EDA (Sugarcane).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e1fd02a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8add2e36",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"List of Countries by Sugarcane Production.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d316e31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de753771",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d6dd328",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2055ce6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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": 6,
   "id": "cc3294b6",
   "metadata": {},
   "outputs": [
    {
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       "      <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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205</td>\n",
       "      <td>75167.5</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\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",
       "    </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",
       "    </tr>\n",
       "    <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",
       "</table>\n",
       "</div>"
      ],
      "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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d49e71e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop( \"Unnamed: 0\", axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2388b9b9",
   "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": 9,
   "id": "54622a05",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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",
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       "      <th>0</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205</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</td>\n",
       "      <td>260721</td>\n",
       "      <td>4950000</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</td>\n",
       "      <td>88287</td>\n",
       "      <td>1675215</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</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",
       "  </tbody>\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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ccd46291",
   "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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "96e371fa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>99</th>\n",
       "      <td>Djibouti</td>\n",
       "      <td>Africa</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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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     "execution_count": 11,
     "metadata": {},
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   "source": [
    "df[df[\"Acreage(Hectare)\"].isnull()]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "76e54154",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna().reset_index().drop(\"index\", axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f54adf6f",
   "metadata": {},
   "outputs": [
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       "      <th>Continent</th>\n",
       "      <th>Production(Tons)</th>\n",
       "      <th>Production_per_person(Kg)</th>\n",
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       "      <th>0</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768678382</td>\n",
       "      <td>3668.531</td>\n",
       "      <td>10226205</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</td>\n",
       "      <td>260721</td>\n",
       "      <td>4950000</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</td>\n",
       "      <td>88287</td>\n",
       "      <td>1675215</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</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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "99a2ee33",
   "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": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bc7a8d52",
   "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": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "df5929ee",
   "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": 17,
   "id": "fce8e251",
   "metadata": {
    "scrolled": true
   },
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f88a0e6",
   "metadata": {},
   "source": [
    "# Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1515d08a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff5a5e7e",
   "metadata": {},
   "source": [
    "## How many countries produce sugarcane from each continent?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "703c1326",
   "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": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Continent\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c5b6d085",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": "f2cce997",
   "metadata": {},
   "source": [
    "Africa has maximum number of countries which produces sugarcane."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "76d0b7a8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>count</th>\n",
       "      <td>1.020000e+02</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>1.020000e+02</td>\n",
       "      <td>102.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.850372e+07</td>\n",
       "      <td>112952.435755</td>\n",
       "      <td>2.498981e+05</td>\n",
       "      <td>52628.078431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.419149e+07</td>\n",
       "      <td>176651.341929</td>\n",
       "      <td>1.137003e+06</td>\n",
       "      <td>30504.676683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.251875e+04</td>\n",
       "      <td>3671.910000</td>\n",
       "      <td>1.104000e+03</td>\n",
       "      <td>29072.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.440044e+06</td>\n",
       "      <td>25572.500000</td>\n",
       "      <td>1.655800e+04</td>\n",
       "      <td>54108.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.426824e+06</td>\n",
       "      <td>146384.750000</td>\n",
       "      <td>8.047400e+04</td>\n",
       "      <td>73282.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.686784e+08</td>\n",
       "      <td>951087.000000</td>\n",
       "      <td>1.022620e+07</td>\n",
       "      <td>129049.300000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Production(Tons)  Production_per_person(Kg)  Acreage(Hectare)  \\\n",
       "count      1.020000e+02                 102.000000      1.020000e+02   \n",
       "mean       1.850372e+07              112952.435755      2.498981e+05   \n",
       "std        8.419149e+07              176651.341929      1.137003e+06   \n",
       "min        1.000000e+00                   0.000000      0.000000e+00   \n",
       "25%        6.251875e+04                3671.910000      1.104000e+03   \n",
