generate graph for district level.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graph Generation based on Exposure dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### library imported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import glob\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### combine dataframe for the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GIC\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "#making dataframe for all combining datasets\n",
    "path= r'C:\\Users\\GIC\\Desktop\\tek\\Graphs\\notebook\\data\\Exposure_tables\\_csv'\n",
    "df= pd.concat(map(pd.read_csv, glob.glob(os.path.join(path, '*.csv'))), axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### removing dublicated values and reset the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>AGRI_AREA</th>\n",
       "      <th>AGRI_AREA.1</th>\n",
       "      <th>AGRI_AREA.2</th>\n",
       "      <th>AGRI_AREA.3</th>\n",
       "      <th>AGRI_AREA.4</th>\n",
       "      <th>AGRI_AREA.5</th>\n",
       "      <th>AGRI_AREA.6</th>\n",
       "      <th>AGRI_DR_10</th>\n",
       "      <th>AGRI_DR_11</th>\n",
       "      <th>...</th>\n",
       "      <th>Shape_Length.4</th>\n",
       "      <th>Shape_Length.5</th>\n",
       "      <th>Shape_Length.6</th>\n",
       "      <th>TEMP</th>\n",
       "      <th>TEMP.1</th>\n",
       "      <th>TEMP.2</th>\n",
       "      <th>TEMP.3</th>\n",
       "      <th>TEMP.4</th>\n",
       "      <th>TEMP.5</th>\n",
       "      <th>TEMP.6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>1980</td>\n",
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       "      <td>1980</td>\n",
       "      <td>1980</td>\n",
       "      <td>1980</td>\n",
       "      <td>1980</td>\n",
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       "      <td>1064</td>\n",
       "      <td>1064</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>73993.806147</td>\n",
       "      <td>73993.806147</td>\n",
       "      <td>73993.806147</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
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       "      <td>3</td>\n",
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       "      <td>11576</td>\n",
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       "      <td>11576</td>\n",
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       "      <td>182506.616447</td>\n",
       "      <td>182506.616447</td>\n",
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       "      <td>61089.242522</td>\n",
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       "      <td>5857</td>\n",
       "      <td>5857</td>\n",
       "      <td>5857</td>\n",
       "      <td>5857</td>\n",
       "      <td>0</td>\n",
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       "      <td>32691.648718</td>\n",
       "      <td>32691.648718</td>\n",
       "      <td>32691.648718</td>\n",
       "      <td>63</td>\n",
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       "      <td>4928</td>\n",
       "      <td>4928</td>\n",
       "      <td>0</td>\n",
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       "      <td>11905</td>\n",
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       "<p>113 rows × 509 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  AGRI_AREA  AGRI_AREA.1  AGRI_AREA.2  AGRI_AREA.3  AGRI_AREA.4  \\\n",
       "0        0       2992         2992         2992         2992         2992   \n",
       "1        1       1980         1980         1980         1980         1980   \n",
       "2        3       1064         1064         1064         1064         1064   \n",
       "3        4      11576        11576        11576        11576        11576   \n",
       "4        5       7985         7985         7985         7985         7985   \n",
       "..     ...        ...          ...          ...          ...          ...   \n",
       "108      0      10636        10636        10636        10636        10636   \n",
       "109      1       5857         5857         5857         5857         5857   \n",
       "110      2       6566         6566         6566         6566         6566   \n",
       "111      3       4928         4928         4928         4928         4928   \n",
       "112      4      11905        11905        11905        11905        11905   \n",
       "\n",
       "     AGRI_AREA.5  AGRI_AREA.6  AGRI_DR_10  AGRI_DR_11  ...  Shape_Length.4  \\\n",
       "0           2992         2992           0           0  ...   143639.872484   \n",
       "1           1980         1980           0           0  ...    76782.018110   \n",
       "2           1064         1064           0           0  ...    73993.806147   \n",
       "3          11576        11576           0           0  ...   160412.185629   \n",
       "4           7985         7985           0           0  ...   182506.616447   \n",
       "..           ...          ...         ...         ...  ...             ...   \n",
       "108        10636        10636           0           0  ...    61089.242522   \n",
       "109         5857         5857           0           0  ...    32691.648718   \n",
       "110         6566         6566           0           0  ...    37212.766270   \n",
       "111         4928         4928           0           0  ...    32388.667103   \n",
       "112        11905        11905           0           0  ...    48921.648995   \n",
       "\n",
       "     Shape_Length.5  Shape_Length.6  TEMP  TEMP.1  TEMP.2  TEMP.3  TEMP.4  \\\n",
       "0     143639.872484   143639.872484   100       0       0       0       0   \n",
