Crimes in India analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from subprocess import check_output\n",
    "#print(check_output([\"ls\"]).decode(\"utf8\"))\n",
    "import os, subprocess\n",
    "cwd = os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\Srinivas Reddy\\\\Documents\\\\DataTrained\\\\Github\\\\Data-Science'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['01_district_wise_crimes_committed_ipc_2001_2012.csv', '01_district_wise_crimes_committed_ipc_2013.csv', '01_district_wise_crimes_committed_ipc_2014.csv', '02_01_district_wise_crimes_committed_against_sc_2001_2012.csv', '02_01_district_wise_crimes_committed_against_sc_2013.csv', '02_01_district_wise_crimes_committed_against_sc_2014.csv', '02_district_wise_crimes_committed_against_st_2001_2012.csv', '02_district_wise_crimes_committed_against_st_2013.csv', '02_district_wise_crimes_committed_against_st_2014.csv', '03_district_wise_crimes_committed_against_children_2001_2012.csv', '03_district_wise_crimes_committed_against_children_2013.csv', '03_persons_arrested_and_their_disposal_by_police_and_court_under_crime_against_children_2012.csv', '03_persons_arrested_and_their_disposal_by_police_and_court_under_crime_against_children_2013.csv', '03_persons_arrested_and_their_disposal_by_police_and_court_under_crime_against_children_2014.csv', '04_01_person_arrested_and_their_disposal_by_police_and_court_sll_crime_2012.csv', '04_01_person_arrested_and_their_disposal_by_police_and_court_sll_crime_2013.csv', '04_01_person_arrested_and_their_disposal_by_police_and_court_sll_crime_2014.csv', '04_02_person_arrested_and_their_disposal_by_police_and_court_ipc_crime_2012.csv', '04_02_person_arrested_and_their_disposal_by_police_and_court_ipc_crime_2013.csv', '04_02_person_arrested_and_their_disposal_by_police_and_court_ipc_crime_2014.csv', '07_01_persons_arrested_by_sex_and_age_group_ipc_2012.csv', '07_01_persons_arrested_by_sex_and_age_group_ipc_2013.csv', '07_01_persons_arrested_by_sex_and_age_group_ipc_2014.csv', '07_02_persons_arrested_by_sex_and_age_group_sll_2012.csv', '07_02_persons_arrested_by_sex_and_age_group_sll_2013.csv', '07_02_persons_arrested_by_sex_and_age_group_sll_2014.csv', '08_01_juvenile_apprehended_state_ipc.csv', '08_02_juvenile_apprehended_state_sll.csv', '09_juveniles_arrested_and_their_disposal.csv', '10_property_stolen_and_recovered.csv', '11_property_stolen_and_recovered_nature_of_property.csv', '12_police_strength_actual_and_sanctioned.csv', '13_police_killed_or_injured_on_duty.csv', '14_age_profile_of_police_personnel_killed_on_duty.csv', '15_police_natural_death_and_suicide.csv', '16_casualties_under_police_firing_and_lathi_charge.csv', '17_case_reported_and_value_of_property_taken_away_by_place_of_occurrence_2001_2012.csv', '17_case_reported_and_value_of_property_taken_away_by_place_of_occurrence_2013.csv', '17_crime_by_place_of_occurrence_2001_2012.csv', '17_crime_by_place_of_occurrence_2013.csv', '17_crime_by_place_of_occurrence_2014.csv', '18_01_juveniles_arrested_education.csv', '18_02_juveniles_arrested_economic_setup.csv', '18_03_juveniles_arrested_family_background.csv', '18_04_juveniles_arrested_recidivism.csv', '19_motive_or_cause_of_murder_and_culpable_homicide_not_amounting_to_murder.csv', '20_victims_of_rape.csv', '21_offenders_known_to_the_victim.csv', '22_persons_arrested_under_recidivism.csv', '23_anti_corruprion_cases.csv', '24_anti_corruption_arrests.csv', '25_complaints_against_police.csv', '27_nature_of_complaints_received_by_police.csv', '28_trial_of_violent_crimes_by_courts.csv', '29_period_of_trials_by_courts.csv', '30_auto_theft.csv', '31_serious_fraud.csv', '32_murder_victim_age_sex.csv', '33_ch_not_murder_victim_age_sex.csv', '34_use_of_fire_arms_in_murder_cases.csv', '35_human_rights_violation_by_police.csv', '36_police_housing.csv', '37_home_guards_and_auxilliary_force.csv', '38_unidentified_dead_bodies_recovered_and_inquest_conducted.csv', '39_specific_purpose_of_kidnapping_and_abduction.csv', '40_01_custodial_death_person_remanded.csv', '40_02_custodial_death_person_not_remanded.csv', '40_03_custodial_death_during_production.csv', '40_04_custodial_death_during_hospitalization_or_treatment.csv', '40_05_custodial_death_others.csv', '41_escapes_from_police_custody.csv', '42_cases_under_crime_against_women.csv', '42_district_wise_crimes_committed_against_women_2001_2012.csv', '42_district_wise_crimes_committed_against_women_2013.csv', '42_district_wise_crimes_committed_against_women_2014.csv', '43_arrests_under_crime_against_women.csv']\n"
     ]
    }
   ],
   "source": [
    "print(os.listdir('data/Crimes in India/data'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploring Rape data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>area_name</th>\n",
       "      <th>year</th>\n",
       "      <th>subgroup</th>\n",
       "      <th>rape_cases_reported</th>\n",
       "      <th>victims_above_50_yrs</th>\n",
       "      <th>victims_between_10_14_yrs</th>\n",
       "      <th>victims_between_14_18_yrs</th>\n",
       "      <th>victims_between_18_30_yrs</th>\n",
       "      <th>victims_between_30_50_yrs</th>\n",
       "      <th>victims_of_rape_total</th>\n",
       "      <th>victims_upto_10_yrs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Total Rape Victims</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Victims of Incest Rape</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Victims of Other Rape</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2002</td>\n",
       "      <td>Total Rape Victims</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2002</td>\n",
       "      <td>Victims of Incest Rape</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "                   area_name  year                subgroup  \\\n",
       "0  Andaman & Nicobar Islands  2001      Total Rape Victims   \n",
       "1  Andaman & Nicobar Islands  2001  Victims of Incest Rape   \n",
       "2  Andaman & Nicobar Islands  2001   Victims of Other Rape   \n",
       "3  Andaman & Nicobar Islands  2002      Total Rape Victims   \n",
       "4  Andaman & Nicobar Islands  2002  Victims of Incest Rape   \n",
       "\n",
       "   rape_cases_reported  victims_above_50_yrs  victims_between_10_14_yrs  \\\n",
       "0                    3                     0                          0   \n",
       "1                    1                     0                          0   \n",
       "2                    2                     0                          0   \n",
       "3                    2                     0                          0   \n",
       "4                    0                     0                          0   \n",
       "\n",
       "   victims_between_14_18_yrs  victims_between_18_30_yrs  \\\n",
       "0                          3                          0   \n",
       "1                          1                          0   \n",
       "2                          2                          0   \n",
       "3                          1                          1   \n",
       "4                          0                          0   \n",
       "\n",
       "   victims_between_30_50_yrs  victims_of_rape_total  victims_upto_10_yrs  \n",
       "0                          0                      3                    0  \n",
       "1                          0                      1                    0  \n",
       "2                          0                      2                    0  \n",
       "3                          0                      2                    0  \n",
       "4                          0                      0                    0  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vic_rape_df = pd.read_csv(\"data/Crimes in India/data/20_Victims_of_rape.csv\")\n",
    "#Exploring first few rows of 'Victims of Rape' dataset\n",
    "vic_rape_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OM888Q3JyMvXq1WPAgAE8/fTTbNmyhfj4eP7yl7/kej/79u2jZs2avvmYmBj27dvnue7gwYOZPXs2AOfPn2fu3Ln0798fgPXr1zN58mRSUlJYunQp1atXZ/PmzWzbto1OnTrl4RkwpnizBBFCzZo146effiI9PZ3NmzdTuXJlatWq5Vu+bNky7r//fkqVcoaCqlSpkuM269SpQ3x8PCVKlCAuLo6OHTsiIsTHx7N3714A2rZty+jRo5k2bRpHjx71bT+37rzzTt/fdevWZVl+7Ngxjh49yg033ADAwIEDWbVqVa7341W0KtCpnrVr1yYqKopNmzbx0Ucf0axZM6KiogBo2bKl78dl8fHxLFu2jLFjx7J69WquvPLKXMdlTHFnCSLEevXqxcKFC5k3bx59+/a9aJmq5vqc97Jly/qmS5Qo4ZsvUaIE586dA2DcuHG89tpr/Pvf/6Z169bs2LHDc1ulSpXi/PnzvvnMP87yjy2U5+bHxMSQmprqm09LS6N69eoB1x8yZAizZs3ijTfe4N577/W1X3755b7pBg0asHHjRuLj43nsscf461//GprgjSnCitVZTJE4LbVv377cd999HDp0iE8//ZQzZ874lt1yyy288sor3HjjjZQqVYqff/6ZKlWqULFiRU6cOMFVV12Vp31+++23xMfHEx8fz7p169ixYweNGjXKst4111xDSkoKZ86c4fTp0yxfvpzrr7/et3zevHmMGzeOefPm0aZNGwBfbABXXnkllStXZvXq1bRr14633nrLdzSRG927d6dfv36MHj2a9PR0du3aRcuWLQOu37NnTyZMmMDZs2eZM2eO5zrp6elUqVKFu+66iwoVKvjGVowxwStWCSIS4uLiOHHiBDVq1CA6OtrXDQTON+GdO3eSkJBA6dKlue+++xgxYgRDhw6lc+fOREdHe45D5GTq1KmsWLGCkiVL0qRJEzp37uy5Xs2aNenTpw8JCQnUr1+fZs2aXbT8zJkztGrVivPnz/POO+8AFxLetGnTWLhwIbNnz+b+++/n1KlT1K1blzfeeCNgXO+99x4jR47k4MGDdO3alaSkJD788EPi4uLo06cPTZo0oVSpUkyfPp2SJUsG3E6ZMmXo0KEDlSpVCrje1q1bGTNmDCVKlKB06dK8/PLLOT1txphMxKv/tzBq0aKFZq4ot337dho3Lhjnjxc2GRX68noUE0rnz5+nefPmLFiwgPr160c6nJDI/N6130GYUBGRjarawmuZjUGYQiUlJYXY2Fg6duxYZJODMQVFWLqYRKQh4H8iel1gAvCm214b2Av0UdUj4oyIvgB0AU4Bg1T1q3DEWhRt3bqVu++++6K2smXL8sUXXwS8j39XWG4NHz6czz777KK2Bx98kHvuuSfobRw+fJiOHTtmaV++fDl79uzJc2zGmOCFJUGo6jdAEoCIlAT2Ae8B44DlqvqUiIxz58cCnYH67q0V8LL71+RBfHw8ycnJYdvf9OnTL3kbUVFRYY3ZGJNVJLqYOgLfqur3QA9gtts+G7jNne4BvKmOz4FKIhId/lCNMab4ikSC6Au8405XU9X9AO7fq932GkCq333S3LaLiMhQEdkgIhsOHjwYwpCNMab4CWuCEJEyQHdgQU6rerRlOd1KVWeoagtVbVG1atX8CNEYY4wr3L+D6Ax8paoH3PkDIhKtqvvdLqSf3PY0oKbf/WKA9Eve+8R8vtzCxGP5uz1jjClAwt3FdCcXupcAFgMD3emBwCK/9gHiaA0cy+iKKuzS09Pp1atXtutkvtx3ly5dOHr0aL7HkvlqrsHIHFukderUiUqVKmV5HN999x2tWrWifv363