Suicides_in_India_(2001-2012)_Data_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a133256b-d585-4e75-8897-61c8dcc36272",
   "metadata": {},
   "source": [
    "# Suicides in India (2001 - 2012)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312bf432-4c53-4ab7-9a58-76c545daef94",
   "metadata": {},
   "source": [
    "In this notebook, we analyse the dataset of suicides in India from 2001 to 2012. We will analyse the data using a datset from Kaggle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a369d6ad-e808-496c-a56b-6aadb991feb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3611e357-d556-4df9-bf96-03fa93e64e8f",
   "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>State</th>\n",
       "      <th>Year</th>\n",
       "      <th>Type_code</th>\n",
       "      <th>Type</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age_group</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A &amp; N Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Causes</td>\n",
       "      <td>Illness (Aids/STD)</td>\n",
       "      <td>Female</td>\n",
       "      <td>0-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A &amp; N Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Causes</td>\n",
       "      <td>Bankruptcy or Sudden change in Economic</td>\n",
       "      <td>Female</td>\n",
       "      <td>0-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A &amp; N Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Causes</td>\n",
       "      <td>Cancellation/Non-Settlement of Marriage</td>\n",
       "      <td>Female</td>\n",
       "      <td>0-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A &amp; N Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Causes</td>\n",
       "      <td>Physical Abuse (Rape/Incest Etc.)</td>\n",
       "      <td>Female</td>\n",
       "      <td>0-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A &amp; N Islands</td>\n",
       "      <td>2001</td>\n",
       "      <td>Causes</td>\n",
       "      <td>Dowry Dispute</td>\n",
       "      <td>Female</td>\n",
       "      <td>0-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           State  Year Type_code                                     Type  \\\n",
       "0  A & N Islands  2001    Causes                       Illness (Aids/STD)   \n",
       "1  A & N Islands  2001    Causes  Bankruptcy or Sudden change in Economic   \n",
       "2  A & N Islands  2001    Causes  Cancellation/Non-Settlement of Marriage   \n",
       "3  A & N Islands  2001    Causes        Physical Abuse (Rape/Incest Etc.)   \n",
       "4  A & N Islands  2001    Causes                            Dowry Dispute   \n",
       "\n",
       "   Gender Age_group  Total  \n",
       "0  Female      0-14      0  \n",
       "1  Female      0-14      0  \n",
       "2  Female      0-14      0  \n",
       "3  Female      0-14      0  \n",
       "4  Female      0-14      0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "571307bd-7e0e-4424-864c-aa4fbfadef4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop rows which have '0' suicides in the 'Total' column\n",
    "data = data.drop(data[data.Total == 0].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3628d2e4-aadf-44ba-96a2-be9fcc86533c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Andhra Pradesh       5185\n",
       "Karnataka            5115\n",
       "Tamil Nadu           5054\n",
       "Madhya Pradesh       5029\n",
       "Maharashtra          4958\n",
       "Uttar Pradesh        4954\n",
       "Gujarat              4856\n",
       "West Bengal          4596\n",
       "Kerala               4509\n",
       "Chhattisgarh         4368\n",
       "Rajasthan            4324\n",
       "Odisha               4179\n",
       "Assam                3868\n",
       "Haryana              3826\n",
       "Delhi (Ut)           3324\n",
       "Jharkhand            3210\n",
       "Bihar                3119\n",
       "Punjab               2960\n",
       "Himachal Pradesh     2650\n",
       "Tripura              2451\n",
       "Uttarakhand          2442\n",
       "Goa                  2237\n",
       "Jammu & Kashmir      2159\n",
       "Puducherry           2124\n",
       "Sikkim               1421\n",
       "A & N Islands        1299\n",
       "Meghalaya            1180\n",
       "Chandigarh           1092\n",
       "Arunachal Pradesh    1062\n",
       "D & N Haveli          952\n",
       "Mizoram               786\n",
       "Manipur               609\n",
       "Nagaland              587\n",
       "Daman & Diu           579\n",
       "Total (All India)     312\n",
       "Total (States)        312\n",
       "Total (Uts)           304\n",
       "Lakshadweep            46\n",
       "Name: State, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.State.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "803bdd15-9c40-4863-b72a-2074300c89be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009    8796\n",
       "2010    8791\n",
       "2011    8715\n",
       "2012    8545\n",
       "2002    8453\n",
       "2003    8451\n",
       "2008    8445\n",
       "2005    8429\n",
       "2007    8425\n",
       "2006    8395\n",
       "2001    8386\n",
       "2004    8207\n",
