Sugarcane Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "60d28acc",
   "metadata": {},
   "source": [
    "# Sugarcane Production Project"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "961868a1",
   "metadata": {},
   "source": [
    "## Loading the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a40c5cfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "505151d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Sugarcane.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ae9fcd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 7)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bf9b10fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Country</th>\n",
       "      <th>Continent</th>\n",
       "      <th>Production (Tons)</th>\n",
       "      <th>Production per Person (Kg)</th>\n",
       "      <th>Acreage (Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768.678.382</td>\n",
       "      <td>3.668,531</td>\n",
       "      <td>10.226.205</td>\n",
       "      <td>75.167,5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348.448.000</td>\n",
       "      <td>260721</td>\n",
       "      <td>4.950.000</td>\n",
       "      <td>70.393,5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123.059.739</td>\n",
       "      <td>88287</td>\n",
       "      <td>1.675.215</td>\n",
       "      <td>73.459,1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87.468.496</td>\n",
       "      <td>1.264,303</td>\n",
       "      <td>1.336.575</td>\n",
       "      <td>65.442,2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65.450.704</td>\n",
       "      <td>324219</td>\n",
       "      <td>1.130.820</td>\n",
       "      <td>57.879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0   Country      Continent Production (Tons)  \\\n",
       "0           0    Brazil  South America       768.678.382   \n",
       "1           1     India           Asia       348.448.000   \n",
       "2           2     China           Asia       123.059.739   \n",
       "3           3  Thailand           Asia        87.468.496   \n",
       "4           4  Pakistan           Asia        65.450.704   \n",
       "\n",
       "  Production per Person (Kg) Acreage (Hectare) Yield (Kg / Hectare)  \n",
       "0                  3.668,531        10.226.205             75.167,5  \n",
       "1                     260721         4.950.000             70.393,5  \n",
       "2                      88287         1.675.215             73.459,1  \n",
       "3                  1.264,303         1.336.575             65.442,2  \n",
       "4                     324219         1.130.820               57.879  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab0587b1",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2ad45b3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1067177181.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Production (Tons)\"] = df[\"Production (Tons)\"].str.replace(\".\",\"\")\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1067177181.py:2: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Production per Person (Kg)\"] = df[\"Production per Person (Kg)\"].str.replace(\".\",\"\").str.replace(\",\",\".\")\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1067177181.py:3: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Acreage (Hectare)\"] = df[\"Acreage (Hectare)\"].str.replace(\".\",\"\")\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1067177181.py:4: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Yield (Kg / Hectare)\"]= df[\"Yield (Kg / Hectare)\"].str.replace(\".\",\"\").str.replace(\",\",\".\")\n"
     ]
    }
   ],
   "source": [
    "df[\"Production (Tons)\"] = df[\"Production (Tons)\"].str.replace(\".\",\"\")\n",
    "df[\"Production per Person (Kg)\"] = df[\"Production per Person (Kg)\"].str.replace(\".\",\"\").str.replace(\",\",\".\")\n",
    "df[\"Acreage (Hectare)\"] = df[\"Acreage (Hectare)\"].str.replace(\".\",\"\")\n",
    "df[\"Yield (Kg / Hectare)\"]= df[\"Yield (Kg / Hectare)\"].str.replace(\".\",\"\").str.replace(\",\",\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f5b6525c",
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   "outputs": [
    {
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       "      <td>3668.531</td>\n",
       "      <td>10226205</td>\n",
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       "      <td>348448000</td>\n",
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       "      <th>2</th>\n",
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       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123059739</td>\n",
       "      <td>88287</td>\n",
       "      <td>1675215</td>\n",
       "      <td>73459.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87468496</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575</td>\n",
       "      <td>65442.2</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704</td>\n",
       "      <td>324219</td>\n",
       "      <td>1130820</td>\n",
       "      <td>57879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   Unnamed: 0   Country      Continent Production (Tons)  \\\n",
       "0           0    Brazil  South America         768678382   \n",
       "1           1     India           Asia         348448000   \n",
       "2           2     China           Asia         123059739   \n",
       "3           3  Thailand           Asia          87468496   \n",
       "4           4  Pakistan           Asia          65450704   \n",
       "\n",
       "  Production per Person (Kg) Acreage (Hectare) Yield (Kg / Hectare)  \n",
       "0                   3668.531          10226205              75167.5  \n",
       "1                     260721           4950000              70393.5  \n",
       "2                      88287           1675215              73459.1  \n",
       "3                   1264.303           1336575              65442.2  \n",
       "4                     324219           1130820                57879  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
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   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aeebabdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(\"Unnamed: 0\", axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "861f05bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns = {\"Production (Tons)\" : \"Production(Tons)\"}, inplace = True )\n",
    "df.rename(columns = {\"Production per Person (Kg)\" : \"Production_per_Person(Kg)\"}, inplace = True )\n",
    "df.rename(columns = {\"Acreage (Hectare)\" : \"Acreage(Hectare)\"}, inplace = True )\n",
    "df.rename(columns = {\"Yield (Kg / Hectare\" : \"Yield(Kg/Hectare\"}, inplace = True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c9a94ca7",
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   "outputs": [
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       "      <td>768678382</td>\n",
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       "      <td>10226205</td>\n",
       "      <td>75167.5</td>\n",
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       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348448000</td>\n",
       "      <td>260721</td>\n",
       "      <td>4950000</td>\n",
       "      <td>70393.5</td>\n",
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       "      <th>2</th>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123059739</td>\n",
       "      <td>88287</td>\n",
       "      <td>1675215</td>\n",
       "      <td>73459.1</td>\n",
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       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87468496</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575</td>\n",
       "      <td>65442.2</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704</td>\n",
       "      <td>324219</td>\n",
       "      <td>1130820</td>\n",
       "      <td>57879</td>\n",
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      "text/plain": [
       "    Country      Continent Production(Tons) Production_per_Person(Kg)  \\\n",
       "0    Brazil  South America        768678382                  3668.531   \n",
       "1     India           Asia        348448000                    260721   \n",
       "2     China           Asia        123059739                     88287   \n",
       "3  Thailand           Asia         87468496                  1264.303   \n",
       "4  Pakistan           Asia         65450704                    324219   \n",
       "\n",
       "  Acreage(Hectare) Yield (Kg / Hectare)  \n",
       "0         10226205              75167.5  \n",
       "1          4950000              70393.5  \n",
       "2          1675215              73459.1  \n",
       "3          1336575              65442.2  \n",
       "4          1130820                57879  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "77404f46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                      0\n",
       "Continent                    0\n",
       "Production(Tons)             0\n",
       "Production_per_Person(Kg)    0\n",
       "Acreage(Hectare)             1\n",
       "Yield (Kg / Hectare)         1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4d67c9ff",
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       "      <th>99</th>\n",
       "      <td>Djibouti</td>\n",
       "      <td>Africa</td>\n",
       "      <td>53</td>\n",
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      "text/plain": [
       "     Country Continent Production(Tons) Production_per_Person(Kg)  \\\n",
       "99  Djibouti    Africa               53                        51   \n",
       "\n",
       "   Acreage(Hectare) Yield (Kg / Hectare)  \n",
       "99              NaN                  NaN  "
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   "source": [
    "df = df.dropna().reset_index().drop(\"index\", axis = 1)"
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   "execution_count": 19,
   "id": "7b2c9dc4",
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       "      <td>China</td>\n",
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       "      <td>123059739</td>\n",
       "      <td>88287</td>\n",
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       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
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       "      <td>87468496</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575</td>\n",
       "      <td>65442.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704</td>\n",
       "      <td>324219</td>\n",
       "      <td>1130820</td>\n",
       "      <td>57879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Europe</td>\n",
       "      <td>394</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>43596.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>Asia</td>\n",
       "      <td>97</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>28386.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>Asia</td>\n",
       "      <td>50</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Samoa</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>11949.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Syria</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>83034.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country      Continent Production(Tons) Production_per_Person(Kg)  \\\n",
       "0       Brazil  South America        768678382                  3668.531   \n",
       "1        India           Asia        348448000                    260721   \n",
       "2        China           Asia        123059739                     88287   \n",
       "3     Thailand           Asia         87468496                  1264.303   \n",
       "4     Pakistan           Asia         65450704                    324219   \n",
       "..         ...            ...              ...                       ...   \n",
       "97       Spain         Europe              394                         8   \n",
       "98     Lebanon           Asia               97                        16   \n",
       "99   Singapore           Asia               50                         9   \n",
       "100      Samoa        Oceania               12                         6   \n",
       "101      Syria           Asia                1                         0   \n",
       "\n",
       "    Acreage(Hectare) Yield (Kg / Hectare)  \n",
       "0           10226205              75167.5  \n",
       "1            4950000              70393.5  \n",
       "2            1675215              73459.1  \n",
       "3            1336575              65442.2  \n",
       "4            1130820                57879  \n",
       "..               ...                  ...  \n",
       "97                 9              43596.5  \n",
       "98                 3              28386.4  \n",
       "99                 2                   25  \n",
       "100                1              11949.8  \n",
       "101                0              83034.2  \n",
       "\n",
       "[102 rows x 6 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "937fee3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                      102\n",
       "Continent                      6\n",
       "Production(Tons)             102\n",
       "Production_per_Person(Kg)    101\n",
       "Acreage(Hectare)             101\n",
       "Yield (Kg / Hectare)         102\n",
       "dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a9cb4d33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                      object\n",
       "Continent                    object\n",
       "Production(Tons)             object\n",
       "Production_per_Person(Kg)    object\n",
       "Acreage(Hectare)             object\n",
       "Yield (Kg / Hectare)         object\n",
       "dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "146298df",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Production(Tons)\"] = df[\"Production(Tons)\"].astype(float)\n",
    "df[\"Production_per_Person(Kg)\"] = df[\"Production_per_Person(Kg)\"].astype(float)\n",
    "df[\"Acreage(Hectare)\"] = df[\"Acreage(Hectare)\"].astype(float)\n",
    "df[\"Yield (Kg / Hectare)\"] = df[\"Yield (Kg / Hectare)\"].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1f890dde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                       object\n",
       "Continent                     object\n",
       "Production(Tons)             float64\n",
       "Production_per_Person(Kg)    float64\n",
       "Acreage(Hectare)             float64\n",
       "Yield (Kg / Hectare)         float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fccea5b",
   "metadata": {},
   "source": [
    "# Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3f0ace5e",
   "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>Country</th>\n",
       "      <th>Continent</th>\n",
       "      <th>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382.0</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205.0</td>\n",
       "      <td>75167.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348448000.0</td>\n",
       "      <td>260721.000</td>\n",
       "      <td>4950000.0</td>\n",
       "      <td>70393.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123059739.0</td>\n",
       "      <td>88287.000</td>\n",
       "      <td>1675215.0</td>\n",
       "      <td>73459.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87468496.0</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575.0</td>\n",
       "      <td>65442.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704.0</td>\n",
       "      <td>324219.000</td>\n",
       "      <td>1130820.0</td>\n",
       "      <td>57879.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country      Continent  Production(Tons)  Production_per_Person(Kg)  \\\n",
       "0    Brazil  South America       768678382.0                   3668.531   \n",
       "1     India           Asia       348448000.0                 260721.000   \n",
       "2     China           Asia       123059739.0                  88287.000   \n",
       "3  Thailand           Asia        87468496.0                   1264.303   \n",
       "4  Pakistan           Asia        65450704.0                 324219.000   \n",
       "\n",
       "   Acreage(Hectare)  Yield (Kg / Hectare)  \n",
       "0        10226205.0               75167.5  \n",
       "1         4950000.0               70393.5  \n",
       "2         1675215.0               73459.1  \n",
       "3         1336575.0               65442.2  \n",
       "4         1130820.0               57879.0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcb063d9",
   "metadata": {},
   "source": [
    "#### How many countries produce sugarcane from eah continent?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a7a6ef7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Africa           38\n",
       "Asia             25\n",
       "North America    22\n",
