrics.mean_squared_error(y_test, mod2.predict(X_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I make the same plots with my instruments and the fatality data, using the neural networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X2[\"d_a\"],y2, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"d_a\"],mod2.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"d_a\"],mod2.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,400))\n",
    "ax.set_title(\"Observed and Predicted fatalities\")\n",
    "ax.set_ylabel(\"Fatalities\")\n",
    "ax.set_xlabel(\"Distance to closest airport(km)\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YmMidO3cemPbu3bsAejtoyxv5ot2uvfsE+OSTT9i0aRP79+9n7dq1gObL9vTTTzNmzBjpA83JyQHg6NGjemsxWgUFBWW26cujVu/evdmxYwd//fWXFHC0tZvnn39eJ212djYAmzdvLvd8AIWFhYCmHwgeXB6VdezYMWbPno2JiQkdO3akUaNGmJmZYWRkRHR0NBcuXCjzRQbKvfu9txlBS/vZ6MubXC7HxsZGCqyGuL+z/EHK+8xycnIoLS3V6YjXR/t3UNH7qWj7/bTnub9m+zByc3NRq9Xk5OQ88H0UFhZia2tb5X9LFQkPD2fp0qVYW1vj6+uLs7MzpqamyGQyjh8/zrVr1/T+nZXn4sWLTJs2DZVKhY+PjzTQyMjIiKtXrxIZGWnQ+R6V9rckJSXlgeWv1aVLF2bOnMmmTZv466+/2LVrFwDNmjVj6NChZWrP9xMBR482bdpw/vx5zp49S9++fStMGxUVBUDbtm3L7CvvB0m7/d7aj6mpKa+99hqvvfYaaWlpxMbGsn//fo4dO8Y///zDggULMDY2lo6ZOnVqmZFrD1JRjc3T05MmTZpw+vRpMjMzsbOz4++//8bMzIxu3brppNX+cK9ZswYbG5sHXleb/kHlUVmrVq3C2NiYuXPnlhnquWDBgjIPWD4MbTlrR+Hcq7S0VPqyVrfyPjNLS0tKSkoICwur1HnufT/6VPYz0JZFVdyJa/Pk7u7Of/7zH4OuX1V/S+UpLS1lzZo1KBQKfv755zK1mIsXLxp8znXr1qFUKvXedKxfv15qYq8p2rLs3Lkz06dPr/Rxfn5++Pn5UVRURHx8PKdPn2b79u189913ZfqV7yf6cPTo3bs3crmcyMhIrl+/Xm66U6dOcfnyZWxsbPRG9itXrujUYrS0P4j3d7ppOTo60r17d6ZPn46XlxdJSUncvHkTQGrGiImJMfRtPdDzzz9PaWkp+/fv5/z589y5c4cuXbqUaRY0NA/aPoiLFy/qbYYyNECkpKTQpEmTMsFGpVJJTY6PSvvZ6MtbXFzcQzWnVSUvLy8KCgq4du1apdJX9H4MKTdzc3Pc3d3JycnRGcZdHm2f5L21Ry0LCwuaNWtGYmKizsCYilT0PvLz86Xm20eVnZ1NXl4eXl5eZYJNQUGB3qbkit4raP5ubWxs9P4gV8VNkpGRUbnX1sfNzQ0rKyvi4+MfqmZlZmZG+/bteeuttxg9ejRqtfqBQVMEHD0aNWrEa6+9RklJCV999ZXeL3V0dDRz5swBNB3R+p7BycvLk5rHtC5dusThw4extrbG398f0IxC03fHVFxcLDUhaDu6/f39cXFxYefOneV+uNr2ZkM999xzGBkZ8ddff0nNafePvAPNSDtjY2N+//13KRDeq7S0VKcdvUGDBvj6+pKamkp4eLhO2pMnTxrcf+Ps7ExycrLOXbZarSY0NFRvfh6GthkxLCxMpyyLi4tZsWJFlVzjUQwaNAjQ1Oi0zbr3UiqVOjcEbdq0wdXVlbi4OI4cOaKTdseOHZXqv9F68cUXAc1wZn01vXs/F21HcnnN04MGDaKkpIR58+bpPVd+fr5OYPP398fa2ppDhw6VCXhr166Vvi+Pys7ODjMzM+kZI62SkhKWLl2q9/v1oPfasGFDcnJyyvyeaJ/1eVS2trZkZWVRVFRUqfRyuZyBAweSmZnJ4sWLpSbwe2VlZekE8aioKL3ptAOt7h2Qo49oUivH66+/TlFRERs3buTDDz/E19cXd3d3VCoVCQkJXLhwAblczvjx48udZcDb25vdu3cTHx9P27ZtSUtL49ChQwBMmjRJClJpaWl8/PHHuLq60qpVKxo0aEBRURFnzpwhOTmZLl264OrqCmj6daZNm8aMGTP4+uuvad26NS1atMDCwoK7d+9y5coVkpKSmDdvXqVGjdzLwcEBPz8/Tp06RWJiYplnb7Tc3Nz48MMPmTdvHpMmTcLPzw9XV1dUKhV3794lLi6O4uJinWA7YcIEPvroI37//XeioqJo2bIlt27d4ujRo3Tu3JkTJ05UOp8vvfQSixYt4sMPP6RLly4YGxsTFxfHP//8Y/C5ytO2bVtefPFFtm7dyqRJk+jatav0HI6VlRUODg5VNjT6Yfj4+DBq1CiWL1/OO++8w1NPPUWjRo1QKpXcuXOHmJgYnJ2dpYdEZTIZ77//PtOnT+f777/XeQ4nKioKPz+/Sv/o9e3bl4sXL7J3717GjRtHQEAACoWCzMxMYmNjad26tfSwYZs2bbCwsODgwYMYGxvj5OSETCbjueeew9nZmd69e3PlyhW2bt3K22+/jZ+fH87OzuTl5ZGamsqFCxfo2LEjn3/+OaCpFU2aNInvv/+eqVOn0r17dxwdHYmNjeX69et4e3tXSe3fyMiIwMBANmzYwKRJkwgICKC4uJjo6Ghyc3Px8fEpc6Pk6uqKs7MzsbGx/Pjjj7i6umJkZETnzp1p3rw5AwcO5MyZM/z73/+mW7duWFlZcfnyZeLi4ujatWuZGwFD+fr6sn//fr744gvatWuHiYkJzZs3p3PnzuUe89prr3H9+nV2797NqVOn8PHxoUGDBmRlZXHr1i1iY2MZMGCA1Erx+++/c/v2bdq3by/1aV27do2zZ89iY2PzwC4IEXDKIZPJeOutt+jWrRvbtm3jwoULXLhwQRr2OWDAAAYOHFjh5J0NGzZk4sSJLF++nO3bt1NcXIyHh0eZmQacnZ154403pA7vrKwsrK2tcXFx4ZVXXilTy2jWrBnz588nPDycEydOsG/fPtRqNQ4ODjRt2pSXX35ZClCG6t27N6dOnaKkpETn2Zv7PfvsszRv3pzNmzdz7tw5oqKiMDMzQ6FQ4OfnV6aJsXHjxvz4448sX76cc+fOERMTg7u7O9OmTSMrK8ugIPHCCy9gYmJCeHg4+/btw9TUFG9vbz744AOOHj1aJQEHNDVXV1dXtm3bxs6dO7G1tZVmGnj//fer5BqP4pVXXqFt27ZEREQQExPDyZMnsbCwwMHBgR49etCjRw+d9G3btuW7775j5cqVnDlzhjNnzuDp6cmsWbOk15X1wQcf0LFjR3bt2sWxY8coKirC3t4eDw8PnSH0VlZWTJs2jdWrV3Po0CGpttC2bVtpFOE777xDp06d2LFjh/SDbmVlhaOjI/379y9zQ9e1a1e+/PJLQkNDOXz4MCYmJrRr144ffviBDRs2VFlz8/Dhw7Gzs2P37t3s3LkTS0tLfH19GTFiBKtXry6T3sjIiGnTprFs2TJOnTrFwYMHUavVODo60rx5c5566immT59OWFgYhw8fxsjICA8PD7755htu3br1yAHn7bffxsjIiLNnzxIXF4dKpaJXr14VBhy5XM7UqVM5ePAge/fu5fTp0xQUFGBjY4OzszNDhgzR+TyDgoI4fvw4CQkJUsB1dHRk4MCBvPTSSzg5OVWYR1lBQYH6kd6lIAiCIFSC6MMRBEEQasRj06QWFhbGypUrGTBgAOPHjwf+1xG8a9cucnNz8fT0ZPz48TqT5hUXF/P7779z4MABlEolHTp0YMKECQY97SwIgiBUv8eihnPx4kV27dpVZuK9jRs3snnzZsaNGyfNZzVjxgydocZLly7l6NGjfPzxx8yePZv8/HxCQkJqfdiqIAiCoKvWA05eXh4//fQT77//vs7UHmq1mvDwcAYPHkzXrl1p1qwZkydPpqCggAMHDkjH7tmzh1GjRtGxY0datWpFcHAw169f59y5c7X1lgRBEAQ9aj3gLFiwgK5du5ZZw+X27dtkZGTozNhsZmaGt7e39MxKQkICJSUlOmmcnJxwc3OT5vsyVGpqarkTPwqCIAgPr1b7cHbt2kVKSgrBwcFl9mkfJLp/biR7e3vpwbKMjAyMjIzKPG+iUCik4++1c+dOae6f8kydOhUo/+EtQ6jV6odeH72+EGWgIcpBQ5RD/S6DBw2LrrWAk5iYyIoVK6RJGMujbxXGB31Y5aXp16/fAxc40tZuKjNH2IPk5ORUyXnqMlEGGqIcNEQ5PNllUGsB5+LFi2RnZzNp0iRpm0qlIiYmhh07dkiLLGVkZOhEzaysLKnWo1AoUKlUZGdn66zLkZmZibe3dw29E0EQBKEyai3gBAQE4OHhobPt559/pnHjxrz66qu4urqiUCiIioqS1gTRzg81atQoQLMQkrGxMWfPnpWeRr579y6JiYl617UXBEEQak+tBRxra+syC06Zm5tjY2MjPWczcOBAwsLCcHNzw9XVlXXr1mFhYcGzzz4LaKbN6NOnD8uWLcPe3h4bGxt+++033N3dywxCEARBEGrXY/Pgpz6DBw9GqVSyePFi6cHPkJAQnenyx44di1wu5/vvv6eoqIgOHTowefLkB66tLQiCINQsMZfafbSDBgydaVmfJ7lzUEuUgYYoBw1RDvW7DMzNzSvc/1jXcAShPsjPzycrK6vSi4zVZyqV6okvh7paBnK5HDs7uzILMhpCBBxBqEb5+flkZmbi6OiIubl5vX3+orJKS0uf+ObuulgGarUapVIpPQP5sEGn1mcaEIT6LCsrC0dHR0xNTZ/4YCPUXTKZDDMzMxwdHR+pdiYCjiBUo9LS0gcuuysIdYWpqekjTYwsAo4gVDNRsxHqi0f9WxYBRxAEQagRIuAIgmCwmJgYgoKCyM7Oru2sVJlZs2axYMGC2s5GvSYCjiAIglAjRMARBKFOUKlUYiXfOk48hyMIgl7FxcWsWrWKI0eOkJ+fj7u7OyNGjNCZGPfy5cuEhoaSnJyMm5sb77zzDi1btgQ0K/L+9ttvnDt3joKCAhQKBf369SMwMFDav3LlSk6ePIlSqaR58+a8+eab0vF///03v/32G8HBwaxatYqkpCRGjhzJypUrWbp0qc7T+mvWrOHMmTP8+OOPAFy6dInVq1dz5coVrKys6NSpE8OHD5eeHykqKmLp0qUcP34