       "50%        1.440044e+06               25572.500000      1.655800e+04   \n",
       "75%        6.426824e+06              146384.750000      8.047400e+04   \n",
       "max        7.686784e+08              951087.000000      1.022620e+07   \n",
       "\n",
       "       Yield(Kg/Hectare)  \n",
       "count         102.000000  \n",
       "mean        52628.078431  \n",
       "std         30504.676683  \n",
       "min            10.000000  \n",
       "25%         29072.025000  \n",
       "50%         54108.950000  \n",
       "75%         73282.700000  \n",
       "max        129049.300000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f3511eb",
   "metadata": {},
   "source": [
    "## Checking outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ff803ad8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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",
    "plt.subplot(2,2,2)\n",
    "sns.boxplot(df[\"Production_per_person(Kg)\"])\n",
    "plt.title(\"Production_per_person(Kg)\")\n",
    "plt.subplot(2,2,3)\n",
    "sns.boxplot(df[\"Acreage(Hectare)\"])\n",
    "plt.title(\"Acreage(Hectare)\")\n",
    "plt.subplot(2,2,4)\n",
    "sns.boxplot(df[\"Yield(Kg/Hectare)\"])\n",
    "plt.title(\"Yield(Kg/Hectare)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efecb386",
   "metadata": {},
   "source": [
    "we have outliers in the data but outliers are required here as it shows the countries which has maximum production. And then we can see what are the reasons for outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "945d83fd",
   "metadata": {},
   "source": [
    "## Distribution of the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f0fbb178",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\1909675950.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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\1909675950.py:6: 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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\1909675950.py:9: 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\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\1909675950.py:12: 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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\n",
      "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",
    "plt.subplot(2,2,2)\n",
    "sns.distplot(df[\"Production_per_person(Kg)\"])\n",
    "plt.title(\"Production_per_person(Kg)\")\n",
    "plt.subplot(2,2,3)\n",
    "sns.distplot(df[\"Acreage(Hectare)\"])\n",
    "plt.title(\"Acreage(Hectare)\")\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": 24,
   "id": "54dc1588",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(df[\"Production(Tons)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1450578",
   "metadata": {},
   "source": [
    "# Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3bd639b9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98f1311f",
   "metadata": {},
   "source": [
    "## Which country produces maximum sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f3eeb184",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_new = df[[\"Country\",\"Production(Tons)\"]].set_index(\"Country\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3f592ae9",
   "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": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4cdce8ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new[\"Production(Tons)_percent\"] = df_new[\"Production(Tons)\"]*100/df_new[\"Production(Tons)\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "db312c4f",
   "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": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "86b3ae9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: ylabel='Production(Tons)_percent'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_new[\"Production(Tons)_percent\"].plot(kind = \"pie\", autopct = \"%.2f\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c794bac8",
   "metadata": {},
   "source": [
    "Brazil, India and China have 65% of production of sugarcane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "68d66467",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Country'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 32,
   "id": "e9c34c42",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": "7434648d",
   "metadata": {},
   "source": [
    "The country \"Brazil\" produces maximum sugarcane out of all countries."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11c959d1",
   "metadata": {},
   "source": [
    "## Which country has highest land?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "867b3fa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_acr = df.sort_values(\"Acreage(Hectare)\", ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_acr,  x= \"Country\", y = \"Acreage(Hectare)\")\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation =90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b824298",
   "metadata": {},
   "source": [
    "## Which country has highest yield per hectare?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "255eabdd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_yield = df.sort_values(\"Yield(Kg/Hectare)\", ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_yield,  x= \"Country\", y = \"Yield(Kg/Hectare)\")\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation =90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e2de64c",
   "metadata": {},
   "source": [
    "Guatemala has the highest yield(kg/hectare)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1e2ed6c",
   "metadata": {},
   "source": [
    "## Which country has highest production? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7632b1ac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FihXD7t27sXv3bhQrVgwXLlxA+/btVZmRiIiISCfk+4oVANSoUQMbNmxQVRYiIiIinZbvK1aRkZG4du2a4uu///4b7dq1w08//YSMjAyVhCMiIiLSJfkurAYNGoQ7d+4AAO7du4cuXbqgUKFC2LZtG8aPH6+ygERERES6It+F1Z07d1C1alUAwLZt29CwYUNs2rQJgYGB2LFjh6ryEREREemMfBdWQgjI5XIAwLFjx9CyZUsAgIODA54+ffrJz/Pw4UP06NEDRYsWhampKdzc3HDx4kWlfqZOnYoSJUrA1NQUnp6eiI6OVnqOpKQk+Pj4wMLCAlZWVujfvz9evnypdM7Vq1dRv359mJiYwMHBAXPnzs2VZdu2bahYsSJMTEzg5uaGAwcO5Ppv/lgWIiIiKrjyXVh5eHhg5syZWL9+PUJCQtCqVSsAQGxsLGxtbT/pOZ4/f466devC0NAQBw8exM2bNzFv3jxYW1srzpk7dy4WL16MgIAAhIWFoXDhwvD29sbr168V5/j4+ODGjRs4evQo9u3bh1OnTmHgwIGK46mpqfDy8kLp0qURERGB3377Df7+/lixYoXinHPnzqFbt27o378/Ll26hHbt2qFdu3a4fv36Z2UhIiKigksmhBD5+carV6/Cx8cHcXFx8PX1hZ+fHwBg+PDhePbsGTZt2vTR55g4cSLOnj2L06dP53lcCAF7e3uMGTMGY8eOBQCkpKTA1tYWgYGB6Nq1K27dugVXV1eEh4fDw8MDAHDo0CG0bNkS//77L+zt7bF8+XL8/PPPiI+Ph5GRkaLv3bt3IyoqCgDQpUsXpKWlYd++fYr+v/32W1StWhUBAQGflOVjUlNTYWlpiZSUFFhYWODJculmVBYf0iPP9kfLfCXLYD90vmR9ERERqcr7798fkq8rVtnZ2UhOTsapU6eQkpKiKKoA4LfffsNff/31Sc+zZ88eeHh4oFOnTrCxsUG1atWwcuVKxfHY2FjEx8fD09NT0WZpaYnatWsjNDQUABAaGgorKytFUQUAnp6e0NPTQ1hYmOKcBg0aKIoqAPD29sbt27fx/PlzxTnv9pNzTk4/n5LlfW/evEFqaqrSg4iIiL5e+Sqs9PX14eXlheTk5FzHTExMYGho+EnPc+/ePSxfvhzOzs44fPgwhgwZghEjRigKs/j4eADIdWvR1tZWcSw+Ph42NjZKxw0MDFCkSBGlc/J6jnf7+K9z3j3+sSzvmz17NiwtLRUPBweHj/1IiIiISIfle4HQypUr4969e3B0dMx353K5HB4eHpg1axYAoFq1arh+/ToCAgLQu3fvfD+vtpg0aRJ8ff/vVltqaiqLqzyErvifZH3VGbjv4ycRERHlU74Hr8+cORNjx47Fvn378Pjx43zd8ipRogRcXV2V2lxcXBAXFwcAsLOzAwAkJCQonZOQkKA4Zmdnh8TERKXjWVlZSEpKUjonr+d4t4//Oufd4x/L8j5jY2NYWFgoPYiIiOjrle/CqmXLlrhy5QratGmDkiVLwtraGtbW1rCyslKa1fchdevWxe3bt5Xa7ty5g9KlSwMAHB0dYWdnh+DgYMXx1NRUhIWFoU6dOgCAOnXqIDk5GREREYpzjh8/Drlcjtq1ayvOOXXqFDIzMxXnHD16FBUqVFBkrVOnjlI/Oefk9PMpWYiIiKhgy/etwBMnTnxx56NHj8Z3332HWbNmoXPnzrhw4QJWrFihWAZBJpNh1KhRmDlzJpydneHo6IgpU6bA3t4e7dq1A/D2Clfz5s0xYMAABAQEIDMzE8OGDUPXrl1hb28PAOjevTumTZuG/v37Y8KECbh+/ToWLVqEBQsWKLKMHDkSDRs2xLx589CqVSsEBQXh4sWLn5WFiIiICrZ8F1YNGzb84s5r1qyJXbt2YdKkSZg+fTocHR2xcOFC+Pj4KM4ZP3480tLSMHDgQCQnJ6NevXo4dOgQTExMFOds3LgRw4YNQ9OmTaGnp4eOHTti8eLFiuOWlpY4cuQIhg4diho1aqBYsWKYOnWq0lpX3333HTZt2oTJkyfjp59+grOzM3bv3o3KlSt/VhYiIiIquPK9jhUAnD59Gn/++Sfu3buHbdu24ZtvvsH69evh6OiIevXqqTLnV4HrWOW9jhUHrxMRkTb7nHWs8n3FaseOHejZsyd8fHwQGRmJN2/eAHi7aOasWbNybQdDpO22r20uST/f9z0kST9ERCS9L5oVGBAQgJUrVyqtW1W3bl1ERkaqJBwRERGRLsl3YXX79m00aNAgV7ulpWWeC4cSERERfe3yXVjZ2dkhJiYmV/uZM2dQtmzZLwpFREREpIvyXVgNGDAAI0eORFhYGGQyGR49eoSNGzdi7NixGDJkiCozEhEREemEfA9enzhxIuRyOZo2bYr09HQ0aNAAxsbGGDt2LIYPH67KjEREREQ6Id+FlUwmw88//4xx48YhJiYGL1++hKurK8zMzFSZj4iIiEhn5LuwymFkZARzc3OYm5uzqCIiIqICLd9jrLKysjBlyhRYWlqiTJkyKFOmDCwtLTF58mSlPfmIiIiICop8X7EaPnw4du7ciblz5yo2IQ4NDYW/vz+ePXuG5cuXqywkERERkS7Id2G1adMmBAUFoUWLFoo2d3d3ODg4oFu3biysiIiIqMDJ961AY2NjlClTJle7o6MjjIyMviQTERERkU7Kd2E1bNgwzJgxQ7FHIAC8efMGv/zyC4YNG6aScERERES6JN+3Ai9duoTg4GCULFkSVapUAQBcuXIFGRkZaNq0KTp06KA4d+fOnV+elIiIiEjL5buwsrKyQseOHZXaHBwcvjgQERERka7Kd2G1du3aTzrv7NmzePPmDYyNjfPbFREREZFOyPcYq0/VokULPHz4UN3dEBEREWmc2gsrIYS6uyAiIiLSCmovrIiIiIgKChZWRERERCrCwoqIiIhIRdReWMlkMnV3QURERKQV8rXcghACDx48gI2NDUxMTD56LhF9msUbvSXpZ4TPYUn6ISIqaPJ1xUoIAScnJzx48OCj57548QJly5bNTzdEREREOiVfhZWenh6cnZ3x7NkzVechIiIi0ln5HmP166+/Yty4cbh+/boq8xARERHprHxvadOrVy+kp6ejSpUqMDIygqmpqdLxpKSkLw5HREREpEvyXVgtXLhQhTGISFv03dVckn7Wtj8kST9ERFLKd2HVu3dvVeYgIiIi0nlftI7V3bt3MXnyZHTr1g2JiYkAgIMHD+LGjRsqCUdERESkS/JdWIWEhMDNzQ1hYWHYuXMnXr58CQC4cuUK/Pz8VBaQiIiISFfku7CaOHEiZs6ciaNHj8LIyEjR3qRJE5w/f14l4YiIiIh0Sb7HWF27dg2bNm3K1W5jY4OnT59+USgiKtha7popST8H2k+WpB8iKjjyfcXKysoKjx8/ztV+6dIlfPPNN18UioiIiEgX5buw6tq1KyZMmID4+HjIZDLI5XKcPXsWY8eORa9evVSZkYiIiEgn5LuwmjVrFipWrAgHBwe8fPkSrq6uaNCgAb777jtMnszL60RERFTw5HuMlZGREVauXIkpU6bg+vXrePnyJapVqwZnZ2dV5iMiIiLSGfkurHKUKlUKDg4OAACZTPbFgYiIiIh01RctELp69WpUrlwZJiYmMDExQeXKlbFq1SpVZSMiIiLSKfm+YjV16lTMnz8fw4cPR506dQAAoaGhGD16NOLi4jB9+nSVhSQiIiLSBfkurJYvX46VK1eiW7duirY2bdrA3d0dw4cPZ2FFREREBU6+bwVmZmbCw8MjV3uNGjWQlZX1RaGIiIiIdFG+C6uePXti+fLludpXrFgBHx+fLwpFREREpIu+aFbg6tWrceTIEXz77bcAgLCwMMTFxaFXr17w9fVVnDd//vwvS0lERESkA/JdWF2/fh3Vq1cHANy9excAUKxYMRQrVgzXr19XnMclGIiIiKigyHdhdeLEiU86799//4VcLoee3het7EBEJKlWO6RZOmZ/xx8k6YeIpKH2asfV1RX//POPurshIiIi0ji1F1ZCCHV3QURERKQVvnhLGyIiUo/W23dK0s/e7ztI0g9RQcCBT0REREQqwsKKiIiISEXUXlhxuQUiIiIqKDh4nYiIiEhF1D54/ebNm7C3t1d3N0REREQal+/CKi0tDb/++iuCg4ORmJgIuVyudPzevXsAAAcHhy9LSERERKQj8l1Y/fDDDwgJCUHPnj1RokQJjqUiIiKiAi/fhdXBgwexf/9+1K1bV5V5iIiIiHRWvgevW1tbo0iRIqrMQkRERKTT8l1YzZgxA1OnTkV6eroq8xARERHprHzfCpw3bx7u3r0LW1tblClTBoaGhkrHIyMjvzgcERERkS7Jd2HVrl07FcYgIiIi0n35Lqz8/PxUmYOIiIhI533xAqERERG4desWAKBSpUqoVq3aF4ciIiIi0kX5HryemJiIJk2aoGbNmhgxYgRGjBiBGjVqoGnTpnjy5Em+nvPXX3+FTCbDqFGjFG2vX7/G0KFDUbRoUZiZmaFjx45ISEhQ+r64uDi0atUKhQoVgo2NDcaNG4esrCylc06ePInq1avD2NgYTk5OCAwMzNX/smXLUKZMGZiYmKB27dq4cOGC0vFPyUJEREQFV74Lq+HDh+PFixe4ceMGkpKSkJSUhOvXryM1NRUjRoz47OcLDw/Hn3/+CXd3d6X20aNHY+/evdi2bRtCQkLw6NEjdOjQQXE8OzsbrVq1QkZGBs6dO4e//voLgYGBmDp1quKc2NhYtGrVCo0bN8bly5cxatQo/PDDDzh8+LDinC1btsDX1xd+fn6IjIxElSpV4O3tjcTExE/OQkRERAVbvgurQ4cO4Y8//oCLi4uizdXVFcuWLcPBgwc/67levnwJHx8frFy5EtbW1or2lJQUrF69GvPnz0eTJk1Qo0YNrF27FufOncP58+cBAEeOHMHNmzexYcMGVK1aFS1atMCMGTOwbNkyZGRkAAACAgLg6OiIefPmwcXFBcOGDcP333+PBQsWKPqaP38+BgwYgL59+8LV1RUBAQEoVKgQ1qxZ88lZiIiIqGDLd2Ell8tzLbEAAIaGhrn2DfyYoUOHolWrVvD09FRqj4iIQGZmplJ7xYoVUapUKYSGhgIAQkND4ebmBltbW8U53t7eSE1NxY0bNxTnvP/c3t7eiufIyMhARESE0jl6enrw9PRUnPMpWd735s0bpKamKj2IiIjo65XvwqpJkyYYOXIkHj16pGh7+PAhRo8ejaZNm37y8wQFBSEyMhKzZ8/OdSw+Ph5GRkawsrJSare1tUV8fLzinHeLqpzjOcc+dE5qaipevXqFp0+fIjs7O89z3n2Oj2V53+zZs2Fpaal4cENqIiKir1u+C6ulS5ciNTUVZcqUQbly5VCuXDk4OjoiNTUVS5Ys+aTnePDgAUaOHImNGzfCxMQkv1G01qRJk5CSkqJ4PHjwQNORiIiISI3yvdyCg4MDIiMjcezYMURFRQEAXFxcct1y+5CIiAgkJiaievXqirbs7GycOnUKS5cuxeHDh5GRkYHk5GSlK0UJCQmws7MDANjZ2eWavZczU+/dc96fvZeQkAALCwuYmppCX18f+vr6eZ7z7nN8LMv7jI2NYWxs/Mk/DyIiItJt+b5iBQAymQzNmjXD8OHDMXz48M8qqgCgadOmuHbtGi5fvqx4eHh4wMfHR/FvQ0NDBAcHK77n9u3biIuLQ506dQAAderUwbVr15Rm7x09ehQWFhZwdXVVnPPuc+Sck/McRkZGqFGjhtI5crkcwcHBinNq1Kjx0SxERERUsH3WFavFixdj4MCBMDExweLFiz947qcsuWBubo7KlSsrtRUuXBhFixZVtPfv3x++vr4oUqQILCwsMHz4cNSpUwfffvstAMDLywuurq7o2bMn5s6di/j4eEyePBlDhw5VXC0aPHgwli5divHjx6Nfv344fvw4tm7div379yv69fX1Re/eveHh4YFatWph4cKFSEtLQ9++fQEAlpaWH81CREREBdtnFVYLFiyAj48PTExMlJYqeJ9MJsvXWlb/1aeenh46duyIN2/ewNvbG3/88YfiuL6+Pvbt24chQ4agTp06KFy4MHr37o3p06crznF0dMT+/fsxevRoLFq0CCVLlsSqVavg7e2tOKdLly548uQJpk6divj4eFStWhWHDh1SGtD+sSxERERUsH1WYRUbG5vnv1Xp5MmTSl+bmJhg2bJlWLZs2X9+T+nSpXHgwIEPPm+jRo1w6dKlD54zbNgwDBs27D+Pf0oWIiIiKrjyPcZq+vTpSE9Pz9X+6tUrpatFRERERAVFvguradOm4eXLl7na09PTMW3atC8KRURERKSL8l1YCSEgk8lytV+5cgVFihT5olBEREREuuiz17GytraGTCaDTCZD+fLllYqr7OxsvHz5EoMHD1ZpSCIiIiJd8NmF1cKFCyGEQL9+/TBt2jRYWloqjhkZGaFMmTJc14mIiIgKpM8urHr37g3g7RIGdevWhYFBvhdvJyIiIvqq5HuMVVpaWq7VzAHg8OHDOHjw4BeFIiIiItJF+S6sJk6ciOzs7FztQghMnDjxi0IRERER6aJ8F1bR0dGKvfjeVbFiRcTExHxRKCIiIiJdlO/CytLSEvfu3cvVHhMTg8KFC39RKCIiIiJdlO/Cqm3bthg1ahTu3r2raIuJicGYMWPQpk0blYQjIiIi0iX5Lqzmzp2LwoULo2LFinB0dISjoyNcXFxQtGhR/P7776rMSERERKQT8r1WgqWlJc6dO4ejR4/iypUrMDU1hbu7Oxo0aKDKfEREREQ644sWoZLJZPDy8oKXl5eq8hARERHprHwXVtOnT//g8alTp+b3qYmIiIh0Ur4Lq127dil9nZmZidjYWBgYGKBcuXIsrIiIiKjAyXdhdenSpVxtqamp6NOnD9q3b/9FoYiIiIh0Ub5nBebFwsIC06ZNw5QpU1T5tEREREQ6QaWFFQCkpKQgJSVF1U9LREREpPXyfStw8eLFSl8LIfD48WOsX78eLVq0+OJgRERERLom34XVggULlL7W09ND8eLF0bt3b0yaNOmLgxERERHpmnwXVrGxsarMQUREWqj9jjOS9LOrYz1J+iFSN5WPsSIiIiIqqD7rilWHDh0++dydO3d+dhgiIiIiXfZZV6wsLS0VDwsLCwQHB+PixYuK4xEREQgODoalpaXKgxIRERFpu8+6YrV27VrFvydMmIDOnTsjICAA+vr6AIDs7Gz8+OOPsLCwUG1KIiIqsEbseiBJP4vbO0jSD33d8j3Gas2aNRg7dqyiqAIAfX19+Pr6Ys2aNSoJR0RERKRL8l1YZWVlISoqKld7VFQU5HL5F4UiIiIi0kX5Xm6hb9++6N+/P+7evYtatWoBAMLCwvDrr7+ib9++KgtIREREpCvyXVj9/vvvsLOzw7x58/D48WMAQIkSJTBu3DiMGTNGZQGJiIiIdEW+Cys9PT2MHz8e48ePR2pqKgBw0DoREREVaPkurHI8efIEt2/fBgBUrFgRxYoV++JQRERERLoo34PX09LS0K9fP5QoUQINGjRAgwYNUKJECfTv3x/p6emqzEhERESkE/J9xcrX1xchISHYu3cv6tatCwA4c+YMRowYgTFjxmD58uUqC0lERKRJO7c/layvDt/zzo8uy3dhtWPHDmzfvh2NGjVStLVs2RKmpqbo3LkzCysiIiIVurQqUbK+qv1gI1lfX5t83wpMT0+Hra1trnYbGxveCiQiIqICKd+FVZ06deDn54fXr18r2l69eoVp06ahTp06KglHREREpEvyfStw4cKFaN68OUqWLIkqVaoAAK5cuQITExMcPnxYZQGJiIiIdEW+Cys3NzdER0dj48aNiq1tunXrBh8fH5iamqosIBEREZGuyFdhlZmZiYoVK2Lfvn0