HHHHfz6668Bt7Fq1SqaN29OqVKlPC/Ffvz4cWrUqMGIESPyPX5jCrKwJQgRuQy4GXjXr/kp4GYR2eUue8ptXwLsAXYDrwLDwhVnqBX2ehAFLUGMGTOGt956K0v72LFjefjhh9m1axeVK1dm5syZAbdRq1YtZs2aRb9+/TyXjx8/Pk+XEMlMVS+69pUxBV3YEoSqnlLVKFU95td2WFU7qmp99+/Pbruq6nBVraeq8aq6IfCWC66CXg8CnG/HPXv2pEmTJtx///2+D7CPPvqINm3a0Lx5c3r37s3JkyezxDZ//nxGjx4NwAsvvEDdunUB51pQGdd02rhxIzfccAPXXnstt956K/v37/et06lTJ6699lratWvnu6DgoEGDGDVqFNdddx1169bNMZl27NiRihUrXtSmqnzyySe+I7WBAwfy/vvvB9xG7dq1SUhIoESJrP8OGzdu5MCBA9xyyy3ZxjFz5kwefvhh3/yrr77K6NGj2bt3L40bN2bYsGE0b96c1NRUBg0aRNOmTYmPj2fKlCnZbteYSLJfUodQYagHsX79ep577jm2bt3Kt99+y7vvvsuhQ4eYNGkSy5Yt46uvvqJFixY8//zzWWJr3749q1evBmD16tVERUWxb98+1qxZQ7t27Th79iwjR45k4cKFbNy4kXvvvZfHH38cgKFDh/L3v/+djRs38uyzzzJs2IWDxP3797NmzRo++OADxo0bl+vn/fDhw1SqVMl3mfPs6ktk5/z58zzyyCM888wzOa7bt29fFi9ezNmzZwF44403fD8M/OabbxgwYACbNm3i0KFD7Nu3j23btrF169Zc/XjQmHCzi/WFkH89iIMHD+ZrPQggx3oQ/fv35/bbbycmJibg9lq2bOn75n/nnXeyZs0aypUrR0pKCm3btgXg119/9V3N1d/vfvc7Tp48yYkTJ0hNTaVfv36sWrWK1atXc/vtt/PNN9+wbds2br75ZsA5YoqOjubkyZOsXbuW3r17+7blf5Xb2267jRIlStCkSRMOHDiQZb85yU19iey89NJLdOnS5aJiRoFcfvnl3HTTTXzwwQc0btyYs2fP+l6Ta665htatWwNQt25d9uzZw8iRI+natWuORybGRJIliBDLqAfx448/hrUeRNeuXVmyZAmtW7dm2bJlnpf7hqwfnCKCqnLzzTf7ruCanTZt2vDGG2/QsGFD2rVrx+uvv866det47rnn+OGHH4iLi8tSbOj48eNUqlQp4C+l/R9jXi4medVVV3H06FHOnTtHqVKlcqwvEci6detYvXo1L730EidPnuTXX3+lQoUKPPXUU57rDxkyhCeeeIJGjRpddGTgX6eicuXKbN68mQ8//JDp06czf/58Xn/99VzHZkw4FK8EEYHTUgtyPQhwupi+++47rrnmGubNm8fQoUNp3bo1w4cPZ/fu3cTGxnLq1CnS0tJo0KBBltjat2/PhAkTmDBhAs2aNWPFihWUL1+eK6+8koYNG3Lw4EHWrVtHmzZtOHv2LDt37iQuLo46deqwYMECevfujaqyZcsWEhMT8/R4MxMROnTowMKFC+nbty+zZ8+mR48eud7O22+/7ZueNWsWGzZsCJgcAFq1akVqaipfffUVW7Zs8Vzn0KFDlClThj/+8Y/Uq1ePQYMG5TouY8LFxiBCLHM9CH9DhgyhVq1aJCQkkJiY6Ct+k1EPImOQOremTp1K06ZNSUxMpHz58gHrQYBzBDBu3DiaNm1KnTp16NmzJ1WrVmXWrFnceeedJCQkXFSVLnNs7dq1IzU1lfbt21OyZElq1qzpG6AuU6YMCxcuZOzYsSQmJpKUlMTatWsB58N35syZJCYmEhcXx6JFi7wDzEG7du3o3bs3y5cvJyYmhg8//BCAp59+mueff57Y2FgOHz7M4MGDA27jyy+/JCYmhgULFvCf//mfxMXF5SkWgD59+tC2bVsqV67suXzfvn3ceOONJCUlMWjQIJ588sk878uYULN6EMbko27duvHwww97Xok2N6wehAkXqwdhTIgdPXqUBg0aUL58+UtODsYUFMVrDKKYyks9iIIkv+KfPHkyCxZcfBmw3r17+069DVarVq0uGksCeOutt9i5c2eutmNMQWddTMYUQNbFZMLFupiMMcbkmiUIY4wxnixBGGOM8VSsBqnjZ8fn6/a2Dtyar9szxpiCxI4gwszqQeSvQPUgMowcOZIKFSpku43s6kE8+uijxMXF0bhxY0aNGpWnS38YU1hZgggzqweRvwLVgwDYsGFDUIk1UD2ItWvX8tlnn7Flyxa2bdvGl19+yaeffprnWK0ehClsLEGEkNWDiEw9iIzndsyYMfzP//xPDq9S4HoQIsLp06f59ddfOXPmDGfPnqVatWqe27B6EKYosgQRQlYPIjL1IABefPFFunfvnuX6V7nRpk0bOnToQHR0NNHR0dx6660Bf1dj9SBMUVSsBqnDzepBRKYeRHp6OgsWLGDlypW5vq+/3bt3s337dtLS0gC4+eabWbVqFe3bt8+yrtWDMEWRJYgQs3oQ4a8HsWnTJt+lygFOnTpFbGwsu3fvztV23nvvPVq3bu0b5O7cuTOff/65Z4IAqwdhip6wJQgRqQS8BjQFFLgX+AaYB9QG9gJ9VPWIOJ9aLwBdgFPAIFX96lJjiMRpqVYPIvz1ILp27cqPP/7om69QoUKukwM4g9evvvoqjz32GKrKp59+ykMPPRRwfasHYYqacI5BvAAsVdVGQCKwHRgHLFfV+sBydx6gM1DfvQ0FXg5jnPnK6kFEph5EbgSqB9GrVy/q1atHfHw8iYmJJCYm8oc//CHbbVk9CFOUhOVifSJyBbAZqKt+OxSRb4AbVXW/iEQDK1W1oYj8w51+J/N6gfZhF+szBYHVgzCFTUG4WF9d4CDwhohsEpHXRORyoFrGh77792p3/RpAqt/909y2i4jIUBHZICIbDh48GNpHYEw2rB6EKYrCNQZRCmgOjFTVL0TkBS50J3nxGrnNcqijqjOAGeAcQeRHoEWR1YNwWD0IY3InXAkiDUhT1Yz/6IU4CeKAiET7dTH95Ld+Tb/7xwDpYYq1yImPjw94xlBhkF/xP/7447lOBl4KS2I15lKFpYtJVX8EUkWkodvUEUgBFgMD3baBQMZI5WJggDhaA8eyG38wxhiT/8L5O4iRwNsiUgbYA9yDk6Dmi8hg4Acg45dTS3BOcd2Nc5qr/dzUGGPCLGwJQlWTAa+R8iwjeu6ZTsNDHpQxxpiAitUvqfP7VEE75c8YU5TZxfrCzOpB5K9A9SCWL19O8+bNSUpK4vrrr8/2l9SvvPIK8fHxvnVTUlJ8y5588kliY2Np2LBhnn6EZ0xhZgkizKweRP4KVA/igQce4O233yY5OZl+/foxadKkgNvo168fW7duJTk5mUcffdR3CfOUlBTmzp3L119/zdKlSxk2bBi//fZbnmO9lPsaEwmWIELI6kFErh6EiHD8+HEAjh07RvXq1QNu44orrvBN//LLL74LGC5atIi+fftStmxZ6tSpQ2xsrO85zmz8+PG88MILvvnHH3+cadOmsXLlSjp06EC/fv2Ij4/nl19+oWvXriQmJtK0adOLLgdvTEFjCSKErB5E5OpBvPbaa3Tp0oWYmBjeeuutHLczffp06tWrx6OPPsq0adMA57pJNWte+DlOTEwM+/bt87z/4MGDmT17NgDnz59n7ty59O/f3/ccT548mZSUFJYuXUr16tXZvHkz27Zto1OnTnl6fMaEQ7EapA43qwcRmXoQAFOmTGHJkiW0atWKZ555htGjR/Paa68FXH/48OEMHz6cOXPmMGnSJGbPnu15qfFAl2evXbs2UVFRbNq0iQMHDtCsWTOioqIA5zmuU6cO4Pzo709/+hNjx46lW7dutGvXLk+Pz5hwsAQRYlYPIvz1IA4ePMjmzZtp1aoVAHfccUfQ39T79u3LAw88ADhHDKmpFy4JlpaWlm1X1ZAhQ5g1axY//vgj9957r6/dvx5EgwYN2LhxI0uWLOGxxx7jlltuYcKECbl6fMaES7FKEJE4LdXqQYS/HkTlypU5duwYO3fupEGDBnz88cfZXtV3165d1K9fH4B//etfvunu3bvTr18/Ro8eTXp6Ort27aJly5YBt9OzZ08mTJjA2bNnfZduzyw9PZ0qVapw1113UaFCBWbNmpX3B2pMiBWrBBEJmetBZHQDgfONc+fOnSQkJFC6dGnuu+8+RowY4au5EB0d7TkOkZOpU6eyYsUKSpYsSZMmTYKqB7F161bat/AdZ0wAABJ4SURBVG9Pz549KVGihK8eREZCmzRpEg0aNMgSm1c9iIxklFEPYtSoURw7doxz587x0EMPERcXx9tvv80DDzzApEmTOHv2LH379s1TgsgY4D558iQxMTHMnDmTW2+9lVdffZU//vGPlChRgsqVK2dbte3FF19k2bJllC5dmsqVK/vGEuLi4ujTpw9NmjShVKlSTJ8+nZIlSwbcTpkyZejQoQOVKlUKuN7WrVsZM2YMJUqUoHTp0rz8cqEtdWKKgbDUgwgHqwdhIu38+fM0b96cBQsW+I5C8srqQZhwKQj1IIwp0lJSUoiNjaVjx46XnByMKSisi6kYsHoQjvyoB3H48GHPgkDLly9nz549uYrHmILOupiMKYCsi8mES753MYlIefey3cYYY4qooBKEiDwrIi3d6a7Az8BREflDKIMzxhgTOcEeQfQHtrnTE4C7gO7AE6EIyhhjTOQFO0h9maqeEpEooK6q/i+AiFwTutDy3/T7P8nX7Q1/5aZ83Z4xxhQkwR5B7BSR/sAI4GMAEbkK+HeoAiuqrB5E/vn++++59tprSUpKIi4ujldeecW3bOPGjcTHxxMbG8uoUaOyvWTHxIkTqVGjhu8KuEuWLPEts3oQpjgLNkEMwykB2gEY77bdCnwU7I5EZK+IbBWRZBHZ4LZVEZGPRWSX+7ey2y4iMk1EdovIFhFpHvxDKtisHkT+iY6OZu3atSQnJ/PFF1/w1FNPkZ6eDjj1IGbMmMGuXbvYtWsXS5cuzXZbDz/8MMnJySQnJ9OlSxfA6kEYE1SCUNUvVfU6Vb1RVb91295W1btzum8mHVQ1ye+UqnHAclWtDyx35wE6A/Xd21CgUF6PwOpBhLYeRJkyZXwX9jtz5owv9v3793P8+HHatGmDiDBgwADef//93Lx0gNWDMCbo01xFpLaIdBeRfv63S9x/D2C2Oz0buM2v/U11fA5UEpHoS9xX2Fk9iNDXg0hNTSUhIYGaNWsyduxYqlevzr59+y66xHl2dRwyvPjiiyQkJHDvvfdy5MgRwOpBGBPUILWIPIZz9tLXXDzuoID3ZSuzUuAjEVHgH6o6A6imqvsBVHW/iFztrlsDSPW7b5rbtj/IfRUIVg8i9PUgatasyZYtW0hPT+e2226jV69euarjAE531Pjx4xERxo8fzyOPPMLrr79u9SBMsRfsWUyPANeqakqOawbWVlXT3STwsYjsyGZdr//CLP+tIjIUpwvqog/egsTqQYSnHkT16tWJi4tj9erVtG3blrS0NN+ynOo4VKtWzTd93333+QburR6EKe6CTRCHgb2XsiNVTXf//iQi7wEtgQMiEu0ePUQDP7mrpwE1/e4eA6R7bHMGMAOcS23kFEMkTku1ehChqweRlpZGVFQU5cuX58iRI3z22WeMHj2a6OhoKlasyOeff06rVq148803GTlyZMDt7N+/n+hopwfzvffe840RWT0IU9wFOwbxEDBDRFqISC3/WzB3FpHLRaRixjRwC84P7xYDA93VBgKL3OnFwAD3bKbWwLGMrqjCJnM9CH9DhgyhVq1aJCQkkJiY6PtQyai5kDFInVtTp06ladOmJCYmUr58+aDqQTRt2pQ6derQs2dPqlat6qsHkZCQQOvWrX2DyJlj86oHkTFAnVEPYuzYsSQmJpKUlMTatWsBePvtt5k5cyaJiYnExcWxaNEi7wCzsX37dlq1akViYiI33HCDb8Af4OWXX2bIkCHExsZSr169bJ+DRx991HeiwIoVK5gyZQpwcT2ITp06BV0Pok+fPtnWg2jZsiVJSUlMnjyZP//5z7l+3MaES1AX6xORHsCrQOavtKqqgf9jLty/LvCeO1sKmKOqk90f3s0HagE/AL1V9Wdx+j1eBDoBp4B7VHWDx6Z97GJ9JtKsHoQpjLK7WF+wXUwvAf8FzCUPP45T1T1Alv4DVT0MZLl2sjpZa3hu92NMpKSkpNCtWzd69uxp9SBMkRFsgigFvKGq9kufQsjqQTiGDx/OZ599dlHbgw8+yD333BP0NqwehClOgu1iGgOUAZ7QAlpAIlAXU6NGjXJ9ppAxkaSq7Nixw7qYTFjkRxfTKOB3wH+JyGH/BapaMM8vBcqVK8fhw4eJioqyJGEKBVXl8OHDlCtXLtKhGBN0grgrpFGESExMDGlpaRw8eDDSoRgTtHLlymX740ZjwiWoBKGqn4Y6kFAoXbq07xesxhhjcidgghCRx1V1sjv910Drqar9DNQYY4qg7I4g/I9xawZcyxhjTJEUMEGo6gN+08GfB2iMMaZICOpSGyLyc4D2n7zajTHGFH7BXoupdOYGESkN5HiZDWOMMYVTtmcxichqnMtslxORVZkWxwBrQxWYMcaYyMrpNNfXcGoz/B6Y6deuwAHgkxDFZYwxJsKyTRCqOhtARD5X1ewK/BhjjCligh2DGCYi1/k3iMh1IjI1BDEZY4wpAIJNEHcCmesxbAT65W84xhhjCopgE4R6rFsyF/c3xhhTyAT7Ab8amCQiJQDcvxPddmOMMUVQsFdzfRD4ANgvIt/jlAjdD/whVIEZY4yJrGCv5pomIs2BVji/f0gF1qvq+VAGZ4wxJnKCPYLATQbrLmVnIlISZ7B7n6p2E5E6OHWuqwBfAXer6q8iUhZ4E7gWOAzcoap7L2XfxhhjcifgGISIbPebThWRH7xuudzfg4B/zcKngSmqWh84Agx22wcDR1Q1FpjirmeMMSaMsjuCuM9v+pIryolIDNAVmAyMFqcG6E1cOFV2Ns7A98tAD3caYCHwoohIQa2HbYwxRVF2l/teIyJdgKX5VFFuKvAoUNGdjwKOquo5dz4NqOFO18AZ50BVz4nIMXf9Q/4bFJGhwFCAWrUKbGlsY4wplHI6zfUNYJ+IPCsi8XndiYh0A35S1Y3+zR6rahDLLjSozlDVFqraomrVqnkNzxhjjIecEkR1nK6mmsAXIrJJRB4SkatzuZ+2QHcR2YszKH0TzhFFJRHJOIqJAdLd6TR3n7jLrwQ8a1IYY4wJjWwThKr+pqofqOodwO+Al4CewA8i8n8i0iuYnajqY6oao6q1gb7AJ6raH1gBZGxjILDInV7szuMu/8TGH4wxJryCvlSGqh5X1VdV9QbgRqApMO8S9z8WZ8B6N84YQ8YlxWcCUW77aGDcJe7HGGNMLgX9Owj3twk9gQFAR+AzLpxpFDRVXQmsdKf3AC091jkN9M7tto0xxuSfHBOEiLTHSQq9cIoEvQXcr6q5/Q2EMcaYQiSnkqPf4QwQLwC6qKqVGDXGmGIipyOIx4D3VPVMOIIxxhhTcORUcnRuuAIxxhhTsFjBH2OMMZ4sQRhjjPGU3dVc5/lN3xOecIwxxhQU2R1B3OpecRXghXAEY4wxpuDIbpB6NbBORHYC5UTkTa+VVHVASCIzxhgTUdkliN44P467BudKqt+GJSJjjDEFQnb1IE4D/wQQkdKq+pewRWWMMSbigroWk6pOFJH6wJ04xXz2Ae+o6q5QBmeMMSZygjrNVUT+AGwEGuHUZWgIbBCR7iGMzRhjTAQFezXXJ4Aeqroio0FEbgRexKndYIwxpogJ9odyMThnNflb47YbY4wpgoJNEMnAI5naRrvtxhhjiqBgu5geAP5PRB4EUnHqRf8C2BiEMcYUUcGexbRDRBoDrYHqQDrwhaqeDWVwxhhjIifokqOqeg5n3MEYY0wxEJaruYpIORFZLyKbReRrEfmL215HRL4QkV0iMk9EyrjtZd353e7y2uGI0xhjzAXhutz3GeAmVU0EkoBOItIaeBqYoqr1gSPAYHf9wcARVY0FprjrGWOMCaOwJAh1nHRnS7s3BW4CFrrts4Hb3Oke7jzu8o5+V5Y1xhgTBkGPQYhIZeAPXLjUxgeq+nMu7l8S59fYscB0nIv/HXXHNgDS3G3j/k0FZ+xDRI4BUcChTNscCgwFqFWrVrChGGOMCUKwl9pog/OBfj+QAPwnsNttD4qq/qaqSTg/rmsJNPZaLWOX2Szz3+YMVW2hqi2qVq0abCjGGGOCEOwRxFRgmKrOzWgQkTuAacDvc7NDVT0qIitxTpmtJCKl3KOIGJzTZ8E5mqgJpIlIKeBKnGtAGWOMCZNgxyAaAPMztS3E6S7KkYhUFZFK7nR54D+A7cAKnJoTAAOBRe70Ynced/knqprlCMIYY0zoBJsgdgF9M7X1JvgiQtHAChHZAnwJfKyqHwBjgdEishtnjGGmu/5MIMptHw2MC3I/xhhj8kmwXUwPAR+IyCjge6A2UB/oFsydVXUL0MyjfQ/OeETm9tM4CciYiIufHR/pELIcvhsTDsFeamOtiNQDuuJcauP/gCW5OYvJGGNM4ZKbS20cwS1BaowxpujLNkGIyAo8Ti/1o6raMX9DMsYYUxDkdAQR6IihBjAKuCx/wzHGGFNQZJsgVHWm/7yIRAGPAfcB84C/hi40Y4wxkRTsL6mvEJG/AbuBakBzVR2qqmkhjc4YY0zEZJsgRKS8iDwG7MG5NMb1qnq3qgb7+wdjjDGFVE5jEN8BJYH/ATYA1USkmv8KqvpJiGIzxhgTQTkliNM4ZzE9EGC5AnXzNSJjjDEFQk6D1LXDFIcxxpgCJlwV5YwxxhQyliCMMcZ4sgRhjDHGkyUIY4wxnixBGGOM8WQJwhhjjCdLEMYYYzxZgjDGGOMpLAlCRGqKyAoR2S4iX4vIg257FRH5WER2uX8ru+0iItNEZLeIbBGR5uGI0xhjzAXhOoI4Bzyiqo2B1sBwEWkCjAOWq2p9YLk7D9AZp+Z1fWAo8HKY4jTGGOMKS4JQ1f2q+pU7fQLYjlN0qAcw211tNnCbO90DeFMdnwOVRCQ6HLEaY4xxhH0MQkRqA82AL4BqqrofnCQCXO2uVgNI9btbmttmjDEmTMKaIESkAvC/wEOqejy7VT3astTGFpGhIrJBRDYcPHgwv8I0xhhDGBOEiJTGSQ5vq+q7bvOBjK4j9+9PbnsaUNPv7jFAeuZtquoMVW2hqi2qVq0auuCNMaYYCtdZTALMBLar6vN+ixYDA93pgcAiv/YB7tlMrYFjGV1RxhhjwiOngkH5pS1wN7BVRJLdtv8CngLmi8hg4Aegt7tsCdAFpwb2KeCeMMVpjDHGFZYEoapr8B5XAOjosb4Cw0MalDHGmGzZL6mNMcZ4sgRhjDHGkyUIY4wxnixBGGOM8WQJwhhjjCdLEMYYYzxZgjDGGOPJEoQxxhhP4foltTGmCJh+/yeRDoHhr9wU6RCKDTuCMMYY48kShDHGGE+WIIwxxniyBGGMMcaTDVKbgmvilZGOwFGnVqQjMCYi7AjCGGOMJ0sQxhhjPFmCMMYY48kShDHGGE+WIIwxxngKS4IQkddF5CcR2ebXVkVEPhaRXe7fym67iMg0EdktIltEpHk4YjTGGHOxcB1BzAI6ZWobByxX1frAcnceoDNQ370NBV4OU4zGGGP8hCVBqOoq4OdMzT2A2e70bOA2v/Y31fE5UElEosMRpzHGmAsiOQZRTVX3A7h/r3bbawCpfuuluW1ZiMhQEdkgIhsOHjwY0mCNMaa4KYiD1OLRpl4rquoMVW2hqi2qVq0a4rCMMaZ4iWSCOJDRdeT+/cltTwNq+q0XA6SHOTZjjCn2IpkgFgMD3emBwCK/9gHu2UytgWMZXVHGGGPCJywX6xORd4AbgatEJA34b+ApYL6IDAZ+AHq7qy8BugC7gVPAPeGI0RhjzMXCkiBU9c4Aizp6rKvA8NBGZIwxJicFcZDaGGNMAWAJwhhjjCdLEMYYYzxZgjDGGOPJEoQxxhhPliCMMcZ4sgRhjDHGkyUIY4wxnixBGGOM8WQJwhhjjCdLEMYYYzxZgjDGGOPJEoQxxhhPliCMMcZ4Csvlvk3hU3vcvyIdAnvLRToCY4o3O4IwxhjjyRKEMcYYT5YgjDHGeLIEYYwxxlOBTRAi0klEvhGR3SIyLtLxGGNMcVMgE4SIlASmA52BJsCdItIkslEZY0zxUiATBNAS2K2qe1T1V2Au0CPCMRljTLFSUH8HUQNI9ZtPA1plXklEhgJD3dmTIvJNGGIzYSKRDsBn26Vu4Crg0KVsoMAcPn/TMdIRMOIfkY6gyLkm0IKCmiC8Phs0S4PqDGBG6MMxJu9EZIOqtoh0HMbkVkHtYkoDavrNxwDpEYrFGGOKpYKaIL4E6otIHREpA/QFFkc4JmOMKVYKZBeTqp4TkRHAh0BJ4HVV/TrCYRmTV9YNagolUc3StW+MMcYU2C4mY4wxEWYJwhhjjCdLEMYYYzxZgjDGGOPJEoQxxhhPliCMMcZ4sgRhjDHG0/8HTpffQNlN9MgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap_vic=vic_rape_df.loc[vic_rape_df['area_name']=='Andhra Pradesh']\n",