cc3Nz+vfvXyNl+qQTAUcQ6oCIE8nMCY8nJaMQF4U5wQM9CezcuFqvuXLlSo4dO8aECRNo2LAhW7du5ZtvvuE///mPlGbFihWMGjUKBwcH1q9fz6xZs1i4cCFmZmasXbuWf/75h08//RQ7Ozvu3LlDZmYmoHmQcNasWVhaWvLpp59ibW3NgQMHmDlzJvPmzUOhUACaoLdx40bGjRuHra0tdnZ2bN68mWPHjvGvf/1LOtfhw4fp27cvADdu3OCrr77itddeY8KECeTm5rJs2TIWLVrERx99JOX7/PnzfPTRR1Le4+Li6Ny5c7WW6ZNONKkJwmMu4kQyn6+5QHJGIWogOaOQz9dcIOJEcrVds7CwkN27dzN8+HCeeuop3NzcePvtt7G3t2fnzp1SuiFDhuDr60vTpk159913KS4u5vDhw4Bm1dzmzZvj4eGBs7Mz3t7eBAQEAHDhwgWuX7/OlClT8PDwwMXFhddffx1nZ2cOHjwonV+lUjF69Gi8vLxo3LgxVlZWdO3alUOHDklpLl68yN27d+nWrRsA4eHhPPPMMwQGBuLi4oKHhwdvv/02kZGRZGVlUVBQwL59+xgxYoRO3sXw9eonajiC8JibEx5PYbFKZ1thsYo54fHVVsu5ffs2paWltG7dWtoml8vx9PQkMTERHx8fAGmtKgALCwuaNm3KzZs3Aejbty8//fQT165dw8fHh6eeegovLy8Arl69ilKpZMyYMTrXLS4u5tatWzrXdHd310nTvXt3tm/fzp07d3BycuLQoUN4e3vj6OgonfvWrVscPXq0zPu6desWZmZmlJSU6M27UL1EwBGEx1xKRqFB26uCWq2ZRF7fXX9lawIdO3Zk0aJFnD17lujoaGbNmkVAQACTJk1CrVZjZ2dHSEhImePunafL2Ni4zLxjLVu2pHHjxhw+fJjAwECOHz/OiBEjdPL+/PPPM2DAgDLndnBwIDm5+mqGQsVEk5ogPOZcFPqnfC9ve1Vo1KgRxsbGXLx4UdpWWlpKfHw8bm5u0rb4+Hjp34WFhdy8eVNnv62tLc8++yyTJk1iwoQJHDx4kOLiYpo3b05WVhZGRka4uLjo/HfvcvHl6d69O4cOHSIqKorCwkL8/f2lfc2bN+fmzZtlzuvi4oKZmRmNGjVCLpfrzbtQvUTAEYTHXPBAT9Lm5+0AACAASURBVMxNdL+q5iZGBA/0LOeIR2dubs6//vUvVq9ezZkzZ0hMTGTp0qVkZmZKnfMAGzdu5Ny5c9y8eZNFixZhbGws9aWsXbuWEydOkJKSQmJiIpGRkTg7O2NiYoKPjw+tW7fmu+++4+zZs9y+fZtLly6xbt064uLiHpi/Hj16kJiYyNq1a+nUqZNOrWjQoEEkJCSwZMkSrl27RkpKCqdPn+a///0voGk+69WrF6tXr9bJu0qlKu9yQhURTWqC8JjT9tPU9Ci14cOHA7Bo0SLy8vJo3rw506ZNQ6FQSM1Sb7zxBitWrCA5OZkmTZrw6aefSotwmZiYEBoaSmpqKiYmJnh6evLJJ58Amma5zz77jNDQUBYvXkxWVhb29va0bt1aWkK+Ik5OTnh5eREXF8frr7+us69Zs2aEhIQQGhrKF198gUqlwtnZWWcE2siRIykqKuKHH37AzMyMF154gaKioiopN6F8YsXP+4gVP6vWk14GiYmJuLm51ck1UKqDKIe6Xwbav2l9HrTip2hSEwRBEGqECDiCIAhCjRABRxAEQagRIuAIgiAINUIEHEEQBKFGiIAjCIIg1AgRcARBEIQaIQKOIAiCUCNEwBEEQRBqhAg4giDUuvDwcN59913pdVhYGMHBwbWSl+DgYMLCwmrl2lpBQUEcO3as0ulTU1MJCgriypUr1ZirRycCjiAIj53AwEBmzpxZ6fSG/kBXtaq+/pIlS+jUqVOl0zs6OrJkyZIyawc9bsTknYIgVIni4mJMTEyq5FwWFhZVcp7HSWlpKUZGlbvH1y6xXVlyudzgY2qDCDiCIJTxxRdf4OrqirGxsbTkc69evRg+fLj0o/nuu+/Ss2dP7t69S2RkJD4+PkyZMoW0tDRWrFjBuXPnAM2qoKNGjcLFxUU6/5YtW4iIiJDWsmnYsKHO9cPCwjh+/Dhz5syRtu3fv5/w8HBSUlKwsrLC19eXSZMmSU1x2rROTk4sWrQIgFOnThEWFkZiYiL29vZ069aNoKAgKTBmZWWxePFizp07h52dHUFBQQaXVXnX176HwMBANm7cSGpqKsuXLyc2NpbNmzdL6++0atWKt956S2dCzKCgIIKDg+nSpQupqalMnDiRKVOmsHv3bi5duoSTkxOjRo2iQ4cOAFKa2bNn07JlS2JiYvjyyy+ZMWMGa9as4Z9//sHNzY133nmHFi1aSNfZt28fYWFh5OTk0L59ezp27Mivv/7K+vXrDS6HyhABRxDqgPzYy2TtOUhxahomzo7Y9emBZVuPar3moUOH6NmzJ9988w03btxg8eLFKBQKAgMDpTRbt25l8ODBzJ49G4CioiJmzpyJp6cnM2fOxNjYmPDwcEJCQvj5558xNjbm6NGjhIaGMmbMGLy9vTl27BhbtmzB2tq63Lzs2bOHZcuWMXToUPz8/CgsLOTChQsAzJo1i7FjxzJ+/Hj8/PykgBgVFcX8+fMZNWoUbdq04e7duyxZsoSSkhJGjhwJwMKFC7lz5w4zZszAzMyMP/74Q5oxvrLKuz5oAsHhw4cJDg7G2NgYU1NTioqKGDBgAM2aNUOpVLJx40Zmz57N3LlzK6whhoaGMmLECN5++202btzIzz//zKJFiyqsDa5evZrhw4ejUChYtmwZ8+fPZ+7cuchkMi5dusTixYsZNmwYnTt3JjY2ljVr1hj03g0l+nAE4TGXH3uZtNWbKM3KRW5nS2lWLmmrN5Efe7lar6tQKBg9ejSurq4888wzvPTSS2zdulUnTdu2bXnppZekFTWPHDmCWq1m4sSJNGvWDFdXV8aNG0dhYSGnT58GYNu2bfTs2ZM+ffrQuHFjBg8eTKtWrSrMy4YNG+jfvz+BgYG4urrSsmVLXnrpJQBphVBLS0sUCoX0+s8//2TgwIE899xzNGrUiHbt2jF8+HB2796NWq0mOTmZs2fP8s477+Dl5UXz5s2ZNGkSSqXSoHIq7/oAJSUlvPfee7Ro0YKmTZsil8vx9/cnICAAFxcXmjVrxrvvvktqaioJCQkVXufFF1+kU6dOuLi4MHToUHJzc7l+/XqFx7z++uu0a9cOV1dXhgwZQlJSEunp6QDs2LEDHx8fBg0aROPGjendu7fOmkHVQdRwBOExl7XnIDIzM4wsNGuNyCzMUf3/9uqs5Xh4eCCTyaTXnp6erF27lvz8fGmFzZYtW+occ/XqVVJTUxkxYoTOdqVSye3btwFISkri+eef19nv6enJrVu39OYjKyuL9PR02rdvb1D+r169SkJCAps3b5a2qdVqlEolmZmZJCUlIZPJdIKdk5MTDg4OBl2nIg4ODtjb2+tsu3XrFuvXrychIYHs7GxUKhVqtZq7d+9WeK6mTZvqnBcgOzu7wmOaNWsm/Vvbx5OVlYWjoyNJSUk89dRTOuk9PDz466+/HvzGHpIIOILwmCtOTUNup7sgoMzcjOLUtFrK0f+YmZnpvFapVLi7u/Phhx+WSVtRk1lF1OqHWyNSpVIRFBREQEBAmX22trYPfV5D6FuQ7IcffsDBwYFx48bh4OCAXC5n8uTJlJSUVHguY+P//VxrbwQetCz2vQu9aY/Rvm+1Wq1zQ1ETRJOaIDzmTJwdURfqLn+sLizCxNmxWq97+fJlnR/l+Ph4FAqFVLvRp0WLFty6dQtbW1upmU37n3blV1dXV+Lj43WOu//1vezt7XFwcCA6OrrcNHK5vMyPb4sWLUhKSiqTDxcXF+RyOa6urqjVap1nV+7cuSM1ORlC3/X1ycnJISkpiVdeeQUfHx/c3NwoKCigtLTU4Gs+Kjc3tzLNeA9q1ntUIuAIwmPOrk8P1EVFqAoKUavVmv8XFWHXp0e1XjcjI4Nly5aRlJTEsWPHCA8P58UXX6zwmO7du2NnZ8d3331HTEwMt2/fJjY2luXLl5OSkgJA//79OXDgAHv37iUlJYVNmzY98IfulVdeYfv27WzdupXk5GSuXbtGRESEtN/Z2Zno6GgyMjLIzc0FYMiQIRw+fJi1a9fyzz//SO9j5cqVgCbw+fr68t///pdLly5x7do1Fi5ciKmpqcFlpe/6+lhZWWFjYyO995iYGJYsWVIrS06/8MILnDt3ji1btpCSksJff/3FiRMnqvWaoklNEB5zlm094I2X7xul1r/aR6l1794dlUrFZ599hkwmo1evXgwYMKDCY8zMzAgJCWH16tXMmTOH/Px8FAoF7dq1w8rKCoCuXbuSmppKaGgoRUVFdOrUiRdffJH9+/eXe96+fftibGxMREQEq1atwtraGj8/P2n/yJEjWb58ORMmTMDBwYFFixbh6+vL1KlT2bBhAxEREcjlclxcXOjZs6d03MSJE1m8eDEzZ87E1taWoKCgMv0iCxYsIDY2VhpqrY++6+tjZGTEBx98wPLly5kyZQqNGjVi5MiR/PjjjxWWa3Vo3bo148ePJywsjHXr1kkDCEJDQ6vtmrKCgoLqb8isQ7RDIm1tbR+Q8sFycnKkZoQn1ZNeBomJibi5uVFaWlord7EP64svvqBJkyaMHTu2Ss9b18oBYMaMGbi6uvLOO+9Uyfke5zL4448/OH/+vM7zT/fT/k3ro6/P6l6iSU0QBKEceXl5JCcnM2zYsNrOSrXYsmUL165dIyUlhd27d7N792569epVbdcTTWqCIAjlsLKy4tdff63tbFSbK1euEBERQX5+Ps7Ozrzxxhv079+/2q4nmtTuI5rUqtaTXgZ1tUmtuohyqPtlIJrUBEEQhMderTWpbdu2jZ07d0pPHzdt2pTXXnuNp59+GtA8lBQaGsquXbvIzc3F09OT8ePH6zw5W1xczO+//86BAwdQKpV06NCBCRMm0KBBg1p5T4IgCEL5aq2G4+joyJtvvsnPP//M3Llz8fHx4ZtvvuHatWsAbNy4kc2bNzNu3DjmzJmDnZ0dM2bMID8/XzrH0qVLOXr0KB9//DGzZ88mPz+fkJCQWnmIShAEQahYrQWcgIAAOnXqROPGjXF1dWXkyJFYWFhw8eJF1Go14eHhDB48mK5du9KsWTMmT55MQUEBBw4cADSjR/bs2cOoUaPo2LEjrVq1Ijg4mOvXr0vToguCIAiPj8eiD6e0tJSDBw9SWFhImzZtuH37NhkZGXTs2FFKY2Zmhre3NxcvXgQ0UzCUlJTopHFycsLNzY24uLgafw+CIAhCxWp1WPT169f5+OOPUSqVWFhY8Nlnn+Hu7i4FjPtnWbW3tyctTTNhYUZGBkZGRmVGkykUCjIyMvReb+fOnezatavCPE2dOhXQjK56VGq1ukrOU5c96WWgUqmkJl7R1KshyqFul4FKpSr3O/2gUWq1GnBcXV2ZN28eeXl5HD16lLlz5zJr1ixp//0zmVZmdtOK0vTr149+/fpVeLx2WHRVDOV90ocEgyiDrKws5HJ5nR8KW1XKK4fw8HB