       "South America    11\n",
       "Oceania           4\n",
       "Europe            2\n",
       "Name: Continent, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Continent\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cb229bc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAowpcPjZs2KDOnTurQoUKcrlcWrx4sdf6vn37yuVyeS2NGzf2VV4AAOBwBS4fmZmZuuuuuzR58uRrbtOhQwedOnXKsyxfvvyWQgIAAP9RpKDfEB8fr/j4+F/cxu12KzIy8qZDAQAA/1Uocz7WrVuniIgI1ahRQ/369VNqauo1t83KylJGRobXAgAA/JfPy0d8fLw++OADrV27Vm+88YZ27Nih1q1bKysrK9/tx44dq7CwMM8SHR3t60gAAOA2UuCPXa6nZ8+enq9jY2PVoEEDVapUScuWLVP37t3zbD98+HANGTLE8zgjI4MCAgCAH/N5+fi5qKgoVapUSYcPH853vdvtltvtLuwYAADgNlHo1/k4c+aMkpOTFRUVVdgvBQAAHKDARz4uXLigI0eOeB4nJSVp9+7dCg8PV3h4uBISEtSjRw9FRUXp+PHjevHFF1W2bFl169bNp8EBAIAzFbh87Ny5U61atfI8vjpfo0+fPpoyZYoSExM1e/ZsnTt3TlFRUWrVqpXmz5+vkJAQ36UGAACOVeDy0bJlS1mWdc31K1euvKVAAADAv3FvFwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYVcTuAABwq+4ctszuCNd1fFwnuyMAtw2OfAAAAKMoHwAAwCjKBwAAMIryAQAAjCpw+diwYYM6d+6sChUqyOVyafHixV7rLctSQkKCKlSooKCgILVs2VL79+/3VV4AAOBwBS4fmZmZuuuuuzR58uR8148fP14TJkzQ5MmTtWPHDkVGRqpdu3Y6f/78LYcFAADOV+BTbePj4xUfH5/vOsuyNGnSJI0YMULdu3eXJM2aNUvly5fXnDlz9OSTT95aWgAA4Hg+nfORlJSklJQUtW/f3jPmdrvVokULbdmyxZcvBQAAHMqnFxlLSUmRJJUvX95rvHz58vr666/z/Z6srCxlZWV5HmdkZPgyEgAAuM0UytkuLpfL67FlWXnGrho7dqzCwsI8S3R0dGFEAgAAtwmflo/IyEhJ/zsCclVqamqeoyFXDR8+XOnp6Z4lOTnZl5EAAMBtxqflo3LlyoqMjNTq1as9Y9nZ2Vq/fr2aNm2a7/e43W6FhoZ6LQAAwH8VeM7HhQsXdOTIEc/jpKQk7d69W+Hh4brjjjs0ePBgjRkzRtWrV1f16tU1ZswYlShRQg899JBPgwMAAGcqcPnYuXOnWrVq5Xk8ZMgQSVKfPn00c+ZMDR06VBcvXtTTTz+ts2fPqlGjRlq1apVCQkJ8lxoAADhWgctHy5YtZVnWNde7XC4lJCQoISHhVnIBAAA/xb1dAACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARlE+AACAUZQPAABgFOUDAAAYRfkAAABGUT4AAIBRlA8AAGAU5QMAABhF+QAAAEZRPgAAgFGUDwAAYBTlAwAAGEX5AAAARvm8fCQkJMjlcnktkZGRvn4ZAADgUEUK40lr166tTz75xPM4MDCwMF4GAAA4UKGUjyJFinC0AwAA5KtQ5nwcPnxYFSpUUOXKlfXggw/q2LFj19w2KytLGRkZXgsAAPBfPi8fjRo10uzZs7Vy5Uq99957SklJUdOmTXXmzJl8tx87dqzCwsI8S3R0tK8jAQCA24jPy0d8fLx69OihuLg4tW3bVsuWLZMkzZo1K9/thw8frvT0dM+SnJzs60gAAOA2UihzPn6qZMmSiouL0+HDh/Nd73a75Xa7CzsGAAC4TRT6dT6ysrJ08OBBRUVFFfZLAQAAB/B5+Xj++ee1fv16JSUladu2bfr973+vjIwM9enTx9cvBQAAHMjnH7t888036tWrl77//nuVK1dOjRs31tatW1WpUiVfvxQAAHAgn5ePefPm+fopAQCAH+HeLgAAwCjKBwAAMKrQT7UFADjHncOW2R3huo6P62R3BNwijnwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMoHwAAwKgidgcAAMDf3Dlsmd0RbsjxcZ1seV2OfAAAAKMoHwAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADCK8gEAAIyifAAAAKMKrXy8/fbbqly5sooXL6769etr48aNhfVSAADAQQqlfMyfP1+DBw/WiBEj9MUXX6hZs2aKj4/XiRMnCuPlAACAgxRK+ZgwYYIef/xxPfHEE6pVq5YmTZqk6OhoTZkypTBeDgAAOEgRXz9hdna2du3apWHDhnmNt2/fXlu2bMmzfVZWlrKysjyP09PTJUkZGRk+zZWb9YNPn68w+PrfXFjYl77hhP0osS99xQn7UWJf+ooT9qPk23159bksy7r+xpaPnTx50pJkbd682Wt89OjRVo0aNfJsP2rUKEsSCwsLCwsLix8sycnJ1+0KPj/ycZXL5fJ6bFlWnjFJGj58uIYMGeJ5nJubq7S0NJUpUybf7W8XGRkZio6OVnJyskJDQ+2O41jsR99hX/oO+9I32I++44R9aVmWzp8/rwoVKlx3W5+Xj7JlyyowMFApKSle46mpqSpfvnye7d1ut9xut9dYqVKlfB2r0ISGht62PwhOwn70Hfal77AvfYP96Du3+74MCwu7oe18PuG0WLFiql+/vlavXu01vnr1ajVt2tTXLwcAABymUD52GTJkiB555BE1aNBATZo00bvvvqsTJ06of//+hfFyAADAQQqlfPTs2VNnzpzRyy+/rFOnTik2NlbLly9XpUqVCuPlbOF2uzVq1Kg8HxmhYNiPvsO+9B32pW+wH33H3/aly7Ju5JwYAAAA3+DeLgAAwCjKBwAAMIryAQAAjKJ8AAAAoygfAADAqEK7vDoAMw4cOKATJ04oOzvba/yBBx6wKZEz7dixQ//+97/z3ZcLFy60KRXgnygfBfDNN99oyZIl+b45TZgwwaZUzvSf//xHCxYsyHdffv755zalcpZjx46pW7duSkxMlMvl8txJ8uo9kXJycuyM5yjz5s3To48+qvbt22v16tVq3769Dh8+rJSUFHXr1s3ueI7De6XvZWdnKykpSVWrVlWRIn7wq9sXd7L9Nfjkk0+sEiVKWLVr17aKFCli1a1b1ypVqpQVFhZmtWrVyu54jvLmm29awcHB1oABA6xixYpZTz75pNW2bVsrLCzMevHFF+2O5xj333+/1aVLFys1NdUKDg62Dhw4YG3cuNH63e9+Z23YsMHueI4SFxdnTZ482bIsywoODraOHj1q5ebmWv369bP++te/2pzOWXiv9K3MzEzrscceswIDA63AwEDr6NGjlmVZ1rPPPmuNHTvW5nQ3j/Jxgxo2bGiNHDnSsqz/vTmdP3/eeuCBB6y3337b5nTOUrNmTWvOnDmWZf1vX1qWZY0cOdIaMGCAndEcpUyZMtaePXssy7Ks0NBQ69ChQ5ZlWdaaNWusunXr2hnNcUqUKGElJSVZlvXjft27d69lWZZ14MABKzIy0sZkzsN7pW8NHDjQql+/vrVx40arZMmSnvfLjz76yNH/nTPh9AYdPHhQffr0kSQVKVJEFy9eVHBwsF5++WW99tprNqdzlhMnTnhuMhgUFKTz589Lkh555BHNnTvXzmiOkpOTo+DgYEk/3k3622+/lSRVqlRJX375pZ3RHCc8PNzzc/ib3/xG+/btkySdO3dOP/zwg53RHIf3St9avHixJk+erHvvvdfzkaokxcTE6OjRozYmuzWUjxtUsmRJZWVlSZIqVKjg9X/6999/b1csR4qMjNSZM2ck/fiLcuvWrZKkpKQkz7wFXF9sbKz27t0rSWrUqJHGjx+vzZs36+WXX1aVKlVsTucszZo189yJ+49//KMGDRqkfv36qVevXmrTpo3N6ZyF90rfOn36tCIiIvKMZ2ZmepURp/GDWStmNG7cWJs3b1ZMTIw6deqkv/zlL0pMTNTChQvVuHFju+M5SuvWrbV06VLdfffdevzxx/Xcc8/pP//5j3bu3Knu3bvbHc8xXnrpJWVmZkqSXn31Vd1///1q1qyZypQpo/nz59uczlkmT56sS5cuSZKGDx+uokWLatOmTerevbtGjhxpczpn4b3Stxo2bKhly5bp2WeflfS/CeXvvfeemjRpYme0W8KN5W7QsWPHdOHCBdWpU0c//PCDnn/+eW3atEnVqlXTxIkT/eqOvYUtNzdXubm5nhnbCxYs8OzL/v37q1ixYjYndK60tDSVLl3a0X8Rwdl4r/StLVu2qEOHDurdu7dmzpypJ598Uvv379dnn32m9evXq379+nZHvCmUD8Ch0tPTlZOTo/DwcK/xtLQ0FSlSRKGhoTYlc57ly5crMDBQ9913n9f4qlWrlJOTo/j4eJuSAVJiYqJef/117dq1S7m5ubr77rv1wgsvKC4uzu5oN43ycYN27Nih3NxcNWrUyGt827ZtCgwMVIMGDWxK5gx79+5VbGysAgICPPMUrqVOnTqGUjlbfHy8OnfurKefftpr/J133tGSJUu0fPlym5I5T506dTRu3Dh17NjRa3zFihV64YUXtGfPHpuSAf6J8nGDfve732no0KH6/e9/7zW+cOFCvfbaa9q2bZtNyZwhICBAKSkpioiIUEBAgNdFsX7K5XJxcawbFB4ers2bN6tWrVpe44cOHdI999zjmdSL6wsKCtLBgwd15513eo0fP35ctWvX9sytQf7Cw8P11VdfqWzZstf92C8tLc1gMv+Qk5OjRYsW6eDBg3K5XKpVq5a6dOni6IuNOTe5YQcOHNDdd9+dZ7xevXo6cOCADYmcJSkpSeXKlfN8jVuXlZWlK1eu5Bm/fPmyLl68aEMi5woLC9OxY8fylI8jR46oZMmS9oRykIkTJyokJESSNGnSJHvD+Jl9+/apS5cuSklJUc2aNSVJX331lcqVK6clS5Y49qMXjnzcoDJlyujjjz/OM7t4y5Yt6tSpk86ePWtTMvxatWzZUnFxcXrrrbe8xgcMGKC9e/dq48aNNiVznj//+c/aunWrFi1apKpVq0r6sXj06NFDDRs21NSpU21OiF+rxo0bKyIiQrNmzVLp0qUlSWfPnlXfvn2Vmpqqzz77zOaEN4fycYMefPBBpaSk6KOPPlJYWJikHy9A1LVrV0VERGjBggU2J3SOWbNmqWzZsurUqZMkaejQoXr33XcVExOjuXPnMhv+Bm3evFlt27ZVw4YNPdeiWLNmjXbs2KFVq1apWbNmNid0jvT0dHXo0EE7d+5UxYoVJf14f5JmzZpp4cKFKlWqlL0BHSY3N1dHjhxRamqqcnNzvdY1b97cplTOFBQUpJ07d6p27dpe4/v27VPDhg0de5ST8nGDTp48qebNm+vMmTOqV6+eJGn37t0qX768Vq9erejoaJsTOkfNmjU1ZcoUtW7dWp999pnatGmjSZMm6eOPP1aRIkW4g2gB7N69W3//+9+1e/duBQUFqU6dOho+fLiqV69udzTHsSxLq1ev1p49ezz7kl+UBbd161Y99NBD+vrrr/PM62JOV8HVrVtXEyZMUOvWrb3G165dq0GDBikxMdGmZLeG8lEAmZmZ+uCDD7zenHr16qWiRYvaHc1RSpQooUOHDumOO+7QCy+8oFOnTmn27Nnav3+/WrZsqdOnT9sdEcBNqlu3rmrUqKG//e1vioqKyjP59OqRY9yY5cuXa+jQoUpISPBcpG3r1q16+eWXNW7cON17772ebZ10ej3lA8ZFRERo5cqVqlevnurVq6fnnntOjz76qI4ePaq77rpLFy5csDvibSsjI8PzBpORkfGL2zrpjcgO//jHP/TnP/9ZxYsX1z/+8Y9f3HbgwIGGUjlfyZIltWfPHlWrVs3uKH4hIOB/d0G5WuSu/tr+6WOnHVXibJdfsGTJEsXHx6to0aJasmTJL277wAMPGErlfO3atdMTTzyhevXq6auvvvLM/di/fz/zPa6jdOnSOnXqlCIiIlSqVKl8T2l04huRHSZOnKjevXurePHimjhx4jW3c7lclI8CaNSokY4cOUL58JFPP/3U7giFgiMfv+Dn16a4Ft7oC+bcuXN66aWXlJycrKeeekodOnSQJI0aNUpFixbVSy+9ZHPC29f69et1zz33qEiRIlq/fv0vbtuiRQtDqYD/WbRokV566SX93//9n+Li4vJ8LM1FBCFRPnAbSE9P1wcffKCpU6dqz549FLkbcOXKFY0ePVqPPfYYk51v0eXLl1WzZk19/PHHiomJsTuO4+X3h9rViwryh9rNOXfunKZNm+a5yFhMTIwee+wxR8+fufaf8/C4fPmyWrVqpa+++sruKH5l7dq1evjhhxUVFaW33npLHTt21M6dO+2O5QhFihTR66+/zhu5DxQtWlRZWVncjM9HkpKS8izHjh3z/C8KZufOnapataomTpyotLQ0ff/995owYYKqVq2qzz//3O54N40jHzeoXLly2rJlC6cw3qJvvvlGM2fO1PTp05WZmak//vGPeuedd7Rnzx7+6iygrl27qmvXrurbt6/dURxv3LhxOnTokKZOneroS1bD/zRr1kzVqlXTe++95/nZvHLlip544gkdO3ZMGzZssDnhzaF83KC//OUvKlq0qMaNG2d3FMfq2LGjNm3apPvvv1+9e/dWhw4dFBgYqKJFi1I+bsI///lPJSQkqHfv3qpfv36ey4AzCfrGdevWTWvWrFFwcLDi4uLy7EuuPVNwBw4c0IkTJ5Sdne01zs9lwQQFBemLL77Qb3/7W6/xAwcOqEGDBvrhhx9sSnZrqPg3KDs7W1OnTtXq1avVoEGDPG9OEyZMsCmZc6xatUoDBw7UU089xREkH3jqqack5f+zx2frBVOqVCn16NHD7hh+4dixY+rWrZsSExO9biB59WMtfi4LJjQ0VCdOnMhTPpKTkz3303EiyscN2rdvn+fGcj+f+8FnxTdm48aNmj59uho0aKDf/va3euSRR9SzZ0+7YznWzy9bjZs3Y8YMuyP4jUGDBqly5cr65JNPVKVKFW3fvl1nzpzRX/7yF73++ut2x3Ocnj176vHHH9frr7+upk2byuVyadOmTfq///s/9erVy+54N8/CNe3Zs8fKycmxO4bfyczMtKZNm2bdc889VtGiRa2AgABr0qRJVkZGht3RHOvixYt2R3C8y5cvW6tXr7beeecdz8/iyZMnrfPnz9uczFnKlClj7dmzx7IsywoNDbUOHTpkWZZlrVmzxqpbt66d0RwpKyvLGjhwoFWsWDErICDACggIsNxutzV48GDr0qVLdse7acz5+AWBgYGeCzpVqVJFO3bsUJkyZeyO5Ve+/PJLTZs2Te+//77OnTundu3aXfeCbvhRTk6OxowZo3feeUffffedvvrqK1WpUkUjR47UnXfeqccff9zuiI7x9ddfq0OHDjpx4oSysrI8+3Lw4MG6dOmS3nnnHbsjOkbp0qW1a9cuValSRVWrVtXUqVPVqlUrHT16VHFxcY6do2CHnJwcbdq0SXFxcSpevLiOHj0qy7JUrVo1lShRwu54t4RTbX9BqVKllJSUJEk6fvw4h7kLQc2aNTV+/Hh98803mjt3rt1xHGX06NGaOXOmxo8fr2LFinnG4+LiuAV8AQ0aNEgNGjTQ2bNnFRQU5Bm/OhEVNy42NlZ79+6V9OPVTsePH6/Nmzfr5ZdfVpUqVWxO5yyBgYG67777lJ6erhIlSiguLk516tRxfPGQmPPxi3r06KEWLVp4bo7UoEEDBQYG5rst56/fmsDAQM+po7gxs2fP1rvvvqs2bdqof//+nvE6dero0KFDNiZznk2bNmnz5s1eJU6SKlWqpJMnT9qUypleeuklZWZmSpJeffVV3X///WrWrJnKlCmj+fPn25zOeeLi4nTs2DFVrlzZ7ig+Rfn4Be+++666d++uI0eOaODAgerXr1++s4v55Ap2OHnyZL73z8jNzdXly5dtSORcubm5+Z6F8c033zj6jAI73HfffZ6vq1SpogMHDigtLU2lS5dmcv5NGD16tJ5//nm98sor+Z5S79QbSFI+ruPqfUd27dqlQYMGed6Ifn5J8MGDB9uYEr9GtWvX1saNG/PcjO/f//636tWrZ1MqZ2rXrp0mTZqkd999V9KPZ7BduHBBo0aNUseOHW1O50xHjhzR0aNH1bx5c4WHh/NH2k26+jvogQce8CpvlsMvV0/5uEFXT8Vbu3atpk+froULF6pSpUrq0aOHpk2bZnM6/BqNGjVKjzzyiE6ePKnc3FwtXLhQX375pWbPnq2PP/7Y7niOMnHiRLVq1UoxMTG6dOmSHnroIR0+fFhly5ZlLlIBnTlzRn/84x/16aefyuVy6fDhw6pSpYqeeOIJlSpVSm+88YbdER2Fu9r+inFJcNyuVq5cqTFjxmjXrl3Kzc3V3Xffrb/+9a9q37693dEc5+LFi5o7d64+//xzz77s3bu31wRUXN+jjz6q1NRUTZ06VbVq1dKePXtUpUoVrVq1Ss8995z2799vd0TcBigf13H1kuCdOnXSww8/zCXBAeAXREZGauXKlbrrrrsUEhLiKR9JSUmKi4vThQsX7I7oKNe7d0vz5s0NJfEtPna5Di4JDie4cOFCnlPBnToRzS4nT57U5s2blZqammdfDhw40KZUzpOZmZnvqaDff/+93G63DYmcrWXLlnnGfjr3gzkffopLguN2lZSUpGeeeUbr1q3TpUuXPONOn4hmhxkzZqh///4qVqyYypQp4/Xm7nK5KB8F0Lx5c82ePVuvvPKKpB/3X25urv7+97+rVatWNqdznrNnz3o9vnz5sr744guNHDlSo0ePtinVreNjlxv0ww8/aN68eZo+fbq2b9+unJwcTZgwQY899hin4sEWTZs2lfTjBbLKly+f5zTGFi1a2BHLkaKjo9W/f38NHz5cAQFce/FWHDhwQC1btlT9+vW1du1aPfDAA9q/f7/S0tK0efNmVa1a1e6IfmHDhg167rnntGvXLruj3BTKx03gkuC4HQQHB2vXrl2qWbOm3VEcr0yZMtq+fTu/GH0kJSVFU6ZM8ZoIPWDAAEVFRdkdzW8cPHhQDRs2dOwcGsrHLcjJydHSpUs1ffp0ygeMa9WqlUaMGKG2bdvaHcXxhg4dqvDwcA0bNszuKICXq5eqv8qyLJ06dUrjxo3T5cuXtXnzZpuS3RrKB+BQR48eVf/+/fXwww8rNjZWRYsW9Vpfp04dm5I5T05Oju6//35dvHhRcXFxefblhAkTbErmPDNmzFBwcLD+8Ic/eI3/+9//1g8//KA+ffrYlMyZAgIC5HK58lykrXHjxpo+fbp++9vf2pTs1jDhFHCo06dP6+jRo/rTn/7kGbv6JsWE04IZM2aMVq5c6fkI6+cTTnHjxo0bl+9dgCMiIvTnP/+Z8lFAV29uelVAQIDKlSun4sWL25TINzjyAThUTEyMatWqpaFDh+Y74fTnl13HtZUuXVoTJ05U37597Y7ieMWLF9ehQ4d05513eo0fP35ctWrV0sWLF+0J5jAdO3bU3LlzFRYWJunHe7wMGDBApUqVkvTjlWSbNWumAwcO2Jjy5nHkA3Cor7/+WkuWLMn35nIoGLfbrXvuucfuGH4hIiJCe/fuzVM+9uzZozJlytgTyoFWrlyprKwsz+PXXntNvXr18pSPK1eu6Msvv7Qp3a3jnDLAoVq3bq09e/bYHcMvDBo0SG+99ZbdMfzCgw8+qIEDB+rTTz9VTk6OcnJytHbtWg0aNEgPPvig3fEc4+cfSvjbhxQc+QAcqnPnznruueeUmJiY7yTJBx54wKZkzrN9+3atXbtWH3/8sWrXrp1nXy5cuNCmZM7z6quv6uuvv1abNm1UpMiPv2JycnLUp08fjRkzxuZ0uF0w5wNwqF+6GBYTTgvmp5N283P1rta4cTt27FBSUpJKlCihuLg45iAVUGBgoFJSUlSuXDlJUkhIiPbu3avKlStLkr777jtVqFDBsf+dUz4AAD5x7tw5jRgxQvPnz/dcFrx06dJ68MEH9eqrr3rmK+D6AgICFB8f77kfztKlS9W6dWuVLFlSkpSVlaUVK1ZQPgDcHs6cOaP3339fgwcPtjuKo509e1b/+te/NG3aNO3evdvuOLe9tLQ0NWnSRCdPnlTv3r1Vq1YtWZalgwcPas6cOYqOjtaWLVtUunRpu6M6wvWOxl3l1KNylA/AD1iWpVWrVmnatGn66KOPFBoaqtOnT9sdy5E++eQTTZs2TYsXL1bZsmXVvXt3vfnmm3bHuu0NHjxYa9as0SeffKLy5ct7rUtJSVH79u3Vpk0bTZw40aaEuJ1QPgAHO378uKZPn66ZM2d6/uJ89NFH1apVKwUGBtodzzFOnDihGTNmaMaMGbpw4YLOnj2rBQsWqEePHnZHc4w777xT//znP3Xfffflu37FihXq37+/jh8/bjYYbkucags4TFZWlubOnas2bdqoVq1a2rdvnyZMmKCAgAANGzZMbdu2pXjcoAULFqh9+/ae/fjmm2/q22+/VUBAgGrVqmV3PEc5deqUateufc31sbGxSklJMZgItzNOtQUc5je/+Y1iYmL08MMP6z//+Y/nM/RevXrZnMx5HnroIQ0dOlQffvihQkJC7I7jaGXLltXx48dVsWLFfNcnJSVxkTF4cOQDcJicnBy5XC65XC6OcNyixx57TG+//bY6dOigd955x3OGBgquQ4cOGjFihLKzs/Osy8rK0siRI9WhQwcbkuF2xJwPwGEuXbqkDz/8UNOmTdPWrVsVHx+vhx9+WD179tTu3bsVExNjd0RHuXjxohYsWKDp06dr27Ztuu+++7Rs2TLt3r1bsbGxdsdzjG+++UYNGjSQ2+3WgAEDPHdbPXDggN5++21lZWVp586dio6OtjkpbgeUD8DBjh49qhkzZmjWrFk6efKkevXqpb59+6p169YcFbkJhw8f1vTp0zV79mxduHBBnTp10u9//3t1797d7miOkJSUpKefflqrVq3yXA7c5XKpXbt2mjx5MvchggflA/ADubm5WrlypaZNm6alS5cqJCRE33//vd2xHCs3N1fLli3TtGnT9N///tfrBl+4vrNnz+rw4cOSpGrVqik8PNzmRLjdUD4AP3P69Gm9//77GjJkiN1R/EJqaqoiIiLsjgH4FcoHAAAwirNdAACAUZQPAABgFOUDAAAYxRVOAeD/y87OVmpqqnJzc73G77jjDpsSAf6J8gE4VE5OjmbOnKk1a9bk+wtz7dq1NiVznsOHD+uxxx7Tli1bvMYty5LL5VJOTo5NyQD/RPkAHGrQoEGaOXOmOnXqpNjYWLlcLrsjOVbfvn1VpEgRffzxx4qKimJfAoWMU20Bhypbtqxmz56tjh072h3F8UqWLKldu3Z5LgkOoHAx4RRwqGLFinG5ah+JiYnhirCAQRz5ABzqjTfe0LFjxzR58mQ+JrgJGRkZnq937typl156SWPGjFFcXJyKFi3qtW1oaKjpeIBfo3wADvLzG5ytXbtW4eHhql27dp5fmAsXLjQZzXECAgK8StvVyaU/xYRToHAw4RRwkLCwMK/H3bp1symJ83366ad2RwB+tTjyAeBX78SJE4qOjs73yEdycjLX+QB8jAmngEO1bt1a586dyzOekZGh1q1bmw/kYJUrV9bp06fzjKelpaly5co2JAL8G+UDcKh169YpOzs7z/ilS5e0ceNGGxI5V37zPSTpwoULKl68uA2JAP/GnA/AYfbu3ev5+sCBA0pJSfE8zsnJ0YoVK/Sb3/zGjmiOM2TIEEmSy+XSyJEjVaJECc+6nJwcbdu2TXXr1rUpHeC/KB+Aw9StW1cul0sulyvfj1eCgoL01ltv2ZDMeb744gtJPx75SExMVLFixTzrihUrprvuukvPP/+8XfEAv8WEU8Bhvv76a1mWpSpVqmj79u0qV66cZ12xYsUUERGhwMBAGxM6z5/+9Ce9+eabXM8DMITyATjQ5cuX1a9fP/31r39VlSpV7I4DAAVC+QAcqnTp0tq1axflwweud3YQdwgGfIuzXQCH6tq1qxYvXmx3DL9w1113eS0xMTHKzs7W559/rri4OLvjAX6HCaeAQ1WrVk2vvPKKtmzZovr166tkyZJe6wcOHGhTMueZOHFivuMJCQm6cOGC4TSA/+NjF8ChfuniVy6XS8eOHTOYxj8dOXJEv/vd75SWlmZ3FMCvcOQDcKikpCS7I/i9zz77jIuMAYWA8gH4gasHMPO7Sieu7+d3C7YsS6dOndLOnTs1cuRIm1IB/osJp4CDzZ49W3FxcQoKClJQUJDq1Kmj999/3+5YjhMWFua1hIeHq2XLllq+fLlGjRpldzzA73DkA3CoCRMmaOTIkXrmmWd0zz33yLIsbd68Wf3799f333+v5557zu6IjjFjxgy7IwC/Kkw4BRyqcuXK+tvf/qZHH33Ua3zWrFlKSEhgTshN2LVrlw4ePCiXy6WYmBjVq1fP7kiAX+LIB+BQp06dUtOmTfOMN23aVKdOnbIhkXOlpqbqwQcf1Lp161SqVClZlqX09HS1atVK8+bN87qEPYBbx5wPwKGqVaumBQsW5BmfP3++qlevbkMi53r22WeVkZGh/fv3Ky0tTWfPntW+ffuUkZHB9VKAQsDHLoBDffjhh+rZs6fatm2re+65Ry6XS5s2bdKaNWu0YMECdevWze6IjhEWFqZPPvlEDRs29Brfvn272rdvr3PnztkTDPBTHPkAHKpHjx7atm2bypYtq8WLF2vhwoUqW7astm/fTvEooNzcXBUtWjTPeNGiRZWbm2tDIsC/ceQDwK9ely5ddO7cOc2dO1cVKlSQJJ08eVK9e/dW6dKltWjRIpsTAv6F8gHgVy85OVldunTRvn37FB0dLZfLpRMnTiguLk4fffSRKlasaHdEwK9QPgCHCQgIuO6VTF0ul65cuWIokf9YvXq1Dh06JMuyFBMTo7Zt29odCfBLlA/AYT766KNrrtuyZYveeustWZalixcvGkwFADeO8gH4gUOHDmn48OFaunSpevfurVdeeUV33HGH3bFue9u2bVNaWpri4+M9Y7Nnz9aoUaOUmZmprl276q233pLb7bYxJeB/ONsFcLBvv/1W/fr1U506dXTlyhXt3r1bs2bNonjcoISEBO3du9fzODExUY8//rjatm2rYcOGaenSpRo7dqyNCQH/RPkAHCg9PV0vvPCCqlWrpv3792vNmjVaunSpYmNj7Y7mKLt371abNm08j+fNm6dGjRrpvffe05AhQ/SPf/wj3wu5Abg1XF4dcJjx48frtddeU2RkpObOnasuXbrYHcmxzp49q/Lly3ser1+/Xh06dPA8btiwoZKTk+2IBvg15nwADhMQEKCgoCC1bdtWgYGB19xu4cKFBlM5U6VKlfT++++refPmys7OVqlSpbR06VLP0ZDExES1aNFCaWlpNicF/AtHPgCHefTRR697qi1uTIcOHTRs2DC99tprWrx4sUqUKKFmzZp51u/du1dVq1a1MSHgnzjyAeBX6/Tp0+revbs2b96s4OBgzZo1y+vS9G3atFHjxo01evRoG1MC/ofyAeBXLz09XcHBwXk+xkpLS1NwcLCKFStmUzLAP1E+AACAUZxqCwAAjKJ8AAAAoygfAADAKMoHAAAwivIBAACMonwAAACjKB8AAMAoygcAADDq/wHLl73itfHwMAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"Continent\"].value_counts().plot(kind = \"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b05974ba",
   "metadata": {},
   "source": [
    "Africa has maximum number of countries which producs most sugarcane."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59d424d6",
   "metadata": {},
   "source": [
    "## Checking Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ad1be0b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,8))\n",
    "plt.subplot(2,2,1)\n",
    "sns.boxplot(df[\"Production(Tons)\"])\n",
    "plt.title(\"Production(Tons)\")\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.boxplot(df[\"Production_per_Person(Kg)\"])\n",
    "plt.title(\"Production_per_Person(Kg)\")\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "sns.boxplot(df[\"Acreage(Hectare)\"])\n",
    "plt.title(\"Acreage(Hectare)\")\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "sns.boxplot(df[\"Yield (Kg / Hectare)\"])\n",
    "plt.title(\"Yield (Kg / Hectare)\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6987daa",
   "metadata": {},
   "source": [
    "We have outliers here but we can see the reason why,\n",
    "because they show us which country produces the maximum amount of sugarcane. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9647008d",
   "metadata": {},
   "source": [
    "## Distribution of the Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8662f83f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\3018254196.py:3: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[\"Production(Tons)\"])\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\3018254196.py:7: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[\"Production_per_Person(Kg)\"])\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\3018254196.py:11: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[\"Acreage(Hectare)\"])\n",
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\3018254196.py:15: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[\"Yield (Kg / Hectare)\"])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,10))\n",
    "plt.subplot(2,2,1)\n",
    "sns.distplot(df[\"Production(Tons)\"])\n",
    "plt.title(\"Production(Tons)\")\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.distplot(df[\"Production_per_Person(Kg)\"])\n",
    "plt.title(\"Production_per_Person(Kg)\")\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "sns.distplot(df[\"Acreage(Hectare)\"])\n",
    "plt.title(\"Acreage(Hectare)\")\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "sns.distplot(df[\"Yield (Kg / Hectare)\"])\n",
    "plt.title(\"Yield (Kg / Hectare)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e9d59fc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 29,
     "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": [
    "sns.violinplot(df[\"Production(Tons)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0172c4a",
   "metadata": {},
   "source": [
    "# Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "165eff0d",
   "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>Country</th>\n",
