Sugarcane Production EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d445444",
   "metadata": {},
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "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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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Country</th>\n",
       "      <th>Continent</th>\n",
       "      <th>Production (Tons)</th>\n",
       "      <th>Production per Person (Kg)</th>\n",
       "      <th>Acreage (Hectare)</th>\n",
       "      <th>Yield (Kg / Hectare)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>768.678.382</td>\n",
       "      <td>3.668,531</td>\n",
       "      <td>10.226.205</td>\n",
       "      <td>75.167,5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>348.448.000</td>\n",
       "      <td>260721</td>\n",
       "      <td>4.950.000</td>\n",
       "      <td>70.393,5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>123.059.739</td>\n",
       "      <td>88287</td>\n",
       "      <td>1.675.215</td>\n",
       "      <td>73.459,1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>87.468.496</td>\n",
       "      <td>1.264,303</td>\n",
       "      <td>1.336.575</td>\n",
       "      <td>65.442,2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>65.450.704</td>\n",
       "      <td>324219</td>\n",
       "      <td>1.130.820</td>\n",
       "      <td>57.879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0   Country      Continent Production (Tons)  \\\n",
       "0           0    Brazil  South America       768.678.382   \n",
       "1           1     India           Asia       348.448.000   \n",
       "2           2     China           Asia       123.059.739   \n",
       "3           3  Thailand           Asia        87.468.496   \n",
       "4           4  Pakistan           Asia        65.450.704   \n",
       "\n",
       "  Production per Person (Kg) Acreage (Hectare) Yield (Kg / Hectare)  \n",
       "0                  3.668,531        10.226.205             75.167,5  \n",
       "1                     260721         4.950.000             70.393,5  \n",
       "2                      88287         1.675.215             73.459,1  \n",
       "3                  1.264,303         1.336.575             65.442,2  \n",
       "4                     324219         1.130.820               57.879  "
      ]
     },
     "execution_count": 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": [],
   "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",