       "Name: Year, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Year.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "da14a178-c614-4bdf-8691-da44b9cf931f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Causes                  39531\n",
       "Means_adopted           29337\n",
       "Professional_Profile    23291\n",
       "Education_Status         6176\n",
       "Social_Status            3703\n",
       "Name: Type_code, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Type_code.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ddad81d7-7bc0-4cae-8fe6-8810412f5588",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Male      55304\n",
       "Female    46734\n",
       "Name: Gender, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Gender.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "32591835-d0c4-4893-801f-3dbfc4cecc2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15-29     24960\n",
       "30-44     24064\n",
       "45-59     19730\n",
       "60+       13766\n",
       "0-100+     9879\n",
       "0-14       9639\n",
       "Name: Age_group, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Age_group.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "490a51f8-636d-4d20-8ac3-49c120b1db8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop rows which have Age-Group as 0-100+ from 'Age_group' column\n",
    "data = data.drop(data[data.Age_group == '0-100+'].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ea0a9283-81e1-404a-b6c8-c314b4550ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Male      50257\n",
       "Female    41902\n",
       "Name: Gender, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender = data.Gender.value_counts()\n",
    "gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "919edf78-2cbb-4f2e-9487-bca33d00ee53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Suicides by Gender'}, xlabel='Gender', ylabel='Suicides'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a bar chart showing the number of Suicides in both the genders: Male & Female\n",
    "gender.plot(kind = 'bar', x = 'Gender', y = 'Total', xlabel = 'Gender', ylabel = 'Suicides', title = 'Suicides by Gender')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "72f47047-694e-45d6-8caf-41f04dda3924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "A & N Islands        1114\n",
       "Andhra Pradesh       4873\n",
       "Arunachal Pradesh     880\n",
       "Assam                3569\n",
       "Bihar                2826\n",
       "Chandigarh            895\n",
       "Chhattisgarh         4062\n",
       "D & N Haveli          775\n",
       "Daman & Diu           416\n",
       "Delhi (Ut)           3023\n",
       "Goa                  1985\n",
       "Gujarat              4546\n",
       "Haryana              3519\n",
       "Himachal Pradesh     2361\n",
       "Jammu & Kashmir      1895\n",
       "Jharkhand            2913\n",
       "Karnataka            4803\n",
       "Kerala               4197\n",
       "Lakshadweep            28\n",
       "Madhya Pradesh       4717\n",
       "Maharashtra          4646\n",
       "Manipur               452\n",
       "Meghalaya             973\n",
       "Mizoram               607\n",
       "Nagaland              443\n",
       "Odisha               3867\n",
       "Puducherry           1881\n",
       "Punjab               2668\n",
       "Rajasthan            4012\n",
       "Sikkim               1183\n",
       "Tamil Nadu           4742\n",
       "Tripura              2208\n",
       "Uttar Pradesh        4642\n",
       "Uttarakhand          2154\n",
       "West Bengal          4284\n",
       "Name: State, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states = data.State.value_counts()[data.State.unique()]\n",
    "states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e5146060-af99-4724-8b1d-ab92b49509b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Suicides in States'}, xlabel='States', ylabel='Suicides'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a bar chart showing the number of Suicides in the States of India\n",
    "states.plot(kind = 'bar', x = 'State', y = 'Total', xlabel = 'States', ylabel = 'Suicides', title = 'Suicides in States')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bbdddc4c-3278-4f16-b0cd-e7c3743018f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Causes                  39531\n",
       "Means_adopted           29337\n",
       "Professional_Profile    23291\n",
       "Name: Type_code, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type_codes = data.Type_code.value_counts()[data.Type_code.unique()]\n",
    "type_codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1e2850e8-78b3-4a42-8436-76c554f70471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Suicides by Type'}, xlabel='Type', ylabel='Suicides'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a bar chart showing number of Suicides according to the type of causes.\n",
    "type_codes.plot(kind = 'bar', x = 'Type_code', y = 'Total', xlabel = 'Type', ylabel = 'Suicides', title = 'Suicides by Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "99005717-2fc7-463a-85ce-8e81df5ece78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0-14      9639\n",