       "      <th>Continent</th>\n",
       "      <th>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382.0</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205.0</td>\n",
       "      <td>75167.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348448000.0</td>\n",
       "      <td>260721.000</td>\n",
       "      <td>4950000.0</td>\n",
       "      <td>70393.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123059739.0</td>\n",
       "      <td>88287.000</td>\n",
       "      <td>1675215.0</td>\n",
       "      <td>73459.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87468496.0</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575.0</td>\n",
       "      <td>65442.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704.0</td>\n",
       "      <td>324219.000</td>\n",
       "      <td>1130820.0</td>\n",
       "      <td>57879.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country      Continent  Production(Tons)  Production_per_Person(Kg)  \\\n",
       "0    Brazil  South America       768678382.0                   3668.531   \n",
       "1     India           Asia       348448000.0                 260721.000   \n",
       "2     China           Asia       123059739.0                  88287.000   \n",
       "3  Thailand           Asia        87468496.0                   1264.303   \n",
       "4  Pakistan           Asia        65450704.0                 324219.000   \n",
       "\n",
       "   Acreage(Hectare)  Yield (Kg / Hectare)  \n",
       "0        10226205.0               75167.5  \n",
       "1         4950000.0               70393.5  \n",
       "2         1675215.0               73459.1  \n",
       "3         1336575.0               65442.2  \n",
       "4         1130820.0               57879.0  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da907a60",
   "metadata": {},
   "source": [
    "#### which country produces maximum sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0e01b018",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df[[\"Country\",\"Production(Tons)\"]].set_index(\"Country\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2be68ae2",
   "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>Production(Tons)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>768678382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>348448000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>123059739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>87468496.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pakistan</th>\n",
       "      <td>65450704.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>394.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samoa</th>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Syria</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Production(Tons)\n",
       "Country                    \n",
       "Brazil          768678382.0\n",
       "India           348448000.0\n",
       "China           123059739.0\n",
       "Thailand         87468496.0\n",
       "Pakistan         65450704.0\n",
       "...                     ...\n",
       "Spain                 394.0\n",
       "Lebanon                97.0\n",
       "Singapore              50.0\n",
       "Samoa                  12.0\n",
       "Syria                   1.0\n",
       "\n",
       "[102 rows x 1 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f5d09653",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new[\"Production(Tons)_percent\"] = df_new[\"Production(Tons)\"]*100/df_new[\"Production(Tons)\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "639c9720",
   "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>Production(Tons)</th>\n",
       "      <th>Production(Tons)_percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>768678382.0</td>\n",
       "      <td>4.072729e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>348448000.0</td>\n",
       "      <td>1.846200e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>123059739.0</td>\n",
       "      <td>6.520138e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>87468496.0</td>\n",
       "      <td>4.634389e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pakistan</th>\n",
       "      <td>65450704.0</td>\n",
       "      <td>3.467809e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>394.0</td>\n",
       "      <td>2.087551e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>97.0</td>\n",
       "      <td>5.139401e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.649176e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samoa</th>\n",
       "      <td>12.0</td>\n",
       "      <td>6.358022e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Syria</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.298352e-08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Production(Tons)  Production(Tons)_percent\n",
       "Country                                              \n",
       "Brazil          768678382.0              4.072729e+01\n",
       "India           348448000.0              1.846200e+01\n",
       "China           123059739.0              6.520138e+00\n",
       "Thailand         87468496.0              4.634389e+00\n",
       "Pakistan         65450704.0              3.467809e+00\n",
       "...                     ...                       ...\n",
       "Spain                 394.0              2.087551e-05\n",
       "Lebanon                97.0              5.139401e-06\n",
       "Singapore              50.0              2.649176e-06\n",
       "Samoa                  12.0              6.358022e-07\n",
       "Syria                   1.0              5.298352e-08\n",
       "\n",
       "[102 rows x 2 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8387c2df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Production(Tons)_percent'>"
      ]
     },
     "execution_count": 35,
     "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": [
    "df_new[\"Production(Tons)_percent\"].plot(kind = \"pie\" , autopct = \".2%f\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c23f0fa",
   "metadata": {},
   "source": [
    "#### Brazil, China and India have 65% of production of sugarcane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ad66b859",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Country'>"
      ]
     },
     "execution_count": 36,
     "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": [
    "df[[\"Country\",\"Production(Tons)\"]].set_index(\"Country\").sort_values(\"Production(Tons)\", ascending = False).head(15).plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4bc2791b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(data = df.head(15), x = \"Country\", y = \"Production(Tons)\") \n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0289f19",
   "metadata": {},
   "source": [
    "### Which country has highest land?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c1fc69ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_acre = df.sort_values(\"Acreage(Hectare)\",ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_acre, x = \"Country\", y = \"Acreage(Hectare)\") \n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce24516",
   "metadata": {},
   "source": [
    "### Which country has highest yeild per hectare?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b3b6c6e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_yeild = df.sort_values(\"Yield (Kg / Hectare)\",ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_yeild, x = \"Country\", y = \"Yield (Kg / Hectare)\") \n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a176753e",
   "metadata": {},
   "source": [
    "### Which country has highest production?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "cee3b195",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_production = df.sort_values(\"Production_per_Person(Kg)\",ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_production, x = \"Country\", y = \"Production_per_Person(Kg)\") \n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44c62cc8",
   "metadata": {},
   "source": [
    "# Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f2406ebb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1134722465.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  df.corr()\n"
     ]
    },
    {
     "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>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Production(Tons)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.015000</td>\n",
       "      <td>0.997550</td>\n",
       "      <td>0.132812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <td>0.015000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.012557</td>\n",
       "      <td>0.017999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <td>0.997550</td>\n",
       "      <td>0.012557</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.113433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "      <td>0.132812</td>\n",
       "      <td>0.017999</td>\n",
       "      <td>0.113433</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Production(Tons)  Production_per_Person(Kg)  \\\n",
       "Production(Tons)                   1.000000                   0.015000   \n",
       "Production_per_Person(Kg)          0.015000                   1.000000   \n",
       "Acreage(Hectare)                   0.997550                   0.012557   \n",
       "Yield (Kg / Hectare)               0.132812                   0.017999   \n",
       "\n",
       "                           Acreage(Hectare)  Yield (Kg / Hectare)  \n",
       "Production(Tons)                   0.997550              0.132812  \n",
       "Production_per_Person(Kg)          0.012557              0.017999  \n",
       "Acreage(Hectare)                   1.000000              0.113433  \n",
       "Yield (Kg / Hectare)               0.113433              1.000000  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1898c49b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\1175304446.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  sns.heatmap(df.corr(), annot = True, cmap = \"Greens\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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Dh8Lf3x/379/H2bNnsW/fm+l2zMzMIJFIcOTIESQmJuLly5cFYq1Tpw7c3NwwYsQIBAUFISwsDN9++y1MTEzg5uZW7HPu0KEDXr16VeAcClMax7x//z68vLwQHByMBw8e4MSJEwUS4AsXLsDCwkKuDeFzV0lDCzaW1rCxtAYA1K5hChtLa5gaFK8/meQN9PgWhw4cxuGD/rgXew/Lli5HQsIT9O7bCwCweuUazJoxWza+d99eeJyQgGU/Lce92Hs4fNAfhw/6Y/CQQbIxOdk5iIyIQmREFHJycvDs6TNERkTJVVdX/LwS165ew8OHj3Az7BYmT5iKVy9fwdXtq/I7+c8MPxtlq/e3PXHs8J845v8XHtx7gPXLN+Lpk2f4qld3AMCva7bgx9k/yW0TExWDmKgYZGZkIvV5GmKiYhAX+/+ZZHZu2Y1rl6/j8cMExN+Px77tB3DiaCA6u3Qq13OrCMSWwPIiLoFIJBL4+/tj3LhxaNu2LZSUlODs7Cw3J2nfvn0RGxuL6dOn4/Xr1+jZsye+++47HD9+XDZm6NChCAsLw6BBg6CiooKJEyfKpsZ6a+PGjZg5cya+//57JCcno1atWpg5cyYAwMTEBPPnz8eMGTMwZMgQDBo0CD4+PgXi3bZtG8aPH4/u3bsjOzsbbdu2xbFjx0pUMdLT00OPHj2wc+dOLFmy5KPj/+sxtbS0EBkZCV9fXyQnJ8PIyAhjx47FqFGjZGN2796NESNGFPscPgf2dW1wdsX/p3j65bt5AACfE/swZNkkgaJSXM5duyAtNQ2bN25GYmISrOpYYb33WhibvEl6kpKS8CThiWx8zZomWL9pLZYtXYG9u/bBwNAA02dOg6PT/29C8CwxEX179pM9993mB99tfrBvboctvr8BAJ4+fYoZU7zw/HkqqlariiY2jbF9t6/suFRy/GyUrY5d2iM9LR1+m3cgJSkF5lbmWLp2MWoYVwcAJCcl49kT+TlhR/T7TvbnuxHROPXnaVQ3qo49x3YAeDNn8qof1yDxWRLU1dVRy9wUMxfNQMcu7cvtvCoKBck7S41EWpzfc4lKya1bt+Do6IiYmJgyuVFCSdy+fRudOnXC3bt331yYVQKSzjXLKCr6FJl/3RU6BPqXpnNdoUOgfz36/ZLQIdC/jLVqlfkxVCYW3rb0KXJ/qfgXwbGFgMpV48aN8fPPPyMuLk7oUPD48WP4+fmVOHklIiKqaJQkklJ7KAK2EFC5Gzx4sNAhAACcnJyEDoGIiKhUKErvamlhBZaIiIiIFAorsEREREQKTmwVWCawRERERApObAksWwiIiIiISKGwAktERESk4ERWgGUCS0RERKTo2EJARERERFSBsQJLREREpODEVoFlAktERESk4CRgAktERERECkRsFVj2wBIRERGRQmEFloiIiEjBiawAywSWiIiISNEpiSyDZQsBERERESkUVmCJiIiIFJzYLuJiAktERESk4MSWwLKFgIiIiIgUChNYIiIiIgUnkZTeo6Q2bNiA2rVrQ0NDA3Z2drhw4cIHx+/cuRM2NjbQ0tKCkZERhgwZguTk5BIdkwksERERkYKTSCSl9iiJvXv3YsKECZg1axZu3LiBNm3aoGvXroiPjy90fFBQEAYNGoRhw4bhzp072L9/P65evYrhw4eX6LhMYImIiIjok6xcuRLDhg3D8OHD0aBBA6xatQqmpqbYuHFjoeMvX74Mc3NzeHp6onbt2mjdujVGjRqFa9eulei4TGCJiIiIFFxpVmCzsrKQnp4u98jKyipwzOzsbFy/fh1OTk5yy52cnHDp0qVC42zVqhUePnyIY8eOQSqV4unTpzhw4AC6detWovNlAktERESk4EozgV2yZAl0dHTkHkuWLClwzKSkJOTl5aF69epyy6tXr44nT54UGmerVq2wc+dO9O3bF2pqaqhRowZ0dXWxdu3aEp0vE1giIiIiBVeaCayXlxfS0tLkHl5eXh889rukUmmRvbTh4eHw9PTEDz/8gOvXr+Ovv/7C/fv3MXr06BKdL+eBJSIiIiIZdXV1qKurf3Scvr4+lJWVC1Rbnz17VqAq+9aSJUvw5ZdfYurUqQCAJk2aoFKlSmjTpg0WLVoEIyOjYsXICiwRERGRghNiGi01NTXY2dkhMDBQbnlgYCBatWpV6DYZGRlQUpJPP5WVlQG8qdwWFyuwRERERApOqDtxTZo0CQMHDoS9vT0cHBywefNmxMfHy1oCvLy88OjRI/j5+QEAvvrqK4wYMQIbN25Ely5dkJCQgAkTJqBFixYwNjYu9nGZwBIRERHRJ+nbty+Sk5OxYMECJCQkoFGjRjh27BjMzMwAAAkJCXJzwnp4eODFixdYt24dJk+eDF1dXXTs2BE//fRTiY4rkZakXktEAABJ55pCh0DvyPzrrtAh0L80nesKHQL969HvhU9jROXPWKtWmR/DZHH7UtvXo1lnS21fZYUVWCIiIiIFpyRQC4FQeBEXERERESkUVmCJiIiIFJzICrBMYImIiIgUnVCzEAiFLQREREREpFBYgSUiIiJScBKIqwLLBJaIiIhIwYmthYAJLBEREZGCE1sCyx5YIiIiIlIorMASERERKTiRFWCZwBJ9Ct66tGLh7UsrDn42Kg4peKd4MWELARERERFRBcYKLBEREZGCE1sFlgksERERkYITWwLLFgIiIiIiUiiswBIREREpOJEVYJnAEhERESk6thAQEREREVVgrMASERERKTixVWCZwBIREREpOCawRERERKRQRJa/sgeWiIiIiBQLK7BERERECo4tBERERESkUMSWwLKFgIiIiIgUCiuwRERERApObBVYJrBERERECk5k+StbCIiIiIhIsbACS0RERKTg2EJARERERIpFZAksWwiIiIiISKGwAktERESk4NhCQEREREQKRWT5KxNYIiIiIkUntgose2CJiIiISKGwAktERESk4MRWgWUCS0RERKTgxJbAsoWAiIiIiBQKK7BERERECk5kBVgmsERERESKji0EREREREQVGCuwRERERApObBVYJrBERERECk5sCSxbCIiIiIhIobACS0RERKTgxFaBZQJLREREpOBElr8ygSUiIiJSdGKrwLIHloiIiIgUCiuwRERERApObBVYJrBERERECk5sCWyFbCGYN28emjZtWubHad++PSZMmFDmx6H/JioqCjVq1MCLFy9Kdb9HjhyBra0t8vPzS3W/REREVLZKlMB6eHhAIpFAIpFAVVUVFhYWmDJlCl69elVW8ZWKs2fPQiKRIDU1VW75oUOHsHDhQmGCKkc+Pj6y900ikcDIyAh9+vTB/fv3hQ6tWGbNmoUxY8agcuXKAAp/Px8/foxGjRqhdevWBd7nonTv3h0SiQS7du0qg6jL3t7d+9C1czc0b/oF+vXqj5BrIR8cf+3qNfTr1R/Nm34BF6fu2Ldnv9z6mOhYTBo/GV0dXWBjbYsdfjsL7GPjuk2wsbaVe3Rs41iq5yUmbRp/gYAF2/BozzVIAx/CrVUXoUNSeEJ8Lvbt2Yde7n3QqnlrtGreGgO/GYSg80Glel6Kau/ufXDp3B0tmrbEN8V6P67jm1790aJpS3Rz+gr79xyQWx8THYvJ46egq2M3NLVuVuj7kZubi3Wr18Olc3d8YeuAbk5fwXvD5s++WCGRlN5DEZS4Auvs7IyEhATcu3cPixYtwoYNGzBlypQC43JyckolwLJUrVo1WVKkqKRSKXJzcz86rkqVKkhISMDjx4+xa9cuhIaGwtXVFXl5eZ903PJ6fx8+fIiAgAAMGTKkyDGxsbFo3bo1atWqhRMnTkBXV7fY+x8yZAjWrl1bCpGWr7/+PI6flyzDiFHDsPfgbjSzs8X3o8Yi4XFCoeMfPnyEMaPHoZmdLfYe3I3hI4fipx9/xskTJ2VjXr9+jZo1a8Jzkif09fWLPLallSVOnQuUPQ78vq/Uz08sKmloIexeOMaumyN0KJ8FoT4XhtWrY/zEcdi1fyd27d+JFl+0wPixExETHVsm56kojv95HMuWLMfwUcOw5+Au2NrZYsyocUW+H48ePsLY0eNga2eLPQd3YZjs/TglG/P69WuY1DTB+A+8H9t+88GBvQcxY/Z0HDpyEBMmj4fvVj/s3rmnTM6zoni3UPVfH4qgxAmsuro6atSoAVNTU/Tv3x8DBgyAv7+/7Gf/rVu3wsLCAurq6pBKpYiPj4ebmxu0tbVRpUoV9OnTB0+fPpXb59KlS1G9enVUrlwZw4YNw+vXr+XWF/ZTv7u7Ozw8PGTPs7KyMG3aNJiamkJdXR116tTBli1bEBcXhw4dOgAAqlatColEItvu/f0+f/4cgwYNQtWqVaGlpYWuXbsiOjpatt7Hxwe6uro4fvw4GjRoAG1tbVlCXxweHh5wd3fH/PnzYWhoiCpVqmDUqFHIzs6WjZFKpfj5559hYWEBTU1N2NjY4MCB/38DfVt9PH78OOzt7aGuro4LFy589NgSiQQ1atSAkZEROnTogLlz5+L27duIiYkBAPzxxx+ws7ODhoYGLCwsMH/+fLnEWCKRYNOmTXBzc0OlSpWwaNEiPH/+HAMGDICBgQE0NTVRp04dbNu2TbbNrVu30LFjR2hqakJPTw8jR47Ey5cvC7wey5cvh5GREfT09DBmzBi55Hjfvn2wsbFBzZo1Cz2vmzdvonXr1vjiiy/w+++/Q0tLS7YuICAAderUgaamJjp06ABfX98ClVtXV1dcuXIF9+7d++hrWJFs99mBr3u6o0evHrCwtMA0r6moYVSjQPXorf17D8DIyAjTvKbCwtICPXr1gHsPN/hu85ONadS4ISZNnYiuLs5QU1Mt8tgqysrQN9CXPapVq1bq5ycWf109gzk+y3A46E+hQ/ksCPW5aN+hHdq0awNzczOYm5th3ISx0NLSws2bN8vkPBXFdp+d/74fX7/zflQvUFV96837UeOd9+NruPdwg18h74ezSxeoFvF+3Ay7ifYd26FtuzYwMTFG5y6OcPiyJcJvh5fJeZIw/nMPrKampizhiImJwb59+3Dw4EGEhoYCeJNopqSk4Ny5cwgMDERsbCz69u0r237fvn2YO3cuFi9ejGvXrsHIyAgbNmwocRyDBg3Cnj17sGbNGkRERGDTpk3Q1taGqakpDh48COBNL2VCQgJWr15d6D48PDxw7do1BAQEIDg4GFKpFC4uLnIJVUZGBpYvX47t27fj/PnziI+PL7QCXZRTp04hIiICZ86cwe7du3H48GHMnz9ftn727NnYtm0bNm7ciDt37mDixIn49ttvce7cObn9TJs2DUuWLEFERASaNGlSkpcKwJv3DXhTST1+/Di+/fZbeHp6Ijw8HN7e3vDx8cHixYvltpk7dy7c3Nxw69YtDB06FHPmzEF4eDj+/PNPREREYOPGjbJvxBkZGXB2dkbVqlVx9epV7N+/HydPnsTYsWPl9nnmzBnExsbizJkz8PX1hY+PD3x8fGTrz58/D3t7+0LP4dKlS2jXrh169OiBnTt3QlX1/3+ZxcXFoVevXnB3d0doaChGjRqFWbNmFdiHmZkZDA0Ni/UloKLIyc5BRHgEHL50kFvu0KolwkLDCt3mZmgYHFq1lFvWqnUrhN+JKHE1/UF8PBzbdUbXzt0wbfJ0PPznYclOgKgMCP25eCsvLw9/HvsLmZmZsLEp+d/Nn4v/vx/yr2/LVg4feD9uomUr+fevVWuHEr8fts1s8fflK3gQ9wAAEBV5FzdCQtG6besSnoWCEVkPwX+aheDKlSvYtWsXOnXqBADIzs7G9u3bYWBgAAAIDAzEzZs3cf/+fZiamgIAtm/fjoYNG+Lq1ato3rw5Vq1ahaFDh2L48OEAgEWLFuHkyZMFqrAfcvfuXezbtw+BgYFwdHzTj2dhYSFb/7ZCZGhoWOTPy9HR0QgICMDFixfRqlUrAMDOnTthamoKf39/9O7dG8CbhG/Tpk2wtLQEAIwdOxYLFiwodqxqamrYunUrtLS00LBhQyxYsABTp07FwoULkZmZiZUrV+L06dNwcHCQnUdQUBC8vb3Rrl072X4WLFiAzp07F/u473r48CGWLVuGmjVrom7duvj+++8xY8YMDB48WHbMhQsXYtq0aZg7d65su/79+2Po0KGy5/Hx8bC1tZUlmObm5rJ1O3fuRGZmJvz8/FCpUiUAwLp16/DVV1/hp59+QvXq1QG8qYqvW7cOysrKqF+/Prp164ZTp05hxIgRAN4konZ2doWex9dff42+ffti/fr1BdZt2rQJ9erVw7JlywAA9erVw+3btwsk5QBgYmKCuLi44r58gnue+hx5eXnQ05OvfOrp6SEpKbnQbZKSkqGnp/fe+GrIzc1Famqq7DP7MY2bNMLiJQthZm6G5KRk/Or9Gwb198ChPw6UqHWDqLQJ+bkAgOi70Rj4zWBkZ2dDS0sTv6xZAUsry5KfyGfieWoq8vLyUK2Q1/dD70er996/anp6JX4/hgz3wMsXL+HerQeUlZWRl5eHsePHoGs35087GQWhKD/9l5YSV2CPHDkCbW1taGhowMHBAW3btpX1EJqZmcn9DxYREQFTU1NZ8goA1tbW0NXVRUREhGzM22Ttrfeff0xoaCiUlZXlErySioiIgIqKCr744gvZMj09PdSrV08WKwBoaWnJklcAMDIywrNnz4p9HBsbG7mfuR0cHPDy5Uv8888/CA8Px+vXr9G5c2doa2vLHn5+foiNle+lKqoqWZS0tDRoa2ujUqVKMDU1RXZ2Ng4dOgQ1NTVcv34dCxYskDvmiBEjkJCQgIyMjCKP+d1332HPnj1o2rQppk2bhkuXLsnWRUREwMbGRpa8AsCXX36J/Px8REVFyZY1bNgQysrKsufvv56ZmZnQ0NAo9Jzc3Nxw+