    "ap_vic_2010_total = ap_vic [(ap_vic['year']==2010) & (ap_vic['subgroup']=='Total Rape Victims')]\n",
    "\n",
    "#Plotting age breakup of victims\n",
    "ax = ap_vic_2010_total[['victims_upto_10_yrs','victims_between_10_14_yrs','victims_between_14_18_yrs','victims_between_18_30_yrs','victims_between_30_50_yrs']].plot(kind='bar',legend=True, title = 'Age Breakup of rape victims (Andhra Pradesh)')\n",
    "ax.set_ylabel(\"No of Victims\", fontsize=12)\n",
    "ax.set_xticklabels([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Selecting data on other rape in Andhra Pradesh\n",
    "ap_vic_2010_inc = ap_vic [(ap_vic['year']==2010) & (ap_vic['subgroup']=='Victims of Other Rape')]\n",
    "\n",
    "#Plotting age breakup of victims of incest rape\n",
    "ax = ap_vic_2010_inc[['victims_upto_10_yrs','victims_between_10_14_yrs','victims_between_14_18_yrs','victims_between_18_30_yrs','victims_between_30_50_yrs']].plot(kind='bar',title = 'Age breakup of victims of incest rape (Andhra Pradesh)',legend=True)\n",
    "ax.set_ylabel(\"No of Victims\", fontsize=12)\n",
    "ax.set_xticklabels([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap_vic_total = ap_vic.loc[mah_vic['subgroup']=='Total Rape Victims']\n",
    "ax = ap_vic_total['rape_cases_reported'].plot(kind='bar', title = 'Total rape cases reported (Andhra Pradesh 2001-10)')\n",
    "ax.set_xlabel(\"Year\", fontsize=15)\n",
    "ax.set_ylabel(\"No of Victims\", fontsize=15)\n",
    "ax.set_xticklabels(ap_vic_total['year'],rotation='horizontal')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'Andaman & Nicobar Islands'),\n",
       " Text(0, 0, 'Andhra Pradesh'),\n",
       " Text(0, 0, 'Arunachal Pradesh'),\n",
       " Text(0, 0, 'Assam'),\n",
       " Text(0, 0, 'Bihar'),\n",
       " Text(0, 0, 'Chandigarh'),\n",
       " Text(0, 0, 'Chhattisgarh'),\n",
       " Text(0, 0, 'Dadra & Nagar Haveli'),\n",
       " Text(0, 0, 'Daman & Diu'),\n",
       " Text(0, 0, 'Delhi'),\n",
       " Text(0, 0, 'Goa'),\n",
       " Text(0, 0, 'Gujarat'),\n",
       " Text(0, 0, 'Haryana'),\n",
       " Text(0, 0, 'Himachal Pradesh'),\n",
       " Text(0, 0, 'Jammu & Kashmir'),\n",
       " Text(0, 0, 'Jharkhand'),\n",
       " Text(0, 0, 'Karnataka'),\n",
       " Text(0, 0, 'Kerala'),\n",
       " Text(0, 0, 'Lakshadweep'),\n",
       " Text(0, 0, 'Madhya Pradesh'),\n",
       " Text(0, 0, 'Maharashtra'),\n",
       " Text(0, 0, 'Manipur'),\n",
       " Text(0, 0, 'Meghalaya'),\n",
       " Text(0, 0, 'Mizoram'),\n",
       " Text(0, 0, 'Nagaland'),\n",
       " Text(0, 0, 'Odisha'),\n",
       " Text(0, 0, 'Puducherry'),\n",
       " Text(0, 0, 'Punjab'),\n",
       " Text(0, 0, 'Rajasthan'),\n",
       " Text(0, 0, 'Sikkim'),\n",
       " Text(0, 0, 'Tamil Nadu'),\n",
       " Text(0, 0, 'Tripura'),\n",
       " Text(0, 0, 'Uttar Pradesh'),\n",
       " Text(0, 0, 'Uttarakhand'),\n",
       " Text(0, 0, 'West Bengal')]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vic_rape_2010_total = vic_rape_df[(vic_rape_df['year']==2010) & (vic_rape_df['subgroup']== 'Total Rape Victims')]\n",
    "ax1 = vic_rape_2010_total['victims_of_rape_total'].plot(kind='barh',figsize=(15, 10))\n",
    "ax1.set_xlabel(\"Number of rape victims (2010)\", fontsize=15)\n",
    "ax1.set_yticklabels(vic_rape_2010_total['area_name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vic_rape_2001_total = vic_rape_df[(vic_rape_df['year']==2001) & (vic_rape_df['subgroup']== 'Total Rape Victims')]\n",
    "df1 = vic_rape_2001_total[['area_name','victims_of_rape_total']]\n",
    "df2 = vic_rape_2010_total[['area_name','victims_of_rape_total']]\n",
    "\n",
    "#Renaming column name in order to differentiate by year\n",
    "df1 ['Total no of rape victims (2001)'] = df1 ['victims_of_rape_total']\n",
    "df2 ['Total no of rape victims (2010)'] = df2 ['victims_of_rape_total']\n",
    "df1.drop(['victims_of_rape_total'], axis = 1, inplace = True)\n",
    "df2.drop(['victims_of_rape_total'], axis = 1, inplace = True)\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111) # Create matplotlib axes\n",
    "\n",
    "width = 0.4\n",
    "\n",
    "df1.plot(kind='barh', color='red', ax=ax, width=width, position=0,figsize=(15,15))\n",
    "df2.plot(kind='barh', color='blue', ax=ax, width=width, position=1,figsize=(15,15))\n",
    "ax.set_xlabel(\"Number of Victims\", fontsize=15)\n",
    "ax.set_yticklabels(df1['area_name'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploring Murder Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No of Victims')"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "murder_df = pd.read_csv(\"data/Crimes in India/data/32_Murder_victim_age_sex.csv\")\n",
    "ap_murder_df=murder_df.loc[murder_df['area_name']=='Andhra Pradesh']\n",
    "ap_murder_2010_total = ap_murder_df [(ap_murder_df['year']==2010) & (ap_murder_df['sub_group_name']=='1. Male Victims')]\n",
    "ax = ap_murder_2010_total [['victims_upto_10_yrs','victims_upto_10_15_yrs','victims_upto_15_18_yrs','victims_upto_18_30_yrs','victims_upto_30_50_yrs','victims_above_50_yrs']].plot(kind='bar',title='Age Breakup of Male Murder Victims (Andhra Pradesh 2010)',legend=True)\n",
    "ax.set_xlabel(\"Age Breakup\", fontsize=12)\n",
    "ax.set_ylabel(\"No of Victims\", fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No of Victims')"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap_murder_2010_total = ap_murder_df [(ap_murder_df['year']==2010) & (ap_murder_df['sub_group_name']=='2. Female Victims')]\n",
    "ax = ap_murder_2010_total [['victims_upto_10_yrs','victims_upto_10_15_yrs','victims_upto_15_18_yrs','victims_upto_18_30_yrs','victims_upto_30_50_yrs','victims_above_50_yrs']].plot(kind='bar',legend=True)\n",
    "ax.set_xlabel(\"Age Breakup\", fontsize=12)\n",
    "ax.set_ylabel(\"No of Victims\", fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vic_murd_2001_total = murder_df[(murder_df['year']==2001) & (murder_df['sub_group_name']== '3. Total')]\n",
    "vic_murd_2010_total = murder_df[(murder_df['year']==2010) & (murder_df['sub_group_name']== '3. Total')]\n",
    "df1 = vic_murd_2001_total[['area_name','victims_total']]\n",
    "df2 = vic_murd_2010_total[['area_name','victims_total']]\n",
    "df1 ['Total no of murder victims (2001)'] = df1 ['victims_total']\n",
    "df2 ['Total no of murder victims (2010)'] = df2 ['victims_total']\n",
    "df1.drop(['victims_total'], axis = 1, inplace = True)\n",
    "df2.drop(['victims_total'], axis = 1, inplace = True)\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111) # Create matplotlib axes\n",
    "\n",
    "width = 0.4\n",
    "\n",
    "df1.plot(kind='barh', color='red', ax=ax, width=width, position=0,figsize=(15,15))\n",
    "df2.plot(kind='barh', color='blue', ax=ax, width=width, position=1,figsize=(15,15))\n",
    "ax.set_xlabel(\"Number of Victims\", fontsize=15)\n",
    "ax.set_yticklabels(df1['area_name'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Crime Against Women"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>area_name</th>\n",
       "      <th>year</th>\n",
       "      <th>group_name</th>\n",
       "      <th>sub_group_name</th>\n",
       "      <th>cases_acquitted_or_discharged</th>\n",
       "      <th>cases_charge_sheets_were_not_laid_but_final_report_submitted</th>\n",
       "      <th>cases_chargesheeted</th>\n",
       "      <th>cases_compounded_or_withdrawn</th>\n",
       "      <th>cases_convicted</th>\n",
       "      <th>cases_declared_false_on_account_of_mistake_of_fact_or_of_law</th>\n",
       "      <th>...</th>\n",
       "      <th>cases_pending_investigation_at_year_end</th>\n",
       "      <th>cases_pending_investigation_from_previous_year</th>\n",
       "      <th>cases_pending_trial_at_year_end</th>\n",
       "      <th>cases_pending_trial_from_the_previous_year</th>\n",
       "      <th>cases_reported</th>\n",
       "      <th>cases_sent_for_trial</th>\n",
       "      <th>cases_trials_completed</th>\n",
       "      <th>cases_withdrawn_by_the_govt</th>\n",
       "      <th>cases_withdrawn_by_the_govt_during_investigation</th>\n",
       "      <th>total_cases_for_trial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andaman &amp; Nicobar Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rape</td>\n",
       "      <td>01. Rape</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rape</td>\n",
       "      <td>01. Rape</td>\n",
       "      <td>731</td>\n",
       "      <td>22</td>\n",
       "      <td>769</td>\n",
       "      <td>35</td>\n",
       "      <td>197</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>393</td>\n",
       "      <td>390</td>\n",
       "      <td>1974</td>\n",
       "      <td>2170</td>\n",
       "      <td>871</td>\n",
       "      <td>769</td>\n",