       "1      76782.018110    76782.018110    95       0       0       0       0   \n",
       "2      73993.806147    73993.806147   100       0       0       0       0   \n",
       "3     160412.185629   160412.185629   100       0       0       0       0   \n",
       "4     182506.616447   182506.616447   100       0       0       0       0   \n",
       "..              ...             ...   ...     ...     ...     ...     ...   \n",
       "108    61089.242522    61089.242522    99       0       0       0       0   \n",
       "109    32691.648718    32691.648718    63       0       0       0       0   \n",
       "110    37212.766270    37212.766270     0       0       0       0       0   \n",
       "111    32388.667103    32388.667103     0       0       0       0       0   \n",
       "112    48921.648995    48921.648995     0       0       0       0       0   \n",
       "\n",
       "     TEMP.5  TEMP.6  \n",
       "0         0       0  \n",
       "1         0       0  \n",
       "2         0       0  \n",
       "3         0       0  \n",
       "4         0       0  \n",
       "..      ...     ...  \n",
       "108       0       0  \n",
       "109       0       0  \n",
       "110       0       0  \n",
       "111       0       0  \n",
       "112       0       0  \n",
       "\n",
       "[113 rows x 509 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates(subset='JAMOAT_NAM', inplace=True)\n",
    "df.reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Assigning the variable name accoring to district"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function for get the values from dataframe\n",
    "def values(name):\n",
    "    return df.groupby(district)[name].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# variables from dataframe\n",
    "\n",
    "jamoat = df['JAMOAT']\n",
    "district = df['DISTRICT']\n",
    "\n",
    "#EARTHQUAKE\n",
    "e1 = values('BUIL_EQ_47')+values('BUIL_EQ_48')\n",
    "e2 = values('BUIL_EQ_49')\n",
    "e3 = values('BUIL_EQ_50')+values('BUIL_EQ_51')\n",
    "e4 = values('PEOP_EQ_47')+values('PEOP_EQ_48')\n",
    "e5 = values('PEOP_EQ_49')\n",
    "e6 = values('PEOP_EQ_50')+values('PEOP_EQ_51')\n",
    "e7 = values('AGRI_EQ_47')+values('AGRI_EQ_48')\n",
    "e8 = values('AGRI_EQ_49')\n",
    "e9 = values('AGRI_EQ_50')+values('AGRI_EQ_51')\n",
    "e10 = values('ROAD_EQ_48')+values('ROAD_EQ_48')\n",
    "e11 = values('ROAD_EQ_49')\n",
    "e12 = values('ROAD_EQ_50')+values('ROAD_EQ_51')\n",
    "\n",
    "#WINDSTROME\n",
    "w1 = values('BUIL_WS_20')+values('BUIL_WS_21')\n",
    "w2 = values('BUIL_WS_22')\n",
    "w3 = values('BUIL_WS_23')+values('BUIL_WS_24')\n",
    "w4 = values('PEOP_WS_20')+values('PEOP_WS_21')\n",
    "w5 = values('PEOP_WS_22')\n",
    "w6 = values('PEOP_WS_23')+values('PEOP_WS_24')\n",
    "w7 = values('AGRI_WS_20')+values('AGRI_WS_21')\n",
    "w8 = values('AGRI_WS_22')\n",
    "w9 = values('AGRI_WS_23')+values('AGRI_WS_24')\n",
    "w10 = values('ROAD_WS_20')+values('ROAD_WS_21')\n",
    "w11 = values('ROAD_WS_22')\n",
    "w12 = values('ROAD_WS_23')+values('ROAD_WS_24')\n",
    "\n",
    "#FLOOD\n",
    "f1 = values('BUIL_FL_20')+values('BUIL_FL_21')\n",
    "f2 = values('BUIL_FL_22')\n",
    "f3 = values('BUIL_FL_23')+values('BUIL_FL_24')\n",
    "f4 = values('PEOP_FL_20')+values('PEOP_FL_21')\n",
    "f5 = values('PEOP_FL_22')\n",
    "f6 = values('PEOP_FL_23')+values('PEOP_FL_24')\n",
    "f7 = values('AGRI_FL_20')+values('AGRI_FL_21')\n",
    "f8 = values('AGRI_FL_22')\n",
    "f9 = values('AGRI_FL_23')+values('AGRI_FL_24')\n",
    "f10 = values('ROAD_FL_20')+values('ROAD_FL_21')\n",
    "f11 = values('ROAD_FL_22')\n",
    "f12 = values('ROAD_FL_23')+values('ROAD_FL_24')\n",
    "\n",
    "#LANDSLIDE\n",
    "l1 = values('BUIL_LS_50')+values('BUIL_LS_51')\n",
    "l2 = values('BUIL_LS_52')\n",
    "l3 = values('BUIL_LS_53')+values('BUIL_LS_54')\n",
    "l4 = values('PEOP_LS_50')+values('PEOP_LS_51')\n",
    "l5 = values('PEOP_LS_52')\n",
    "l6 = values('PEOP_LS_53')+values('PEOP_LS_54')\n",
    "l7 = values('AGRI_LS_50')+values('AGRI_LS_51')\n",
    "l8 = values('AGRI_LS_52')\n",
    "l9 = values('AGRI_LS_53')+values('AGRI_LS_54')\n",
    "l10 = values('ROAD_LS_50')+values('ROAD_LS_51')\n",
    "l11 = values('ROAD_LS_52')\n",
    "l12 = values('ROAD_LS_53')+values('ROAD_LS_24')\n",
    "\n",
    "#MUvalues(LOW\n",
    "m1 = values('BUIL_MF_50')+values('BUIL_MF_51')\n",
    "m2 = values('BUIL_MF_52')\n",
    "m3 = values('BUIL_MF_53')+values('BUIL_MF_24')\n",
    "m4 = values('PEOP_MF_50')+values('PEOP_MF_51')\n",
    "m5 = values('PEOP_MF_52')\n",
    "m6 = values('PEOP_MF_53')+values('PEOP_MF_54')\n",
    "m7 = values('AGRI_MF_50')+values('AGRI_MF_51')\n",
    "m8 = values('AGRI_MF_52')\n",
    "m9 = values('AGRI_MF_53')+values('AGRI_MF_54')\n",
    "m10 = values('ROAD_MF_50')+values('ROAD_MF_51')\n",
    "m11 = values('ROAD_MF_52')\n",
    "m12 = values('ROAD_MF_53')+values('ROAD_MF_54')\n",
    "\n",
    "#SNOW AVALANCHE\n",
    "s1 = values('BUIL_SA_50')+values('BUIL_SA_51')\n",
    "s2 = values('BUIL_SA_52')\n",
    "s3 = values('BUIL_SA_53')+values('BUIL_SA_54')\n",
    "s4 = values('PEOP_SA_50')+values('PEOP_SA_51')\n",
    "s5 = values('PEOP_SA_52')\n",
    "s6 = values('PEOP_SA_53')+values('PEOP_SA_54')\n",
    "s7 = values('AGRI_SA_50')+values('AGRI_SA_51')\n",
    "s8 = values('AGRI_SA_52')\n",
    "s9 = values('AGRI_SA_53')+values('AGRI_SA_54')\n",
    "s10 = values('ROAD_SA_50')+values('ROAD_SA_51')\n",
    "s11 = values('ROAD_SA_52')\n",
    "s12 = values('ROAD_SA_53')+values('ROAD_SA_54')\n",