27twpTQmjb8XPmhIcHExAQACvvvpqtZy/rv8tGBkZPfR3ulab1ExMTGjcuDEeHh68+eabtGjRgi1btkjrNtxfU8nKypJqPQqFApVKVWbeo8zMzDI1I0EQ6pbAwEBmzpxZ6fRBQUEcO3asGnNU89cPCwsjODi4Ss9Z2x6LPhwttVpNcXExDRs2RKFQEBUVJe1TKpXExMTg5eUFaNYBNzY25uzZs1Kau3fvkpiYSJs2bWo874LwpCsuLq6yc1lYWDzRNeP6qtaa1P744w+efvppGjRoII0+i46OZsaMGchkMgYOHEhYWBhubm64urqybt06LCwsePbZZwHNlBN9+vRh2bJl2NvbY2Njw2+//Ya7uzsdOnSorbclCPXCF198gaurK8bGxhw8eBCAXr16MXz4cIyMNPep7777Lj179uTu3btERkbi4+PDlClTSEtLY8WKFdJoUU9PT0aNGoWLi4t0/i1bthAREUFhYSH+/v40bNhQ5/r6mtT2799PeHg4KSkpWFlZ4evry6RJk3j33XcBpLROTk5S09ypU6cICwsjMTERe3t7unXrRlBQECYmJoCm1WTx4sWcO3cOOzs7goKCDC4rQ68/ePBgqUktMjKSsLAwUlJSMDU1pWnTpgQHB3P27FnWr18PIOXp3Xff5bnnnjM4f4+TWgs4GRkZ/PTTT2RkZGBlZYW7uztffvmlNOX44MGDUSqVLF68WHrwMyQkRGfxp7FjxyKXy/n+++8pKiqiQ4cOTJ48uU63jwqCPvK8KEwzNmNUnIzKpDFKxSBKrXyr9ZqHDh2iZ8+efPPNN9y4cYPFixejUCgIDAyU0mzdupXBgwcze/ZsAIqKipg5cyaenp7MnDkTY2NjwsPDCQkJ4eeff8bY2JijR48SGhrKmDFj8Pb25tixY2zZsqXCFUH37NnDsmXLGDp0KH5+fhQWFnLhwgUAZs2axdixYxk/fjx+fn5SQIyKimL+/PmMGjWKNm3acPfuXZYsWUJJSQkjR44EYOHChdy5c4cZM2ZgZmbGH3/8IfXjVpah11cqlbz11ltkZGQwd+5c3njjDfz9/SksLOTy5csAPPPMM9y8eZPTp0/z5ZdfAlS48F1dUWsBZ/LkyRXul8lkDBs2rMJZWk1NTXnnnXeqbNrwx1F+7OX71kHpUe3roAiPF3leFOapv6CWmaOWOyIrycA89RcKnSdUa9BRKBSMHj0amUyGq6srKSkpbN26VSfgtG3blpdeekl6vW/fPtRqNRMnTpQG74wbN46xY8dy+vRp/P392bZtGz179qRPnz6A5uYyJiaGW7dulZuXDRs20L9/f51rt2zZEgA7OztA84Os7f8F+PPPPxk4cKBUK2jUqBHDhw9n/vz5jBgxgpSUFM6ePctXX30lNdVPmjSJiRMnGlROD3P9N998k4yMDEpLSwkICMDJyQnQzLiiZW5ujlwu1zlnXSdmi36M5cdeJm31JmRmZsjtbCnNyiVt9SZ442URdJ4gphmbUcvMQa5ZwAy5FepSzfaCagw4Hh4eOiM+PT09Wbt2Lfn5+dLdtvZHX+vq1aukpqYyYsQIne1KpVKaxiopKYnnn39eZ7+np2e5AScrK4v09HTat29vUP6vXr1KQkICmzdvlrap1WqUSiWZmZkkJSUhk8lo1aqVtN/JyQkHBweDrvOw12/WrBnt27cnODiYDh060L59ewICAqQAVh+JgPMYy9pzEJmZGUYWmrHtMgtzVP+/XQScJ4dRcTJqueN9Gy0xKk6pnQzdw8zMTOe1SqXC3d2dDz/8sEzaiprMKqJWP9yE9iqViqCgIAICAsrss7W1fejzPur1VSoVtra2yOVypk+fTnx8POfPn2ffvn2sWbOGmTNn4u7uXq15qy0i4DzGilPTkNvpPtgqMzejODWtlnIk1AaVSWNkJRn/q+EAqPJRmbiUf1AVuHz5ss5zbfHx8SgUigr7Elq0aMGRI0ewtbWVlpS+V2lpKa6ursTHx+ss9BUfH1/uOe3t7XFwcCA6OrrcAUFyuRyVSlUmL0lJSTqDFe7l6uqKWq3mypUrtG7dGoA7d+6Qnp5ebl7KY8j1730ORyaT0bp1a1q3bs2QIUOYPHkyR48exd3dHWNj4zLnrOseq2HRgi4TZ0fUhUU629SFRZg4O5ZzhFAfKRWDkKkLoTQP1GoozUOmLkSpGFSt183IyGDZsmUkJSVx7NgxwsPDefHFFys8pnv37tjZ2fHdd98RExPD7du3iY2NZfny5aSkaGpk/fv358CBA+zdu5eUlBQ2bdpEQkJChed95ZVX2L59O1u3biU5OZlr164REREh7Xd2diY6OpqMjAxyc3MBGDJkCIcPH2bt2rX8888/0vtYuXIloAk4vr6+/Pe//+XSpUtcu3aNhQsXYmpqanBZGXL91atXA5ogu3HjRhISErhz5w6nTp0iLS1NWmvGycmJO3fucPXqVbKzs6t02HltETWcx5hdnx6krd6ECk3NRl1YhLqoCLs+1bcin/D4KbXypdB5wv+PUktBZeJCUQ2MUuvevTsqlYrPPvsMmUxGr169GDBgQIXHmJmZERISwurVq5kzZw75+fkoFAratWsn1Xi6du1KamoqoaGhFBUV0alTJ1588UX2799f7nn79u2LsbExERERrFq1Cmtra2lEK8DIkSNZvnw5EyZMwMHBgUWLFuHr68vUqVPZsGEDERERyOVyXFxc6Nmzp3TcxIkTWbx4MTNnzsTW1pagoKAyD5MvWLCA2NhYaaizPoZcv0ePHoBmkMHFixfZsWMHeXl5ODo6MmTIEGl/QEAAkZGRhISEkJeXVy+GRYsVP+/zuK34WddHqT3pU9vU1RU/v/jiC5o0acLYsWOr9Lx1rRwAZsyYgaura5WNhq2LZXCvR1nxU9RwHnOWbT3qVIARhPokLy+P5ORkPv7449rOSr0gAo4gCEI5rKys+PXXX2s7G/WGCDiCIJRhyMSZglBZYpSaIAiCUCNEwBGEalbdDxgKQk151L9lEXAEoRrJ5XKUSmVtZ0MQqoRSqXykEXYi4AhCNbKzsyMtLQ2lUilqOkKdpVarKSoqIi0t7ZHmejN40EBsbCzXrl3TeQDs0KFDhIaGkpeXR48ePRg1apQ0RbcgPMm008CkpYnpiEAzj9iT/ttQV8tALpdjb2//SMskGBxwQkNDsbKykgJOUlISc+bMwdnZmaZNmxIeHo6TkxMDBw586EwJQn1iaWlJaWnpE/0ArNaT/iAwPNllYHCYvXHjhjTRHcDff/+NqakpP/30E1999RXPPvsse/bsqdJMCoIgCHWfwQEnLy9PJzqfOXMGX19faepxb29vad0LQRAEQdAyOOAoFAoSExMBSE9P58qVK3Ts2FHaX1BQUCfbJwVBEITqZXAfTkBAABEREZSUlHDp0iWMjY3x9/eX9l+/fp2GDRtWaSYFQRCEus/ggDNs2DAyMjLYvXs3lpaWvPfee9Ka2/n5+Rw9epT+/cX0+YIgCIKuKl2eoLS0lLy8PCwsLDAxMamq09aox215grpOlIGGKAcNUQ71uwwetDzBI3e25OXlUVpaCmjGadva2tbZYCMIgiBUn4cKOAkJCXzxxRcMHjyYYcOGceHCBQCysrL4+uuviY6OrtJMCoIgCHWfwQHn0qVL/Pvf/yYxMVFaClXLzs6OnJwcdu3aVWUZFARBEOoHgwPOypUrcXFxYeHChbz11ltl5ofq0KEDly5dqrIMCoIgCPXDQ9Vw+vTpg7m5OTKZrMx+R0dH0tPTqyRzgiAIQv1hcMCRyWQVPtiZmZmJmZnZI2VKEARBqH8MDjgtW7bk1KlTeveVlJRw4MABvLy8HjljgiAIQv1icMAJCgoiKiqKBQsWcOPGDUBTq4mKiuLzzz8nJSWFoKCgKs+oIAiCULc91IOf+/btY8mSJRQUFKBWq6W+HAsLCyZOnEj37t2rPKM1RTz4WbVEGWiIctAQ5VC/y+BBD34aPLUNQK9evejSpQtnzpwhOTkZlUqFi4sLnTp1eqTFeQRBEIT666ECDmhqM127dq3KvAiCIAj1mFhHQBAEQagRD6zhDBo0CJlMxvr16zE2NpZeP8imTZuqJIOCIAhC/fDAgDN48GCdZ2+0rwVBEATBEFW6PEF9IEapVS1RBhqiHDREOdTvMqjy5QnCwsL4559/yt1/8+ZNwsLCDD2tIAiCUM8ZHHBWrVrF1atXy91//fp1Vq9e/UiZEgRBEOqfKh+llp+fj1wur+rTCoIgCHVcpZ7DuXHjBteuXZNeX7x4UW+6vLw8tm3bhqura9XkThAEQag3KhVwjh49SmhoKKCZLXr79u1s375db1pzc3OmTJlSdTkUBEEQ6oVKBZzevXvToUMH1Go1U6dO5bXXXqNjx446aWQyGebm5ri6umJqalotmRUEQRDqrkoFHCcnJ5ycnAD46quvaNq0KQqFolozJgiCINQvBs+l1qFDhyq58Pr16zl69ChJSUmYmJjQunVr3nzzTZo1ayalUavVhIaGsmvXLnJzc/H09GT8+PE6aYqLi/n99985cOAASqWSDh06MGHCBBo0aFAl+RQEQRCqxgMf/FywYAEA7777LkZGRtLrB5k0aVKF+2fMmEGPHj3w8PBArVazevVqLl68yKJFi6SHojZs2EBYWBgffPABbm5uhIaGEhcXxy+//CLNSr1o0SIiIyP58MMPsbGx4bfffiMvL4+5c+c+1Gg58eBn1RJloCHKQUOUQ/0ug0denuDUqVPIZDJUKhVGRkbS60cVEhKi8zo4OJjXX3+duLg4OnfujFqtJjw8nMGDB0uzUk+ePJkRI0Zw4MABXnjhBfLy8tizZw8ffPCB1KcUHBzMmDFjOHfuHH5+fo+cT0EQBKFqPDDg/PHHHxW+rioFBQWoVCqsrKwAuH37NhkZGTqDE8zMzPD29ubixYu88MILJCQkUFJSopPGyckJNzc34uLiRMARBEF4jDw2yxMsWbKEFi1a4OXlBUBGRgYA9vb2Ouns7e2lfRkZGRgZGZVp/lIoFFIaQRAE4fHw0AuwVaVff/2VuLg4vvvuuzL9Lvc33927pHV5ykuzc+dOdu3aVeGxU6dOBTTtrI9KrVZXyXnqMlEGGqIcNEQ51O8yeOQ+nHHjxhncZyOTyVi8eHGl0i5dupRDhw7xzTff0KhRI2m7dth1RkaGNCQbICsrS6r1KBQKVCoV2dnZ2NnZSWkyMzPx9vYuc61+/frRr1+/CvOjHTRQFZ169blzsLJEGWiIctAQ5fBkl8EDA07r1q2r7eJLlizh0KFDfPvttzRp0kRnX8OGDVEoFERFReHp6QmAUqkkJiaGUaNGAdCqVSuMjY05e/YsPXv2BODu3bskJibSpk2basu3IAiCYLgHBpzqmqbml19+4e+//2batGlYW1tLfS7m5uZYWFggk8kYOHAgYWFhuLm54erqyrp167CwsODZZ58FwMrKij59+rBs2TLs7e2lYdHu7u5V9ryQIAiCUDVqbQG2wMBAvduHDh3KsGHDgP89+Llz507pwc8JEyboPPipVCpZtmwZBw4coKioSHrw895mOEOI53CqligDDVEOGqIc6ncZPKgP56EDTmlpKcnJyeTl5