       "15-29    24960\n",
       "30-44    24064\n",
       "45-59    19730\n",
       "60+      13766\n",
       "Name: Age_group, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ages = data.Age_group.value_counts()[data.Age_group.unique()]\n",
    "ages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7d94dfaf-4ecf-41fc-b8d8-b38f3d7f68a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Suicies by Age-Groups'}, xlabel='Age-Groups', ylabel='Suicides'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a bar chart showing number of Suicides according to the Age-Groups.\n",
    "ages.plot(kind= 'bar', x = 'Age_group', y = 'Total', xlabel = 'Age-Groups', ylabel = 'Suicides', title = 'Suicies by Age-Groups')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b8f8eff0-3e89-405b-9909-459ef23ac99a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a line chart showing the number of Suicides according to the Age-Groups\n",
    "plt.plot(ages)\n",
    "plt.xlabel('Age-Groups')\n",
    "plt.ylabel('Suicides')\n",
    "plt.title('Suicides by Age-Groups')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "386beb52-61c3-49da-86d4-ec92fbee6ad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2001    7585\n",
       "2002    7636\n",
       "2003    7628\n",
       "2004    7394\n",
       "2005    7610\n",
       "2006    7584\n",
       "2007    7600\n",
       "2008    7622\n",
       "2009    7962\n",
       "2010    7955\n",
       "2011    7878\n",
       "2012    7705\n",
       "Name: Year, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years = data.Year.value_counts()[data.Year.unique()]\n",
    "years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8ecfc8a1-ca4b-4ceb-8b6b-ff02c056f058",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Suicides in India (2001-2012)'}, xlabel='Years', ylabel='Suicides'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a bar chart showing the number of Suicides in India from years 2001 to 2012.\n",
    "years.plot(kind = 'bar', x = 'Year', y = 'Total', xlabel = 'Years', ylabel = 'Suicides', title = 'Suicides in India (2001-2012)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9ce6c2d0-f531-44ed-9d89-94bee01d051f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tipzicuToypGrq0BOcd1/dVdfK66oRmllDTLyriAj78pNj+2mVhndWaq903T1a9+6EOVob2eJUyUrwUBERERWJ/l8IQCgXzsPtG3jjLZtnG+6f2ll9dWQVFyB3LqwlFP32qXiCmTrylFaWYPiimoUX6pG+qWbByeNo0q6syTdZXJTS+HJcPdJrWJwag0YiIiIyKoIIZBcd4eoZ6C2Ue9xdlAhxEuFEC+Xm+5XUlFtdGcpt/hqaDLcfcrRlaO8Sg9deTV05SU4mVty02OO6+GH9yb1YTBq4RiIiIjIqmQVlSOvpBIqpQJh/hqTHttVrYKrtys6ervecB8hBHTl1bh0TViSQlPxtcGpApXVevw3JRvKDYn4YNIdUCpZ1N1SMRAREZFVSTpfe3eoi6+bLHU8CoUCWid7aJ3s0cnH7Yb7CSGw+2QeZn9zAL8nZcHbVY3F93TjSLcWivMQERGRVUmqqx/qHdy47jK5KBQKjOzijZUT+wAAvt57Bh/vSpe3UdRsDERERGRVrtYPucvbkEa6t3cAXv9bNwDAiq1p+OHgOZlbRM3BQERERFZDCCF1mfUKsu47RNeaNaw95ozoAABY+FMydqblytwiaioGIiIishrn8stQVFYFBzsluvjeuH7HGr1ydygevCMQNXqB/1tzCIczC+RuEjUBAxEREVmNpAuFAIAwfzc4qFrWnyilUoF3Hu6FEV28UVZVg5lfH8DpSzcfsk/Wo2V9txERUatm6C7r2YK6y65lb6fEx1P6oleQFgWlVZj21X7k6srlbhY1AgMRERFZDcMIs15B7rK243a4qFX46vEBCGnjjPMFZZgefQC68iq5m0W3wEBERERWQa8XSLmgA9CyCqob4uWqxn9mDoKXqxrHsnSY858EVFTXyN0sugkGIiIisgoZl6+gpKIajvZKdLrJTNItRds2zvh6xgC4qlWIP30ZCzYkQq8XcjeLboCBiIiIrEJyXf1Q9wAtVHat489Tj0AtPnmsH+ztFPg9KQtvbj4KIRiKrFHr+I4jIqIWTyqobuSCri3FsM5enM26BWAgIiIiq3C1oLp1BSKAs1m3BAxEREQku+oaPVIvGgqq3eVtjJlwNmvrxkBERESyS790BWVVNXBxsEMHLxe5m2M2nM3aejEQERGR7AzdZT0CtVAqFfI2xow4m7X1YiAiIiLZGVa4b431Q9fjbNbWiYGIiIhkd3XJDnd5G2IhnM3a+jAQERGRrCqr9TiaVVtQ3dsG7hAZcDZr68JAREREsjqRU4zKaj00jiq09XSWuzkWxdmsrQcDERERyepq/ZA7FIrWW1B9I5zN2jowEBERkayu1g/ZTnfZ9TibtfwYiIiISFbJFwoBAL1a2ZIdTcXZrOXFQERERLIpr6rB8axiALZ9h8iAs1nLh4GIiIhkczy7GNV6gTYuDgh0d5K7OVaBs1nLg4GIiIhkk1w3Q3XPIK1NFlQ3hLNZy4OBiIiIZGMoqLb1+qHrcTZry5M1EIWEhEChUNR7zJs3DwCQnp6OBx54AN7e3tBoNJg4cSJycnKMjpGfn48pU6ZAo9HA3d0ds2bNQkmJcZJOSkrC8OHD4ejoiODgYKxYscJi50hERDdmGHJvKzNUNwVns7YsWQPRgQMHkJWVJT1iYmIAABMmTMCVK1cQEREBhUKBuLg4/PXXX6isrMQ999wDvV4vHWPKlClITU1FTEwMNm/ejN27d+PJJ5+Utut0OkRERKBdu3ZISEjAu+++iyVLluCzzz6z+PkSEdFVZZU1OJFTW1BtC2uYNQdns7YchbCi2Z+ee+45bN68GSdPnkRMTAzGjRuHgoICaDQaAEBRURE8PDywfft2jBkzBseOHUO3bt1w4MAB9O/fHwCwdetWjB8/HufPn0dAQAA+/vhjvPrqq8jOzoaDgwMAYOHChdi0aROOHz/eqHbpdDpotVoUFRVJbSEiottz8Ew+Hv4kHj5uaux/dYzczbFqKReKMOmz/6GkohpRvfzxwaQ7oFSy5upWmvL322pqiCorK7FmzRrMnDkTCoUCFRUVUCgUUKvV0j6Ojo5QKpXYs2cPACA+Ph7u7u5SGAKAMWPGQKlUYt++fdI+I0aMkMIQAERGRiItLQ0FBazcJyKSi1Q/xO6yW+Js1uZnNYFo06ZNKCwsxOOPPw4AGDx4MFxcXPDKK6+gtLQUV65cwYsvvoiamhpkZWUBALKzs+Hj42N0HJVKBU9PT2RnZ0v7+Pr6Gu1jeG7Y53oVFRXQ6XRGDyIiMq2rS3awu6wxOJu1eVlNIPryyy8xbtw4BAQEAAC8vb3xww8/4LfffoOrqyu0Wi0KCwvRt29fKJXmbfby5cuh1WqlR3BwsFk/j4jIFiVdM+SeGoezWZuPSu4GAMDZs2cRGxuLn376yej1iIgIpKenIy8vDyqVCu7u7vDz80OHDrWzePr5+SE313gWz+rqauTn58PPz0/a5/qRaYbnhn2ut2jRIixYsEB6rtPpGIqIiEyouLwKp/OuAAB6csh9k8wa1h65unJ8uvs0Fv6UDC83Ne7s6nPrN9JNWcUdoujoaPj4+CAqKqrB7V5eXnB3d0dcXBxyc3Nx7733AgDCw8NRWFiIhIQEad+4uDjo9XoMGjRI2mf37t2oqro6VDEmJgZdu3aFh4dHg5+nVquh0WiMHkREZDqpF3UQAgh0d4KXq/rWbyAjnM3a9GQPRHq9HtHR0Zg+fTpUKuMbVtHR0fjf//6H9PR0rFmzBhMmTMDzzz+Prl27AgDCwsJw991344knnsD+/fvx119/Yf78+Zg0aZLU9TZ58mQ4ODhg1qxZSE1Nxffff4/333/f6A4QERFZlqG7jPVDzcPZrE1P9kAUGxuLzMxMzJw5s962tLQ03H///QgLC8Obb76JV199Ff/85z+N9lm7di1CQ0MxevRojB8/HsOGDTOaY0ir1WL79u3IyMhAv3798MILL+CNN94wmquIiIgsyzDCjPVDzcfZrE3LquYhslach4iIyLRGvrsTZy+XYs2sQRjW2Uvu5rRoeSUVePjjvThzuRRh/hp8P2cwNI72cjfLKrTIeYiIiMg2FJVW4ezlUgAsqDYFzmZtGgxERERkUYb5h9q1cYbWmXcyTKFtG2d8PWMAXNUqxJ++jAUbEqHXswOoKRiIiIjIohIN8w/x7pBJcTbr28NAREREFpVcV1Ddm0t2mBxns24+BiIiIrIoQ5cZR5iZB2ezbh4GIiIispi8kgpcKCyDQgF0D+CoXXOZNaw95oyoXdVh4U/J2JmWe4t3EAMRERFZjOHuUAcvF7hxaLhZXTub9YsbEjny7BYYiIiIyGIM9UO9WD9kdkqlAm8/1At+GkdcvlKJ7ak5t36TDWMgIiIii0niCDOLclApMXFA7eLk6/Zlytwa68ZAREREFmNYsqN3MAORpTwyIBhKBRB/+jLXO7sJBiIiIrKIHF05cosroFQA3fwZiCwl0N0Jo7r6AADWH+CIsxthICIiIosw3B3q4usGJwc7mVtjWyYPbAsA2JhwnsXVN8BAREREFpHM+iHZjOrqDX+tI/KvVGIbi6sbxEBEREQWkXTBMMKMgcjSVHZKTOxvKK4+K3NrrBMDERERmZ0QQuoy45B7eRiKq/93Op/F1Q1gICIiIrO7UFiG/CuVsLdTINTfTe7m2KQAdyfcWVdc/d1+DsG/HgMRERGZnWFCxq5+blCrWFAtl8mDWFx9IwxERERkdob6oZ6B7vI2xMaN7FJbXF1QWoWtKdlyN8eqMBAREZHZXV2ygwXVclLZKfFI3czV7DYzxkBERERmVVtQXQiAQ+6twbXF1eksrpYwEBERkVmdvVwKXXk1HFRKdPVjQbXc/LVOuCu0buZq3iWSMBAREZFZGeqHuvlrYG/HPzvW4NFrZq4ur2JxNcBAREREZmaYoZr1Q9ZjVFcfqbh6WyqLqwEGIiIiMjPDhIysH7IedkqFVFy9bh+7zQAGIiIiMiO9XiDlAmeotkaG4up9Gfk4lcviagYiIiIym9N5JbhSWQMnezt08nGVuzl0jdrial8ALK4GGIiIiMiMDN1lPQI1sFMqZG4NXW/yoNpus42HWFzNQERERGZztX7IXd6GUINGdvFBgNYRhSyuZiAiIiLzSb7AGaqtWW1xde0Q/LU2XlzNQERERGZRXaNH6sW6O0QMRFbLUFy938aLqxmIiIjILE7mlqC8Sg83tQrt27jI3Ry6AT+to1RcbcvrmzEQERGRWSRLBdVaKFlQbdWmDKrtNvvRhourGYiIiMgski4UAmD9UEswoos3At2dUFhaha0ptllczUBERERmYbhDxPoh62c0c7WNdpsxEBERkclVVutxLKsYANCLQ+5bhIn9g2GnVNQVVxfL3RyLYyAiIiKTO5FTjMoaPbRO9gj2dJK7OdQItcXVPgCAdfvOydway2MgIiIik0u8ZoV7hYIF1S3F5IG2W1zNQERERCZnqB9iQXXLYiiuLiqrwn9TsuRujkUxEBERkclxyY6WyU6pwKS64urvbKzbjIGIiIhMqryqBidy6gqqeYeoxZk4oK64+kw+TubYTnE1AxEREZnUsSwdqvUCXq4O8Nc6yt0caiJfjSNG1xVXf7ffdu4SMRAREZFJGRZ07RnIguqW6lEbnLmagYiIiEwq8ZyhoNpd3oZQs43obHvF1QxERERkUslcsqPFu7a4et0+25i5moGIiIhM5kpFNU7llgCo7TKjlstQXH3gTIFNFFczEBERkckczdJBLwA/jSN8NCyobsmuLa62hfXNGIiIiMhkkriga6syua64+qdDF1p9cTUDERERmUySYckOdpe1CsOvKa7ekty6i6tlDUQhISFQKBT1HvPmzQMAZGdnY+rUqfDz84OLiwv69u2LH3/80egY+fn5mDJlCjQaDdzd3TFr1iyUlJQY7ZOUlIThw4fD0dERwcHBWLFihcXOkYjIlkhLdgS7y9sQMgk7pQKPDrSN4mpZA9GBAweQlZUlPWJiYgAAEyZMAABMmzYNaWlp+PXXX5GcnIwHH3wQEydOxOHDh6VjTJkyBampqYiJicHmzZuxe/duPPnkk9J2nU6HiIgItGvXDgkJCXj33XexZMkSfPbZZ5Y9WSKiVk5XXoXTeVcAsKC6NZnQv7a4+uDZAmkG8tZI1kDk7e0NPz8/6bF582Z07NgRI0eOBADs3bsXTz/9NAYOHIgOHTrgtddeg7u7OxISEgAAx44dw9atW/HFF19g0KBBGDZsGD744AOsX78eFy9eBACsXbsWlZWV+Oqrr9C9e3dMmjQJzzzzDP71r3/Jdt5ERK1RSt2EjEEeTvB0cZC5NWQqvhpHjAmrK65uxXeJrKaGqLKyEmvWrMHMmTOlmU2HDBmC77//Hvn5+dDr9Vi/fj3Ky8sxatQoAEB8fDzc3d3Rv39/6ThjxoyBUqnEvn37pH1GjBgBB4erP5yRkZFIS0tDQUGB5U6QiKiV4wr3rdfkQe0AAD+14pmrrSYQbdq0CYWFhXj88cel1zZs2ICqqiq0adMGarUac+bMwc8//4xOnToBqK0x8vHxMTqOSqWCp6cnsrOzpX18fX2N9jE8N+xzvYqKCuh0OqMHERHdXNIFrnDfWg3v5IUgDyfoyqvxe1LrLK62mkD05ZdfYty4cQgICJBee/3111FYWIjY2FgcPHgQCxYswMSJE5GcnGzWtixfvhxarVZ6BAcHm/XziIhaA2mEGe8QtTpKpQKPDqwdgv9dK52TyCoC0dmzZxEbG4vZs2dLr6Wnp+PDDz/EV199hdGjR6N3795YvHgx+vfvj48++ggA4Ofnh9zcXKNjVVdXIz8/H35+ftI+OTk5RvsYnhv2ud6iRYtQVFQkPc6ds53VfomImqPgSiXO5ZcBAHqwoLpVmtAvCKpWXFxtFYEoOjoaPj4+iIqKkl4rLS0FACiVxk20s7ODXq8HAISHh6OwsFAqsgaAuLg46PV6DBo0SNpn9+7dqKqqkvaJiYlB165d4eHh0WB71Go1NBqN0YOIiG7MsMJ9ey8XaJ3sZW4NmYOPxhFjwmpLTlpjcbXsgUiv1yM6OhrTp0+HSqWSXg8NDUWnTp0wZ84c7N+/H+np6Vi5ciViYmJw//33AwDCwsJw991344knnsD+/fvx119/Yf78+Zg0aZLU9TZ58mQ4ODhg1qxZSE1Nxffff4/3338fCxYskON0iYhapWSpfoh3h1qzR6WZq1tfcbXsgSg2NhaZmZmYOXOm0ev29vbYsmULvL29cc8996BXr174z3/+g2+++Qbjx4+X9lu7di1CQ0MxevRojB8/HsOGDTOaY0ir1WL79u3IyMhAv3798MILL+CNN94wmquIiIhuD+uHbENrLq5WCCGE3I2wdjqdDlqtFkVFRew+IyJqwJDlO3CxqBzfPzkYgzq0kbs5ZEYf7TyFd7eloV87D/z41BC5m3NTTfn7LfsdIiIiatkuFVfgYlE5FAoWVNuCCf1ri6sTzhYgLbv1FFczEBER0W1JvlAIAOjk7QoXtermO1OL5+N2tbi6NQ3BZyAiIqLbklQ3Q3VP1g/ZjMl1xdU/HjqPssrWUVzNQERERLdFWrKD3WU2Y1gnLwR7OqG4vBq/J7eO4moGIiIiajYhxNUlO4Lc5W0MWYxSqcCkAbV3idbtOytza0yDgYiIiJotW1eOS8UVsFMq0M2fo3BtiaG4+lBmIY5nt/w1PxmIiIio2Qz1Q1183eDkYCdza8iSfNwcMbZbXXF1K5i5moGIiIiajfVDts1QXP3T4QstvriagYiIiJrtav0QA5EtGtrRC209nVFcXo3NSRflbs5tYSAiIqJmEUIgmUt22DSlUoFJA4MBtPw5iRiIiIioWc4XlKGgtAr2dgp09XOTuzkkk4f7tY7iagYiIiJqFkNBdaifBmoVC6ptlY+bIyK6t/ziagYiIiJqlqS6JTvYXUaPDmz5xdUMRERE1CzSCDMGIpt3bXH1by20uJqBiIiImkyvF0g2jDALdJe3MSS71lBczUBERERNdja/FMXl1VCrlOjs6yp3c8gKTOgXDJVSgcOZhTiW1fKKqxmIiIioyZLqhtt3C9DA3o5/SgjwdlNfLa5ugXeJ+F1MRERNZhhh1psLutI1Jg9sBwD4+dAFlFZWy9yapmEgIiKiJjMUVPfkkh10jSEd26BdG2cUV1Rjc1KW3M1pEgYiIiJqkhq9QMpFjjCj+pRKBSYNqB2Cv66FzUnEQERERE1y+lIJSitr4Oxghw7eLKgmYxP6B8HeToEj5wpx9GLLKa5mICIioiYx1A/1CNDCTqmQuTVkbbxc1Yjo5gegZRVXMxAREVGTGEaYcYV7upHJg2q7zTYdbjnF1QxERETUJEkXWD9ENxfe4Zri6sSWUVzNQERERI1WVaOX6kJ6ccg93YBSqZDWN1vXQrrNGIiIiKjRTuaUoKJaDzdHFdp5OsvdHLJiD/drWcXVDERERNRoyXUr3PcM1ELJgmq6CS9XNSK61xZXr9t/VubW3BoDERERNZphhBkLqqkxJg80FFdftPriagYiIiJqNEMg6sUV7qkRwju0QUgbZ5RUVOO3xItyN+emGIiIiKhRKqprcDzbUFDNO0R0a0qlApOk4upzMrfm5hiIiIioUdKyi1FVI+DhbI8gDye5m0MthKG4OvFcIVLrlnyxRgxERETUKFfrh9yhULCgmhrHy1WNyO7WP3M1AxERETVKslQ/xO4yappri6uvVFhncTUDERERNUoil+ygZgrveLW4enOSdRZXMxAREdEtlVXW4GRuCQCgN2eopiZSKK6ZuXqfdXabMRAREdEtHc3SoUYv4O2mhq9GLXdzqAWSiqvPFyHlgvUVVzMQERHRLSXXdZf1CtSyoJqapY2VF1czEBER0S0ZVrhn/RDdjsmDarvNfjlifcXVDERERHRL0ggzBiK6DeEd2qC9l4tVzlzNQERERDdVUlGNU5dqC6p7cskOug21xdXBAIB1VtZt1qxAdOjQISQnJ0vPf/nlF9x///34f//v/6GystJkjSMiIvmlXiiCEECA1hHebiyoptvzUN8gONgpkWRlxdXNCkRz5szBiRMnAACnT5/GpEmT4OzsjB9++AEvv/yySRtIRETySmb9EJlQG1c1InvUFldb012iZgWiEydOoE+fPgCAH374ASNGjMC6devw9ddf48cffzRl+4iISGbSCvecf4hMxNBt9svhC1ZTXN2sQCSEgF6vBwDExsZi/PjxAIDg4GDk5eWZrnVERCQ76Q4Rl+wgEzEUV1+prMGvVlJc3axA1L9