       "      <td>928</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rape</td>\n",
       "      <td>01. Rape</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>282</td>\n",
       "      <td>260</td>\n",
       "      <td>33</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Assam</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rape</td>\n",
       "      <td>01. Rape</td>\n",
       "      <td>334</td>\n",
       "      <td>95</td>\n",
       "      <td>495</td>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>1045</td>\n",
       "      <td>863</td>\n",
       "      <td>1964</td>\n",
       "      <td>1914</td>\n",
       "      <td>817</td>\n",
       "      <td>495</td>\n",
       "      <td>435</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bihar</td>\n",
       "      <td>2001</td>\n",
       "      <td>Rape</td>\n",
       "      <td>01. Rape</td>\n",
       "      <td>406</td>\n",
       "      <td>141</td>\n",
       "      <td>685</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>105</td>\n",
       "      <td>...</td>\n",
       "      <td>488</td>\n",
       "      <td>531</td>\n",
       "      <td>3185</td>\n",
       "      <td>3061</td>\n",
       "      <td>888</td>\n",
       "      <td>685</td>\n",
       "      <td>561</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3746</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   area_name  year group_name sub_group_name  \\\n",
       "0  Andaman & Nicobar Islands  2001       Rape       01. Rape   \n",
       "1             Andhra Pradesh  2001       Rape       01. Rape   \n",
       "2          Arunachal Pradesh  2001       Rape       01. Rape   \n",
       "3                      Assam  2001       Rape       01. Rape   \n",
       "4                      Bihar  2001       Rape       01. Rape   \n",
       "\n",
       "   cases_acquitted_or_discharged  \\\n",
       "0                              5   \n",
       "1                            731   \n",
       "2                              1   \n",
       "3                            334   \n",
       "4                            406   \n",
       "\n",
       "   cases_charge_sheets_were_not_laid_but_final_report_submitted  \\\n",
       "0                                                  2              \n",
       "1                                                 22              \n",
       "2                                                  2              \n",
       "3                                                 95              \n",
       "4                                                141              \n",
       "\n",
       "   cases_chargesheeted  cases_compounded_or_withdrawn  cases_convicted  \\\n",
       "0                    3                              0                0   \n",
       "1                  769                             35              197   \n",
       "2                   25                              0                2   \n",
       "3                  495                             10              101   \n",
       "4                  685                              0              155   \n",
       "\n",
       "   cases_declared_false_on_account_of_mistake_of_fact_or_of_law  ...  \\\n",
       "0                                                  0             ...   \n",
       "1                                                 74             ...   \n",
       "2                                                  0             ...   \n",
       "3                                                 45             ...   \n",
       "4                                                105             ...   \n",
       "\n",
       "   cases_pending_investigation_at_year_end  \\\n",
       "0                                        1   \n",
       "1                                      393   \n",
       "2                                       18   \n",
       "3                                     1045   \n",
       "4                                      488   \n",
       "\n",
       "   cases_pending_investigation_from_previous_year  \\\n",
       "0                                               3   \n",
       "1                                             390   \n",
       "2                                              12   \n",
       "3                                             863   \n",
       "4                                             531   \n",
       "\n",
       "   cases_pending_trial_at_year_end  \\\n",
       "0                               34   \n",
       "1                             1974   \n",
       "2                              282   \n",
       "3                             1964   \n",
       "4                             3185   \n",
       "\n",
       "   cases_pending_trial_from_the_previous_year  cases_reported  \\\n",
       "0                                          36               3   \n",
       "1                                        2170             871   \n",
       "2                                         260              33   \n",
       "3                                        1914             817   \n",
       "4                                        3061             888   \n",
       "\n",
       "   cases_sent_for_trial  cases_trials_completed  cases_withdrawn_by_the_govt  \\\n",
       "0                     3                       5                            0   \n",
       "1                   769                     928                            2   \n",
       "2                    25                       3                            0   \n",
       "3                   495                     435                            0   \n",
       "4                   685                     561                            0   \n",
       "\n",
       "   cases_withdrawn_by_the_govt_during_investigation  total_cases_for_trial  \n",
       "0                                                 0                     39  \n",
       "1                                                 0                   2937  \n",
       "2                                                 0                    285  \n",
       "3                                                 0                   2409  \n",
       "4                                                 0                   3746  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_women_df = pd.read_csv(\"data/Crimes in India/data/42_Cases_under_crime_against_women.csv\",error_bad_lines=False)\n",
    "cases_women_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hh9lyyy0ZOXIkI0aM4PHHH++whoMPPphp06ax5557cvrppzNr1izGjRvHiBEj2GqrrXjwwQcBOOGEEzjooIPYZZdd2H///d9ynHnz5nHcccdx6aWXMnLkSC699NK37NM4unj33XezzTbbMGrUKLbZZhv+9Kc/Vf0VVeY9kJIkSZJ61CmnnMJDDz3ElClTuOKKKzjnnHN44IEHeOGFFxgzZgzbbbcdp5xyCqeddhrXXnstAK+++io33ngj/fv35/HHH2ffffdl8uTJ3X7XueeeyxNPPMH9999P3759mTVrFgCHHnooxx13HAD77bcf1157LXvssQennHIKTzzxBCussAKzZ88G4OSTT2bs2LGcd955zJ49my233JKdd96Zc845h8MPP5zx48czb948Fi5c2GEN55xzDr/+9a+55ZZbGDRoEF/+8pcZNWoUv/rVr7j55pvZf//9mTJlCgD33nsvt99+OyuuuOJbjrP88stz4oknMnnyZM466yygCJ2N+9x6662v999oo42YNGkSffv25be//S3HHHMMV1xxRcXfUjUGSEmSJElLzO23386+++5Lnz59WGuttdh+++255557WHXVVd/Ub/78+Rx66KFMmTKFPn368Oc//7nS8X/7299y8MEH07dvEXXWWGMNAG655RZOPfVUXn31VWbNmsWmm27KHnvswYgRIxg/fjzjxo1j3LhxAPzmN7/h6quv5rTTTgOK52g++eSTbL311px88snMmDGDj33sY2y44YaVz7ktyI0dO5aZM2cyZ84cAPbcc88Ow2NXOttnzpw5HHDAATz++ONEBPPnz6913CqcwipJkiRpiWmbOtqd008/nbXWWosHHniAyZMnM2/evMrHb/9sw7lz5/KlL32Jyy+/nD/+8Y98/vOfZ+7cuQBcd911HHLIIdx77728//3vZ8GCBWQmV1xxBVOmTGHKlCk8+eSTbLzxxnzyk5/k6quvZsUVV2TXXXfl5ptvXuRzbqtxpZVWqnSMRp3tc+yxx7Ljjjvy0EMPcc0117x+js3kCKQkSZK0jFnSj91YZZVVePnllwHYbrvt+MlPfsIBBxzArFmzmDRpEv/zP//D008//XofKEbThgwZwnLLLceECRM6nS7a3i677MI555zDDjvs8PoU1uWWK8bNBg0axCuvvMLll1/O3nvvzWuvvcZTTz3FjjvuyAc/+EEuuugiXnnlFXbddVfOPPNMzjzzTCKC+++/n1GjRjFt2jTe/e53c9hhhzFt2jQefPBBxo4d221N2223HRdeeCHHHnsst956K4MGDXrLiGuVa9edOXPmMHjwYADOP//8SvvU5QikJEmSpB41cOBAtt12W4YPH84dd9zBiBEj2HzzzRk7diynnnoqa6+9NiNGjKBv375svvnmnH766XzpS19iwoQJbLXVVvz5z3+uPFL3uc99jvXXX//177jooosYMGAAn//859lss80YN24cY8aMAYoFdz71qU+x2WabMWrUKL761a8yYMAAjj32WObPn8+IESMYPnw4xx57LACXXnopw4cPZ+TIkTz22GMdLnzTkRNOOIHJkyczYsQIjjrqKCZMmFD52u2444488sgjry+i05VvfOMbHH300Wy77baVA3ddUXUIeVkyevTorHKDriRJkvR28Oijj7Lxxhv3dhlqUR39fUTEvZk5un1fRyAlSZIkSZV4D6QkSZKkt50bbriBI4888k1tw4YN48orr1xiNcycOZOddtrpLe033XQTAwcOrHWsVjifKpzC2gGnsEqSJGlp8uijj7LRRhu9ZXVSKTN57LHHnMIqSZIkqdC/f39mzpxZ+REaWjZkJjNnzqR///6V93EKqyRJkrSUGzJkCDNmzOD555/v7VLUYvr378+QIUMq9zdASpIkSUu5fv36MWzYsN4uQ0sBA6QkSU0w9KjreruEDi3ph4VLkpZu3gMpSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqxAApSZIkSaqkVwNkRKwXEbdExKMR8XBEHF62nxART0fElPL1kYZ9jo6IqRHxp4jYtaF9t7JtakQc1dA+LCLuiojHI+LSiFh+yZ6lJEmSJC0densEcgHwtczcGNgKOCQiNim3nZ6ZI8vXRIBy2z7ApsBuwNkR0Sci+gA/Aj4MbALs23Cc/y6PtSHwInDgkjo5SZIkSVqa9GqAzMxnM/O+8v3LwKPA4C522Qu4JDP/lZlPAFOBLcvX1MyclpnzgEuAvSIigLHA5eX+E4BxPXM2kiRJkrR06+0RyNdFxFBgFHBX2XRoRDwYEedFxOpl22DgqYbdZpRtnbUPBGZn5oJ27R19/0ERMTkiJj///PNNOCNJkiRJWrq0RICMiJWBK4CvZOZLwI+BDYCRwLPA99q6drB7LkL7Wxszz83M0Zk5es0116x5BpIkSZK09Ovb2wVERD+K8HhhZv4SIDP/3rD9p8C15ccZwHoNuw8Bninfd9T+AjAgIvqWo5CN/SVJkiRJNfT2KqwB/Bx4NDO/39C+TkO3fwceKt9fDewTEStExDBgQ+Bu4B5gw3LF1eUpFtq5OjMTuAXYu9z/AOCqnjwnSZIkSVpa9fYI5LbAfsAfI2JK2XYMxSqqIymmm04HvgCQmQ9HxGXAIxQruB6SmQsBIuJQ4AagD3BeZj5cHu9I4JKI+DZwP0VglSRJkiTV1KsBMjNvp+P7FCd2sc/JwMkdtE/saL/MnEaxSqskSZIkaTG0xCI6kiRJkqTWZ4CUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVWKAlCRJkiRVYoCUJEmSJFVigJQkSZIkVdK3sw0RcfMiHjMzc6dF3FeSJEmS1KI6DZDADot4zFzE/SRJkiRJLazTAJmZTm+VJEmSJL3OkChJkiRJqsQAKUmSJEmqpKt7IDsVEUOAwcAKHW3PzEmLU5QkSZIkqfXUCpARsQtwOrBRN137LHJFkiRJkqSWVHkKa0R8ALgWGACcBQQwCfgp8Fj5+RrgxOaXKUmSJEnqbXXugTwGmAuMyczDy7ZbMvNgYDhwErAzcHlzS5QkSZIktYI6AXJr4OrMfKb9/lk4HngU+FYT65MkSZIktYg6AXI14MmGz/OAldr1+T2w3eIWJUmSJElqPXUC5HPA6u0+b9CuTz9gxcUtSpIkSZLUeuoEyD/z5sB4J/BvEfFegIhYG/gP4PHmlSdJkiRJahV1AuSvge0jYo3y8w8pRhvvj4h7KFZiXRP4QXNLlCRJkiS1gjoB8icU9zfOB8jM3wMfB56gWIX1WeCLmXlBs4uUJEmSJPW+vlU7ZuZLwF3t2q4Ermx2UZIkSZKk1lNnBFKSJEmStAwzQEqSJEmSKul0CmtETAMS2Dkznyg/V5GZ2f7xHpIkSZKkt7mu7oFcjiJAdva5M7FYFUmSJEmSWlKnATIzh3b1WZIkSZK0bKl8D2RErB8Ra/dkMZIkSZKk1lVnEZ0ngO/0VCGSJEmSpNZWJ0DOBl7oqUIkSZIkSa2tToC8ExjVU4VIkiRJklpbnQB5AvChiPhcD9UiSZIkSWphXT3Go70PA7cCP4mILwJ3A3/jrY/2yMw8qTnlSZIkSZJaRZ0AeULD+1F0Pp01AQOkJEmSJC1l6gTIHXusCkmSJElSy6scIDPzdz1ZiCRJkiSptVVeRCci9o+IEd30GR4R+9c45noRcUtEPBoRD0fE4WX7GhFxY0Q8Xv5cvWyPiDgjIqZGxIMRsUXDsQ4o+z8eEQc0tL8/Iv5Y7nNGRETV+iRJkiRJb6izCuv5wLhu+uwF/G+NYy4AvpaZGwNbAYdExCbAUcBNmbkhcFP5GYqFfDYsXwcBP4YicALHAx8AtgSObwudZZ+DGvbbrUZ9kiRJkqRSnQBZRR/euiprpzLz2cy8r3z/MvAoMJgiiE4ou03gjeC6F3BBFu4EBkTEOsCuwI2ZOSszXwRuBHYrt62amXdkZgIX0H0IliRJkiR1oNkB8r3Ai4uyY0QMpVjZ9S5grcx8FoqQCbyz7DYYeKphtxllW1ftMzpo7+j7D4qIyREx+fnnn1+UU5AkSZKkpVqXi+hExHntmsaVQa+9PsD6wIeA6+oWERErA1cAX8nMl7q4TbGjDbkI7W9tzDwXOBdg9OjRlUdRJUmSJGlZ0d0qrJ9ueJ/AyPLVkaQYPfxqnQIioh9FeLwwM39ZNv89ItbJzGfLaajPle0zgPUadh8CPFO279Cu/dayfUgH/SVJkiRJNXU3hXVY+Xo3xWjeDxraGl/rU9xruE1mTqv65eWKqD8HHs3M7zdsuhpoW0n1AOCqhvb9y9VYtwLmlFNcbwB2iYjVy8VzdgFuKLe9HBFbld+1f8OxJEmSJEk1dDkCmZl/bXsfEd8Cbmlsa4Jtgf2AP0bElLLtGOAU4LKIOBB4Evh4uW0i8BFgKvAq8JmyzlkRcRJwT9nvxMycVb7/IsUKsisC15cvSZIkSVJN3U1hfV1mfqvZX56Zt9PxfYoAO3XQP4FDOjnWeUD7ezbJzMnA8MUoU5IkSZJE81dhlSRJkiQtpQyQkiRJkqRKDJCSJEmSpEoMkJIkSZKkSgyQkiRJkqRKKgfIiDguIvbryWIkSZIkSa2rzgjkN4HNeqoQSZIkSVJrqxMgnwZW7alCJEmSJEmtrU6AvBLYOSJW7KliJEmSJEmtq06APB54EfhVRAzvoXokSZIkSS2qb42+DwDLA1sAD0TEXOA5INv1y8zcoEn1SZIkSZJaRJ0AuRwwH3iyXXt081mSJEmStBSoHCAzc2gP1iFJkiRJanF17oGUJEmSJC3D6kxhfZOIWBVYDZiTmS81ryRJkiRJUiuqNQIZEX0i4qiImEqxIut04MWImFq2L3IglSRJkiS1tsqBLyKWB34NbE+x8upTwLPAOsBQ4GRgt4jYJTPnNb9USZIkSVJvqjMC+V/ADsB1wMaZOTQzty4X13kfcA3wobKfJEmSJGkpUydAfhJ4CBiXmY83bsjMvwAfAx4GxjevPEmSJElSq6gTIN8DXJ+Zr3W0sWy/Htn1Ap4AACAASURBVNigGYVJkiRJklpLnQA5D1i5mz4rAfMXvRxJkiRJUquqEyAfBPaOiDU72hgRg4C9gQeaUZgkSZIkqbXUCZBnAWsCd0fEgRHx7ohYMSKGRcRngLvK7Wf1RKGSJEmSpN5V+TEemXlZRIwEjgLO7aBLAKdm5mXNKk6SJEmS1DoqB0iAzDwmIq4GDgRGAasBc4D7gfMy847mlyhJkiRJagWdBsiI2BN4LDP/3NiemXcCd/Z0YZIkSZKk1tLVPZBXAvu0fYiIaRFxWM+XJEmSJElqRV0FyPlAv4bPQ4EBPVqNJEmSJKlldRUgnwQ+GBF9Gtqyh+uRJEmSJLWorhbRuRg4FpgVETPLtq+Wj+zoSmbmBk2pTpIkSZLUMroKkCcB/wQ+CqxLMfoY5asr3W2XJEmSJL0NdRogM3MBcEr5IiJeA07PzBOXUG2SJEmSpBbS1T2Q7U0ApvRUIZIkSZKk1tbVFNY3yczu7n2UJEmSJC3F6oxASpIkSZKWYQZISZIkSVIlBkhJkiRJUiUGSEmSJElSJQZISZIkSVIlBkhJkiRJUiWVH+PRmYjYCPgw8CpwSWbOWeyqJEmSJEktp/IIZEQcFxHPRsQaDW07A/cDpwFnA/dFxMDmlylJkiRJ6m11prB+GHgsM2c1tH0XSOB44MfAMODw5pUnSZIkSWoVdQLkUODRtg8RMRh4P3B2Zn47Mw8FbgbGNbVCSZIkSVJLqBMgVwcaRx+3pRh9vLah7V5g/SbUJUmSJElqMXUC5PPA4IbPOwLzgbsa2paveUxJkiRJ0ttEnVVYpwB7RsRwYC7wn8DtmfnPhj5DgWebV54kSZIkqVXUGS08FVgNeAD4U/n+e20bI6I/sAMwuYn1SZIkSZJaROURyMy8LSJ2Bz5Pce/jhZl5fUOXbYDpwJVNrVCSJEmS1BLqTGElM38N/LqTbTcDo5pRlCRJkiSp9bjgjSRJkiSpkloBMiKWi4gvR8SdETEnIhY0bBsVEWdHxHubX6YkSZIkqbdVDpARsTxwI/ADYAPgZSAaujwBfBYY38wCJUmSJEmtoc4I5BEUz378FrAW8LPGjZk5G5gE7Nq06iRJkiRJLaNOgBwP/D4zT8zM1yhWYm3vCWD9plQmSZIkSWopdQLkMODObvrMAtZY9HIkSZIkSa2qToD8JzCgmz7rA7MXvRxJkiRJUquqEyCnALuUi+m8RUSsRnH/493NKEySJEmS1FrqBMifAusBF0bEqo0bImIAcD6wOnBO06qTJEmSJLWMvlU7ZubFEbEz8BlgT+BFgIiYDGwKrAD8KDMn9kShkiRJkqTeVWcEksw8kOJZj48Aa1I8B3ILYCpwYGZ+uekVSpIkSZJaQuURyDaZeT5wfkSsSDFldU5m/qPZhUmSJEmSWkvtANkmM/9JsTKrJEmSJGkZUHkKa0SsHhGbRMQK7do/ExFXRcRFEbFl80uUJEmSJLWCOiOQ3wE+BbyzrSEivgz8gOJeSIBxETE6Mx9pXomSJEmSpFZQZxGdbYGbyqmrbb4OPA1sB3yibPuvJtUmSZIkSWohdUYgBwM3tX2IiE0ongt5ZGbeXrZ9nCJMSpIkSZKWMnVGIFcE5jZ83hZI4LcNbX+hCJqSJEmSpKVMnQD5NLBRw+ddgZeABxraVseVWSVJkiRpqVRnCustwAERcSjFSOSewBWZ+VpDn/cATzWxPkmSJElSi6gzAvld4BXgh8C5FCHyhLaNEfFOYHvgD02sT5IkSZLUIiqPQGbmExGxKbB32XR1Zj7Z0OVdwI+Ai5pYnyRJkiSpRdSZwkpm/g04q5Nt9wD3NKMoSZIkSVLrqTOFVZIkSZK0DKs1AgkQEesAO1E8rmOFDrpkZp60uIVJkiRJklpLrQAZEd8Cjmq3X1A8D7LxvQFSkiRJkpYylaewRsR44FjgNoqFdAKYAHwS+CnwGnAJMLb5ZUqSJEmSeludEcgvAjOA3TJzQUQATM/MS4BLIuJK4Drg4uaXKUmSJEnqbXUW0dkMmJiZCxra+rS9ycwbgBuAI5pUmyRJkiSphdQJkP2AmQ2f/wms1q7PQ8Dmi1uUJEmSJKn11AmQzwLrNHx+EhjRrs9gYAGSJEmSpKVOnQB5P8U01jY3Ax+KiP0iYqWI+CjwH2W/SiLivIh4LiIeamg7ISKejogp5esjDduOjoipEfGniNi1oX23sm1qRBzV0D4sIu6KiMcj4tKIWL7G+UqSJEmSGtQJkNcCm0bEsPLzKcAc4HzgJeBqipVZv1njmOcDu3XQfnpmjixfEwEiYhNgH2DTcp+zI6JPRPQBfgR8GNgE2LfsC/Df5bE2BF4EDqxRmyRJkiSpQeUAmZnnZ+Y7MvOJ8vNTwBjgx8BvgHOBMZl5Z41jTgJmVey+F3BJZv6rrGEqsGX5mpqZ0zJzHsWjRPaKYpnYscDl5f4TgHFVa5MkSZIkvVmdx3i8RRnkDm1SLY0OjYj9gcnA1zLzRYr7KxvD6YyyDeCpdu0fAAYCsxtWjW3s/xYRcRBwEMD666/fjHOQJEmSpKVKnSmsS8qPgQ2AkRQL93yvbI8O+uYitHcoM8/NzNGZOXrNNdesV7EkSZIkLQMqB8iI+HhE3BwR63ayfXBE3BQRH1ucgjLz75m5MDNfA35KMUUVihHE9Rq6DgGe6aL9BWBARPRt1y5JkiRJWgR1RiA/BwzIzA5DWGY+Daxa9ltkEdH4qJB/p3i2JBSL9OwTESuUC/lsCNwN3ANsWK64ujzFQjtXZ2YCtwB7l/sfAFy1OLVJkiRJ0rKszj2Qm1GsxNqVycAeVQ8YERcDOwCDImIGcDywQ0SMpJhuOh34AkBmPhwRlwGPUDxr8pDMXFge51DgBqAPcF5mPlx+xZHAJRHxbYrHi/y8am2SJEmSpDerEyDXAJ7rps9MYFDVA2bmvh00dxryMvNk4OQO2icCEzton8YbU2AlSZIkSYuhzhTWFyimjXZlQ2D2opcjSZIkSWpVdQLk74E9I2KjjjZGxMYUz2q8rRmFSZIkSZJaS50AeRrFlNfbI+KwiHhvRKxU/jycIjj2KftJkiRJkpYyle+BzMx7IuJLwI+A08tXo4XAFzPzribWJ0mSJElqEXUW0SEzfxoRtwNfAj4ADKC45/FO4MeZ+WjzS5QkSZIktYJaARKgDIlf7oFaJEmSJEktrM49kJIkSZKkZZgBUpIkSZJUiQFSkiRJklSJAVKSJEmSVIkBUpIkSZJUiQFSkiRJklRJpwEyImZFxDcaPh8XEdstmbIkSZIkSa2mqxHIAUD/hs8nADv0ZDGSJEmSpNbVVYD8OzBkSRUiSZIkSWptfbvYdiewX0QsBJ4t23aIiO6OmZl5UjOKkyRJkiS1jq4C5BHAe4EvNLTtQPfTWBMwQEqSJEnSUqbTAJmZUyNiM2AYMBi4FTgfmLBEKpMkSZIktZSuRiDJzNeAvwB/KaeuTs/M3y2JwiRJkiRJraXLANkoM31mpCRJkiQtwyoHyEYRMQQYRfGojznAfZk5o5mFSZIkSZJaS60AGRHrA+cC/9bBthuBgzNzenNKkyRJkiS1ksoBMiLWBn5PsaDOdGASxeM91gE+COwC3B4RozPzb80vVZIkSZLUm+qMQB5LER6PBL6fmQvbNkREH+CrwKnAN4FDm1mkJEmSJKn31VkY56PAbzLzfxrDI0BmLszM04DfALs3s0BJkiRJUmuoEyDXBu7tps+9ZT9JkiRJ0lKmToCcA7yrmz7rl/0kSZIkSUuZOgHydmDviNimo40R8QHg42U/SZIkSdJSps4iOidT3Af5u4i4BLiFYhXWtYEdgH2B14DvNLlGSZIkSVILqBwgM/O+iNgbOB8YD3yyYXMAs4DPZmZ390lKkiRJkt6G6oxAkpnXRsS7gL2ALYDVKO55vB/4VWb+o/klSpIkSZJaQa0ACVCGxIvKlyRJkiRpGVFnER1JkiRJ0jLMAClJkiRJqsQAKUmSJEmqxAApSZIkSarEAClJkiRJqsQAKUmSJEmqpHKAjIibI+KknixGkiRJktS66oxAbgX06alCJEmSJEmtrU6AfBxYr6cKkSRJkiS1tjoB8mfARyNi/Z4qRpIkSZLUuvrW6HsN8G/A7yPiv4F7gL8B2b5jZj7ZnPIkSZIkSa2iToCcRhEWA/hhF/2y5nElSZIkSW8DdYLeBXQw2ihJkiRJWjZUDpCZ+ekerEOSJEmS1OLqLKIjSZIkSVqGLdK9ihGxEbAxsHJm/qK5JUmSJEmSWlGtEciIGBkRk4GHgcuB8xu2bR8Rr0bEHs0tUZIkSZLUCioHyIh4L3Ar8D6KVVivb9dlEjAL2LtZxUmSJEmSWkedEcjjgeWBLTPzvyieA/m6zEzgDmBM88qTJEmSJLWKOgFyJ+CXmfloF32eBNZdvJIkSZIkSa2oToAcAMyocLzlF70cSZIkSVKrqhMgnwPe002fTYGnFr0cSZIkSVKrqhMgbwb2iIj3dbQxIsZQTHO9oRmFSZIkSZJaS50A+V1gATApIr5Iea9jRGxafr4GeBk4relVSpIkSZJ6Xd+qHTPzTxHxH8DFwFllcwAPlj9nAx/LzCebXqUkSZIkqddVDpAAmfnriBgGHABsBQwE5gB3Av+bmbOaX6IkSZIkqRXUCpAAmTkb+GH5kiRJkiQtI+rcAylJkiRJWobVDpARMT4iboqIWRGxoPx5U0SM74kCJUmSJEmtofIU1ojoB1wO7E6xaM4C4HmK+yB3BHaIiE8Ae2fm/B6oVZIkSZLUi+qMQB4N7AHcRREY+2fmOkB/YCxwN0W4PLLZRUqSJEmSel+dALk/MBXYITN/l5mvAWTma5l5K7ADMA34dJNrlCRJkiS1gDoBcghwVWbO62hjZv4LuAoY3IzCJEmSJEmtpU6AfAbo102ffmU/SZIkSdJSpk6AvAjYOyJW7WhjRAwA9gYubEZhkiRJkqTWUidAnghMBu6OiE9GxJCI6Ff+HA/cSbGQzkk9UagkSZIkqXd1+hiPiHgNyI42Ab/opH1D4J9dHVeSJEmS9PbUVdCbRMcBUpIkSZK0DOo0QGbmDkuwDkmSJElSi6tzD6QkSZIkaRlmgJQkSZIkVVJ7sZuI2AMYCQyh4+dCZmYeuLiFSZIkSZJaS+UAGRHvAq4FNqFYcbUzCRggJUmSJGkpU2cE8gxgU+A84ALgaWBBTxQlSZIkSWo9dQLkWOCGzPxcTxUjSZIkSWpddRbRmQ/8sacKkSRJkiS1tjoB8vfA8J4qRJIkSZLU2uoEyOOA7SJin54qRpIkSZLUuirfA5mZ90fETsB1EfEF4D5gTsdd86RmFShJkiRJag11HuOxGvBdYA1g+/LVkQQqBciIOA/YHXguM4eXbWsAlwJDgenAJzLzxYgI4IfAR4BXgU9n5n3lPgcA3ywP++3MnFC2vx84H1gRmAgcnplZ9ZwlSZIkSW+oM4X1dGAH4LfAAcC/ATt28Bpb45jnA7u1azsKuCkzNwRuKj8DfBjYsHwdBPwYXg+cxwMfALYEjo+I1ct9flz2bduv/XdJkiRJkiqq8xiP3YE/ZOYuzfryzJwUEUPbNe9FEVQBJgC3AkeW7ReUI4h3RsSAiFin7HtjZs4CiIgbgd0i4lZg1cy8o2y/ABgHXN+s+iVJkiRpWVJnBHJF4A89VUiDtTLzWYDy5zvL9sHAUw39ZpRtXbXP6KC9QxFxUERMjojJzz///GKfhCRJkiQtbeoEyPuBd/dUIRVEB225CO0dysxzM3N0Zo5ec801F7FESZIkSVp61QmQJwF7RMQHe6qY0t/LqamUP58r22cA6zX0GwI80037kA7aJUmSJEmLoM49kOsA1wI3R8RFwL10/BgPMvOCxajpaopFek4pf17V0H5oRFxCsWDOnMx8NiJuAL7TsHDOLsDRmTkrIl6OiK2Au4D9gTMXoy5JkiRJWqbVCZDn88bU0P3LV/spoVG2VQqQEXExxSI4gyJiBsVqqqcAl0XEgcCTwMfL7hMpHuExleIxHp8BKIPiScA9Zb8T2xbUAb7IG4/xuB4X0JEkSZKkRVYnQH6m2V+emft2smmnDvomcEgnxzkPOK+D9snA8MWpUZIkSZJUqBwgM3NCTxYiSZIkSWptdRbRkSRJkiQtwwyQkiRJkqRKKk9hjYhpFbtmZm6wiPVIkiRJklpUnUV0luOtq64CrAYMKN8/A8xf3KIkqScMPeq63i6hQ9NP+WhvlyBJklRJnUV0hna2LSLeA5wBrATsuvhlSZIkSZJaTVPugczMqcDHgMEUz3KUJEmSJC1lmraITmbOBW4EOnu2oyRJkiTpbazZq7AuANZu8jElSZIkSS2gaQEyIgYB/w481axjSpIkSZJaR53HeBzXxTHWA/aiWJH16CbUJUmSJElqMXUe43FCN9tfAr6dmacuejmSJEmSpFZVJ0Du2En7a8CLwGOZuWDxS5IkSZIktaI6z4H8XU8WIkmSJElqbc1ehVWSJEmStJTqcgQyIhYpYGbma4tWjiRJkiSpVXU3hXX+IhwzKxxXkiRJkvQ2013Qe4oiEFaxMjBw8cqRJEmSJLWqLgNkZg7t7gD/n737jpKsrLc+/t0MIEhGESNZUUSyShITRhAVMGDCiAoK5ovpIuh7wXhF5KogcBGRYEBR9CoiSZE0ZFAEARMqSWQEERj2+8dzyqmZqe451cz0c6pmf9bq1X1OTbM2Zz1ddX7nSZKWAt4JfLg5dcMDThURERERERGd84AW0ZH0MuBXwKcBAR8AnrAQckVERERERETHTGmuoqStgc8CTwHuA74AHGD7bwsxW0RERERERHTIUAWkpPWAg4CXUnocvwXsa/u6RZAtIiIiIiIiOqRVASlpVWA/4K3A0sAvgffaPncRZouIiIiIiIgOWdA+kEsD7wI+CKwE/JbS4/jtacgWERERERERHbKgHsirgTWA2yiF5KG2Zy/yVBEREREREdE5Cyog16TsAyngfcD7JC3ov2nbay6EbBEREREREdEhbeZACli1+YqIiIiIiIjF1KQFpO0HtE9kREREREREjI8UiBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRSgrIiIiIiIiIaCUFZERERERERLSSAjIiIiIiIiJaSQEZERERERERraSAjIiIiIiIiFZSQEZEREREREQrKSAjIiIiIiKilRSQERERERER0UoKyIiIiIiIiGglBWRERERERES0kgIyIiIiIiIiWkkBGREREREREa2kgIyIiIiIiIhWUkBGREREREREKykgIyIiIiIiopUUkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtLFk7QEREdNNa+55SO8JANxy0Q+0IERERi630QEZEREREREQrKSAjIiIiIiKilRSQERERERER0UoKyIiIiIiIiGglBWRERERERES0kgIyIiIiIiIiWkkBGREREREREa2kgIyIiIiIiIhWUkBGREREREREKykgIyIiIiIiopUUkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRSgrIiIiIiIiIaCUFZERERERERLSSAjIiIiIiIiJaSQEZERERERERrXS2gJR0g6TLJV0i6cLm3KqSTpV0TfN9lea8JH1B0rWSLpO0Wd9/Z/fm318jafda/z8RERERERGjrrMFZOOZtjexvUVzvC9wmu3HAqc1xwAvAB7bfO0BfAlKwQnsBzwVeAqwX6/ojIiIiIiIiOF0vYCc14uBo5ufjwZe0nf+ay7OBVaW9AjgecCptm+z/TfgVOD50x06IiIiIiJiHHS5gDTwE0kzJe3RnFvd9p8Bmu8Pa84/CvhD3+/+sTk30fn5SNpD0oWSLrz55psX4v9GRERERETEeFiydoBJbGP7RkkPA06