YMGCAqjMRERER6aR8jbEyNDRUGltFRERERF8weH3o0KGYM2cOsrKyVJmHiIiISGfle4xVeHg4goODceTIEbi5uaFw4cJKx3fu3PnF4YiIiIh0Sb4LKysrK3Ts2FGVWYiIiIh02mcXVnK5HL/99hvu3LmDjIwMNGnSBP7+/pwJSERE9JWL/z1Gsr7sxjpJ1pcqfXZh9csvv8Df3x+enp4wNTXF4sWL8eTJE6xZs0Yd+YiIiIgUEhaflKwv2xGNPvt7Pnvw+rp16/DHH3/g8OHD2L17N/bu3YuNGzdCLpd/dudEREREX5PPLqzi4uLQsmVLxdeenp6QyWR49OiRSoMRERER6ZrPLqyysrJgYmKi1GZoaIjMzEyVhSIiIiLSRZ89xkoIgT59+sDY2FjR9vr1awwePFhpyQUut0BEREQFzWcXVr17987V1qNHD5WEISIiItJln11YrV27Vh05iIiIiHRevre0ISIiIiJlLKyIiIiIVISFFREREZGKsLAiIiIiUhEWVkREREQqwsKKiIiISEVYWBERERGpCAsrIiIiIhVhYUVERESkIiysiIiIiFSEhRURERGRimi0sJo9ezZq1qwJc3Nz2NjYoF27drh9+7bSOa9fv8bQoUNRtGhRmJmZoWPHjkhISFA6Jy4uDq1atUKhQoVgY2ODcePGISsrS+mckydPonr16jA2NoaTkxMCAwNz5Vm2bBnKlCkDExMT1K5dGxcuXPjsLERERFRwabSwCgkJwdChQ3H+/HkcPXoUmZmZ8PLyQlpamuKc0aNHY+/evdi2bRtCQkLw6NEjdOjQQXE8OzsbrVq1QkZGBs6dO4e//voLgYGBmDp1quKc2NhYtGrVCo0bN8bly5cxatQo/PDDDzh8+LDinC1btsDX1xd+fn6IjIxElSpV4O3tjcTExE/OQkRERAWbgSY7P3TokNLXgYGBsLGxQUREBBo0aICUlBSsXr0amzZtQpMmTQAAa9euhYuLC86fP49vv/0WR44cwc2bN3Hs2DHY2tqiatWqmDFjBiZMmAB/f38YGRkhICAAjo6OmDdvHgDAxcUFZ86cwYIFC+Dt7Q0AmD9/PgYMGIC+ffsCAAICArB//36sWbMGEydO/KQsREREVLBp1RirlJQUAECRIkUAABEREcjMzISnp6finIoVK6JUqVIIDQ0FAISGhsLNzQ22traKc7y9vZGamoobN24oznn3OXLOyXmOjIwMREREKJ2jp6cHT09PxTmfkuV9b968QWpqqtKDiIiIvl5aU1jJ5XKMGjUKdevWReXKlQEA8fHxMDIygpWVldK5tra2iI+PV5zzblGVczzn2IfOSU1NxatXr/D06VNkZ2fnec67z/GxLO+bPXs2LC0tFQ8HB4dP/GkQERGRLtKawmro0KG4fv06goKCNB1FZSZNmoSUlBTF48GDB5qORERERGqk0TFWOYYNG4Z9+/bh1KlTKFmypKLdzs4OGRkZSE5OVrpSlJCQADs7O8U578/ey5mp9+4578/eS0hIgIWFBUxNTaGvrw99ff08z3n3OT6W5X3GxsYwNjb+jJ8EERER6TKNXrESQmDYsGHYtWsXjh8/DkdHR6XjNWrUgKGhIYKDgxVtt2/fRlxcHOrUqQMAqFOnDq5du6Y0e+/o0aOwsLCAq6ur4px3nyPnnJznMDIyQo0aNZTOkcvlCA4OVpzzKVmIiIioYNPoFauhQ4di06ZN+Pvvv2Fubq4Yq2RpaQlTU1NYWlqif//+8PX1RZEiRWBhYYHhw4ejTp06ill4Xl5ecHV1Rc+ePTF37lzEx8dj8uTJGDp0qOJq0eDBg7F06VKMHz8e/fr1w/Hjx7F161bs379fkcXX1xe9e/eGh4cHatWqhYULFyItLU0xS/BTshAREVHBptHCavny5QCARo0aKbWvXbsWffr0AQAsWLAAenp66NixI968eQNvb2/88ccfinP19fWxb98+DBkyBHXq1EHhwoXRu3dvTJ8+XXGOo6Mj9u/fj9GjR2PRokUoWbIkVq1apVhqAQC6dOmCJ0+eYOrUqYiPj0fVqlVx6NAhpQHtH8tCREREBZtGCyshxEfPMTExwbJly7Bs2bL/PKd06dI4cODAB5+nUaNGuHTp0gfPGTZsGIYNG/ZFWYiIiKjg0ppZgURERES6joUVERERkYqwsCIiIiJSERZWRERERCrCwoqIiIhIRVhYEREREakICysiIiIiFWFhRURERKQiLKyIiIiIVISFFREREZGKsLAiIiIiUhEWVkREREQqwsKKiIiISEVYWBERERGpCAsrIiIiIhVhYUVERESkIiysiIiIiFSEhRURERGRirCwIiIiIlIRFlZEREREKsLCioiIiEhFWFgRERERqQgLKyIiIiIVYWFFREREpCIsrIiIiIhUhIUVERERkYqwsCIiIiJSERZWRERERCrCwoqIiIhIRVhYEREREakICysiIiIiFWFhRURERKQiLKyIiIiIVISFFREREZGKsLAiIiIiUhEWVkREREQqwsKKiIiISEVYWBERERGpCAsrIiIiIhVhYUVERESkIiysiIiIiFSEhRURERGRirCwIiIiIlIRFlZEREREKsLCioiIiEhFWFgRERERqQgLKyIiIiIVYWFFREREpCIsrIiIiIhUhIUVERERkYqwsCIiIiJSERZWRERERCrCwoqIiIhIRVhYEREREakICysiIiIiFWFhRURERKQiLKyIiIiIVISFFREREZGKsLAiIiIiUhEWVkREREQqwsKKiIiISEVYWBERERGpCAsrIiIiIhVhYfWZli1bhjJlysDExAS1a9fGhQsXNB2JiIiItAQLq8+wZcsW+Pr6ws/PD5GRkahSpQq8vb2RmJio6WhERESkBVhYfYb58+djwIAB6Nu3L1xdXREQEIBChQphzZo1mo5GREREWsBA0wF0RUZGBiIiIjBp0iRFm56eHjw9PREaGprn97x58wZv3rxRfJ2SkgIASE1NBQC8ePVKjYmVGf//Pt/34tWbPNvVIfU/MqS9ytR4BgBIf5Wl8Qyv0zWfIUMLMmSmv9aCDNL8fX44Q7oWZEjTeIaM9Bcaz5AuUYa3OYzybH/5SsoMJnm2v3gtXYZC//W+9Vqa30kAMP3/GXJ+N4QQH/8mQZ/k4cOHAoA4d+6cUvu4ceNErVq18vwePz8/AYAPPvjggw8++PgKHg8ePPhovcArVmo0adIk+Pr6Kr6Wy+VISkpC0aJFIZPJ8vWcqampcHBwwIMHD2BhYaGqqMzADMzADMzADF9lBlXkEELgxYsXsLe3/+i5LKw+UbFixaCvr4+EhASl9oSEBNjZ2eX5PcbGxjA2NlZqs7KyUkkeCwsLjf6SMgMzMAMzMAMz6FKGL81haWn5Sedx8PonMjIyQo0aNRAcHKxok8vlCA4ORp06dTSYjIiIiLQFr1h9Bl9fX/Tu3RseHh6oVasWFi5ciLS0NPTt21fT0YiIiEgLsLD6DF26dMGTJ08wdepUxMfHo2rVqjh06BBsbW0ly2BsbAw/P79ctxilxAzMwAzMwAzMoCsZpM4hE+JT5g4SERER0cdwjBURERGRirCwIiIiIlIRFlZEREREKsLCioiIiEhFWFgREeVDSkoKkpKScrUnJSV9cM85Ivq6cbkF0hl3797FwoULcevWLQCAq6srRo4ciXLlymk4mXT+/fdf7NmzB3FxccjIyFA6Nn/+fA2lKpi6du2K1q1b48cff1Rq37p1K/bs2YMDBw5oKBmR5qWnp+f5OuXu7q6hRNLhcgv0yTT5h3L48GG0adMGVatWRd26dQEAZ8+exZUrV7B37140a9ZM7Rk0LTg4GG3atEHZsmURFRWFypUr459//oEQAtWrV8fx48clyZGZmYmKFSti3759cHFxkaTPvGi6yCxSpAjOnj2b62cQFRWFunXr4tmzZ2rPQNovNTUVx48fR4UKFTT29yJlhidPnqBv3744ePBgnsezs7PV2r824BUrHdC7d2/0798fDRo00Ej/2vCHMnHiRIwePRq//vprrvYJEyZIWlhp6g190qRJGDt2LKZNmwZzc3Ps2LEDNjY28PHxQfPmzdXW7/sMDQ3x+vVryfrLy8eKTCm8efMGWVlZudozMzPx6tUrSTLkSE5OxurVqxVXcytVqoR+/fp98t5mqiKXyxETE4PExETI5XKlY1K8fvXr1++Dx9esWaP2DJ07d0aDBg0wbNgwvHr1Ch4eHorfzaCgIHTs2PGrzjBq1CgkJycjLCwMjRo1wq5du5CQkICZM2di3rx5auv3v2zfvh1bt27N8/U6MjJSPZ0K0npt27YVhoaGwsnJSfzyyy/i33//lbT/7t27i7p164rw8HBRuHBhceTIEbF+/XpRoUIFsW/fPkkyGBsbizt37uRqv337tjA2NpYkgxBCHDt2TBQqVEhUrlxZGBgYiKpVqworKythaWkpGjdurNa+zczMRExMjBBCCCsrK3H9+nUhhBCXL18WpUuXVmvf7/vll19E7969RWZmpqT95qhZs6aYOnWqEOLtz+Xu3bvixYsXok2bNuKPP/6QJEOjRo3EsGHDcrX/+OOPol69epJkEEKI8PBwUaRIEfHNN9+I9u3bi/bt24uSJUuKokWLioiICMlyhIaGCkdHR6GnpydkMpnSQ09PT5IM7dq1U3q0atVKlC5dWlhaWor27dtLksHW1lZcvnxZCCHExo0bhZOTk0hLSxN//PGHqFq16lefwc7OToSFhQkhhDA3Nxe3b98WQgjx999/i7p166q17/ctWrRImJmZiWHDhgkjIyMxaNAg4enpKSwtLcVPP/2ktn5ZWOmIxMREMW/ePOHu7i4MDAxE8+bNxbZt20RGRoba+9aGP5SSJUuKrVu35mrfsmWLcHBwkCSDEJp9Q7e1tRU3b94UQgjh4uIi/v77byHE28KqcOHCau37fe3atRPm5uaiRIkSwsvLS/GGnvNQN20oMs+cOSNMTExE/fr1hb+/v/D39xf169cXJiYm4tSpU5JkEEKIevXqiT59+igVuZmZmaJ3796ifv36kuWoUqWK6NSpk7h586Z4/vy5SE5OVnpoSnZ2thg4cKCYM2eOJP2ZmJiIuLg4IYQQPXv2FBMmTBBCCHH//n3J/k41mcHc3FzExsYKIYQoVaqUOHPmjBBCiHv37glTU1O19v2+ChUqiE2bNgkh/u/1WgghpkyZIoYOHaq2fjkrUEcUL14cvr6+uHLlCsLCwuDk5ISePXvC3t4eo0ePRnR0tNr6TktLg42NDQDA2toaT548AQC4ubmp71LqewYMGICBAwdizpw5OH36NE6fPo1ff/0VgwYNwoABAyTJAAC3bt1Cr169AAAGBgZ49eoVzMzMMH36dMyZM0etfX/77bc4c+YMAKBly5YYM2YMfvnlF/Tr1w/ffvutWvt+n5WVFTp27Ahvb2/Y29vD0tJS6aFuhQsXVlzWL1GiBO7evas49vTpU7X3DwB169ZFaGgoHBwcsHXrVuzduxdOTk64evUq6tevL0kGALh48SImTJgAA4P/G9lhYGCA8ePH4+LFi5LliI6OxqxZs+Di4gIrKyvJfyf+i56eHnx9fbFgwQJJ+nNwcEBoaCjS0tJw6NAheHl5AQCeP38OExOTrz5DhQoVcPv2bQBAlSpV8Oeff+Lhw4cICAhAiRIl1Nr3++Li4vDdd98BAExNTfHixQsAQM+ePbF582a19csxVjrm8ePHOHr0KI4ePQp9fX20bNkS165dg6urK+bOnYvRo0ervM+cP5QyZcoo/lDKlCkj6R/KlClTYG5ujnnz5mHSpEkAAHt7e/j7+2PEiBGSZADyfkOvVKkSAPW/oc+fPx8vX74EAEybNg0vX77Eli1b4OzsLPmMwLVr10ra3/tyikwXFxdFkXnt2jXs3LlT0iKzatWq2Lhxo2T95cXCwgJxcXGoWLGiUvuDBw9gbm4uWY7atWsjJiYGTk5OkvX5qe7evZvneDh1GDVqFHx8fGBmZobSpUujUaNGAIBTp07Bzc3tq88wcuRIPH78GADg5+eH5s2bY+PGjTAyMkJgYKBa+36fnZ0dkpKSULp0aZQqVQrnz59HlSpVEBsbC6HGeXucFagDMjMzsWfPHqxduxZHjhyBu7s7fvjhB3Tv3h0WFhYAgF27dqFfv354/vy5yvvfsGEDsrKy0KdPH0RERKB58+ZISkpS/KF06dJF5X1+SM6nDinfNHK0a9cOrVq1woABAzB27Fj8/fff6NOnD3bu3Alra2scO3ZM8kya9OTJE8Wn0woVKqB48eKS9Hvv3j28fPkS7u7uSEtLw5gxY3Du3DlFkVm6dGm19Juamqr4m/vYWlU556nbiBEjsGvXLvz++++KT+dnz57FuHHj0LFjRyxcuFCSHLt27cLkyZMxbtw4uLm5wdDQUOm4FLOHfX19lb4WQuDx48fYv38/evfujaVLl6o9A/D2KuKDBw/QrFkzmJmZAQD2798PKysrxazmgpABeDubPCoqCqVKlUKxYsUk6xcAfvjhBzg4OMDPzw/Lli3DuHHjULduXVy8eBEdOnTA6tWr1dIvCysdUKxYMcjlcnTr1g0DBgxA1apVc52TnJyMatWqITY2Vu15NPmHommaekMHgPDwcMjlctSuXVupPSwsDPr6+vDw8FBb3+9LS0vD8OHDsW7dOsXsL319ffTq1QtLlixBoUKFJMsiJX19fTx+/Bg2NjbQ09ODTCbLdY4QAjKZTLJp5RkZGRg3bhwCAgIUV2UMDQ0xZMgQ/PrrrzA2NpYkh55e7pElMplM0p9H48aNc2UqXrw4mjRpgn79+indLpVCzttrXr8nBSmDpsjlcsjlcsX/96CgIMXr9aBBg2BkZKSWfllY6YD169ejU6dOkt2f10bVqlXL84VBJpPBxMQETk5O6NOnT64X1q9JrVq1MH78eHz//fdK7Tt37sScOXMQFhYmWZZBgwbh2LFjWLp0qeLT75kzZzBixAg0a9YMy5cvlyRHRkZGnlP7S5UqpZb+QkJCULduXRgYGCAkJOSD5zZs2FAtGf5Lenq6YqxZuXLlJC9u79+//8Hj6vzQAbwtIB48eIDixYvD1NRUrX19zLp16/Dbb78pxr6WL18e48aNQ8+ePb/6DB07dkStWrUwYcIEpfa5c+ciPDwc27ZtU2v/2oCFFeXJ19cXM2bMQOHChXNdXn+fFON7Jk2ahOXLl8PNzQ21atUC8PYKztWrV9GnTx/cvHkTwcHB2LlzJ9q2bav2PADw8uXLXG/o6rz9Y2ZmhqtXr6Js2bJK7bGxsXB3d1fcIpVCsWLFsH37dsXYjRwnTpxA586dFRMc1OXOnTvo378/zp07p9Qu9dUibZCSkoLs7GwUKVJEqT0pKQkGBgaS3ZLUNLlcDhMTE9y4cQPOzs4ayzF//nxMmTIFw4YNU/rQsWzZMsycOVMt42C1KUPx4sVx/PjxXGO5rl27Bk9PTyQkJKitbwC4evUqKleuDD09PVy9evWD56rr9jQHr+uIixcv/uciZzt37lR5f5cuXUJmZqbi3/9FqsvLT58+xZgxYzBlyhSl9pkzZ+L+/fs4cuQI/Pz8MGPGDLUWVrGxsRg2bBhOnjyptEimFG/oxsbGSEhIyFVYPX78WPJbHOnp6bC1tc3VbmNjg/T0dLX337dvXxgYGGDfvn0oUaKEZL+HH3uhfpdUW3do29Y6N2/ezPN1qk2bNmrtV09PD87Oznj27JlGC6slS5Zg+fLlitnDwNv/9kqVKsHf31+SwkqTGV6+fJnnLTZDQ0NJ9tCsWrUq4uPjYWNjg6pVqypuR79Pra/XalvIgVRm8+bNwtDQUPzvf/8TRkZG4n//+58oX768sLS0FH369NF0PElYWFiI6OjoXO3R0dHCwsJCCCHErVu3hJmZmVpzfPfdd6JOnToiKChInDhxQpw8eVLpoU5du3YVDRs2VFoT6Pnz56Jhw4aiU6dOau37fU2aNBGdOnUSr169UrSlp6eLTp06iaZNm6q9/0KFColbt26pvZ/35Sx2+f4CmJpaEFMIIaytrRXrm73r1q1bokiRIpLluHv3rnB3d8/1M9LT05Ps57Fnzx5Rr149ce3aNUn6y4uxsXGer1V37tyRbDFjTWaoWbOmmDZtWq52Pz8/Ub16dbX2LYQQ//zzj5DL5Yp/f+ihLrxipQNmzZqFBQsWYOjQoTA3N8eiRYvg6OiIQYMGSb4uyIMHDwC8XSdFSiYmJjh37lyuqdznzp1TjD3LuRWgTleuXEFERAQqVKig1n7y8vvvv6NBgwYoXbo0qlWrBgC4fPkybG1tsX79ekmzLFq0CN7e3ihZsiSqVKkC4O3PxsTEBIcPH1Z7/66urpKtV/UuKSaHfC5t2Vpn5MiRcHR0RHBwMBwdHXHhwgU8e/YMY8aMwe+//y5Jhl69eiE9PR1VqlSBkZFRrrFWSUlJas/g5OSErVu34qefflJqz1kaRQqazDBlyhR06NABd+/eRZMmTQC83YJq8+bNkoyvencsn7rH9f0XFlY64O7du2jVqhUAwMjICGlpaZDJZBg9ejSaNGmCadOmqbX/rKwsTJs2DYsXL1aso2RmZobhw4fDz88v17RqdRg+fDgGDx6MiIgI1KxZE8DbMVarVq1SvHgcPnw4zxmTqlSzZk08ePBAI4XVN998g6tXr2Ljxo24cuUKTE1N0bdvX3Tr1k2S/wfvqly5MqKjo7Fx40ZERUUBALp16wYfHx9JBg7PmTMH48ePx6xZs/Kc2q+ucUWaeqH+kFq1amHFihVYsmSJUntAQABq1KghWY7Q0FAcP34cxYoVg56eHvT09FCvXj3Mnj0bI0aM+OCQAlWRammJD5k2bRq6dOmCU6dOKW0YHxwcjK1bt371GVq3bo3du3dj1qxZ2L59O0xNTeHu7o5jx45JMqFjz549n3yuum5Pc/C6DihZsiQOHjwINzc3uLu7Y9KkSejWrRtCQ0PRvHlzpKSkqLX/IUOGYOfOnZg+fTrq1KkD4O2LqL+/P9q1ayfZDLCNGzdi6dKlSusmDR8+HN27dwcAvHr1SjFLUF3u3r2LwYMHo0ePHqhcubJG1uqh/5va//7YKiHx4PXbt29jyZIlis2PXVxcMHz4cEkL77Nnz8LT0xM1a9ZE06ZNAby9QhAeHo4jR45Itgq8tbU1IiMj4ejoiHLlymHVqlVo3Lgx7t69Czc3N0nG3mmLiIgILFiwQOn3YsyYMYorzQUlgya8v+zH+2Os3n3NUNfrBAsrHdC9e3d4eHgoZuotWbIEbdu2xdGjR1G9enW1DF5/l6WlJYKCgtCiRQul9gMHDqBbt25qL+y0yfnz59G9e3f8888/ijZ1rtWzZ88etGjRAoaGhh/9JKbuwcHa8EkwhzYsdbBjxw507doVHh4eig8c58+fR3h4OIKCgtCxY0e1Z8hx+fJl/Pbbb7h8+bLiCsGkSZMkHcRdv359jBkzBu3atUP37t3x/PlzTJ48GStWrEBERASuX78uSY67d+9i7dq1uHv3LhYtWgQbGxscPHgQpUqVUuySQAXDsWPHMGHCBMyaNUvposDkyZMxa9YsNGvWTC39srDSAUlJSXj9+jXs7e0hl8sxd+5cxSJnkydPhrW1tVr7t7GxQUhICFxcXJTab926hQYNGqh9ar02cXV1hYuLC8aPHw9bW9tcV0xUfatIT09PMcMlrwUYc0hxleZjnwRz2gD1fRLUJuXKlYOPjw+mT5+u1O7n54cNGzYo7V9YEBw+fBhpaWno0KEDYmJi8L///Q937txB0aJFERQUpLiapk4hISFo0aIF6tati1OnTuHWrVsoW7Ysfv31V1y8eBHbt29XS7+fM9tN6uUvXr9+nWuGpqozFClSBHfu3EGxYsVgbW39wVm6Uoxzy1G5cmUEBASgXr16Su2nT5/GwIEDFVfzVI2FFX3U9OnTERUVhbVr1ypWcX7z5g369+8PZ2dn+Pn5qT1DdnY2FixY8J9LTkj1x1q4cGFcuXJFK/dDk5ImPglqw/o07ypUqBCuXr2a63chOjoaVapUUeutL23cWicvSUlJH32jVaU6deqgU6dO8PX1hbm5Oa5cuYKyZcviwoUL6NChA/7991+19Ptfq/DnRYoPHenp6Rg/fjy2bt2KZ8+eqT3DX3/9ha5du8LY2Bh//fXXB8/t3bu3Svv+EFNTU4SHh6Ny5cpK7VevXkXt2rXVNrmDg9d1QFxc3AePq2OV6Q4dOih9fezYsVwzwDIyMiT5FAq8HYy5atUqjBkzBpMnT8bPP/+Mf/75B7t378bUqVMlyQAATZo0YWGFt5u8vv9J0NvbG4UKFVLbJ0GtWJ/mHY0aNcLp06dz/S6cOXNG7eOarK2tFVvrWFlZacXWOv369cOiRYuU9vAsUqSIYvujNWvWqD3DtWvXsGnTplztNjY2ap1FeuLECcW///nnH0ycOBF9+vRR+tDx119/Yfbs2WrL8K5x48bhxIkTWL58OXr27Illy5bh4cOH+PPPP/Hrr7+qvL+cYikrKwsymQze3t55rnMntZo1a8LX1xfr169X5ElISMC4ceMUC02rA69Y6YCPfRpSxwtn3759P/nctWvXqrz/95UrVw6LFy9Gq1atYG5ujsuXLyvazp8/n+eLqTqsWLECM2fORL9+/fKcjabusUVpaWkICQnJ86rdiBEj1Nr3uzTxSfD+/fsoVaoUZDKZxrZPeXec2aNHjzB16lR07twZ3377LYC3Y6y2bduGadOmYfDgwWrJAChvrXPy5MkPvj5ItbXOu/sovuvp06ews7PLc0kIVStZsiS2bt2K7777TumK1a5duzB27FhJbs82bdoUP/zwA7p166bUvmnTJqxYsQInT55Ue4ZSpUph3bp1aNSoESwsLBAZGQknJyesX78emzdvVuuisYUKFcKtW7e0YgZtTEwM2rdvjzt37iiWCHrw4AGcnZ2xe/du9X1AVtsKWaQyly9fVnqEh4eLFStWiIoVK4odO3ZoOp4kChUqJO7fvy+EEMLOzk5EREQIId4uSpizQKgUNLkoZGRkpLCzsxMWFhZCX19fFC9eXMhkMlG4cGHh6Oio1r7fV79+fdGsWTMRHx+vaIuPjxdeXl6iQYMGau8/JCREZGZm5mrPzMwUISEhauv3YwuDamKBUE1LSUkRycnJQiaTiZiYGJGSkqJ4JCUlib/++kuUKFFCkixjxowR9erVE48fPxbm5uYiOjpanDlzRpQtW1b4+/tLksHU1FTcuXMnV/vt27eFqampJBkKFy6seL385ptvRFhYmBBCiHv37onChQurte+GDRuKXbt2qbWPzyGXy8Xhw4fFokWLxKJFi8SRI0cUC4iqCwsrHbZv3z7RsGFDTceQRPny5cX58+eFEELUrVtXzJ49WwghRFBQkChevLgmo0mmYcOGYsCAASI7O1uYmZmJu3fviri4ONGgQQPJC+zo6GhRuXJlYWRkJMqVKyfKlSsnjIyMRKVKlfJc8VnV9PT0REJCQq72p0+fFqiiRoi3K1pnZ2fnak9OThZdu3ZVe//vrq6e10NfX1/MnDlT7TmEEOLNmzdiwIABwtDQUMhkMmFoaCj09PREjx49RFZWliQZypcvL8aNG5erfdy4caJ8+fKSZHBzc1PsBNG0aVMxZswYIYQQixYtEvb29mrte8uWLaJs2bJiyZIl4ty5c+LKlStKj4KAtwJ1WExMDKpUqYK0tDS19vPs2TNMnToVJ06cQGJiYq6Nh6UYOD5x4kRYWFjgp59+wpYtW9CjRw+UKVMGcXFxGD16tFrGDWgbKysrhIWFoUKFCrCyskJoaChcXFwQFhaG3r17KxbqlIoQAkePHlX06+LiAk9PT0kGKuvp6SEhIQHFixdXar9z5w48PDwk2ZNMWzg4OMDBwQEbNmxQ7CN58uRJ9OrVC3Z2drhw4YJa+w8JCYEQAk2aNMGOHTuUNoM2MjJC6dKlYW9vr9YMcrkcv/32G/bs2YOMjAy4u7ujY8eOePnyJapVqybpshMHDhxAx44d4eTkhNq1awMALly4gOjoaOzYsQMtW7ZUe4YFCxZAX18fI0aMwLFjx9C6dWsIIZCZmYn58+dj5MiRaus7r9nL6lyS5mOCg4MRHByc53uXusb9cfC6Dnj/TUIIgcePH8Pf31+SF4yePXsiJiYG/fv3z3OJASm8Wzh16dIFpUqVQmhoKJydndG6dWtJs2hqnJOhoaHiRcvGxgZxcXFwcXGBpaWlYqshKclkMnh5ecHLy0uyPnMmVchkMvTp00cxSxV4O9bw6tWr+O677yTJ8v4yC++TalLF1atXMWjQIFStWhXz5s3DnTt3sGjRIowbN07tuzIA/zeGKzY2VjEGTmq//PIL/P394enpCVNTU2zatAlCCEkGzL+vZcuWiI6OxvLlyxWTOFq3bo3BgwdLthXYu5sse3p6IioqChEREShWrBg2bNig1r61adunadOmYfr06fDw8JB0s3ZesdIBeQ1eF0LAwcEBQUFBipkn6mJubo4zZ84oZgQWZJcuXULLli2Rnp6OtLQ0FClSBE+fPkWhQoVgY2ODe/fuqa1vLy8v9OnTB927d8eAAQNw9epVjBgxAuvXr8fz588RFhamtr7zookCM2dSxV9//YXOnTsrbZ9jZGSEMmXKYMCAAShWrJha+n/X+ytYZ2ZmIjY2FgYGBihXrhwiIyPVnuFdP/30E3799VcYGBjg4MGDks3YzXHo0CGYmZkpZoouW7YMK1euhKurK5YtW6bW9facnZ0xduxYDBo0CMDbWcytWrXCq1evPrj+W0Fz5coVVK9eXeVXjapXr47g4GBYW1tj+vTpGDt2LAoVKqTSPvKjRIkSmDt3Lnr27Cltxxq6BUmf4eTJk0qPU6dOiVu3buU5eFcdPDw8RGhoqCR9fUhUVJQYOnSoaNKkiWjSpIkYOnSoiIqKkjSDJsc5hYeHi+PHjwshhEhISBDe3t7C3NxcVK9eXVy+fFmtfb9P0wPp/f39xcuXL9Xez+dKSUkR7du3F+vWrZO038WLF4tChQqJ7t27iwoVKghXV1fJfycqV64s9u/fL4QQ4urVq8LIyEhMmjRJfPvtt6JPnz5q7dvIyEjExcUptRkbG4sHDx6otd8PSUtLE7du3dKqMUaXL19WyxhEExMTxc/6v8Y/akKRIkVETEyM5P3yihV9VHh4OCZOnIipU6fmuT+eFAsQasv2Ido2zklTGjVqhPLlyyMgIACWlpa4cuUKDA0N0aNHD4wcOTLXOmgFybVr19C6dWulbY/UqXnz5rh48SICAgLw/fff49WrV/D19UVgYCCmTZuG8ePHS5LDzMwM169fR5kyZeDv74/r169j+/btiIyMRMuWLREfH6+2vvX19REfH6805s7c3BxXr16Fo6Oj2vrNy5MnT9C3b18cPHgwz+Oa3JVAXVes6tSpo7haOW3aNIwdOxZmZmZ5nivluoMTJkyAmZkZpkyZIlmfAMdY6YT/2qMtZ8NhJycntb54WFlZITU1FU2aNFFqFxIORhw/fjwmTZqU5/Yh48ePl6yw0rZxTppy+fJl/Pnnn9DT04O+vj7evHmDsmXLYu7cuejdu7faC6uEhASMHTtWMSj1/c+HmnzzSklJkXT/zJyxZTkDxE1NTbF8+XL873//ww8//CBZYWVkZKRYbf7YsWPo1asXgLeLhKp7MoEQIteYu9evX2Pw4MEoXLiwok3d+6oCbxfPTU5ORlhYGBo1aoRdu3YhISEBM2fOxLx589TevyYEBgbCz88P+/btg0wmw8GDB2FgkLu8kMlkkhZWr1+/xooVK3Ds2DG4u7vnuigwf/58tfTLwkoHtGvX7j/3ZcspburVq4fdu3erZRyDj48PDA0NsWnTJo0NXn/8+LHihfpdPXr0wG+//SZZjmrVqiE8PBzOzs5o2LAhpk6diqdPn2L9+vW5FstUNW2YnZlD0wVmnz59EBcXhylTpkg6KPVdixcvVvpa/P9JJevXr8+1Ybk6HT16NM/2Vq1a4dq1a5LlqFevHnx9fVG3bl1cuHABW7ZsAfB2pmbJkiXV2nde26T06NFDrX3+l+PHj+Pvv/+Gh4cH9PT0ULp0aTRr1gwWFhaYPXs2WrVqpba+P/aBJjk5WS39VqhQAUFBQQDejgkODg7OtVCsJly9ehVVq1YFAMk2AQdYWOmEo0eP4ueff8Yvv/yiWIb/woULmDJlCiZPngxLS0sMGjQIY8eOxerVq1Xe//Xr13Hp0iVUqFBB5c/9qTS5fci7Zs2ahRcvXgB4OxOpV69eGDJkCJydndU+A0kbZmfm0GSBCbz9/3769GnFi6YmLFiwQOlrPT09FC9eHL1798akSZMkzXL69Gn8+eefuHv3LrZv345vvvkG69evh6OjY64NaNVl6dKl+PHHH7F9+3YsX74c33zzDQDg4MGDaN68uVr7lmL3h0+VlpamKCqsra3x5MkTlC9fHm5ubmqf0GBpafnR43l9QFWl9z/wAW9ntm/cuBGrV6/GxYsX1dr/u97dakhKLKx0wMiRI7FixQqlaeRNmzaFiYkJBg4ciBs3bmDhwoXo16+fWvr38PDAgwcPJC+s3r0F2qZNG0yYMAERERF5bh8iFQ8PD8W/bWxscOjQIcn6Pn36tNbMztRkgQm8XbtJ08NDtWVa+Y4dO9CzZ0/4+Pjg0qVLePPmDYC3tyRnzZql1u1L3lWqVCns27cvV/v7BejXrkKFCrh9+zbKlCmDKlWq4M8//0SZMmUQEBCAEiVKqLVvbSowgbeFzZo1a7Bz505YWlqiffv2kvT7KUMRZDIZduzYoZb+OXhdB/zXvmzXrl1DrVq18OrVK9y/fx8uLi6KMQ6qtG3bNvj7+2PcuHF57o/n7u6u8j6BvBeay4smFp3ThJo1a2LJkiWKwrIgO3LkCObNm6d409K0nNufUq1T9K5q1aph9OjR6NWrl9L+eJcuXUKLFi3UOmg8NTVVMXnlY+OopJjkog02bNiArKws9OnTBxEREWjevDmSkpJgZGSEwMBAdOnSRdMR1erhw4cIDAzE2rVrkZycjOfPn2PTpk3o3LmzZFfZP3WvW7UVopLPQ6TPVrduXdG8eXORmJioaEtMTBTNmzcX9evXF0IIcfToUbVtl/Bfe6EVtD3RhHi7H16PHj1EiRIlhL6+fq7tO9TpwoULokmTJuLkyZPi6dOnSnuypaSkqLVvbWNlZSWMjIyEnp6eMDMzE9bW1koPKWRmZorJkycLCwsLxf9/CwsL8fPPP4uMjAxJMgjxdm+62NhYIYRQLAEixNt9NI2NjdXa97tT6/9ra5uC+DrxrrS0NBERESGePHmi6ShqtX37dtGiRQtRuHBh8f3334vdu3eLN2/eCAMDA3Hjxg1Nx5MUbwXqgNWrV6Nt27YoWbKk0g7dZcuWxd9//w0AePnyJSZPnqyW/rXlloc20OSgaW2YnZnD0dHxg//t6lwoFQAWLlyo1uf/FMOHD8fOnTsxd+5cxRIgoaGh8Pf3x7Nnz7B8+XJJctjZ2SEmJibXlbszZ84otrhRl+PHjyu2sDl+/LhGx/1pIyEETE1NUb16dU1HUbsuXbpgwoQJ2LJlC8zNzTUdR6N4K1BHyOVyHDlyBHfu3AHw9j5+s2bNCtSqwiEhIfj9998V20S4urpi3Lhxkg5eNzc319ig6Vq1asHAwAAjR47Mc/B6ztYiUli0aJHS15mZmbh06RIOHTqEcePGYeLEiZJl0RRLS0sEBQXlmgF44MABdOvWTbIlF2bPno0NGzZgzZo1aNasGQ4cOID79+9j9OjRmDJlCoYPHy5JjszMzFzDBHI8ffpUktXwtcXq1auxYMECREdHA3i7MvyoUaPwww8/aDiZ+gwaNAhbtmxBpUqV0LNnT3Tp0gXW1tYwNDTElStX4OrqqumI0tHsBTPSFTExMWLYsGGiadOmomnTpmL48OGSrmi7fv16YWBgIDp37iwWLVokFi1aJDp37iwMDQ3Fxo0bJcvh4uIiIiMjJevvXaamppKvNP+5li5dqvZVtnPExMSIn3/+WXTt2lVxO+rAgQPi+vXrkvRfvHhxcfPmzVztN2/eFMWKFZMkgxBCyOVyMXPmTFG4cGHFrXoTExMxefJkyTIIIUSHDh2EXC7P1R4fHy8qVaokaRZNmjJliihcuLCYOHGi+Pvvv8Xff/8tJk6cKMzMzMSUKVM0HU+t0tPTRWBgoGjQoIEwNjYWbdq0Efr6+uLatWuajiYpFlY64uXLl2L//v1i+fLlisIi56Fuhw4dEkZGRqJWrVpi9OjRYvTo0aJWrVrC2NhYHDlyRO39CyFExYoVxfz583O1z5s3T1SsWFGSDEIIcfjwYeHl5aUY0yKl+vXri6NHj0re7+e4e/euMDc3V3s/J0+eFKampsLT01MYGRkpxhXNnj1bdOzYUe39CyHEtGnTRLdu3cTr168Vba9fvxY+Pj7C399fkgzvevPmjbhx44YICwsTL168kLx/Dw8P0a9fP6W2R48eiYoVK0r2/0QbFCtWTGzatClX+6ZNm0TRokU1kEgz7ty5IyZNmiTs7e2FhYWF6Natm9q3/dIWvBWoAzS58S/wdtaRt7c3fv31V6X2iRMn4siRI5JsNmtsbIwbN27kWscqJiYGlStXxuvXr9WeAXi7Lk16ejqysrJQqFChXLc+1LlIp6ZmZ36OuXPn4o8//lD7di516tRBp06d4OvrqzQT7sKFC+jQoQP+/fdftfYPAO3bt0dwcDCMjY0VS2BcuXIFGRkZuTZAVseK35+6vIoUy18Ab7dyadCgAVq0aIH58+fj0aNHaNy4MapUqYKgoKACM2zByspKscbbu+7cuYNatWqpbZFObSWXy7F//36sXr0aBw8eVCwH8jXj4HUdMHr0aLRu3VqxL9v58+eV9mVTt1u3bmHr1q252vv16yfZIGIHBwcEBwfnKqyOHTsm6RR3TQ6azpmm/e4b6rur70s5eL1atWpKY7yEEIiPj8eTJ0/wxx9/qL3/a9euYdOmTbnabWxs8PTpU7X3D7x9A31/KyUpfxcDAwNRunRpVKtWTeNregFA8eLFceTIEcWCpPv27UP16tWxcePGAlNUAW8X8l2+fHmu7VJWrFgBHx8fDaXSHD09PbRu3RqtW7dGYmKipuNIgoWVDtD0vmzFixfH5cuXc30Cu3z5stq3LejXrx8WLVqEMWPGYMSIEbh8+bJiodSzZ88iMDAw10Bqdcpr6wypaNPszHbt2il9nbPqeKNGjVCxYkW1929lZYXHjx/n2iPz0qVLihW/1U3TizEOGTIEmzdvRmxsLPr27YsePXooZuhpioODA44ePYr69eujWbNmWL9+fYGYKejr66v4t0wmw6pVq3DkyBHFmnNhYWGIi4tT+6rn2k4btrmRAm8F6oDixYvj3LlzcHZ2Rvny5bFkyRJ4e3sjKioKNWrUQFpamlr7nz59OhYsWICJEycqFTVz5syBr6+vWncO19fXx+PHj2FjY4Ndu3Zh3rx5ilmBLi4uGDduHNq2bau2/j/k9evXyMjIUGorKIsgatrYsWMRFhaGbdu2oXz58oiMjERCQgJ69eqFXr16wc/PT5IcWVlZOHnyJO7evYvu3bvD3Nwcjx49goWFBczMzNTe/5s3b7Bz506sWbMG586dQ6tWrdC/f394eXlJUtBYW1vn2U96ejqMjY2hr6+vaJNyL0upNW7c+JPOk8lkOH78uJrTkKaxsNIBXl5e6NOnD7p3744BAwbg6tWrGDFiBNavX4/nz58jLCxMrf0LIbBw4ULMmzcPjx49AgDY29tj3LhxGDFihFpfwPX09BAfH681n3TS0tIwYcIEbN26Fc+ePct1XIrbcTdv3kRcXFyuoq5NmzZq7zvHgQMHoK+vD29vb6X2w4cPQy6Xq30T4oyMDAwdOhSBgYHIzs6GgYEBsrOz0b17dwQGBiq9oavL/fv30bx5c8TFxeHNmze4c+cOypYti5EjR+LNmzcICAhQe4b38wQGBmLdunXIysrCjRs31F7c/fXXX598riav9hJJSlOj5unThYeHi+PHjwshhEhISBDe3t7C3NxcVK9eXVy+fFnSLKmpqSI1NVWy/mQymYiJicm1yrimVh3/8ccfhYuLi9i+fbswNTUVa9asETNmzBAlS5YUGzZsUGvfd+/eFe7u7kor37+72rWU3NzcxP79+3O1Hzx4ULi7u0uW4/79+2L//v1iy5Yt4s6dO5L1K4QQbdu2FT169BBv3rxRWvH8xIkTwsnJSdIsQggRFxcnpk2bJhwdHcU333yjkZmBBV1GRkaBXF6AlLGw0nJyuVzcv39fvHr1StNRNOK/tsnQ1HYZDg4O4sSJE0IIIczNzUV0dLQQQoh169aJFi1aqLXv//3vf6Jt27biyZMnwszMTNy8eVOcPn1a1KpVS5w6dUqtfb/PxMQkzyUnYmNjRaFChSTNoilFihRRrCv2bmEVGxsrTE1NJcnw+vVrsWnTJuHp6SlMTEzE999/L/bv3y+ys7Ml6f+/vHr1qsBuueTo6Cj5B15t9ObNG/HgwQNx//59pUdBwMHrWk4IAScnJ9y4cSPX4HF1en/W14eoe7mF7du3a3xQbo6kpCTFNiEWFhaKcSP16tXDkCFD1Np3aGgojh8/jmLFikFPTw96enqoV68eZs+ejREjRuDSpUtq7f9dlpaWuHfvXq5tVGJiYlC4cGG19//uYOF3yWQymJiYwMnJCW3btlXr741cLs/z1u+///4ryZYeP/74I4KCguDg4IB+/fph8+bNGl3dXBtuk2uDn3/+GT/99BPWr1+vNa9bUoqOjka/fv1w7tw5pXahgdnLmsLCSsvp6enB2dkZz549k7Swen/WlybVrVtXa8ZYlS1bFrGxsShVqhQqVqyIrVu3olatWti7dy+srKzU2nd2drbiDbtYsWJ49OgRKlSogNKlS+P27dtq7ft9bdu2xahRo7Br1y6UK1cOwNuiasyYMZKM9bp06RIiIyORnZ2NChUqAHi7TpC+vj4qVqyIP/74A2PGjMGZM2fUtpWGl5cXFi5ciBUrVgB4W9S9fPkSfn5+aNmypVr6fFdAQABKlSqFsmXLIiQkBCEhIXmep441tPIyfvx4nDhxAsuXL0fPnj2xbNkyPHz4EH/++WeuNfC+ZkuXLkVMTAzs7e1RunTpXB80pFj3T5P69OkDAwMD7Nu3T/L9VLUFB6/rgL1792Lu3LlYvnw5KleurOk4ktK2wesLFiyAvr4+RowYgWPHjqF169YQQiAzMxPz589X67pi9evXx5gxY9CuXTt0794dz58/x+TJk7FixQpERETg+vXrauv7fSkpKWjevDkuXryIkiVLAnh7paZ+/frYsWMHrK2t1dr/woULcfr0aaxdu1YxEzMlJQU//PAD6tWrhwEDBqB79+549eoVDh8+rJYM//77L7y9vSGEQHR0NDw8PBAdHY1ixYrh1KlTav+d7dOnzye9aUm1LESpUqWwbt06NGrUCBYWFoiMjISTkxPWr1+PzZs348CBA5Lk0LRp06Z98LhUM1Y1pXDhwoiIiJBk2RVtxcJKB7y72reRkRFMTU2Vjks1jTkiIkKx1EGlSpVQrVo1tffp6OiIixcvomjRomrv60Pkcjl+++037NmzR7Gytp+fHxITExEREQEnJye1r3x++PBhpKWloUOHDoiOjkbr1q1x584dFC1aFEFBQblW+1Y3IQSOHTuGy5cvw9TUFO7u7mjQoIEkfX/zzTc4evRorqtRN27cgJeXFx4+fIjIyEh4eXmpdcHQrKwsbNmyBVeuXMHLly9RvXp1+Pj45PobLQjMzMxw8+ZNlCpVCiVLlsTOnTtRq1YtxMbGws3NDS9fvtR0RJJAzZo1sWDBAsVCsQURbwXqAE2u9g0AiYmJ6Nq1K06ePKm43ZWcnIzGjRsjKCgIxYsXV1vf2rIo5i+//AJ/f394enrC1NQUixYtQmJiItasWYPSpUtLkuHdpQ2cnZ0RFRWFpKSk/1xLSB1atmyJzZs3w9LSEjKZDBERERg8eLDi9+LZs2eoX78+bt68qdYcKSkpSExMzFVYPXnyBKmpqQDeLiL6/pIUqmZgYAAfHx+lFbUfP36McePGYenSpWrtW9to8jY5aVbO3xwAzJkzB+PHj8esWbPy3HqrIKz1xytW9FFdunTBvXv3sG7dOri4uAB4u5ZS79694eTkhM2bN2s4ofo5Oztj7NixGDRoEIC3W+m0atUKr169Uvt2HZ+ysr6BgQHs7OzQrFkztG7dWm1Z3l2wFXj7Inn58mXFgP6EhATY29urfYCqj48PQkNDMW/ePNSsWRMAEB4ejrFjx+K7777D+vXrERQUhN9//x0XL15Uef83btzAiRMnYGRkhM6dO8PKygpPnz7FL7/8goCAAJQtWxY3btxQeb/aTJO3ybVJdnY2FixYgK1bt+a53tzXuFCqnp5eri2u3v+wx8HrpLU0sdr3oUOHcOzYMUVRBQCurq5YtmwZvLy81Nq3toiLi1MakOzp6QmZTIZHjx4pxhipi6Wl5UfPkcvliI6OxqpVqzB27FhMnz5dLVne/xymqc9lf/75J0aPHo2uXbsiKysLwNvisnfv3liwYAEAoGLFili1apXK+96zZw++//57Rb9z587FypUr0blzZ9SoUQO7du1C8+bNVd6vtnr/NvmjR4/g5+eHqKgoyW6Ta5Np06Zh1apVGDNmDCZPnoyff/4Z//zzD3bv3o2pU6dqOp5anDhxQtMRtIv0KzzQ53r58qUYOnSoKF68eJ5rOambmZmZuHTpUq72yMhIYW5urvb+tYGenp5ITExUajMzMxP37t3TUKK87d27Vzg4OKjt+WUymUhISFB8/e76TUIIER8fr/bfyaysLBESEiKSkpLEixcvxJUrV8SVK1ckWxCzZs2aYtSoUeLFixdiwYIFQiaTicqVK4sLFy5I0r+2mT59utDT0xNeXl6ibdu2wsTERPTt21fTsTSmbNmyYt++fUKIt38fMTExQgghFi1aJLp166bJaJK4f/++kMvludpz1mQsCFhY6QBNrvYthBBt2rQRDRo0EA8fPlS0/fvvv6Jhw4aiXbt2au9fG8hkMtGyZUvRvn17xcPAwEB4eXkptWna8+fP1Zrj/QLz/eJSisJKCCGMjY01VtRaWFgoFobNysoS+vr64ujRoxrJog2cnJxEQECA4uujR48KIyMjjS9SqimFChVSFBB2dnYiIiJCCPF25wQLCwtNRpOEnp6e0oevHE+fPpV8hwhN4a1AHbB3717FNOa+ffuifv36cHJyQunSpbFx40algbPqsHTpUrRp0wZlypSBg4MDAODBgweoXLkyNmzYoLZ+Fy9e/MnnjhgxQm05gLz3OevRo4da+8wPKysrta5bJIRAnz59YGxsDODtrenBgwcr1up58+aN2vp+V+XKlXHv3j04OjpK0t+7Xrx4obj9rq+vD1NTU8UYs4JIk7fJtVHJkiXx+PFjlCpVCuXKlcORI0dQvXp1hIeHK/5uvmYij/FVAPDy5UuYmJhoIJH0WFjpAE2u9g0ADg4OiIyMxLFjxxAVFQUAcHFxgaenp1r7zRkrk+PJkydIT09XmplYqFAh2NjYqL2wkmotIG33foGZV3HZq1cvteeYOXMmxo4dixkzZqBGjRq5FmFU97jDw4cPK8a+yeVyBAcH51pHTMpNsTUpKysr1xumoaEhMjMzNZRIs9q3b4/g4GDUrl0bw4cPR48ePbB69WrExcVh9OjRmo6nNjm7IchkMkyZMgWFChVSHMvOzkZYWBiqVq2qoXTS4qxAHeDu7o4lS5agYcOG8PT0RNWqVfH7779j8eLFmDt3Lv7991+19Hv8+HEMGzYM58+fz/VGlZKSgu+++w4BAQGoX7++Wvp/16ZNm/DHH39g9erVipW2b9++jQEDBmDQoEFqv2pH2uXdmZh5zUZS58yjT5kFWlBmPwFvfx4tWrRQuhqzd+9eNGnSRKnglWoFeG1z/vx5nDt3Ds7OzmqdsatpjRs3BgCEhISgTp06MDIyUhwzMjJCmTJlMHbsWEl3ENEUFlY6QFPTmNu0aYPGjRv/56esxYsX48SJE9i1a5da+n9XuXLlsH379lyLkkZEROD777/XmvWuSBr/tX0LAFy7dg3Dhg2TME3B1rdv3086r6Bc9X327JliQeMHDx5g5cqVePXqFVq3bi3ZArqa1LdvXyxatKhArFf1X1hYaTFNr/ZdunRpHDp0SGmZhXdFRUXBy8sLcXFxasuQo1ChQggJCVGsWZTjwoULaNSoEdLT09WegbTXixcvsHnzZqxatQoREREF5moRaY9r166hdevWePDgAZydnREUFITmzZsjLS0Nenp6SEtLw/bt27VqH1ZSDxZWWmzGjBlKq30fPnwY3bp1w5o1ayTp38TEBNevX4eTk1Oex2NiYuDm5oZXr16pPUvr1q3x8OFDrFq1CtWrVwfw9mrVwIED8c0332DPnj1qz0Da59SpU1i9ejV27NgBe3t7dOjQAR07dsxVgBOpW4sWLWBgYICJEydi/fr12LdvH7y9vbFy5UoAwPDhwxEREYHz589rOKl6NWnS5IPHjx8/LlESzeHgdS22bt06/PHHH7lW+161apXaV/sG3u7H9qHC6urVqyhRooTacwDAmjVr0Lt3b3h4eCi2SMjKyoK3t7daFoEk7RUfH4/AwECsXr0aqamp6Ny5M968eYPdu3fn2uKGSCrh4eE4fvw43N3dUaVKFaxYsQI//vij4rV6+PDh+PbbbzWcUv2qVKmi9HVmZiYuX76M69ev5zm7+mvEK1ZazNjYGDExMYolDoC3V5FiYmIkmcY8fPhwnDx5EuHh4blm/bx69Qq1atVC48aNP2tZhC91584dxczEihUronz58pL1TZrXunVrnDp1Cq1atYKPjw+aN28OfX19GBoa4sqVKyysSGP09PQQHx+v2O7J3NwcV65ckXy7J23l7++Ply9f4vfff9d0FLVjYaXF9PX1ER8fr7TJsbm5Oa5evSrJ+j0JCQmoXr069PX1MWzYMMVsvKioKCxbtgzZ2dmIjIyEra2t2rMQAW+3rRkxYgSGDBmiNLuIhRVpmp6eHhISEhSv1++/Vhf0wiomJga1atX6KvdKfB9vBWqx9xdjBHIvyAiobxqzra0tzp07hyFDhmDSpEmKfeFkMhm8vb2xbNkyyYqq7OxsBAYGIjg4GImJiZDL5UrHC8J9ewLOnDmD1atXo0aNGnBxcUHPnj3RtWtXjWbKyMjI83eyVKlSGkpEmqINi+dqq9DQ0AKzQCivWGkxbZrG/Pz5c8TExEAIAWdnZ1hbW6u9z3cNGzYMgYGBaNWqFUqUKJFrZd/3FxOlr1taWhq2bNmCNWvW4MKFC8jOzsb8+fPRr18/mJubS5IhOjoa/fr1w7lz55TapVhLi7SPNr1ea1KHDh2UvhZC4PHjx7h48SKmTJkCPz8/DSWTDgsr0gnFihXDunXrlLbOIALeLhS7evVqrF+/HsnJyWjWrJkks0Tr1q2rmAWWV7H//iBeooLg/QJTT08PxYsXR5MmTeDl5aWhVNJiYUU6wd7eHidPnuRgdfpP2dnZ2Lt3L9asWSNJYVW4cGFERESgYsWKau+LiHQHCyvSCfPmzcO9e/ewdOnSPDf4JJJazZo1sWDBAtSrV0/TUYi0TkREBG7dugUAqFSpUq5dM75mLKxIJ7Rv3x4nTpxAkSJFUKlSJcVaVjkK6j5kpDnHjx/H5MmTMWvWLLi5ueX6nSzIW3pQwZWYmIiuXbvi5MmTsLKyAgAkJyejcePGCAoKUprl/rViYUU64WMDQ7/2AaGkfXIWfnz/CioHr1NB1qVLF9y7dw/r1q1TbId28+ZN9O7dG05OTti8ebOGE6ofCysionz40EbQANCwYUOJkhBpD0tLSxw7dizPfV29vLyQnJysmWAS4jpWRET5wMKJKDe5XJ7rtjjwdhHf99d6+1rxihXpjO3bt2Pr1q2Ii4tDRkaG0rHIyEgNpaKCLj09Pc/fSXd3dw0lItKctm3bIjk5GZs3b4a9vT0A4OHDh/Dx8YG1tTV27dql4YTqp/6dfIlUYPHixejbty9sbW1x6dIl1KpVC0WLFsW9e/fQokULTcejAujJkyf43//+B3Nzc8Wsp3cfRAXR0qVLkZqaijJlyqBcuXIoV64cHB0dkZqaiiVLlmg6niR4xYp0QsWKFeHn54du3bopbW46depUJCUlYenSpZqOSAWMj48P7t+/j4ULF6JRo0bYtWsXEhISMHPmTMybNw+tWrXSdEQijRBC4NixY4iKigIAuLi4wNPTU8OppMPCinRCoUKFcOvWLZQuXRo2NjY4evQoqlSpgujoaHz77bd49uyZpiNSAVOiRAn8/fffqFWrFiwsLHDx4kWUL18ee/bswdy5c3HmzBlNRyQiDeCtQNIJdnZ2il3RS5UqhfPnzwMAYmNjwc8GpAlpaWmwsbEBAFhbW+PJkycAADc3N475owInNDQU+/btU2pbt24dHB0dYWNjg4EDBxaYjahZWJFOaNKkiWKbkr59+2L06NFo1qwZunTpgvbt22s4HRVEFSpUwO3btwG83Rfwzz//xMOHDxEQEIASJUpoOB2RtKZPn44bN24ovr527Rr69+8PT09PTJw4EXv37sXs2bM1mFA6vBVIOkEul0Mul8PA4O0KIUFBQTh37hycnZ0xaNAgGBkZaTghFTQbNmxAVlYW+vTpg4iICDRv3hxJSUkwMjJCYGAgunTpoumIRJIpUaIE9u7dCw8PDwDAzz//jJCQEMUt8W3btsHPzw83b97UZExJsLAiIlKB9PR0REVFoVSpUihWrJim4xBJysTEBNHR0XBwcAAA1KtXDy1atMDPP/8MAPjnn3/g5uaGFy9eaDKmJHgrkIhIBQoVKoTq1auzqKICydbWFrGxsQCAjIwMREZG4ttvv1Ucf/HiRZ4Lh36NWFgREeVDx44dMWfOnFztc+fORadOnTSQiEhzWrZsiYkTJ+L06dOYNGkSChUqhPr16yuOX716FeXKldNgQumwsCIiyodTp06hZcuWudpbtGiBU6dOaSARkebMmDEDBgYGaNiwIVauXImVK1cqjX1ds2YNvLy8NJhQOtwrkIgoH16+fJnnpAlDQ0OkpqZqIBGR5hQrVgynTp1CSkoKzMzMoK+vr3R827ZtMDMz01A6afGKFRFRPri5uWHLli252oOCguDq6qqBRESaZ2lpmauoAoAiRYoUmNnbvGJFWqtatWqQyWSfdC4XZCSpTZkyBR06dMDdu3fRpEkTAEBwcDA2b96Mbdu2aTgdEWkKCyvSWu3atVP8+/Xr1/jjjz/g6uqKOnXqAADOnz+PGzdu4Mcff9RQQirIWrdujd27d2PWrFnYvn07TE1N4e7ujmPHjqFhw4aajkdEGsJ1rEgn/PDDDyhRogRmzJih1O7n54cHDx5gzZo1GkpGRET0f1hYkU6wtLTExYsX4ezsrNQeHR0NDw8PpKSkaCgZERHR/+GtQNIJpqamOHv2bK7C6uzZszAxMdFQKipoihQpgjt37qBYsWKwtrb+4BjAnE3DiahgYWFFOmHUqFEYMmQIIiMjUatWLQBAWFgY1qxZgylTpmg4HRUUCxYsgLm5OQBg4cKFmg1DRFqJtwJJZ2zduhWLFi3CrVu3AAAuLi4YOXIkOnfurOFkREREb7GwIiLKJ7lcjpiYGCQmJkIulysda9CggYZSEZEm8VYgEVE+nD9/Ht27d8f9+/fx/udTmUyG7OxsDSUjIk3iFSvSCdnZ2ViwYAG2bt2KuLg4ZGRkKB3nQGGSWtWqVVG+fHlMmzYNJUqUyDWQ3dLSUkPJiEiTuKUN6YRp06Zh/vz56NKlC1JSUuDr64sOHTpAT08P/v7+mo5HBVB0dDRmzZoFFxcXWFlZwdLSUulBRAUTCyvSCRs3bsTKlSsxZswYGBgYoFu3bli1ahWmTp2K8+fPazoeFUC1a9dGTEyMpmMQkZbhGCvSCfHx8XBzcwMAmJmZKRYE/d///sflFkgjhg8fjjFjxih+Nw0NDZWOu7u7aygZEWkSCyvSCSVLlsTjx49RqlQplCtXDkeOHEH16tURHh4OY2NjTcejAqhjx44AgH79+inaZDIZhBAcvE5UgLGwIp3Qvn17BAcHo3bt2hg+fDh69OiB1atXIy4uDqNHj9Z0PCqAYmNjNR2BiLQQZwWSTgoNDUVoaCicnZ3RunVrTcchIiICwMKKiOiT7dmzBy1atIChoSH27NnzwXPbtGkjUSoi0iYsrEhrfeyN6118EyMp6OnpIT4+HjY2NtDT++9J1RxjRVRwsbAirfX+G1fOwOD32wDwTYyIiLQC17EirSWXyxWPI0eOoGrVqjh48CCSk5ORnJyMgwcPonr16jh06JCmoxIREQHgFSvSEZUrV0ZAQADq1aun1H769GkMHDgQt27d0lAyKsjCw8Nx4sSJPDdhnj9/voZSEZEmcbkF0gl3796FlZVVrnZLS0v8888/kuchmjVrFiZPnowKFSrA1tZWaa/A9/cNJKKCg1esSCc0aNAAJiYmWL9+PWxtbQEACQkJ6NWrF16/fo2QkBANJ6SCxtbWFnPmzEGfPn00HYWItAjHWJFOWLNmjWLldScnJzg5OaFUqVJ4+PAhVq9erel4VADp6emhbt26mo5BRFqGV6xIZwghcPToUURFRQEAXFxc4OnpydsupBFz587Fo0ePsHDhQk1HISItwsKKiCgf5HI5WrVqhTt37sDV1TXXJsw7d+7UUDIi0iQOXiettXjxYgwcOBAmJiZYvHjxB88dMWKERKmI3hoxYgROnDiBxo0bo2jRorxySkQAeMWKtJijoyMuXryIokWLwtHR8T/Pk8lkuHfvnoTJiABzc3MEBQWhVatWmo5CRFqEV6xIa8XGxub5byJtUKRIEZQrV07TMYhIy3BWIBFRPvj7+8PPzw/p6emajkJEWoS3AkknZGdnIzAwEMHBwXmucn38+HENJaOCqlq1arh79y6EEChTpkyuweuRkZEaSkZEmsRbgaQTRo4cicDAQLRq1QqVK1fmQGHSuHbt2mk6AhFpIV6xIp1QrFgxrFu3Di1bttR0FCIiov/EK1akE4yMjODk5KTpGES5REREKDYBr1SpEqpVq6bhRESkSbxiRTph3rx5uHfvHpYuXcrbgKQVEhMT0bVrV5w8eVKxQXhycjIaN26MoKAgFC9eXLMBiUgjWFiRTmjfvj1OnDiBIkWKoFKlSlzlmjSuS5cuuHfvHtatWwcXFxcAwM2bN9G7d284OTlh8+bNGk5IRJrAwop0Qt++fT94fO3atRIlIXrL0tISx44dQ82aNZXaL1y4AC8vLyQnJ2smGBFpFMdYkU5g4UTaRi6X57pyCgCGhoa5lgMhooKDC4QSEeVDkyZNMHLkSDx69EjR9vDhQ4wePRpNmzbVYDIi0iTeCiStVb16dQQHB8Pa2hrVqlX74KB1LsZIUnvw4AHatGmDGzduwMHBQdFWuXJl7NmzByVLltRwQiLSBN4KJK3Vtm1bGBsbA+BijKR9HBwcEBkZiWPHjiEqKgoA4OLiAk9PTw0nIyJN4hUr0nrZ2dk4e/Ys3N3dFdPaiYiItBELK9IJJiYmuHXrFhwdHTUdhQhyuRyBgYHYuXMn/vnnH8hkMjg6OuL7779Hz549udYaUQHGweukEypXrox79+5pOgYRhBBo06YNfvjhBzx8+BBubm6oVKkS7t+/jz59+qB9+/aajkhEGsQxVqQTZs6cibFjx2LGjBmoUaMGChcurHTcwsJCQ8mooAkMDMSpU6cQHByMxo0bKx07fvw42rVrh3Xr1qFXr14aSkhEmsRbgaTVpk+fjjFjxsDc3FzR9u5tFiEEZDIZsrOzNRGPCiAvLy80adIEEydOzPP4rFmzEBISgsOHD0ucjIi0AQsr0mr6+vp4/PixYpPb/9KwYUOJElFBZ2dnh0OHDqFq1ap5Hr906RJatGiB+Ph4aYMRkVbgrUDSajl1Pwsn0hZJSUmwtbX9z+O2trZ4/vy5hImISJtw8DppPc6wIm2SnZ0NA4P//kyqr6+PrKwsCRMRkTbhFSvSeuXLl/9ocZWUlCRRGirohBDo06ePYvHa971580biRESkTVhYkdabNm0aLC0tNR2DCADQu3fvj57DGYFEBRcHr5NW09PTQ3x8PGxsbDQdhYiI6KM4xoq0GsdXERGRLmFhRVqNF1SJiEiX8FYgERERkYrwihURERGRirCwIiIiIlIRFlZEREREKsLCioiIiEhFWFgRERERqQgLKyIqEOLj4zF8+HCULVsWxsbGcHBwQOvWrREcHCxpDplMht27d0vaJxFJh1vaENFX759//kHdunVhZWWF3377DW5ubsjMzMThw4cxdOhQREVFaTqikoyMDBgZGWk6BhHlA69YEdFX78cff4RMJsOFCxfQsWNHlC9fHpUqVYKvry/Onz8PAIiLi0Pbtm1hZmYGCwsLdO7cGQkJCYrn6NOnD9q1a6f0vKNGjUKjRo0UXzdq1AgjRozA+PHjUaRIEdjZ2cHf319xvEyZMgCA9u3bQyaTKb729/dH1apVsWrVKjg6OsLExATr1q1D0aJFc23q3K5dO/Ts2VNlPxsiUi0WVkT0VUtKSsKhQ4cwdOhQFC5cONdxKysryOVytG3bFklJSQgJCcHRo0dx7949dOnS5bP7++uvv1C4cGGEhYVh7ty5mD59Oo4ePQoACA8PBwCsXbsWjx8/VnwNADExMdixYwd27tyJy5cvo1OnTsjOzsaePXsU5yQmJmL//v3o16/fZ+ciImnwViARfdViYmIghEDFihX/85zg4GBcu3YNsbGxcHBwAACsW7cOlSpVQnh4OGrWrPnJ/bm7u8PPzw8A4OzsjKVLlyI4OBjNmjVD8eLFAbwt5uzs7JS+LyMjA+vWrVOcAwDdu3fH2rVr0alTJwDAhg0bUKpUKaWrZESkXXjFioi+ap+ya9etW7fg4OCgKKoAwNXVFVZWVrh169Zn9efu7q70dYkSJZCYmPjR7ytdurRSUQUAAwYMwJEjR/Dw4UMAQGBgIPr06cPNyYm0GK9YEdFXzdnZGTKZ7IsHqOvp6eUq0jIzM3OdZ2hoqPS1TCaDXC7/6PPndZuyWrVqqFKlCtatWwcvLy/cuHED+/fv/8zkRCQlXrEioq9akSJF4O3tjWXLliEtLS3X8eTkZLi4uODBgwd48OCBov3mzZtITk6Gq6srAKB48eJ4/Pix0vdevnz5s/MYGhoiOzv7k8//4YcfEBgYiLVr18LT01PpqhoRaR8WVkT01Vu2bBmys7NRq1Yt7NixA9HR0bh16xYWL16MOnXqwNPTE25ubvDx8UFkZCQuXLiAXr16oWHDhvDw8AAANGnSBBcvXsS6desQHR0NPz8/XL9+/bOzlClTBsHBwYiPj8fz588/en737t3x77//YuXKlRy0TqQDWFgR0VevbNmyiIyMROPGjTFmzBhUrlwZzZo1Q3BwMJYvXw6ZTIa///4b1tbWaNCgATw9PVG2bFls2bJF8Rze3t6YMmUKxo8fj5o1a+LFixfo1avXZ2eZN28ejh49CgcHB1SrVu2j51taWqJjx44wMzPLtdwDEWkfmfiUkZ1ERKQxTZs2RaVKlbB48WJNRyGij2BhRUSkpZ4/f46TJ0/i+++/x82bN1GhQgVNRyKij+CsQCIiLVWtWjU8f/4cc+bMYVFFpCN4xYqIiIhIRTh4nYiIiEhFWFgRERERqQgLKyIiIiIVYWFFREREpCIsrIiIiIhUhIUVERERkYqwsCIiIiJSERZWRERERCry/wC233T2bvmGawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_yield = df.sort_values(\"Production_per_person(Kg)\", ascending = False).head(15)\n",
    "ax = sns.barplot(data = df_yield,  x= \"Country\", y = \"Production_per_person(Kg)\")\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation =90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1680d20b",
   "metadata": {},
   "source": [
    "Production per Person is highest in Paraguay"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c132b592",
   "metadata": {},
   "source": [
    "## Correlation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e3ddee9e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "19737820",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\642961471.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": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": "d3de730c",
   "metadata": {},
   "source": [
    "## Do countries with highest land produce more sugarcane? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ca7e43ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": "a54e1d3e",
   "metadata": {},
   "source": [
    "Overall increase in land increases the production"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8469adac",
   "metadata": {},
   "source": [
    "## Do countries which yield more sugarcane per hectare produces more sugarcane in total? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "674cb23b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Yield(Kg/Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 40,
   "id": "a241b03b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08ce1760",
   "metadata": {},
   "source": [
    "# Analysis for Continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a77ae290",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\GFG19189\\AppData\\Local\\Temp\\ipykernel_976\\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": 42,
   "id": "db137cd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_continent[\"number_of_countries\"] = df.groupby(\"Continent\").count()[\"Country\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d6803642",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Production(Tons)</th>\n",
       "      <th>Production_per_person(Kg)</th>\n",
       "      <th>Acreage(Hectare)</th>\n",
       "      <th>Yield(Kg/Hectare)</th>\n",
       "      <th>number_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)  number_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": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_continent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49b8d7a0",
   "metadata": {},
   "source": [
    "## Which continent produces maximum sugarcane? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8a41de43",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Continent'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": "7b56ed2a",
   "metadata": {},
   "source": [
    "## Do number of countries in a Continent effects production of sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "e2a610d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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 = \"number_of_countries\", y= \"Production(Tons)\" )\n",
    "plt.xticks(df_continent[\"number_of_countries\"], continent_names, rotation =90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f11cfa2a",
   "metadata": {},
   "source": [
    "## Do continent with highest land produces more sugarcane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "baf6a23d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": "99e66f72",
   "metadata": {},
   "source": [
    "## Production distribution by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1748fc1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": "609e6cbd",
   "metadata": {},
   "source": [
    "## Correlation for continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b27146e3",
   "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>number_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>number_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",
       "number_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",
       "number_of_countries                0.132817           0.989712   \n",
       "\n",
       "                           number_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",
       "number_of_countries                   1.000000  "
      ]
     },
     "execution_count": 48,
     "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": "3.11.1"
  }
 },
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}