/f/z973/Ht99+i127diEqKgoAkJGRAV9fX5M2kIiI5FNUVoWMvCsAGIjIdK4trraWOYmaFYjee+89HDp0CPPnz8err76KTp06AQA2btyIIUOGmLSBREQkH0PRa7CnEzxcHGRuDbUmD/cLtqrialVz3tSrVy+jUWYG7777Luzs7G67UUREZB1YP0Tm4unigLt7+OHXxItYtz8T/3igp6ztafY8RIWFhfjiiy+waNEi5OfnAwCOHj2K3NxckzWOiIjklXyhEEDtkh1EpmZY8PWXwxdQInNxdbMCUVJSEjp37ox33nkH//znP1FYWAgA+Omnn7Bo0SJTto+IiGRkuEPEIfdkDoM7eKJDXXG13DNXNysQLViwADNmzMDJkyfh6OgovT5+/Hjs3r270ccJCQmBQqGo95g3bx7OnDnT4DaFQoEffvhBOkZmZiaioqLg7OwMHx8fvPTSS6iuNk6Zf/zxB/r27Qu1Wo1OnTrh66+/bs5pExHZlPwrlThfUAYA6ME7RGQGtcXVtXeJ1u2Tt7i6WYHowIEDmDNnTr3XAwMDkZ2d3aTjZGVlSY+YmBgAwIQJExAcHGy0LSsrC0uXLoWrqyvGjRsHAKipqUFUVBQqKyuxd+9efPPNN/j666/xxhtvSJ+RkZGBqKgo3HnnnThy5Aiee+45zJ49G9u2bWvOqRMR2YykuhXuO3i5QONoL29jqNV6qF/tzNVVNXoUlVbJ1o5mFVWr1WrodLp6r584cQLe3t6NPs71+7799tvo2LEjRo4cCYVCAT8/P6PtP//8MyZOnAhXV1cAwPbt23H06FHExsbC19cXffr0wbJly/DKK69gyZIlcHBwwCeffIL27dtj5cqVAICwsDDs2bMHq1atQmRkZFNPnYjIZnBBV7IETxcHxCwYgbaezlAoFLK1o1l3iO699168+eabqKqqTXIKhQKZmZl45ZVX8NBDDzWrIZWVlVizZg1mzpzZ4AVJSEjAkSNHMGvWLOm1+Ph49OzZ02juo8jISOh0OqSmpkr7jBkzxuhYkZGRiI+Pv2FbKioqoNPpjB5ERLYmSVqyw13ehlCr166Ni6xhCGhmIFq5ciVKSkrg4+ODsrIyjBw5Ep06dYKbmxveeuutZjVk06ZNKCwsxOOPP97g9i+//BJhYWFG8xxlZ2fXmwjS8NzQdXejfXQ6HcrKyhr8rOXLl0Or1UqP4ODgZp0TEVFLxjtEZEua1WWm1WoRExODPXv2ICkpCSUlJejbt2+9OzFN8eWXX2LcuHEICAiot62srAzr1q3D66+/3uzjN8WiRYuwYMEC6blOp2MoIiKbkqsrR7auHEoF0M1fI3dziMyuWYHIYNiwYRg2bNhtN+Ls2bOIjY3FTz/91OD2jRs3orS0FNOmTTN63c/PD/v37zd6LScnR9pm+K/htWv30Wg0cHJyavDz1Go11Gp1s86FiKg1MKxf1snHFS7q2/pTQdQiNPq7/N///nejD/rMM880qRHR0dHw8fGR1kS73pdffol77723XhF2eHg43nrrLeTm5sLHxwcAEBMTA41Gg27dukn7bNmyxeh9MTExCA8Pb1IbiYhsSaJh/qFAd3kbQmQhjQ5Eq1atMnp+6dIllJaWwt3dHUDtzNWGuYCaEoj0ej2io6Mxffp0qFT1m3Pq1Cns3r27XqgBgIiICHTr1g1Tp07FihUrkJ2djddeew3z5s2T7vDMnTsXH374IV5++WXMnDkTcXFx2LBhA37//fdGt5GIyNYk1w257x3M+iGyDY0uqs7IyJAeb731Fvr06YNjx44hPz8f+fn5OHbsGPr27Ytly5Y1qQGxsbHIzMzEzJkzG9z+1VdfISgoCBEREfW22dnZYfPmzbCzs0N4eDgee+wxTJs2DW+++aa0T/v27fH7778jJiYGvXv3xsqVK/HFF19wyD0R0Q0IIaQuM65wT7ZCIYQQTX1Tx44dsXHjRtxxxx1GryckJODhhx9GRkaGyRpoDXQ6HbRaLYqKiqDRsLiQiFq3i4VlGPJ2HFRKBVKWRsLRnot2U8vUlL/fzRp2n5WVVW95DKB25ujrC5iJiKhlMaxf1sXXjWGIbEazAtHo0aMxZ84cHDp0SHotISEBTz311G0NvSciIvlJK9xz/iGyIc0KRF999RX8/PzQv39/aYj6wIED4evriy+++MLUbSQiIgviCvdki5o1uYS3tze2bNmCEydO4Pjx4wCA0NBQdOnSxaSNIyIiyxJCSIGoN5fsIBtyW7NtdenShSGIiKgVOZdfhqKyKjjYKdHF103u5hBZTKMD0YIFC7Bs2TK4uLgYLWvRkH/961+33TAiIrK8pLr6oTB/NziomlVVQdQiNToQHT58WFrd/vDhwzfcT+7VaomIqPmSWT9ENqrRgWjnzp0Nfk1ERK1HYt0M1b24ZAfZmGbdDy0qKkJ+fn691/Pz86HT6W67UUREZHl6vUDKhdrf4b24ZAfZmGYFokmTJmH9+vX1Xt+wYQMmTZp0240iIiLLy7h8BSUV1XC0V6KTt6vczSGyqGYFon379uHOO++s9/qoUaOwb9++224UERFZnqF+qHuAFio7FlSTbWnWd3xFRUWDS3dUVVWhrKzsthtFRESWJ03IyAVdyQY1KxANHDgQn332Wb3XP/nkE/Tr1++2G0VERJbHJTvIljVrYsa///3vGDNmDBITEzF69GgAwI4dO3DgwAFs377dpA0kIiLzq67RXy2oZiAiG9SsO0RDhw5FfHw8goODsWHDBvz222/o1KkTkpKSMHz4cFO3kYiIzCz90hWUVdXAxcEOHbxYUE22p9lLd/Tp0wdr1641ZVuIiEgmSXXzD/UI1EKp5AS7ZHsaHYh0Oh00Go309c0Y9iMiopYh+UJtQTW7y8hWNToQeXh4ICsrCz4+PnB3d29wiQ4hBBQKBWpqakzaSCIiMi9phBlXuCcb1ehAFBcXB09PTwBcuoOIqDWpqtHjaFZdQTWH3JONanQgGjlyZINfExFRy5aWXYzKaj00jiq0a+Msd3OIZNGsourdu3ffdPuIESOa1RgiIrK8q/VDDZdDENmCZgWiUaNG1Xvt2h8i1hAREbUcV+uH2F1GtqtZ8xAVFBQYPXJzc7F161YMGDCAEzMSEbUw0gzVrB8iG9asO0Rabf0fmrFjx8LBwQELFixAQkLCbTeMiIjMr7yqBmnZxQB4h4hsm0mXM/b19UVaWpopD0lERGZ0PLsYVTUCni4OCHR3krs5RLJp1h2ipKQko+dCCGRlZeHtt99Gnz59TNEuIiKygOS6Gap7BWlZUE02rVmBqE+fPlAoFBBCGL0+ePBgfPXVVyZpGBERmZ+hoJr1Q2TrmhWIMjIyjJ4rlUp4e3vD0dHRJI0iIiLLMAy55wzVZOuaVEMUHx+PzZs3o127dtJj165dGDFiBNq2bYsnn3wSFRUV5morERGZUFllDU7k1BZUcw0zsnVNCkRvvvkmUlNTpefJycmYNWsWxowZg4ULF+K3337D8uXLTd5IktfFwjIcyixAjq4cer249RuIqEU4mlUEvQB83NTw1fAOP9m2JnWZHTlyBMuWLZOer1+/HoMGDcLnn38OAAgODsbixYuxZMkSkzaS5KHXC3yyOx0rt59ATV0QUikV8NM6IsDdCQF1//V3d0KguyP8tU4IcHeCxlHF4kyiFiDxHFe4JzJoUiAqKCiAr6+v9HzXrl0YN26c9HzAgAE4d+6c6VpHsrlUXIEFG47gz5N5AABvNzXyr1SiWi9wvqAM5wvKbvheFwe7BoNSgLsjArRO8NM6wtHezlKnQkQ3cO2SHUS2rkmByNfXFxkZGQgODkZlZSUOHTqEpUuXStuLi4thb29v8kaSZf158hKe/z4ReSUVcLRX4s17e2BC/yDoBZBbXI6LhWW4WFj736yiclwoLENWUe1r+VcqcaWyBidzS3Ayt+SGn+Hl6lAbmqS7TU51IcoRge5O8HZVQ6nkXSYic0qqG3LPCRmJmhiIxo8fj4ULF+Kdd97Bpk2b4OzsjOHDh0vbk5KS0LFjR5M3kiyjqkaPVTEn8PGudAgBhPq54cPJd6CTjxsAwE4B+Gud4K91Qr92DR+jrLJGCkcXi8pqQ1Pd1xfqvi6rqkFeSSXySiqlIb/Xs7dTwFfDrjkicykur8LpvCsAgJ4cck/UtEC0bNkyPPjggxg5ciRcXV3xzTffwMHBQdr+1VdfISIiwuSNJPM7X1CKZ9cfQcLZAgDAY4Pb4rWobk3u2nJysEMHb1d08HZtcLsQAoWlVXVhqRxZdUHpYmE5sgprA1ROcQWqapreNRfR3Q93dvVpUnuJbFXqRR2EAALdneDlqpa7OUSya1Ig8vLywu7du1FUVARXV1fY2Rn/sfzhhx/g6trwH0KyXltTsvDyxiToyqvh5qjCOw/1wvie/mb5LIVCAQ8XB3i4OKB7QMP/Kq2u0SO3uKIuLNV1zRXWfp1Vd9epoLSqXtfcT4cu4NDrY+Gibtb0WkQ2Reou490hIgAmXNwVADw9PW+rMWRZ5VU1eOv3Y/j2f2cBAH2C3fHBo3cg2NNZ1nap7JR1Rdg375q7tktuVewJZBWVY8+pPER297Nsg4laIGmG6mAGIiKgmYGIWr5TuSWYv+4Qjtetcj13ZEe8ENEF9nYmXe/XbJwc7NDR2xUd67rmjmbp8PXeM4g7lstARNQI0gizQHd5G0JkJRiIbIwQAhsTzuONX1JRVlWDNi4O+NcjfTCyi7fcTbsto8N8agNRWi70esERakQNqKiuwd5Tl7EtNRtnL5cCYJcZkQEDkQ0pqajG65tS8PPhCwCAoZ3aYNXEPvBpBTPUDmzvCRcHO1wqrkDqRR2HERPVKamoxh9pudiWmoOdx3NRUlEtbRvcwRNaZ06VQgQwENmMlAtFePq7w8jIuwI7pQILxnbB3JEdYddK7qSoVXYY3tkbW1OzseN4DgMR2bT8K5WIPZqDbanZ+PNUHiqr9dI2Hzc1Irr74u7u/hjUgXWfRAYMRK2cEAJf7z2D5VuOo7JGjwCtI/796B3oH9L6fhHeFeaDranZiDuei+fGdJG7OUQWdaGwDNtTs7EtNRv7M/Jx7bKDIW2cEdnDD5Hd/dAnyJ1dykQNYCBqxQquVOKljUmIPZYDAIjo5osVD/eCu7PDLd7ZMhnmIEo6X4RcXXmr6AokuplTucXYlpqDrSnZUpG0QfcADSK714agLr6unMSU6BYYiFqp/Rn5eHb9YWQVlcPBTolXo8IwLbxdq/6l6O2mRu8gLRLPF2FnWi4eGdBW7