V9OtJ/q0GnPMk5+c/aR8GHAawxRZbDPw3ERERERERi7PO9kDavrH5fhNwEmUO41+boak0329q/vkfgcf0/fqjgRsnOR8RERERERFD6mQBKWk5SSv0fgaeC1wBnAz0VlLdHfhe8/PJwOua1Vi3BP7eDHH9MfBcSas0i+c8tzkXERERERERQ+rqENbVgZMkQcn4Ddv/J+kC4ERJbwJ+D7ys+fc/BF4IXAvcBbwBwPZtkj4OXND8uwNs3zZ9/xsRERERERHjo5MFpO3rgI0HnL8VePaA8wb2muC/dSRw5MLOGBERERERsbjp5BDWiIiIiIiI6J4UkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRSgrIiIiIiIiIaCUFZERERERERLSSAjIiIiIiIiJaSQEZERERERERraSAjIiIiIiIiFZSQEZEREREREQrKSAjIiIiIiKilRSQERERERER0UoKyIiIiIiIiGhlydoBxt1a+55SO8JANxy0Q+0IA+V6RURERER0V3ogIyIiIiIiopUUkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRSgrIiIiIiIiIaCUFZERERERERLSSAjIiIiIiIiJaSQEZERERERERraSAjIiIiIiIiFZSQEZEREREREQrKSAjIiIiIiKilRSQERERERER0UoKyIiIiIiIiGglBWRERERERES0kgIyIiIiIiIiWkkBGREREREREa2kgIyIiIiIiIhWUkBGREREREREKykgIyIiIiIiopUUkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRypK1A0TE1K217ym1Iwx0w0E71I4QEREREYtAeiAjIiIiIiKilRSQERERERER0UoKyIiIiIiIiGglBWRERERERES0kgIyIiIiIiIiWkkBGREREREREa2kgIyIiIiIiIhWUkBGREREREREKykgIyIiIiIiopUUkBEREREREdFKCsiIiIiIiIhoJQVkREREREREtJICMiIiIiIiIlpJARkRERERERGtpICMiIiIiIiIVlJARkRERERERCspICMiIiIiIqKVFJARERERERHRSgrIiIiIiIiIaCUFZERERERERLSSAjIiIiIiIiJaSQEZERERERERraSAjIiIiIiIiFZSQEZEREREREQrKSAjIiIiIiKilRSQERERERER0cpiUUBKer6kqyVdK2nf2nkiIiIiIiJG0dgXkJJmAIcCLwA2AHaTtEHdVBEREREREaNn7AtI4CnAtbavs30PcDzw4sqZIiIiIiIiRo5s186wSEnaFXi+7Tc3x68Fnmr7HfP8uz2APZrD9YGrpzVoOw8FbqkdYoTkeg0n12s4uV7DyfUaTq7XcHK9hpPrNZxcr+Hlmg2nq9drTdurzXtyyRpJppkGnJuvarZ9GHDYoo8zdZIutL1F7RyjItdrOLlew8n1Gk6u13ByvYaT6zWcXK/h5HoNL9dsOKN2vRaHIax/BB7Td/xo4MZKWSIiIiIiIkbW4lBAXgA8VtLakpYGXgmcXDlTRERERETEyBn7Iay275P0DuDHwAzgSNtXVo41VZ0eYttBuV7DyfUaTq7XcHK9hpPrNZxcr+Hkeg0n12t4uWbDGanrNfaL6ERERERERMTCsTgMYY2IiIiIiIiFIAVkREREREREtJICMiIiImLMSZpv3YtB5yJi0ZO0dptzXZUCMsaGpOUkLdH8/DhJO0laqnaurpL0KUkrSlpK0mmSbpH0mtq5YjxIOqbNuSjy/jV1klaRtFHtHCPg/Jbnok/aVzuSPtnmXPzbtwec+9a0p5iiFJAdJ2l1SUdI+lFzvIGkN9XO1VFnActIehRwGvAG4H+rJuq259q+A9iRsl/q44D3143UfZJmSHqkpDV6X7UzddQT+w8kzQA2r5RlFOT9awiSzmgegK0KXAocJelztXN1kaSHSdoYWFbSkyRt1HxtCzy4dr4uSvuakucMOPeCaU/RcZIeL2kXYCVJO/d9vR5YpnK81jJ0ofv+FzgK+HBz/BvgBOCIWoE6TLbvagrsQ2x/StLFtUN1WK9344XAcbZvk1QzT+dJeiewH/BX4P7mtIE8nW5I+iDwIcrN6h2908A9jNgy5dMs71/DWcn2HZLeDBxlez9Jl9UO1VE7AG8EHg0cSvl7BLgD+GitUB2X9tWSpLcDewLrznONVgDOqZOq09anPLhfGXhR3/lZwFuqJJqCFJDd91DbJzY3Zb19LWfXDtVRkrQV8Gqg10ubNj6x70v6NfBPYE9JqwF3V87UdfsA69u+tXaQrrJ9IHCgpANtf7B2nhGS96/hLCnpEcDLmfOANQawfRSlB+3ltk+snWdEpH219w3gR8CBwL5952fZvq1OpO6y/T3ge5K2sv3L2nmmKkNYu+9OSQ+h9HIgaUvg73Ujdda7gA8CJ9m+UtI6wOmVM3WW7X2BrYAtbN8L3Am8uG6qzvsD+ftrxfYHJT1K0taStut91c7VYXn/Gs4BwI+Ba21f0Fyvaypn6ronSVq5d9DM7du/ZqAOS/tqyfbfbd8AHAzcZvt3tn8H3CvpqXXTddrbBvw9Hlkz0DBku3aGmISkzYBDgA2BK4DVgF1tZyhFPGCStgbWoq+nw/bXqgXqOElHUIafnAL8q3fedubGzEPSyaIv3AAAIABJREFUQcArgauA3qgJ296pXqruk7Sc7Ttr54jxI+li25vOc+4i25vVyhTjoxlyv5mbwqJZFOzCtK/BJvh7nO9cV2V4TMfZvkjS0yk3rQKubnqLoiHp+zQ9tIPkhnWwZkXMdYFL6LvBB1JATuz3zdfSzVdM7KWU4b7/WuC/DJrhq0cAywNrNIuevNX2nnWTdYukQ5j8/X7vaYwzamZIWtr2PQCSliHvY3NJ+3pA5L5eKdv3Z5uYSS0haRXbfwNoFmwames1MkEXV80b/J7AtpQ3tbMlfdl25qrN8ZnaAUbUFsAGzjCE1mzvDyBphXLof1SO1GXXURZqSgHZzueB5wEnA9i+NEN+B7qwdoARdjxwajNMzpS5tt+oG6lz0r6m7jpJewNfao73pHwOxGCfBc6R9C3K3+PLgf+qG6m9DGHtOEknUlZm+npzajdgFdsvq5eqe5otAo62nX0MW5L0TWBv23+unWVUSNoQOAZYtTl1C/A621fWS9VNkr4NbEzZkqJ/uG+e4A8g6TzbT+0fwiTpUtsb187WNc37/UG2s+3QkCTtCGxPGdH0E9unVI7UOWlfUyPpYcAXgGdRCqLTgH1s31w1WIdJ2oByvQScZvuqypFaSw9k960/zw3E6ZIurZamo2zPlrRa//CcGKxvyO8KwFWSzmfuG/wM+Z3YYcB7bJ8OIOkZwOHA1jVDddTJzVe084dmTrIlLQ3sDfyqcqZOat7vs6foFNj+AfADAElPlXSw7X0qx+qUtK+psX0TZd77v0l6MpACcgJNwXiVpOWAl0r6tO0daudqIwVk910saUvb50J5wwd+UTlTV90A/ELSyZQVRYEscDJAhvxO3XK94hHA9hnNG3/Mw/bRkpYF1rB9de08I+BtlFUMHwX8EfgJsFfVRN12cfNe/03mfr//Tr1I3deMotiNcqN/I/Dtuok6K+1rippetVdS2tnfKdNlYh7Ng8IXAq8Cnk/5W/xy1VBDSAHZfU8FXifp983xGsCvJF1OmYOVDcznuLH5WoLSuxYD2D4TQNInbf9H/2uSPgmcWSXYaLhO0kcpw1gBXgNcXzFPZ0l6EeVhxdLA2pI2AQ5ID/eEZPvVtUOMkFWBWynDv3oM5AZ/Hs0WFK+k3Kj+AzgBWMr206oG67a0ryFIWpNSMO4G3AesSdki7IaaubpI0nMo1+l5lK2ajgGeYvsNVYMNKXMgO675o5xQs9dOxNAGLd8u6bI8lJiYpFWA/SmLWgk4C/hYbxW1mEPSTMrN1xl9c/out/2kusm6SdI1lIcRJwDftn175UgxJiTdD5wNvMX2b5pz19lep26yGAeSzgFWoizSdLztayRdb3vtytE6qe/v8fW2r2/OjdzfY3ogO65XIDaTk5fpO//7CX9pMSPp87bfNdF2HunxmJukt1NWR1tHUv9+oisA59RJNRqaQjGLwLRzn+2/S+o/lyeWE7D9WElPofQUfVjSVZSbsa8v4FcXK5I+YPtTE223kEWaBnoFpV2d1nxOnkB5ABbzSPuakpuBRwOrU/Yqv4a8109mc8rf408lXUcpvGfUjTS89EB2nKSdKEv9PhK4iTIs4Fe2n1g1WIdI2tz2zGa/zPn0hmxGIWklYBXgQGDfvpdm2b6tTqpuy0OK4Uk6grIK377ALpTCeynbb6sabARIeijwOeDVtkfuxmJRkvQi29+XtPug120fPd2ZRkWz/dDOlOFzTwe+Cpxk+2dVg3VI2tfUNPcVu1Da1nrAysDzbJ9fNVjHSdqGcs12oezJfZLtw+qmaicFZMc1K64+C/ip7U0lPRPYzfYelaPFmEjv9oLlIcXwJD0Y+DDwXEpvx4+Bj2cP28EkrQi8lPJkel3gJOBE2zOrBoux1DykeAXwCtvZbzQWmuae4hWUwugxth9TOVLnSVoCeA7wylGZC5kCsuMkXWh7i6aQ3NT2/ZLOt/2U2tm6QtKLgUfbPrQ5Po8yjALgA7a/VS1chzWLnHyO9G63Jmkf2wcv6FzEsCRdD3yXUjT+snaerpK0LbCO7a81x99izr6sn0hvWjwQaV8Ll6Q1s1bHeMocyO67XdLylMU6jpV0E2WFq5jjA8y999CDgCcDywFHASkgB/sEsCXz9G5XztR1u1O2Wuj3+gHnFnuStgA+BKxF32dNFmma0DrOE9029gfe2Xe8PuVvcDlKe8sNfjwQaV8LUYrH8ZUCsvteDPwTeDfwaspKVwdUTdQ9S9v+Q9/xz23fCtyaPfomda/tWyUtIWkJ26c323jEPCTtRlkCf+1mb7CeFShLvcf8jgXeD1wO3F85S2f15tcCJ0vK/NoFW7HZfLvnmt4wX0kHVsoU4yPtK6KFFJAdZ7u3ge39wNGSZlB6246tl6pzVuk/sP2OvsPViIn0erfPJr3bC3IO8GfgoZRFrXpmAZcN/I242fbJC/5ni73enqKfqZpidKzcf2B7577D1ac5y0iS9CDb/6qdo6PSvmLaNPf0qzP3KJ2RWIciBWRHNQsq7AU8CjgZOLU5fj9lpaYUkHOcJ+kttg/vPynprUBWAJtYr3f7XaR3e1LNMJzfAVvVzjJC9pP0VcpKrP++WbWdjbj79C2Ss8mg+bVAFmia268l7WD7lP6TknYErq6UqdNU9tJ5GeV9fkvgfklLA38CTgEOt31dxYhdkvY1BZKWAXYEnkZZV+GfwBXAKbavrJmtqyS9E9gP+CtzRukYGIlpHllEp6MkfQ/4G/BL4NmUXralgX1sX1IzW9c0K359l3KTelFzenPKXMiX2P5rrWxdJ2lN4LG2f9qsmjnD9qzaubpK0pbAIcATKH+PM4A7ba9YNVgHSfo68HjgSvo+HG2/sV6q7pJ0ke3N5jl3se1Na2XqIknrUYqec5j7/X5rYEfbv6mVrasknUF5EPE94FLbs5vzDwN6c9+/aXuxfzCd9jU8SR8DXgScAcykLMq3DPA4SvtaBniv7YzW6SPpWuCpzZSrkZMCsqMkXW77Sc3PM4BbgDVycz8xSc8CeiuIXpnV0iYn6S3AHsCqtteV9Fjgy7afXTlaZ0m6kDKE/JvAFsDrgPVsf7hqsA7qfw+LifXNr92WMpy8ZwVgtu3tqwTrMEkPovSm/fv9HvhGtogZrM2QVUlL275nujJ1WdrXcAb12M7z+sMo968XTmOszpN0OvAc2yM5dShDWLvr3t4PtmdLuj7F4+SagjFFY3t7AU8BzgOwfU3zRh+TsH2tpBnNU/yjJJ1TO1NHnStpg3kWpIj5ZX7tkJpi6MjaOUZFf/HYDGddjbnnXN2Y4nGOtK/hTFY8Nq/fROmVjLldB5wh6RTmnubxuXqR2ksB2V0bS7qj+VnAss2xKMPAMmQuHqh/2b6n3E+ApCUp4+9jYnc1c4cukfQpyo1/VvodbFtg92Z/w38x571rJOZ3TJfMr43pImlPyjz3W5l7ztUG1ULF2JD0OMo6HWsy9wOKZ1UL1W2/b76Wbr5GSoawRiymmgLodsowzHcCewJXZTjmxJo5o3+lvNm/m7Lw0KG2f1s1WAc112o+2RdssMyvjUWtmXO1le2ba2eJ8SPpUuDLlHmQs3vn+xYKiwEkrUB5uPqP2lmGsUTtABELW7M1Re/n9Wpm6bh9gZsp+/S9Ffgh8JGqibrvJbbvtn2H7f1tv4ey8lzMb0ngL03BuDZl1d+/143UaV+kLGZyDbAs8GZKQRl9JJ3WfM+etcP7I3Bb7RBdlvb1gNxn+0u2z7c9s/dVO1RXSdpQ0sWU1WqvlDRT0hMX9HtdkR7IGDvNU7DrgW8AB9pet3KkzpK0GkCeSLeTlTLbk3QJZaGhtYAfU7YjWt/2C2vm6ipJF9reQtJlvWG+ks6xvXXtbF0i6Srg7ZSejldRhkb/m+2LBv1eQLOtzmOBHzD3nKsvVAvVMWlfU9esxnoTcBJzt688tBigWT/hw7ZPb46fAfzXqLznZw5kjLxm+4l7eitZ2d5Y0tuB4ygrZkafZhGF/YB3UD4cJWk2cIjt7AM5QN9KmWtLOrnvpRUp84lifvfbvk/SzsDnbR/SPG2NwTK/tp3/pIyeeDQw72ITBjLfamJ/br4yLHpiaV9Tt3vz/f195wysUyHLKFiuVzwC2D5D0si856cHMkaepHMpQwv/0hy/FNgfeA/wbts71MzXNZLeDbwQ2MP29c25dYAvAf9n+79r5uuiZj7f2sCBlJuLnlnAZaO6DPeiJOk84PPAh4EX2b5e0hW2N6wcrZOaNnYTsBRz5tf+j+1rqwbrKEkftf3x2jlGkaRlAWz/s3aWrkr7ikVN0kmUvUaPaU69BtjC9kvqpWovBWSMPEmX2t64+XkP4C3AC23f3BsWVjdhtzS9QM+xfcs851cDfpLhmBNrng7+0/b9zYpzjwd+ZPveBfzqYkfSBsDbgF/aPk7S2sArbB9UOVqMCUk7Ads1h2fY/kHNPF3X/E0eDTyCMvrkj8Drbf+qarCOSvsajqSlKMN//33NgK/k83EwSatQOju2pfw9ngV8zPbfqgZrKQVkjDxJPwPOBB4D7EyZZ3WzpEcAP862AXObrBcoPUSTkzQTeBqwCnAucCFwl+1XVw3Wcc0H5WNsZ1/DeUi6nEm2z8n712CSDqTsY3tsc2o34ELbH6yXqtsk/RzY3/apzfH2lBvWbesm6560r+E1c2yXojykAHgtMNv2m+ulikUlBWSMPEkPoTz1ugf4LfAh4FLgmZQJyt+oGK9zBi0E0+a1mHN9JL0TWNb2p7KIzmCSzgB2osy1v4Sy4u+Zzcq10Zhou5OebHsymKTLgE1s398czwAuTsE9sf7ROpOdi7SvqUj7akfS522/S9L3GfDw0PZOFWINLYvoxMizfSvwid6xpF8C2wCftH11tWDdtbGkOwacF7DMdIcZMZK0FfBq4E3NubyPDraS7TskvRk4yvZ+zU1Z9OkvEJti8rG2f9rMU0vbmtzKzNmWYqWaQUbEDZI+yNxzrvKAYmJpX8OZLWnd3r7IzdoKsxfwO4uj3t/fZ6qmeIDy4RRjx/aNwDdr5+gq2zNqZxhh7wI+CJxk+8rmA/L0BfzO4mrJZhj5yykL6cQkJL0F2ANYFViXsgrkl4Fn18zVYQcCF0s6nfLwazvK32ZM7I3Axyl7/vbmXL2haqLuSvsa3vuB0yVdR7lma5L2NZ++vTE3sX1w/2uS9qFMyeq8DGGNiBiSpOVs31k7R5dJehnwUeDntvdsiu1P296lcrROavbNfApwXm9ItKTLbT+pbrLuah5QPJlys3pebyXuiIUh7Wt4kh4ErE+5Zr+2/a8F/Mpia9T3lU4BGRHRUjN89QhgedtrSNoYeKvtPStHixEn6TzbT+3dQEhaErgoc67igZL0WdvvbbYNGDTnaucKsWJMSHqW7Z81e/7Ox/Z3pjtTl/XtK70tcHbfSytQFh3avkqwIWUIa0REe58HngecDGD7UknbTf4riydJy1DmiT6Rvrm1tt9YLVS3nSnpQ8Cykp4D7Al8v3KmGA8nNN+/WDVFjKunAz8DXjTgNQMpIOd2DvBn4KHAZ/vOzwJGZp2A9EDG2Giefn0SeBhl+IQA216xarCOkvQO4NhR2XOoC+btJWrOZZW5ASR9E/g15UnrAZSFh35le5+qwTpK0hKUgvu5lPeuHwNfdT6kYyGR9A7bX1zQuYipkLS27esXdC7GwxK1A0QsRJ8CdrK9ku0Vba+Q4nFSDwcukHSipOdLUu1AI+APkrYGLGlpSe8Dsgn3YOvZ/ihwp+2jgR2AzOebgO37bR9u+2W2d7V9OLB17VxdJmmGpEdKWqP3VTtTxw3q/X/TgHNB2tcUfHvAuW9Ne4oRIWlnSddI+rukOyTNmmCF/E7KENYYJ3+1nZv5lmx/RNJHKT0ebwC+KOlE4IjeMtwxn7cBBwOPAv4I/ATYq2qi7rq3+X67pA2BvwBr1YvTTc3+ci+ntKn/s32FpB0p+9kuC4zEggrTrdmLdT/gr8D9zWkDmTM6D0mvAF4JrC2pfzjhCsDtdVJ1W9pXe5IeT5mqsNI88yBXJFuDTeZTwItG9b41BWSMkwslnQB8F/j3yl+ZwD0x25b0F8rN/X3AKsC3JJ1q+wN103WP7VsoQzFjwQ6TtArwEcqc0eUpq7LG3I4AHgOcD3xB0u+ArYB9bX+3arJu2wdYv9kHOCZ3PnArZWuYQ/vOzwIurpKo+9K+2lsf2JGyb2b/PMhZwFuqJBoNI93pkTmQMTYkHTXgtLNox2CS9gZ2B24Bvgp81/a9zVysa2yvWzVgh0g6hAGrF/bY3nsa43Re04Z2tX1i7SxdJ+kKYCPb9zcLD91CGf6bLQMm0ezP9xzb99XOEuMn7Wt4kray/cvaOUaFpIMpU4lGstMjPZAxNmxnw9rhPATY2fbv+k82N7I7VsrUVRfWDjBKmjb0DiAF5ILdY/t+ANt3S/pNisdWrgPOkHQKc998fa5epG6T9GLgIOCRZKG5BUn7aknSB2x/CnhVs0XFXPKAdUIrAndRphH1jMyqtSkgY2xIehzwJWB12xtK2oiyqM4nKkfrnKaHaBfb+w16fZSHVSwKzSIw/yZphXLa/6gUaRSc2iwydAJwZ++k7dvqReqkx0vqLd0uYN3muHdznzlXg/2++Vq6+YoF+yzwUtuX1w4yAtK+2uvdL+RB6xBGvdMjQ1hjbEg6E3g/8JW+LRausL1h3WTdJOlY4IO2f187y6hoFoM5BliVcoN/M/A621dWDdZBkgYt3W7b60x7mA6TtOZkr887QiDmloc57Un6he1taucYJWlfw5O0IuWazaqdpctGvdMjPZAxTh5s+/x5dqPI/IWJPQK4UtL5zN1DtFO9SJ13GPAe26cDSHoGkO0WBrC9du0MoyAF4tTM8zAHSbeQhzkLckHz4HDeOVcn14vUTWlfw5O0BXAUZXVfSbodeKPtmXWTddbhNJ0eALYvk/QNIAVkxDS7RdK6NIudSNoV+HPdSJ22f+0AI2i5XvEIYPsMScvVDNRlzU3YBvQt5W77a/USxRjJw5zhPYSyJUX/Q0JTVkmOuaV9De9IYE/bZwNI2pZSUGYY/mAj3emRAjLGyV6UN/3HS/oTcD3wmrqROm1d4Gzb19QOMkKua/bOPKY5fg2lncU8JO0HPINSQP4QeAHwcyAFZCwMeZgzJNuvrZ1hhKR9DW9Wr3gEsP1zSRnGOrGR7vRIARljw/Z1wPbNm/wSGX+/QGsBr2nmYM0EzqYUlJdUTdVtb6T03H6HMgfyLGCkJ8IvQrsCGwMX236DpNUp28VELAx5mDMkSetR9oF8uO2NmzlXO9g+sHK0Lkr7aknSZs2P50v6CnAcpSh6BXBGrVwjYFCnx8jsM51FdGJsSFoZeB2lMPr3w5EsIT05SctSNvt9H/Ao2zMqR4oxIOl820+RNBN4JmVT6StsP7FytE6RdDmT7zGa4V8DSFqF8jBnW+Y8zPmY7b9VDdZhks4APgQcantTlbFz+ZscIO2rvWbPzInY9rOmLcwIkTTD9uxR7fRID2SMkx8C5wKXU+Z5xCQkfQTYBlgeuJhSQJ496S8tpiRNOkcoCw8NdGHzUOdwSg/3P4Dz60bqpN6eq3s133s9Hq+m7BEWAzQ38nk4OJzlbJ/Tm3Nl25LurZypk9K+2rP9zNoZRtT1kv6PstXVz2qHGVZ6IGNsSLrI9mYL/pcB5XpRJmyfApwJnGv77rqpuknSzcAfKENzzqM8kf4322fWyDUqJK0FrGj7sgX808XWoC0Wsu3C/CR93va7JH2fAT23eZgzseZm9e3At21vJuklwNtsP79ytM5I+xqepNfY/rqk9wx63fbnpjvTKGhGf70IeCWwGfAD4HjbP68arKX0QMY4OUbSWyh/hP1LlGfj8gGaG4gVKEN0ngMcLumvtretHK2LHk65RrsBr6IU3cdlSffJSXoUsCbNZ42k7WyfVTdVZy0nadvezYOkrYEs2jG/Xg/tZ6qmGE3vAI6gzLn6HWXBjlfWjdQ5aV/D671PrVA1xYix/U/gRODEZsj0wZSH+SMxjSg9kDE2JO0F/D/gduY8OczG5RNotlh4GvB0YAtKD9vZtv+zarCOk/QgSiH5aeAA24dUjtRJkj5JWUThKmB2c9p5gj+YpM0py+Cv1Jzq7aF2Ub1U3SVpH9sHL+hczCFpCdv3S1qJcv93e+1MXZX2FdNB0tMpn5MvAC4ATrD97bqp2kkBGWND0m+Bp9q+pXaWUSDpFMrCAGcDF9jOXJhJNIXjDpTicS3K3mlH2v5TzVxdJelqYCPb/1rgP45/k7Qi5bP577WzdNmgKQuSLra9aa1MXdf0Op5CuUnNsPtJpH0NT9JqlAX51mLuhQzfWCtTl0m6HriE0gt5su07K0caSoawxji5kiw60ZrtHSQtDTwOWF/S1SkiB5N0NLAh8CNgf9tXVI40Cq4DlqJvOHlMrHlAsQvNzVffQicHVIzVOZJ6w8jXnmdxqxWAW+ukGhkbAC8G3ivpKMpDsONtn1s3VnekfT0g36M8kP4pc0adxMQ2tn1H7RBTlQIyxsls4JJmSen+OZBZSW2AZujE14AbKIvCPEbS7pmjNtBrgTspxfbevZt7ynWz7RVrBesaSYdQhpDfRfl7PI38PbbxPeDvlBVrU3RP7BzK3L2HAp/tOz8LyCJNk2h6OL4BfEPSqsDngV8wInOupkna19Q92PZ/1A4xQh4u6SRgddsbNvuy7mT7E7WDtZEhrDE2JO0+6Lzto6c7yyho9ud7le2rm+PHURaG2bxushhlE/0d9uTvcTBJV9jesHaOGG+StqHMudqRMnzuBNsn1E0V40DSJ4BzbP+wdpZRIOlM4P3AV3pDo0fpcyA9kDE2bB/dNyQTIEMyJ7dUr3gEsP0bSUvVDBSjLwXilJ0j6Um2L68dZBRI2hI4BHgCsDSlF+3OjAaYmKTrKFM9TgQ+PGobl0+ntK/2JM2ijDoR8CFJ9wC9e6+M0JnYg22f3zeiCcrWaiMhBWSMDUnPAI4mQzLbulDSEcy9cfnMinkiFmfbAq9vFlb4F3OGR29UN1ZnfZGyBcU3KatIvw5Yr2qi7tvc9t9qhxgRaV8t2c72HVNzi6R1aXYNkLQrZfj0SEgBGePks8Bz5x2SCWRI5mBvB/YC9qbcrJ4F/E/VRBGLrxfUDjBqbF8raYbt2cBRks6pnanjHiLpeODhtjdu5lztYPvA2sG6KO1reJJ2ArZrDs+w/YOaeTpuL+Awyr6sfwKupzzIHwkpIGOcZEjmEGz/S9IxwDG2b66dJ2JxZvt3AJIeBixTOc4ouKuZsnCJpE9Rntwvt4DfWdx9FfgQcGhzfDnlIWsKyPmlfQ1J0kHAk4Fjm1P7SNrW9r4VY3WSpCWALWxvL2k5YIlRG1KeRXRibEg6kjIUoH9I5pK231AvVfeoDLjfD3gHpedRlBVsD8mWAfFASfo+zZCcQWzvNI1xRkbz5P6zwCOBm4A1gV/ZfmLVYB0laU3gr5T5ae8GVgIOtf3bqsE6TNIFtp/cv5+hpEtsb1I7W9ekfQ1P0mXAJrbvb45nABdnGP5gks6yvd2C/2U3pQcyxkmGZLbzLmAb4Mm2rweQtA7wJUnvtv3fVdPFqPtM7QAj6uPAlsBPbW8q6ZnAbpUzddlLbB8M3A3sDyBpH+Dgqqm67VZJazNnztVLgL/UjdRZaV9TszJwW/PzSjWDjIBTJb0POIGyTRgAtm+b+Fe6Iz2QMfKaD8FzbN9UO8sokHQx8Bzbt8xzfjXgJ70n0xExfSRdaHsLSZcCm9q+X9L5tp9SO1sXSbrI9mbznLs4718Tk7QeZc7VlsDNlGGZr7R9Q81cXZT2NTxJuwEHAadTHuJvB3zQ9vFVg3VUs2DavGx7nWkPMwXpgYxx8BrgUEl3UTZFPgf4he0r68bqrKXmLR4BbN+cOaOxsEh6LGVu1Qb0zekblQ/HCm6XtDxl5MSxkm5ihJZ0ny7NTeqrgHUkndz30grArXVSdV8znHBj28+StBKlA+H22rm6Ju1rapqpMT+nPJx4MqWA/A/b6eGegO21a2d4INIDGWND0lrA1s3XVsAawAW2X1gxVucMerLa5rWIYUj6OWWu7X8DLwLeQPnM2a9qsI5qFlL4J7AEZf72SsCxtnPT2qeZm7Y25eFE/+Ics4DLbKfonoCks20/rXaOLkv7mjpJM21n1fsFaB6ufgZYl7KQ1fts/6luquGlgIyxIunxlPl9W1OehN1k+5l1U3WLpNn0jbfvfwlYxnZ6IeMB691MSLrc9pOac7mBjQes6U37se3ta2cZJZI+AvyD+edc3VEtVAelfU2NpEOB/7V9Qe0sXSbpbOBrlNEmOwFb2d65bqrhZQhrjDxJH6L0OK4GXA2cS9kEeI9m/6boY3tG7QyxWLi7War8GknvAP4EPKxyphgDtmdLukvSSrb/XjvPCHlr8/29lIV01Hxfo1qiDkr7mrJnAm+TdAPlAYUoc/qyCuvcVrB9ePPzpyVdVDXNFKWAjHHwOspT1R9Q5j+elzf9iOreBTyYsiryx4FnAbtXTRTj5G7gckmnMndv2t71InWb7cfUzjBC0r6G94LaAUbEMpI2pRTYAMv2H9seiYIyQ1hjLEhalTnzH7cElgcupazOelTNbBERsXBJGvgwwvbR052l6yStC3yKOXOuPmD7z3VTdVvaV3uSlgHeBqxHaV9HZK7oxCSdPsnLtv2saQvzAKSAjLEiaUlgc8ry0W8F1s6QzYjp13xIzvcBMyofjtNF0uUMuE49Gf41MUlLA49rDq+2fW/NPF0l6SzgOObMudrc9q51U3Vf2lc7kk4A7gXOpvRC/s72PnVTxaKWIawx8iTtROl53AZ4InAlZSjre5vvETH93tf38zLALmRbikF2bL7v1Xw/pvn+auCu6Y8zGiQ9AzgauIEy9Osxkna3fVbNXB21ou0vNT9fOapzrqZT2tdQNuhbKO0I4PxRixgPAAAgAElEQVTKeWIapAcyRp6k79Ds/QjMtH1P5UgRMYCkM20/vXaOLpL0C9vbLOhcFJJmAq+yfXVz/DjguGwjMD9JvwZexpw5VycAL2fOnKvLKkXrrLSv9ubd/ivbgS0e0gMZI28Ulz+OGHfNvOSeJShDyx9eKc4oWE7StrZ/DiBpa2C5ypm6bKnezT2A7d9IyhZEg90C/M8Ex6ZM+Yi5pX21t7Gk3lYwoiwKcwdzVmFdsV60WFRSQEZExKIwkzlbBdwHXA+8qWqibnsTcKSklZrj24E3VszTdRc2w+X6h/zOrJins2xvWzvDCEr7ainrTAxH0uNt/1rSwF7arMIaERERQ5G0IuWzOVsRTULSgyjzRrelPKQ4C/gf2/+qGqyDJG1p+9xJXl8eWMP2VdMYq9PSvtqTtLztfzzQf7O4kHSY7T0mWI01q7BG1CRps1F5ihMxjiR9HPiY7dnN8YrAwbbfUDdZNzU3rLsAa9E3Osj2AbUydV2zSuYTgPspq2Rm/vsAkg4BNgF+ROlFu5mysNV6lM3f1wPeZ/u8aiE7KO2rHUmnAZcA36OsQ3Fnc34dSvt6OXC47W/VS9k9kpaxffeCznVVhrDGuPoqkEncEfUsCZwv6Q2UuY+HNF8x2PeAv1Nu8NPLsQCSdgC+DPyW0kO0tqS32v5R3WTdY/udkh5KWUjntcAjgH8CvwKOtn1GxXidlPbVnu1nS3ohZeu0bSStQpm2cDVwCrC77b/UzNhR5zD/feqgc52UHsgYS5Iutr1p7RwRizNJ2wPfB/4GbGf72sqROkvSFbY3rJ1jVDQri+7Ya1OS1gVOsf34usliHKR9xaIi6eHAo4CvA69izurIKwJfHpU2lh7IGFf71w4QsTiTtB1wMHAA8CTgi5LeaPvGusk66xxJT7J9ee0gI+KmeR5IXAfcVCtMjJ20r1hUnge8Hng08Lm+87OAD9UINBXpgYyIiIVO0vnA63sLc0jaGfivUXm6Ot0kXUWZi3Y9ZQhrbwn8jaoG6yhJXwLWBE6krPb7MsqQuV8A2P5OvXQx6tK+YlGTtIvtb9fOMVUpICMiYqGTNKO3gE7fuYfYvrVWpi6TtOag87Z/N91ZRoGkoyZ52bazBUpMWdpXTIdmru0TKYtaAaOzcFoKyIiIWOgkrQ78F/Ao28+XtAGwle0jKkfrNEkPY+6bid9XjBNjRNLbgONt394crwK8zPZhdZPFuJA0A1iduVeSznvYAJK+DDyYslLtV4FdgfNtj8R+ySkgY6zkzSuiGyT9CDgK+LDtjSUtCVxs+0mVo3WSpJ2AzwKPpMy1WhP4le0nVg3WUZLWBt7J/Nue7FQrU9dJusT2JvOcy4JzA6R9DU/SO4H9gL9Stj6BDMOfkKTLbG/U93154Du2n1s7WxtZRCfGxkRvXkDevCKm30NtnyjpgwC275M0e0G/tBj7OLAl8FPbm0p6JrBb5Uxd9l3gCMoqv/cv4N9GMaP/QNISwFKVsnRd2tfw9gHWzzSF1v7ZfL9L0iOBW4G1K+YZSgrIGCd584rojjslPYTyEAdJW1L2OYzB7rV9q6QlJC1h+3RJn6wdqsPutv2F2iFGzKmSjqPsb2jg7cBP60bqrLSv4f2BvMcP4weSVgY+DVxE+Zs8vG6k9jKENcaGpNOB59i+r3aWiMWdpM2AQ4ANgSuA1YBdbV9WNVhHSfop8BLgIOAhlGGsT7a9ddVgHSXpVcBjgZ9QVq0FwPZF1UJ1XDPFY0/g2ZRVfn8CfCWfmfNL+xqepCOA9YFTmPuafW7CXwoAJD0IWMb2yBTgKSBjbOTNK6JbmnmP61NuVq+2fW/lSJ0laTngbsq1ejWwEnBsRlQMJulA4LXAb5l7vtWz6qWKcZH2NTxJ+w06bzv7cveR9GTgD7b/0hy/DtgF+B3wMdu31czXVgrIGBt584qob1w+HGuQ9HDgKZShTBf0rmHMT9KvgY1s31M7S9dJOs72bpIuphlS3s/2ZhVidVra19RJWs72nbVzdJWki4Dtbd8maTvgeMqCTZsAT7C9a9WALaWAjLEjaQXKk8J/1M4SsbgZlw/H6SbpzcB/Aj+j9EI+HTjA9pFVg3WUpBOAd9q+qXaWrpO0hu3fS1p30Ou2fzvdmbou7Wt4kraiLDy0vO01JG0MvNX2npWjdYqkS21v3Px8KHCz7Y81x/OtlNxVWUQnxoakDYFjgFWb41uA19m+smqwiMXLjL5exlcAh9n+NvBtSZdUzNV17wc27Q1ZbRYgOgdIATnY6sCvJV3A3FMWss3C/E4CNgc+avv1lbOMirSv4X0eeB5wMoDtS5uHiDG3GZKWbOYePxvYo++1kanLRiZoRAuHAe+xfTqApGdQVrTKIhQR02csPhwr+CMwq+94FmVVwxhs4JSFGOhBkl4NPK3Zb3Qutk+ukKnr0r6mwPYfJPWfytZN8zsOOLPp5PgncDaApPUYoVVs82Ee42S5XvEIYPuMZmGKiJg+Y/HhOF0kvaf58U/AeZK+R5mn9mLg/GrBOs72mbUzjJC9gNcAKwMvm+c10/QYxRxpX1PyB0lbA5a0NLA38KvKmTrH9v+TdBrwCOAnnjOXcAnKdI+RkDmQMTYknUTZS+eY5tRrgC1sv6ReqojFT7PnY+/D8c7m3OMoc2OyDH6fiRb/6skiYHOTNIsBC8FQ5o3a9orTHKnzJO1s+zuS3mr7K7XzdFna19RJeihwMLA9c7aJ2ScrSY+nFJAxNiStAuwPbEt58zqLsurj36oGi4gYgqQlKMX2HbWzxOiTdJHtzXrfa+eJiNGXAjIiIqIySd8A3kaZMzSTsg/k52x/umqwGHnNcLn7gS2A0+d93fbO0x4qxo6ktSlDMNeib4pcFh4aTykgY+RJ+rztd0n6PoP3uMqbV0R0Wm/59maxk82B/wBm2t6ocrQYcZKWoRSPR1EeUszF9mnTHirGjqRLKdt4XE55YAFkPum4yiI6MQ56cx4/UzVFRMTULSVpKeAlwBdt3yspT3jjAbN9N/BzSdvZ/nPtPDG27rb9hdohYnqkgIyRZ3tm8+Mmtg/uf03SPkCefkVE130FuAG4FDhL0ppA5kDGwnSvpIOADYBleidtP7depBgjBzeLgv2EuffOzMJpYyhDWGNsDFogQNLFtjetlSkiYqr69tOMeMAk/R9wEvBuytYeuwN/sf2BqsFiLEg6EHgt8FvmDGG17WfVSxWLSgrIGHmSdgNeRVl99ey+l1YAZtvevkqwiIiWJP3noPO2D5juLDGeJM20vbmky2xvpLLj++m2n1E7W4w+Sb8GNrJ9T+0ssehlCGuMg3OAPwMPBT7bd34WcFmVRBERw7mz7+dlgB3JJtyxcN3bfP+LpOcBNwKPqZgnxsulwMrATbWDxKKXHsgYG5LWAW5sFgxA0rLA6rZvqBosImJIkh4EnGz7ebWzxHiQtBNlTYA1gUOBFYH9bX+narAYC5LOADYCLmDuOZBZCX8MpQcyxsmJwNZ9x7OBbwJPrhMnImLKHgysUztEjAdJM4C1bJ9MGZnztMqRYvzsVztATJ8UkDFOluwfe2/7HklL1wwUEdGGpMuZs4/tDGA1IPMfY6GwPVvSzkC2WYhFwvaZklZnzkP7821nOOuYSgEZ4+RmSTs1T1iR9GLglsqZIiLa2LHv5/uAv2YF1ljIfi7pYOB4+ubc2s5aAfGASXo58GngDEDAIZLeb/tbVYPFIpE5kDE2JK0LHAs8kvLm9QfgdbavrRosImICklad7HXbt01Xlhhvks4ecNq2t5v2MDF2JF0KPKfX6yhpNeCntjeumywWhRSQMXYkLU9p27NqZ4mImIyk6ylDVwU8grIyppqXbTvzIOMBkbRzFsqJRU3S5baf1He8BHBp/7kYHykgY2xkH7WIGGWSLra9ae0cMV4kXWR7s9o5YrxJ+jRlFdbjmlOvAC6z/R/1UsWikjmQMU6yj1pEjLI80Y2IkWT7/ZJ2AbahjKI4zPZJlWPFIpIeyBhb2UctIkZJeopiUZB0FzBoLQBRhklvNM2RYoxIehfwC+DiLPy1+EgPZIyz7KMWEZ0m6T19hw+b5xjbn5vmSDF+rgdeVDtEjK1HAwcDj5d0GXAOpaD8ZRYBG18pIGNsZB+1iBhBK/T9fPg8xxELwz22f1c7RIwn2+8DaPbd3gLYGngjcLik221vUDNfLBopIGOcZB+1iBgptvevnSHG3i9qB4jFwrLAisBKzdeNwOVVE8UikzmQMfKyj1pERETE9JN0GPBEYBZwHnAucK7tv1UNFotUeiBjHMxkzj5qawB/a35eGfg9sHa9aBERERFjaw3gQcA1wJ+APwK3V00Ui1x6IGNsSPoyZdXVHzbHLwC2t/3euskiIiYnaYbt2bVzREQMS5IovZBbN18bArdRFtLZr2a2WDRSQMbYkDTT9ubznLvQ9ha1MkVEtCHpeuBbwFG2r6qdJ8aHpJ0ne932d6YrS4w3SY+m7AO5NWVdiofYXrluqlgUMoQ1xsktkj4CfJ0ypPU1wK11I0VEtLIR8Ergq5KWAI4Ejrd9R91YMQYm28LDQArImDJJe1MKxm2Ae2m28KC8h2URnTGVHsgYG81iOvsB2zWnzgL2zyI6ETFKJG0HHEeZx/0t4OO2B20EHxFRlaTP0ez9aPvPtfPE9EgBGWNH0krA/bZn1c4SEdGGpBnADsAbgLWAY+D/t3fn0ZKV9b3Gny8zMihOCCggiKAiyIxIEERUEIkG0DAYkGSJwhXR3ESTmyuYeOMQNSY3EqOCA4MDgSBjRJEhoIiATAKtQHBCJICMgWbwlz/2PlIe63Sfqc7us/v5rFWrut69d9W3TvXqPr96J04Efg/426p6fnfp1BdJXkszV22lsbaqcr9kSVPiEFb1RpJtaIZMrNY+vhc4pKqu6DSYJC3ej4Dzgb+rqm8PtP9r2yMpzUi70NyTgF2AzwL7AJd1GkrSvGQPpHojyTXA4VX1H+3jHYFjqmqzbpNJ0qIlWbWqHug6h/oryTVVtdnA/arAqVX1qq6zaf5KsmJVLew6h+bWMl0HkGbR/WPFI0BVXUyzsa0kLememeSMJHcmuSPJ15Js0HUo9crD7f1/J1mbZsET90nWTH0HIMnxXQfR3HEIq+a9JFu2f7wsyb/QLD5RwJuAC7rKJUlTcBLwSeAN7eM/pPm3bLvOEqlvzkjyFODvgCtp/p/8TLeR1AMrJDkI2GHYljFuE9NPDmHVvJfk/EUcrqp6xZyFkaRpSPLdqtpuXNulVbV9V5nUH+3WMNuPza9NsiKwUlXd220yzXftdKEDgDcCp487XFV1yNyn0qhZQKrXkqxZVb/sOockDdNuPwTw58A9wJd5YgTFilX1N11lU78k+U5VvbTrHOqnJH9cVcd2nUNzwwJSvdNu47E3sD/wgqpap+NIkjRUkv+kKRgz5HBVlfMgNSuSvB+4hmbhHH/506xKsgLwNp7Yi/tC4FNV9Wh3qTQqFpDqhSQrA3vRFI1b0mzl8Xrgoqr6dZfZJEnqWpL7gVWAx4GHaL60qKpavdNg6oUknwWWB77QNr0ZeLyq/qS7VBoVC0jNe0lOpPnG61ya4V/fAm6qKleXkyRJGrEkV1fV5otrUz+4Cqv6YFPgV8ANwI1V9XgSvxmRJGlAkr14YojhBVV1Zpd51CuPJ9mwqm4GaLcherzjTBoRC0jNe1W1eZJNaIavfjPJHcBqSZ5VVbd3HE+SpM4l+RCwDXBi2/TOJDtW1Xs7jKX++DPg/CS30AyPXg94S7eRNCoOYVXvJNka2A/YF/hZVe3QcSRJWqQkpwDHAec4b1ujkOQa4CVjf7+SLAt8v6o26zaZ+qLdHmZjmgLyxqpa2HEkjYgFpHorSYCdqurCrrNI0qIkeSXNt/XbAycDn6+qG7tNpT5pC8idq+ru9vFTaYaxWkBKmhILSEmSlhDtNkT7Af8H+CnwGeAEl8LXTCXZD/gQcD5ND9FOwF9U1Zc7DSZp3rGAlCRpCZDkacCBNMvf30YzV21H4MVVtXOH0dQTSdaimQcZ4LuuEyBpOiwgJUnqWJJTgU2A42mGr/5i4NjlVbV1Z+HUG0k2A9ZnYBHFqjq1s0DqlSTr0CyeM/j366LuEmlULCDVO0k+DHy1qq5I8vdV9a6uM0nSoiTZo6rOHte2ootQaLYkOQ7YDPgBMLZQU1XVId2lUl+0v3u9CbieJ7bvqKraq7tUGhULSPVOkn2BvYEXAd/zP0dJS7okV1bVlotrk6YryfVV9cKuc6ifkiwANvNLr6XDMl0HkGYqyduSrDvQdCawKnA38KNuUknS4iV5VpKtgJWTbJFky/a2M/CkjuOpX76TxAJSo3ILsHzXITQ37IHUvJfk2qp6cfvnNYAzgFOBv6dZJGDbLvNJ0kSSHAQcDGwNXD5w6H6auZDOT9OsSLITzf+PtwMLaRbSKbfx0Gxo97LdHDiP5u8XAFV1RGehNDLLLf4UaYm3fJJVgKcDpwEfq6oTAJL4Db6kJVZVfQH4QpK9q+qUrvOo146jWeH3Wp6YAynNltPbm5YCFpDqg4/RDJ1YluY/xuXbIa0HAQu6DCZJi5Lk3cP+PKaqPj63idRjP6kqf8HXSFTVF5KsADy/bVrg/rX9ZQGpea+qPtOuLgfN3+kPAv8buBI4tLNgkrR4q3UdQEuNG5OcRDOMdXCIocOkNWPtvO0vALfSDI9+TpKD3Majn5wDKUmS1HNJPjek2W08NCuSXAHsX1UL2sfPB75UVVt1m0yjYA+kJEkda3/Z+mdgzaratN3wfa+q+kDH0dQTVfWWrjOo15YfKx4BquqHSVyVtafsgZQkqWNJLgT+DPiXqtqibbuuqjbtNpn6IslzgXcA6zPQgeBG75oN7VSiAo5vmw4AlvOLi36yB1KSpO49qaouSzLY9lhXYdRLpwHH0syBdBVWzba3A4cDR9DMgbwIOKbTRBoZC0j1xrAVDIF7gSuq6qq5ziNJU3Bnkg1pvsEnyT7AL7qNpJ55uKr+sesQ6qeqWgh8vL2p5xzCqt5oV5fbmubbVYDXAt8DNgFOrqqPdJVNkhYlyQbAp4EdgF8B/wkcWFW3dplL/ZFkf2Aj4Fx+exXWKzsLpXkvyVer6o1JrqX9AmxQVW3WQSyNmAWkeiPJ14G9q+qB9vGqwL8Cb6DphXxhl/kkaXGSrAIsU1X3d51F/ZLkg8CbgZt5YghrVdUrukul+S7JWlX1iyTrDTteVT+e60waPYewqk/WBR4ZePwosF5VPZRk4QTXSFLnkrxv3GMAquqvOwmkPnoDsEFVPbLYM6VJqqqxofaHVdV7Bo8l+TDwnt+9SvPdMl0HkGbRScClSY5KchRwCfCl9hv967uNJkmL9ODA7XFgd5rVMqXZcjXwlK5DqLd2G9K2+5yn0JxwCKt6JcnWwMtoVgC7uKou7ziSJE1ZkhWB06vq1V1nUT8kuQDYjGZtgME5kG7joWlL8nbgMGADmuHRY1YDLqmqAzsJppGygFSvJFkWWJPf3uPqJ90lkqSpS7IGcFlVbdR1FvVDkpcPa6+qC+c6i/ojyZOBNYAPAu8dOHR/Vd3dTSqNmgWkeiPJO4CjgF/SDAELzQIBrgAmaYk2bgXDZYFnAH9dVf/UXSpJmpokzwRWGnvsl/j9ZAGp3khyE7BdVd3VdRZJmopxKxg+Bvyyqh7rKo/6I8n9DNlegSe+ZF19jiOph5K8jmYPyLWBO4D1gBuq6kWdBtNIuAqr+uSnwL1dh5CkqUiyDHBWVW3adRb1T1Wt1nUGLRU+AGwPfLOqtkiyC7Bfx5k0IhaQ6pNbgAuSnMVvLxDw8e4iSdKiVdWvk1ydZF2He0mapx6tqruSLJNkmao6v93GQz1kAak++Ul7W6G9SdJ8sRbwgySX0WzlAbhCpqR5454kqwIXAScmuYNmOL56yDmQkiR1zBUyJc1n7Z7bD9HsMX8A8GTgBFdi7ScLSM17ST5RVUcmOYMhCwX4Db6kJVWS5wFrVtUl49p3An5eVTcPv1KSlhxJPlxV71lcm/rBAlLzXpKtquoKv8GXNN8kORP4y6q6Zlz71sBRVfW6bpJJ0uQlubKqthzXdo1bqfWTBaR6JckKwCY0PZELquqRjiNJ0oSSXDfR6qtJrq2qF891JkmarCRvBw4DNgAGR0ysBlxSVQd2Ekwj5SI66o0krwU+RfMPWIDnJjm0qs7pNpkkTWilRRxbec5SSNL0nAScA3wQeO9A+/3Of+wveyDVG0luBPasqpvaxxvS7K22SbfJJGm4JF8CvlVVnxnX/sfAq6rqTd0kk6SpSbIssCYDHVRuTdRP9kCqT+4YKx5btwB3dBVGkibhSODfkhwAXNG2bU2zFdEbOkslSVOQ5H8BRwO/BH7dNhfgHMgesgdSvZHkn4H1gK/S/KO1L7AAuASgqk7tLp0kTSzJLsDYXMgfVNW3uswjSVOR5CZgu6q6q+ssGj0LSPVGks8t4nBV1SFzFkaSJGkpkeR8YLeqeqzrLBo9C0hJkiRJ05bkWGBj4Cxg4Vh7VX28s1AamWW6DiDNliQbJDkjyX8luSPJ15I8t+tckiRJPfcT4Bs087dXG7iph+yBVG8kuRT4JPCltukPgXdU1XbdpZIkSVo6JFmlqh7sOodGyx5I9Umq6viqeqy9nUCzmI4kSZJGJMlLk1wP3NA+3jzJMR3H0ohYQKpPzk/y3iTrJ1kvyZ8DZyV5apKndh1OkiSppz4BvBq4C6CqrgZ26jSRRsZ9INUnYxtuHzqu/RCansgN5jaOJEnS0qGqfppksOnxrrJotCwg1RtV5YI5kiRJc++nSXYAKskKwBG0w1nVPy6io15JsinwQmClsbaq+mJ3iSRJkvotydOBfwBeCQQ4F3hnVd3VaTCNhAWkeiPJUcDONAXk2cDuwMVVtU+XuSRJkqS+cBEd9ck+wK7A7VX1FmBzYMVuI0mSJPVbko8kWT3J8knOS3JnkgO7zqXRsIBUnzxUVb8GHkuyOnAHLpwjSZI0aq+qqvuAPYGfAc8H/qzbSBoVF9FRn1ye5CnAZ4ArgAeAy7qNJEmS1HvLt/d7AF+qqrvHrciqHnEOpHopyfrA6lV1TcdRJEmSei3Jh4DXAw8B2wJPAc6squ06DaaRsIBUryRZB1iPgd71qrqou0SSJEn9l2QN4L6qejzJKsBqVXV717k0+xzCqt5I8mHgTcD1PLF5bQEWkJIkSSOS5EnA4cC6wFuBtYGNgTO7zKXRsAdSvZFkAbBZVS3sOoskSdLSIslXaNaf+KOq2jTJysB3quolHUfTCLgKq/rkFp6YxC1JkqS5sWFVfQR4FKCqHgJcRaenHMKqPvlv4Kok5wG/6YWsqiO6iyRJktR7j7S9jgWQZEMGfhdTv1hAqk9Ob2+SJEmaO0cB/w48J8mJwMuAgztNpJFxDqQkSZKkaUmz4eOzaUaCbU8zdPXSqrqz02AaGQtIzXtJrqUdMjFMVW02h3EkSZKWKkmuqKqtus6hueEQVvXBnu394e398e39ATTfhkmSJGl0Lk2yTVV9r+sgGj17INUbSS6pqpctrk2SJEmzJ8n1NPs+3go8SDOMtRwF1k/2QKpPVkmyY1VdDJBkB2CVjjNJkiT13e5dB9DcsQdSvZFkK+A44Mlt0z3AIVV1ZXepJEmS+i/JlsCONOtSXOLvX/1lAaneSbI6zd/te7vOIkmS1HdJ3gfsC5zaNr0eOLmqPtBdKo2KBaTmvSQHVtUJSd497HhVfXyuM0mSJC0tktwAbFFVD7ePVwaurKoXdJtMo+AcSPXB2DzH1YYc8xsSSZKk0boVWAl4uH28InBzZ2k0UvZAat5L8uyq+tkEx15XVWfMdSZJkqSlRZLTgG2Ab9B8eb8bcDFwB0BVHdFdOs02C0jNe0kWAK+uqlvHtb8F+Kuq2rCTYJIkSUuBJAct6nhVfWGusmj0LCA17yXZA/gHYI+q+lHb9hfA/sDuE/VOSpIkaXa08x7XraoFXWfRaC3TdQBppqrqbOBtwDlJNk3yCWBPYCeLR0mSpNFK8jrgKuDf28cvSXJ6t6k0KvZAqjeS7AicBnwbeOPYSmCSJEkanSRXAK8ALqiqLdq2a6vqxd0m0yi4CqvmvST300zYDs2qX7sCdyQJUFW1epf5JEmSeu6xqrq3+dXrN+yl6ikLSM17VTVs+w5JkiTNjeuS7A8sm2Qj4AiaEWHqIedASpIkSZqJdwAvAhYCJwH3AUd2mkgj4xxISZIkSbMqyXpV9eOuc2j22QMpSZIkaVqSvDTJPkme2T7eLMlJwMUdR9OIWEBKkiRJmrIkfwccB+wNnJXkKOAbwHeBjbrMptFxCKskSZKkKUtyPbBlVT2cZA3gNmCzqvpRx9E0QvZASpIkSZqOh8b23a6qXwELLB77zx5ISZIkSVOW5B7gooGmnQYfV9Vecx5KI2cBKUmSJGnKkrx8Ucer6sK5yqK5YwEpSZIkSZoU50BKkiRJkibFAlKSJEmSNCkWkJIkSZKmLcm+k2lTPzgHUpIkSdK0JbmyqrZcXJv6YbmuA0iSJEmaf5LsDuwBrJPkHwcOrQ481k0qjZoFpCRJkqTpuA24HNgLuGKg/X7gXZ0k0sg5hFWSJEnStCVZvqoe7TqH5oY9kJIkSZJmYtskRwPr0dQXAaqqNug0lUbCHkhJkiRJ05bkRpohq1cAj4+1V9VdnYXSyNgDKUmSJGkm7q2qc7oOoblhD6QkSZKkaUvyIWBZ4FRg4Vh7VV3ZWSiNjAWkJEmSpGlLcv6Q5qqqV8x5GI2cBaQkSZIkaVKW6TqAJEmSpPkryZpJjk1yTvv4hUn+uOtcGg0LSEmSJEkz8Xng68Da7eMfAkd2lkYjZQEpSZIkaSaeXlVfBX4NUFWPMbCdh/rFAlKSJEnSTDyY5GlAASTZHri320gaFfeBlCRJkjQT7wZOBzZMcgnwDGCfbiNpVFyFVZIkSdKMJFkO2EllMY0AAAupSURBVBgIsKCqHu04kkbEIaySJEmSpi3J4cCqVfWDqroOWDXJYV3n0mjYAylJkiRp2pJcVVUvGdf2/araoqtMGh17ICVJkiTNxDJJMvYgybLACh3m0Qi5iI4kSZKkmfg68NUkn6JZifVtwL93G0mj4hBWSZIkSdOWZBngUGBXmkV0zgU+W1XuBdlDFpCSJEmSZiTJysC6VbWg6ywaLedASpIkSZq2JHsBV9EOW03ykiSnd5tKo2IBKUmSJGkmjgK2Be4BqKqrgPW7DKTRsYCUJEmSNBOPVdW9XYfQ3HAVVkmSJEkzcV2S/YFlk2wEHAF8u+NMGhF7ICVJkiTNxDuAFwELgS8B9wFHdppII+MqrJIkSZKkSXEIqyRJkqQpS3IGMGFvVFXtNYdxNEcsICVJkiRNx0fb+z8AngWc0D7eD7i1i0AaPYewSpIkSZq2JBdV1U6La1M/uIiOJEmSpJl4RpINxh4keS7wjA7zaIQcwipJkiRpJt4FXJDklvbx+sCh3cXRKDmEVZIkSdKMJFkR2KR9eGNVLewyj0bHAlKSJEnSjCTZgabn8TcjHKvqi50F0sg4hFWSJEnStCU5HtgQuAp4vG0uwAKyh+yBlCRJkjRtSW4AXlgWFksFV2GVJEmSNBPX0ewDqaWAQ1glSZIkzcTTgeuTXAb8ZvGcqtqru0gaFQtISZIkSTNxdNcBNHecAylJkiRJmhR7ICVJkiRNWZL7aVZb/Z1DQFXV6nMcSXPAHkhJkiRJ0qS4CqskSZIkaVIsICVJkiRJk2IBKUmSJEmaFAtISZKWYkk2SvJvSW5PUknu6TqTJGnJ5SqskqRZk2QT4HBgF+A5wMrAncD3gVOBE6vq4Rk8/wXAy6sqM0+rJMsCpwHPA44HfgZM+vMZ9ectSVryuAqrJGlWJHkfcBTN6JZLge8BDwBrAjsDGwBXVNXWM3iNC7CAnDVJngf8CPhMVb11iteO/POWJC157IGUJM1Ykr8E3g/8FNi3qr475Jw9gT+d62xapLXb+9umcpGftyQtvZwDKUmakSTrA0cDjwJ7DCsmAKrqTOA14649OMkpSW5J8lCS+5JckuTA8a+RpICXt49r4HbBuHOfneSf2udcmOSuJKcn2WaC/Gsl+VySO9oMVyU5KMnO7fMfPeSajZJ8McnPkzyS5Lb28UZDzj26fZ6dk+yf5LtJHkhya5JN2mPfWsTP99okjyZ51kTnjDt/q/Znekf7/n+c5Jgka407r4AL24dHDfw8f+f9jrtufUb8eQ+cv0GSTye5qT3/7vbn8akkTxty/n5Jzk/yqyQPJ7khyV8lWXFR70mSNHn2QEqSZuotwPLAl6vqukWdWFULxzX9M3A9cBHwC+BpwB7A8Uk2rqr/2553D02P18HAeu2fx9w69ockWwLnAk8Fvk4zD+/pwOuBi5O8oarOHjj/mcC3gfXbDN8GngUc0z7P72gL0W8CqwGnt/k3AQ4Afj/JrlV1+ZBL/xTYDTgDOB94clXdmOR8YJckz6+qH457rR2ATYFTqur2YXnGnb8ncAoQ4F+BHwNbAW9vs72sqsZ+Xu9v3/dBNIXkBW37BSzaXHzetAXv94DVgbPb97US8FzgzcA/AXcNnH8scAjNPM5Taf7ObA/8DbBrkt2q6rHFvDdJ0uJUlTdv3rx58zbtG3AeUMCfTOPaDYe0rdA+56PAOuOOXdD81zX0uZYDbqJZBObl446tDfycpmhZcaD92Db7h8edvzmwsD129EB7gBva9gPGXfOmtv1GYJmB9qPb9geBLYbk3qc9/tEhxz7fHtttEj/LVWkWsHkc+L1xx97TPs+549p3Hv8el5TPG3hH+zrvHHLNKsDKA48Pbs89dbB93M//d57Hmzdv3rxN/eYQVknSTI0NjfzZVC+sqpuHtD0CfJKmINx1Ck/3WmBD4P9X1YWDB6rqNuAjNL2LuwIkWQHYD7gX+MC4868GvjjkNXag6W38TlWdOO6arwAXAxsDOw659tNV9f0h7afRzEE8eHCoZZKnAG8Ebqbp8Vyc36fp0ftKVf3HuGMfo+mp3S3JupN4rkWZ68/7oSHXPFhVg+3vBB4DDhnXDk0P5F00PcSSpBlyCKskaabGVkSd8rLebTHzHprCYV2abSAGrTOFp3tpe7/eBPP4xuYnvoBmSOTG7etdXlX3Dzn/YuBPxrVt2d5PNGfxWzTF4xY0wzQHXTbsgqp6LMlngfcBewMntYfe3Ob7dFVN5mc7Ybb2NS6iGbK6BfCTSTzfRObq8z4d+Fvgk0leTTMk+RLg+sGfR5In0fQY3wkcmQxdoHchzecuSZohC0hJ0kzdRtMr9+ypXJRkA5qiag3gP2jmHN5LMwRzfZq5eVNZ/GRsUZV9F3Pequ39k9v7X05w3rD2sWt+McE1Y+1PGXJsUXMYPw38JXAoTxSQbwUeAT63iOtmK9tUzMnnXVU/TrItzRDU1wB/0B76aZKPVtU/to/XoClqn0GzrYgkaYQsICVJM3Ux8AqaXqVjp3Ddu2mKvrdU1ecHDyTZj6agmIp72/vfr6rTJ3H+fe39mhMcH9Y+9hoTrYi61rjzBk3YY1dVP09yBvCGJC+gKYo2pRmO+l8TXTeL2aZizj7vqroBeFOS5Wh6GV9JMzfyH5I8WFXH8sT7+X5VbTn+OSRJs8s5kJKkmfoczQIoeyd54aJOHLedwvPa+1OGnPryCZ7i8fZ5lh1y7NL2/vcWlWHAjTTz6zZLstqQ48PmMY7NYdx5gucca79ykhkGHdPev7W9AfzLFK6fMFtbgI29n+lkGzSXnzfQDMGtqiuq6sM081ahWVmXqnoA+AHwoiRPnUR+SdIMWEBKkmakmm0hjqZZTfOsJFsPOy/Ja4BzBppube93Hnfeq/nduYdjxrZtGLYQzNdoFpw5PMkeE2R4aTtnbmzxlq/QDP38q3HnbQ780ZCnuARYAOyYZJ9x1+wD7AT8kKaXbqrOa689iGbxnB9W1flTuP404G5gvyTbjzt2JLAB8M2qmsn8xzn7vJNsm2RYL/BY238PtH28zXNcu/jQ+Odao93iRZI0Qw5hlSTNWFX9bdvLdRTwvSTfBi4HHqD5hX8nmkVsBvdHPIZmT8GTk5xCs83GpjTz3b5Ksy3GeOfRzHE8NcnZND2IP66q46vq0SR/QLPYyllthqtoCo3nANvQFFFr8UTx8V6a4Zh/nmQ7mn0g16Ip4M6m6eX69cD7rCQHAd8AvpLkazQ9mRu3594P/FFV/eaaKfwMK8mnaIohmFrvI1X1QJJDgJOBC5OcTLNYzlbAq2jmYB461VwTvNZcfN7703wZcCHN9iy/olll93U0i+J8YiDPcUm2Ag4Dbk7y9fa9P5Vm38idaHpO3zYb71+SlmaZ3MJukiQtXjt/7zBgF5pewpVoeg2votnY/oQa2Fw+yQ40W2hsQfOl5tXAR2k2gT8feH9VHT1w/rI02zL8IU1RuBxwYVXtPHDOM2nm2+1JUzD+mmYBmatpeum+XAMbyidZh2a1zz1oFthZAPw9zb6NJwPvqqrfFCvtNRvT9Fq+Eng6zQqg5wF/U1ULxp17NE2htUtVXbCYn98a7XON7Yl416LOn+A5tqFZkGdHmt7V24Gz2my3jTt3Z4b8nKfwWiP7vNuC/mCarVOeQ7Ni689pFuD5WFVdNyTPnjRF4rY0iwXdTVNInttmuXGq71GS9NssICVJGiLJ/6MpxF5TVV+fo9fcmaaQOqGq3jwXrylJ0lRYQEqSlmpJ1h7SM/dimuGsj9D0BD48R1nOBnYHtq+q787Fa0qSNBXOgZQkLe0uT3ITcB3NsNWNgNfSLDT3tlEXj22xuifNXMXdgTMtHiVJSyp7ICVJS7UkR9EsgLM+sBrNfLxLgY8ubs7iLL3+wTQLvNxHswDQYVV156hfV5Kk6bCAlCRJkiRNivtASpIkSZImxQJSkiRJkjQpFpCSJEmSpEmxgJQkSZIkTYoFpCRJkiRpUv4Hyu2a2bjd8k8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cas_wom = cases_women_df.loc[cases_women_df['year'] == 2010]\n",
    "#df_cas_wom.head()\n",
    "ap_cas_wom = df_cas_wom[(df_cas_wom['area_name'] == 'Andhra Pradesh') & (df_cas_wom['year']==2010)]\n",
    "#mah_cas_wom.columns.values\n",
    "df = ap_cas_wom[ap_cas_wom.group_name != 'Total Crime Against Women']\n",
    "ax = df[['group_name','total_cases_for_trial']].plot(kind='bar', legend = True, title = \"Category of cases for trial (Women)\",figsize = (15,10))\n",
    "ax.set_xticklabels(ap_cas_wom['group_name'])\n",
    "ax.set_xlabel('Category of Case', fontsize = 20)\n",
    "ax.set_ylabel('Number of cases for trial', fontsize = 20)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}