PDhQqunUVFRaN68udyyFi1aFLofTU1NufN8X1ZWFtLT0+UeWVlZRY4vL+//ZSWVSj/4F9j7q6TSf5ej+H/ptW7bGo5OjqhTtw5atmqJtRvffPYD/P8o9j6IypIQnwvgzRf4fYf2YPtuX/Tu2xtzZv6A2Bhx98AChb2+H3s/Cr5/QMnej+N/nsDRI8ewZNmP2H1gJxYumQ+/bdv599RnpsQV2A4dOmDjxo1QVVWFsbGx3M+27yYrQNH/o37sf+D3KSkpyf4nfuvdnxPe/hz+X7y//3eXvxvru+cLvPmwFbVtSUgkEtkVkkePHoWJiYncenV1dbnn77/WH1O5cmWEhIRASUkJ1atXl9s+Pz8f8+fPR48ePQps927y+P4xu3btigcPHuDo0aM4efIkOnXqhDFjxmD58uUffI8/9nq+e6Wovr4+nj9/Xuh+vL29MX36dHTt2hVHjx6V+wJT2PGLep9SUlI++M1+yZIlcm0eADBrzkzMnluwJaE8VNWtCmVl5QJVjJSUlALVp7f09QtWoVJSUqCiogIdXZ1PjkVLSxN16loh/kH8J++DqDQI/blQVVNFLbNaAICGjRrizu072Ll9N36YP7tE+/lcVNXVhbKyMpILvL7PS/R+PP+E9+OX5aswZLgHnF3ezOpRp24dJDx+gq2/boOr+1clPBPFoSSuAmzJK7CVKlWClZUVzMzMCiQf77O2tkZ8fDz++ecf2bLw8HCkpaWhQYMGAIAGDRrg8uXLctu9/9zAwEDuQqm8vDzcvn1b9rxx48bIz88v0Cf6lpqammy7D8Wam5uLv//+W7YsOTkZd+/elcVaGsLCwpCZmSl7fvnyZWhra6NmzZqwtraGuro64uPjYWVlJfd4t4r9KZSUlGBlZQULC4sCiWizZs0QFRVV4JhWVlZQUvrw/yIGBgbw8PDAjh07sGrVKmzevBnAm9czNDRUboq1ixcvQklJCXXr1i123La2tggPL7zxXiKRwNvbGwMHDoSLiwvOnj0rW1e/fn1cvXpVbvy1a9cK7OP169eIjY2Fra1tkTF4eXkhLS1N7jF1RvH7nkubqpoqGlg3wOVL731uLl2GTVObQrdp0tSmwPjgi8Gwbtjgo5/jD8nOzsa9e/ehb1D0rAVE5aEifS6AN5XcnJzsjw/8TL19P4Iv/S23/O8Pvh9N8HeB9+Nyid+P15mvC/zbpaSkJIJptDgLQalxdHREkyZNMGDAAISEhODKlSsYNGgQ2rVrJ/s5evz48di6dSu2bt2Ku3fvYu7cubhz547cfjp27IijR4/i6NGjiIyMxPfffy93Jbm5uTkGDx6MoUOHwt/fH/fv38fZs2exb9+b6X3MzMwgkUhw5MgRJCYmyl0J/1adOnXg5uaGESNGICgoCGFhYfj2229hYmICNze3UntNsrOzMWzYMNnFT3PnzsXYsWOhpKSEypUrY8qUKZg4cSJ8fX0RGxuLGzduYP369fD19S21GN73ww8/wM/PD/PmzcOdO3cQERGBvXv3YvbsD1cOfvjhB/z++++IiYnBnTt3cOTIEVmyP2DAAGhoaGDw4MG4ffs2zpw5g3HjxmHgwIGy/tfi6NKlC4KDg4v88iGRSLBhwwYMGTIE3bp1w+nTpwEAo0aNQmRkJKZPny7rkX57cdi7H87Lly9DXV39g20r6urqqFKlitzj/Yp4eRvo8S0OHTiMwwf9cS/2HpYtXY6EhCfo3bcXAGD1yjWYNeP/71/vvr3wOCEBy35ajnux93D4oD8OH/TH4CGDZGNysnMQGRGFyIgo5OTk4NnTZ4iMiJKrrq74eSWuXb2Ghw8f4WbYLUyeMBWvXr6Cq9vnW9UoS5U0tGBjaQ0bS2sAQO0aprCxtIapgbHAkSkmoT4Xa35Zi5BrIXj06DGi70Zj7ap1uHb1Gly6u5TfyVdAAz0G4PCBw/B/7/3o1bcnAGDNyrWYPeP/U8i9fT+W/7QC92Lvwf/f92NQEe9HbhHvR9sObfGb9xacP3cBjx49xumTp7HDdwc6OnYov5MXgJJEUmoPRVCmt5KVSCTw9/fHuHHj0LZtWygpKcHZ2Vlu3s2+ffsiNjYW06dPx+vXr9GzZ0989913OH78uGzM0KFDERYWhkGDBkFFRQUTJ06UTY311saNGzFz5kx8//33SE5ORq1atTBz5kwAby7SmT9/PmbMmIEhQ4Zg0KBBcle6v7Vt2zaMHz8e3bt3R3Z2Ntq2bYtjx47952/i7+rUqRPq1KmDtm3bIisrC/369cO8efNk6xcuXAhDQ0MsWbIE9+7dg66uLpo1ayY7l7LQpUsXHDlyBAsWLMDPP/8MVVVV1K9fX3ZhXVHU1NTg5eWFuLg4aGpqok2bNtiz5808e1paWjh+/DjGjx+P5s2bQ0tLCz179sTKlStLFJuLiwtUVVVx8uRJdOlS+CTvEolEdiFY9+7dERAQAEdHRxw4cACTJ0/G6tWr4eDggFmzZuG7776TSz53796NAQMGyPUlKwLnrl2QlpqGzRs3IzExCVZ1rLDeey2MTd4kPklJSXiS8EQ2vmZNE6zftBbLlq7A3l37YGBogOkzp8HR6f83IXiWmIi+PfvJnvtu84PvNj/YN7fDFt/fAABPnz7FjCleeP48FVWrVUUTm8bYvttXdlwqGfu6Nji74v9TPP3y3TwAgM+JfRiybJJAUSkuoT4XycnJmDVjNhITk6BdWRt169bBhs3rC8xwIDZdunZBamoavDf+iqTEJFjVscQ67zWy9yMxKQkJ77wfJjVNsG7TWiwv8H50ko15lpiIfj2/kT3327Ydftu2w665Hbb4/goAmDFrGtav2YAlC5YgJeU5DAwN0LNPT4z6bmQ5nTmVB4m0NBo4qVg8PDyQmpoKf39/oUNRKBs2bMDvv/8u96XmUyxevBibNm2StbQkJiaifv36uHbtGmrXrl2ifb3OK/qiLyp/ms7Fb0uhspX5112hQ6B/ScF/3isKTeWSXbfyKbocLvqGPyV1/OttHx8ksDKtwBKVhpEjR+L58+d48eJFie6ctmHDBjRv3hx6enq4ePEili1bJjcP7f3797Fhw4YSJ69EREQVTZn2hFZATGBLkba2dpHr/vyz7O6007BhQzx48KDQdd7e3hgwYECZHbs8qKioFHoTgo+Jjo7GokWLkJKSglq1amHy5Mnw8vKSrW/RokWRU2sRERFRxcUWglL09rashTExMSmV6b4K8+DBgyLvUvL2Fr1UuthCULGwhaDiYAtBxcEWgoqjPFoIuvkP/figYjrqvrVE4zds2IBly5YhISEBDRs2xKpVq9CmTZsix2dlZWHBggXYsWMHnjx5gpo1a2LWrFlyN0v6GFZgS5GVlZUgxzUzMxPkuERERFQxCDX91d69ezFhwgRs2LABX375Jby9vdG1a1eEh4ejVq1ahW7Tp08fPH36FFu2bIGVlRWePXuG3NzcEh2XFViiT8AKbMXCCmzFwQpsxcEKbMVRHhXY7r8PK7V9HXHbUuyxX3zxBZo1a4aNGzfKljVo0ADu7u5YsmRJgfF//fUX+vXrh3v37qFatcJvalEcYuv5JSIiIvrslOY8sMW9hXp2djauX78OJycnueVOTk5yt5d/V0BAAOzt7fHzzz/DxMQEdevWxZQpU+Ru8lSs8y3RaCIiIiKqcErzTlxLliyBjo6O3KOwampSUhLy8vIK3KCoevXqePLkSYHxAHDv3j0EBQXh9u3bOHz4MFatWoUDBw5gzJgxJTpf9sASERERkYyXlxcmTZK/mcqH7kD5fv+tVCotsic3Pz8fEokEO3fuhI6ODgBg5cqV6NWrF9avX1/sC96ZwBIREREpuNL8SV1dXb1Yt0zX19eHsrJygWrrs2fPirxtvJGREUxMTGTJK/CmZ1YqleLhw4eoU6dOsWJkCwERERGRgivNHtjiUlNTg52dHQIDA+WWBwYGolWrVoVu8+WXX+Lx48d4+fKlbNndu3ehpKSEmjVrFv98iz2SiIiIiCqk0uyBLYlJkybht99+w9atWxEREYGJEyciPj4eo0ePBvCmHWHQoEGy8f3794eenh6GDBmC8PBwnD9/HlOnTsXQoUNLNF8+WwiIiIiI6JP07dsXycnJWLBgARISEtCoUSMcO3ZMNkd9QkIC4uPjZeO1tbURGBiIcePGwd7eHnp6eujTpw8WLVpUouNyHliiT8B5YCsWzgNbcXAe2IqD88BWHOUxD2yfY6NLbV/7XDaV2r7KCiuwRERERApOmPtwCYc9sERERESkUFiBJSIiIlJwJZk94HPABJaIiIhIwYktgWULAREREREpFFZgiYiIiBRcSedvVXRMYImIiIgUHFsIiIiIiIgqMFZgiYiIiBScuOqvTGCJiIiIFJ7YWgiYwBIREREpOLElsOyBJSIiIiKFwgosERERkYLjNFpEREREpFDYQkBEREREVIGxAktERESk4MRVf2UCS0RERKTw2EJARERERFSBsQJLREREpODEVoFlAktERESk4MQ2jRZbCIiIiIhIobACS0RERKTgxFaRZAJLREREpODE1kLABJaIiIhIwYntIi6xVZyJiIiISMGxAktERESk4MRWgWUCS0RERKTgxNYDyxYCIiIiIlIorMASfQJN57pCh0DvyPzrrtAh0L/42ag4ngT8LXQI9C9NzUplfgwliKsCywSWiIiISMGxhYCIiIiIqAJjBZaIiIhIwXEWAiIiIiJSKBKR9cCyhYCIiIiIFAorsEREREQKTmwXcTGBJSIiIlJw7IElIiIiIoUiEVlXqLjOloiIiIgUHiuwRERERAqOLQREREREpFDEdhEXWwiIiIiISKGwAktERESk4MR2IwMmsEREREQKTmw9sGwhICIiIiKFwgosERERkYIT20VcTGCJiIiIFJySyH5UZwJLREREpODEVoEVV7pORERERAqPFVgiIiIiBSe2CiwTWCIiIiIFpySyeWDZQkBERERECoUVWCIiIiIFxxYCIiIiIlIovBMXEREREVEFxgosERERkYKTiOwiLiawRERERApOSSKuH9XFdbZEREREpPBYgSUiIiJScJyFgIiIiIgUCntgiYiIiEihcBotIiIiIqIKjBVYIiIiIgXHFgIiIiIiUihsISAiIiIiqsCYwBIREREpOIlEqdQeJbVhwwbUrl0bGhoasLOzw4ULF4q13cWLF6GiooKmTZuW+JhMYImIiIgUnKQU/yuJvXv3YsKECZg1axZu3LiBNm3aoGvXroiPj//gdmlpaRg0aBA6der0SefLBJaIiIiIPsnKlSsxbNgwDB8+HA0aNMCqVatgamqKjRs3fnC7UaNGoX///nBwcPik4zKBJTlRUVGoUaMGXrx4IXQoZa5Xr15YuXKl0GEQERH9Z0oSSak9srKykJ6eLvfIysoqcMzs7Gxcv34dTk5OcsudnJxw6dKlImPdtm0bYmNjMXfu3E8/30/eUsQuXboEZWVlODs7Cx1KqZs1axbGjBmDypUrAwDOnj0LiUSC1NTUAmPNzc2xatWqUjt2ae/vY3744QcsXrwY6enp5XbMiqBN4y8QsGAbHu25BmngQ7i16iJ0SApv7+596Nq5G5o3/QL9evVHyLWQD46/dvUa+vXqj+ZNv4CLU3fs27Nfbn1MdCwmjZ+Mro4usLG2xQ6/nQX2sW/PPvRy74NWzVujVfPWGPjNIASdDyrV8xIbfjbK3uG9v6OPS384tuiC4d+MQljIzSLHJiUmY8GMRRjgNgjtbDthzc/rCoy5H3MfsyfPRZ+u36Bt047Yt+NAWYZfoUkkklJ7LFmyBDo6OnKPJUuWFDhmUlIS8vLyUL16dbnl1atXx5MnTwqNMzo6GjNmzMDOnTuhovLpk2Exgf0EW7duxbhx4xAUFPTRHo8Pyc7OLsWo/ruHDx8iICAAQ4YMETqU/6S4r2uTJk1gbm6OnTsLJgefs0oaWgi7F46x6+YIHcpn4a8/j+PnJcswYtQw7D24G83sbPH9qLFIeJxQ6PiHDx9hzOhxaGZni70Hd2P4yKH46cefcfLESdmY169fo2bNmvCc5Al9ff1C92NYvTrGTxyHXft3Ytf+nWjxRQuMHzsRMdGxZXKeYsDPRtk6dfwM1i5bj0HDB+C3PZvRxLYxpo2ZgacJTwsdn5OdA52quhg4/FtY1bUsdMzr11kwNjHCqPEjUE2/WlmGLypeXl5IS0uTe3h5eRU5XvLeFF5SqbTAMgDIy8tD//79MX/+fNStW/c/xcgEtoRevXqFffv24bvvvkP37t3h4+Mjtz4gIAD29vbQ0NCAvr4+evToIVtnbm6ORYsWwcPDAzo6OhgxYgSANxXdtm3bQlNTE6ampvD09MSrV69k2+3YsQP29vaoXLkyatSogf79++PZs2cFjlunTh1oamqiQ4cO8PX1LVA5/dhx9u3bBxsbG9SsWfOTXpu0tDSMHDkShoaGqFKlCjp27IiwsLBivT7t27fHgwcPMHHiRNk3QABITk7GN998g5o1a0JLSwuNGzfG7t275fbZvn17jB07FpMmTYK+vj46d+4MAAgPD4eLiwu0tbVRvXp1DBw4EElJSXLburq6Ftjf5+6vq2cwx2cZDgf9KXQon4XtPjvwdU939OjVAxaWFpjmNRU1jGoUqKq+tX/vARgZGWGa11RYWFqgR68ecO/hBt9tfrIxjRo3xKSpE9HVxRlqaqqF7qd9h3Zo064NzM3NYG5uhnETxkJLSws3bxZd0aIP42ejbO3bvh/dvu6K7j26wdzCDJ7TxsKghiH89wcUOt7IpAbGTx8L56+cUEm7UqFjGjSqj+8njUYn545QUy38syIWSpCU2kNdXR1VqlSRe6irqxc4pr6+PpSVlQtUW589e1agKgsAL168wLVr1zB27FioqKhARUUFCxYsQFhYGFRUVHD69OkSnC+VyN69e1GvXj3Uq1cP3377LbZt2wapVAoAOHr0KHr06IFu3brhxo0bOHXqFOzt7eW2X7ZsGRo1aoTr169jzpw5uHXrFrp06YIePXrg5s2b2Lt3L4KCgjB27FjZNtnZ2Vi4cCHCwsLg7++P+/fvw8PDQ7Y+Li4OvXr1gru7O0JDQzFq1CjMmjVL7rjFOc758+cLxFtcUqkU3bp1w5MnT3Ds2DFcv34dzZo1Q6dOnZCSkvLR1+fQoUOoWbMmFixYgISEBCQkvKlevX79GnZ2djhy5Ahu376NkSNHYuDAgfj777/lju/r6wsVFRVcvHgR3t7eSEhIQLt27dC0aVNcu3YNf/31F54+fYo+ffrIbdeiRQtcuXKl0N4eoo/Jyc5BRHgEHL6UvwjBoVVLhIWGFbrNzdAwOLRqKbesVetWCL8TgZycnE+KIy8vD38e+wuZmZmwsWnySfsgKks5OTm4G3EXzR3k/41p3tIet8PuCBTV56U0WwiKS01NDXZ2dggMDJRbHhgYiFatWhUYX6VKFdy6dQuhoaGyx+jRo1GvXj2Ehobiiy++KPaxeSeuEtqyZQu+/fZbAICzszNevnyJU6dOwdHREYsXL0a/fv0wf/582XgbGxu57Tt27IgpU6bIng8aNAj9+/fHhAkTAAB16tTBmjVr0K5dO2zcuBEaGhoYOnSobLyFhQXWrFmDFi1a4OXLl9DW1samTZtQr149LFu2DABQr1493L59G4sXL5Ztt2zZso8eJy4uDnZ2doWed2FV2YyMDNmfz5w5g1u3buHZs2eyb2nLly+Hv78/Dhw4gJEjR37w9alWrRqUlZVlVea3TExM5F6vcePG4a+//sL+/fvl/ke3srLCzz//LHv+ww8/oFmzZvjxxx9ly7Zu3QpTU1PcvXtX9tOFiYkJsrKy8OTJE5iZmRV67kRFeZ76HHl5edDTk//pUk9PD0lJyYVuk5SUDD09vffGV0Nubi5SU1NhYGBQ7ONH343GwG8GIzs7G1pamvhlzQpYWhX+UyuRkNKepyEvLx9Vq1WVW15NrypSklIEiurz8inzt5aGSZMmYeDAgbC3t4eDgwM2b96M+Ph4jB49GsCbdoRHjx7Bz88PSkpKaNSokdz2hoaG0NDQKLD8Y5jAlkBUVBSuXLmCQ4cOAQBUVFTQt29fbN26FY6OjggNDZW1BRTl/Qrn9evXERMTI9eHKZVKkZ+fj/v376NBgwa4ceMG5s2bh9DQUKSkpCA/Px8AEB8fD2tra0RFRaF58+Zy+23RokWJj5OZmQkNDY1C475w4YLswq632rdvL7f/ly9fFviHOTMzE7Gxb3ryivP6vC8vLw9Lly7F3r178ejRI2RlZSErKwuVKsn/nFTY63rmzBloa2sX2GdsbKwsgdXU1AQgn4y/7+0x5eRLASVx3baPilbc/q//j5d//u+POCWef9Hc3Bz7Du3BixcvcPLEKcyZ+QO2+P7GJJYqrJJ+Vqji69u3L5KTk2W/oDZq1AjHjh2TFYUSEhL+0/VCRWECWwJbtmxBbm4uTExMZMukUilUVVXx/PlzWTL0Ie8nXvn5+Rg1ahQ8PT0LjK1VqxZevXoFJycnODk5YceOHTAwMEB8fDy6dOkiu1ipsL8A3rY1FPc4wJtelufPnxcad+3ataGrqyu37N2rB/Pz82FkZISzZ88W2PbtdsV5fd63YsUK/PLLL1i1ahUaN26MSpUqYcKECQUu1Crsdf3qq6/w008/FdinkZGR7M9v2xs+VPVasmSJXNUYAFC7MmBZpaSnQ5+ZqrpVoaysXKDampKSUqAq+5a+fsHqbEpKClRUVKCjq1Oi46uqqaKW2ZvPb8NGDXHn9h3s3L4bP8yfXaL9EJU1nao6UFZWQkqyfLX1eUoqqupVLWIrKgmlEn4BLk3ff/89vv/++0LXvX+t0PvmzZuHefPmlfiYTGCLKTc3F35+flixYkWB+c569uyJnTt3okmTJjh16lSJruJv1qwZ7ty5Aysrq0LX37p1C0lJSVi6dClMTU0BANeuXZMbU79+fRw7dkxu2ftjPnYcALC1tUV4eHixY39//0+ePIGKigrMzc0LHfOx10dNTQ15eXlyyy5cuAA3NzdZ20Z+fj6io6PRoEGDj8Zz8OBBmJubf3Cajtu3b6NmzZpFXukNvPn5Y9KkSXLLdL7+8PFJHFTVVNHAugEuX7qMTo4dZcsvX7qM9h3bF7pNk6Y2OH/mnNyy4IvBsG7YAKr/8SIUqRTIyalYs5sQAYCqqirqNqiLa8HX0bZjG9nya39fR+v2BXslqeTEVsnmRVzFdOTIETx//hzDhg1Do0aN5B69evXCli1bMHfuXOzevRtz585FREQEbt26JdeXWZjp06cjODgYY8aMQWhoKKKjoxEQEIBx48YBeFMdVVNTw9q1a3Hv3j0EBARg4cKFcvsYNWoUIiMjMX36dNy9exf79u2TfeN5+z/0x44DAF26dEFwcHCBJLI4HB0d4eDgAHd3dxw/fhxxcXG4dOkSZs+eLUumP/b6mJub4/z583j06JFstgArKysEBgbi0qVLiIiIwKhRo4qcW+5dY8aMQUpKCr755htcuXIF9+7dw4kTJzB06FC587tw4UKBLyTvK+xqTEVuH6ikoQUbS2vYWFoDAGrXMIWNpTVMDYwFjkwxDfT4FocOHMbhg/64F3sPy5YuR0LCE/Tu2wsAsHrlGsya8f+KaO++vfA4IQHLflqOe7H3cPigPw4f9MfgIYNkY3KycxAZEYXIiCjk5OTg2dNniIyIQvyD//8Mt+aXtQi5FoJHjx4j+m401q5ah2tXr8Glu0v5nfxnhp+NstVnYG8cOXwMR/3/RNy9B1i7bD2eJTyFW6+vAADea37F4tnyc41GR8YgOjIGmZmZSH2ehujIGMTFxsnW5+TkyMbk5OYi6VkSoiNj8DD+UXmeGgmAFdhi2rJlCxwdHaGjU/Anvp49e+LHH39ElSpVsH//fixcuBBLly5FlSpV0LZt2w/ut0mTJjh37hxmzZqFNm3aQCqVwtLSEn379gXw5qdtHx8fzJw5E2vWrEGzZs2wfPlyuLq6yvZRu3ZtHDhwAJMnT8bq1avh4OCAWbNm4bvvvpNdUPWx4wCAi4sLVFVVcfLkSXTpUrIJvCUSCY4dO4ZZs2Zh6NChSExMRI0aNdC2bVvZVBrt27f/4OuzYMECjBo1CpaWlsjKyoJUKsWcOXNw//59dOnSBVpaWhg5ciTc3d2Rlpb2wXiMjY1x8eJFTJ8+HV26dEFWVhbMzMzg7OwMJaU339tev36Nw4cP4/jx4yU6V0VnX9cGZ1f8f4qnX76bBwDwObEPQ5ZNKmIrKopz1y5IS03D5o2bkZiYBKs6VljvvRbGJm+SnqSkJDxJ+P+Xrpo1TbB+01osW7oCe3ftg4GhAabPnAZHJ0fZmGeJiejbs5/sue82P/hu84N9czts8f0NwJsp5mbNmI3ExCRoV9ZG3bp1sGHz+gIzHFDx8bNRtjp16YD01HT4evshOSkFta3M8dO6Jahh/ObC3eTEFDxNkJ8icli/kbI/R4Xfxck/T6GGUXXs+/PN9IdJz5Llxuzx24c9fvvQ1M4Ga7b8Ug5nVXGUtIde0Umk7zdL0mdh8eLF2LRpE/75558Sbbdhwwb8/vvvokjq1q9fj99//x0nTpwo8baSzp82Vy6Vjcy/7godAv1L0/m/TU5OpedJwN8fH0TlorqmyccH/Ue7YnxKbV/9rTxKbV9lhRXYz8SGDRvQvHlz6Onp4eLFi1i2bJncHK/FNXLkSDx//hwvXrwoMOvA50ZVVRVr164VOgwiIiIqISawn4no6GgsWrQIKSkpqFWrFiZPnvzB274VRUVFpcBNED5XI0eO/PggIiIiBSDkLARCYAL7mfjll1/wyy/i6vchIiKiN4S6kYFQxHW2RERERKTwWIElIiIiUnBim4WACSwRERGRghPbjQyYwBIREREpOLFVYNkDS0REREQKhRVYIiIiIgXHFgIiIiIiUihimweWLQREREREpFBYgSUiIiJScGwhICIiIiKFIhHZj+riOlsiIiIiUniswBIREREpOLYQEBEREZFC4Y0MiIiIiIgqMFZgiYiIiBScElsIiIiIiEiRiK2FgAksERERkYIT20Vc7IElIiIiIoXCCiwRERGRghPbjQyYwBIREREpOLYQEBERERFVYKzAEhERESk4Jc5CQERERESKhC0EREREREQVGCuwRERERAqONzIgIiIiIoXCFgIiIiIiogqMFVgiIiIiBccbGRARERGRQlESWQsBE1giIiIiBSe2i7jEVW8mIiIiIoXHCiwRERGRghPbLARMYImIiIgUHFsIiIiIiIgqMFZgiYiIiBQcWwiIiIiISKEoiexHdXGdLREREREpPFZgiYiIiBQcWwiI6KMe/X5J6BDoHVJIhQ6B/vUk4G+hQ6B/1XD9QugQ6F/SwIdlfgzOQkBEREREVIGxAktERESk4NhCQEREREQKRWwtBExgiYiIiBSc2BJY9sASERERkUJhBZaIiIhI0bEHloiIiIgUCVsIiIiIiIgqMFZgiYiIiBQcp9EiIiIiIoXCFgIiIiIiogqMFVgiIiIiBSe2CiwTWCIiIiIFJ7YeWLYQEBEREZFCYQWWiIiISMGxhYCIiIiIFAoTWCIiIiJSKOyBJSIiIiIqpg0bNqB27drQ0NCAnZ0dLly4UOTYQ4cOoXPnzjAwMECVKlXg4OCA48ePl/iYTGCJiIiIFJykFP8rib1792LChAmYNWsWbty4gTZt2qBr166Ij48vdPz58+fRuXNnHDt2DNevX0eHDh3w1Vdf4caNGyU7X6lUKi3RFkSExxmFfzBJGFXV9YQOgf6Vnp0qdAj0rxquXwgdAv1LGviwzI8Rnhpaavuy1m1a7LFffPEFmjVrho0bN8qWNWjQAO7u7liyZEmx9tGwYUP07dsXP/zwQ7GPywosEREREclkZWUhPT1d7pGVlVVgXHZ2Nq5fvw4nJye55U5OTrh06VKxjpWfn48XL16gWrVqJYqRCSwRERGRgivNFoIlS5ZAR0dH7lFYNTUpKQl5eXmoXr263PLq1avjyZMnxYp7xYoVePXqFfr06VOi8+UsBEREREQKrjSn0fLy8sKkSZPklqmrqxd97PdmQJBKpcWaFWH37t2YN28efv/9dxgaGpYoRiawRERERCSjrq7+wYT1LX19fSgrKxeotj579qxAVfZ9e/fuxbBhw7B//344OjqWOEa2EBAREREpOIlEUmqP4lJTU4OdnR0CAwPllgcGBqJVq1ZFbrd79254eHhg165d6Nat2yedLyuwRERERApOqDtxTZo0CQMHDoS9vT0cHBywefNmxMfHY/To0QDetCM8evQIfn5+AN4kr4MGDcLq1avRsmVLWfVWU1MTOjo6xT4uE1giIiIi+iR9+/ZFcnIyFixYgISEBDRq1AjHjh2DmZkZACAhIUFuTlhvb2/k5uZizJgxGDNmjGz54MGD4ePjU+zjch5Yok/AeWArFs4DW3FwHtiKg/PAVhzlMQ9sdNqdUttXHZ2GpbavssIKLBEREZGCK0nv6ueACSwRERGRwhNXAstZCIiIiIhIobACS0RERKTg2EJARERERApFqGm0hMIWAiIiIiJSKKzAEhERESk4sVVgmcASERERKTix9cCyhYCIiIiIFAorsEREREQKji0ERERERKRQxJbAsoXgA8zNzbFq1apij583bx6aNm36wTEeHh5wd3f/6L4GDhyIH3/8sdjHpk/TvHlzHDp0SOgwiIiIqAREm8BKpVI4OjqiS5cuBdZt2LABOjo6OHfuHEaOHFnusd28eRNHjx7FuHHjZMvat2+PCRMmyI1bvXo11NXVsWvXrv98TB8fH7Rs2bLIdbq6uoWuk0gk8Pf3/8/HL6v9fcycOXMwY8YM5Ofnl9sxy4r/vgB8020gnL5wwcj+3+NmyK0ixyYnJmOh148Y5D4EHZs5Yd2yDQXGnD91AaP6f4/ubdzR1eErDO87CieOBJblKSisvbv3waVzd7Ro2hLf9OqPkGshHxx/7ep1fNOrP1o0bYluTl9h/54DcutjomMxefwUdHXshqbWzbDDb2eBfeTm5mLd6vVw6dwdX9g6oJvTV/DesPmz+H+5tB3e+zv6uPSHY4suGP7NKISF3CxybFJiMhbMWIQBboPQzrYT1vy8rsCY+zH3MXvyXPTp+g3aNu2IfTsOFLIn+i/aNP4CAQu24dGea5AGPoRbq4L/VpM8iURSag9FINoEViKRYNu2bfj777/h7e0tW37//n1Mnz4dq1evhpmZGbS0tMo9tnXr1qF3796oXLlykWPmzp0LLy8vHD58GP379//PxwwICICbm9t/3k9FkZ2dXaxx3bp1Q1paGo4fP17GEZWt08fPYv2yjfh22Df4dfdGNLFthOljZ+JpwrNCx+fk5EC3qg4GDOsPy7oWhY6polMF3w7vj/W+q/HbPm84u3XBT/OW48qlq2V5Kgrn+J/HsWzJcgwfNQx7Du6CrZ0txowah4THCYWOf/TwEcaOHgdbO1vsObgLw0YOxU8//oyTJ07Jxrx+/RomNU0wfpIn9PX1C93Ptt98cGDvQcyYPR2HjhzEhMnj4bvVD7t37imT81RUp46fwdpl6zFo+AD8tmczmtg2xrQxM/A04Wmh43Oyc6BTVRcDh38Lq7qWhY55/ToLxiZGGDV+BKrpVyvL8EWrkoYWwu6FY+y6OUKHojAkpfifIhBtAgsApqamWL16NaZMmYL79+9DKpVi2LBh6NSpEzw8PAq0EKSlpWHkyJEwNDRElSpV0LFjR4SFhRW5/7y8PEyaNAm6urrQ09PDtGnTIJVKPxhTfn4+9u/fD1dX10LXS6VSjBs3DqtXr8aJEyfg4uIiW/fixQsMGDAAlSpVgpGREX755ZdCK7fve/36NU6cOFHkMUvi0aNH6Nu3L6pWrQo9PT24ubkhLi5ObszWrVvRsGFDqKurw8jICGPHjgXwpmUDAL7++mtIJBLZ89jYWLi5uaF69erQ1tZG8+bNcfLkSbl9mpubY9GiRfDw8ICOjg5GjBgBALh06RLatm0LTU1NmJqawtPTE69evZJtp6ysDBcXF+zevfs/n7uQ9u84CBd3Z3Tr4QIzCzOMnfo9DGsYIGD/H4WOr2FcA+OmjUGXrzqjknalQsc0tbdBm46tYWZhBhNTY/Tq3wOWdSxw+8adsjwVhbPdZye+7umOHr2+hoWlBaZ5TUUNo+oFqqpv7d97AEZGNTDNayosLC3Qo9fXcO/hBr9tfrIxjRo3xKSpE+Hs0gWqaqqF7udm2E2079gObdu1gYmJMTp3cYTDly0Rfju8TM5TUe3bvh/dvu6K7j26wdzCDJ7TxsKghiH89wcUOt7IpAbGTx8L56+civxsNGhUH99PGo1Ozh2hplr4+0P/zV9Xz2COzzIcDvpT6FAUBiuwIjN48GB06tQJQ4YMwbp163D79m1s3ry5wDipVIpu3brhyZMnOHbsGK5fv45mzZqhU6dOSElJKXTfK1aswNatW7FlyxYEBQUhJSUFhw8f/mA8N2/eRGpqKuzt7Qusy83NxcCBA7F//36cO3cOrVu3lls/adIkXLx4EQEBAQgMDMSFCxcQEvLhnzIB4NSpU6hRowYaNmz40bEfkpGRgQ4dOkBbWxvnz59HUFAQtLW14ezsLKuIbty4EWPGjMHIkSNx69YtBAQEwMrKCgBw9eqbyt62bduQkJAge/7y5Uu4uLjg5MmTuHHjBrp06YKvvvoK8fHxcsdftmwZGjVqhOvXr2POnDm4desWunTpgh49euDmzZvYu3cvgoKCZAnzWy1atMCFCxf+07kLKScnB3cj7sLewU5uuX1LO9wOK51kUyqV4vrfIfgn7iGa2DUulX1+DnKycxARHgGHL+Xbb1q2ckBYaOFfbm+G3kTLVg5yy1q1dkD4nQjk5OQU+9i2zWzx9+UreBD3AAAQFXkXN0JC0bpt649sKR5vPxvNHeT/Pm3e0r7UPhtEJAzOQgBg8+bNaNSoES5cuIADBw7A0NCwwJgzZ87g1q1bePbsGdTV1QEAy5cvh7+/Pw4cOFBor+yqVavg5eWFnj17AgA2bdr00Z+q4+LioKysXGgMv/76KwAgLCwM9evXl1v34sUL+Pr6YteuXejUqROAN4mgsbHxR8//999//2j7QFpaGrS1tT84Zs+ePVBSUsJvv/0m+wa3bds26Orq4uzZs3BycsKiRYswefJkjB8/XrZd8+bNAQAGBgYAAF1dXdSoUUO23sbGBjY2NrLnixYtwuHDhxEQECCXjHbs2BFTpkyRPR80aBD69+8vq0DXqVMHa9asQbt27bBx40ZoaGgAAExMTBAfH4/8/HwoKRX8TpeVlYWsrCz5ZXlZsv8PhJb2PA35efmoWq2q3PKqelXxPPn5f9r3yxev0LtLP+Tk5EBJSQkTvDxh39Lu4xuKxPPUVOTl5aGanp7ccj29akhKSi50m6SkZLTSk//ZuZqeHnJzc5Gamir7HHzMkOEeePniJdy79YCysjLy8vIwdvwYdO3m/Gkn8xlKe56GvEI+G9X0qiIlqfDCA5GiUpSf/ksLE1gAhoaGGDlyJPz9/fH1118XOub69et4+fIl9N77hyozMxOxsbEFxqelpSEhIQEODv+vtKioqMDe3v6DbQSZmZlQV1cvtITfunVrhIaGYvbs2dizZw9UVP7/9t27dw85OTlo0aKFbJmOjg7q1atX9InjTWXtjz/+wJ49H+6bq1y5cqHV3Dp16sj+fP36dcTExBTo3X39+jViY2Px7NkzPH78WJZgF9erV68wf/58HDlyBI8fP0Zubi4yMzMLVGDfr1q/jWfnzv9fACOVSpGfn4/79++jQYMGAABNTU3k5+cjKysLmpqaBY6/ZMkSzJ8/X27ZpJkTMHnWxBKdR1kr8P+MVAr8x5+CtCpp4rc9m5CZmYmQv29gw4pNMK5phKb2Nh/fWEQKvvTSD/4M9/66t38nlOQfoON/nsDRI8ewZNmPsLSyQFRkFJYtWQEDQwO4un9V/OBFoLDXW1F+JiUqPnH9P80E9l8qKipyCeH78vPzYWRkhLNnzxZYV9QV+p9CX18fGRkZyM7Ohpqamty6xo0bY8WKFXB0dESfPn2wd+9eqP7bfyX7B7CIfxiLcuXKFWRnZxdoR3ifkpKS7Kf+ouTn58POzk4uYXzLwMCg0OpmcUydOhXHjx/H8uXLYWVlBU1NTfTq1avAhVqVKsn3q+Xn52PUqFHw9PQssM9atWrJ/pySkgItLa1Ck1cA8PLywqRJk+SWJecVfgGIEHSq6kBJWQkpyfIVpecpqahaTfc/7VtJSQkmtUwAAFb1rPDgfjx2bt3NBPZfVXV1oaysjOT3qq0pKc+hp1f4xT36+noFqrPPU1KgoqICHV2dYh/7l+WrMGS4B5xd3lydXaduHSQ8foKtv25jAvsvnao6UC7qs6FXtYitiEgRiL4HtriaNWuGJ0+eQEVFBVZWVnKPwq4S1tHRgZGRES5fvixblpubi+vXr3/wOG/nkQ0PL/xCjKZNm+L06dMICgpC7969ZT1zlpaWUFVVxZUrV2Rj09PTER0d/cHj/f777+jWrRuUlZU/OK44mjVrhujoaBgaGhZ4jXR0dFC5cmWYm5vj1KlTRe5DVVUVeXl5cssuXLgADw8PfP3112jcuDFq1KhR4MKwouK5c+dOgVisrKzkvhzcvn0bzZo1K3I/6urqqFKlityjorQPAG9es7oN6uLaZfkK+fXLIWhk89/6mt8nlb7p+6Q3VNVU0cC6AYIv/S23/O9Ll2HTtPAkv0nTJvj70mW5ZcEXL8O6YQPZF9LieJ35usCXQiUlJU6j9Q7ZZyNY/u/da39fL/XPBpHQJKX4UARMYIvJ0dERDg4OcHd3x/HjxxEXF4dLly5h9uzZuHbtWqHbjB8/HkuXLsXhw4cRGRmJ77//HqmpqR88joGBAZo1a4agoKAixzRp0gRnzpxBcHCwrBJZuXJlDB48GFOnTsWZM2dw584dDB06FEpKSh/8qaw0p88aMGAA9PX14ebmhgsXLuD+/fs4d+4cxo8fj4cPHwJ4c7OHFStWYM2aNYiOjkZISAjWrl0r28fbBPfJkyd4/vxN/6aVlRUOHTqE0NBQhIWFoX///sX6R3r69OkIDg7GmDFjEBoaiujoaAQEBMjNrwu8SZCdnJxK5TUQSu9ve+LY4T9xzP8vPLj3AOuXb8TTJ8/wVa/uAIBf12zBj7N/ktsmJioGMVExyMzIROrzNMRExSAu9oFs/c4tu3Ht8nU8fpiA+Pvx2Lf9AE4cDURnl5K1gHzuBnoMwOEDh+F/0B/3Yu9h2dLlSEh4gl593/S+r1m5FrNn/H8qoN59e+FxQgKW/7QC92Lvwf+gPw4f9MegIYNkY3KycxAZEYXIiCjk5uTg2dNniIyIQvyD/7fNtO3QFr95b8H5cxfw6NFjnD55Gjt8d6CjY4fyO3kF0Gdgbxw5fAxH/f9E3L0HWLtsPZ4lPIVbrzdVau81v2Lx7CVy20RHxiA6MgaZmW8+G9GRMYiLjZOtz8nJkY3Jyc1F0rMkREfG4GH8o/I8tc9aJQ0t2Fhaw8bSGgBQu4YpbCytYWrw8es6xEpssxCwhaCYJBIJjh07hlmzZmHo0KFITExEjRo10LZtW1SvXr3QbSZPnoyEhAR4eHhASUkJQ4cOxddff420tLQPHmvkyJHw8fEpcLX8uxo2bIgzZ86gU6dO6NmzJw4ePIiVK1di9OjR6N69O6pUqYJp06bhn3/+kV2s9L7Y2FjExMQUejOHT6GlpYXz589j+vTp6NGjB168eAETExN06tQJVapUAfBm1ofXr1/jl19+wZQpU6Cvr49evXrJ9rFixQpMmjQJv/76K0xMTBAXF4dffvkFQ4cORatWraCvr4/p06cjPT39o/E0adIE586dw6xZs9CmTRtIpVJYWlqib9++sjGPHj3CpUuXsGPHjlJ5DYTSsUt7pKelw2/zDqQkpcDcyhxL1y5GDeM3/28mJyXj2RP5OWFH9PtO9ue7EdE49edpVDeqjj3H3rwWr1+/xqof1yDxWRLU1dVRy9wUMxfNQMcu7cvtvBRBl65dkJqaBu+NvyIpMQlWdSyxznsNjE3e/EObmJSEhIQnsvEmNU2wbtNaLF+6Ant37YOBoQGmz5wGR6f/fzF4lpiIfj2/kT3327Ydftu2w665Hbb4vrmYc8asaVi/ZgOWLFiClJTnMDA0QM8+PTHqu/K/+UpF1qlLB6SnpsPX2w/JSSmobWWOn9YtQQ3jNxeKJiemFJgveVi//7+GUeF3cfLPU6hhVB37/nwz3V7Ss2S5MXv89mGP3z40tbPBmi2/lMNZff7s69rg7Ir9sue/fDcPAOBzYh+GLJtUxFYkJhLpx5okqdy9fv0a9erVw549e+QuAiupV69ewcTEBCtWrMCwYcMKrF+5ciVOnjyJY8eO/ZdwFdrUqVORlpZW6NRpH/I4I/7jg6jcVFXX+/ggKhfp2alCh0D/quH6hdAh0L+kgQ/L/BhPMkvvGDU0a5bavsoKK7AVkIaGBvz8/JCUlFSi7W7cuIHIyEi0aNECaWlpWLBgAQAU2SJQs2ZNeHl5/ed4FZmhoaHc1FtERESKSDF++C89TGArqHbt2n3SdsuXL0dUVBTU1NRgZ2eHCxcuFHkryj59+vyXED8LU6dOFToEIiIiKiEmsJ8RW1vbj85yQERERJ8jcdVgmcASERERKThFmT2gtHAaLSIiIiJSKExgiYiIiEihsIWAiIiISMFJ2ANLRERERIpEbAksWwiIiIiISKEwgSUiIiIihcIWAiIiIiIFx2m0iIiIiIgqMCawRERERKRQ2EJAREREpOA4CwERERERUQXGCiwRERGRwhNXBZYJLBEREZGCE1f6ygSWiIiISOFxGi0iIiIiogqMFVgiIiIihSeuCiwTWCIiIiIFJ670lS0ERERERKRgWIElIiIiUnjiqsEygSUiIiJScJyFgIiIiIioAmMCS0REREQKhS0ERERERApOIrIeWFZgiYiIiEihsAJLREREpPDEVYFlAktERESk4MSVvjKBJSIiIlJ4nEaLiIiIiKgCYwWWiIiISOGJqwLLBJaIiIhIwYkrfWULAREREREpGFZgiYiIiBSeuGqwTGCJiIiIFBxnISAiIiIiqsCYwBIRERGRQmELAREREZGCk4isB5YVWCIiIiJSKBKpVCoVOggiKn9ZWVlYsmQJvLy8oK6uLnQ4osb3ouLge1Gx8P2gojCBJRKp9PR06OjoIC0tDVWqVBE6HFHje1Fx8L2oWPh+UFHYQkBERERECoUJLBEREREpFCawRERERKRQmMASiZS6ujrmzp3LCyMqAL4XFQffi4qF7wcVhRdxEREREZFCYQWWiIiIiBQKE1giIiIiUihMYImIiIhIoTCBJSIiIiKFwgSWiIiIKpysrCyhQ6AKjAksERGJXk5ODv755x9ERUUhJSVF6HBE6fjx4/Dw8IClpSVUVVWhpaWFypUro127dli8eDEeP34sdIhUgXAaLSKRycrKwpUrVxAXF4eMjAwYGBjA1tYWtWvXFjo0onL18uVL7Ny5E7t378aVK1fkKn41a9aEk5MTRo4ciebNmwsY5efP398f06dPR1paGlxcXNCiRQuYmJhAU1MTKSkpuH37Ni5cuIDg4GB4eHhg4cKFMDAwEDpsEhgTWCKRuHTpEtauXQt/f39kZ2dDV1dX9g9EVlYWLCwsMHLkSIwePRqVK1cWOlxRiIuLw4ULFwp8mXBwcICGhobQ4X3WfvnlFyxevBjm5uZwdXUtMmk6fPgwWrZsibVr16JOnTpCh/1ZatGiBebMmYNu3bpBSanoH4YfPXqE1atXo3r16pg8eXI5RkgVERNYIhFwc3PD1atX0b9/f7i6usLe3h5aWlqy9ffu3cOFCxewe/duhIWFwc/PD507dxYw4s/brl27sGbNGly5cgWGhoZyiVNsbCw0NDQwYMAATJ8+HWZmZkKH+1nq3bs3fvjhBzRu3PiD47KysrBlyxaoqalh+PDh5RQdEX0ME1giEVi/fj1GjBgBNTW1j469c+cOHj9+zAS2jDRr1gxKSkrw8PCAq6sratWqJbc+KysLwcHB2LNnDw4ePIgNGzagd+/eAkVLJIzs7Gzcv38flpaWUFFRETocqoCYwBIRlaOjR4+iW7duxRqblJSE+/fvsweznMTExCA2NhZt27aFpqYmpFIpJBKJ0GGJSkZGBsaNGwdfX18AwN27d2FhYQFPT08YGxtjxowZAkdIFQVnISASmX/++QcPHz6UPb9y5QomTJiAzZs3CxiVeBQ3eQUAfX19Jq/lIDk5GY6Ojqhbty5cXFyQkJAAABg+fDh7LcuZl5cXwsLCcPbsWbk+cEdHR+zdu1fAyKiiYQJLJDL9+/fHmTNnAABPnjxB586dceXKFcycORMLFiwQODpxSU9PL/Tx4sULZGdnCx2eaEycOBEqKiqIj4+X6w3v27cv/vrrLwEjEx9/f3+sW7cOrVu3lqt+W1tbIzY2VsDIqKJhAkskMrdv30aLFi0AAPv27UOjRo1w6dIl7Nq1Cz4+PsIGJzK6urqoWrVqgcfbGSLMzMwwd+5c5OfnCx3qZ+3EiRP46aefULNmTbnlderUwYMHDwSKSpwSExNhaGhYYPmrV6/YzkFymMASiUxOTg7U1dUBACdPnoSrqysAoH79+rKfTql8+Pj4wNjYGDNnzoS/vz8OHz6MmTNnwsTEBBs3bsTIkSOxZs0aLF26VOhQP2uvXr2Sq7y+lZSUJPusUPlo3rw5jh49Knv+Nmn99ddf4eDgIFRYVAHx0j4ikWnYsCE2bdqEbt26ITAwEAsXLgQAPH78GHp6egJHJy6+vr5YsWIF+vTpI1vm6uqKxo0bw9vbG6dOnUKtWrWwePFizJw5U8BIP29t27aFn5+f7LMgkUiQn5+PZcuWoUOHDgJHJy5LliyBs7MzwsPDkZubi9WrV+POnTsIDg7GuXPnhA6PKhDOQkAkMmfPnsXXX3+N9PR0DB48GFu3bgUAzJw5E5GRkTh06JDAEYqHlpYWwsLCCkyQHx0dDRsbG2RkZOD+/fto2LAhMjIyBIry8xceHo727dvDzs4Op0+fhqurK+7cuYOUlBRcvHgRlpaWQocoKrdv38ayZctw/fp15Ofno1mzZpg+ffpH5+wlcWECSyRCeXl5SE9PR9WqVWXL4uLioKWlVWj/GZWNunXrokePHgVaBGbMmIHDhw8jKioK165dg5ubGx49eiRQlOLw5MkTbNy4US5pGjNmDIyMjIQOTTRycnIwcuRIzJkzBxYWFkKHQxUcE1giIoEEBASgd+/eqF+/Ppo3bw6JRIKrV68iMjISBw4cQPfu3bFx40ZER0dj5cqVQof7WcrJyYGTkxO8vb1Rt25docMRPV1dXYSEhDCBpY9iAkskMk+fPsWUKVNw6tQpPHv2DO//FZCXlydQZOL04MEDbNq0CVFRUZBKpahfvz5GjRoFc3NzoUMTDQMDA1y6dKlAKweVvyFDhqBx48aYNGmS0KFQBccElkhkunbtivj4eIwdOxZGRkYFpqZxc3MTKDLxSE9PR5UqVT445vTp0+jYsWM5RSRukydPhqqqKmd7qAAWL16M5cuXo1OnTrCzs0OlSpXk1nt6egoUGVU0TGCJRKZy5cq4cOECmjZtKnQootW2bVucOHFC7k5D7zpz5gy++uorvHz5spwjE6dx48bBz88PVlZWsLe3L5A0sX2j/NSuXbvIdRKJBPfu3SvHaKgi4zRaRCJjampaoG2AyldKSgp69+4Nf39/KCsry607d+4cvvrqKwwfPlyg6MTn9u3baNasGQDg7t27cus4eX75un//vtAhkIJgBZZIZE6cOIEVK1bA29ubfZYCefz4Mdq0aQMHBwfs2LFDtvz8+fPo1q0bPDw8sHbtWgEjJCKq2JjAEolM1apVkZGRgdzcXGhpaUFVVVVufUpKikCRiUtsbCzatGmDXr16Yc2aNQgKCkLXrl0xcOBAbNiwQejwiATz8OFDBAQEID4+HtnZ2XLr2M5Bb7GFgEhkVq1aJXQIBMDS0hJ//fUX2rdvj/T0dBw+fBj9+/dn8iqQq1evYv/+/YUmTby5R/k5deoUXF1dUbt2bURFRaFRo0aIi4uDVCqVtXkQAazAEhGVu/T0dNmfL168iK+//hru7u7w9vaW67n82EwFVDr27NmDQYMGwcnJCYGBgXByckJ0dDSePHmCr7/+Gtu2bRM6RNFo0aIFnJ2dsWDBAlSuXBlhYWEwNDTEgAED4OzsjO+++07oEKmCYAJLJEJ5eXnw9/dHREQEJBIJrK2t4erqWuCCIiobSkpKconq27+G3y6TSqWQSCSck7ecNGnSBKNGjcKYMWNkSVPt2rUxatQoGBkZYf78+UKHKBqVK1dGaGgoLC0tUbVqVQQFBaFhw4YICwuDm5sb4uLihA6RKgi2EBCJTExMDFxcXPDo0SPUq1cPUqkUd+/ehampKY4ePcr7vpeDM2fOCB0CvSM2NhbdunUDAKirq+PVq1eQSCSYOHEiOnbsyAS2HFWqVAlZWVkAAGNjY8TGxqJhw4YAgKSkJCFDowqGCSyRyHh6esLS0hKXL19GtWrVAADJycn49ttv4enpiaNHjwoc4eevXbt2QodA76hWrRpevHgBADAxMcHt27fRuHFjpKamIiMjQ+DoxKVly5a4ePEirK2t0a1bN0yePBm3bt3CoUOH0LJlS6HDowqECSyRyJw7d04ueQUAPT09LF26FF9++aWAkYnDq1evCkyUX5rjqeTatGmDwMBANG7cGH369MH48eNx+vRpBAYGolOnTkKHJyorV66U3cBj3rx5ePnyJfbu3QsrKyv88ssvAkdHFQkTWCKRUVdXl1Wb3vXy5UuoqakJEJG4WFlZYdy4cfDw8ICxsXGhY6RSKU6ePImVK1eibdu28PLyKucoxWXdunV4/fo1AMDLywuqqqoICgpCjx49MGfOHIGjExcLCwvZn7W0tDgrBxWJF3ERicT58+fh4OCAYcOGISQkBFu2bEGLFi0AAH///TdGjBgBOzs7+Pj4CBvoZy4qKgqzZ89GQEAAmjZtCnt7exgbG0NDQwPPnz9HeHg4goODoaqqCi8vL4wcOZIX15FoWFhY4OrVq9DT05NbnpqaimbNmvFWsiTDBJZIJJSVlZGQkAA1NTUMHjwYf/zxh+wmBrm5uXB1dYWPjw90dHQEjlQcHj58iP379+P8+fOIi4tDZmYm9PX1YWtriy5dusDFxQVKSkpChykKbz8bhoaGcsuTk5NhaGjI2SDKkZKSEp48eVLgvXj69Clq1aolu8CLiAkskUi8/w9DdHQ0IiMjIZVKYW1tDSsrK4EjJBJGUUnT48ePYWlpiczMTIEiE4+AgAAAgLu7O3x9feW+SOfl5eHUqVMIDAxEVFSUUCFSBcMeWCIReXfu0Tp16qBOnToCRkMkrDVr1gB487n47bffoK2tLVuXl5eH8+fPo379+kKFJyru7u4A3rwXgwcPllunqqoKc3NzrFixQoDIqKJiBZZIJJSUlDBy5EhoaWl9cBzvNV5+8vLy4OPjg1OnTuHZs2fIz8+XW3/69GmBIhOH2rVrAwAePHiAmjVryvUaq6mpwdzcHAsWLMAXX3whVIiiU7t2bVy9ehX6+vpCh0IVHCuwRCJy69atD8408G6Flsre+PHj4ePjg27duqFRo0Z8/cvZ/fv3AQAdOnTAoUOHULVqVYEjorfvCdHHsAJLJBJF9fmRcPT19eHn5wcXFxehQyGqEDw9PWFlZQVPT0+55evWrUNMTAxWrVolTGBU4fASVyKRYHWv4lFTU+PFcxVAr169sHTp0gLLly1bht69ewsQkXgdPHiw0BuqtGrVCgcOHBAgIqqomMASiQR/bKl4Jk+ejNWrV/O9Edi5c+fQrVu3AsudnZ1x/vx5ASISr+Tk5EKn8qtSpQqSkpIEiIgqKvbAEonEtm3bOMdrBRMUFIQzZ87gzz//RMOGDWXz8r516NAhgSITl6LuQqeqqor09HQBIhIvKysr/PXXXxg7dqzc8j///FPuLl1ETGCJRCA4OLjA1DRFefXqFeLi4tCwYcMyjop0dXXx9ddfCx2G6DVq1Ah79+7FDz/8ILd8z549sLa2FigqcZo0aRLGjh2LxMREdOzYEQBw6tQprFixgv2vJIcXcRGJQJ06dWBubo4RI0bAxcVFbr7Lt8LDw7Fjxw5s27YNP//8MwYOHChApETlLyAgAD179kT//v3lkqbdu3dj//79sjlKqXxs3LgRixcvxuPHjwEA5ubmmDdvHgYNGiRwZFSRMIElEoGcnBx4e3tj3bp1iI2NRd26dWFsbAwNDQ08f/4ckZGRePXqFXr06AEvLy80atRI6JBFJTExEVFRUZBIJKhbty4MDAyEDkl0jh49ih9//BGhoaHQ1NREkyZNMHfuXLRr107o0EQrMTERmpqahX7hJmICSyQyISEhuHDhAuLi4pCZmQl9fX3Y2tqiQ4cOqFatmtDhicqrV68wbtw4+Pn5yW5ioKysjEGDBmHt2rUfvekE0ecoNzcXZ8+eRWxsLPr374/KlSvj8ePHqFKlCpNZkmECS0QkkFGjRuHkyZNYt26dbOqgoKAgeHp6onPnzti4caPAEYpHamoqDhw4gHv37mHKlCmoVq0aQkJCUL16dZiYmAgdnmg8ePAAzs7OiI+PR1ZWFu7evQsLCwtMmDABr1+/xqZNm4QOkSoIJrBERALR19fHgQMH0L59e7nlZ86cQZ8+fZCYmChMYCJz8+ZNODo6QkdHB3FxcYiKioKFhQXmzJmDBw8ewM/PT+gQRcPd3R2VK1fGli1boKenh7CwMFhYWODcuXMYPnw4oqOjhQ6RKgjOA0skMk+fPsXAgQNhbGwMFRUVKCsryz2o/GRkZKB69eoFlhsaGiIjI0OAiMRp0qRJ8PDwQHR0NDQ0NGTLu3btynlgy1lQUBBmz55dYFozMzMzPHr0SKCoqCLiNFpEIuPh4YH4+HjMmTMHRkZGvEOXgBwcHDB37lz4+fnJEqfMzEzMnz8fDg4OAkcnHlevXoW3t3eB5SYmJnjy5IkAEYlXfn4+8vLyCix/+PAhKleuLEBEVFExgSUSmaCgIFy4cAFNmzYVOhTRW716NZydnVGzZk3Y2NhAIpEgNDQUGhoaOH78uNDhiYaGhkahNyyIiorijBDlrHPnzli1ahU2b94M4M0tsF++fIm5c+fCxcVF4OioImEPLJHIWFtbY+fOnbC1tRU6FMKbiuuOHTsQGRkJqVQKa2trDBgwAJqamkKHJhojR45EYmIi9u3bh2rVquHmzZtQVlaGu7s72rZtywn0y9Hjx4/RoUMHKCsrIzo6Gvb29oiOjoa+vj7Onz8PQ0NDoUOkCoIJLJHInDhxAitWrIC3tzfMzc2FDodIcOnp6XBxccGdO3fw4sULGBsb48mTJ3BwcMCxY8dQqVIloUMUlczMTOzevRshISHIz89Hs2bN+KWOCmACSyQyVatWRUZGBnJzc6GlpQVVVVW59SkpKQJFJj6+vr7Q19dHt27dAADTpk3D5s2bYW1tjd27d8PMzEzgCMXl9OnTckmTo6Oj0CERURGYwBKJjK+v7wfXDx48uJwioXr16mHjxo3o2LEjgoOD0alTJ6xatQpHjhyBiooKDh06JHSIROUiICCgWONcXV3LOBJSFExgiYgEoqWlhcjISNSqVQvTp09HQkIC/Pz8cOfOHbRv357zwJaxNWvWFGucp6dnGUdCSkrys3pKJBK8n55IJJJCZyggceIsBEQilJeXB39/f0REREAikcDa2hqurq6cB7acaWtrIzk5GbVq1cKJEycwceJEAG+uis/MzBQ4us/fL7/8Ivf8n3/+gZGREVRU/v9Po0QiYQJbDt7eSvmtypUry25iQFQYJrBEIhMTEwMXFxc8evQI9erVg1Qqxd27d2FqaoqjR4/C0tJS6BBFo3Pnzhg+fDhsbW1x9+5dWS/snTt3eIFdObh//77c88qVK+PcuXNMmogUAO/ERSQynp6esLS0xD///IOQkBDcuHED8fHxqF27NitN5Wz9+vVo1aoVEhMTcfDgQejp6QEArl+/jm+++Ubg6IiIKi72wBKJTKVKlXD58mU0btxYbnlYWBi+/PJLvHz5UqDIxCU3NxeLFy/G0KFDYWpqKnQ4BP5sXZHwvaCPYQWWSGTU1dXx4sWLAstfvnxZ4P7jVHZUVFSwbNkyXpRCVAiJRMLbXNMHMYElEpnu3btj5MiR+PvvvyGVSiGVSnH58mWMHj2aU9SUM0dHR5w9e1boMEQrPT1d7vH2tqXvL6eyV7VqVVSrVk32ePnyJWxtbeWWVatWTegwqQLhRVxEIrNmzRoMHjwYDg4OspsY5ObmwtXVFatXrxY4OnHp2rUrvLy8cPv2bdjZ2RW44xO/UJQtXV1duSqfVCqVu8WyVCrl1E3lhLfrpZJiDyyRSEVHRyMyMhJSqRTW1tawsrISOiTReX/uy3cxcSp7586dK9a4du3alXEkRFRSTGCJiIiISKGwhYBIBCZNmoSFCxeiUqVKmDRp0gfHrly5spyione9fv0aGhoaQochGq9evSrQslGa44mobPEiLiIRuHHjBnJycmR//tCDyk9eXh4WLlwIExMTaGtr4969ewCAOXPmYMuWLQJH93mzsrLCjz/+iMePHxc5RiqVIjAwEF27di32bWeJqHywhYCISCALFiyAr68vFixYgBEjRuD27duwsLDAvn378MsvvyA4OFjoED9bUVFRmD17NgICAtC0aVPY29vD2NgYGhoaeP78OcLDwxEcHAxVVVV4eXlh5MiRvNUyUQXCBJZIZIYOHYrVq1ejcuXKcstfvXqFcePGYevWrQJFJj5WVlbw9vZGp06d5CZuj4yMhIODA54/fy50iJ+9hw8fYv/+/Th//jzi4uKQmZkJfX192NraokuXLnBxcfngxXZUOhwcHODu7g5XV1c0aNBA6HBIATCBJRIZZWVlJCQkwNDQUG55UlISatSogdzcXIEiEx9NTU1ERkbCzMxMLoENDw9HixYteFc0Eg1fX18EBATgxIkTMDIygpubG1xdXdG6dWve0IAKxa+VRCKRnp6OtLQ0SKVSvHjxQm6i9ufPn+PYsWMFkloqWw0bNsSFCxcKLN+/f7/cfKRUPrKzsxEVFcUvcQIYPHgwDh48iKSkJKxatQrp6eno27cvDA0N4eHhgcOHDyMjI0PoMKkCYQWWSCSUlJQ+WMmQSCSYP38+Zs2aVY5Ridsff/yBgQMHwsvLCwsWLMD8+fMRFRUFPz8/HDlyBJ07dxY6RFHIyMjAuHHj4OvrCwC4e/cuLCws4OnpCWNjY8yYMUPgCMXr77//RkBAAAICAhAbG4uOHTvCy8sLX375pdChkcCYwBKJxLlz5yCVStGxY0ccPHhQ7raMampqMDMzg7GxsYARitPx48fx448/4vr168jPz0ezZs3www8/wMnJSejQRGP8+PG4ePEiVq1aBWdnZ9y8eRMWFhYICAjA3LlzOTtHBREbG4uAgACYmpqiV69eQodDAmMCSyQyDx48QK1atdhXJjCpVIqYmBjk5OSgbt26UFHhtNxCMTMzw969e9GyZUu5XuSYmBg0a9YM6enpQodIRO9hDyyRyJw+fRoHDhwosHz//v2yn1CpbMXFxaFp06aoX78+GjduDCsrK4SEhAgdlmglJiYW2v/96tUrftEjqqCYwBKJzNKlS6Gvr19guaGhIX788UcBIhKf6dOn4/Xr19i+fTv2798PIyMjjBo1SuiwRKt58+Y4evSo7PnbpPXXX3+Fg4ODUGER0QfwNysikXnw4AFq165dYLmZmRni4+MFiEh8Lly4gN27d6Ndu3YAgBYtWsDMzAyZmZnQ1NQUODrxWbJkCZydnREeHo7c3FysXr0ad+7cQXBwMM6dOyd0eERUCFZgiUTG0NAQN2/eLLA8LCwMenp6AkQkPk+ePEH9+vVlz2vWrAlNTU08ffpUwKjEq1WrVrh48SIyMjJgaWmJEydOoHr16ggODoadnZ3Q4RFRIViBJRKZfv36wdPTE5UrV0bbtm0BvJmhYPz48ejXr5/A0YmDRCIpcHcnJSUl8Jpa4TRu3Jg94BXApEmTCl0ukUigoaEBKysruLm5yc2iQuLEWQiIRCY7OxsDBw7E/v37ZVe+5+fnY9CgQdi0aRPU1NQEjvDzp6SkBB0dHbkLhFJTU1GlShW5xDYlJUWI8ESnqFkGJBIJ1NXV+ZkoRx06dEBISAjy8vJQr149SKVSREdHQ1lZGfXr10dUVBQkEgmCgoJgbW0tdLgkICawRCJ19+5dhIWFQVNTE40bN4aZmZnQIYlGcSt9gwcPLuNICPj4TT5q1qwJDw8PzJ07t0DlnErXqlWrcOHCBWzbtg1VqlQB8OYLxrBhw9C6dWuMGDEC/fv3R2ZmJo4fPy5wtCQkJrBERBXc7t274erqikqVKgkdymfJz88Ps2bNgoeHB1q0aAGpVIqrV6/C19cXs2fPRmJiIpYvX46pU6di5syZQof7WTMxMUFgYGCB6uqdO3fg5OSER48eISQkBE5OTkhKShIoSqoI2ANLJDJDhw794PqtW7eWUyRUXKNGjcIXX3wBCwsLoUP5LPn6+mLFihXo06ePbJmrqysaN24Mb29vnDp1CrVq1cLixYuZwJaxtLQ0PHv2rEACm5iYKGv10NXVRXZ2thDhUQXCBJZIZJ4/fy73PCcnB7dv30Zqaio6duwoUFT0IfyhrGwFBwdj06ZNBZbb2toiODgYANC6dWtOM1cO3NzcMHToUKxYsQLNmzeHRCLBlStXMGXKFLi7uwMArly5grp16wobKAmOCSyRyBw+fLjAsvz8fHz//fes8JEo1axZE1u2bMHSpUvllm/ZsgWmpqYAgOTkZFStWlWI8ETF29sbEydORL9+/ZCbmwsAUFFRweDBg7Fy5UoAQP369fHbb78JGSZVAOyBJSIAQFRUFNq3b4+EhAShQ6H3VK5cGWFhYfyCUUYCAgLQu3dv1K9fX1b1u3r1KiIjI3HgwAF0794dGzduRHR0tCyJorL18uVL3Lt3D1KpFJaWltDW1kZubq5s5hQiXk5JRACA2NhYWcWDSExcXV1x9+5duLi4ICUlBUlJSejatSsiIyPRvXt3AMB3333H5LUM7dmzR+65trY2mjRpAhsbG2hrayMnJwc9e/YUKDqqiPhVhkhk3p8oXCqVIiEhAUePHuW0TSRaZmZmWLJkidBhiJaHhweqVq2KLl26FFiXm5uL3r1749q1awJERhUVE1gikblx44bccyUlJRgYGGDFihUfnaGASk9eXh6CgoLQpEmTj/ZWmpmZQVVVtZwiE6+MjAzEx8cXuMK9SZMmAkUkHj/99BN69uyJwMBAODg4yJbn5eWhd+/euHz5Ms6ePStcgFThsAeWiEggGhoaiIiIQO3atYUORdQSExMxZMgQ/Pnnn4Wuz8vLK+eIxGnu3LlYu3Ytzp8/j0aNGiEvLw99+vRBUFAQzpw5wztvkRz2wBIRCaRx48a4d++e0GGI3oQJE/D8+XNcvnwZmpqa+Ouvv+Dr64s6deogICBA6PBEY/78+RgwYACcnJxw9+5d9OvXD+fPn8fJkyeZvFIBrMASiYCtre0Hb5X5rpCQkDKOht46ceIEpk+fjoULF8LOzq7Anbbe3kqTypaRkRF+//13tGjRAlWqVMG1a9dQt25dBAQE4Oeff0ZQUJDQIYrKwIEDceDAAWhra+PUqVNs4aBCsQeWSATeTgAOAK9fv8aGDRtgbW0t6zW7fPky7ty5g++//16gCMXJ2dkZwJur4N/9giGVSiGRSPjTdTl59eoVDA0NAQDVqlVDYmIi6tati8aNG/MLXTl59+JSXV1dSKVSNG3aFD4+PnLjOBMEvcUElkgE5s6dK/vz8OHD4enpiYULFxYY888//5R3aKJ25swZoUMgAPXq1UNUVBTMzc3RtGlTeHt7w9zcHJs2bYKRkZHQ4YnC+xeXOjg4IDc3V255cX9FInFgCwGRyOjo6ODatWuoU6eO3PLo6GjY29sjLS1NoMiIhLFz507k5OTAw8MDN27cQJcuXZCcnAw1NTX4+Pigb9++QodIRO9hBZZIZDQ1NREUFFQggQ0KCoKGhoZAUYnXhQsX4O3tjXv37mH//v0wMTHB9u3bUbt2bbRu3Vro8ERhwIABsj/b2toiLi4OkZGRqFWrFvT19QWMjIiKwlkIiERmwoQJ+O677zB27Fjs2LEDO3bswNixYzFmzBhMnDhR6PBE5eDBg+jSpQs0NTUREhKCrKwsAMCLFy/w448/Chyd+GRnZyMqKgpqampo1qwZk9dysnTpUrx69apYY//++28cPXq0jCMiRcAElkhkZsyYAT8/P9y4cQOenp7w9PTEjRs34OPjgxkzZggdnqgsWrQImzZtwq+//ip3o4JWrVrx4qFylJGRgWHDhkFLSwsNGzZEfHw8AMDT0xNLly4VOLrPX3h4OMzMzPDdd9/hzz//RGJiomxdbm4ubt68iQ0bNqBVq1bo168fZ+cgAOyBJSISjJaWFsLDw2Fubo7KlSsjLCwMFhYWuHfvHqytrfH69WuhQxSF8ePH4+LFi1i1ahWcnZ1x8+ZNWFhYICAgAHPnzi1wgRGVvps3b2L9+vXYv38/0tLSoKysDHV1dWRkZAB409oxcuRIDB48GOrq6gJHSxUBe2CJROr69euIiIiARCKBtbU1bG1thQ5JdIyMjBATEwNzc3O55UFBQbCwsBAmKBHy9/fH3r170bJlS7kr3a2trREbGytgZOLRpEkTeHt7Y9OmTbh58ybi4uKQmZkJfX19NG3alO0cVAATWCKRefbsGfr164ezZ8/K5ltMS0tDhw4dsGfPHhgYGAgdomiMGjUK48ePx9atWyGRSPD48WMEBwdjypQp+OGHH4QOTzQSExNl88C+69WrV5y6qZxJJBLY2NjAxsZG6FCogmMPLJHIjBs3Dunp6bhz5w5SUlLw/Plz3L59G+np6fD09BQ6PFGZNm0a3N3d0aFDB7x8+RJt27bF8OHDMWrUKIwdO1bo8ESjefPmchcGvU1af/31V9nNPoioYmEPLJHI6Ojo4OTJk2jevLnc8itXrsDJyQmpqanCBCZiGRkZCA8PR35+PqytraGtrS10SKJy6dIlODs7Y8CAAfDx8cGoUaNw584dBAcH49y5c7CzsxM6RCJ6DyuwRCKTn58vd8X7W6qqqsjPzxcgItLS0kL16tVhbGzM5FUArVq1wqVLl5CRkQFLS0ucOHEC1atXR3BwMJNXogqKCSyRyHTs2BHjx4/H48ePZcsePXqEiRMnolOnTgJGJj65ubmYM2cOdHR0YG5uDjMzM+jo6GD27NnIyckROjxRyMnJwZAhQ6ClpQVfX1/cvn0b4eHh2LFjBxo3bix0eERUBLYQEInMP//8Azc3N9y+fRumpqaQSCSIj49H48aN8fvvv6NmzZpChygao0ePxuHDh7FgwQJZr2VwcDDmzZsHNzc3bNq0SeAIxUFXVxchISGc+YFIgTCBJRKpwMBAREZGQiqVwtraGo6OjkKHJDo6OjrYs2cPunbtKrf8zz//RL9+/ZCWliZQZOIyZMgQNG7cGJMmTRI6FFHq0aNHscceOnSoDCMhRcJptIhEJDc3FxoaGggNDUXnzp3RuXNnoUMSNQ0NjQJzwAKAubk51NTUyj8gkbKyssLChQtx6dIl2NnZoVKlSnLrOTtH2dLR0ZH9WSqV4vDhw9DR0YG9vT2AN3NWp6amlijRpc8fK7BEImNpaYlDhw5xnsUKYMGCBYiMjMS2bdtkdxfKysrCsGHDUKdOHcydO1fgCMWhdu3aRa6TSCS4d+9eOUYjbtOnT0dKSgo2bdoEZWVlAEBeXh6+//57VKlSBcuWLRM4QqoomMASicy2bduwf/9+7NixA9WqVRM6HFH7+uuvcerUKairq8u+UISFhSE7O7vABXX86ZTEwMDAAEFBQahXr57c8qioKLRq1QrJyckCRUYVDVsIiERmzZo1iImJgbGxMczMzAr8XBoSEiJQZOKjq6uLnj17yi0zNTUVKBoi4eXm5iIiIqJAAhsREcFp/kgOE1gikXF3d4dEIgF/fBHetm3bijXu4sWLyMrKkrUZUOnq1asX7O3tMWPGDLnly5Ytw5UrV7B//36BIhOfIUOGYOjQoYiJiUHLli0BAJcvX8bSpUsxZMgQgaOjioQtBEQikZGRgalTp8Lf3x85OTno1KkT1q5dC319faFDo4+oUqUKQkNDOc1TGTEwMMDp06cLzPt669YtODo64unTpwJFJj75+flYvnw5Vq9ejYSEBACAkZERxo8fj8mTJ8v6YomYwBKJxNSpU7FhwwYMGDAAmpqa2LVrF9q3b8/qkgKoXLkywsLCmMCWEU1NTYSGhhb42ToyMhK2trbIzMwUKDJxS09PB/DmCxzR+9hCQCQShw4dwpYtW9CvXz8AwIABA/Dll18iLy+PVQ0StUaNGmHv3r344Ycf5Jbv2bMH1tbWAkVFTFzpQ5jAEonEP//8gzZt2siet2jRAioqKnj8+DEvHCJRmzNnDnr27InY2Fh07NgRAHDq1Cns2rULBw4cEDi6z5+trS0kEkmxxvIiU3qLCSyRSOTl5RWYHF9FRQW5ubkCRURUMbi6usLf3x8//vgjDhw4AE1NTdjY2OD06dOsApYDd3d3oUMgBcQeWCKRUFJSQteuXeWuZP/jjz/QsWNHuam0ON9oxcOLuMpXamoqdu7ciS1btiAsLAx5eXlCh0RE72EFlkgkBg8eXGDZt99+K0AkVFKsM5SP06dPY+vWrTh06BDMzMzQs2dPbNmyReiwRCc1NRUHDhxAbGwspk6dimrVqiEkJATVq1eHiYmJ0OFRBcEKLBERidbDhw/h4+ODrVu34tWrV+jTpw82bdqEsLAwXsAlgJs3b8LR0RE6OjqIi4tDVFQULCwsMGfOHDx48AB+fn5Ch0gVhJLQARARidXTp08xcOBAGBsbQ0VFBcrKynIPKlsuLi6wtrZGeHg41q5di8ePH2Pt2rVChyVqkyZNgoeHB6Kjo6GhoSFb3rVrV5w/f17AyKiiYQsBEZFAPDw8EB8fjzlz5sDIyKjYV2JT6Thx4gQ8PT3x3XffoU6dOkKHQwCuXr0Kb2/vAstNTEzw5MkTASKiiooJLBGRQIKCgnDhwgU0bdpU6FBE6cKFC9i6dSvs7e1Rv359DBw4EH379hU6LFHT0NCQ3cDgXVFRUTAwMBAgIqqo2EJARCQQU1NTXqAlIAcHB/z6669ISEjAqFGjsGfPHpiYmCA/Px+BgYF48eKF0CGKjpubGxYsWICcnBwAgEQiQXx8PGbMmIGePXsKHB1VJLyIi4hIICdOnMCKFSvg7e0Nc3NzocMhvKn0bdmyBdu3b0dqaio6d+6MgIAAocMSjfT0dLi4uODOnTt48eIFjI2N8eTJEzg4OODYsWNyU/6RuDGBJSISSNWqVZGRkYHc3FxoaWlBVVVVbn1KSopAkVFeXh7++OMPbN26lQmsAE6fPo2QkBDk5+ejWbNmcHR0FDokqmCYwBIRCcTX1/eD6wubu5eIiJjAEhERkYDWrFmDkSNHQkNDA2vWrPngWE9Pz3KKiio6JrBERALKy8uDv78/IiIiIJFIYG1tDVdXV84DS6JRu3ZtXLhwATVr1kTt2rWLHCeRSHDv3r1yjIwqMk6jRUQkkJiYGLi4uODRo0eoV68epFIp7t69C1NTUxw9ehSWlpZCh0hU5u7fvw9dXV2sXbsW9+/fFzocUhCcRouISCCenp6wtLTEP//8g5CQENy4cQPx8fGoXbs2fyolUfnxxx8xZswY9OzZE8nJyUKHQwqALQRERAKpVKkSLl++jMaNG8stDwsLw5dffomXL18KFBlR+bt//z6GDRuG8PBwbN68Ga6urkKHRBUYWwiIiASirq5e6GT5L1++hJqamgAREQmndu3aOH36NNatW4eePXuiQYMGUFGRT1NCQkIEio4qGiawREQC6d69O0aOHIktW7agRYsWAIC///4bo0ePZvWJROnBgwc4ePAgqlWrBjc3twIJLNFbbCEgIhJIamoqBg8ejD/++EN2E4Pc3Fy4urrCx8cHOjo6AkdIVH5+/fVXTJ48GY6OjvD29oaBgYHQIVEFxgSWiEhg0dHRiIyMhFQqhbW1NaysrIQOiahcOTs748qVK1i1atX/2rubkCj3Pozj1506zeBCIR160YaKCZJcDBQUbXKMNi1yFROUxtAihbQGWgSRhBStggiildQuMnpZ1CaxAhchaSmKZUWo1ECEb1EMzct9FofHh2Ge53DO4szvvuH7Wc38bhfX8uLvb/632tvbrePABzibBwBj0WhU0WjUOgZgJp/Pa2JiQg0NDdZR4BOcwAJAGaVSKfX19am6ulqpVOov//batWtlSgUA/sIJLACU0Zs3b5TNZlc/AwD+OU5gAQAA4Cu8iQsAjCSTyf95D+zPnz+VTCYNEgGAP3ACCwBGKioqlE6nFQ6Hi+bfv3/X+vXrlcvljJIBgLexAwsAZbaysiLXdeW6rn78+KFgMLj6LJ/P6+nTpyWlFgDwXxRYACiz2tpaOY4jx3G0ffv2kueO4+jSpUsGyQDAH1ghAIAye/nypVzXVTweX31t5n8EAgFFIhFt3LjRMCEAeBsFFgCMzM7OavPmzXIcxzoKAPgKtxAAgJGhoSHdv3+/ZD4wMKA7d+4YJAIAf6DAAoCRq1evqq6urmQeDod15coVg0QA4A8UWAAwMjs7qy1btpTMI5GI5ubmDBIBgD9QYAHASDgc1sTERMl8fHxc69atM0gEAP5AgQUAI4lEQt3d3Xr+/Lny+bzy+byGhobU09OjRCJhHQ8APItbCADAyO/fv3X8+HENDAyosvLPa7kLhYLa29t169YtBQIB44QA4E0UWAAwNjMzo/HxcYVCITU3NysSiVhHAgBPo8ACAADAV3iVLAAYSSaTf/m8v7+/TEkAwF8osABgZHFxseh7NpvV5OSklpaWFI/HjVIBgPdRYAHAyMOHD0tmhUJBXV1d2rp1q0EiAPAHdmABwGPev3+v/fv3K51OW0cBAE/iHlgA8JhPnz4pl8tZxwAAz2KFAACMpFKpou+u6yqdTuvJkyfq6OgwSgUA3scKAQAYaWlpKfq+Zs0a1dfXKx6PK5lMrr7cAABQjAILAAAAX2EHFgAAAL7C/6cAoIxisZgcx/lbfzs2NvYvpwEAf6LAAkAZtbW1rX7OZDK6efOmmpqatHfvXknSq1evNDU1pa6uLqOEAOB97MACgJGTJ09qw4YN6uvrK5r39vZqfn6eV8kCwP9BgQUAIzU1NXr9+rWi0WjR/MOHD9q1a5eWl5eNkgGAt/EjLgAwEgqFNDw8XDIfHh5WMBg0SAQA/sAOLAAYOXPmjDo7OzU6Oqo9e/ZI+nMHtr+/XxcvXjROBwDexQoBABi6d++erl+/runpaUnSjh071NPToyNHjhgnAwDvosACAADAV1ghAABjo6Ojmp6eluM4ampqUiwWs44EAJ5GgQUAI9++fVMikdCLFy9UW1sr13W1vLyslpYW3b17V/X19dYRAcCTuIUAAIycPn1aKysrmpqa0sLCghYXFzU5OamVlRV1d3dbxwMAz2IHFgCM1NTUaHBwULt37y6aj4yM6ODBg1paWrIJBgAexwksABgpFAqqqqoqmVdVValQKBgkAgB/oMACgJF4PK6enh59/fp1dfblyxedPXtWra2thskAwNtYIQAAI/Pz8zp8+LAmJyfV2Ngox3E0Nzen5uZmPX78WA0NDdYRAcCTKLAAYOzZs2d69+6dXNdVU1OTDhw4YB0JADyNAgsABnK5nILBoN6+faudO3daxwEAX2EHFgAMVFZWKhKJKJ/PW0cBAN+hwAKAkQsXLuj8+fNaWFiwjgIAvsIKAQAYicVi+vjxo7LZrCKRiKqrq4uej42NGSUDAG/jVbIAYKStrU2O44hzBAD4ZyiwAFBmv3790rlz5/To0SNls1m1trbqxo0bqqurs44GAL7ADiwAlFlvb69u376tQ4cO6ejRoxocHFRnZ6d1LADwDXZgAaDMtm3bpsuXLyuRSEiSRkZGtG/fPmUyGVVUVBinAwDvo8ACQJkFAgF9/vxZmzZtWp2FQiHNzMyosbHRMBkA+AMrBABQZvl8XoFAoGhWWVmpXC5nlAgA/IUfcQFAmbmuqxMnTmjt2rWrs0wmo1OnThVdpfXgwQOLeADgeRRYACizjo6OktmxY8cMkgCAP7EDCwAAAF9hBxYAAAC+QoEFAACAr1BgAQAA4CsUWAAAAPgKBRYAAAC+QoEFAACAr1BgAQAA4Ct/AGuHqK+robqTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(), annot = True, cmap = \"Greens\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d99e29d4",