iYRmZQQAknni7C17k7Q6UtXpG0KBTCgnSciuvsisruf7NNnELU0DEStTI1eYPXOU1gVewJ6AXTwcsEHk++44SSIrc1dob5IPF+EuOMMRNQ6VNfosf9MPralZGP70RxkFZVL2+ztFBjayQuR3f0wJswX3m6ccZqouRiIWpEcXTmeW38E8acvAwAe7BuIZff1sKmZm0eH+WBV7An8eTIPFdU1UKuatvSILaus1uOZ7w6jpKIa998RiHE9/Gzqe8ealFfV4M+TediWmo0dx3JQUFolbXN2sMOdXX0Q0d0Xd4b6QOPIUWJEpsDfdq3EzrRcvLghEZevVMLZwQ7L7uuBh/oFyd0si+seoIGvRo0cXQX2nc7HiBY+v5Il/XnyEramZgMA9pzKwxu/pGB8T3883C8IA0M8WYhrZrryKuw8nottqdn4I+0SSitrpG0ezvYYE+aLu3v4YWgnryavMUhEt8ZA1MJVVuvxz+1p+Gz3aQBAmL8GH06+Q5rB2dYoFArcFeqD7/afQ9zxXAaiJtiaUhuGege7o6i0Emcul2JjwnlsTDiPYE8nPNQ3CA/1DWJtigldKq5ATN3w+L3peaiquTo0zF/rKBVFDwjxgKqFzCJP1FLJ+hMWEhIChUJR7zFv3jxpn/j4eNx1111wcXGBRqPBiBEjUFZ2dQX0/Px8TJkyBRqNBu7u7pg1axZKSkqMPicpKQnDhw+Ho6MjgoODsWLFCoudozllXi7FhE/jpTA0Pbwdfv6/ITYbhgwMo812HM+BEOIWexNQW6cSUzca8ZW7u2Lni6OwcW44Jg0IhqtahXP5ZXgv9iSGr9iJSZ/FY2PCeVy5ZoI/arxz+aX44s/TmPDJXgz8Ryz+38/J2HXiEqpqBDp6u2DenR3x6/yh2LvwLiy5tzvCO7ZhGCKyAFnvEB04cAA1NVdvC6ekpGDs2LGYMGECgNowdPfdd2PRokX44IMPoFKpkJiYCKXy6i+HKVOmICsrCzExMaiqqsKMGTPw5JNPYt26dQAAnU6HiIgIjBkzBp988gmSk5Mxc+ZMuLu748knn7TsCZvQ70lZWPhjEoorqqF1sseKh3txDa86Qzt5wUGlxLn8MpzKLUFnXze5m2T19mfko7C0Ch7O9hgY4gmFQoH+IZ7oH+KJxfd0x7bUbGxMOI+/0vPwv9P5+N/pfHapNZIQAmk5xdiWkoOtqdk4lqUz2t47SIuIujtBnXxs+x8zRHJSCCv6J/Rzzz2HzZs34+TJk1AoFBg8eDDGjh2LZcuWNbj/sWPH0K1bNxw4cAD9+/cHAGzduhXjx4/H+fPnERAQgI8//hivvvoqsrOz4eBQO//OwoULsWnTJhw/frxR7dLpdNBqtSgqKoJGozHNyTZTWWUN3tx8FN/tzwQA9G/ngfcfvQOB7k6ytsvaTP9qP3aduIRF40IxZ2RHuZtj9d74JQX/iT+Lif2DsOLh3jfc70JhGX4+VNuNdqZuLSwA7FK7jl4vcPhcIbanZmPrNeuGAYBSAQxq3waR3X0R0d0PAfzZJTKbpvz9tpoaosrKSqxZswYLFiyAQqFAbm4u9u3bhylTpmDIkCFIT09HaGgo3nrrLQwbNgxA7R0kd3d3KQwBwJgxY6BUKrFv3z488MADiI+Px4gRI6QwBACRkZF45513UFBQAA8Pj3ptqaioQEVFhfRcp9PV20cOJ3KKMX/dIZzIKYFCAfzfqI54fkwX3k5vwOgwH+w6cQk7jucyEN2CXi+wra6Y+u4eN7/LGOjuhPl3dca8Ozsh4WwBNiacx+akLKlL7b3YkxjcwRMP9wu2qVFqFdU1SLmgQ8LZfBw8U4CEswW4fKVS2u6gUmJEZy9E1A2P93RpnZOjErVkVvPbatOmTSgsLMTjjz8OADh9urYuZsmSJfjnP/+JPn364D//+Q9Gjx6NlJQUdO7cGdnZ2fDx8TE6jkqlgqenJ7Kza3/BZ2dno3379kb7+Pr6StsaCkTLly/H0qVLTX2KzSaEwPcHzmHJb6kor9LDy1WN9x7pg2GdveRumtWqrSNKRcLZAhSWVrba2blN4cj5QuToKuCqVmFop8Z9TzWlS21CvyAMaGVdagVXKpFwtgAHzxYg4Ww+Es8XGa0XBgBuahXuDPVBZHc/jOrqbTPhkKilspqf0C+//BLjxo1DQEAAAECvr/3lMmfOHMyYMQMAcMcdd2DHjh346quvsHz5crO1ZdGiRViwYIH0XKfTITg42GyfdzO68ir8v5+SsTkpCwAwvLMX/jWxDydgu4VgT2d08XXFiZwS7DpxCff1CZS7SVbLMLrsrlCfZs3b5ORgh/vvCMT9dwTW61IzjFJr6+mMh/oG4cG+gS2uS00IgTOXS3HgTD4SzhTg4Nl8pF8zQ7SBp4sD+rXzQP92Hugf4oEegVrOg0XUglhFIDp79ixiY2Px008/Sa/5+/sDALp162a0b1hYGDIza+tn/Pz8kJuba7S9uroa+fn58PPzk/bJyckx2sfw3LDP9dRqNdRq+QNH4rlCPP3dYWTml0KlVODFyK54cniHVvUvbXO6K9QXJ3JKEHc8l4HoBoQQUiC6VXdZY1zbpXbwbAE2HjyP35OzkJlfilWxJ7Aq9gTCO7TBw/2CMK6nH5wdrOJXkJFbdX8ZdPR2Qf92nugXUhuC2nu5tOqlcYhaO6v4bRQdHQ0fHx9ERUVJr4WEhCAgIABpaWlG+544cQLjxo0DAISHh6OwsBAJCQno168fACAuLg56vR6DBg2S9nn11VdRVVUFe/vaGV1jYmLQtWvXBrvLrIFeL/Dlngy8s/U4qvUCQR5O+Pejd6BvW+tsr7UaHeaDT3alY9eJS6iu0bPWqgHHsoqRmV8KtUqJkSacs0mhUGBAiCcGhHhi8b3dpC61vemXEX+69mE0Sq29p2xhojHdXw52SvQK0taFH0/0a+fBOiCiVkb2QKTX6xEdHY3p06dDpbraHIVCgZdeegmLFy9G79690adPH3zzzTc4fvw4Nm7cCKD2btHdd9+NJ554Ap988gmqqqowf/58TJo0Sep6mzx5MpYuXYpZs2bhlVdeQUpKCt5//32sWrVKlvO9lcslFXjxh0TsTLsEABjXww9vP9QLWidOz99UdwS7w93ZHoWlVTh8rhADQjzlbpLVMcxMPaKL+WpcnB1UeOCOIDxwRxDOF5Ti50MXsPHQeZy9XIofEs7jBwt2qRm6vw6eyZdC0Kncknr7sfuLyPbIHohiY2ORmZmJmTNn1tv23HPPoby8HM8//zzy8/PRu3dvxMTEoGPHq6OG1q5di/nz52P06NFQKpV46KGH8O9//1vartVqsX37dsybNw/9+vWDl5cX3njjDaucgyg+/TKe+/4wcnQVcFAp8cbfumHKoLa8Dd9MKjslRnXxxqYjF7HjWC4DUQO2GbrLLDSHVZCHM54e3Rnz77rapbY56aLZutSu7/46lFmAvJL63V8dvF1qw09dF1gHdn8R2RyrmofIWpl7HqLqGj3+HXcKH8SdhBC1tQkfTu6LMH955zxqDX5NvIhnvjuMLr6u2P78SLmbY1VOXyrBXSt3QaVU4OBrY2QbiVdaWX11lNqpy9LrLg52Te5SKyyt7f46cIbdX0TUQuchslVZRWV4dv0R7M/IBwBM7B+EJfd2t8pi05ZoZGdv2CkVOJFTgnP5pS1uhJM5bUutHVwQ3rGNrNMSXN+l9tOhC9iYcB6Z+fW71B7qF4ggj9r/h03p/urb1gMDQtj9RUQ3xr+6MjpyrhAzovejoLQKLg52+MeDPTkaysS0zvbo184D+zPysTMtF9PCQ+RuktXY2sjJGC0pyMMZz4zujKfv6oQDZwqwMeEcfk+qP0rNzVHF7i8iMikGIhm193KBs4MKgR5O+ODRvmjv5SJ3k1ql0aE+2J+Rjx3HGIgMLhaWIfFcIRQKYGw3X7mbU49CocDA9p4Y2N4TS+7tjq0pxqPUDNj9RUSmwkAkI62TPdbOHgR/d0fewjej0WE+WP7f44hPv4wrFdWcMRiQluro384DPm6OMrfm5pwdVHiwbxAe7FvbpfZ73SSl/drVdn852vNnh4huH/8yyCyEd4XMrqO3K9p6OiMzvxR/ncpDhIVGVFkzw2SMkS3sWgR5OHNtOiIyC85UR62eQqHAXaG1a97FHc+9xd6tX15JBQ6cqS3ib2mBiIjIXBiIyCZcG4hsfaaJ2KM50AugR6CGo+6IiOowEJFNGNTBE84OdsgtrkDqRZ3czZGVNLqMd4eIiCQMRGQT1Co7DO/sBQDYccx2u8105VX461QeAOsabk9EJDcGIrIZo0Nrh5fHHc+RuSXy2Xk8F1U1Ap18XNHJx03u5hARWQ0GIrIZo0JrV3NPPF+E3OJymVsjj/8ms7uMiKghDERkM3zcHNErSAsA+OP4JZlbY3lllTX440RtdyG7y4iIjDEQkU2x5eH3u05cQnmVHoHuTugewIWDiYiuxUBENsVQR/TnyUuoqK6RuTWWte2atcu4thcRkTEGIrIp3QM08HFT40plDfZn5MvdHIuprNYj9lhtMTm7y4iI6mMgIpuiVF6dtdqWht/Hn76M4vJqeLmq0beth9zNISKyOgxEZHPuNASi4zk2M2u1Ye2yiO6+sFOyu4yI6HoMRGRzhnXygoOdEufyy5B+qUTu5phdjV4g5mhtIBrH7jIiogYxEJHNcVGrMLhjGwC2Mdrs4Jl85JVUQuOowuAObeRuDhGRVWIgIps02obqiAxrl43p5gt7O/7IExE1hL8dySYZCqsPni1AUWmVzK0xHyEEtqVwdmoiolthICKbFOzpjM4+rqjRC+w62XpnrU6+UISLReVwsrfDiC7ecjeHiMhqMRCRzborrG7W6mOtd7FXw+iyO0O94WhvJ3NriIisFwMR2SzDrNV/nLiEGn3rG34vhJACUSS7y4iIboqBiGxW37bu0DrZo7C0CoczC+Rujsmdyi3B6bwrcLBTSjVTRETUMAYislkqOyVGda2tq9nRCoffG+4ODevsBTdHe5lbQ0Rk3RiIyKYZ7pzEtcLh94bh9hxdRkR0awxEZNNGdvGGUgGk5RTjXH6p3M0xmczLpUi9qINSUTv/EBER3RwDEdk0d2cH9G/nCQDYmdZ67hJtq7s7NKh9G3i6OMjcGiIi68dARDZPGn7fiuqIpO4yrl1GRNQoDERk8wzLeOxNv4zSymqZW3P7cnXlSDhbO2ouoju7y4iIGoOBiGxeJx9XBHs6obJaj79OXZa7Obdt29HaiSb7BLvDX+skc2uIiFoGBiKyeQqFAnd1NXSbtfxZqw1rl41jdxkRUaMxEBEBuCustmsp7nguhGi5s1YXllYi/nTtXS7OTk1E1HgMREQABrX3hLODHXJ0FUi9qJO7Oc0WeywXNXqBUD83hHi5yN0cIqIWg4GICICjvR2GdfIC0LJHm21NyQLA0WVERE3FQERUZ3Td8PuWuoxHSUU1dp/MA8BARETUVAxERHXurCusTjxXiEvFFTK3pun+SMtFZbUeIW2c0dXXTe7mEBG1KAxERHV8NI7oGagF0DJnrTYs5hrZww8KhULm1hARtSwMRETXMCz2urOFdZuVV9VIbR7Xw1/m1hARtTwMRETXMNQR7T5xCZXVeplb03h/ncrDlcoa+Gsd0avuLhcRETUeAxHRNXoEaOHtpsaVyhrsz8iXuzmNJnWXdfeDUsnuMiKipmIgIrqGUqnAnV29AQA7Wsis1dU1esQcq20rJ2MkImoeBiKi69wVWjtr9Y5jLWPW6n0Z+SgsrYKniwMGhHjI3RwiohaJgYjoOsM6e8HBTonM/FKkX7oid3NuydBdNjbMFyo7/kgTETUHf3sSXcdVrcKgDp4ArH+0mV4vsC21NhBxMkYiouZjICJqwOhQw6zV1l1HdPhcIXKLK+CmVmFIpzZyN4eIqMViICJqgKGO6MCZAhSVVcncmhsz3B26K8wHapWdzK0hImq5ZA1EISEhUCgU9R7z5s0DAIwaNaretrlz5xodIzMzE1FRUXB2doaPjw9eeuklVFdXG+3zxx9/oG/fvlCr1ejUqRO+/vprS50itVBt2zijk48ravQCu09ckrs5DRJCSPVDd3N0GRHRbVHJ+eEHDhxATU2N9DwlJQVjx47FhAkTpNeeeOIJvPnmm9JzZ2dn6euamhpERUXBz88Pe/fuRVZWFqZNmwZ7e3v84x//AABkZGQgKioKc+fOxdq1a7Fjxw7Mnj0b/v7+iIyMtMBZUks1OtQHp3JLEHc8F/f0DpC7OfUcyypGZn4p1ColRtZNFUBERM0jayDy9jb+Jf7222+jY8eOGDlypPSas7Mz/Pwa/tfv9u3bcfToUcTGxsLX1xd9+vTBsmXL8Morr2DJkiVwcHDAJ598gvbt22PlypUAgLCwMOzZswerVq1iIKKbuivUB5/uPo0/0nJRoxews7IJD7fWdZeN7OINZwdZf5SJiFo8q6khqqysxJo1azBz5kyjhSnXrl0LLy8v9OjRA4sWLUJpaam0LT4+Hj179oSvr6/0WmRkJHQ6HVJTU6V9xowZY/RZkZGRiI+Pv2FbKioqoNPpjB5ke/q184DGUYWC0iocOVcgd3Pq2ZqSBYCjy4iITMFqAtGmTZtQWFiIxx9/XHpt8uTJWLNmDXbu3IlFixbh22+/xWOPPSZtz87ONgpDAKTn2dnZN91Hp9OhrKyswbYsX74cWq1WegQHB5viFKmFUdkpMapr3WizY9Y1/D79UglO5JRApVRgdKjvrd9AREQ3ZTWB6Msvv8S4ceMQEHC1VuPJJ59EZGQkevbsiSlTpuA///kPfv75Z6Snp5u1LYsWLUJRUZH0OHfunFk/j6zXXXXD7+OsbD4iw+iy8I5toHW2l7k1REQtn1UEorNnzyI2NhazZ8++6X6DBg0CAJw6dQoA4Ofnh5wc43liDM8NdUc32kej0cDJyanBz1Gr1dBoNEYPsk0ju3hDqQCOZxfjfEHprd9gIdvqRpeN6+Evc0uIiFoHqwhE0dHR8PHxQVRU1E33O3LkCADA37/2j0B4eDiSk5ORm3v1X+8xMTHQaDTo1q2btM+OHTuMjhMTE4Pw8HATngG1Vh4uDujXrnZ9MGuZtfpCYRkSzxdBoQDGdmN3GRGRKcgeiPR6PaKjozF9+nSoVFdHyqSnp2PZsmVISEjAmTNn8Ouvv2LatGkYMWIEevXqBQCIiIhAt27dMHXqVCQmJmLbtm147bXXMG/ePKjVagDA3Llzcfr0abz88ss4fvw4Vq9ejQ0bNuD555+X5Xyp5TFM0mgt3Wbb67rLBrTzhLebWubWEBG1DrIHotjYWGRmZmLmzJlGrzs4OCA2NhYREREIDQ3FCy+8gIceegi//fabtI+dnR02b94MOzs7hIeH47HHHsO0adOM5i1q3749fv/9d8TExKB3795YuXIlvvjiCw65p0YbHVZbR/RX+mWUVlbfYm/zM0zGGMnRZUREJqMQQgi5G2HtdDodtFotioqKWE9kg4QQGPbOTlwoLMMX0/pjjIzdVHklFRj4Viz0Atjzyp0I8nC+9ZuIiGxUU/5+y36HiMjaKRQK6S7RDpm7zWKO5kAvgJ6BWoYhIiITYiAiagTD8Pudx3Mh501Vae0ydpcREZkUAxFRIwzu0AZO9nbI1pXjaJY8M5cXlVVhb3oeACCSi7kSEZkUAxFRIzja22FYZy8AQJxMs1bvPJ6LqhqBzj6u6OTjKksbiIhaKwYiokYaHSpvHRG7y4iIzIeBiKiR7qwLRInnC3GpuMKin11WWYM/TtQGMXaXERGZHgMRUSP5ahzRI1ADIYA/0ix7l2jXiUsor9IjyMMJ3QM49QMRkakxEBE1gWHW6p0WDkSGxVzv7u4HhUJh0c8mIrIFDERETWCoI9p9Ig+V1XqLfGZltR6xx2oXKGb9EBGReTAQETVBz0AtvFzVKKmoxoEz+Rb5zL3peSgur4a3mxp923pY5DOJiGwNAxFREyiVCtzZ1RsAsMNCw+8N3WWR3X2hVLK7jIjIHBiIiJro6jIeOWaftbpGL7A9ta67rLu/WT+LiMiWMRARNdGwzt6wt1Pg7OVSnM67YtbPOngmH5evVELrZI9BHTzN+llERLaMgYioiVzVKgzu0AZA7ezR5rS1rrtsTJgv7O3440pEZC78DUvUDIbFXs1ZRySEwDbOTk1EZBEMRETNYAhEB87ko6isyiyfkXyhCBeLyuHsYIfhdeuoERGReTAQETVDuzYu6Ojtgmq9wJ8nL5nlMwxrl93Z1QeO9nZm+QwiIqrFQETUTKPDametjjNDt5kQQgpEkewuIyIyOwYiomYydJv9ceISavSmHX5/MrcEp/OuwMFOKX0OERGZDwMRUTP1a+cBjaMK+VcqceRcoUmPbbg7NLyzF1zVKpMem4iI6mMgImomezslRnSpnbU67niOSY/N7jIiIstiICK6DdKs1SasI8q8XIqjWTrYKRUYU1enRERE5sVARHQbRnbxgVIBHM8uxoXCMpMc07B22aD2nvB0cTDJMYmI6OYYiIhug6eLg7QCfZyJZq02zE7NyRiJiCyHgYjoNt1V121mimU8cnXlSDhbAACI6MZARERkKQxERLdpdGhtnc9fp/JQVllzW8cydJf1besOP63jbbeNiIgah4GI6DZ18XVFoLsTKqr12Jued1vHYncZEZE8GIiIbpNCobi62OttdJsVXKnE/07nAwAiuzMQERFZEgMRkQlcW0ckRPNmrY49loMavUCYvwbt2riYsnlERHQLDEREJhDeoQ2c7O2QVVSOY1nFzTqGoX7obt4dIiKyOAYiIhNwtLfD0E5eAJo3a3VJRTV2n6ytP2L9EBGR5TEQEZnI7dQR/ZGWi8pqPdp7uaCLr6upm0ZERLfAQERkIoZAdORcIfJKKpr0Xmntsu5+UCgUJm8bERHdHAMRkYn4aR3RPUADIYA/0i41+n3lVTXSpI7j2F1GRCQLBiIiExpdd5eoKXVEe07m4UplDfy1jugVpDVX04iI6CYYiIhM6K661en/PJGHymp9o95jmIyR3WVERPJhICIyoV6BWni5OqC4ohoHz+Tfcv+qGj1ij9XeTeLoMiIi+TAQEZmQUqnAqK6NH222PyMfhaVVaOPigAEhnuZuHhER3QADEZGJXa0junUgMowuG9vNF3ZKdpcREcmFgYjIxIZ19oK9nQIZeVdw+lLJDffT64U0O3Uku8uIiGTFQERkYm6O9hjUvg2Am98lOnyuELnFFXBTqzCkYxtLNY+IiBrAQERkBnc1ottsa0oWAGB0mA/UKjuLtIuIiBrGQERkBoZAtD8jH7ryqnrbhRDScHuOLiMikh8DEZEZhHi5oIO3C6r1An+eyKu3/WiWDufyy+Bor8SILt4ytJCIiK7FQERkJqOlxV7rz1q9rW502cgu3nB2UFm0XUREVB8DEZGZ3BVaO2v1rrRLqNELo23sLiMisi4MRERm0j/EA26OKly+UonE84XS6+mXSnAipwQqpUIKTUREJC8GIiIzsbe7Wh8Ud+zqaDPD3ENDOnlB62QvS9uIiMiYrIEoJCQECoWi3mPevHlG+wkhMG7cOCgUCmzatMloW2ZmJqKiouDs7AwfHx+89NJLqK6uNtrnjz/+QN++faFWq9GpUyd8/fXXZj4zolpX64iuCUR19UPj2F1GRGQ1ZK3mPHDgAGpqaqTnKSkpGDt2LCZMmGC033vvvdfgKuA1NTWIioqCn58f9u7di6ysLEybNg329vb4xz/+AQDIyMhAVFQU5s6di7Vr12LHjh2YPXs2/P39ERkZad4TJJs3qqsPFArgWJYOFwvLIAAkni+CQlG7XAcREVkHWQORt7fxcOO3334bHTt2xMiRI6XXjhw5gpUrV+LgwYPw9/c32n/79u04evQoYmNj4evriz59+mDZsmV45ZVXsGTJEjg4OOCTTz5B+/btsXLlSgBAWFgY9uzZg1WrVjEQkdl5ujigb1sPJJwtQNzxXFRW6wEAA0I84eWqlrl1RERkYDU1RJWVlVizZg1mzpwp3Q0qLS3F5MmT8dFHH8HPr373Qnx8PHr27Alf36v/0o6MjIROp0Nqaqq0z5gxY4zeFxkZifj4+Bu2paKiAjqdzuhB1FyGSRp3Hs+9OrqsO7vLiIisidUEok2bNqGwsBCPP/649Nrzzz+PIUOG4L777mvwPdnZ2UZhCID0PDs7+6b76HQ6lJWVNXjc5cuXQ6vVSo/g4ODmnhaRFIj+PJWHg2fyAXAxVyIia2M1gejLL7/EuHHjEBAQAAD49ddfERcXh/fee8/ibVm0aBGKioqkx7lz5yzeBmo9Qv3cEKB1RGW1HnoB9ArSItDdSe5mERHRNawiEJ09exaxsbGYPXu29FpcXBzS09Ph7u4OlUoFlaq23Omhhx7CqFGjAAB+fn7IyTGeBdjw3NDFdqN9NBoNnJwa/qOkVquh0WiMHkTNpVAocFeYj/Q8kt1lRERWxyoCUXR0NHx8fBAVFSW9tnDhQiQlJeHIkSPSAwBWrVqF6OhoAEB4eDiSk5ORm3t1SHNMTAw0Gg26desm