aFWlz1FXW3SEgGnaoky0BDloCHKoX6XwSMPGtBnzZo1hIeHU1BQUG6aLVu2PMypBUEQhHrK4IDz559/snbtWnr16kX79u2ZN28eI0aMwMrKim3btmFiYsLIkSOrI6+CIAhCHWbwg5+7d+/G39+fDz/8kKeffhoAT09P+vfvz9y5cyktLeXSpUtVnlFBEAShbjM44KSmpkpTxhgZaQ4vLi4GwNTUlOeee469e/dWYRYFQRCE+sDggGNlZUVRUREAlpaWyOVy0tLSpP1mZmZkZWVVXQ4FQRCEesHggNO0aVOuXr2qOdjICE9PT7Zv305GRgZpaWns3LkTV1fXKs+oIAiCULcZHHCeffZZbty4gVKpBGDEiBEkJiby1ltvMXr0aBITExkxYkSVZ1QQBEGo26rkwc/k5GQiIyMxMjLCz8+vzDQ1dYl4DqdqiTLQEOWgIcqhfpdBlT+Hk5aWho2NDaamptK2xo0b8/LLLwOaAQRpaWk4OjoaempBEAShHjO4SW306NEcPXq03P3Hjx9n9OjRj5QpQRAEof4xOODom8bmXqWlpQ+dGUEQBKH+eqgVP8tbH6ewsJCzZ8/qrE0jCIIgCFDJPpy1a9eybt06QBNs5s6dy88//1wmnUqlAmDAgAFVmEVBEAShPqhUwGnRogW9evVCrVazd+9e2rVrp7M6J2gCkZmZGR4eHnTv3r1aMisIgiDUXZUKOJ07d6Zz586AZhTagAED8PLyqtaMCZWXH3uZrD0HKU5Nw8TZEbs+PbBs66GTJuJEMnPC40nJKMRFYU7wQE8COzeupRwLgvAkqrUF2B5Xde05nPzYy6St3oTMzAyZuRnqwiLURUU4vvGyFHQiTiTz+ZoLFBarpOPMTYz4eli7ag869fmZA0OIctAQ5VC/y6Ba1sMBLdcFcAAAIABJREFUyMjI4OrVq+Tl5Ul9N/fq2bPnw55aMEDWnoPIzMwwstB80DILc1T/v10bcOaEx+sEG4DCYhVzwuNFLUcQhBpjcMApKSnhP//5DwcOHJCGSGv/f+/oNRFwakZxahpyO93amMzcjOLU/02ompJRqPfY8rYLgiBUB4MDzpo1a9i/fz+vv/46bdu2Zfr06bz//vsoFAo2b95MTk4OH374YXXkVdDDxNmR0qxcZBb/q8qqC4swcf7fTA8uCnOS9QQXF0XF1V9BEISqZPBzOAcOHKBnz54MHTqU5s2bA+Dk5MRTTz1FSEgIZmZm7N69u8oz+qSJOJHMc5/vx2viTp77fD8RJ5L1prPr0wN1URGqgkLUarXm/0VF2PXpIaUJHuiJuYnuR21uYkTwQM9qfQ+CIAj3MjjgpKen06ZNGwCMjTUVJO3M0TKZjK5du3LkyJEqzOKTR9vJn5xRiBpIzijk8zUX9AYdy7YeOL7xMnI7a0qzspHbWesMGAAI7NyYr4e1o7HCHBnQWGFeIwMGBEEQ7mVwk5qdnR15eXkAWFhYYGpqyu3bt6X9KpWKgoKCqsvhE8jQTn7Lth5lhkHfL7BzY+lY7RDpj5efF0OkBUGoMQYHnObNmxMfHw9oajTe3t6Eh4fTqlUr1Go1ERERuLu7V3U+nyjV2cl//xBpbe0JEEFHEIRqZXCTWt++fSkpKZGa0UaPHk1ubi7//ve/+fTTTykoKGDMmDFVntEnSXmd+VXRyV9R7UkQBKE6GVzDCQgIICAgQHrdrFkzlixZwrlz5zAyMqJt27Zi8s5HFDzQU++DmlXRyS+GSAuCUFsqFXAWLVpEnz598PD4Xz9BTk4OlpaWyOVyrK2t6dq1a7Vl8kmjbdqqjqlotEOkAxr/w2ifMzSzzeRGtj3h1wIefLAgCMIjqFTA2blzJ23btpUCTnZ2NiNGjCAkJIQOHTpUawafVPd28lel4IGehP+9jWkB+8hTmpCaZ4WzZT7f9TqAPM+XUivfKr+mIAgCPMLUNg9aiE14PAV2bkx38wTuppuTW2yMuYkcN2c7bK1LUWdspkAEHEEQqslDBxyh7nK1yaCxvQvcu5CeWo1RcUrtZUoQhHrvoVb8FOo2lUljUOXftzEflYlL7WRIEIQnQqVrOLdv35aev9E++JmYmIiFhYXe9J6eYtqUx5VSMQjz1F9QlwJGlqDKR6YupEgxqLazJghCPVap9XAGDhyoMxM0aPpw7t927/YtW7ZUXS5rUF1bD+dhyfOiMM3YjFFxCioTF5SKQdUyYOBxLoOaJMpBQ5RD/S6DKlkP54MPPqiSzAiPj1IrXzFAQBCEGlWpgPP8889Xdz4EQRCEek4MGhAEQRBqhAg4giAIQo0QAUcQBEGoESLgCIIgCDVCBBxBEAShRoiAIwiCINQIEXAEQRCEGiECjiAIglAjRMARBEEQaoQIOIIgCEKNqNX1cC5cuMCmTZtISEggPT2dDz74gP9j78zjo6rP/f8+58yZLZN9TyALEJYAyi4gghsiUhDFBZd6bSutuNzfxVZvbdV6ta71arW1cl2qUgwVFRFERZCCWEEiiuyGPZCQPZPMvpxzfn9MMmQgoCgkEL7v14sXyZmzPPPM5HzO9/k+3+e5+OKLo68bhsG8efNYunQpbreb3r17c+utt5Kfnx/dJxQK8fe//51Vq1YRDAY5++yzmTlzJmlpaZ3xlgQCgUBwFDp1hOP3+8nPz+eXv/wlZrP5iNffeecdFi5cyC9/+UuefvppEhMTeeCBB/B6D/Vyeemll/j888+5++67efzxx/F6vTz00ENomtaRb0UgEAgE30GnCs6wYcO46aabOPfcc5HlWFMMw2DRokVMmzaNc889l/z8fGbNmoXP52PVqlVApC/PsmXL+NnPfsbgwYPp1asXd911F3v37uWbb77pjLckEAgEgqNwys7hVFdX09jYyODBg6PbLBYL/fv3Z/v27QDs3LmTcDgcs096ejrdunVj27ZtHW6zQCAQCI5Op87hHIvGxkYAkpKSYrYnJSVRX18f3UeW5SOapSUnJ0ePb8tHH33E0qVLj3nde++9F4g0SfqxGIZxQs5zOiN8EEH4IYLwQ9f2wQlpwNaZfN9Oo99nn0svvZRLL730mMe2dvw8ER35jqez3+J1lTy9qIyDjX6yk63cNaU3k0fk/GgbOpuu3N3weBB+iCD8cGb74JQNqSUnJwMcMVJpamqKjnqSk5PRdZ3m5uaYfZxO5xEjo1OZxesqua9kM5WNfgygstHPfSWbWbyusrNNEwgEghPGKSs4mZmZJCcns2HDhui2YDDIli1b6Nu3LwC9evXCZDLx9ddfR/epq6vjwIED9OvXr8Nt/qE8vagMf0iP2eYP6Ty9qKyTLBIIBIITT6eG1Hw+HwcPHgRA13Vqa2vZvXs3DoeDjIwMpkyZwvz58+nWrRu5ubm8+eab2Gw2xo0bB0BcXBzjx4/n1VdfJSkpifj4eF555RUKCgo4++yzO/OtHRcHG/3HtV0gEAhORzpVcHbu3Mnvfve76O8lJSWUlJRw4YUXMmvWLKZNm0YwGGT27NnRhZ8PPfQQdrs9eswtt9yCoig8+eSTBAIBzj77bGbNmoWiKJ3xln4Q2clWKtsRl+zkY0/ACQQCwemE5PP5jM424lSiNWng8My3H8L3nRxsncNpG1azqjJ/vH7AaZ84cCZPkLZF+CGC8EPX9sFpn6V2JjB5RA62A/uo+3AViX4XTdZ4cgf2pdeaDyl/rx41I5XE8WOxFxd1tqkCgUDwgxGCcwrg3bqDPutX07e7DcmaRLi+kfDaTwlmpWNKSUZrclP/xrtwwxUnRHS8W3fQtOxTQjXfT8y6asq2QCDoWE7ZLLUziaZlnyJZLMg2K5IkobncGEDoYA3+b3cRrKpBD2s0Lfv0R1/Lu3UH9W+8i9bkRklMiIqZd+uOdvcXKdsCgeBEIQTnFCBUU49ktUR/170+CIchrIHJhBEKE65rwL+v4kdf63Bxk21WJIvlqGImUrYFAsGJQgjOKYCakYrhDxzaYBhgAIqCJElIrRl3geCPvtbh4gYgWS2Eaurb3V+kbAsEghOFEJxTgMTxYzECAXSfH8MwAAkMA8mkAAZoGhgGsuXIFg7HyxHiBtTVNvN5jU7f2z/igvtWxoTLjpaanZ1sZfG6Si64b2W7xwkitPqopikgfCQ44xGCcwpgLy4i9YYrUBIdaE3NKA47poxUZKsFIxRGUk2YMlIx5+f+6GsdLm61NU0crG5mvtS93Tmau6b0xqrGfk2sqsy4Aelibuc7aDv/BcJHAoEQnFMEe3ER2f/vF6TdcAVqZjqasxkjrKHmZKJmZSArConjx56Q67QVt21OnRet/diipkb3aZ2jac1O84d0lJZvSk6ylT9eP4BVm2vF3M53IOa/BIJYRFr0KURrBplksaDm5RCuriO0vxJzjzxSD0uJVjwbMDcuRA5Voqs5BJOnosUN+l7XsRcXRc91ye0f0d7K39an8dYbpqZHRjatKdF3v76x3XOLuZ1DiPkvgSAWMcLpZNrOgyx65h0agiDbrJji47H2KsTSIx9TYvwRYmOteQEp3IihpCKFG7HWvIDi2XCMK7XP0eZoFJljPp0fa25HEEH4SCCIRQhOJ3L4GpdEv4ttNQHqDjbg31OOb/tOggdrjkiHNjcuxJCsaF4I7N2Pb8dBgpVOlH3/OG4bxg1Ib3e7pre7Ofp0frS5nbum9D5uG7oqwkcCQSwipNaJtI3x9w/Vk6QH6K65MFWBYTODScUIBjFCIbxbd0RHOXKokrDPSrCiCkmWkUwqmj+M0rAzZr/vw6rNte1uV+T2Raf16by10oCoQHB02voIIvNfwkeCMxkhOB1M2zIxBjAyp5xZA9YwML4WX6OZ5tJEPOUODF8AVA3ZZEJJS6Zp2adRIdHVHPTKbUiyDC1rdGSLQcjroGn9p8clOEebT2idszm8oGjbp/PJI3LEzfM7aPWRy+XiX388v7PNEQg6FRFS60AOD6GNzCnnf8asoKfVid9tIs4eJG98FXF57sgBoTBySiKmlOSYhZnB5Klg+JHNOmAgm0LISpjdWwvZ8vXedtfFKJ4N2A48SNyeX2I78GB0vudo8wmt2Wg5yVakNr8LgREIBD8UMcLpQA5Pk/35WV/hCaqkBYKohk44qCBhkDmikT2ViaDp6B4fRnwANeNQ2rIWN4j63SNIytqKOd5HyOugbHMem75SaJDMMetiAKb2r8Fa8wKGZI1JMvBnzOSuKb3bbY3QGvoRAiMQCE4UQnA6kMPDV/kJTmo8cQQkP1ZDwwDCQQVLYgAtrCNJIPn8GIEAieMviwnHjbX05k4dklMcSFYL27ZXYTZCLLYeCnm1ZpWdZ/2QuoYA9V4Nq+qnR1YcmfFWzI0LmTziQUDMxQgEgpOPEJwOZKzFxaj6MrJ0L1WyHafTRpw9SKMcR3IohK4bSGYdn9MSqRZtSMiqmewbruDz7XU0Ln6Le8IeqmQ7i0MFPKoUcrfWSFpTMzWaymJbUcwCToiMdJqd5TR4I11S/SGN7RUuyHWQ5Yi09xYjGYFA0BGIOZwOwrt1B3fqZaQYQRokC4lGkPAXcaSrPrrl2qiQ7chmDdWss7c0g32yg/2Kgz87hkROsOgDHFogeuwM31YCmsGvtf7kPXIPc7qfe4TYQCTbbE9TInHqocKfum5QXd+IrmZ31NsXCAQCITgdRdOyT0lOcVCYZqWP3kzPcDNyuYW6f+fz9X7QHDobg+l89K9+7KpIp1KJ4yVbMZ8G4mla9ikuXcYnmUCS8EkmfJKJyYG937kuRtPh7xuHEGcO4VADSBg41AAmyc9tCwq+V+FN79YdHHz2Fcp//yQHn33lqL1zBAKB4FiIkFoHEaqpB1kmrqmBOJsCskooGCa8Jcif9o2JHZ0kHPoxJ9lKqKYeXVWJDwbI1H1YDI0AMimy+p3rYp5eVMbayjz+8NmF/Pysr8hPcLKvOYk/rRvCmsosIDbB4PDQWttyO20btp2o7qMCgeDMQQhOB6FmpOLbsgNkOdrfxh/SCKMwObC33XAYREYu6ppd9HZVoPvdaEiEJBmLoWM2Avx+yKHeNkebi7mvZDNrK/NYW5l3VPtaEwwOP75twzYAyWZFb9kuBEcgEBwPIqTWQSSOH4sRDEaaq7X2uNENKmU7Wbq33WOS7CYmj8ghcfxY7F43FlXGQEIxdGQJTCnJ9N+/9ZjXnTwiJ2Y9TZL96M8Y7S0CPd6GbQKBQHA0xAing7AXF2HpkY9/334MdyDSY01WsKBRKTsYmVMeE/L6+8YhfHEwjz63f0ROspWnUDHCOqqhEZIVyEglJSv5e9342458LrhvJU5vuN392lsEqmakojW5kWyHXjP8seuCWmmvgjX0/J4eEggEXR0xwulA7MPPQtJ0JIsZyW7DZpLorns4K6eCv49axBBzNV63SprVw/+MWcE52eVAZI5lY8hOuRzHZjWFb5VEtjZo7C1vOGqnzqNxrNL47RWVPLxhmx5dFxTbm+doFawxQsfpJYFA0FURgtOBeEs3gqKgBYKEXF4CQQ0d6D/sIL6gCT0gk6d5kIISnqDKz8/6KnrsYksBNiOMzQiDYWDWQzQ3eY7aqfNotI5iRuaU8+KlC1l6zWu8eOlCRuaUt7v/Ed1IEx1H9OaBQxWsUeJAkkCJw5CsSLro/SIQCCKIkFoH4d26g8DufYQkGbdhQpYM7EaYABL2pAB+j4pshNGBXM3Dt6Ek8hOc0eO3qKm8RDGTA3ujC0fnWnu326nzWIs475rSm3eWvc+DY1bgCarUeOKiI6q/rDUzecTNRxzTtmFbW9pWPvjkujISEjPJTGqzg2wHtB/gre+Pd+sOmpZ9SqimHjUjNTLfJZIZBIJTEiE4HUTTsk+RzGZ8niAGEhoSEgY2DEJOFYs9TChoQgIcRog8pRmpXubPzasjlQUsBe2et3+oPkaEtviSOfjsLkI19cgWCwYGRiAYvRlPHlFEQnWkhps7FEkGaP3/8sK1wM0x5z9aZ9HWQqStNdh2NiaQ7q9jR6WNkKZjVRX6ZMmQoJwkj4qUbYHgdEO57777HuxsI04lPB4PABaL5Tv2/G6CwWD0PI2LlyPHxxFoaAYMFHTMGEhAwKOQ1NuFjIGugWw2SFSDbPg8n4PN8TgIMy5wgHPCNdiNEMlGgALNxfjgfi4MVpCsB2iSzCQbAcaFq1FkCUk1EdxXgeZ0oSTGQ0jD+/Vm1OwM7Cyl3mcFpKitFk3jrLh6Kl7ej3fzdpSEeKz2/S3zMGFQEpE0F96aT7n7n07++omHsH6oOXWt184lhbvQdZ2QrmBV/ISCXpSMydht9h/ty/aoK1mIEdaRbVYkKfKeMSBYcZD4kUNOyjWPF+/WHdSVLETpmU/jq/NREuJR09tPgT8TaPs3cabSlX1gMh17DCPmcDoINSMVWVU5aI7HQCKuTajJVe5g77JsQl4TFkeYoNfE7mXZ7D2QBpJE2KSSbtJJ0QNk6X5s6JjRkQEFAxWdPN1Dmh4gbEh465vQ6hqRTCYwKYSqaglW1RCsrKb6+ddJUFOJtxyazM/UvPSVG1EaZcINTQQra6h/412Uff+g3i2zZoeff22u5bNvfZRVhZlSuBaIjK5+617Pn5tXc35ZLa+uHEqdP46MOA91/jge+OwCXCdxCudUT9luHYFpTW6QpegITFRqEJypiJBaB5E4fiz1b7xLvz4usnvviczbOM3UlKbgLnfgLY+jrNyBhoSBhA8F1Mixug6qZGCVDSSbBSMQBEPG0HQMQMXAL8nEGWFcmMAbQFYVVKuKEQqDPwB2G5hVNK+P4Fo7fc5rYHdzmKBHI9/UjMmiU1majREOE65rwJSWQqhxN5tdqdHOnyFNJ6yZyU9w0j9UzwzfVnySKVrfbeROL89WnBczr3S0VtUnguNJ2e4MDl80K4tFs4IzHDHC6SDsxUVk31BMr9E7sDjCBNwmFLtGt0uqceS50ZHwoxCQFDQknPKhJ3fNMPC0Lp2R5YgCSVI0ICZjtAgVWNAwGTpGMIju8UEgAJKEEQiiu70EA2EqDzZhVDdzVmIFw3MOImNQ+VkBnsqkSBUEWUZrdtNco2BTAjHvI04Nsq85icmBvdGabofXd2uLchK/Yd83ZbuzONVHYAJBRyMEpwNxh1fj8cs0BKz4ZDN6SCEckEkd3oiMQRxhzIZGjWTFjBZNgbYZYZoMBZ8h4XL5CemgtwwdWuoWoBg6ISSs6GiAjxZh0g3QdXRNQzMM4vJcDB6/DwWdygMJeKutKBY9MhJqRZYx/H7WrM8/ouhnnDnE3zcOIUv3RkZhLaiKRAAlpmqCVZVxqNJJK/z5fVO2Ows1IxXDHyvYp9IITCDoaERIrYNYvK6Ss3z70IJmTBiEkDBQsATBlhRER6JcjqNOtmFDw6z5wIAUAlTJdv5tyWR8YD+FRNpP6wbY831kDqvDkhQk4DSzrzSdivIkrJKBDQ3JbsPwRARAMyIjqJ7D69GCMlpQwZAlAkETFgnSB9ew78PkyJAkHEZSFN5oHgKf9YmpgPDkuiGsrczjfLmWRCNIUFLpkxtPZpKV2pomtjnNSETW+/x+iAVTMIi/yX3SssiOlrJ9tM+gIxvNtYZRW6OKeptmegLBmYgQnJNIwB9kyV2Pk+h3USfbabzShmH3keYLggFhZBSLhs9pjoiNEsnm8mECxUaTZOZexygGhOq5w/MN8YQJIqNgEJ/novvF1YTCJuq8dpoTTBRecpDyTxzsqUilT248tiQr3i3fQiiMz5DRkLAmBQm5D33sAWRkv4wlMUjAADUQRFIUkqZNZPsKDWdl0hFFPyXgfUsBM4PbSU83k5ZoQff5STHDlFnTmN4iAAeffQVGFiLbrFQ7/eyudiMHgwSeeYe4GTd1aNO3w9O4D6+QfTLEyF5cBDdcQdOyT0E3UBIdJI6/7JQZgQkEHY0QnJPE8gVrGDQ8H3PAF9NwzXqJizrMxPvDkaZoZvh2VTZ1si16bHKcii8gkRX0kpNsZcaezWQbPgB0JEJIZA5vxBNS2aSno6gSWsggVQ8wZNgB9lBAZlLLRLXZjK7I6AFQdQ2/04LJHiIcjGQkhCUZzQwup4W9ARNVcgKbpWTGvbmK2cEmAHYr8bxh6xOTDPDOize0s+gy9mYaqqnHJkG108+3FS40wwAUUvwufnuUdggni6cXlUXFppXWhbLAMcXox9A6AnO5XGT/v1/8qHMJInT0SFVw4hBzOCeJug9XYUDMpHr5gVQ2Ls9nnz8JV4KJL0I5/GrNT1hf2R1bmzRppyeE1QhTJdsp8tZSaLgxAB2QMLBgYE0KogYi62C0lvUw+8MO4hN9yMFAdBJddthJ6qNx1vUVFN+yC82uY3aEMCw6GAYWNYTJrPPE5tH8V8J5LLYU8JPgPgqCzuj8UJHWzJ2eb+gfikx2t5bHsRcX8eWoifyHNIILynKZVFIRU1pHzUgFA3ZXu1vEBmxoVMn2mJt9R3C0GnIHG/3fKUaCU4fWkWplo/+4SjoJTg3ECOckkeh3YRy2zYeCbZ+VXzaOj9nussQxw7eVOD1Ekh7AhoYWklhhLWJUfVkkKaBl34gIGAScKopdo/Ui8UaQnnGNWK1BBk1cidZkoXZDJvZeaaSfsxcZNyZZJ6zL+MImAm6ZBEeAOmccT3wxjH/WDARgcmAv8XooMvJpzYMzdOIJMzmwF4sicbfSSPnv11FniqOkJplKOQU4cmSQOH4sQcNADgYBhTTdR4bup0k281v3et4PFRyXT39MGZvsZCuV7YhOdrL1mGIkOLU41sOBGOWc+gjBOQksXldJnWxvs44/QuvT/eFsUVNZHs7lRv8OFAx8koJTMvOTwF7SDX+M2Egt/2pLU0i/pA6HFiDOH6aHw4k9OYC33kzYpaDaQ3S75CCaXoFF8eLVTXh0M2YpTLwliCaZmfP6KBZbCmJCZVm6FxM6oTYZaBoSqqFTEG7iJvcWDgZUpKwkDu6v5aZQJTlqLgO0xmh5ncX/bGLyiKuxFxcRbmwkYLGR420gyQhRI9uok60kGkFmBrfj3boDe3HRd4ZJvFt3sOvF+ZQ3h2gKyyQe3E/a9hJWdo9n5MAy8hOcHPQkI2dexTlDLzrCx3dN6R0TNoNIFl1rV9TkmoqYEkGLLQU0ZuQe12feVcI8p/J7EQ8HpzdCcE4CTy8qI9lSwOSWlGYfCraWNOe51kgLgNYaaENz9tNrWDWOpABep4UN63PZVZFKvB4gW/ehYqATiX1KRAc0NJc7+L/VxVwxaCuFjnpUWxi/S8Hi0LAlh9BDMmGfij3FTygoYzIMNHTMuoFuSCRmeEgxgszwbeUlitmipjIyp5whF+0kK9GF32mh/Mt0nOXxKBiEJRkrOo2SCVMoTGjfAXINDTD4mbYdPybMhMnXXJxTVc2BhypJueoypO5ZxM24if0vvEajFoiEGIGgpJKebqbh7Q/YrplI2FXOo4ZGQFLY406g5NVK4Hwmj8jBu3UHe//8dwy3jzTJhCbbcGpmklLq+H8j17NLS6TGE0eC6sbhfokv1tOu6FjNSlRwkuwm7ru6mMkjcrAd2Ed44Ta8KNH5tl/6t2Ea0uN7fd6L11Wy6F9LePCc9eQnOHE6bdQsSuHDv1hpssaTNnEc54wf8KO+Ux1Fe8kVv3l9I795fSM5yVbGDUhn1ebaThOjY41UBac+QnBOAgcb/VSqqXgklSbJfER15/6heu70biS/Wx19L9uPYtOQFbAkBjgvw0PWEh+ecgfhljGSQaTmcuuEmw64UCnYHcT4NoltOBgwswxLQghZNkACWdUx2cNIMpjMGlKo5UBoqeAGbslEuh7id+71pOQ102tkJVpQQnMrWO1B+l68n/JlWZE053G12DMjcXNvtYU9q7JpKE8gN89J5vCGaGp2VUvlBPfucrY/OYeih+/k6UVlPG4NcSCoIoUNLKpMj0wHyUoINbiZoiENJI714XOaqSxNRdpvcE9TKe6/bORAUTZhZxO6x0cAOVLGR3NTjoPeQw9CENx6bBFSqXYBcEhwDr+JAjE/99+/lZrMBHY2hpBCOoZqJjtZJWP/VmDUd37eK9d+zO9HfoInqOJ1q/S11NP/wjpWf9IL834T4YVLCJzXm/j44/4qdThPLypjUPreI5oBrq3Mi/RlWrGBm1pHgm57zINBR3DXlN6UvLqSS7x7on9XH9sLuX7K+R1yfcGPQwjOSSA72UqerQyHdQAX/HwT+5qTWLkxny2VkVHEX/ouJS3DjTkpiCyDoYMeBFkBa7JO/+l