    "\n",
    "#DROUGHT\n",
    "d1 = values('BUIL_DR_50')+values('BUIL_DR_51')\n",
    "d2 = values('BUIL_DR_52')\n",
    "d3 = values('BUIL_DR_53')+values('BUIL_DR_54')\n",
    "d4 = values('PEOP_DR_50')+values('PEOP_DR_51')\n",
    "d5 = values('PEOP_DR_52')\n",
    "d6 = values('PEOP_DR_53')+values('PEOP_DR_54')\n",
    "d7 = values('AGRI_DR_50')+values('AGRI_DR_51')\n",
    "d8 = values('AGRI_DR_52')\n",
    "d9 = values('AGRI_DR_53')+values('AGRI_DR_54')\n",
    "d10 = values('ROAD_DR_50')+values('ROAD_DR_51')\n",
    "d11 = values('ROAD_DR_52')\n",
    "d12 = values('ROAD_DR_53')+values('ROAD_DR_54')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fuction for graph generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generateGraph(index):\n",
    "    f = plt.figure(figsize=(11.69,8.27))\n",
    "    #f.suptitle('This is the main title', fontsize=18) \n",
    "    \n",
    "    # set width of bar\n",
    "    barWidth = 0.25\n",
    "\n",
    "    # for first graphset height of bar: BUILDINGS\n",
    "    bars1 = [e1[index], w1[index], f1[index], l1[index], m1[index], s1[index]]\n",
    "    bars2 = [e2[index], w2[index], f2[index], l2[index], m2[index], s2[index]]\n",
    "    bars3 = [e3[index], w3[index], f3[index], l3[index], m3[index], s3[index]]\n",
    "\n",
    "    # for second graphset height of bar: POPULATION\n",
    "    bars4 = [e4[index], f4[index], l4[index], m4[index], s4[index]]\n",
    "    bars5 = [e5[index], f5[index], l5[index], m5[index], s5[index]]\n",
    "    bars6 = [e6[index], f6[index], l6[index], m6[index], s6[index]]\n",
    "\n",
    "    # for third graphset height of bar: AGRICULTURE\n",
    "    bars7 = [w7[index], f7[index], l7[index], m7[index], s7[index], d7[index]]\n",
    "    bars8 = [w8[index], f8[index], l8[index], m8[index], s8[index], d8[index]]\n",
    "    bars9 = [w9[index], f9[index], l9[index], m9[index], s9[index], d9[index]]\n",
    "\n",
    "    # for fourth graphset height of bar: ROADS\n",
    "    bars10 = [f10[index], l10[index], m10[index], s10[index]]\n",
    "    bars11 = [f11[index], l11[index], m11[index], s11[index]]\n",
    "    bars12 = [f12[index], l12[index], m12[index], s12[index]]\n",
    "\n",
    "    # Set position of bar on X axis\n",
    "    r1 = np.arange(len(bars1))\n",
    "    r2 = [x + barWidth for x in r1]\n",
    "    r3 = [x + barWidth for x in r2]\n",
    "    \n",
    "    # Set position of bar on X axis\n",
    "    r4 = np.arange(len(bars4))\n",
    "    r5 = [x + barWidth for x in r4]\n",
    "    r6 = [x + barWidth for x in r5]\n",
    "    \n",
    "    # Set position of bar on X axis\n",
    "    r7 = np.arange(len(bars7))\n",
    "    r8 = [x + barWidth for x in r7]\n",
    "    r9 = [x + barWidth for x in r8]\n",
    "    \n",
    "    # Set position of bar on X axis\n",
    "    r10 = np.arange(len(bars10))\n",
    "    r11 = [x + barWidth for x in r10]\n",
    "    r12 = [x + barWidth for x in r11]\n",
    "\n",
    "    # Make the plot\n",
    "    plt.subplot(221)\n",
    "    plt.title('Buiding exposure(number)')\n",
    "    plt.bar(r1, bars1, color='#00b04f', width=barWidth, edgecolor='white', label='low')\n",
    "    plt.bar(r2, bars2, color='#ffbf00', width=barWidth, edgecolor='white', label='medium')\n",
    "    plt.bar(r3, bars3, color='#ff0000', width=barWidth, edgecolor='white', label='high')\n",
    "\n",
    "    # Add xticks on the middle of the group bars\n",
    "    # plt.xlabel('group', fontweight='bold')\n",
    "    plt.xticks([r + barWidth for r in range(len(bars1))], ['EQ', 'WS', 'FL', 'LS', 'MF', 'SA'])\n",
    "\n",
    "\n",
    "    # Make the plot\n",
    "    plt.subplot(222)\n",
    "    plt.title('Population(number)')\n",
    "    plt.bar(r4, bars4, color='#00b04f', width=barWidth, edgecolor='white', label='low')\n",
    "    plt.bar(r5, bars5, color='#ffbf00', width=barWidth, edgecolor='white', label='medium')\n",
    "    plt.bar(r6, bars6, color='#ff0000', width=barWidth, edgecolor='white', label='high')\n",
    "\n",
    "    # Add xticks on the middle of the group bars\n",
    "    # plt.xlabel('group', fontweight='bold')\n",
    "    plt.xticks([r + barWidth for r in range(len(bars4))], ['EQ', 'FL', 'LS', 'MF', 'SA'])\n",
    "\n",
    "    # Make the plot\n",
    "    plt.subplot(223)\n",
    "    plt.title('Agricultural land exposed(hectares)')\n",
    "    plt.bar(r7, bars7, color='#00b04f', width=barWidth, edgecolor='white', label='low')\n",
    "    plt.bar(r8, bars8, color='#ffbf00', width=barWidth, edgecolor='white', label='medium')\n",
    "    plt.bar(r9, bars9, color='#ff0000', width=barWidth, edgecolor='white', label='high')\n",
    "\n",
    "    # Add xticks on the middle of the group bars\n",
    "    # plt.xlabel('group', fontweight='bold')\n",
    "    plt.xticks([r + barWidth for r in range(len(bars7))], ['WS', 'FL', 'LS', 'MF', 'SA', 'DR'])\n",
    "\n",
    "\n",
    "    # Make the plot\n",
    "    plt.subplot(224)\n",
    "    plt.title('Road exposure(km)')\n",
    "    plt.bar(r10, bars10, color='#00b04f', width=barWidth, edgecolor='white', label='low')\n",
    "    plt.bar(r11, bars11, color='#ffbf00', width=barWidth, edgecolor='white', label='medium')\n",
    "    plt.bar(r12, bars12, color='#ff0000', width=barWidth, edgecolor='white', label='high')\n",
    "\n",
    "    # Add xticks on the middle of the group bars\n",
    "    # plt.xlabel('group', fontweight='bold')\n",
    "    plt.xticks([r + barWidth for r in range(len(bars10))], ['FL', 'LS', 'MF', 'SA'])\n",
    "\n",
    "    l = df.DISTRICT.unique()\n",