7bNjxw6jz4uJiUF4eLiZz4roqtHXTMDI2amJiKyP7Iso6fV6REdHY/r06dJdIKD2zk5DhdRt27ZF+/btAQARERHo1q0bpk6dihUrViA7OxuvvfYa5s2bB7W6dgTP3Llz8eGHH+Lll1/GzJkzERcXhw0bNuD333+3zAkSARjSqQ2GdmoDX40jOnq7yt0cIiK6juyBKDY2FpmZmZg5c2aT32tnZ4fNmzfjqaeeQnh4OFxcXDB9+nS8+eab0j7t27fH77//jueffx7vv/8+goKC8MUXX3DIPVmUWmWHtbMHy90MIiK6AYUQQtx6N9um0+mg1WpRVFTEeiIiIqIWoil/v62ihoiIiIhITgxEREREZPMYiIiIiMjmMRARERGRzWMgIiIiIpvHQEREREQ2j4GIiIiIbB4DEREREdk8BiIiIiKyeQxEREREZPMYiIiIiMjmMRARERGRzWMgIiIiIpunkrsBLYEQAkDtqrlERETUMhj+bhv+jt8MA1EjFBcXAwCCg4NlbgkRERE1VXFxMbRa7U33UYjGxCYbp9frcfHiRbi5uUGhUMjdHIvT6XQIDg7GuXPnoNFo5G5Oi8XraBq8jqbB62gavI6mYa7rKIRAcXExAgICoFTevEqId4gaQalUIigoSO5myE6j0fAH3gR4HU2D19E0eB1Ng9fRNMxxHW91Z8iARdVERERk8xiIiIiIyOYxENEtqdVqLF68GGq1Wu6mtGi8jqbB62gavI6mwetoGtZwHVlUTURERDaPd4iIiIjI5jEQERERkc1jICIiIiKbx0BERERENo+ByAYsX74cAwYMgJubG3x8fHD//fcjLS3NaJ/y8nLMmzcPbdq0gaurKx566CHk5OQY7ZOZmYmoqCg4OzvDx8cHL730Eqqrq6XtP/30E8aOHQtvb29oNBqEh4dj27ZtFjlHS7DUdbzWX3/9BZVKhT59+pjrtCzOktexoqICr776Ktq1awe1Wo2QkBB89dVXZj9HS7DkdVy7di169+4NZ2dn+Pv7Y+bMmbh8+bLZz9ESTHUdn3nmGfTr1w9qtfqGP69JSUkYPnw4HB0dERwcjBUrVpjrtCzOUtfxjz/+wH333Qd/f3+4uLigT58+WLt2rWlOQlCrFxkZKaKjo0VKSoo4cuSIGD9+vGjbtq0oKSmR9pk7d64IDg4WO3bsEAcPHhSDBw8WQ4YMkbZXV1eLHj16iDFjxojDhw+LLVu2CC8vL7Fo0SJpn2effVa88847Yv/+/eLEiRNi0aJFwt7eXhw6dMii52sulrqOBgUFBaJDhw4iIiJC9O7d2xKnaBGWvI733nuvGDRokIiJiREZGRli7969Ys+ePRY7V3Oy1HXcs2ePUCqV4v333xenT58Wf/75p+jevbt44IEHLHq+5mKK6yiEEE8//bT48MMPxdSpUxv8eS0qKhK+vr5iypQpIiUlRXz33XfCyclJfPrpp+Y+RYuw1HV86623xGuvvSb++usvcerUKfHee+8JpVIpfvvtt9s+BwYiG5SbmysAiF27dgkhhCgsLBT29vbihx9+kPY5duyYACDi4+OFEEJs2bJFKJVKkZ2dLe3z8ccfC41GIyoqKm74Wd26dRNLly4105nIy9zX8ZFHHhGvvfaaWLx4casKRNcz13X873//K7Rarbh8+bIFz0Y+5rqO7777rujQoYPRZ/373/8WgYGB5j4lWTTnOl7rRj+vq1evFh4eHkY/56+88oro2rWr6U/CCpjrOjZk/PjxYsaMGbfdZnaZ2aCioiIAgKenJwAgISEBVVVVGDNmjLRPaGgo2rZti/j4eABAfHw8evbsCV9fX2mfyMhI6HQ6pKamNvg5er0excXF0ue0Nua8jtHR0Th9+jQWL15siVORlbmu46+//or+/ftjxYoVCAwMRJcuXfDiiy+irKzMUqdmUea6juHh4Th37hy2bNkCIQRycnKwceNGjB8/3lKnZlHNuY6NER8fjxEjRsDBwUF6LTIyEmlpaSgoKDBR662Hua7jjT7LFH9nuLirjdHr9XjuuecwdOhQ9OjRAwCQnZ0NBwcHuLu7G+3r6+uL7OxsaZ9rf2kathu2NeSf//wnSkpKMHHiRBOfhfzMeR1PnjyJhQsX4s8//4RK1bp/RM15HU+fPo09e/bA0dERP//8M/Ly8vB///d/uHz5MqKjo818ZpZlzus4dOhQrF27Fo888gjKy8tRXV2Ne+65Bx999JGZz8rymnsdGyM7Oxvt27evdwzDNg8Pj9trvBUx53W83oYNG3DgwAF8+umnt9NkAAxENmfevHlISUnBnj17zPo569atw9KlS/HLL7/Ax8fHrJ8lB3Ndx5qaGkyePBlLly5Fly5dTHpsa2TO70e9Xg+FQoG1a9dKq13/61//wsMPP4zVq1fDycnJ5J8pF3Nex6NHj+LZZ5/FG2+8gcjISGRlZeGll17C3Llz8eWXX5r88+Rkqd+PrZ2lruPOnTsxY8YMfP755+jevfttH49dZjZk/vz52Lx5M3bu3ImgoCDpdT8/P1RWVqKwsNBo/5ycHPj5+Un7XD8awPDcsI/B+vXrMXv2bGzYsMHo9mhrYc7rWFxcjIMHD2L+/PlQqVRQqVR48803kZiYCJVKhbi4OPOenAWZ+/vR398fgYGBUhgCgLCwMAghcP78eXOckizMfR2XL1+OoUOH4qWXXkKvXr0QGRmJ1atX46uvvkJWVpYZz8yybuc6NkZTfoe2ZOa+jga7du3CPffcg1WrVmHatGm32+xat12FRFZPr9eLefPmiYCAAHHixIl62w3Fbhs3bpReO378eIPFlzk5OdI+n376qdBoNKK8vFx6bd26dcLR0VFs2rTJjGckD0tcx5qaGpGcnGz0eOqpp0TXrl1FcnKy0YiNlspS34+ffvqpcHJyEsXFxdI+mzZtEkqlUpSWlprr9CzGUtfxwQcfFBMnTjQ69t69ewUAceHCBXOcmkWZ4jpe61ZF1ZWVldJrixYtajVF1Za6jkIIsXPnTuHi4iI+/PBDk7VfCI4yswlPPfWU0Gq14o8//hBZWVnS49o/CnPnzhVt27YVcXFx4uDBgyI8PFyEh4dL2w3DcyMiIsSRI0fE1q1bhbe3t9Hw3LVr1wqVSiU++ugjo88pLCy06Pmai6Wu4/Va2ygzS13H4uJiERQUJB5++GGRmpoqdu3aJTp37ixmz55t0fM1F0tdx+joaKFSqcTq1atFenq62LNnj+jfv78YOHCgRc/XXExxHYUQ4uTJk+Lw4cNizpw5okuXLuLw4cPi8OHD0qiywsJC4evrK6ZOnSpSUlLE+vXrhbOzc6sZdm+p6xgXFyecnZ3FokWLjD7HFKNJGYhsAIAGH9HR0dI+ZWVl4v/+7/+Eh4eHcHZ2Fg888IDIysoyOs6ZM2fEuHHjhJOTk/Dy8hIvvPCCqKqqkraPHDmywc+ZPn26hc7UvCx1Ha/X2gKRJa/jsWPHxJgxY4STk5MICgoSCxYsaBV3h4Sw7HX897//Lbp16yacnJyEv7+/mDJlijh//rwlTtPsTHUdb/T7LyMjQ9onMTFRDBs2TKjVahEYGCjefvttC52l+VnqOk6fPr3B7SNHjrztc1DUnQgRERGRzWJRNREREdk8BiIiIiKyeQxEREREZPMYiIiIiMjmMRARERGRzWMgIiIiIpvHQEREREQ2j4GIiIiIbB4DERG1WEIIjBkzBpGRkfW2rV69Gu7u7q1qIVciMh8GIiJqsRQKBaKjo7Fv3z58+umn0usZGRl4+eWX8cEHHxituG0KVVVVJj0eEVkHBiIiatGCg4Px/vvv48UXX0RGRgaEEJg1axYiIiJwxx13YNy4cXB1dYWvry+mTp2KvLw86b1bt27FsGHD4O7ujjZt2uBvf/sb0tPTpe1nzpyBQqHA999/j5EjR8LR0RFr167F2bNncc8998DDwwMuLi7o3r07tmzZIsfpE5GJcC0zImoV7r//fhQVFeHBBx/EsmXLkJqaiu7du2P27NmYNm0aysrK8Morr6C6uhpxcXEAgB9//BEKhQK9evVCSUkJ3njjDZw5cwZHjhyBUqnEmTNn0L59e4SEhGDlypW444474OjoiCeeeAKVlZVYuXIlXFxccPToUWg0GowYMULmq0BEzcVAREStQm5uLrp37478/Hz8+OOPSElJwZ9//olt27ZJ+5w/fx7BwcFIS0tDly5d6h0jLy8P3t7eSE5ORo8ePaRA9N577+HZZ5+V9uvVqxceeughLF682CLnRkTmxy4zImoVfHx8MGfOHISFheH+++9HYmIidu7cCVdXV+kRGhoKAFK32MmTJ/Hoo4+iQ4cO0Gg0CAkJAQBkZmYaHbt///5Gz5955hn8/e9/x9ChQ7F48WIkJSWZ/wSJyKwYiIio1VCpVFCpVACAkpIS3HPPPThy5IjR4+TJk1LX1j333IP8/Hx8/vnn2LdvH/bt2wcAqKysNDqui4uL0fPZs2fj9OnTmDp1KpKTk9G/f3988MEHFjhDIjIXldwNICIyh759++LHH39ESEiIFJKudfnyZaSlpeHzzz/H8OHDAQB79uxp9PGDg4Mxd+5czJ07F4sWLcLnn3+Op59+2mTtJyLL4h0iImqV5s2bh/z8fDz66KM4cOAA0tPTsW3bNsyYMQM1NTXw8PBAmzZt8Nlnn+HUqVOIi4vDggULGnXs5557Dtu2bUNGRgYOHTqEnTt3IiwszMxnRETmxEBERK1SQEAA/vrrL9TU1CAiIgI9e/bEc889B3d3dyiVSiiVSqxfvx4JCQno0aMHnn/+ebz77ruNOnZNTQ3mzZuHsLAw3H333ejSpQtWr15t5jMiInPiKDMiIiKyebxDRERERDaPgYiIiIhsHgMRERER2TwGIiIiIrJ5DERERERk8xiIiIiIyOYxEBEREZHNYyAiIiIim8dARERERDaPgYiIiIhsHgMRERER2TwGIiIiIrJ5/x/0GzLkTKzdUwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a line chart showing the number of Suicides according to the years.\n",
    "plt.plot(years)\n",
    "plt.xlabel('Years')\n",
    "plt.ylabel('Suicides')\n",
    "plt.title('Suicides by Years')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}