7aNoVT01pCk3l8QSRUdukDVRjJYEQiUYQCSNS3sYWRlYOzRpJbdJBZBkks4Yc1pEUA1kGv09h2ODdFHZvwJ4URIkLo/kUtKAZAC0YCal1G1eD6gijxocwNJCQiM/20XfSfg5+mULWWU60oEzIbcJkD5M/vop9y7JwlcfTbJKxEqay0c9Bj06x6sFsMpDNZkwmK2ZlF7ljKwn4ZAItx/ccfxDzMoPa8kQseohgxUGMYJiAIaFgoCGDBJm6j6QkH80eC22if3hCZjLiYlfyP72ojJ7eWiYH9lKoNWMxNPzI7H2+lL+tG85PaupJS08gPSMixNVOPzurXFRW7eb6+1Z+51P8lMK10erbvfQmApqKImkMHFrBxwdSwADdH/xR36mOIt9W1m7rij98diGufXFHlDO6yb2Fd/+pMnnE1R1i30UODwWWPZQHQjQaFjKUEL+z7KGnY3iHXF/w4xCCcxJ4/AqNQtfHqNIE0poCpFqqGXT+EgJhmYKkZtAMZMVAbnOjbFPJBtlkYE0JUHRNOSGP0rJuRkI26/icFuJLk3GVOzgnZz+Zw+uxJgUx2XSkwyeNWpCI9ESTzQaGAZoGwYCJIRfsI1CvEnKZsaQGMFk0JNnAZNORVR09JCGbNYywgqFJoB8acZmbJzgIAAAgAElEQVRsYbqNqiPQaEZvESc9qGCyavScegA9JFNshib7z3jzkjeR11oIl1sx283owRDB8kpyJh9E11WkoB7RjKCMgUHW8Hqayh2YDAMjLBMiUsZHBhQjjIpBHAZ6o0LIIcW03IlTg9T4Uing0FxEck0Fd3o3kqwHsRHpORRGJqi50b9YRXminQJLAKllvdC3FS7Meogq2U5yTQWNL3zOphKDUGISs10ZfBqIjwknFSQ4qfbEAWAxNELI6EGFhKRI6MeHgmwcu6jcqdLX57ah37TbuuLnZ33F7rLuh8oZ0bJeDBhV33HZfE3LPiU5xUFq7qEQmu7zi/p0pwlCcE4C59k+IOjUaDYi4askqxd7YgBJioxmUGJHINLhyekS2DMjJVEUi44lJRSZvzHAnuknuWczdRsSie/uRwvKkZHHUcSm9XxRjMiNOz4hYo81LYQeVtCDCrI5jDU1GM1OUMyR/w2Thh6QoqE4dFBUA9kWRrFo6CGFoDOyrsecFERSwNA0TAY0SzAk/iBcLFO1MZHUPC+W5BDeRjPWdC+BBgtSGwP1oIwlKYipJZCo+XVChoQpcllsHLpxV5emUDC+CoBm1URhYhN2NcSuao0Nf/o95k0SN0k2eoSbyDR80ZCkApjQ6a572C/HISXUkDjwa6yJAVSnDV1PR95nxofMuOw9pI1oxJIUxOO08pBLJrmfmwRrgJDPRH1JMoU9nfRKqqc5aEFqlDD7ZFRVw9+oEq8HCEsKmiTx4D+3tDv/0bavT71hpvKb/cSVvoxbtZGfqJJWmBUjQMea1D+WcH2fZIAh3bxsOBBb/80TMtMnvp6EkA2pdZTZUqVcwUBC4p8zHidt4jguvvJQCHL5gjXUfbiKRL8LHyYMDMY98ivevuM5fMOHc9sdlxzjS9vyWR3Wj0nFh24tjP16i/p0pw2Sz+c7PHv3tGTJkiUsWLCAxsZG8vLymDFjBv379z/u89TU1ACQkJDwg20xr51Gc4NEcPj/krL1V9jTAhyRsvZDaU1VAwwNDENCko0jRet7ngMDtDCggdLy0Gjoh4mgERG7mOPgUBZDy+uS1HKcdGjfyuxXya78WXT+KNCkYLIaKFYdSQZda3kfmgwGSCYDza+wZ2E33OWOaJKEBMTluWPmi6pLU9CA7uOqicvxEwwpVDrjiQ+HUcwG65flY91nimkFcbgb7Hlu8sdX4QqZCQUV7OYwFjVM6fICkowgvcdXoAdltKCMJTWANTmEFpIIh2QUVcekGvh9JqzWQ7XoAk4T4YCJHcty8ZQ7qJfM9PnTLGpKf0ff+HoCTjNffJXPizVDMKsydzrXE2eE8UkmXJJKih4gjkj7iAASQUy4ZJXXkgdzTp8UHOu/JD3siWbT7bKn88frB3CRw8PB+c+SO7ACe1IAn9NMVWkqFeVJSJIUCSOaEqPN/KaG9jE40SCtMIudllQq1m9n4sQvkR0aB7UEGg2VeCNIgdKE6pHY+U53JCKC3fbrIBH5eAMovBXfl+yBPcj98t/0DDoj1TTQsLZ8kmmP/zd7f/sUTslMVfEgxmg1BMsrceQ2k3muC2uGQaBRpXZjFqbkBHKHbUTChWRESj0ZmkzV171orj3U70j3+VESHWzpXhwVuNZkjbYCeLyjyOPZ//B9Lb17ECjb3e6xLpeL+NNhQu8HYLUeO3mjSwjO6tWr+d///V9mzpxJcXExH3zwAcuXL+f5558nIyPjuM51IgTHt+hqJHOA0LDnyKn62fGJQRejMvtVcg7+7IefwAAtCJKJmBDkEbsZLVrYRkhbRVLXJLwHbTRujydjeB3WZC1mP10DDAnZZETFsnUbkoHmN6GHwZIUPuyiLTfdNgIbfalF4yQ5YsfBnFdJ+uZWQs0qsllHMevsX5aFq9xBxvBass+rRbXpGDr4as3s/zgHW6aPrFH1qPYwhiER9sp4KuNoLrcRn+fDkhTE57TwRUU2/bvVkZ3diNmhRcKmfgXDANUe+T3sNdG43YEar2NtEeya0hSayx0tyRgGISA1z0XhpEpMNg1J0SPvS4aQS8VXY6WmNAVXuYP4PDcZLeKvBSMjHsVs4HWa2f5lDsFyG6qhY20ZD7WS9vh/U/vbJwgTESlDUrB3d9NrfCVGUEILyoQtEpgNTLJOQooPWTZa5CrSJVcPS2x5swfOfQ50WcGSEEfDWUPwfP4lXpRoVqgdDdPUSVx85agj0+pNOnkJKj1/eU27IuLduoNtz7yO7PFgI/K5h1Bwjj2f826desS+bc+dJQXI0TxUKnaqDOsR1/ouwWk7MmxPOL8PX6z/BKl2ARm2emp8qRjpV7abuXkirtWW7xKcLtHx87nnnmPIkCFcf/31JCYmMmzYMJYvX04gEGDQoEHHda4T0fFz3eufUdSrlkDOT0jwvPeDz9MVcMVPJd79I3wggWxqJ+x4+G6tj9ptjpOklidwGdSEEEm9PJjsxpH7ySApbY5vs02SWzL+bO3MwUhtQpmHjWAl+dBoT5IifkgKvQOAOSGShJHYy4050U/OufXIqhE9j+rQSOrjJKmXB0nRo3YoVgPFEiK5twcMg7BbxZoUpF+/GqxqAEuiduh9KwYmW8tt2gBJ0Ynv7kdWNIJNZhSrRlJvF4F6M0aTikwkvm5JDJLUuxlJbUkwaenJFHSqSCaDpN4uJJNG9uj6yMgaA1uWHzU+TMhtQjEZZBU5CdSZ0ZtMKIe5xn7xGHzL/41CZKTkR6HnxQeRZAOCSkRSNJmQLJOW6UZu/VwN6dD3QQbVolG7LTnSyiNo0FRZT8CQopU9wi1fGNeeCgZMGcOmv/6TfQebaTYir/sNGY8vRKiiiuwLRhzx0X7x0P/haKrHit4SSpYwoWPat49NUhI9+nWP7nv4ubPCkc9HNgwaFOsR1zpWx8/lC9YQXrgEXdNwSSpWLYiy/Vv2GraYax6LL9Z/Qpb7ZTBCOP024kxeUrQv+bY+mW45h1L9T8S1Due7On6e9iOcUCjEVVddxd13382YMWOi21944QX27dvH448/flznax3hCAQCgeD4OVZU6bRPGmhubkbXdZKSkmK2JyUl8c0338Rs++ijj1i6dOkxz3fvvfeecBsFAoFA0AUEpxXpmGlaES699FIuvfTSDrAmwqxZs3jmmWc67HqnIsIHEYQfIgg/nNk+OO2nsxMSEpBlmcbGxpjtTqfziFGPQCAQCDqP015wVFWlV69ebNiwIWb7hg0b6NevXydZJRAIBILD6RIhtalTp/L0009TVFREcXExH374IQ0NDUycOLGzTRMIBAJBC11CcM477zyam5uZP38+DQ0N5Ofn84c//OG41+AIBAKB4OTRJQQHYNKkSUyaNKmzzRAIBALBUTjt53AEAoFAcHogBEcgEAgEHYIQHIFAIBB0CF2iltqpTK9evTrbhE5H+CCC8EME4Ycz1wenfS01gUAgEJweiJCaQCAQCDoEITgCgUAg6BCE4AgEAoGgQxCCIxAIBIIOQQjOCSQcjrSi9Xq9nWyJQCA41TGMMy9fq8uUtulsVqxYwZo1azhw4ADdunWje/fuTJo0idTU1M42rdPQdR1ZljEM43v1KzoTEL6IcKb6oe37PhPfv0iLPgFs3LiRRx99lIsuugiHw0FVVRUVFRU0NzczceJEpk6desZ9uTRNQ1GU6P9w5t5kjobwR4QzyQ+6rlNdXU1paSmZmZmkpKSQm5uL3W7vbNM6BDHCOQGUlJRw6aWXcvPNNwPg9/vZsWMHa9asYcWKFTQ0NPDTn/4Us9ncuYZ2ANXV1axatYoVK1aQlpZGYWEhAwcOZMSIEWfMTeVwysvL2bp1KwcOHKBPnz5kZGTQu3fvqD/OlBuu8APMmTOHtWvXEggEaG5uplu3bhQVFTFy5EiGDh3a5d+/EJwfic/nw2azYTIdcqXVamXgwIF069aNxMRE3n///ehNt6vzpz/9CZPJxHnnnUdNTQ27d+9m48aNrF27lsmTJ1NYWNjZJnYo5eXlPPzww1itVmRZZuXKleTm5tKvXz/Gjh1Ljx49uvxNBoQfIOKD9957j3vvvZeBAweiaRpLlixh/fr1lJeXU1NTw/jx41FVtbNNPWmI0jY/ElVVKS8vZ82aNRQXF5OYmBj9w7HZbAwYMIAtW7ZQVVXFqFGjOtnak8u6detYuXIlTzzxBMOGDWPUqFH07t0bXdfZuXMnZWVlFBYWkpiY2NmmdhiPPfYYffv25b/+67+YOnUqQ4cOpb6+nk2bNrF7927S09NJT09H1/UufcMVfoBly5ahaRo33XQTqqpiNpsZMGAAxcXFlJeX8+GHH5Kent6lH8pEltoJYNy4cUiSxAsvvMD27dvRNC3m9eLiYqqrq6NZbF0Vl8tFQkJCzPvs3r071113HVdddRV79uzh9ddfP2Oyc+rr6/F4PAwdOpTExEQMwyA/P59f/epX3HzzzdTW1vLXv/4Vp9OJLHfdP0Xhhwh5eXmUl5ezZ88eAEKhELquk5uby6xZs5gwYQJz587F7XZ3sqUnj6776XYg+fn53H///QDcf//9vPzyy2zZsoWKigr27NnDsmXLGDx4cEzYrSvSu3dvXC4XX375ZXRbq/gOGzaMWbNmsWPHDmpqajrLxA4lNTWVlJQUPv/8cyCSlRQKhQAYPHgwTz31FH6/nxUrVnSmmScd4YcI3bt3x2az8cYbbxAIBFBVFVmWo74YPXo0qqpSVVXVyZaePERI7QThcDgYP348KSkpfPTRR6xevZpVq1axatUqCgsLue222zrbxJOOxWKhqqqKBQsWYLPZ6N27d8wTq6IorFixgr59+5Kdnd2Jlp58WifA3W43CxcuxGw2069fv2jmnmEYmEwm9u3bR2NjIyNGjOiST/eapiHL8hnvB4D4+Hj69+/PkiVLWLBgAUlJSRQWFkazOOvr6/nggw+46qqrumzWmhCcE0zPnj25/PLLyc3NZdiwYVxyySVccsklXXoicOHChXTr1g273c6IESPQNI25c+eydu1aUlJSsFqtOJ1O1q5dy8aNG7n99ts72+STTus8RJ8+faJPtWvWrKGgoICMjAwkScIwDN5++23y8/MZMmRIJ1t8cmgVjz59+mC3289YP0BkYXhqairDhg3D6XQyf/58/vWvf+FyuVi6dClLly7lnHPOYezYsZ1t6klDrMMR/Cg2bNjAAw88wD/+8Q/i4+OjN5jt27fzwQcfsGrVKrKzs3E6nWRmZnLNNddw7rnndrLVJ5/W9UfhcBiTycSGDRt4++232bRpE0VFRWRlZVFVVUVzczOzZ8/ukk/1a9euZejQoSiKEg0dbdy4kYULF7Jx48Yzwg8bN26ktLSU8vJyevbsSX5+PqNGjcJsNrNt2zZWrlzJli1byMzMZODAgVx++eVdNmkChOAIfiQzZsxg7Nix/PSnP8Xj8bB371727t2Lw+EgPz+fxMRE1q1bR3JyMt26dSMnJ6ezTT6ptLcOadCgQQwdOpRQKMTWrVtZsWIFPp+Pfv36MWjQoC6ZlbR9+3YeeOAB/u///o/k5OSY19xuN7t27eryfigrK+Ohhx6iqKgIi8VCdXU1AMnJyVx22WUMGzYMODTP2Rpa68oIwRH8YN577z0WLVrEK6+8gmEYPPHEE+zYsQOfz4fD4SAzM5Mbb7yRPn36dLapHcZvfvMbTCYTAwYMoLa2lrq6OlwuF0VFRVx++eXk5eUBREc+XZXbbruNwYMHM2PGDMLhMHV1dVRUVJCWlkZKSgrx8fFA1/bDPffcQ58+fbj55ptRFIXGxkbWrl3LunXrcLlcXHLJJYwfPx5JkqJloLo6XfOTFpx0dF1n4cKF0cn/d999l4aGBm6//XaGDBnC119/zdy5c/nb3/7GY489hs1m69KhAoisQ6qtreX555/H4XAAsH//fj777DM2bNjAnDlz+OlPf0p+fn6Xfpr9+OOPcbvdzJgxA4C///3vlJaWUltbS0JCAiNGjOCKK64gNze3y4pNU1MTALm5uSiKgmEYJCcnM3HiRIqLi5k/fz5z586lqKiIwsLCM0JsQKRFC34gfr+f8847j2AwyK233sq8efO4+uqro5O+gwcP5he/+AX19fW4XK4uLzZw7HVIV199NXv37uUf//hHly/hMm/ePPr37w/A+++/z7Zt25g2bRpvvvkm1113HWvWrImux+qqa7ISExPJzs7m008/xe12I0lSNHSWn5/P3XffTWpqapdPBT8ckaUm+EGoqsqgQYMoKiqisbGRnJwcxowZE32y1zSNYDDI+vXrGTBgAOnp6Z1s8clHVVU++ugj0tLS6NGjB3AoLTgnJ4eePXuyePFiRo8eHfVTV2P//v2UlZXhdrv54osvWL58OT//+c+54IILMJlM0USBDz74gPHjx2O1Wjvb5BNO6wOFyWTigw8+oLq6mgEDBmC1WmMeNqqrq9m/fz9jxowRIxyB4LuQJIkePXowc+ZMrrzyyphWDIqisH79enRdp7i4uBOt7Bh0XScjI4OhQ4fy4osv8v777wOxE8FZWVmoqkpFRUVnmXnS6d69O3fddRdjxozB7XYzYMAAevfuDRAd0aSnp5OSktJlFwC3Csrw4cO555572LRpE3fccQdLly6lqakJj8dDU1MTX331Vcw6nDMBkTQgOOGEw2G2bdvGk08+ya233npGpEG35c0332T+/PkUFBQwffp0evToQSAQoLS0lLfeeou5c+d2tokdwr59+6isrGTIkCFYLJbo9o8++oj33nuPF154oROtO3l4PB5sNhuGYaAoClVVVSxevJiPP/6Y+Ph4kpKScLvdJCQk8NRTT3W2uR2KEBzBCae+vp7nnnuOpKQkZs2a1dnmnFSamprw+XxkZWVFtxmGwbfffsuCBQv44osvyM3NpaGhoUuvQ2rPD4djGAbl5eX84Q9/4MYbb+Tiiy/uQAtPPhUVFXzyyScsW7aMnJwcpk2bFlMh3ul0snLlSnw+H/n5+RQVFZ0Roea2CMERnBQ0TSMUCnXJGH1b7r33XsxmM5MnT6ZPnz7RdN9WampqWL9+PampqeTm5pKbm9tJlp5cvssPADt27OCll17Cbrfz4IMPdryRJ5m7774bh8PBWWedxbfffktpaSn33XcfgwcPjtmvqyeNHAshOALBD2TlypX87W9/IyMjg7q6OsaNG8cFF1xAQUFBlxfatrTnhwsvvJCCgoKYUJphGFRXV2OxWI5YDHq689FHH7FgwQKee+656Gf/yCOPkJaWxq9+9auoyLTtgHsmIrLUBIIfyJIlS+jVqxf3338/KSkpLFmyhC+++AJd14mPjyc+Ph7DMJgzZw6KopCZmdnZJp8U2vPD2rVr0XWdhIQEHA4HkiTx+uuvk5GRQbdu3Trb5BOKYRjMnTuXsWPHMmDAAMLhcDTr7P3332fSpElRkVm6dCmqqpKUlNSZJncaQnAEgh+ApmlIkkRiYiKFhYX06NGDyy+/nIaGBhYuXMj27dux2Wxs2LCBN998k1tuuaVLFnD9vn74+uuvefPNN7n55pu7XKv1QCDA119/TUJCAv3794+KTWJiIkuXLqVHjx5kZWXx5Zdf8uc//znagO1MRITUBIIfiGEYaJqGyWQiFApFbyLV1dW89NJLbNy4Eb/fz/XXX8/06dM72dqTh/BDRHg9Hg8JCQkxczQPPvggAwcOZNq0acycOZNRo0Zx0003dbK1nYcQHIHgBGEYBrquR8Mnf/rTn9i1axezZ8/uZMs6FuGHQ4kBb7zxBvv372fw4MH84x//OGNS4o+GWPgpEJwgJElCURR0XefAgQOsXr2aG2+8sbPN6nCEHw4t/mytK/j8888zc+bMTraq8xGCIxCcYFp7v1xxxRWMGTOms83pNIQfInXTJEmib9++XXL91fEiQmoCwUniTCk5/12c6X4IhUJ4vV4SExM725RORwiOQCAQCDqEM/exQyAQCAQdihAcgUAgEHQIQnAEAoFA0CEIwemClJSUMHny5M4244xm06ZNTJ48mU2bNnW2KYKTxHvvvccvfvGLmA6vkydP5vnnnz/p1541axavvfbaSb/OiaZrNhTvQixfvpxnn302+ruqqsTHx5Ofn8+wYcO4+OKLsdvtP/o6Pp+Pd999l4EDBzJw4MAffb5TgX/96180Nzdz+eWXd7YppzRbtmzhm2++YcqUKV22E+nxUldXx8cff8zIkSOj3Vvb4vf7efvtt5k+fTomU8ffRq+66iqeeeYZLr/88tOqEKoY4ZwmXH/99dx1113cdttt/OQnPwHg5Zdf5s4772TPnj0x+1577bW88847x3V+v9/PvHnzutQT+cqVK1m0aFFnm3HKs3XrVubNm4fH4+lsU04Z6urqmDdvHrt372739U8++QSfz8dFF13UwZZFGDlyJDabjSVLlnTK9X8oQnBOEwYPHswFF1zAxRdfzNVXX81DDz3Eww8/jNPp5I9//COBQCC6r6IoXa5AokDQEYRCITRN+879li1bxvDhwzutDYWiKIwePZpPPvkEXdc7xYYfggipncacffbZTJ8+nTlz5rBy5UomTJgAROZw5s2bx+LFi6P77ty5k7lz57Jjxw78fj/JyckUFxdz22230dTUxC233ALAvHnzmDdvHgAXXnghs2bNoqamhrfffpuNGzdSW1uLqqoUFxfzH//xH+Tn50evsWnTJn73u9/xm9/8hsbGRhYvXkxjYyM9evRg5syZ9OzZM8b+iooKSkpK+Oabb/B6vaSlpTF8+HBmzJgR3aehoYGSkhJKS0tpbm4mPT2dCRMmcOWVVx6zidW9997L5s2bAWLms1p9EggEmDdvHqtXr6ahoYGUlBTOP/98pk+f/r0q+bba9eWXX9LU1ERKSgqDBg3iF7/4xTFDnFu2bKGkpISysjIkSaJPnz7ceOON9OnTJ7qPpmm8/fbbrFixgrq6OiwWC7m5uUydOjVmtXplZSVz586N+q91n8M7aS5ZsoQPP/yQqqoqVFUlMzOTCRMmMHHixOh3BYh+BwAeffTRo4ZWfT4fJSUlfP755zQ2NhIXF0deXh7Tp0+POWbHjh2UlJSwbds2QqEQ+fn5TJ8+PaYLpsvlYv78+WzYsIHq6moMw6CoqIgbb7yR4uLi6H7V1dXccsst3HTTTVitVhYuXIjT6aSwsJAZM2bE+A8i7a3nzJnDli1bCIVCFBYWMn36dIYNGxbdp/X7+utf/5qqqiqWLl1KQ0MDd955ZzSM/eyzz0Z/vu6667j++uupqalh165dTJw48aifc1sWLVrEyy+/zHXXXcd1110X83dSXV3Nhx9+iNvt5uyzz+Y///M/iYuLY+7cuXzyySd4vV5GjBjBnXfeic1miznvoEGD+OCDD9i5cye9e/f+XrZ0NkJwTnMuuOAC5syZw9dffx0VnMNpamrigQceICEhgWnTphEXF0ddXR3r1q3D5/ORmJjIrbfeyuzZsxk1ahSjRo0CIDs7G4jcODZv3szo0aPJyMigoaGBDz/8kHvvvZfnn3/+iBjywoULCYfD/OQnPyEcDvPuu+/yyCOP8OKLL0bj3fv27eO///u/Abj00kvJysqipqaG1atXRwXH6XTym9/8Bk3TmDBhAsnJyWzdupXXXnuNhoaGGGE6nGuuuQa3201DQ0PMjRQihRUfffRRvvrqKy688EJ69+7N1q1bmT9/PuXl5fz+978/ps8bGxv59a9/TVNTExMmTCAvL4/GxkbWrFmDy+U6quBs3ryZ+++/n7S0NK655hoMw4j68bHHHoveNOfNm8f8+fMZP348vXv3xu/3s3v3br799tuo4Ozfv5977rmHhIQEpk6dSlxcHKWlpTz77LN4PJ7ovNXHH3/M7NmzGT16NJMmTULTNMrLy9m6dSsTJ05k1KhR0Xpnt9xyCwkJCQDH7Fnzt7/9jc8++4xJkyaRl5eH2+2mrKyM3bt3RwVn06ZN/OEPfyA/P59rrrkGVVVZvXo1f/zjH/ntb3/L6NGjAaiqquLzzz9n9OjR5OTk4Ha7WbZsGffddx/PPPNMzAMNwKefforb7eayyy5D13U++OAD7r//fp555ploN9WKigruueceVFXl8ssvx2q1snz5ch5++GF++9vfRr/frbz11ltIksSUKVMwDIOhQ4dy/fXXU1JSwoQJE+jfvz8ABQUFQCQECdCrV69jfk9azz1nzhx+9rOfceWVV8a8tmDBAkwmE1dccQW1tbUsWrSIZ599ltTUVCoqKrj22mvZs2cPS5cuJTk5+Yjve1FRUdQeITiCDiEtLY24uDgOHjx41H22bduGy+Xif/7nf6JfUoAbbrgh+vPo0aOZPXs2BQUFXHDBBTHHDx069Ig6UOeffz533HEHH3/8Mddee23Max6Ph7/+9a/RsF63bt149NFH+frrrxk+fDgAs2fPJhQK8Ze//IWcnJzosW2LPM6dO5dQKMRzzz0XFbWJEyeSkpLCwoULmTJlylGbmg0ePJiUlBS8Xu8R76e0tJSvvvqKa6+9Nnq9SZMmkZSUxKJFi9iwYQODBg06qj9fe+016uvreeyxx6I3I4jMsxnG0Qt3vPLKK9hsNp566qlomZOLLrqImTNn8sorr/Dkk09G7Rs6dCh33nnnUc/14osvkpyczNNPPx0N61x22WU88cQTvPHGG0yYMAGr1UppaSl5eXnce++97Z6nsLCQwsJCVq9ezciRI79Xk7jS0lImTJhwhJC3YhgGzz//PP369ePhhx+OlrWZNGkS99xzD6+++mpUcAoKCnjxxRdjumBeeumlzJw5k0WLFh3hgwMHDjB79uyonWPGjOH222+npKSEu+++G4A5c+YQCAR46qmn6N69OwATJkzgjjvu4KWXXuKcc86JKbXj9Xp54YUXYsJjgwcPpqSkhL59+x7x/Tlw4ADAd/pq7ty5zJ8/n1tvvZVJkyYd8XowGOSpp56KjqjdbjfLly9nwIABPPLII1Eb61/kIg8AAAvQSURBVOrqWLZsGbfcckvMqD4tLQ2TyRS153RAzOF0AaxWKz6f76ivtz5xl5aWxqRwHs/5W/H7/TQ3NxMXF0dubi67du06Yv+LL744Zg6p9am3qqoKiIy4Nm/ezEUXXRQjNkD0j8wwDP79738zfPhwZFmmqakp+m/IkCHouh4NmR0vpaWlSJLE1KlTY7ZPmzYt+vrR0HWdtWvXMmTIkBixaeVoYb7GxkZ27tzJhRdeGFNTKzU1lbFjx7J9+3bcbjcANpuN8vJyKioq2j2X2+3mm2++YcyYMQQCgRjfDB06FJ/Px44dO4DIZ19fX09ZWdkxPHJ82O12ysrKqK+vb/f1PXv2UFFRwfnnn4/L5Yra5nK5GDp0KFVVVdTU1ACRrMtWsQkGgzQ3N6PrOkVFRezcufOIc59zzjkxN/rc3FwGDx7M+vXrgUg48quvvmLEiBFRsWm1eeLEidTW1rJv376Yc1544YXHNRfT3NyMLMvHDJ2+/PLLvPXWW9x5553tik3rdduGb1tHKRdddFGMIPbp0wefz0dTU9MR53A4HDQ3N39v2zsbMcLpAvj9/mMWBhw4cCCjRo1i3rx5LFy4kAEDBjBixAjGjRt3RFy4PYLBIG+88QYrV66koaEh5rXWEExbMjIyYn5vTbVtvaG2Ck9riKI9mpqaouGVZcuWHXWfH0JNTQ3JyclHpACnpKQQFxcXvRke7Zper/eYtrdHdXU10H6oKi8vD8MwqK2txeFwcMMNN/DII49w66230r17d4YMGcLYsWOjN6TKykoMw4iZb2vPToiI6DfffMOvf/1rsrKyGDRoEGPGjOHss88+LvvbcvPNN/Pss8/y85//nB49ejBkyBDOP//86A2+VSife+65o57D6XSSkZGBruu88847LF26NOqjVtobQRz+gAIR0fnyyy/xeDwEg0H8fn+7fm61r7q6msLCwuj21tDx8XCskeyqVavw+XzccsstjB8//qj7paenx/weFxfX7vZWYXO73ad9a2ohOKc5dXV1eDyeY/7RSJLE7373O8rKyli3bh0bNmzg+eef56233uKpp576zjz+F/9/e+ce0vT3xvF3U9HN+1JnMy8TLzMvkGU3YeHImmUKoaWgGKYJRhcptaKtGeUf4YX+CckiEtN10ci0Zl7nJW/plkQK0UUqjVYoMjUvy98fsQ/ObWp+f1jCef0jfvbsc87n7HPO85znec45N26gpqYG4eHh8PHxAYPBAI1GQ2Fhod4MGUM7A2s6qebvQkF/jQyPxzPYafUNPquR+YOXv78/bt68ic7OTsjlctTX16OiogLx8fGIjo6m2jwyMlIrCD4XTezDxcUFBQUF6O7uRk9PD7q6uiCVSiEQCHDs2LFl1ZfH48HPzw8dHR2Qy+V48uQJysrKcPLkSYSEhFDPk5CQYDDOoVEIZWVlKCoqAp/PR1xcHKysrECj0fDgwQPKMFmMhQb/pcj9aUan5lTP8fFxveuWuFwuBgYG8PTpU/B4PIP9y1A/Waz/zEWlUuk1+v5ViMJZ5TQ0NAD47XNeDC8vL3h5eSEuLg4vX75EVlaW3hjMfFpaWhASEqITtFzuy65Rjh8/fjQoY2VlBQaDAbVavWA8ZTk4ODhALpdDpVJpDRjDw8MYGxvTmaHNxdraGgwGQ8ctsxgaa12fv/3z589Ys2aNlmVrYWEBPp8PPp+PyclJiMVilJaW4sCBA3B0dATwOzV2KW1jZmaG4OBgBAcHQ61WIz8/H1KpFDExMVi7du2Cit8QTCYTYWFhCAsLg0qlwpkzZ1BaWoqQkBCqfnQ6fdH6NTc3w9/fH2lpaVrXS0pK9MoPDg7qvWZubg5zc3OYmZnBzMzMYDsDi8degIWNIc1M6evXr3oVKovFQnJyMs6dOweRSITs7GxYWlouWuafolQqMTMzo+U6/NchMZxVzKtXryCRSMBisXQCm3NRqVQ61pEmRVnj5tL4sDX/z4VGo+l8XyaT6bjXloq1tTX8/PxQV1enk+ygKcfIyAjBwcFob2/X68sfGxtbNB5lZmamdzFjUFAQZmdn8fjxY63r5eXl1OeGoNFo2LZtG7q7u9HX16fzuSEr2tbWFh4eHqivr9dyBf748QMymQxcLpdSfvN98qampnB2dsb09DQmJydhY2ODgIAAVFdXQ6lU6pQ19/7z72VkZES5A5fy289HrVbrtKmFhQVYLBb1fQ8PD7DZbDx69Ehv+8+tn753q6+vD/39/XrL7+zs1HK9ffnyBXK5HJs2baKeLzAwEF1dXVoxsPHxcUilUtjb2+tkvuljoTbx8fEBAL3vpQZnZ2dcunQJSqUSIpEI4+Pji5b5p2jidJr6rAbIDGeVIJfLMTQ0BLVajZGREfT29kKhUMDe3h5CoXBBt0BdXR2qqqqwfft2ODo6YmpqCrW1taDRaFT2GZ1Oh5OTE5qbm+Hk5ARLS0uwWCx4e3tjy5YtaGhoAIPBgKurK96/f4+WlhbKkl0OKSkpyMzMRFpaGgQCAdatWwelUommpibcuHEDwG+XzOvXr5GZmYnQ0FC4urpiYmICAwMDePHiBZWpZQgPDw9KzsvLCzQaDTweD0FBQQgMDIREIoFSqYSnpyf6+/vR2NiIrVu3LmqVJyQkQKFQ4MKFC1Ra9MjICNra2nD+/HmDFvSRI0cgFAqRnp6O3bt3U2nRMzMzSExMpORSU1Ph6+sLT09PWFlZ4cOHD3j+/Dk2b95M+fNTU1ORkZGB48ePY8+ePWCz2RgdHcW7d+/Q09OD+/fvAwBEIhGsra2xYcMG2NraYmhoCJWVlXBzc6MsY42VXlRUhJ07d8LY2BgBAQF64wUTExM4fPgwduzYAQ6HAwaDgTdv3qCnp4cKjtNoNJw4cQIXL15EamoqQkNDYW9vj+HhYfT39+Pbt2+4fv06gN9JACUlJcjLy4Ovry8GBwdRXV0NZ2dn/Pz5U6d8JycnnD17Fnv37sXs7CyqqqpgYmKCmJgYSiY+Ph4KhYKSo9PpqK2txffv35GZmbmkw+DYbDYYDAaePXsGOp0OOp0OV1dXuLq6wsHBAe7u7lAoFBAIBAbv4e7uDrFYDJFIhKysLGRlZf1fF4oqFArY2dktKT37X4EonFWCxsVgbGxM7aWWlJS0pL3U/Pz88PbtW7S0tGB4eBgMBgPu7u5ISUkBl8ul5E6dOoXCwkLcunUL09PT4PP58Pb2xtGjR2FsbIyWlhbU1NTAw8MDYrEYt2/fXvbzuLm5IScnB8XFxaiursbU1BTs7Oy0FgVaW1sjJycH9+7dQ3t7O6qrq2Fubg42m43Y2NhF9/3av38/Pn36hMbGRlRWVmJ2dhY8Ho+KaZWWlkImk0Emk4HJZOLgwYNaA5chmEwmcnNzUVxcjObmZqhUKjCZTGzcuHFBF6Ofnx8uX76Mu3fvQiKRUAs/MzIytH6HiIgIdHZ2ore3l2qXqKgoKosO+D3w5ufnQyKRoLGxEaOjo7CysoKzs7OW8hIIBJDJZKioqMD4+DiYTCZ27dqFQ4cOUQMvl8tFXFwcpFIprl27hl+/fiE7O1uvwjE1NcW+ffugUCjQ0dEBtVoNFouFxMREREREUHK+vr7Izc2FRCKBVCrF2NgYbGxswOFwtNLxo6KiMDk5icbGRrS2tsLFxQXp6eloamrSm4XI4/GohZ/Dw8PgcDhISkrSciutX78eV69exZ07d6g1YRwOB0Kh0GDMaz4mJiY4ffo0ioqKUFBQgJmZGcTGxlKzo9DQUNy+fRsTExMLJt5wuVwIhUKIxWJcuXIFIpFoSeUvhlqtRltbG0JDQ1fVaarkxE8CgfDPM3engejo6L9dHUxMTCA5ORkxMTHU3oYrSWtrK/Ly8lBYWAgmk7ni5S+X1aMaCQQC4R+BTqcjOjoa5eXly1rb9l95+PAhwsPDV5WyAYhLjUAgEJZFZGTkXzv6Ij8//6+U+18hMxwCgUAgrAgkhkMgEAiEFYHMcAgEAoGwIhCFQyAQCIQVgSgcAoFAIKwIROEQCAQCYUUgCodAIBAIKwJROAQCgUBYEf4H+MTc2OMs7eAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = qeds.themes.COLOR_CYCLE\n",
    "\n",
    "ax.scatter(X2[\"d_s\"],y2, color=colors[0],label='observed')\n",
    "ax.scatter(X_train[\"d_s\"],mod2.predict(X_train), color=colors[1],alpha=0.7,label='predicted, training')\n",
    "ax.scatter(X_test[\"d_s\"],mod2.predict(X_test), color=colors[2], alpha=0.7, label='predicted, test')\n",
    "ax.legend()\n",
    "ax.set_ylim((0,400))\n",
    "ax.set_title(\"Observed and Predicted fatalities\")\n",
    "ax.set_ylabel(\"Fatalities\")\n",
    "ax.set_xlabel(\"Distance to closest seaport(km)\")\n",
    "ax.xaxis.set_tick_params(rotation=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To conclude, in the first stage, the neural network once again does a slightly better job than the lasso in fitting and predicting the data. Graphically, it looks like both models fit and predict the fatalities with the distance to airport slightly better than they do the distance to seaport. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thank you for reading my work and for a great semester! I learned a lot!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}