    "    # Create legend & Show graphic\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('output/Bar_Chart-{}'.format(l[index]), figsize=(11.69,8.27))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yckiSJEnSbJnprHGSJEmStN4xEJIkSZLUOwZCkiRJknrHQEiSJElS7xgISZIkSeodAyFJkiRJvWMgJEmSJKl3DIQkSZIk9Y6BkCRp3kryV0kuSHJ+kk8n2SjJw5KcmeSiJMcn2bDlvU9bXtHWLxnYzxEt/cdJ9h5I36elrUhy+Lo/QknSXDEQkiTNS0m2AV4J7FJVOwKLgIOAtwHvqqqlwPXAi9smLwaur6pHAu9q+UiyQ9vuscA+wPuTLEqyCHgfsC+wA3BwyytJ6gEDIUnSfLYBsHGSDYD7AlcCTwdObOuPBQ5o7/dvy7T1eyZJSz+uqm6rqp8CK4Bd22tFVV1cVbcDx7W8kqQeMBCSJM1LVfUz4O3AZXQB0I3A2cANVXVHy7YS2Ka93wa4vG17R8v/wMH0oW3GS++PW2+dH/uQpDlgICRJmpeSbE7XQ/MwYGvgfnTD2IbV2CbjrFvT9OFyHJZkeZLlq1atmkrR1x8bbQTJzF4bbTTXRyFJ02IgJEmar/4A+GlVraqqXwOfBZ4CbNaGygFsC1zR3q8EtgNo6x8AXDeYPrTNeOn3UFVHVdUuVbXL4sWLZ+vYJElzzEBIkjRfXQbsnuS+7V6fPYEfAl8FntvyLANOau9Pbsu09V+pqmrpB7VZ5R4GLAW+C5wFLG2z0G1IN6HCyevguCRJ88AGk2eRJGndq6ozk5wIfA+4A/g+cBTwReC4JG9paUe3TY4GPp5kBV1P0EFtPxckOYEuiLoDeHlV3QmQ5BXAqXQz0h1TVResq+OTJM0tAyFJ0rxVVW8A3jCUfDHdjG/DeW8FDhxnP0cCR45IPwU4ZeYllSStbxwaJ0mSJKl3DIQkSZIk9Y6BkCRJkqTeMRBal2by0Lm5eGDdndP8zOluJ0mSJK0jTpawLo09uG46arVn/K19izaCM6ZR3j3moKySJEnSGrBHSJIkSVLvGAhJkiRJ6p1JA6EkxyS5Jsn5A2lvTPKzJOe0134D645IsiLJj5PsPZC+T0tbkeTwgfSHJTkzyUVJjm9P95YkSZKktWYqPUIfBfYZkf6uqtqpvU4BSLID3ZO8H9u2eX+SRUkWAe8D9gV2AA5ueQHe1va1FLgeePFMDkiSJEmSJjNpIFRVXweum+L+9geOq6rbquqnwAq6p3/vCqyoqour6nbgOGD/JAGeDpzYtj8WOGANj0GSJEmS1shM7hF6RZJz29C5zVvaNsDlA3lWtrTx0h8I3FBVdwylS5IkSdJaM91A6APAI4CdgCuBd7T0UXMt1zTSR0pyWJLlSZavWrVqzUosSZIkSc20AqGqurqq7qyq3wAfohv6Bl2PznYDWbcFrpgg/VpgsyQbDKWP97lHVdUuVbXL4sWLp1N0SZIkSZpeIJTkIQOLfwSMzSh3MnBQkvskeRiwFPgucBawtM0QtyHdhAonV1UBXwWe27ZfBpw0nTJJkiRJ0lRtMFmGJJ8G9gC2TLISeAOwR5Kd6IaxXQK8BKCqLkhyAvBD4A7g5VV1Z9vPK4BTgUXAMVV1QfuI1wHHJXkL8H3g6Fk7OkmSJEkaYdJAqKoOHpE8brBSVUcCR45IPwU4ZUT6xdw9tE6SJEmS1rqZzBonSZIkSeslAyFJkiRJvWMgJEmSJKl3DIQkSZIk9Y6BkCRJkqTeMRCSJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmSJEnqHQMhSZIkSb1jICRJkiSpdwyEJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvGAhJkiRJ6h0DIUmSJEm9YyAkSZIkqXcMhCRJkiT1joGQpHnn1jtvX6fbSZLWL7NV39tu9NsGc10ASRq20aINyUkHrPF2tf/n10JpJEnzzXTbiWG2G/1mj5AkSZKk3jEQkiRJktQ7BkKSJEmSemfSQCjJMUmuSXL+QNq/JPlRknOTfC7JZi19SZJfJTmnvT44sM2TkpyXZEWS9yZJS98iyWlJLmr/br42DlSSJEmSxkylR+ijwD5DaacBO1bV44H/BY4YWPeTqtqpvV46kP4B4DBgaXuN7fNw4PSqWgqc3pYlSZIkaa2ZNBCqqq8D1w2lfbmq7miL3wG2nWgfSR4C3L+qvl1VBXwMGJvqY3/g2Pb+2IF0SZIkSVorZuMeoT8FvjSw/LAk30/ytSRPbWnbACsH8qxsaQBbVdWVAO3fB81CmSRJkiRpXDMKhJL8DXAH8MmWdCWwfVU9Efi/wKeS3B/IiM1rGp93WJLlSZavWrVqusWWJK0nkmyW5MR2X+qFSZ483r2l6by33Yt6bpKdB/azrOW/KMmygfSR969Kkha+aQdCrSF5FvD8NtyNqrqtqn7e3p8N/AR4FF0P0ODwuW2BK9r7q9vQubEhdNeM95lVdVRV7VJVuyxevHi6RZckrT/eA/xXVf0W8ATgQsa/t3Rf7r4P9TC6e1NJsgXwBmA3YFfgDQMT84x3/6okaYGbViCUZB/gdcAfVtUvB9IXJ1nU3j+crlG5uA15uznJ7u1q2yHASW2zk4Gxq3PLBtIlST3WRhT8HnA0QFXdXlU3MP69pfsDH6vOd4DN2gW2vYHTquq6qrqebsKffSa5f1WStMBNZfrsTwPfBh6dZGWSFwP/BmwKnDY0TfbvAecm+QFwIvDSqhqbaOEvgA8DK+h6isbuK3or8IwkFwHPaMuSJD0cWAV8pN17+uEk92P8e0u3AS4f2H7sftSJ0se7f1WStMBtMFmGqjp4RPLR4+T9DPCZcdYtB3Yckf5zYM/JyiFJ6p0NgJ2Bv6yqM5O8h4kfsTDe/ahrmn7PnSaH0Q2fY/vtt5+szJKk9cRszBonSdLasBJYWVVntuUT6QKj8e4tXQlsN7D92P2oE6WPd//qXbw/VZIWJgMhSdK8VFVXAZcneXRL2hP4IePfW3oycEibPW534MY2dO5UYK8km7dJEvYCTp3k/lVJ0gI36dA4SZLm0F8Cn0yyIXAxcCjdRbwT2j2rlwEHtrynAPvR3Yv6y5aXqrouyZuBs1q+Nw3dv/pRYGO6e1cHn4snSVrADIQkSfNWVZ0D7DJi1Wr3lraZ314+zn6OAY4ZkT7y/lVJ0sLn0DhJkiRJvWMgJEmSJKl3DIQkSZIk9Y6BkCRJkqTeMRCSJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmSJEnqHQMhSZIkSb1jICRJkiSpdwyEJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvGAhJkiRJ6h0DIUmSJEm9YyAkSZIkqXcMhCRJkiT1joGQJEmSpN6ZUiCU5Jgk1yQ5fyBtiySnJbmo/bt5S0+S9yZZkeTcJDsPbLOs5b8oybKB9CclOa9t894kmc2DlCRJkqRBU+0R+iiwz1Da4cDpVbUUOL0tA+wLLG2vw4APQBc4AW8AdgN2Bd4wFjy1PIcNbDf8WZIkSZI0a6YUCFXV14HrhpL3B45t748FDhhI/1h1vgNsluQhwN7AaVV1XVVdD5wG7NPW3b+qvl1VBXxsYF+SJEmSNOtmco/QVlV1JUD790EtfRvg8oF8K1vaROkrR6RLkiRJ0lqxNiZLGHV/T00jffUdJ4clWZ5k+apVq2ZQREmSJEl9NpNA6Oo2rI327zUtfSWw3UC+bYErJknfdkT6aqrqqKrapap2Wbx48QyKLkmSJKnPZhIInQyMzfy2DDhpIP2QNnvc7sCNbejcqcBeSTZvkyTsBZza1t2cZPc2W9whA/uSJEmSpFm3wVQyJfk0sAewZZKVdLO/vRU4IcmLgcuAA1v2U4D9gBXAL4FDAarquiRvBs5q+d5UVWMTMPwF3cx0GwNfai9JkiRJWiumFAhV1cHjrNpzRN4CXj7Ofo4BjhmRvhzYcSplkSRJkqSZWhuTJUiSJEnSvGYgJEmSJKl3DIQkSZIk9Y6BkCRJkqTeMRCSJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmSJEnqHQMhSZIkSb1jICRJkiSpdwyEJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvGAhJkiRJ6h0DIUmSJEm9YyAkSZq3kixK8v0kX2jLD0tyZpKLkhyfZMOWfp+2vKKtXzKwjyNa+o+T7D2Qvk9LW5Hk8HV9bJKkuWUgJEmaz14FXDiw/DbgXVW1FLgeeHFLfzFwfVU9EnhXy0eSHYCDgMcC+wDvb8HVIuB9wL7ADsDBLa8kqScMhCRJ81KSbYFnAh9uywGeDpzYshwLHNDe79+Waev3bPn3B46rqtuq6qfACmDX9lpRVRdX1e3AcS2vJKknDIQkSfPVu4H/B/ymLT8QuKGq7mjLK4Ft2vttgMsB2vobW/670oe2GS99NUkOS7I8yfJVq1bN9JgkSfOEgZAkad5J8izgmqo6ezB5RNaaZN2apq+eWHVUVe1SVbssXrx4glJLktYnG8x1ASRJGuF3gD9Msh+wEXB/uh6izZJs0Hp9tgWuaPlXAtsBK5NsADwAuG4gfczgNuOlS5J6wB4hSdK8U1VHVNW2VbWEbrKDr1TV84GvAs9t2ZYBJ7X3J7dl2vqvVFW19IParHIPA5YC3wXOApa2Weg2bJ9x8jo4NEnSPGGPkCRpffI64LgkbwG+Dxzd0o8GPp5kBV1P0EEAVXVBkhOAHwJ3AC+vqjsBkrwCOBVYBBxTVRes0yORJM2paQdCSR4NHD+Q9HDg74HNgD8Hxu4ofX1VndK2OYJuitM7gVdW1aktfR/gPXSN0Yer6q3TLZckaWGpqjOAM9r7i+lmfBvOcytw4DjbHwkcOSL9FOCUWSyqJGk9Mu1AqKp+DOwE3QPvgJ8BnwMOpXvGw9sH8w89y2Fr4L+TPKqtfh/wDLqx3GclObmqfjjdskmSJEnSRGZraNyewE+q6tLusQ0j3fUsB+CnbfjC2FW9Fe0qH0nGnuVgICRJkiRprZityRIOAj49sPyKJOcmOSbJ5i3NZzlIkiRJmhdmHAi12Xb+EPiPlvQB4BF0w+auBN4xlnXE5j7LQZIkSdI6NxtD4/YFvldVVwOM/QuQ5EPAF9qiz3KQJEmSNC/MxtC4gxkYFpfkIQPr/gg4v733WQ6SJEmS5oUZ9QgluS/dbG8vGUj+5yQ70Q1vu2Rsnc9ykCRJkjRfzCgQqqpfAg8cSnvhBPl9loMkSZKkOTdbs8ZJkiRJ0nrDQEiSJElS7xgISZIkSeodAyFJkiRJvWMgJEmSJKl3DIQkSZIk9Y6BkCRJkqTeMRCSJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmSJEnqHQMhSZIkSb1jICRJkiSpdwyEJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvGAhJkiRJ6h0DIUmSJEm9YyAkSZIkqXcMhCRJkiT1joGQJEmSpN4xEJIkSZLUOzMOhJJckuS8JOckWd7StkhyWpKL2r+bt/QkeW+SFUnOTbLzwH6WtfwXJVk203JJkiRJ0nhmq0fo96tqp6rapS0fDpxeVUuB09sywL7A0vY6DPgAdIET8AZgN2BX4A1jwZMkSZIkzba1NTRuf+DY9v5Y4ICB9I9V5zvAZkkeAuwNnFZV11XV9cBpwD5rqWySJEmSem42AqECvpzk7CSHtbStqupKgPbvg1r6NsDlA9uubGnjpUuSJEnSrNtgFvbxO1V1RZIHAacl+dEEeTMirSZIv+fGXaB1GMD2228/nbJKkiRJ0sx7hKrqivbvNcDn6O7xuboNeaP9e03LvhLYbmDzbYErJkgf/qyjqmqXqtpl8eLFMy26JEmSpJ6aUSCU5H5JNh17D+wFnA+cDIzN/LYMOKm9Pxk4pM0etztwYxs6dyqwV5LN2yQJe7U0SZLUA7feefu82Iek/pjp0LitgM8lGdvXp6rqv5KcBZyQ5MXAZcCBLf8pwH7ACuCXwKEAVXVdkjcDZ7V8b6qq62ZYNvXIrXfezkaLNlzn20qSZsdGizYkJx0wecYJ1P6fn6XSSOqDGQVCVXUx8IQR6T8H9hyRXsDLx9nXMcAxMymP+msmDagNpyRJUv+sremzJUmSJGneMhCSJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmS5qUk2yX5apILk1yQ5FUtfYskp9DA7moAACAASURBVCW5qP27eUtPkvcmWZHk3CQ7D+xrWct/UZJlA+lPSnJe2+a9adOgSpIWPgMhSdJ8dQfwmqp6DLA78PIkOwCHA6dX1VLg9LYMsC+wtL0OAz4AXeAEvAHYje6h328YC55ansMGtttnHRyXJGkeMBCSJM1LVXVlVX2vvb8ZuBDYBtgfOLZlOxYYmzt/f+Bj1fkOsFmShwB7A6dV1XVVdT1wGrBPW3f/qvp2e7zDxwb2JUla4AyEJEnzXpIlwBOBM4GtqupK6IIl4EEt2zbA5QObrWxpE6WvHJE+/NmHJVmeZPmqVatm43AkSfOAgZAkaV5LsgnwGeDVVXXTRFlHpNU00u+ZUHVUVe1SVbssXrx4KkWWJK0HDIQkSfNWknvTBUGfrKrPtuSr27A22r/XtPSVwHYDm28LXDFJ+rYj0iVJPWAgJEmal9oMbkcDF1bVOwdWnQyMzfy2DDhpIP2QNnvc7sCNbejcqcBeSTZvkyTsBZza1t2cZPf2WYcM7EuStMBtMNcFkCRpHL8DvBA4L8k5Le31wFuBE5K8GLgMOLCtOwXYD1gB/BI4FKCqrkvyZuCslu9NVXVde/8XwEeBjYEvtZckqQcMhCRJ81JVfYPR9/EA7DkifwEvH2dfxwDHjEhfDuw4g2JKktZTDo2TJEmS1DsGQpIkSZJ6x0BIkiRJUu8YCEmSJEnqHQMhSZIkSb1jICRJkiSpdwyEJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvTDsQSrJdkq8muTDJBUle1dLfmORnSc5pr/0GtjkiyYokP06y90D6Pi1tRZLDZ3ZIkiRJkjSxDWaw7R3Aa6rqe0k2Bc5Oclpb966qevtg5iQ7AAcBjwW2Bv47yaPa6vcBzwBWAmclObmqfjiDskmSJEnSuKYdCFXVlcCV7f3NSS4Etplgk/2B46rqNuCnSVYAu7Z1K6rqYoAkx7W8BkKSJElae+68FRZtNPf70JyYSY/QXZIsAZ4InAn8DvCKJIcAy+l6ja6nC5K+M7DZSu4OnC4fSt9tNsolqWdm0hjZkElS/yzaCM7IzPaxR81OWbTOzTgQSrIJ8Bng1VV1U5IPAG8Gqv37DuBPgVG/smL0fUojf1FJDgMOA9h+++1nWnRJC81MGjQbMkmSemVGs8YluTddEPTJqvosQFVdXVV3VtVvgA9x9/C3lcB2A5tvC1wxQfpqquqoqtqlqnZZvHjxTIou3e3OW9ftdpIkSZpz0+4RShLgaODCqnrnQPpD2v1DAH8EnN/enwx8Ksk76SZLWAp8l66naGmShwE/o5tQ4U+mWy5pjU23F8EeBEmaX2ZriKtDZaVemMnQuN8BXgicl+SclvZ64OAkO9ENb7sEeAlAVV2Q5AS6SRDuAF5eVXcCJHkFcCqwCDimqi6YQbkkSVIfzcb9HuCFLqknZjJr3DcYfd/PKRNscyRw5Ij0UybaTpIkSZJm04zuEeot7w2Z2K0zOD8z2VaSJEmaolmZPrt3vKdkYhttBJnm0ITqyTmSJEnSnLJHSJJg+r2R9mJKUr/NVjtge7LO2SMkSTD9nkx7MSWp32YyEmaQ7ck6Z4+QJEmSpN4xEJIkSZLUOwZCkiRJknrHQEiSJElS7xgISZIkSeodAyFJktY3PthbkmbM6bMlSVrfTPfB3sP68qBvSRrBHiFJkiRJvWMgJEmSJKl3DISk6bp1BmP0Z7KtJEmSZsx7hKTp2mgjyDTH6Jfj8iVp3rr11q6On+t9SFqrDIQkSZIGzeRC1xgveEnznkPjJEmSJPWOgZAkSZKk3jEQkiRJktQ7BkKSJEmSesdASJIkSVLvGAhJkiRJ6h0DIUmSJEm9YyAkSZIkqXcMhCRJkiT1zrwJhJLsk+THSVYkOXyuyyNJ6gfbH0nqp3kRCCVZBLwP2BfYATg4yQ5zWypJ0kJn+yNJ/TUvAiFgV2BFVV1cVbcDxwH7z3GZJEkLn+2PJPXUBnNdgGYb4PKB5ZXAbsOZkhwGHNYWf5Hkx+ugbGtqS+Da0asy/b1mBtuuHQvmODNxeT3O9cgkxwhr4/ucf98lzN/v86FzXYARJm1/1pO2Z5Qp/A5m4fc7j9qnKfzfAM/LeOZrvbFWzU59Okvf9fr1m1mffi/jtj3zJRAadbZrtYSqo4Cj1n5xpi/J8qraZa7LsbZ5nAuLx7mw9OU4Z8mk7c/60PaM4u9gNM/LaJ6X0Twvoy2U8zJfhsatBLYbWN4WuGKOyiJJ6g/bH0nqqfkSCJ0FLE3ysCQbAgcBJ89xmSRJC5/tjyT11LwYGldVdyR5BXAqsAg4pqoumONiTdd6N3ximjzOhcXjXFj6cpwztsDan2H+DkbzvIzmeRnN8zLagjgvqVrtVhxJkiRJWtDmy9A4SZIkSVpnDIQkSZIk9Y6B0DQluTPJOQOvw1v6hkneneQnSVYk+UKS7ee6vGsqybuSvHpg+dQkHx5YfkeS/5vkvUnOT3JekrOSPGxuSjxzI77TJUn2SPKFuS7bbEryixFpj05yRjvuC5Os12N/k1SSjw8sb5Bk1dh3meRFbXnsu/7Y3JV2ZpL8TZILkpzbjmW3lr44ya+TvGSuy6i1a6G3RzPVl7p9TfShHVhTfWo31tRCbmfmxWQJ66lfVdVOI9L/EdgUeFRV3ZnkUOCkJE+qqt+s2yLOyLeAA4F3J7kX3YOz7j+w/inAfwFbA4+vqt8k2Ra4ZZ2XdPas9p0mWTI3RVnn3gu8q6pOAkjyuDkuz0zdAuyYZOOq+hXwDOBnQ3mOr6pXrPuizZ4kTwaeBexcVbcl2RLYsK0+EPgOcDDw73NURK0bC709mqk+1+1rYqG1A2uqF+3Gmlro7Yw9QrMoyX2BQ4G/qqo7AarqI8AvgD+Yy7JNwzfpgh2AxwLnAzcn2TzJfYDHAL8CrhxrUKtqZVVdPyel1Uw9hO55KgBU1XlzWJbZ8iXgme39wcCn57Asa8tDgGur6jaAqrq2qsaegXMw8Bpg2yTbzFUBNTcWWHukdWMhtgNrqg/txppa0O2MgdD0bTzU1f484JHAZVV101De5cAO676I09d+5He0YRRPAb4NnAk8GdgFOBf4FPDsdvzvSPLEOSvw7Bj8Tj8314VZx94FfCXJl5L8VZLN5rpAs+A44KAkGwGPp/v9DnrewPd96Lov3qz4MrBdkv9N8v4kTwNIsh3w4Kr6LnAC8Ly5LKTWugXdHs2CPtfta2IhtgNrqg/txppa0O2MQ+Omb1RX+xOAUfORZ90UadaN9Qo9BXgnsE17fyPwrapameTRwNPb6/QkB1bV6XNV4Bkab3jJgldVH0lyKrAPsD/wkiRPGLsCtD6qqnPb8JeDgVNGZFnvhzhU1S+SPAl4KvD7wPHt/pDFdA0TdA370XT/h7Uw9aE9mone1u1rYiG2A2uqD+3Gmlro7YyB0OxaATw0yaZVdfNA+s7AiXNUppn4Fl3g8zi6oXGX03WB3gQcA9AqyC8BX0pyNXAAsL4GQr3WegGPAY5Jcj6wI3D23JZqxk4G3g7sATxwbouydrRhT2cAZyQ5D1hGd9FiqyTPb9m2TrK0qi6ao2Jq3Vto7ZHWgQXaDqypBd9urKmF3M44NG4WVdUtwLHAO5MsAkhyCHArXe/K+uabdDfIXVdVd1bVdcBmdMPjvp1k5yRbA7QJFR4PXDpnpdW0Jdknyb3b+wfTVf7DN4muj44B3rRQx7q3WZ6WDiTtRHeB635VtU1VLamqJcA/AQfNRRk1NxZge6S1bAG3A2tqQbcba2qhtzP2CE3fxknOGVj+r6o6HDgC+Bfgx0k2BlYBT66qUUMU5rvz6GaL+9RQ2iZVdW2SXYAPtckTAL4L/Ns6LuO6sGeSlQPLB1bVt+esNDN336HjeSewLfCeJLe2tNdW1VXrvmizq6pWAu+Z63KsRZsA/9rG8t9B1wvwE+AHQ/k+Qzd04c3rtnhaR/rQHq0NC61uXxO9aQfWVA/ajTW1oNuZWB+uPe2Kyn8B76+qXs3HL0maP2yPJGl1BkKSJEmSesd7hCRJkiT1joGQJEmSpN4xEJIkSZLUOwZCkiRJknrHQEiSJElS7xgISZIkSeodAyFJkiRJvWMgJEmSJKl3DIQkSZIk9Y6BkCRJkqTeMRCSJEmS1DsGQpq2JL9I8vAZ7uONST4xW2WawuftkWTlBOsrySPX9eeuz5J8NMlbBpbvk+SHSR48av36LslWSS5Mcp+5LoukhWWh1ZdrKsleST4/sDwrbXKSxyf51kz3o4XHQKhnkpyR5PrZ+COuqjapqotno1wASZa0Sm+D2dqn5sRhwNer6qq19QFz+VupqquBr9Idp6QFLsklSX7VLv5d1YKVTea6XAvUPwJvne2dVtW5wA1Jnj3b+9b6zUCoR5IsAZ4KFPCHM9jPvAxU0vE3PfdeAnx8rgsxkVn4DX+S7jgl9cOzq2oTYCfgicARc1ye9cpU6twkvw08oKq+s5aKYb2t1fhHY78cAnwH+CiwbHBFkgcm+c8kNyU5K8lbknxjYH0leXmSi4CLBtIe2d5vnOQdSS5NcmOSb7S01YaEtatrfzCifF9v/97Qrrw9eXjo3HBPQOvhOjLJN4FfAg9PcmgbunRzkouTTKviS/LMJN9v5+TyJG8cUY5lSS5Lcm2SvxlYv3G7anh9kh8Cvz3JZ/1WktOSXJfkx0n+uKVvmOScJH/Zlhcl+WaSv2/Lb0xyYpLj2/F+L8kTBvb7mHaObkhyQZI/HFi3XxvCdnOSnyX564F1z2qfe0OSbyV5/MC6J7bPuTnJ8cBGA+u2Bx4BnDl0iJsn+WLb5swkj5js2AfO42q/K0b/Vh6R5CtJft6+j08m2WxgX5ckeV2Sc4FbkmyQZOskn0myKslPk7xyIP+uSZa37//qJO8cOJ4z6X5rD53oe5W0sLSe7lPpAiIAkjwgycdaPXJpkr9Nuyg3hXpp3Pp0lCR/2tq365OcOlYHJXlK2/92bfkJrf7+rbZ8SZIjWp1/fZKPJBmsu/88yYpWD5+cZOuWniTvSnJNq4PPTbJjW3dGkj8b2MeLMvnfDePW98C+wNcmOPbfTdcW//7A/l+W5KJ2/t7czve3W719QpINB3ZxBrBnHNasQVXlqycvYAXwMuBJwK+BrQbWHdde9wV2AC4HvjGwvoDTgC2AjQfSHtnev4+uktkGWAQ8BbgPsAewcqgclwB/0N6/EfhEe7+k7XODgbx3rR+Vp33mZcBjgQ2AewPPpPtjPMDT6AKknVv+1cozVLbBY9oDeBzdBYPHA1cDBwyV40PAxsATgNuAx7T1bwX+p52v7YDzx/tc4H7tfB/ajmFn4FrgsW39jsD1wGOAv6ELZhcNnJ9fA89tx/7XwE/b+3u37/z1wIbA04GbgUe3ba8Entrebz5wjnYGrgF2a9/lsvad3aft51Lgr9r+n9s+/y1t22cCFwwd30eB64Bd2/F9Ejhuisc+3u/qHr+DlveRwDPa+sV0wdK7h35357TvY+P2vZ4N/H07rocDFwN7t/zfBl7Y3m8C7D50XOcCfzjX/699+fK1dl/cs83aFjgPeM/A+o8BJwGbtrrpf4EXt3Xj1kuT1acjynFAq9Mf0+rLvwW+NbD+SOArrX47F3jF0DGc3+q/LYBvDtTbT2/17s6tnP9KN7wZYO9WT25G16Y+BnhIW3cG8GcDn/EiJvi7YQr1/X8Arx065mrncO+27a5D604G7k/3N8BtwOmtLn8A8ENg2dD+bgIeP9e/KV/z5zXnBfC1jr5o+N1WwW7Zln8E/FV7v6ite/RA/reMqNCePrTPsQrqXsCvgCeM+Nw9WPuB0JsmOfbPA68arzyjjmmcde8G3jVUjm0H1n8XOKi9vxjYZ2DdYeN9LvA84H+G0v4deMPA8mvad3Y9sHTo/HxnYPletACnva4C7jWw/tPAG9v7y+iGCdx/6LM/ALx5KO3HdEHl7wFXABlY9y3ublCfP1ielvZR4MMDy/sBP5rs2Cf5Xa32WxmR5wDg+0O/uz8dWN4NuGxomyOAj7T3Xwf+gfZ/ZsT+vwkcMtv/V3358jW/Xq3u+AXdhaSi+2N7s7ZuEd0f4DsM5H8JcMY4+7qrXpqsPh2x7ZdoAVZbvhfdhb6HtuV70wUt5wH/NbTfS4CXDizvB/ykvT8a+OeBdZvQ/U2whC5I+l9g98G2pOU7g8kDoacPLE/Y1tEFTS8dWl+tXr4UeNyIdb8zsHw28LqB5XcwcDGspf0M+L25/k35mj8vh8b1xzLgy1V1bVv+FHcPj1tMd3Xm8oH8g+8nSgPYkq47/yezUM7puEe5kuyb5Dut6/0Gugp/yzXdaZLdkny1DXe4EXjpiP0MTgjwS7oGBGDroXJdOsFHPRTYrQ1juKGV+fnAgwfyHEvXKJ1SVRcNbX/X51TVb4CV7fO3Bi5vaYPl2Ka9/z905+bSJF9L8uSB8rxmqDzbDezzZ1VV4xzb9XRXRYeNd54mOvY1+l0leVCS49IN87sJ+ASrf1+D38lDga2HPvv1wFZt/YuBRwE/Sjdc9FlD+9oUuGEqZZO03jugqjalu5j2W9xdt2zJ3T07Y+6qZyeplyarT4c9FHjPQH11HV0vzTYAVfVrugtPOwLvGNovrN4mbT1Qjrs+t6p+Afwc2KaqvgL8G13v/NVJjkpy/wnKOGy4zp2orRuv/Xg1cEJVnTdi3dUD7381Ynl4Ugvrbd2DgVAPpLun4o+Bp6Wb8eYquq74J6S7n2QVcAddl/+Y7UbsarhSHXMtcCvdcLRht9ANtxsryyK6wGuUUfu/x/bcMzhYbbs29vczwNvphv5tBpxC11isqU/RdbtvV1UPAD64Bvu5knuew+0nyHs58LWq2mzgtUlV/cVAnvcDXwD2TvK7Q9vf9TltXPq2dFcZrwC2yz0nkNie7ooYVXVWVe0PPIiu1+yEgfIcOVSe+1bVp9txbZMkQ/sccy7dvTNTnYxgomOf6Hc16rfyTy398VV1f+AFrP59DW53OfDToc/etKr2A6iqi6rqYLrz8zbgxCT3g7tu/H0k8IMpHqekBaCqvkYXbLy9JV1L13vy0IFsd9WzTFwvTVafDrsceMlQnbVxVX0LIMk2dL3pHwHeMeJemOE26Yr2/orB8rd67oHc3Va8t6qeRDf87FHAa1vWNWqfmbytO7ftf9iBwAFJXj1i3ZS1+542pBvhIAEGQn1xAHAn3b0/O7XXY+juYTmkqu4EPgu8Mcl9282Vh0x1563H4RjgneluPl+U7ub1+9B1qW+UbuKBe9ONaR7vRsVVwG/oxveOOQf4vSTbJ3kAk8/Us2Hb/yrgjiT7AntN9ViGbApcV1W3JtkV+JM12PYE4IgkmyfZFvjLCfJ+AXhUkhcmuXd7/XaSxwAkeSHdfV0vAl4JHJt7Tt36pCTPaX+cv5pumMZ36G7ovwX4f22fewDPBo5LNwnD85M8oF1FvInuNwLdfU8vbT1iSXK/9v1tSnffzB3AK9NNNvAcunt/AKiqlXQ3xd6VNolxj32S39Wo38qmdMNXbmh/ELx2+MOGfBe4Kd0EChu3/e+YbuYikrwgyeJWjrEriGPnaFfgkqqa6OqtpIXp3cAzkuzU2s8TgCOTbJpu8oL/S9fzAxPXSxPWpyN8kK5deSzcNUnDge196AK0o+l6s68E3jy0/cuTbJtkC7re7+Nb+qeAQ5Ps1OrXfwTOrKpLWn28W2u/b6G7ODVWD54DPKf93fDI9rkTmbCto7to+bQR210B7NnO08sm+YyJ7AF8papum8E+tMAYCPXDMrr7Hi6rqqvGXnTd3c9vf0C/gu7mwqvopj7+NN0f1FP113Tjks+i665/G9144hvpJmj4MN3VpVvohm6tpqp+SXez5zdbt/nuVXUaXWV9Lt343y9MVIiqupkuWDiBrpv9T+h6dabjZcCbktxMd0P9CZPkH/QPdEMNfgp8mQmmk25l3gs4iK7Cv4ru/N0n3Sxs76YLWH9RVZ8ClgPvGtjFSXRjr68HXgg8p6p+XVW3002Tvi/dVcv3t/38qG33QuCSNlzjpXRXKqmq5cCf0/0+rqe7OfdFbd3twHPa8vXtcz87dEj/3vY9qYmOvWUZ73e12m+F7pzvDNwIfHFEuYY/+066wHAnuu/pWrrf6QNaln2AC5L8AngP3f1ft7Z1z6f7o0RSz1TVKroJEv6uJf0lXdt2MfANusDimLZu3HppivXp4Od+jq4OPK7V2+fT1e/QtXtbAX/XhsQdShfcPHVgF5+ia48ubq+3tP2e3o7lM3QB1CPo6mToJiL4UCvfpXRD5sZ6w94F3E43HO1YuolwxjVZfV9V3wNuTLLbiG0vowuGXpeBmerWkPW2VpPVh5BKkORtwIOratmkmTVn0k3p/ciqesFcl2VMu6L4fWDPqrpyrssz25I8iG6K1ycOBEaSNG8luYRuYoP/nuuyTCTJXsDLquqAWd7v44CjqurJk2ZWr8zLB2Nq3WvD4Taku/r+23Rd3NO96qIea8MOdpjrcqwtVXUN3dBSSdIsqqov0/VazfZ+zwMMgrQaAyGN2ZRuONzWdM+QeQfdkCtJkiRpwXFonCRJkqTecbIESZIkSb0z6dC4JNvRzY7yYLrpao+qqve06RePp3vI4yXAH1fV9W0Kx/fQPajxl8CL2kwgJFlGN30ydE9OPralP4lu2seN6aZPfNWIB4Hdw5ZbbllLlixZk2OVJM2hs88++9qqGu85YusF2x5JWr9M1PZM5R6hO4DXVNX32nNEzk5yGt10j6dX1VuTHA4cDryObirHpe21G/ABuicJb0H3oK9d6B6wdXaSk6vq+pbnMLpnn5xCN23tlyYq1JIlS1i+fPkUii9Jmg+SrPfPXbLtkaT1y0Rtz6RD4/5/e/cfbHdd33n8+dogxta6xHKhmISFOtEpUjdqBuk6dmlZIbBtgztLm0xHUpeZqAszddvdEdo/cHSZdXdVWrZKF2sqdJQfrVUynVCasqWuLSixpgGklIhUrqRJNFZpNbCJ7/3jfK98Cef+yD3n3nNzvs/HzJnzPe/v5/s97++9N+eT9/l+vp9vVe2dOqPTzAH/MLAS2EBv3nia56mpDjcAN1fPfcBJSU4DLgR2VNXBpvjZAaxv1r2kqu5tzgLd3NqXJEmSJA3dMV0jlOQM4DX07lh/6tQ9QprnU5pmK4EnWptNNrGZ4pN94pIkSZK0IOZcCCV5Mb27Dr+zqr49U9M+sZpHvF8OW5LsTLLzwIEDs6UsSZIkSX3NqRBK8gJ6RdDHq+oPm/C+ZlgbzfP+Jj4JrG5tvgp4cpb4qj7x56mqG6tqXVWtm5g4rq+3lSRJkjRCsxZCzSxwHwUerqoPtlZtAzY3y5t59uab24DL0nMu8K1m6NxdwAVJViRZAVwA3NWseyrJuc17XYY38pQkSZK0gOYya9wbgLcADyTZ1cR+DXgfcHuSy4GvApc267bTmzp7D73ps98KUFUHk7wXuL9p956qOtgsv4Nnp8++k1lmjJMkSZKkQcxaCFXVZ+l/HQ/A+X3aF3DFNPvaCmztE98JnD1bLpIkSZI0DMc0a5wkSZIkjQMLIUmSJEmdYyEkSZIkqXMshCQtOYeOPLOo20mStJQsVH9mP/lcc5k1TpIW1fJlJ5I7Ljnm7WrDpxcgG0mSFtd8+8HZ2E8+l2eEJKlLDh1a3O2kEfDbdElz4RkhSeqS5csh090RYQZVw89FWiB+my5pLjwjJEmSJKlzLIQkSZIkdY6FkCRJkqTOsRDSWBjkAlYvfpUkSeoeJ0vQWBjkwlgvfpUkSeoezwhJkiRJ6hwLIUmSJEmdYyEkSZIkqXMshCRJkiR1joWQJEmSpM6xEJIkSZLUORZCkiRJkjrHQkiSJElS51gISZIkSeocCyFJkiRJnTNrIZRka5L9SR5sxW5Lsqt5PJ5kVxM/I8l3W+t+u7XN65I8kGRPkuuTpIm/NMmOJI82zysW4kAlSeMtyeokf5bk4SQPJfnlJt63n0nP9U2/tDvJa0d7BJKkxTSXM0IfA9a3A1X1C1W1tqrWAp8E/rC1+stT66rq7a34DcAWYE3zmNrnVcDdVbUGuLt5LUnSsToM/GpV/RhwLnBFkrOYvp+5iGf7pC30+ilJUkfMWghV1WeAg/3WNWd1fh64ZaZ9JDkNeElV3VtVBdwMXNKs3gDc1Czf1IpLkjRnVbW3qv6qWX4KeBhYyfT9zAbg5uq5Dzip6a8kSR0w6DVCbwT2VdWjrdiZSb6Y5M+TvLGJrQQmW20mmxjAqVW1F3qdGHDKdG+WZEuSnUl2HjhwYMDUJUnjKskZwGuAzzF9P7MSeKK1WbtvkiSNuUELoU0892zQXuD0qnoN8CvAJ5K8BEifbetY36yqbqyqdVW1bmJiYl4JS5LGW5IX0xu2/c6q+vZMTfvEntc3+SWcJI2neRdCSU4A/h1w21Ssqp6uqm80y18Avgy8gt63bKtam68CnmyW900NRWie9883J0lStyV5Ab0i6ONVNXX96nT9zCSwurV5u2/6Pr+Ek6TxNMgZoX8D/E1VfX/IW5KJJMua5