   "metadata": {},
   "source": [
    "### Do countries with highest land produce more sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b8bd6922",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 43,
     "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": [
    "sns.scatterplot(data=df , x=\"Acreage(Hectare)\", y=\"Production(Tons)\", hue=\"Continent\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26bb4fde",
   "metadata": {},
   "source": [
    "Overall increase in land increases the production"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6701d3",
   "metadata": {},
   "source": [
    "###  Do countries which yield more sugarcane per hectare produces more sugarcane in total?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "533cd594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Yield (Kg / Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 45,
     "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": [
    "sns.scatterplot(data=df , x=\"Yield (Kg / Hectare)\", y=\"Production(Tons)\", hue=\"Continent\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d7df6b44",
   "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>Country</th>\n",
       "      <th>Continent</th>\n",
       "      <th>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382.0</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205.0</td>\n",
       "      <td>75167.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348448000.0</td>\n",
       "      <td>260721.000</td>\n",
       "      <td>4950000.0</td>\n",
       "      <td>70393.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123059739.0</td>\n",
       "      <td>88287.000</td>\n",
       "      <td>1675215.0</td>\n",
       "      <td>73459.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87468496.0</td>\n",
       "      <td>1264.303</td>\n",
       "      <td>1336575.0</td>\n",
       "      <td>65442.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65450704.0</td>\n",
       "      <td>324219.000</td>\n",
       "      <td>1130820.0</td>\n",
       "      <td>57879.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country      Continent  Production(Tons)  Production_per_Person(Kg)  \\\n",
       "0    Brazil  South America       768678382.0                   3668.531   \n",
       "1     India           Asia       348448000.0                 260721.000   \n",
       "2     China           Asia       123059739.0                  88287.000   \n",
       "3  Thailand           Asia        87468496.0                   1264.303   \n",
       "4  Pakistan           Asia        65450704.0                 324219.000   \n",
       "\n",
       "   Acreage(Hectare)  Yield (Kg / Hectare)  \n",
       "0        10226205.0               75167.5  \n",
       "1         4950000.0               70393.5  \n",
       "2         1675215.0               73459.1  \n",
       "3         1336575.0               65442.2  \n",
       "4         1130820.0               57879.0  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71c19469",
   "metadata": {},
   "source": [
    "# Analysis for Continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "96597af8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ZIA\\AppData\\Local\\Temp\\ipykernel_4828\\651574453.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
      "  df_continent = df.groupby(\"Continent\").sum()\n"
     ]
    }
   ],
   "source": [
    "df_continent = df.groupby(\"Continent\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "f7aeb53c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_continent[\"no_of_countries\"] = df.groupby(\"Continent\").count()[\"Country\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "13aba88c",
   "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>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "      <th>no_of_countries</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>89681472.0</td>\n",
       "      <td>2332636.293</td>\n",
       "      <td>1439089.0</td>\n",
       "      <td>2142107.5</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>721930425.0</td>\n",
       "      <td>1857769.303</td>\n",
       "      <td>10608319.0</td>\n",
       "      <td>1171871.4</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>5823.0</td>\n",
       "      <td>536.000</td>\n",
       "      <td>71.0</td>\n",
       "      <td>131870.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North America</th>\n",
       "      <td>173995947.0</td>\n",
       "      <td>3796081.508</td>\n",
       "      <td>1581983.0</td>\n",
       "      <td>1082602.4</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>36177574.0</td>\n",
       "      <td>28593.605</td>\n",
       "      <td>490909.0</td>\n",
       "      <td>162419.1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South America</th>\n",
       "      <td>865588126.0</td>\n",
       "      <td>3505531.738</td>\n",
       "      <td>11369236.0</td>\n",
       "      <td>677192.7</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Production(Tons)  Production_per_Person(Kg)  Acreage(Hectare)  \\\n",
       "Continent                                                                      \n",
       "Africa               89681472.0                2332636.293         1439089.0   \n",
       "Asia                721930425.0                1857769.303        10608319.0   \n",
       "Europe                   5823.0                    536.000              71.0   \n",
       "North America       173995947.0                3796081.508         1581983.0   \n",
       "Oceania              36177574.0                  28593.605          490909.0   \n",
       "South America       865588126.0                3505531.738        11369236.0   \n",
       "\n",
       "               Yield (Kg / Hectare)  no_of_countries  \n",
       "Continent                                             \n",
       "Africa                    2142107.5               38  \n",
       "Asia                      1171871.4               25  \n",
       "Europe                     131870.9                2  \n",
       "North America             1082602.4               22  \n",
       "Oceania                    162419.1                4  \n",
       "South America              677192.7               11  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_continent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a589f140",
   "metadata": {},
   "source": [
    "### Which continent produces maximum sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a1fb3c25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Continent'>"
      ]
     },
     "execution_count": 50,
     "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": [
    "df_continent[\"Production(Tons)\"].sort_values(ascending = False).plot(kind = \"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "827c7e85",
   "metadata": {},
   "source": [
    "### Do number of countries in a Continent effects production of sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "11b4d2f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2X+UUEBknFiokOZppn07ezjAz0b9v0Ym9m8LMRI4zcWna3wtRZWimfZrWs4VcLkNwYwe828MbADB721WkcwqIjJD+fQqQwXuwLVm/pn006ttb4LWOHgCArziqQlVws3QhbfN6ttprk/s1RVM3G9zPKcInOzgFRMaHhQpJSn6REmdjS9vm+0m/f8rjvNfLB5amClxOyMDBmylixyE9cbN0RKV5gweFirmJAl+ObAm5DPj70h3svZYsVjwiUbBQIUk5HZuqbZvvLeG2+U/jamuOsV08Aaj7qqhUHFWhp9NM/TSrb1vueit3B7zTwwcA8L9tV5GRxykgMh4sVEhSNLt9uvlKu21+Zbzbwxs25ia4dicLe/hTMD1FbmEJ4tPyAADN69s98vyUfk3h42qNe9mFmLfjel3HIxINCxWSlGOabcl++rk+pSxHazO82c0LALBsfwSUHFWhJwgvPdvH1dYcTtaPNjm0MH0wBRRyMRH7r9+t64hEomChQpJxN6sA4Xez1W3zffS/UAGA/3Tzgp2FCSLu5uCfsDtixyEJ00z7NH9o2qesNk0c8VZ39S6g/269gsy84jrJRiQmFiokGZppn6BG9nCs4CdKfWRvaYp3SreXLt8fiRKlSuREJFWVKVQAYFp/P3i7WCMluxDz/uEUEBk+FiokGfq+LflxxnX1gpO1GWLv52LrxUSx45BEabYmN6tgfUpZ6imgYMhkwJYLt3HwJqeAyLCxUCFJUKmEB+f7NNXfbckVsTE3wfie6lGVFQciUVTCURUqTxCESo+oAEBbDyf8p6t6/dN/Q64iM59TQGS4WKiQJNxIzsL9nCJYmSnQRs/a5lfG65084Wprjtvp+fjrfILYcUhiUrILkZ5XDLkM8HWzqdTXTB/QDF4u1kjOKsDnOzkFRIaLhQpJgmZ9ir62zX8aSzMFJvRS98FYdTAKBcVKkRORlGgavXm5WMPCVFGpr7E0U2Dxi+opoE3nbuNwOBsLkmEyvE8E0kvH9PS05Kp4pUMTNLC3QFJmAX4/Ey92HJKQcE3r/KesT3lYe08njCttLDgr5AqyCjgFRIaHhQqJrqBYiTNxaQAMb31KWRamCnzQpykA4JtD0cgv4qgKqd18TEfayvhoYDN4OFshKbMAC3be0HU0ItGxUCHRnYlNQ1GJCg3sLeDjqr9t8ytjZLvGcHeyxP2cQvx8Kk7sOCQRN5OqX6hYmZlg8QvBAIA/zibgaMQ9nWYjEhsLFRJd2W3J+t42/2lMFXJMKh1V+e5wNHIKS0RORGIrUaoQdS8HAOBfxakfjY7ezuWmgLI5BUQGhIUKie7B+hTDnfYp67nWjeDtYo30vGKsPx4rdhwSWVxqLopKVLAyU6Cxo2W17zNjUDM0cbJCYkY+Fv57U4cJicTFQoVElZJVgJvJpW3zfQ13IW1ZJgo5JvdTj6qsPhrDHhhGTrM+xa+eLeTy6o8oWpmZYFHpFNBvp+O1O+mI9B0LFRKVpslbYEP7Cg9iM1TPBjdEs3q2yCoowZpjMWLHIRFp1qdUptHb03T2ccbrnTwAAB9vCePUIhkEFiokKmPYllwRuVyGqf3Voyprj8chLbdI5EQklprs+KnIzGeao7GjJRIz8vHFv9wFRPqPhQqJRhAEo1ufUtbAFvXRoqEdcgpL8MPRaLHjkEjC71avh8rjWJs/2AX0y6l4nIjiFBDpNxYqJJqbydm4n1MIS1MF2ng4iB2nzslkMkwf4AcA2HAiDinZBSInorqWU1iChLR8ALqZ+tHo4uuC0R2bAABmbAlDLqeASI+xUCHRaLYld/J2grlJ5dqGG5rezdzQyt0BBcUqfHeYoyrGJuKuetrHzdYcjjpeozVrsD8aOVjidno+Fu/mLiDSXyxUSDTGPO2jUXZU5dfT8UjKzBc5EdWlmjR6exob8we7gDacvIVTMak6fw+iusBChURRUKzE6Vh12/wefsa1kPZh3Xxd0MHLCUUlKnxzKErsOFSHNGf8+DfQzfqUh3Vr6oJRHdwBADM2hyGviFNApH9YqJAozsap2+bXt7OAj2vljrU3VDKZDNP7q0dV/jybgIS0PJETUV3R7vipp/sRFY3/DvZHQ3sLxKflYfHu8Fp7H6LawkKFRFF2W7Kht82vjI7ezuje1AXFSgErD0aKHYfqgCAICL9be1M/GrYWplhYOgW0/kQcTnMKiPQMCxUShebgtO5+xrs+5WHTSkdVtlxIROz9XJHTUG27m1WIjLxiKOQy+LrV7qhiTz9XvNyudApoSxhP7ia9wkKF6lxKdoF2yLurj7PIaaSjdRNH9GnuBqVKwIr9EWLHoVp2s3R9iqezFSxMa3/X2/+G+qOBvQVupebhq72cAiL9wUKF6txxTdv8RnZwtjEXOY20aEZV/r58B5Gl0wJkmMJLi/XmtbSQ9mF2FqZY8HwQAGDt8Vici0urk/clqikWKlTnjkVwW/LjBDayx6AW9SEIwDKOqhg0baFSiwtpH9a7mRtGtm0MQQA+2hyGgmJOAZH0sVChOiUIAo5FGef5PpU1tb8fZDJg15VkXLuTKXYcqiU3dHzGT2XNHhqAenbmiL2fiyWcAiI9wEKF6lT43Wzcy1a3zW/r4Sh2HElqVt8WzwY3BAAs28cdQIaoWKlCdEoOAN2d8VNZ9pamWFg6BfRTaCzO3+IUEEkbCxWqU5ppn45G3Da/Mib3awq5DNh/4y4uJWSIHYd0LO5+LoqUKlibKdDY0bLO379P83p4vk0jTgGRXmChQnXqaOn5Plyf8mQ+rjZ4vk1jAMDSfVyrYmg0u9786ttCLhenj9DcoS3gZmuOmHu5WMbvMZIwFipUZwqKlTijaZvP9SlPNblvU5jIZTgacQ9nuUPDoGgX0tbx+pSy7K1MseA59RTQj8dicDE+XbQsRE/CQoXqzLm4dBSWqFDPzrzWG1wZAncnK4wsbdLFRY+GRdNDpTZb51dGv4B6eK51I6g4BUQSxkKF6syxMtM+bJtfOR/08YWZQo5TMWk4UbpbivSf9oyfOl5IW5G5zwbAxcYcUSk5WHGAi7dJekQvVBITE/Haa6/B2dkZVlZWaNWqFc6fPy92LKoFRyO5LbmqGjpY4tWOTQAAX+0NhyAIIieimsopLMHt9HwA4k79aDhYmeHz5wIBAD8cicZlLt4miRG1UElPT0fXrl1hamqKf//9F9evX8eSJUvg4OAgZiyqBfeyC3EjST3c3dWXhUpVvN/LBxamclyIz8Dh0jOSSH9p1qfUszOHo7WZyGnUBraoj2EtG0IlAB/+dRmFJZwCIukQtVBZtGgR3N3dsW7dOnTo0AGenp7o27cvfHx8xIxFtUDTNr9FQzu4sG1+lbjZWWBMZ08AwNK9ERxV0XPa9SkSmPYp65NhLeBiY4bIlBx8zSkgkhBRC5Xt27ejXbt2GDlyJNzc3NC6dWv8+OOPj319YWEhsrKyyj1IP3Bbcs2828MbVmYKXEnMxN7rd8WOQzUghR0/FXGyNsNnI9RTQN8ficGV2+yKTNIgaqESExOD7777Dk2bNsWePXswfvx4TJo0CRs3bqzw9QsXLoS9vb324e7uXseJqToEQUBo6foUbkuuHmcbc7zZ1QsAsGxfBFQqjqroq5sSLVQAYFBgAwwNbgClSsCHf11GUYlK7EhE4hYqKpUKbdq0wYIFC9C6dWu8++67ePvtt/Hdd99V+PpZs2YhMzNT+0hISKjjxFQdEXdzkJJdCAtTOdp6sm1+db3d3Ru2Fia4mZyNnVeSxI5D1SAIgnZEpa7P+KmsT4e1gLO1GcLvZmPVQU4BkfhELVQaNGiAgICActf8/f0RHx9f4evNzc1hZ2dX7kHSp9mW3NHLmW3za8DeyhRvdfMGACzfHwElR1X0zt2sQmTmF0Mhl0m2l5CzjTnmDVdPAX1zOBpXEzkFROIStVDp2rUrwsPLN7KKiIiAh4eHSImoNnBbsu682c0TDlamiL6Xi78vJYodh6roRulCWi8Xa0kX7UOCG2BwUH1OAZEkiFqoTJ06FadOncKCBQsQFRWF3377DatXr8aECRPEjEU6pG6bnwqAC2l1wdbCFO/2UO+KW74/EsVKfoDoE6lP+5Q1b3ggHK1McTM5G98cihI7DhkxUQuV9u3bY+vWrfj9998RGBiI+fPnY/ny5Rg9erSYsUiHzt9KR0GxCm625vCrJ82hbn0ztosHXGzMEJ+Why3nb4sdh6pAU6j460Gh4lJ2CuhQFK7f4S5LEofonWmHDh2KK1euoKCgADdu3MDbb78tdiTSoaNsm69zVmYmeK+XLwBg5cEoNufSI1JqnV8ZQ4MbYFCL+igpnQLiCB6JQfRChQybdluyH9en6NLojk1Qz84ciRn5+PMsd7/pg2KlClEp0t2aXBGZTIb5IwLhYGWK60lZ+O5wtNiRyAixUKFacz+nENfusG1+bbAwVWBin6YAgFUHo3jqrR6IvZ+LYqUAazMFGjlYih2n0lxtzfHpsBYAgJUHI7VHYRDVFRYqVGs0bfMDGrBtfm14uZ07GjlYIiW7EL+cuiV2HHqKm2UW0srl+jUNOqxlQ/QPqIdipYCPNnMKiOoWCxWqNUcjSrclc9qnVpiZyDGpr3qtyneHo5FbWCJyInqScIme8VMZMpkMn48IhL2lKa4mZuGHI5wCorpT7UKlsLAQx44dw88//4wffvgBISEhiI2N1WU20mOCICA0qnQhrS+3JdeW59s0hqezFVJzi7DhZJzYcegJbibp1/qUh7nZWeCTYeoGnSsORGp3MBHVtioXKidOnMCoUaPg4OCAXr16YcqUKZg/fz5ee+01+Pr6omnTpvjyyy+Rnc1vYmMWmZKDu1mFMDeRox3b5tcaU4Uck/up16r8cCQGWQXFIieix7mpRz1UHmdEq0bo5++mnQIq4RQQ1YEqFSrDhw/Hiy++iEaNGmHPnj3Izs5Gamoqbt++jby8PERGRmL27Nk4cOAA/Pz8sG/fvtrKTRJ3NKK0bb63MyxMpduB0xAMa9kIvm42yMwvxtpQjmpKUXZBMRIz8gHo74gKUDoF9FwQ7CxMEHY7E6uPxYgdiYxAlQqVAQMGIC4uDl999RV69OgBKyurcs97e3tj7Nix2L17N/bv36/ToKRfQqN4WnJdUchlmNrPDwCw5lgsMvKKRE5ED4u4qx5NqW9nAQcrM5HT1Ew9OwvMfVa9C2j5vkhE3uXoOdWuKhUqEyZMgJlZ5f6StWjRAv37969WKNJvhSVKnIpRt83vxkKlTjwTWB/N69siu7AEq4/yp1ypMYRpn7Keb9MIvZu5okipwoebwzgFRLWq2otpExIScPv2g/bdZ86cwZQpU7B69WqdBCP9dT5O3Tbf1dYczeoZxj/MUieXyzB9QDMAwPoTcbifUyhyIipL3xfSPkwmk2Hh88GwtTDB5YQM/MQpR6pF1S5UXn31VRw6dAgAkJycjP79++PMmTP473//i3nz5uksIOmfsqcls21+3enn74aWje2RV6TE9+wgKin6dBhhZdW3t8CcoepdQEv3RSAqJUfkRGSoql2oXL16FR06dAAAbNq0CYGBgThx4gR+++03rF+/Xlf5SA9ptyVz2qdOyWQyTO2vXqvy86lbuJtVIHIiAtRb9W+W9lBproc9VJ5kZNvG6OnniqISFT7afBlKlSB2JDJA1S5UiouLYW6u7ja6f/9+DBs2DADQvHlzJCUl6SYd6Z3UnEJcTWTbfLH09HNFOw9HFJao8O2hKLHjEIDkrAJkFZRAIZfBx81a7Dg6pZ4CCoKtuQkuxmdw1xnVimoXKi1atMD333+PY8eOYd++fRg0aBAA4M6dO3B2dtZZQNIvmt0+/g3s4GZrIXIa4yOTyTBtgHpU5fczCdotsSQezfoUbxdrmJsY3lb9hg6WmD3UHwDw1d5wRN/jFBDpVrULlUWLFuGHH35Ar169MGrUKLRs2RIAsH37du2UEBkf7WnJnPYRTRcfF3TxcUaRUoVVByPFjmP0DG3HT0VeaueO7k1dUFiiwozNYZwCIp2qdqHSq1cv3L9/H/fv38fatWu119955x18//33OglH+kUQBBwrLVS4LVlc00tHVTadu41bqbkipzFumjN+/BsY1vqUsmQyGb54IRg25iY4fysd645zCoh0p0aHEioUCjg6lm+P7unpCTc3txqFIv0UlZKD5KwCmJvI0d7TSew4Rq2thxN6+rlCqRKw4gBHVcSkHVEx8K36jRws8d/B6imgL/eEI/Y+C2TSjWoXKnfv3sXrr7+Ohg0bwsTEBAqFotyDjI9mW3IHLye2zZcAzajKtouJ3DoqkmKlSrtmw5CnfjRGdXBHN1/NFNBlqDgFRDpgUt0vHDduHOLj4zFnzhw0aNCA/TIIoZHcliwlwY0d0D+gHvZdv4vl+yOw6tU2YkcyOjH3clGsFGBjboLGjpZix6l1ml1Ag5Yfxdm4dGw4GYc3unqJHYv0XLULldDQUBw7dgytWrXSYRzSV+q2+WkAgO5NXUVOQxrT+vth3/W7+CcsCRP7ZBlcHw+p0/RP8atnYzQ/zLk7WWHWYH/M3nYVi3bfRO9mbvB0Maxt2VS3qj314+7uDkHgsB6pnb+VjvxiJVxszA2mTbgh8G9ghyHBDQAAy/ZFiJzG+Gg60jY34IW0FXm1QxN08XFGQbEKM7aEcQqIaqTahcry5csxc+ZMxMXF6TAO6auy25KN5SdHfTG1X1PIZcCea3dx5Xam2HGMirZQMbLiXS6XYdELwbAyU+BMbBp+PnVL7Eikx6pdqLz88ss4fPgwfHx8YGtrCycnp3IPMi7clixdvm62GNGqEQBg6b5wkdMYF2PZ8VMRdycrzHymOQDgi39vIj41T+REpK+qvUZl+fLlOoxB+iw1pxBX76h/Uu/GtvmSNKlvU/x9+Q4Ohd/D+VvpaOvh+PQvohrJKijWdgY21rVBr3X0wM6wJJyOTcOMLZfx21udIJdzxJWqptqFytixY3WZg/TY8ehUCIJ6eNvNjm3zpcjTxRovtmmMP88lYOm+cPz6ViexIxm8iNLRlAb2FrC3MhU5jTjkchkWvxiMQcuP4VRMGn49E4/XO3mIHYv0TI0avimVSmzZsgWfffYZPv/8c2zduhVKpVJX2UhPcFuyfvigry9MFTIcj0rFyehUseMYPGNonV8ZHs7W+HhQMwDAwl03kJDGKSCqmmoXKlFRUfD398eYMWMQEhKCzZs347XXXkOLFi0QHR2ty4wkYWXb5nNbsrQ1drTCK+2bAFCvVeGuvdql2Zps7IUKAIzp7IkOnk7IK1Li4y1h/N6jKql2oTJp0iT4+PggISEBFy5cwMWLFxEfHw8vLy9MmjRJlxlJwqLv5SApswBmJnJ08OIiaqmb2McX5iZynI1L1xaYVDuMdcdPRTRTQBamcpyITsVvZ+LFjkR6pNqFypEjR7B48eJyO3ycnZ3xxRdf4MiRIzoJR9Kn+bDryLb5eqGenQVeK10jsGQvR1VqiyAIZXb8GOdC2od5uljjo4HqXUALdt7A7XROAVHlVLtQMTc3R3Z29iPXc3JyYGZmVqNQpD+025K520dvvNfLB5amCly+nYkDN1LEjmOQkjILkF1QAhO5DD5u7MqqMa6LJ9p5OCK3SIlZIVdYKFOlVLlQOXr0KIqLizF06FC88847OH36NARBgCAIOHXqFMaPH49hw4bVRlaSmMISpXZRJten6A8XG3OM6+oJAFi6L4JdQ2uBZtrH29Ua5iYcadRQlE4BmZvIcSzyPv48myB2JNIDVS5UevfujfT0dHz99dfw8fFB586dYWFhAQsLC3Tt2hW+vr5YsWJFbWQliblwK4Nt8/XUO929YWNugutJWdh9LVnsOAbnhnYhLad9HubtaoOPBqp3AX2284a21wzR41S5UNEM1Tk4OODvv/9GeHg4Nm/ejL/++gvh4eHYunUr7O3tdR6UpCc0Sr0tuZuvM5s46RlHazO82U19qu2yfRFQclRFp7iQ9sne6OqFNk0ckFNYwikgeqpqrVEpe5ZL06ZN8eyzz2LYsGHw9fXVWTCSPm5L1m//6eYFe0tTRKbk4J+wO2LHMSgsVJ5MPQXUEmYmchyNuIe/zt0WOxJJWLU6086ZMwdWVlZPfM3SpUurFYj0Q3puEa4kqtvms9GbfrK3NMU7Pbzx5Z5wLN8fiSFBDWCiqFEPSAJQVKJC9L0cAOyh8iS+bjaY3t8PC/+9ifn/XEd3Pxc0sLcUOxZJULUKlStXrjxxZw9PzzV8x6Pvs22+ARjXxRNrQmMRez8XIRcT8VI7d7Ej6b2Y+zkoVgqwNTdBIwd+8D7JW9298e/VZFxKyMCskCtYN649Pz/oEdUqVLZu3Qo3NzddZyE9ciyC25INgbW5Cd7r6YPPd93Aiv2RGNGqEcxMOKpSE5ppH7/6tvzQfQqFXIavRgZj8NehOBx+D1suJOLFto3FjkUSU+V/kfgXj9Rt80vP9/Hj+hR991onD7jamiMxIx+bznG7aE3xjJ+q8XWzxdR+fgCAT3dcQ3JmgciJSGqqveuHjFf0vVzc0bTN92TbfH1naabAxN7qhfCrDkahoJgHi9aEZkTFn4VKpb3d3QstG9sju6AE/93KXUBUXpULlXXr1nH7sZHTnJbc3tMRlmZsZmUIXungjob2FkjOKsBvp3kOS03cTGIPlaoyUcjx5ciWMFPIcfBmCrZeTBQ7EklIlQqVkydPYuzYsTA3N3/qa3Nzc3Ht2rVqByPp4rZkw2NuosAHfZsCAL49HI38Io6qVEdmfjHulE5dNKvHEZWq8Ktni8n91N+Dn2y/hpQsTgGRWpUKlTFjxqB///7YtGkTcnJyKnzN9evX8d///he+vr64cOGCTkKSdBSVqHAyRtM2nwtpDcmLbRujiZMV7ucUYuPJOLHj6KWIu+ppnwb2FrC3MhU5jf55t4c3ghrZI4tTQFRGlQqV69evY/jw4fi///s/ODo6okWLFujfvz+effZZdOvWDS4uLmjbti1u3bqFffv24fXXX6+t3CSSi/HpyCtSwsXGDP4c2jYopgo5JpWOqnx/JBo5hSUiJ9I/N9norUbUU0DBMFXIsP9GCv6+xEaEVMVCxdTUFBMnTsTNmzdx+vRpvPPOOwgMDESjRo3Qq1cv/PDDD0hMTMSvv/6KwMDA2spMItJM+3T1dWHbfAM0olVDeLtaIz2vGOtCY8WOo3fCecZPjTWvb4dJfUqngHZcQ0o2p4CMXbX6qABAmzZt0KZNG11mIT2g3ZbM9SkGyUQhx5R+fpj0+0WsPhaDMZ09OYVRBTeTOKKiC+N7+WD3tWRcu5OF2Vuv4ofX27I1hhFjZyeqtPTcIoSxbb7BGxrUAM3q2SK7oAQ/hcaIHUdvCIKA8LvsoaILpgo5vhrZEiZyGfZev4sdYUliRyIRVbtQuXv3Ll5//XU0bNgQJiYmUCgU5R5keE5Ep0IQAL96NqjHtvkGSy6XYWp/dQOutaGxSMstEjmRfriTWYDsghKYyGXwcbURO47e829gh4l91P195v59FfeyC0VORGKp9tTPuHHjEB8fjzlz5qBBgwYcljMCnPYxHgNb1ENgIztcTczCD0eiMWuwv9iRJE+zPsXH1YbHEOjI+718sefaXdxIysKcbVfx3Wtt+FljhKpdqISGhuLYsWNo1aqVDuOQVKnb5mv6p3Dax9DJZDJM798Mb6w/iw0n4/Cf7l5ws+Uo2pPcSOK0j66Zmcjx1chgDF91HLuvJWPnlSQMDW4odiyqY9Uu+93d3bnH3YjE3s9FYkY+zBRydPRyFjsO1YFezVzRuokDCopV+PZQtNhxJC+cZ/zUihYN7fF+6REP//f3NaTmcArI2FS7UFm+fDlmzpyJuLg4HcYhqdKMprRj23yjoRlVAYDfTscjKTNf5ETSFs4eKrVmYm9fNK9vi7TcIvzfdnY8NzbVLlRefvllHD58GD4+PrC1tYWTk1O5BxkWrk8xTl19ndHRywlFShVWHYwSO45kFZWoEH1P3a27eQP2UNE19RRQSyjkMuwMS8KuK9wFZEyqvUZl+fLlOoxBUlasVOFkNNvmGyOZTIbpA5rhpR9O4s+zCRjf0wfuTlZix5KcmPs5KFEJsLUwQUN7ruWpDYGN7PF+Lx+sPBiFOduuopO3M5yszcSORXWg2oXK2LFjdZmDJOxifAZyi5RwtjZDAH9aNDodvJzQvakLjkXex9cHIvHlyJZiR5IcTaO3ZvVsuSulFk3s44s915IRcTcHc7dfw8pRrcWORHWgRnvolEoltmzZgs8++wyff/45tm7dCqWSp64aGs20D9vmG69ppX1VQi4mIuZexQeSGrObXEhbJ8xNFNopoB2X72D31WSxI1EdqHahEhUVBX9/f4wZMwYhISHYvHkzXnvtNbRo0QLR0dwhYEiOcluy0WvdxBF9m7tBqRKw4kCk2HEkR9NDhetTal9wYwe828MbADB721WksyGhwat2oTJp0iT4+PggISEBFy5cwMWLFxEfHw8vLy9MmjRJlxlJRBl5RbhyOwMAF9IaO0232u2X7yCitFU8qXHHT92a3K8pmrrZ4H5OIT7dwV1Ahq7ahcqRI0ewePHicjt8nJ2d8cUXX+DIkSM6CUfiOxGdCpUANHWzQX0uEjRqgY3s8UxgfQgCsGxfhNhxJCMzrxh3MtUn/PrVY6FSF8xNFPhyZEvIZcC2S3ew9xqngAxZtQsVc3NzZGc/+lNVTk4OzMy4EttQcFsylTW1vx9kMuDfq8m4didT7DiSoDmIsKG9BewtedJ0XWnl7oB3evgAAP637Soy8jgFZKiqXagMHToU77zzDk6fPg1BECAIAk6dOoXx48dj2LBhusxIIhEEAUcjSten+HF9CqlHDIa1VLcw56iKmmZ9ChfS1r0p/ZrCx9Ua97ILMW/HdbHjUC2pdqHy9ddfw8fHB507d4aFhQUsLCzQtWtX+Pr6YsWKFbrMSCKJS80r0zafTfxIbXLfppDLgP03UnAxPl3sOKLT7PjhQtq6Z2H6YAoo5GIi9l+/K3YkqgXVLlQcHBzw999/Izw8HJs3b8Zff/2F8PBwbN26Ffb29rrMSCLRTPu09XCElVm1W+6QgfF2tcELbRoDAJZyVOVBocIRFVG0aeKIt7qrdwH9d+sVZOYVi5yIdK3GZ5E3bdoUzz77LIYNGwZfX19dZCKJ4LQPPc6kvk1hIpfhWOR9nIlNEzuOaARBQAR7qIhuWn8/eLtYIyW7EPN3cgrI0FTpx+Rp06Zh/vz5sLa2xrRp05742qVLl9YoGImrWKnCqRh12/weXEhLD3F3ssJL7d3x2+l4LNkbjj/e6WSUHVkTM/KRXVgCE7kM3i42YscxWuopoGC8+P1JbD5/G0OCGqB3czexY5GOVKlQuXjxIoqLi7X/TYbrUkIGcgpL4MS2+fQYH/Txxebzt3E6Ng0nolPR1df4Rt40/VN83WxgZlLjAWqqgbYeTvhPVy/8FBqLWSFXsGdqD+7CMhBVKlQOHTpU4X+T4TkWwbb59GQN7C3xaocmWH8iDl/tDUcXH2ejG1Vh63xpmT6gGQ7cTEHs/Vx8vvM6Fr/Ic6kMQbV/BHjzzTcr7KOSm5uLN998s8r3W7hwIWQyGaZMmVLdSKRDbJtPlfF+bx9YmMpxMT4Dh8PviR2nzrFQkRZLMwUWvxgMmQzYdO42DoeniB2JdKDahcqGDRuQn5//yPX8/Hxs3LixSvc6e/YsVq9ejeDg4OrGIR3KzCtGmLZtPgsVejw3WwuM7ewJAFiyLxyCIIgbqI5pz/hhoSIZ7T2dMK6LJwBgVsgVZBVwF5C+q3KhkpWVhczMTAiCgOzsbGRlZWkf6enp2LVrF9zcKr+IKScnB6NHj8aPP/4IR0fHqsahWnAi+j5UgnrevYG9pdhxSOLe7ekDazMFriZmYc814+ljUVSiQsy9XABAs/pcxyUlHw1sBg9nKyRlFmDhrhtix6EaqnKh4uDgACcnJ8hkMvj5+cHR0VH7cHFxwZtvvokJEyZU+n4TJkzAkCFD0K9fv6pGoVrCaR+qCidrM7zZzQuAulutSmUcoyrR93JQohJga2GChjwHS1KszEyw+AX1CP3vZxJwNML4piUNSZW7eB06dAiCIKBPnz7YsmVLuUMJzczM4OHhgYYNG1bqXn/88QcuXLiAs2fPVur1hYWFKCws1P46KyurauHpqQRB0DZ647Zkqqy3unlj/Yk4hN/Nxj9XkrRt9g3ZzTLTPsa2iFgfdPR2xrgunlh/Ig6zQq5g95TusLXgLiB9VOVCpWfPngCA2NhYNGnSpNp/QRMSEjB58mTs3bsXFhaV+2lk4cKF+PTTT6v1flQ5t1LzcDs9H6YKGTp6s20+VY69lSne7u6NpfsisHx/BAYH1oeJwrC363IhrfTNGNQMB2+mID4tDwv/vYkFzwWJHYmqodr/khw8eBCbN29+5Ppff/2FDRs2PPXrz58/j5SUFLRt2xYmJiYwMTHBkSNH8PXXX8PExARKpfKRr5k1axYyMzO1j4SEhOrGp8dg23yqrje6esLRyhQx93Lx96U7YsepdeHaQoXrU6TKyswEi0qngH47HY/Q0mlt0i/VLlS++OILuLg8uobBzc0NCxYseOrX9+3bF1euXMGlS5e0j3bt2mH06NG4dOkSFArFI19jbm4OOzu7cg/SrQfrUzjtQ1Vja2GKd3v6AABWHIhEsVIlcqLapSlU/DmiImmdfZzxeicPAMDHW8KQU1giciKqqmoXKrdu3YKXl9cj1z08PBAfH//Ur7e1tUVgYGC5h7W1NZydnREYGFjdWFQDxUoVTkWr2+ZzIS1Vx5jOHnCxMUN8Wh42n78tdpxak5lXjKTMAgCAHwsVyZv5THM0drREYkY+Fv17U+w4VEXVLlTc3NwQFhb2yPXLly/D2dm5RqFIHJcTMpBdWAJHK1O0aMgTsKnqrMxM8H4v9eGkKw9EorDk0SlcQ6BZSNvIwRJ2XKApedbmD3YB/XzqFk5EcwpIn1S7UHnllVcwadIkHDp0CEqlEkqlEgcPHsTkyZPxyiuvVOuehw8fxvLly6sbiWpIM+3T1dcFCrbNp2p6tWMT1LezwJ3MAvxxxjDXkYXf5UJafdPF1wWjOzYBoJ4CyuUUkN6odqHy2WefoWPHjujbty8sLS1haWmJAQMGoE+fPpVao0LSE8ptyaQDFqYKTOyjHlVZdSgK+UWGN6rCHT/6adZgfzRysERCWj4W7+YUkL6odqFiZmaGP//8Ezdv3sSvv/6KkJAQREdHY+3atTAzM9NlRqoDmfnFuJSQAQDoxvUpVEMvtXNHY0dL3MsuxC+nbokdR+c0C2nZOl+/2Jg/2AW04eQtnIpJFTkRVUaNGx34+flh5MiRGDp0KDw8PHSRiURwsrRtvo+rNRo6sG0+1YyZiRyT+jQFAHx3JNqghtkFQShTqHDnob7p1tQFozq4AwBmbA5DXpHhfG8aqmo3ynjaCclr166t7q1JBNyWTLr2fJtG+PZwFOJS87D+RBwm9PYVO5JO3E7PR05hCUwVMni7Wosdh6rhv4P9cST8HuLT8rB4dzg+GdZC7Ej0BNUeUUlPTy/3SElJwcGDBxESEoKMjAwdRqS6EMrzfUjHTBRyTOnnBwBYfTTGYE6x1Yym+LjawNTAu+8aKlsLUyzUTgHF4UxsmsiJ6EmqPaKydevWR66pVCq8//778Pb2rlEoqlu3UnMRn5YHU4UMnby5tZx059mWDfHNoShEpuRgzbFYTO3vJ3akGtPs+OH6FP3W088VL7dzx5/nEjBj82X8O7kHLM0ebTRK4tPpjwNyuRxTp07FsmXLdHlbqmWaaZ82TRxhbc62+aQ7CrlMW5ysDY1Fem6RyIlq7kaSuocKW+frv/8N9UcDewvEpebhq73hYsehx9D5uGV0dDRKSrg4SZ9otyX7cX0K6d6gFvXh38AO2YUlWH0sRuw4NcYdP4bDzsIUC55XH1S49ngszsVxCkiKqv3j87Rp08r9WhAEJCUlYefOnRg7dmyNg1HdKFGqcCJKvUWvmy/Xp5DuyeUyTO/vh7c2nsP643H4TzcvuNiYix2rWgpLlIi5nwuAPVQMRe9mbnixbWNsPn8bH20Ow7+Tu8PClFNAUlLtEZWLFy+We2ja6S9ZsoTdZfXI5dvqtvkOVqYIbMS2+VQ7+vq7oaW7A/KLlfjucLTYcaotOiUXSpUAWwsTNLC3EDsO6cicIQGoZ2eO2Pu5WMIpIMmp9ojKoUOHdJmDRHI0gm3zqfbJZDJM6++HsWvP4JdTt/BOD2/Us9O/D/rwu+r1Kf717SCT8e+LobC3MsXC54Pw5vpzWBMai0GBDdDWw1HsWFSKe+uMXGhU6bZkTvtQLevR1AXtPR1RWKLCN4eixI5TLTeT2DrfUPVpXg/Pt2kElQB8tPkyCooN7+gHfVWlEZXWrVtX+qeICxcuVCsQ1R22zae6pB5VaYZRP57C72fi8U4PbzR2tBI7VpXwjB/DNndoC4RG3kfMvVws2x+BWc/4ix2JUMURlREjRmD48OEYPnw4Bg4ciOjoaJibm6NXr17o1asXLCwsEB0djYEDB9ZWXtKhk9GpUKoEeLta690HBumnzj7O6OrrjGKlgFUH9W9UhTt+DJu9lSkWPKfeBfTj0RhcjE8XOREBVRxRmTt3rva/33rrLUyaNAnz589/5DUJCYZ5tLuhCY3iaclU96b1b4bjUSfw1/nbGN/TB54u+tGGPiOvCMlZBQAAPxYqBqtfQD0817oRtl5MxEebw/DPB924C0hk1V6j8tdff2HMmDGPXH/ttdewZcuWGoWiunGstNEbtyVTXWrr4YhezVyhVAn4+kCk2HEqTTPt08jBEnYWpiKnodo099kAuNiYIyolByv06HvUUFW7ULG0tERoaOgj10NDQ2FhoX+r+Y3NrdRc3ErNg4lchk4+bJtPdWt6/2YAgG2XEhGVki1ymsrhtI/xcLAyw+fPBQIAfjgSjcula/lIHNUuVKZMmYL33nsPEydOxC+//IJffvkFEydOxIQJEzB16lRdZqRaoBlNaePhCBu2zac6FtTYHgMC6kElAMv268dPrFxIa1wGtqiPYS0bancBFZZwF5BYql2ozJw5Exs3bsTFixcxadIkTJo0CRcvXsT69esxc+ZMXWakWqA9LZnTPiQSzRlAO8OStOfnSFl4suaMHxYqxuKTYS3gYmOGiLs5WHlA/xZ/G4oa9VF56aWXcPz4caSlpSEtLQ3Hjx/HSy+9pKtsVEtKlCocjy4tVHi+D4nEv4EdhgY3AAAs2xchcponU6kE7dSPfwMeRmgsnKzN8NkI9RTQd0eiceV2psiJjFONG76dP38ev/zyC3799VdcvHhRF5moll2+nYnsghLYW5oiiG3zSURT+vlBLgP2Xr+LsNsZYsd5rMSMfOQWKWGqkMFLT3YpkW4MCmyAocENoFQJ+PCvyygqUYkdyehUu1BJSUlBnz590L59e0yaNAkTJ05E27Zt0bdvX9y7d0+XGUnHQsvs9mHbfBKTr5sNRrRuBABYKuFRFc36FB9XG5gq2NDb2Hw6rAWcrc0Qfjcbqw7qx5oqQ1Ltv3EffPABsrKycO3aNaSlpSE9PR1Xr15FVlYWJk2apMuMpGPHItWFJLvRkhRM7tsUCrkMh8Pv4fytNLHjVEizPoU7foyTs4055g1XTwF9czgaVxM5BVSXql2o7N69G9999x38/R+0GA4ICMA333yDf//9VyfhSPeyCopxUdM2nwtpSQI8nK0xsm1jAMCSvdIcVdGMqDTn+hSjNSS4AQYH1YdSJeCjzWGcAqpD1S5UVCoVTE0fbXpkamoKlYr/A6VK2zbfxRruTmybT9LwQd+mMFPIcSI6FSdKF3pLCbcmEwDMGx4IRytT3EjKwreHuQuorlS7UOnTpw8mT56MO3fuaK8lJiZi6tSp6Nu3r07Cke5p16dw2ockpJGDJV7p4A4AWLo3AoIgiJzogcISJWLv5wLg1I+xcykzBbTqYBSu35H+tnpDUO1CZdWqVcjOzoanpyd8fHzg6+sLLy8vZGdnY+XKlbrMSDqkWZ/Snef7kMRM6O0LcxM5zt1Kx9FI6YyqRKXkQKkSYGdhgvp27Lpt7IYGN8CgFvVRUroLqFjJGYTaVu2WpO7u7rhw4QL27duHmzdvQhAEBAQEoF+/frrMRzqUkJaHOE3bfG8nseMQlVPPzgKvd/LAT6GxWLI3HD2aukAmE39XWniZ9SlSyEPikslkmD8iEKdiU3E9KQvfHY7GpL5NxY5l0Ko1olJSUgITExNcvXoV/fv3xwcffIBJkyaxSJE4bdv8Jo6w5aFqJEHje/nAykyBsNuZ2H8jRew4AMospOW0D5VytTXHp8NaAABWHozEzWROAdWmahUqJiYm8PDwgFLJsw/0Cbclk9S52JhjXBdPAOq+KiqV+GtVuJCWKjKsZUP0D6iHYiWngGpbtdeozJ49G7NmzUJamjT7HlB5JUoVjkeVts1noUIS9k4Pb9iam+BGUhb+vZosdhz2UKEKyWQyfD4iEPaWpriamIXVR2PEjmSwql2ofP311zh27BgaNmyIZs2aoU2bNuUeJC1hiZnIKiiBnYUJghs7iB2H6LEcrMzwZjcvAMCy/RFQijiqkpFXhLtZhQAAv3osVKg8NzsLfDIsAACwfH+Edj0T6Va1F9OOGDECMplMUtsI6fE025K7sm0+6YH/dPfC+hNxiErJwY7Ld7Rt9uuaZtqnsaMl13VRhUa0aoSdYUnYfyMFH22+jJD3usCExyzoVJULlby8PHz00UfYtm0biouL0bdvX6xcuRIuLpxOkDJuSyZ9Ymdhind6eOPLPeFYvj8CQ4MbiPKP/80kTvvQk8lkMnz+XBDOxB5B2O1MrD4Wg/d7+Yody6BU+W/+3LlzsX79egwZMgSjRo3C/v378d5779VGNtKR7IJiXIjPAMD1KaQ/xnXxhLO1GeJS8xByIVGUDOF3uZCWnq6enQX+71n1LqDl+yIReZdTQLpU5UIlJCQEa9aswerVq7FixQrs3LkT27Zt4w4gCTsVkwalSoAX2+aTHrE2N8F7vXwAACsORIpytsqDHT8844ee7IU2jdC7mSuKlCp8uDkMJdwFpDNVLlQSEhLQvXt37a87dOgAExOTcq30SVq025J5CCHpmdc6ecDN1hyJGfn481xCnb63SiUgorRQ8eeICj2FTCbDwueDYWthgssJGVgTGit2JINR5UJFqVTCzMys3DUTExOUlJToLBTplqbRG6d9SN9YmCowsY96vn/VwUgUFNfdyO3t9HzkFilhppDD08W6zt6X9Fd9ewvMGareBbRkXwSiUnJETmQYqryYVhAEjBs3Dubm5tprBQUFGD9+PKytH/xlDgkJ0U1CqpGEtDzE3s+FQi5DZx9nseMQVdnL7d3x/eFo3MkswK+n4/Gf0q3LtU3TbdTHzQam3MVBlTSybWPsDEvCkYh7+GjzZWwe34U7LWuoyn/7xo4dCzc3N9jb22sfr732Gho2bFjuGklDaGmTt9buDtxeSXrJ3ESBD0rPUvnucBTyiupm9DacrfOpGtRTQEGwNTfBxfgMrOUUUI1VeURl3bp1tZGDagm3JZMheLFtY3x3OBrxaXnYePIWxvf0qfX3vMkdP1RNDR0sMXuoPz7ecgVf7Q1HH383+LjaiB1Lb3E804ApVQKOR6UCALr7cX0K6S9ThRyTS0dVvj8SjeyC4lp/T/ZQoZp4qZ07ujd1QWGJCjM2h4naYVnfsVAxYFcSM5GZX6xum9+I03Gk30a0bgQfV2tk5BVj3fG4Wn2vgmIl4lLzAADNuTWZqkEmk+GLF4JhY26C87fSsf5EnNiR9BYLFQN2LEI97dPFx4UtnUnvKeQyTOnnBwD48VgMMvNqb1QlKiUHSpUAe0tT1LMzf/oXEFWgkYMl/jvYHwDw5Z6biL2fK3Ii/cRPLwOm3ZbMaR8yEEOCGqB5fVtkF5Tgx2O1d1ptePKD9SkyGXdsUPWN6uCObr4uKChWYcbmy1BxCqjKWKgYqJzCElyITwcA9OBCWjIQcrkMU/urR1XWHY9Fak5hrbyPpnU+G71RTWl2AVmbKXA2Lh0bTsaJHUnvsFAxUKeiU1GiEuDhbMW2+WRQBgTUQ1Aje+QWKfHD0doZVblRupCWrfNJF9ydrDCrdApo0e6biOMUUJWwUDFQD7Ylc9qHDItMJsO0AepRlY0n45CSVaDz9yg79UOkC692aILO3s7qKaAtYZwCqgIWKgbqQdt8TvuQ4enl54o2TRxQUKzCt4ejdXrv9NwipGSrp5RYqJCuyOUyLH4xGFZmCpyJTcMvp2+JHUlvsFAxQLfT8xDDtvlkwGQyGaYPaAYA+O10PO5k5Ovs3poTkxs7WsLGvMo9MYkey93JCjOfaQ4A+OLfm4gv3QJPT8ZCxQCFlo6mtHJ3gB3b5pOB6uLjjE7eTihSqrDqUJTO7qs544f9U6g2vNbRAx29nJBXpMSMLdwFVBksVAwQT0smY1B2VGXT2QSd/XTKM36oNmmmgCxNFTgVk4Zfz8SLHUnyWKgYGKVK0B5EyPUpZOjaezqhe1MXlKgEfH0wUif3vMmFtFTLPJyt8fEgdZG9cNcNJKRxCuhJWKgYmKulbfNtLUzQsjHb5pPh04yqhFy4jZh7OTW6l0olIOIuR1So9o3p7IkOnuopoI+3hEEQOAX0OCxUDIxmW3IXH2e2zSej0MrdAf383aASgOX7azaqcjs9H3lFSpgp5PBysdZRQqJHaaaALEzlOBGdit84BfRY/CQzMEe5LZmMkKZb7Y6wO9o1JtVxo3Qhra+bDQt9qnWeLtb4aKB6F9CCnTdwO51TQBXh30QDklNYgotsm09GqEVDewwOqg9BAJbti6j2fbiQlurauC6eaOfhiNwiJWaFXOEUUAVYqBiQ0zGpKFYKaOJkhSbObJtPxmVKPz/IZMDua8m4mphZrXuwIy3VNUXpFJC5iRzHIu/jz7MJYkeSHBYqBoTbksmY+dWzxfCWDQFUf1RF00OFhQrVJW9XG3w0UL0o/LOdN5CowwaGhoCFigE5qj3fh9M+ZJwm9/ODQi7DgZsp2tPDK6ugWInY0sPi/Buw2RvVrTe6eqFNEwfkFJZwCughLFQMRGJGPmLu5UIuA9vmk9HycrHG860bAaj6qEpUSg5UAuBgZQo3W/PaiEf0WOopoJYwM5HjaMQ9/HXuttiRJIOFioEILR1NaeXuAHtLts0n4zWpb1OYKmQ4Fnkfp2NSK/112kZv9Wwhk8lqKx7RY/m62WB66Q62+TuvIymTU0AACxWDwW3JRGruTlZ4qZ07AGDJvohKD6GHa8/44foUEs9b3b3Ryt0B2QUl+C+ngACwUDEISpWA46Vt83v4cSEt0cQ+vjAzkeNMbBqOR1VuVEUzotKc61NIRAq5DF+NDIaZiRyHwu9hy4VEsSOJjoWKAbh2JxMZecWwNTdBy8YOYschEl0De0uM7tgEAPDV3vBK/VTKM35IKnzdbDG1n3oK6NMd15CcWSByInGxUDEAmm3Jndk2n0jrvV4+sDCV41JCBg6FpzzxtWm5RbiXXQhAvc2ZSGxvd/dCy8b26imgrcY9BcRPNQNwNKJ0W7If16cQabjZWmBsF08AwJK9T16roumf4u5kCRtzk7qIR/REJgo5vhzZEmYKOQ7eTMHWi8Y7BSRqobJw4UK0b98etra2cHNzw4gRIxAeHi5mJL2TW1ii7RfR3ZfrU4jKereHD6zNFLh2Jwt7riU/9nUPWudzfQpJh189W0zu1xQA8OmO60jJMs4pIFELlSNHjmDChAk4deoU9u3bh5KSEgwYMAC5ublixtIrp2PVbfPdnSzhwbb5ROU4WZvhP928AABL90VAqap4VOVmEs/4IWl6t4c3ghrZIzO/GP/detUop4BELVR2796NcePGoUWLFmjZsiXWrVuH+Ph4nD9/XsxYeuVoxINtyez9QPSo/3T3hp2FCSLu5uCfsDsVvubmXS6kJWlSTwEFw1Qhw/4bd7H9csXfw4ZMUmtUMjPVB4k5OTlV+HxhYSGysrLKPYxdqGZbMs/3IaqQvaUp3u7uDQBYsT8SJUpVuedVKgGRdzmiQtLVvL4dJvVRTwHN3X4NKdnGNQUkmUJFEARMmzYN3bp1Q2BgYIWvWbhwIezt7bUPd3f3Ok4pLXcy8hGVklPaNp+FCtHjvNHNC45Wpoi5n4ttl8r/RJqQnoe8IiXMTOTwdLYWKSHRk43v5YMWDe2QkVeM2UY2BSSZQmXixIkICwvD77///tjXzJo1C5mZmdpHQoJxH4cdWrotuSXb5hM9kY25Ccb39AEArDgQgeIyoyo3StenNHWz4fZ+kixThRxfjWwJE7kMe6/fxY6wJLEj1RlJ/K384IMPsH37dhw6dAiNGzd+7OvMzc1hZ2dX7mHMeFoyUeWN6ewJFxtzJKTllzvwLZyN3khP+Deww8Q+vgCAuX9f1fb+MXSiFiqCIGDixIkICQnBwYMH4eXlJWYcvaIq2zaf61OInsrSTIEJvdWjKisPRqKgWAkACL/LM35If7zfyxf+DeyQnleMuduvih2nTohaqEyYMAG//PILfvvtN9ja2iI5ORnJycnIz+eJkU9z7U4W0vOKYWNugpbuDmLHIdILozo0QQN7CyRlFuCPM/EAyrbON+4RWtIPZiZyfDUyGCZyGXZdScZOI5gCErVQ+e6775CZmYlevXqhQYMG2seff/4pZiy9oJn26ezjDFPOqxNVioWpQjt0/s3haKTnFiHuvrpvkz9HVEhPtGhoj/d7q7+P5/x9Fak5hj0FJPrUT0WPcePGiRlLL2gW0nLah6hqRrZ1R2NHS9zLLsTc7degEgBHK1O42pqLHY2o0ib29kXz+rZIyy3C/22/JnacWsUfxfVQXlEJzt1KAwB040JaoioxM5FjUl91TwpN86xm9W3ZMJH0inoKqCUUchl2hiVh1xXDnQJioaKHTsekoVgpoLGjJTzZNp+oyp5v3QheLg96pvCMH9JHgY3s8X4v9QLxOduuIi23SOREtYOFih4quy2ZPwUSVZ2JQo4ppYe9AdyaTPprYh9f+NWzQWpuET4x0CkgFip6iOtTiGpuaHBDBDayg0IuQwevio/tIJI6cxOFdgpo++U72H318aeE6ysWKnomKTMfkaVt87uwbT5RtSnkMvz+diccmNYTPq42Yschqrbgxg54t4f6PKvZ264i3cCmgFio6JljpaMpwY0dYG/FtvlENWFrYQpPF57vQ/pvcr+maOpmg/s5hfh0h2FNAbFQ0TOc9iEiooeZmyjw5ciWkMuAbZfuYO81w5kCYqGiR1QqAaGlbfO5LZmIiMpq5e6Ad3qodwH9b9tVZOQZxhQQCxU9cj0pC2m5RbA2U6B1Ewex4xARkcRM6dcUPq7WuJddiHn/XBc7jk6wUNEjD9rmu7BtPhERPcLC9MEUUMiFRBy4cVfsSDXGTzs9ol2f4sf1KUREVLE2TRzxVnf1LqD/br2CzLxikRPVDAsVPZFXVIJzcekAgG6+LFSIiOjxpvX3g7eLNe5mFWL+Tv2eAmKhoidOx6ahSKlCIwfLcq2/iYiIHqaeAgqGTAZsPn8bh26miB2p2lio6Imy0z5sm09ERE/T1sMJ/+nqBQCYFXIFmfn6OQXEQkVPHCtdSNvNl9uSiYiocqYPaAYvF2skZxXgcz2dAmKhogeSMwsQcTcHMhnQ1ddZ7DhERKQnLM0UWPyiegpo07nbOBJxT+xIVcZCRQ9oRlOCGzvAwcpM5DRERKRP2ns6YVwXTwDAzC1hyCrQrykgFip6QNONlm3ziYioOj4a2AwezlZIyizAwl03xI5TJSxUJE6lErQLabktmYiIqsPKzASLXwgGAPx+JgFH9WgKiIWKxF1PykKqtm2+o9hxiIhIT3X0dtZOAc0KuYJsPZkCYqEiccdKR1M6+zjDzIT/u4iIqPpmDGqGJk5WSMzIx8J/b4odp1L4ySdxoVGabcmc9iEiopqxMjPBotIpoN9Ox+N46RpIKWOhImH5RUqcjVW3ze/ux/4pRERUc519nPF6Jw8AwIzNYcgpLBE50ZOxUJGw07Gp2rb53mybT0REOjLzmeZo7GiJxIx8LJL4FBALFQnT7Pbp3pRt84mISHeszR/sAvr51C2ciJbuFBALFQnTLKTtxv4pRESkY118XTC6YxMAwMdbwpAr0SkgFioSdTerAOF3s9Vt831YqBARke7NGuyPRg6WSEjLx+Ld0pwCYqEiUZrRlOBG9nC0Ztt8IiLSPRvzB7uANpy8hVMxqSInehQLFYkK1ZyWzGkfIiKqRd2aumBUB3cA6imgvCJpTQGxUJEglUrQnu/TvSm3JRMRUe3672B/NLS3wK3UPHy5J1zsOOWwUJGgG8lZuJ9TBCszBdqwbT4REdUyWwtTLCydAlp/Ig5nYtNETvQACxUJ0mxL7uzNtvlERFQ3evq54uV27hAEYMbmy8gvUoodCQALFUnitmQiIhLD/4b6o4G9BeJS8/DVXmlMAbFQkZj8IiXOxKmH3Lg+hYiI6pKdhSkWPB8EAFh7PBbn4sSfAmKhIjFn4tJQVKJCQ3sL+LiybT4REdWt3s3c8GLbxqVTQGEoKBZ3CoiFisSU3ZbMtvlERCSGOUMCUM/OHDH3c7F0X4SoWVioSMyxSG5LJiIicdlbmWJh6RRQem4RBEEQLYuJaO9Mj0jJKsDN5NK2+b5cSEtEROLp07wedk7qhhYN7UXNwREVCdE0eQtqZA8nts0nIiKRiV2kACxUJEW7LZmjKURERABYqEiGSiVwfQoREdFDWKhIxM3kbNzPKVS3zfdwEDsOERGRJLBQkYjQKPW25I5eTjA3UYichoiISBpYqEgEp32IiIgexUJFAgqKlThdelJlDz8upCUiItJgoSIBZ0vb5jewt4CPq43YcYiIiCSDhYoElN2WzLb5RERED7BQkYCjEeqFtN39uD6FiIioLBYqIkvJftA2n43eiIiIymOhIrLjpW3zWzS0Y9t8IiKih7BQEdmxCG5LJiIiehwWKiISBAHHojSFCqd9iIiIHsZCRUThd7NxL7sQlqYKtPVwFDsOERGR5LBQEZFm2qejN9vmExERVYSFioiORpZuS+b6FCIiogqxUBFJQbESZzRt87k+hYiIqEImYgcwRmG3M/DZzhsoLFGhnp05fN3YNp+IiKgiLFTq0J2MfHy5JxxbLyYCACxM5fjvYH+2zSciInoMFip1IKewBD8cicbqozEoLFEBAJ5v3QgfDmyGhg6WIqcjIiKSLhYqtUipErDpXAKW7I3A/ZxCAEAHLyfMHuKP4MYO4oYjIiLSAyxUasnRiHtYsOsGbiZnAwA8na0wa7A/BgTU41QPERFRJbFQ0bGIu9lYsOsGDoertx7bW5pict+meK2TB8xMuMmKiIioKlio6Mj9nEIs2xeB38/EQyUApgoZxnT2xAd9fOFgxcMGiYiIqoOFSg0VFCux9ngsvj0UjZzCEgDAoBb1MfOZ5vB0sRY5HRERkX5joVJNgiBg++U7WLw7HIkZ+QCA4Mb2+N9gf3T0dhY5HRERkWFgoVIN5+LSMH/nDVxOyAAANLC3wIxBzTC8ZSPI5VwoS0REpCuir+789ttv4eXlBQsLC7Rt2xbHjh0TO9Jjxafm4f1fz+PF70/ickIGrM0U+HCAHw5O74XnWjdmkUJERKRjoo6o/Pnnn5gyZQq+/fZbdO3aFT/88AOeeeYZXL9+HU2aNBEzWjmZ+cVYdTASG07cQpFSBbkMeLm9O6b294ObrYXY8YiIiAyWTBAEQaw379ixI9q0aYPvvvtOe83f3x8jRozAwoULn/r1WVlZsLe3R2ZmJuzs7HSer1ipwq+nbmHFgUik5xUDALo3dcH/hvijeX3dvx8REZExqMrnt2gjKkVFRTh//jxmzpxZ7vqAAQNw4sQJkVKpCYKA/TdSsHDXDcTczwUANHWzwX+H+KOXnysbthEREdUR0QqV+/fvQ6lUol69euWu16tXD8nJyRV+TWFhIQoLC7W/zsrKqpVsqw5GYcm+CACAs7UZpg3ww8vt3GGiEH1JDxERkVER/ZP34dEJQRAeO2KxcOFC2Nvbax/u7u61kmlE60awtTDB+718cPijXhjd0YNFChERkQhE+/R1cXGBQqF4ZPQkJSXlkVEWjVmzZiEzM1P7SEhIqJVs7k5WODWrL2YMag5bC9NaeQ8iIiJ6OtEKFTMzM7Rt2xb79u0rd33fvn3o0qVLhV9jbm4OOzu7co/aYm3OFjNERERiE/XTeNq0aXj99dfRrl07dO7cGatXr0Z8fDzGjx8vZiwiIiKSCFELlZdffhmpqamYN28ekpKSEBgYiF27dsHDw0PMWERERCQRovZRqana7qNCREREuleVz29uZSEiIiLJYqFCREREksVChYiIiCSLhQoRERFJFgsVIiIikiwWKkRERCRZLFSIiIhIslioEBERkWSxUCEiIiLJYqFCREREkqXXRwRruv9nZWWJnISIiIgqS/O5XZlTfPS6UMnOzgYAuLu7i5yEiIiIqio7Oxv29vZPfI1eH0qoUqlw584d2NraQiaT6fTeWVlZcHd3R0JCQq0deFgX72Gs+GdLlSHV7xOp5iLjU1vfi4IgIDs7Gw0bNoRc/uRVKHo9oiKXy9G4ceNafQ87O7ta/4eiLt7DWPHPlipDqt8nUs1Fxqc2vhefNpKiwcW0REREJFksVIiIiEiyWKg8hrm5OebOnQtzc3O9fg9jxT9bqgypfp9INRcZHyl8L+r1YloiIiIybBxRISIiIslioUJERESSxUKFiIiIJIuFChEREUmWXjd8Iyrr7Nmz+OuvvxAfH4+ioqJyz4WEhIiUiqTo+vXrFX6fDBs2TKRERPQ4LFQqUFRUhNjYWPj4+MDERLd/RLdv38b27dsr/Edy6dKlOn0vY/LHH39gzJgxGDBgAPbt24cBAwYgMjISycnJeO6558SORxIRExOD5557DleuXIFMJtMeiKY5gkOpVIoZj0gSpPY5xUKljLy8PHzwwQfYsGEDACAiIgLe3t6YNGkSGjZsiJkzZ9bo/gcOHMCwYcPg5eWF8PBwBAYGIi4uDoIgoE2bNrr4LRitBQsWYNmyZZgwYQJsbW2xYsUKeHl54d1330WDBg3EjkcSMXnyZHh5eWH//v3w9vbGmTNnkJqaiunTp+Orr74SNdvmzZuxadOmCj8cLly4IFIqMjZS/JziGpUyZs2ahcuXL+Pw4cOwsLDQXu/Xrx/+/PNPndx/+vTpuHr1KiwsLLBlyxYkJCSgZ8+eGDlyZI3vb8yio6MxZMgQAOoGRbm5uZDJZJg6dSpWr14tcjqSipMnT2LevHlwdXWFXC6HXC5Ht27dsHDhQkyaNEm0XF9//TXeeOMNuLm54eLFi+jQoQOcnZ0RExODZ555RrRcZHyk+DnFQqWMbdu2YdWqVejWrVu505gDAgIQHR1d4/vfuHEDY8eOBQCYmJggPz8fNjY2mDdvHhYtWlTj+xszJycnZGdnAwAaNWqEq1evAgAyMjKQl5cnZjSSEKVSCRsbGwCAi4sL7ty5AwDw8PBAeHi4aLm+/fZbrF69GqtWrYKZmRlmzJiBffv2YdKkScjMzBQtFxkfKX5OsVAp4969e3Bzc3vkuuan85qytrZGYWEhAKBhw4blip/79+/X+P7GrHv37ti3bx8A4KWXXsLkyZPx9ttvY9SoUejbt6/I6UgqAgMDERYWBgDo2LEjFi9ejOPHj2PevHnw9vYWLVd8fDy6dOkCALC0tNQW3a+//jp+//130XKR8ZHi5xTXqJTRvn177Ny5Ex988AGABwvsfvzxR3Tu3LnG9+/UqROOHz+OgIAADBkyBNOnT8eVK1cQEhKCTp061fj+xmzVqlUoKCgAoB66NDU1RWhoKJ5//nnMmTNH5HQkFbNnz0Zubi4A4LPPPsPQoUPRvXt3ODs762R6t7rq16+P1NRUeHh4wMPDA6dOnULLli0RGxsLnnJCdUmKn1M866eMEydOYNCgQRg9ejTWr1+Pd999F9euXcPJkydx5MgRtG3btkb3j4mJQU5ODoKDg5GXl4cPP/wQoaGh8PX1xbJly+Dh4aGj3wkRVVZaWhocHR11MmpaXW+99Rbc3d0xd+5cfP/995g2bRq6du2Kc+fO4fnnn8eaNWtEy0bGRYqfUyxUHnLlyhV89dVXOH/+PFQqFdq0aYOPP/4YQUFBYkejJ9i1axcUCgUGDhxY7vrevXuhVCq5IJEAAJmZmVAqlXBycip3PS0tDSYmJrCzsxMll0qlgkql0rZD2LRpk/bDYfz48TAzMxMlF5EUsFAhgxAcHIwvvvgCgwcPLnd99+7d+Pjjj3H58mWRkpGUPPPMM3j22Wfx/vvvl7v+/fffY/v27di1a5dIyYik4ezZs1CpVOjYsWO566dPn4ZCoUC7du3qPBMLlYcolUps3boVN27cgEwmg7+/P4YPH17txm9OTk6IiIiAi4vLU4eX09LSqhvb6FlaWuLGjRvw9PQsdz0uLg4tWrTQrksg4+bk5ITjx4/D39+/3PWbN2+ia9euSE1NrbMsYWFhCAwMhFwu1y7wfZzg4OA6SkXGrkOHDpgxYwZefPHFctdDQkKwaNEinD59us4zcTFtGVevXsXw4cORnJyMZs2aAVA3fXN1dcX27durNf2zbNky2NraAgCWL1+uy7hUhr29PWJiYh4pVKKiomBtbS1OKJKcwsJClJSUPHK9uLgY+fn5dZqlVatWSE5OhpubG1q1alWuU25ZMpmMHXOpzly/fr3Cxm6tW7fG9evXRUjEEZVyOnXqBDc3N2zYsAGOjo4AgPT0dIwbNw4pKSk4efKkyAnpcd555x2cOnUKW7duhY+PDwB1kfLCCy+gffv2+Omnn0ROSFLQq1cvBAUFYeXKleWuT5gwAWFhYTh27FidZbl16xaaNGkCmUyGW7duPfG1XGhPdcXZ2Rn//PPPIztdT5w4gSFDhiA9Pb3OM7FQKcPS0hLnzp1DixYtyl2/evUq2rdvr5OfuFQqFaKiopCSkgKVSlXuuR49etT4/sYqMzMTgwYNwrlz59C4cWMA6vMqunfvjpCQEDg4OIgbkCTh+PHj6NevH9q3b6/tr3PgwAGcPXsWe/fuRffu3UVOSCSuV155BcnJyfj7779hb28PQN04c8SIEXBzc8OmTZvqPBOnfspo1qwZ7t69+0ihkpKSAl9f3xrf/9SpU3j11Vdx69atR4Z4ObxbM/b29jhx4gT27duHy5cvw9LSEsHBwSz+qJyuXbvi5MmT+PLLL7Fp0ybt98maNWvQtGlT0XJt2LABLi4u2mMgZsyYgdWrVyMgIAC///47R1SozixZsgQ9evSAh4cHWrduDQC4dOkS6tWrh59//lmUTBxRKWPXrl2YMWMGPvnkE21jm1OnTmHevHn44osv0K1bN+1rq7ONsVWrVvDz88Onn36KBg0aPLKwVlO9EpFxadasGb777jv06dMHJ0+eRN++fbF8+XL8888/MDExQUhIiNgRyYjk5ubi119/LfdD36hRo2BqaipKHhYqZcjlD04U0BQRDx8DLwhCtUc/rK2tcfnyZZ2MzpD6ILd33nkHFhYW+Prrr5/4WjEPnCNxZWVlaX+wyMrKeuJrxeqjYmVlhZs3b6JJkyb4+OOPkZSUhI0bN+LatWvo1asX7t27J0ouIing1E8Zhw4dqtX7d+zYEVFRUSxUdGTZsmUYPXo0LCwssGzZsse+TiaTsVAxYo6OjkhKSoKbmxscHBwqbBFQkx9AdMHGxgapqalo0qQJ9u7di6lTpwIALCws6nw3Ehmf7du345lnnoGpqSm2b9/+xNcOGzasjlI9wEKljJ49e9bq/T/44ANMnz4dycnJCAoKemQYjb0SqiY2NrbC/yYq6+DBg9pOtLX9w0h19e/fH2+99RZat26NiIgI7VqVa9eucX0K1boRI0Zot8qPGDHisa8Tq5jn1M9DMjIysGbNGm3Dt4CAALz55ps6WT9SdmpJQ9M7gYtpq6+4uBjNmjXDP//8g4CAALHjkESVlJTg888/x5tvvgl3d3ex45STkZGB2bNnIyEhAe+99x4GDRoEAJg7dy5MTU0xe/ZskRMSiYeFShnnzp3DwIEDYWlpiQ4dOkAQBJw7dw75+fnYu3dvhU1wqoK9EmpPo0aNsH///kc6jhKVZWtriytXrjzSGFBqMjMz8euvv+Knn37C5cuX+UMM1Yni4mIMGDAAP/zwA/z8/MSOo8VCpYzu3bvD19cXP/74o7ZlfklJCd566y3ExMTg6NGjIiekx/niiy9w8+ZN/PTTT9U+7oAM34gRIzBixAiMGzdO7CgVOnjwINauXYuQkBB4eHjghRdewAsvvKDdJkpU21xdXXHixAlRt+s/jIVKGZaWlrh48SKaN29e7vr169fRrl075OXl6eR9rl+/jvj4eBQVFZW7LsYiJUPx3HPP4cCBA7CxsUFQUNAjbfO5vZMA4IcffsAnn3yC0aNHo23bto98n4jxd/D27dtYv3491q5di9zcXLz00kv4/vvvcfnyZU5lUp2bPn06TE1N8cUXX4gdRYs/epZhZ2eH+Pj4RwqVhIQE7Xk9NRETE4PnnnsOV65cKXeuh2YXAod3q8/BwQEvvPCC2DFI4t577z0AwNKlSx95Tox1YoMHD0ZoaCiGDh2KlStXYtCgQVAoFPj+++/rNAeRRlFREX766Sfs27cP7dq1e6SYr+jvTm1joVLGyy+/jP/85z/46quv0KVLF8hkMoSGhuKjjz7CqFGjanz/yZMnw8vLC/v374e3tzfOnDmD1NRUTJ8+HV999ZUOfgfGa926dWJHID3w8LEVYtu7dy8mTZqE9957T1JD7WS8rl69ql2PGRERUe65irb21wUWKmV89dVXkMlkGDNmjPaEVVNTU7z33ns6GQY7efIkDh48CFdXV8jlcsjlcnTr1g0LFy7EpEmTcPHixRq/hzErKSnB4cOHER0djVdffRW2tra4c+cO7OzsYGNjI3Y8kpiCggJYWFiImuHYsWNYu3Yt2rVrh+bNm+P111/Hyy+/LGomMj5hYWEIDAyEXC6X5Bb+R/fLGimlUomTJ09i7ty5SE9Px6VLl3Dx4kWkpaVh2bJlMDc318l7aD4wXVxccOfOHQDq3T7h4eE1vr8xu3XrFoKCgjB8+HBMmDBB28lz8eLF+PDDD0VOR1KhVCoxf/58NGrUCDY2NoiJiQEAzJkzB2vWrKnzPJ07d8aPP/6IpKQkvPvuu/jjjz/QqFEjqFQq7Nu3D9nZ2XWeiYxP69atcf/+fQCAt7c3UlNTRU5UHguVUgqFAgMHDkRmZiasrKwQFBSE4OBgWFlZ6ew9AgMDERYWBkDdpXbx4sU4fvw45s2bB29vb529jzGaPHky2rVrh/T0dFhaWmqvaxbZEgHA559/jvXr12Px4sUwMzPTXg8KCsJPP/0kWi4rKyu8+eabCA0NxZUrVzB9+nR88cUXcHNz4yJ7qnUODg7applxcXGSmyJloVJGUFCQ9ies2jB79mztN8Bnn32GW7duoXv37ti1a9dTz6qhJwsNDcXs2bPLffgA6tGqxMREkVKR1GzcuBGrV6/G6NGjoVAotNeDg4Nx8+ZNEZM90KxZMyxevBi3b9/G77//LnYcMgIvvPACevbsCS8vL8hkMrRr1w7e3t4VPsTANSplfP755/jwww8xf/78Crcu1vTAsoEDB2r/29vbG9evX0daWhocHR1FW6RkKFQqVYU7Nm7fvq2THVtkGBITEys8a0ulUqG4uFiERI+nUCi0fV+IatPq1avx/PPPIyoqCpMmTcLbb79d4b+bYnUzYaFShqZt9bBhw8oVDrpucR8VFYXo6Gj06NEDTk5Oov3PNyT9+/fH8uXLsXr1agDq1ek5OTmYO3cuBg8eLHI6kooWLVrg2LFjj3SB/uuvv9hUjYya5vPv/PnzmDx5srZQebhL8pQpU+o8GwuVMmp7tXNqaipeeuklHDp0CDKZDJGRkfD29sZbb70FBwcHLFmypFbf35AtW7YMvXv3RkBAAAoKCvDqq68iMjISLi4uHD4nrblz5+L1119HYmIiVCoVQkJCEB4ejo0bN+Kff/4ROx6R6DStHirqkizGgnOAnWnr1JgxY5CSkoKffvoJ/v7+uHz5Mry9vbXHul+7dk3siHotPz8fv//+Oy5cuACVSoU2bdpg9OjR5RbXEu3ZswcLFizA+fPntd8n//d//4cBAwaIHY1IVFLtksxCpYynneXTo0ePGt2/fv362LNnD1q2bAlbW1ttoRIbG4ugoCDk5OTU6P5ERETVoemSPGTIELz22mvaLsmmpqaiFyqc+imjV69ej1wru1alpmtUcnNzK9zufP/+fZ30aTF2iYmJOH78OFJSUh7ZXjdp0iSRUpFU5eTkPPJ9UtMF80T6SspdklmolJGenl7u18XFxbh48SLmzJmDzz//vMb379GjBzZu3Ij58+cDUBdBKpUKX375JXr37l3j+xuzdevWYfz48TAzM4Ozs3O5AlMmk7FQIQBAbGwsJk6ciMOHD6OgoEB7XdcL5on0jZS7JHPqpxKOHj2KqVOn4vz58zW6z/Xr19GrVy+0bdsWBw8exLBhw3Dt2jWkpaXh+PHj8PHx0VFi4+Pu7o7x48dj1qxZkMvZHogq1qVLFwDqBoH16tV7pC1Az549xYhFJBl5eXn4448/sHbtWpw5cwZKpRJLly7Fm2++KVqrBxYqlXDjxg20b99eJ2tIkpOT8d1335VbyDdhwgQ0aNBAB0mNl7OzM86cOcNij57IxsYG58+fR7NmzcSOQiR54eHhWLNmDX7++WdkZGSgf//+2L59e53nYKFShqa9vYYgCEhKSsIXX3yB4uJiHD9+XKRk9DQzZsyAk5MTZs6cKXYUkrDevXvjf//7H/r16yd2FCK9oVQqsWPHDqxdu5aFitjkcjlkMtkjDdg6deqEtWvXonnz5jW6/7p162BjY4ORI0eWu/7XX38hLy8PY8eOrdH9jZlSqcTQoUORn5+PoKAgmJqalnt+6dKlIiUjKYmOjsb48ePx2muvITAw8JHvk+DgYJGSEdHjcDFtGZpDmTTkcjlcXV11dhT8F198ge+///6R625ubnjnnXdYqNTAggULsGfPHu2Q/sOLaYkA4N69e4iOjsYbb7yhvab54YSLaYmkiSMqUO8f//3332Fvbw9AfebPhAkT4ODgAEDdUbZ79+64fv16jd7HwsICN2/ehKenZ7nrcXFx8Pf3R35+fo3ub8wcHR2xbNkyjBs3TuwoJGEBAQHw9/fHjBkzKlxM+3BrfSISH0dUoO5UWVhYqP31okWLMGrUKG2hUlJSgvDw8Bq/j5ubG8LCwh4pVC5fvgxnZ+ca39+YmZubo2vXrmLHIIm7desWtm/fXuHBhEQkTdzHiUdPhKytQaZXXnkFkyZNwqFDh6BUKqFUKnHw4EFMnjwZr7zySq28p7GYPHkyVq5cKXYMkrg+ffrg8uXLYscgoirgiEod+uyzz3Dr1i307dsXJibqP3qlUomxY8diwYIFIqfTb2fOnMHBgwfxzz//oEWLFo8skgwJCREpGUnJs88+i6lTp+LKlSsVLroeNmyYSMmI6HG4RgWAQqFAcnIyXF1dAQC2trYICwuDl5cXAODu3bto2LChzhbanT17FrGxsbCyskJQUBDnxXWg7OLIimhOBCXj9qRmgFxMSyRNLFSg/sfrmWee0Z63s2PHDvTp0wfW1tYAgMLCQuzevbtG/4hlZGTgf//7H/78809tq35HR0e88sor+Oyzz7TrYYiIiOgBFip4+k/jGtX9qTwtLQ2dO3dGYmIiRo8eDX9/fwiCgBs3buC3336Du7s7Tpw4AUdHx2rdnyqWnp6OX375BWvWrMGlS5fEjkMSlpqaip9//hlTpkwROwoRPYSFSh2YMmUKDhw4gP3796NevXrlnktOTsaAAQPQt29fLFu2TKSEhmX//v1Ys2YNtm3bBhcXFzz//PNYsWKF2LFIYgRBwN69e7FmzRr8/fffsLOzw71798SORUQPYaFSBzw9PfHDDz9g4MCBFT6/e/dujB8/HnFxcXUbzIDEx8dj3bp1WLduHXJycpCeno5NmzbhhRdeEDsaSUxcXBzWrl2L9evXa0c5x4wZg969e0OhUIgdj4gewu3JdSApKQktWrR47POBgYFITk6uw0SGY9OmTRgwYAD8/f1x9epVrFixAnfu3IFcLoe/v7/Y8UgiCgsL8fvvv6Nv377a75WlS5dCLpdj5syZ6NevH4sUIoni9uQ64OLigri4ODRu3LjC52NjY9nwrZpeffVVzJgxA1u2bBHtCHKSvkaNGiEgIACvvfYaNm/erF0PNmrUKJGTEdHTcESlDgwaNAj/+9//UFRU9MhzhYWFmDNnDgYNGiRCMv335ptv4ttvv8WgQYPw/fffa3dUEZWlVCohk8kgk8k4ckKkZ7hGpQ7cvn0b7dq1g7m5OSZMmKA9hfn69ev49ttvUVhYiHPnzsHd3V3kpPopPz8fmzZtwtq1a3H69GkMHDgQO3fuxKVLlxAYGCh2PJKAgoICbNmyBWvWrMGpU6fwzDPP4LXXXsPLL7+MS5cuISAgQOyIRPQYLFTqSGxsLN5//33s3btX26JfJpOhf//+WLVqFc8e0ZHIyEisXbsWGzduRE5ODoYMGYIXX3wRzz//vNjRSCKio6Oxbt06bNiwAYmJiRg1ahTGjRuHPn36cLSFSIJYqNSx9PR0REZGAgB8fX3h5OQkciLDpFKpsHPnTqxZswb//vtvuUMniQD198iePXuwZs0a7NixA7a2trh//77YsYjoISxUyOClpKTAzc1N7BgkYffu3cPPP/+MadOmiR2FiB7CQoWIiIgki7t+iIiISLJYqBAREZFksVAhIiIiyWJnWjIoRUVFSElJgUqlKne9SZMmIiUiIqKaYKFCBiEyMhJvvvkmTpw4Ue66IAiQyWRQKpUiJSMpUSqVWL9+PQ4cOFBhQXvw4EGRkhHR47BQIYMwbtw4mJiY4J9//kGDBg0gk8nEjkQSNHnyZKxfvx5DhgxBYGAgv0+I9AC3J5NBsLa2xvnz57XHExBVxMXFBRs3bsTgwYPFjkJElcTFtGQQAgIC2FWUnsrMzIzHVRDpGY6okN7KysrS/ve5c+cwe/ZsLFiwAEFBQTA1NS33Wjs7u7qORxK0ZMkSxMTEYNWqVZz2IdITLFRIb8nl8nIfNpqFs2VxMS09fCDlwYMH4eTkhBYtWjxS0IaEhNRlNCKqBC6mJb116NAhsSOQHrC3ty/36+eee06kJERUHRxRIYMQHx8Pd3f3CkdUEhIS2EeFiEhPcTEtGQQvLy/cu3fvketpaWnw8vISIRFJUZ8+fZCRkfHI9aysLPTp06fuAxHRU7FQIYNQ0foUAMjJyYGFhYUIiUiKDh8+jKKiokeuFxQU4NixYyIkIqKn4RoV0mvTpk0DAMhkMsyZMwdWVlba55RKJU6fPo1WrVqJlI6kIiwsTPvf169fR3JysvbXSqUSu3fvRqNGjcSIRkRPwUKF9NrFixcBqEdUrly5AjMzM+1zZmZmaNmyJT788EOx4pFEtGrVCjKZDDKZrMIpHktLS6xcuVKEZET0NFxMSwbhjTfewIoVK9gvhSp069YtCIIAb29vnDlzBq6urtrnzMzM4ObmBoVCIWJCInocFipEZBSKi4vx9ttv4//+7//g7e0tdhwiqiQWKmQQnrZjg6fiEgA4Ojri/PnzLFSI9Ah3/ZBBaNmyZblHQEAAioqKcOHCBQQFBYkdjyRixIgR2LZtm9gxiKgKuJiWDMKyZcsqvP7JJ58gJyenjtOQVPn6+mL+/Pk4ceIE2rZtC2tr63LPT5o0SaRkRPQ4nPohgxYVFYUOHTogLS1N7CgkAU9q/ieTyRATE1OHaYioMjiiQgbt5MmTbPhGWrGxsWJHIKIqYqFCBuHhE3IFQUBSUhLOnTuHOXPmiJSKpEwzmFxRR2Mikg4upiWDYG9vX+7h5OSEXr16YdeuXZg7d67Y8UhCNm7ciKCgIFhaWsLS0hLBwcH4+eefxY5FRI/BERUyCOvWrRM7AumBpUuXYs6cOZg4cSK6du0KQRBw/PhxjB8/Hvfv38fUqVPFjkhED+FiWjIo58+fx40bNyCTyRAQEIDWrVuLHYkkxMvLC59++inGjBlT7vqGDRvwySefcA0LkQRxRIUMQkpKCl555RUcPnwYDg4OEAQBmZmZ6N27N/74449yLdPJeCUlJaFLly6PXO/SpQuSkpJESERET8M1KmQQPvjgA2RlZeHatWtIS0tDeno6rl69iqysLPbGIC1fX19s2rTpket//vknmjZtKkIiInoaTv2QQbC3t8f+/fvRvn37ctfPnDmDAQMGICMjQ5xgJClbtmzByy+/jH79+qFr166QyWQIDQ3FgQMHsGnTJjz33HNiRySih3BEhQyCSqWCqanpI9dNTU2hUqlESERS9MILL+D06dNwcXHBtm3bEBISAhcXF5w5c4ZFCpFEcUSFDMLw4cORkZGB33//HQ0bNgQAJCYmYvTo0XB0dMTWrVtFTkhERNXBQoUMQkJCAoYPH46rV6/C3d0dMpkM8fHxCAoKwt9//43GjRuLHZGIiKqBhQoZlH379uHmzZsQBAEBAQHo16+f2JFIAuRy+VM70MpkMpSUlNRRIiKqLBYqRGTw/v7778c+d+LECaxcuRKCICA/P78OUxFRZbBQIb12+vRppKWl4ZlnntFe27hxI+bOnYvc3FyMGDECK1euhLm5uYgpSYpu3ryJWbNmYceOHRg9ejTmz5+PJk2aiB2LiB7CXT+k1z755BOEhYVpf33lyhX85z//Qb9+/TBz5kzs2LEDCxcuFDEhSc2dO3fw9ttvIzg4GCUlJbh06RI2bNjAIoVIoliokF67dOkS+vbtq/31H3/8gY4dO+LHH3/EtGnT8PXXX1fY4IuMT2ZmJj7++GP4+vri2rVrOHDgAHbs2IHAwECxoxHRE7CFPum19PR01KtXT/vrI0eOYNCgQdpft2/fHgkJCWJEIwlZvHgxFi1ahPr16+P333/H8OHDxY5ERJXENSqk1zw8PPDzzz+jR48eKCoqgoODA3bs2KEdZbly5Qp69uyJtLQ0kZOSmORyOSwtLdGvXz8oFIrHvi4kJKQOUxFRZXBEhfTaoEGDMHPmTCxatAjbtm2DlZUVunfvrn0+LCwMPj4+IiYkKRgzZsxTtycTkTRxRIX02r179/D888/j+PHjsLGxwYYNG8q1Qu/bty86deqEzz//XMSURERUXSxUyCBkZmbCxsbmkWH9tLQ02NjYwMzMTKRkRERUEyxUiIiISLK4PZmIiIgki4UKERERSRYLFSIiIpIsFipEREQkWSxUiEgnkpOT0b9/f1hbW8PBwUHsODoXFxcHmUyGS5cuiR2FyKiwUCEinVi2bBmSkpJw6dIlREREiB2nUtavX1/posrd3R1JSUk8G4iojrEzLRHpRHR0NNq2bYumTZuKHUXnioqKYGZmhvr164sdhcjocESFyED06tULkyZNwowZM+Dk5IT69evjk08+0T4fHx+P4cOHw8bGBnZ2dnjppZdw9+7dSt//u+++g4+PD8zMzNCsWTP8/PPP2uc8PT2xZcsWbNy4ETKZDOPGjXvq/TIyMvDOO++gXr16sLCwQGBgIP755x/t81u2bEGLFi1gbm4OT09PLFmypNzXy2QybNu2rdw1BwcHrF+/HsCDqZqQkBD07t0bVlZWaNmyJU6ePAkAOHz4MN544w1kZmZCJpNBJpNp/7w8PT3x2WefYdy4cbC3t8fbb79d4dTP9evXMXjwYNjY2KBevXp4/fXXcf/+fe3zmzdvRlBQECwtLeHs7Ix+/fohNze3En/aRKQlEJFB6Nmzp2BnZyd88sknQkREhLBhwwZBJpMJe/fuFVQqldC6dWuhW7duwrlz54RTp04Jbdq0EXr27Fmpe4eEhAimpqbCN998I4SHhwtLliwRFAqFcPDgQUEQBCElJUUYNGiQ8NJLLwlJSUlCRkbGE++nVCqFTp06CS1atBD27t0rREdHCzt27BB27dolCIIgnDt3TpDL5cK8efOE8PBwYd26dYKlpaWwbt067T0ACFu3bi13X3t7e+1rYmNjBQBC8+bNhX/++UcIDw8XXnzxRcHDw0MoLi4WCgsLheXLlwt2dnZCUlKSkJSUJGRnZwuCIAgeHh6CnZ2d8OWXXwqRkZFCZGSk9n4XL14UBEEQ7ty5I7i4uAizZs0Sbty4IVy4cEHo37+/0Lt3b+3zJiYmwtKlS4XY2FghLCxM+Oabb7TvQUSVw0KFyED07NlT6NatW7lr7du3Fz7++GNh7969gkKhEOLj47XPXbt2TQAgnDlz5qn37tKli/D222+XuzZy5Ehh8ODB2l8PHz5cGDt2bKWy7tmzR5DL5UJ4eHiFz7/66qtC//79y1376KOPhICAAO2vK1uo/PTTT9rnNb/nGzduCIIgCOvWrRPs7e0feX8PDw9hxIgR5a49XKjMmTNHGDBgQLnXJCQkCACE8PBw4fz58wIAIS4u7rF/DkT0dJz6ITIgwcHB5X7doEEDpKSk4MaNG3B3d4e7u7v2uYCAADg4OODGjRtPve+NGzfQtWvXcte6du1aqa+tyKVLl9C4cWP4+flV6f0iIyOhVCqr9F5l/0waNGgAAEhJSXnq17Vr1+6Jz58/fx6HDh2CjY2N9tG8eXMA6vU6LVu2RN++fREUFISRI0fixx9/RHp6epWyExHXqBAZFFNT03K/lslkUKlUEAQBMpnskdc/7npFHn5dVb72YZaWlk98vqJ7Cw8dSyaTyR65Vlxc/Mi9yv6ZaO6pUqmemtHa2vqJz6tUKjz77LO4dOlSuUdkZCR69OgBhUKBffv24d9//0VAQABWrlyJZs2aITY29qnvTUQPsFAhMgIBAQGIj49HQkKC9tr169eRmZkJf3//p369v78/QkNDy107ceJEpb62IsHBwbh9+/ZjtzEHBARU+H5+fn7aE7JdXV2RlJSkfT4yMhJ5eXlVymFmZlblERqNNm3a4Nq1a/D09ISvr2+5h6bIkclk6Nq1Kz799FNcvHgRZmZm2Lp1a7Xej8hYsVAhMgL9+vVDcHAwRo8ejQsXLuDMmTMYM2YMevbs+dQpDgD46KOPsH79enz//feIjIzE0qVLERISgg8//LBaeXr27IkePXrghRdewL59+xAbG4t///0Xu3fvBgBMnz4dBw4cwPz58xEREYENGzZg1apV5d6vT58+WLVqFS5cuIBz585h/Pjxj4woPY2npydycnJw4MAB3L9/v0qFzoQJE5CWloZRo0bhzJkziImJwd69e/Hmm29CqVTi9OnTWLBgAc6dO4f4+HiEhITg3r171S7uiIwVCxUiI6DZyuvo6IgePXqgX79+8Pb2xp9//lmprx8xYgRWrFiBL7/8Ei1atMAPP/yAdevWoVevXtXOtGXLFrRv3x6jRo1CQEAAZsyYoR3daNOmDTZt2oQ//vgDgYGB+L//+z/Mmzev3LbnJUuWwN3dHT169MCrr76KDz/8EFZWVlXK0KVLF4wfPx4vv/wyXF1dsXjx4kp/bcOGDXH8+HEolUoMHDgQgYGBmDx5Muzt7SGXy2FnZ4ejR49i8ODB8PPzw+zZs7FkyRI888wzVcpIZOxkwsOTvEREREQSwREVIiIikiwWKkSEFi1alNtmW/bx66+/Vvl+v/7662Pv16JFi1r4HRCRoeLUDxHh1q1bFW7tBYB69erB1ta2SvfLzs5+bHt+U1NTeHh4VDkjERknFipEREQkWZz6ISIiIslioUJERESSxUKFiIiIJIuFChEREUkWCxUiIiKSLBYqREREJFksVIiIiEiyWKgQERGRZP0/SgRdbJANz5sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "continent_names = df_continent.index.to_list()\n",
    "sns.lineplot(data = df_continent, x = \"no_of_countries\", y = \"Production(Tons)\")\n",
    "plt.xticks(df_continent[\"no_of_countries\"], continent_names, rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8d3582c",
   "metadata": {},
   "source": [
    "### Do continent with highest land produces more sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0050ab54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 58,
     "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": [
    "sns.lineplot(data=df_continent, x = \"Acreage(Hectare)\", y = \"Production(Tons)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d7d547",
   "metadata": {},
   "source": [
    "## Production distribution by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "62f96160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 59,
     "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": [
    "df_continent[\"Production(Tons)\"].plot(kind = \"pie\", autopct = \"%.2f%%\")\n",
    "plt.title(\"Production distribution by continent\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b33209",
   "metadata": {},
   "source": [
    "## Correlation for continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "3eab7e3a",
   "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>Production(Tons)</th>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "      <th>no_of_countries</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Production(Tons)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.522211</td>\n",
       "      <td>0.994897</td>\n",
       "      <td>0.091201</td>\n",
       "      <td>0.109244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Production_per_Person(Kg)</th>\n",
       "      <td>0.522211</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.463215</td>\n",
       "      <td>0.542961</td>\n",
       "      <td>0.540086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <td>0.994897</td>\n",
       "      <td>0.463215</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.111166</td>\n",
       "      <td>0.132817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "      <td>0.091201</td>\n",
       "      <td>0.542961</td>\n",
       "      <td>0.111166</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.989712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>no_of_countries</th>\n",
       "      <td>0.109244</td>\n",
       "      <td>0.540086</td>\n",
       "      <td>0.132817</td>\n",
       "      <td>0.989712</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Production(Tons)  Production_per_Person(Kg)  \\\n",
       "Production(Tons)                   1.000000                   0.522211   \n",
       "Production_per_Person(Kg)          0.522211                   1.000000   \n",
       "Acreage(Hectare)                   0.994897                   0.463215   \n",
       "Yield (Kg / Hectare)               0.091201                   0.542961   \n",
       "no_of_countries                    0.109244                   0.540086   \n",
       "\n",
       "                           Acreage(Hectare)  Yield (Kg / Hectare)  \\\n",
       "Production(Tons)                   0.994897              0.091201   \n",
       "Production_per_Person(Kg)          0.463215              0.542961   \n",
       "Acreage(Hectare)                   1.000000              0.111166   \n",
       "Yield (Kg / Hectare)               0.111166              1.000000   \n",
       "no_of_countries                    0.132817              0.989712   \n",
       "\n",
       "                           no_of_countries  \n",
       "Production(Tons)                  0.109244  \n",
       "Production_per_Person(Kg)         0.540086  \n",
       "Acreage(Hectare)                  0.132817  \n",
       "Yield (Kg / Hectare)              0.989712  \n",
       "no_of_countries                   1.000000  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_continent.corr()"
   ]
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
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}