R+ldwHqY81QhKeSnNtcV3QZcEez2TZgc7O8uRWXJGnOmv7lo8DDVfXB1qrp+pltwGXN7HHnAt+aGkInSRp/c5k++xbgXuCVSSaTXN6s2sjzJ0n4SWB3kr8G/gB4e1VNTbTwDuB3gD30zhTd2cTfB7wpyaPAm5rXkiQdqzcAbwF+unUbh4uZvp/ZDjxGr1/6CPAfR5CzJGlETpitQVVtmib+S31in6Q3JKFf+53A2X3i3wDOny0PSZJmUlWfpf91P9Cnn2lmMb1iQZOSJC1Zg06WIEmSJEnHHQshSZIkSZ1jISRJkiSpcyyEJEmSJHWOhZAkSZKkzrEQkiRJktQ5FkKSJEmSOsdCSJIkSVLnWAhJkiRJ6hwLIUmSJEmdYyEkSZIkqXMshCRJkiR18pBQRQAAGKFJREFUjoWQJEmSpM6xEJIkSZLUORZC83Hk0OJuJ0mSJGmoThh1AselZcvhnhz7dufV8HORJEmSdMw8IyRJkiSpcyyEJEmSJHWOhZAkSZKkzrEQkiRJktQ5FkKSJEmSOmfWQijJ1iT7kzzYir07ydeS7GoeF7fWXZ1kT5JHklzYiq9vYnuSXNWKn5nkc0keTXJbkhOHeYCSJEmSdLS5nBH6GLC+T/y6qlrbPLYDJDkL2Ai8qtnmw0mWJVkGfAi4CDgL2NS0Bfjvzb7WAN8ELh/kgCRJkiRpNrMWQlX1GeDgHPe3Abi1qp6uqq8Ae4Bzmseeqnqsqp4BbgU2JAnw08AfNNvfBFxyjMcgSZIkScdkkGuErkyyuxk6t6KJrQSeaLWZbGLTxX8Y+IeqOnxUXJIkSZIWzHwLoRuAlwNrgb3AB5p4+rStecT7SrIlyc4kOw8cOHBsGUuSJElSY16FUFXtq6ojVfU94CP0hr5B74zO6lbTVcCTM8S/DpyU5ISj4tO9741Vta6q1k1MTMwndUmSJEmaXyGU5LTWyzcDUzPKbQM2JnlhkjOBNcDngfuBNc0McSfSm1BhW1UV8GfAv2+23wzcMZ+cJEmSJGmuTpitQZJbgPOAk5NMAtcA5yVZS28Y2+PA2wCq6qEktwNfAg4DV1TVkWY/VwJ3AcuArVX1UPMW7wJuTfJfgS8CHx3a0UmSJElSH7MWQlW1qU942mKlqq4Fru0T3w5s7xN/jGeH1kmSJEnSghtk1jhJkiRJOi5ZCEmSJEnqHAshSZIkSZ1jISRJkqQ5O3TkmeNqv9J0Zp0sQZIkSZqyfNmJ5I5Lhr7f2vDpoe9TmolnhCRJkiR1joWQJEmSpM6xEJIkSZLUORZCkiRJkjrHQkiSJElS51gISZIkSeocCyFJkiRJnWMhJEmSJKlzLIQkSZIkdY6FkCRpLCTZmmR/kgdbsXcn+VqSXc3j4ta6q5PsSfJIkgtHk7UkaVQshCRJ4+JjwPo+8euqam3z2A6Q5CxgI/CqZpsPJ1m2aJlKkkbOQkiSNBaq6jPAwTk23wDcWlVPV9VXgD3AOQuWnCRpybEQkiSNuyuT7G6Gzq1oYiuBJ1ptJpuYJKkjLIQkSePsBuDlwFpgL/CBJp4+bavfDpJsSbIzyc4DBw4sTJaSpEVnISRJGltVta+qjlTV94CP8Ozwt0lgdavpKuDJafZxY1Wtq6p1ExMTC5uwJGnRWAhJksZWktNaL98MTM0otw3YmOSFSc4E1gCfX+z8JEmjc8KoE5AkaRiS3AKcB5ycZBK4BjgvyVp6w94eB94GUFUPJbkd+BJwGLiiqo6MIm9J0mjMWggl2Qr8DLC/qs5uYv8T+FngGeDLwFur6h+SnAE8DDzSbH5fVb292eZ19KY2fRGwHfjlqqokLwVuA86g10n9fFV9cziHJ0nqiqra1Cf80RnaXwtcu3AZSZKWsrkMjfsYz78vww7g7Kp6NfC3wNWtdV9u3a/h7a34DcAWesMP1rT2eRVwd1WtAe5uXkuSJEnSgpm1EOp3X4aq+pOqOty8vI/eRabTasZov6Sq7q2qAm4GLmlWbwBuapZvasUlSZIkaUEMY7KE/wDc2Xp9ZpIvJvnzJG9sYivpzdAzpX2/hlOrai9A83zKEHKSJEmSpGkNNFlCkl+nd5Hpx5vQXuD0qvpGc03Qp5O8imO4X8Ms77eF3vA6Tj/99PklLUmSJKnz5n1GKMlmepMo/GIz3I2qerqqvtEsf4HeRAqvoHcGqD18rn2/hn1T05s2z/une0/v5SBJkiRpGOZVCCVZD7wL+Lmq+k4rPpFkWbP8o/QmRXisGfL2VJJzkwS4DLij2WwbsLlZ3tyKSzrKoSPPjGRbSZKkcTOX6bP73ZfhauCFwI5eXfP9abJ/EnhPksPAEeDtVTU10cI7eHb67Dt59rqi9wG3J7kc+Cpw6VCOTBpDy5edSO6Y33witeHTQ85GkiTp+DVrIXQs92Woqk8Cn5xm3U7g7D7xbwDnz5aHJEmSJA3LMGaNkyRJkqTjioWQJEmSpM6xEJIkSZLUORZCkiRJkjrHQkiSJElS51gISZIkSeocCyFJkiRJnWMhJEmSJKlzLIQkSZIkdY6FkCRJkqTOsRCSJEmS1DkWQpIkSZI6x0JIkiRJUudYCEmSJEnqHAshSZIkSZ1jISRJkiSpcyyEJEmSJHWOhZAkSZKkzrEQkiRJktQ5FkKSJEmSOsdCSJIkSVLnWAhJkiRJ6pw5FUJJtibZn+TBVuylSXYkebR5XtHEk+T6JHuS7E7y2tY2m5v2jybZ3Iq/LskDzTbXJ8kwD1KSJEmS2uZ6RuhjwPqjYlcBd1fVGuDu5jXARcCa5rEFuAF6hRNwDfB64BzgmqniqWmzpbXd0e8lSZIkSUMzp0Koqj4DHDwqvAG4qVm+CbikFb+5eu4DTkpyGnAhsKOqDlbVN4EdwPpm3Uuq6t6qKuDm1r4kSZIkaegGuUbo1KraC9A8n9LEVwJPtNpNNrGZ4pN94s+TZEuSnUl2HjhwYIDUJUmSJHXZQkyW0O/6nppH/PnBqhural1VrZuYmBggRUmSJEldNkghtK8Z1kbzvL+JTwKrW+1WAU/OEl/VJy5JkiRJC2KQQmgbMDXz22bgjlb8smb2uHOBbzVD5+4CLkiyopkk4QLgrmbdU0nObWaLu6y1L0mSJEkauhPm0ijJLcB5wMlJJunN/vY+4PYklwNfBS5tmm8HLgb2AN8B3gpQVQeTvBe4v2n3nqqamoDhHfRmpnsRcGfzkCRJkqQFMadCqKo2TbPq/D5tC7himv1sBbb2ie8Ezp5LLpIkSZI0qIWYLEGSJEmSljQLIUmSJEmdYyEkSZIkqXMshCRJkiR1joWQJEmSpM6xEJIkSZLUORZCkqSxkGRrkv1JHmzFXppkR5JHm+cVTTxJrk+yJ8nuJK8dXeaSpFGwEJIkjYuPAeuPil0F3F1Va4C7m9cAFwFrmscW4IZFylGStERYCEmSxkJVfQY4eFR4A3BTs3wTcEkrfnP13AeclOS0xclUkrQUWAhJksbZqVW1F6B5PqWJrwSeaLWbbGKSpI6wEJIkdVH6xKpvw2RLkp1Jdh44cGCB05IkLRYLIUnSONs3NeSted7fxCeB1a12q4An++2gqm6sqnVVtW5iYmJBk5UkLR4LIUnSONsGbG6WNwN3tOKXNbPHnQt8a2oInSSpG04YdQKSJA1DkluA84CTk0wC1wDvA25PcjnwVeDSpvl24GJgD/Ad4K2LnrAkaaQshCRJY6GqNk2z6vw+bQu4YmEzkiQtZQ6NkyRJktQ5FkKSJEmSOsdCSJIkSVLnWAhJkiRJ6hwLIUmSJEmdYyEkSZIkqXPmXQgleWWSXa3Ht5O8M8m7k3ytFb+4tc3VSfYkeSTJha34+ia2J8lVgx6UJEmSJM1k3vcRqqpHgLUASZYBXwM+Re+mdNdV1fvb7ZOcBWwEXgW8DPjTJK9oVn8IeBMwCdyfZFtVfWm+uUmSJEnSTIZ1Q9XzgS9X1d8lma7NBuDWqnoa+EqSPcA5zbo9VfUYQJJbm7YWQpIkSZIWxLCuEdoI3NJ6fWWS3Um2JlnRxFYCT7TaTDax6eKSJEmStCAGLoSSnAj8HPD7TegG4OX0hs3tBT4w1bTP5jVDvN97bUmyM8nOAwcODJS3JEmSpO4axhmhi4C/qqp9AFW1r6qOVNX3gI/w7PC3SWB1a7tVwJMzxJ+nqm6sqnVVtW5iYmIIqUuSJEnqomEUQptoDYtLclpr3ZuBB5vlbcDGJC9MciawBvg8cD+wJsmZzdmljU1bSZIkSVoQA02WkOQH6M329rZW+H8kWUtveNvjU+uq6qEkt9ObBOEwcEVVHWn2cyVwF7AM2FpVDw2SlyRJkiTNZKBCqKq+A/zwUbG3zND+WuDaPvHtwPZBcpEkSZKkuRrWrHGSJEmSdNywEJIkSZLUORZCkiRJkjrHQkiSJElS51gISZIkSeocCyFJkiRJnWMhJEmSJKlzLIQkSZIkdY6FkCRJkqTOsRCSJEmS1DkWQpIkSZI6x0JIkiRJUudYCEmSJEnqHAshSZIkSZ1jISRJkiSpcyyEJEmSJHWOhZAkSZKkzrEQkiRJktQ5FkKSJEmSOsdCSJIkSVLnWAhJkiRJ6hwLIUmSJEmdM3AhlOTxJA8k2ZVkZxN7aZIdSR5tnlc08SS5PsmeJLuTvLa1n81N+0eTbB40L0mSJEmazrDOCP1UVa2tqnXN66uAu6tqDXB38xrgImBN89gC3AC9wgm4Bng9cA5wzVTxJEmSJEnDtlBD4zYANzXLNwGXtOI3V899wElJTgMuBHZU1cGq+iawA1i/QLlJkiRJ6rhhFEIF/EmSLyTZ0sROraq9AM3zKU18JfBEa9vJJjZdXJIkSZKG7oQh7OMNVfVkklOAHUn+Zoa26ROrGeLP3bhXaG0BOP300+eTqyRJkiQNfkaoqp5snvcDn6J3jc++ZsgbzfP+pvkksLq1+SrgyRniR7/XjVW1rqrWTUxMDJq6JEmSpI4aqBBK8oNJfmhqGbgAeBDYBkzN/LYZuKNZ3gZc1swedy7wrWbo3F3ABUlWNJMkXNDEJEmSJGnoBh0adyrwqSRT+/pEVf1xkvuB25NcDnwVuLRpvx24GNgDfAd4K0BVHUzyXuD+pt17qurggLlJkgT0bvUAPAUcAQ5X1bpmxtLbgDOAx4GfbybskSR1wECFUFU9BvzLPvFvAOf3iRdwxTT72gpsHSQfSZJm8FNV9fXW66lbPbwvyVXN63eNJjVJ0mJbqOmzJUla6qa71YMkqQMshCRJXXAst3qQJHXAMKbPliRpqTuWWz08h7dukKTx5BkhSdLYO8ZbPRy9rbdukKQxZCEkSRpr87jVgySpAxwaJ0kad8d6qwdJUgdYCEmSxtqx3upBktQNDo2TJEmS1DkWQpIkSZI6x0JIkqRFdOjIM8fVfiVpXHmNkCRJi2j5shPJHZcMfb+14dND36ckjTPPCEldceTQ4m4nSZK0hHlGSOqKZcvhnhz7dufV8HORJEkaMc8IjblBxow73lySJEnjyjNCi+nQIVi+fFG3HWQsuuPNJUmSNK4shBbT8uWQeQxNAiiHJ2lERlDAS5IkLTQLIUkzs4CXJEljyGuEJEmSJHWOhZAkSZKkzrEQkiRJktQ5FkKSJEmSOmfehVCS1Un+LMnDSR5K8stN/N1JvpZkV/O4uLXN1Un2JHkkyYWt+PomtifJVYMdkiRJkiTNbJBZ4w4Dv1pVf5Xkh4AvJNnRrLuuqt7fbpzkLGAj8CrgZcCfJnlFs/pDwJuASeD+JNuq6ksD5CZJkiRJ05p3IVRVe4G9zfJTSR4GVs6wyQbg1qp6GvhKkj3AOc26PVX1GECSW5u2FkKSJEmSFsRQrhFKcgbwGuBzTejKJLuTbE2yoomtBJ5obTbZxKaLS5IkSdKCGLgQSvJi4JPAO6vq28ANwMuBtfTOGH1gqmmfzWuGeL/32pJkZ5KdBw4cGDR1SZIkLRVHDh2f+9Zxa5BrhEjyAnpF0Mer6g8Bqmpfa/1HgD9qXk4Cq1ubrwKebJaniz9HVd0I3Aiwbt06b1kvSZI0LpYth3v6fT8+BOf530Y93yCzxgX4KPBwVX2wFT+t1ezNwIPN8jZgY5IXJjkTWAN8HrgfWJPkzCQn0ptQYdt885IkSZKk2QxyRugNwFuAB5LsamK/BmxKspbe8LbHgbcBVNVDSW6nNwnCYeCKqjoCkORK4C5gGbC1qh4aIC9JkiRJmtEgs8Z9lv7X92yfYZtrgWv7xLfPtJ0kSZrFkUO9oUXHy34lacQGukZIkiQtEQt1fYXXVmgcHDoEyxegoF+o/WpRWAhJkiRpvC1fDlmALwrKLwqOZ0O5j5AkSZIkHU8shCRJkiR1joWQJEma3qEFuhHlQu1XkubIa4Q0vfnOFOQMQ5I0Pry2QtKYshDS9OY7A5EzDEmSJGmJc2icJEmSpM6xEJIkSZLUORZCkiRJkjrHQkiSJElS51gIafgGmRLV6VQlSZK0CJw1TsM3yFSrTqcqSZKkReAZIUmSJEmdYyEkSZIkqXMshCRJkiR1joWQJEmSpM6xEJIkSZLUORZC0pF5Ttk93+0kSZI0ck6fLS1bDvfMY7rv85zqW5Ik6XjlGSFJkiRJnWMhJEmSJKlzlkwhlGR9kkeS7Ely1ajzkSR1g/2PJHXTkiiEkiwDPgRcBJwFbEpy1mizkiSNO/sfSequJVEIAecAe6rqsap6BrgV2DDinCRJ48/+R3O3ULOFOgupNBJLZda4lcATrdeTwOtHlIskLYpDR55h+bITF2079WX/o7mb7yyjs3EWUmkklkoh1O9T5XmfCkm2AFual/+Y5JEFzWp+Tga+3n/VAB+eWYAP3tnecuZ8Pc5BjnMEuvD7nOUYYcbjHCvDP87h/C7/xTB2MmSz9j/HSd8zl7//tmP4G1mgf8cj+Lwf1HH3Mz7OHOPPF5bCz/g4+zteuL/hJW3avmepFEKTwOrW61XAk0c3qqobgRsXK6n5SLKzqtaNOo+F5nGOF49zvHTlOIdk1v7neOh7jpV/IwvPn/HC82e8sLrw810q1wjdD6xJcmaSE4GNwLYR5yRJGn/2P5LUUUvijFBVHU5yJXAXsAzYWlUPjTgtSdKYs/+RpO5aEoUQQFVtB7aPOo8hGKvhEzPwOMeLxzleunKcQzFG/c+x8G9k4fkzXnj+jBfW2P98U+VMJZIkSZK6ZalcIyRJkiRJi8ZC6BgluS7JO1uv70ryO63XH0jyK0muT/JgkgeS3J/kzNFkPLgkR5Lsaj3OSHJekj8adW7DlOQf+8RemeSe5rgfTnJcnyZOUkl+r/X6hCQHpn6XSX6peT31u755dNkOJsmvJ3koye7mWF7fxCeS/L8kbxt1joNo/bt8KMlfN587/6xZd16SbyX5YpK/SfL+Ueer0enKZ/godaH/GJUu9VujNO595nSWzDVCx5G/BC4FfqP5T8fJwEta6/8V8MfAy4BXV9X3kqwC/mnRMx2e71bV2nYgyRmjSWXRXQ9cV1V3ACT58RHnM6h/As5O8qKq+i7wJuBrR7W5raquXPzUhifJTwA/A7y2qp5OcjIwdQfSS4H7gE3A/x5RisPw/X+XSU4BPgH8c+CaZv3/raqfSfIi4ItJPlVVfzGiXDVaXf4MH6Vx6z9GpRP91ih1pM/syzNCx+4v6BU7AK8CHgSeSrIiyQuBHwO+C+ytqu8BVNVkVX1zJNlqUKfRu88IAFX1wAhzGZY7gX/bLG8CbhlhLgvlNODrVfU0QFV9vaqm7g2zCfhVYFWSlaNKcJiqaj+9G35emTz37n7Nfxx2AWNxrNJxZBz7j1HpQr81Sp3qM9sshI5R84dxOMnp9Aqie4HPAT8BrAN20/tm9mebU4sfSPKakSU8HC9qnXL+1KiTWWTXAf8nyZ1J/lOSk0ad0BDcCmxMshx4Nb2/37ZfaP2+37r46Q3FnwCrk/xtkg8n+dcASVYDP1JVnwduB35hlEkOU1U9Ru8z/ZR2PMkKYA3wmVHkpSWhy5/hozSO/ceodKHfGqXO9ZlTLITmZ+qs0FQhdG/r9V9W1STwSuBq4HvA3UnOH1Guw/DdqlrbPN486mQWU1X9Lr2zfL8PnAfc15z5O25V1W7gDHrf8vSbMvi21u/7dxc1uSGpqn8EXkfvLMkB4LYkv0TvZpm3N81upfczGCfts0FvTLIb+Hvgj6rq70eUk0avs5/hozSO/ceodKHfGqUO95leIzRPf0mv6PlxekPjnqB32vDbwFaA5vTincCdSfYBlwB3jyRbDaQ5C7gV2JrkQeBs4AujzWpg24D30+ucf3i0qSyMqjoC3APck+QBYDO94WGnJvnFptnLkqypqkdHlObQJPlR4Aiwn95/vqauEXoF8NnmGqFdI01S6pgx7T9GZez7rVHqWp85xTNC8/MX9C4qO1hVR6rqIHASveFx9yZ5bZKXATQTKrwa+LuRZat5S7I+yQua5R+h9+F79EWax6OtwHvGdcx6M1vTmlZoLb0vfn6wqlZW1RlVdQbw3+h943VcSzIB/DbwW3XUzeGq6m/pHee7RpGb1FVj3H+Mylj3W6PUtT6zzTNC8/MAvdniPnFU7MVV9fUk64CPtE6Bfx74rUXOcTGcn2Sy9frSqrp3ZNkM7geOOp4PAquA30xyqIn9l3EYYtQM3/zNUeexgF4M/K9mTP5hYA/wZeCvj2r3SXqn+9+7uOkNxYuS7AJeQO8Yf4/e32w/vw385yRnVtVXFitBLXnj9hk+Sp3pP0alA/3WKHWhz+wrR315KEmSJEljz6FxkiRJkjrHQkiSJElS51gISZIkSeocCyFJkiRJnWMhJEmSJKlzLIQkSZIkdY6FkCRJkqTOsRCSJEmS1Dn/H6v8h4JFFWORAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 841.68x595.44 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(14):\n",
    "    generateGraph(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Verification of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DISTRICT\n",
       "Asht                  0\n",
       "Ayni                  0\n",
       "Bobojon_Ghafurov      0\n",
       "Devashtich            0\n",
       "Isfara                0\n",
       "Istaravshan           0\n",
       "Jabbor_Rasulov        0\n",
       "Konibodom             0\n",
       "Kuhistoni_Mastchoh    0\n",
       "Mastchoh              0\n",
       "Panjakent             0\n",
       "Shahriston            0\n",
       "Spitamen              0\n",
       "Zafarobod             0\n",
       "Name: BUIL_EQ_51, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values('BUIL_EQ_51')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DISTRICT\n",
       "Asht                  0\n",
       "Ayni                  0\n",
       "Bobojon_Ghafurov      0\n",
       "Devashtich            0\n",
       "Isfara                0\n",
       "Istaravshan           0\n",
       "Jabbor_Rasulov        0\n",
       "Konibodom             0\n",
       "Kuhistoni_Mastchoh    0\n",
       "Mastchoh              0\n",
       "Panjakent             0\n",
       "Shahriston            0\n",
       "Spitamen              0\n",
       "Zafarobod             0\n",
       "Name: BUIL_EQ_47, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values('BUIL_EQ_47')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### for legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from matplotlib.patches import Rectangle\n",
    "from matplotlib.lines import Line2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24f037c9588>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=(10,10))\n",
    "\n",
    "#legend elements with styles\n",
    "legend_elements = [Line2D([0], [0], marker='o', color='w', label=\"Low\",markerfacecolor='#006737', markersize=45),\n",
    "                  Line2D([0], [0], marker='o', color='w', label=\"Medium\",markerfacecolor='#56B65F', markersize=45),\n",
    "                  Line2D([0], [0], marker='o', color='w', label=\"High\",markerfacecolor='#D9EF8C', markersize=45)]\n",
    "\n",
    "\n",
    "# legend added to axis\n",
    "ax.legend(handles=legend_elements, prop={'size': 45})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}