       "    </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>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>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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       "  <tbody>\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",
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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": {
      "text/html": [
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       "  <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",
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       "    <tr>\n",
       "      <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()]"
   ]
  },
  {
   "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",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <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": [
       "Continent\n",
       "Africa           38\n",
       "Asia             25\n",
       "North America    22\n",
       "South America    11\n",
       "Oceania           4\n",
       "Europe            2\n",
       "Name: count, 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": [
       "<Axes: xlabel='Continent'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "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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",
      "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\\debpa\\AppData\\Local\\Temp\\ipykernel_19544\\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\\debpa\\AppData\\Local\\Temp\\ipykernel_19544\\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\\debpa\\AppData\\Local\\Temp\\ipykernel_19544\\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\\debpa\\AppData\\Local\\Temp\\ipykernel_19544\\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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",
      "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": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(df[\"Production(Tons)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "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": [
       "<Axes: ylabel='Production(Tons)_percent'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_new[\"Production(Tons)_percent\"].plot(kind = \"pie\", autopct = \"%.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": [
       "<Axes: xlabel='Country'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[[\"Country\",\"Production(Tons)\"]].set_index(\"Country\").sort_values(\"Production(Tons)\", ascending = False).head(15).plot(kind = \"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e9c34c42",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ooDJ37lyMHTsWV65cKcJ2iIiIiP5PoS/9fP7558jIyIC7uzvMzc1hbGys93hKSspbN0dERETFW6GDyty5c4uwDSIiIqK8Ch1UOIWYiIiIpFbooAIAWq0WO3bsQGxsLDQaDby9vdG6des3XkeFiIiI6FUKHVTi4+PRokULXL9+HV5eXhBC4MKFC3BycsJff/0Fd3f3ouyTiIiIiqFCz/oZNmwY3N3dkZSUhMjISERFRSExMRGurq4YNmxYUfZIRERExVShz6iEhobi2LFjKFWqlO6YnZ0dZs2ahcDAwCJpjoiIiIq3Qp9RMTU1xcOHD/Mcf/ToEUxMTN6qKSIiIiKgEEHl0KFDyMrKQqtWrfDFF1/g+PHjEEJACIFjx45hwIABaN26tRS9EhERUTFT4KASFBSE+/fvY/78+XB3d0ft2rVhZmYGMzMzBAYGwsPDA/PmzZOiVyIiIipmCjxGJWd/HxsbG/z++++4ePEi4uLiIISAt7c3PDw8irxJIiIiKp4KNZhWo9Ho/lyxYkVUrFixyBoiIiIiylGooDJ+/HiYm5u/8jlz5swpVENEREREOQoVVM6cOfPKmT25z7gQERERFVahgsr27dvh4OBQ1L0QERER6SnwrB+eLSEiIiK5FDio5Mz6ISIiIpJagYPK8uXLYW1tLUUvRERERHoKFFT+/fdf9OjRA6ampq99bnp6Os6ePVvoxoiIiIgKFFS6d++Oxo0bY9OmTXj06FG+zzl37hy+/vpreHh4IDIyskiaJCIiouKpQLN+zp07h//973+YMGECunTpAk9PTzg6OsLMzAz3799HXFwc0tPT8cknnyAkJARVqlSRqm8iIiIqBjSikKNjIyMjcfjwYVy5cgWPHz9G6dKl4e/vj6CgIJQqVaqo+8xXWloarK2tkZqaCisrK9xZtEaWugBgP7CrbLWIiIjeJS++f79KodZRAYDq1aujevXqhf1yIiIiotcq8KwfIiIiIrkUOqjcunUL3bp1g6OjI4yMjGBoaKh3IyIiInpbhb7007NnTyQmJmL8+PEoW7YsV6wlIiKiIlfooBIWFobDhw+jWrVqRdgOERER0f8p9KUfJycnLqdPREREkip0UJk7dy7Gjh2LK1euFGE7RERERP+n0Jd+Pv/8c2RkZMDd3R3m5uYwNjbWezwlJeWtmyMiIqLirdBBZe7cuUXYBhEREVFehQ4qPXr0KMo+iIiIiPIodFABAK1Wix07diA2NhYajQbe3t5o3bo111EhIiKiIlHowbTx8fGoXLkyunfvjm3btmHLli3o2rUrfHx8kJCQUODXmzlzJjQaDUaMGFHYloiIiOgdU+igMmzYMLi7uyMpKQmRkZGIiopCYmIiXF1dMWzYsAK9Vnh4OH799Vf4+fkVth0iIiJ6BxU6qISGhuK7777T2ynZzs4Os2bNQmho6Bu/zqNHj9ClSxf89ttvsLW1LWw7RERE9A4qdFAxNTXFw4cP8xx/9OgRTExM3vh1Bg8ejJYtW6JRo0avfW5mZibS0tL0bkRERPTuKnRQadWqFb744gscP34cQggIIXDs2DEMGDAArVu3fqPX2LBhAyIjIzFz5sw3ev7MmTNhbW2tuzk5ORW2fSIiIvoPKHRQmT9/Ptzd3VG7dm2YmZnBzMwMgYGB8PDwwLx581779UlJSRg+fDjWrFkDMzOzN6o5btw4pKam6m5JSUmFbZ+IiIj+Awo9PdnGxga///47Ll68iLi4OAgh4O3tDQ8Pjzf6+oiICNy+fRvvv/++7phWq8WhQ4ewcOFCZGZm5pnmbGpqClNT08K2TERERP8xb7WOCgBUrFgRFStWLPDXNWzYEGfOnNE71qtXL1SqVAljxozhWixERERUsKASHByMqVOnomTJkggODn7lc+fMmfPKxy0tLVGlShW9YyVLloSdnV2e40RERFQ8FSioREVFISsrS/dnIiIiIikVKKgcOHAg3z8XlYMHDxb5axIREdF/V6Fn/fTu3TvfdVTS09PRu3fvt2qKiIiICHiLoLJy5Uo8fvw4z/HHjx9j1apVb9UUEREREVCIWT9paWm6Bd4ePnyotwaKVqvFrl274ODgUKRNEhERUfFU4KBiY2MDjUYDjUYDT0/PPI9rNBpMnjy5SJojIiKi4q3AQeXAgQMQQqBBgwbYunWr3qaEJiYmcHZ2hqOjY5E2SURERMVTgYNKvXr1AACXL19GhQoVoNFoirwpIiIiIuAtBtPu378fW7ZsyXN88+bNWLly5Vs1RURERAS8RVCZNWsWSpcunee4g4MDZsyY8VZNEREREQFvEVSuXr0KV1fXPMednZ2RmJj4Vk0RERERAW8RVBwcHBAdHZ3n+OnTp2FnZ/dWTREREREBbxFUOnbsiGHDhuHAgQPQarXQarXYv38/hg8fjo4dOxZlj0RERFRMFXjWT45p06bh6tWraNiwIYyMnr9MdnY2unfvzjEqREREVCQKHVRMTEywceNGTJ06FadPn0aJEiXg6+sLZ2fnouyPiIiIirFCB5Ucnp6e+a5QS0RERPS2Ch1UXrdD8rJlywr70kREREQA3iKo3L9/X+9+VlYWYmJi8ODBAzRo0OCtGyMiIiIqdFDZvn17nmPZ2dkYNGgQ3Nzc3qqp/7obPwfLUsdx8BxZ6hARESml0NOT830xAwOMHDkSP/30U1G+LBERERVTRRpUACAhIQHPnj0r6pclIiKiYqjQl36Cg/UvbwghcPPmTfz111/o0aPHWzdGREREVOigEhUVpXffwMAA9vb2+PHHH187I4iIiIjoTRQ6qBw4cKAo+yAiIiLKo8jHqBAREREVlQKdUfH394dGo3mj50ZGRhaqISIiIqIcBQoqbdu21f35yZMn+OWXX+Dt7Y3atWsDAI4dO4azZ89i0KBBRdokERERFU8FCioTJ07U/blv374YNmwYpk6dmuc5SUlJRdMdERERFWuFHqOyefNmdO/ePc/xrl27YuvWrW/VFBERERHwFkGlRIkSCAsLy3M8LCwMZmZmb9UUEREREfAW05NHjBiBgQMHIiIiArVq1QLwfIzKsmXLMGHChCJrkIiIiIqvQgeVsWPHws3NDfPmzcO6desAAJUrV8aKFSvQoUOHImuQiIiIiq9CBxUA6NChA0MJERERSeatggoAREREIDY2FhqNBt7e3vD39y+KvoiIiIgKH1Ru376Njh074uDBg7CxsYEQAqmpqQgKCsKGDRtgb29flH0SERFRMVToWT9Dhw5FWloazp49i5SUFNy/fx8xMTFIS0vDsGHDirJHIiIiKqYKfUZl9+7d+Oeff1C5cmXdMW9vb/z8889o0qRJkTRHRERExVuhz6hkZ2fD2Ng4z3FjY2NkZ2e/0WssWrQIfn5+sLKygpWVFWrXro2///67sC0RERHRO6bQQaVBgwYYPnw4bty4oTt2/fp1jBw5Eg0bNnyj1yhfvjxmzZqFkydP4uTJk2jQoAHatGmDs2fPFrYtIiIieocUOqgsXLgQDx8+hIuLC9zd3eHh4QFXV1c8fPgQCxYseKPX+Pjjj9GiRQt4enrC09MT06dPh4WFBY4dO1bYtoiIiOgdUugxKk5OToiMjERISAji4uIghIC3tzcaNWpUqNfTarXYvHkz0tPTdbsxvygzMxOZmZm6+2lpaYWqRURERP8NhQoqz549g5mZGU6dOoXGjRujcePGhW7gzJkzqF27Np48eQILCwts374d3t7e+T535syZmDx5cqFrERER0X9LoS79GBkZwdnZGVqt9q0b8PLywqlTp3Ds2DEMHDgQPXr0wLlz5/J97rhx45Camqq7JSUlvXV9IiIiUq9Cj1H59ttvMW7cOKSkpLxVAyYmJvDw8EBAQABmzpyJqlWrYt68efk+19TUVDdDKOdGRERE765Cj1GZP38+4uPj4ejoCGdnZ5QsWVLv8cjIyEK9rhBCbxwKERERFV+FDipt27aFRqOBEKLQxb/++ms0b94cTk5OePjwITZs2ICDBw9i9+7dhX5NIiIiencUOKhkZGTgq6++wo4dO5CVlYWGDRtiwYIFKF26dIGL37p1C926dcPNmzdhbW0NPz8/7N69+60G5xIREdG7o8BBZeLEiVixYgW6dOmCEiVKYN26dRg4cCA2b95c4OJLly4t8NcQERFR8VHgoLJt2zYsXboUHTt2BAB06dIFgYGB0Gq1MDQ0LPIGiYiIqPgq8KyfpKQkfPTRR7r7NWvWhJGRkd5S+kRERERFocBBRavVwsTERO+YkZERnj17VmRNEREREQGFuPQjhEDPnj1hamqqO/bkyRMMGDBAb4rytm3biqZDIiIiKrYKHFR69OiR51jXrl2LpBkiIiKi3AocVJYvXy5FH0RERER5FHoJfSIiIiKpMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqMagQERGRaikaVGbOnIkaNWrA0tISDg4OaNu2Lc6fP69kS0RERKQiigaV0NBQDB48GMeOHUNISAiePXuGJk2aID09Xcm2iIiISCWMlCy+e/duvfvLly+Hg4MDIiIiULdu3TzPz8zMRGZmpu5+Wlqa5D0SERGRclQ1RiU1NRUAUKpUqXwfnzlzJqytrXU3JycnOdsjIiIimakmqAghEBwcjA8//BBVqlTJ9znjxo1Damqq7paUlCRzl0RERCQnRS/95DZkyBBER0cjLCzspc8xNTWFqampjF0RERGRklQRVIYOHYqdO3fi0KFDKF++vNLtEBERkUooGlSEEBg6dCi2b9+OgwcPwtXVVcl2iIiISGUUDSqDBw/GunXr8Pvvv8PS0hLJyckAAGtra5QoUULJ1oiIiEgFFB1Mu2jRIqSmpqJ+/fooW7as7rZx40Yl2yIiIiKVUPzSDxEREdHLqGZ6MhEREdGLGFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRhUiIiISLUYVIiIiEi1jJRugKTx76+tZKlT+4s/ZalDRETFE8+oEBERkWoxqBAREZFqMagQERGRajGoEBERkWoxqBAREZFqKRpUDh06hI8//hiOjo7QaDTYsWOHku0QERGRyigaVNLT01G1alUsXLhQyTaIiIhIpRRdR6V58+Zo3ry5ki0QERGRiv2nFnzLzMxEZmam7n5aWpqC3RAREZHU/lODaWfOnAlra2vdzcnJSemWiIiISEL/qaAybtw4pKam6m5JSUlKt0REREQS+k9d+jE1NYWpqanSbRAREZFM/lNnVIiIiKh4UfSMyqNHjxAfH6+7f/nyZZw6dQqlSpVChQoVFOyMiIiI1EDRoHLy5EkEBQXp7gcHBwMAevTogRUrVijUFREREamFokGlfv36EEIo2QJJaMvyZrLU+bTXblnqEBGR/DhGhYiIiFSLQYWIiIhUi0GFiIiIVItBhYiIiFSLQYWIiIhUi0GFiIiIVItBhYiIiFSLQYWIiIhUi0GFiIiIVOs/tXsyUUHNX9tUljrDuuyRpQ4RUXHDMypERESkWgwqREREpFoMKkRERKRaHKNCJLFe2+XZRXp5O+4iTUTvHp5RISIiItViUCEiIiLVYlAhIiIi1WJQISIiItViUCEiIiLVYlAhIiIi1WJQISIiItViUCEiIiLV4oJvRMVAi+3TZKmzq923stQhouKDQYWIZNFy6xJZ6vzVvq8sdYhIHgwqRFRsfLxlmyx1/vj0E1nqEBUHDCpERDJqtzVMtlrb238oWy0iqXAwLREREakWz6gQERUzw7YnyVZrfjsn2WrRu4lnVIiIiEi1eEaFiIhkt23LXdlqffJp6XyPRy25LVsP/n0dZKv1rmFQISIiUkjyD/Gy1SozykO2WkWJl36IiIhItXhGhYiIqBi7Nf+gbLXeG1a/wF/DMypERESkWgwqREREpFqKB5VffvkFrq6uMDMzw/vvv4/Dhw8r3RIRERGphKJBZePGjRgxYgS++eYbREVF4aOPPkLz5s2RmJioZFtERESkEooGlTlz5qBPnz7o27cvKleujLlz58LJyQmLFi1Ssi0iIiJSCcVm/Tx9+hQREREYO3as3vEmTZrg6NGj+X5NZmYmMjMzdfdTU1MBAGlpaQCAh48fS9RtXqb/v2Z+Hj7OfOljRSntFT2kP85SvIeMx88U7+FJhvI9PFVBD1kZT1TQgzw/n6/uIUMFPaTL0sOr+nia8VDxHjJk7cEk3+OPHsvZg1m+xx8+ka8H85f8Xzx8It/3ZIn/30PO94UQ4vVfJBRy/fp1AUAcOXJE7/j06dOFp6dnvl8zceJEAYA33njjjTfeeHsHbklJSa/NC4qvo6LRaPTuCyHyHMsxbtw4BAcH6+5nZ2cjJSUFdnZ2L/2a10lLS4OTkxOSkpJgZWVVqNd4W+yBPbAH9sAe2MN/qY+37UEIgYcPH8LR0fG1z1UsqJQuXRqGhoZITk7WO3779m289957+X6NqakpTE1N9Y7Z2NgUST9WVlaKfuOxB/bAHtgDe2AP/7U+3qYHa2vrN3qeYoNpTUxM8P777yMkJETveEhICOrUqaNQV0RERKQmil76CQ4ORrdu3RAQEIDatWvj119/RWJiIgYMGKBkW0RERKQSigaVzz//HPfu3cOUKVNw8+ZNVKlSBbt27YKzs7NsPZiammLixIl5LinJiT2wB/bAHtgDe/gv9SFnDxoh3mRuEBEREZH8FF9Cn4iIiOhlGFSIiIhItRhUiIiISLUYVIiIiEi1GFSIiIhItRRfQp+Kl08++eSNn7tt2zYJOyFSr/T0dISGhiIxMRFPnz7Ve2zYsGEKdUWkDAaVYk7uX4i5l0wWQmD79u2wtrZGQEAAACAiIgIPHjwoUKChopWRkZHv94Ofn58s9c+dO5dv/datW8tSH1A2KERFRaFFixbIyMhAeno6SpUqhbt378Lc3BwODg7FPqhotVqcOXMGzs7OsLW1laXmtWvXsHPnzny/H+bMmSNLD+Hh4di8eXO+Pcjxoe7JkydYsGABDhw4gNu3byM7O1vv8cjISMlqM6gUY0r8Qly+fLnuz2PGjEGHDh2wePFiGBoaAnj+S2jQoEGy71/x4MEDnDhxIt8fwO7du8vWw9KlSxEbGwuNRoPKlSujT58+b7wfxtu6c+cOevXqhb///jvfx7VaraT1L126hHbt2uHMmTPQaDS67d9zNhyVun4OpYPCyJEj8fHHH2PRokWwsbHBsWPHYGxsjK5du2L48OGS1s6P0m+QI0aMgK+vL/r06QOtVot69erh6NGjMDc3x59//on69etLWn/fvn1o3bo1XF1dcf78eVSpUgVXrlyBEALVq1eXtHaODRs2oHv37mjSpAlCQkLQpEkTXLx4EcnJyWjXrp0sPfTu3RshISH49NNPUbNmzUJvBFwor91f+R1RrVo14e/v/0Y3uWzevFl89tln4oMPPlCkh3r16ol+/fqJZ8+eCQsLC5GQkCASExNF3bp1xdatWyWvX7p0aREXF5fneFxcnChVqpTk9XPs3LlTWFpaCgMDA2FtbS1sbGx0N1tbW1l6CA8PF6VKlRLlypUT7dq1E23bthXly5cXdnZ2IiIiQpYeOnfuLOrUqSNOnDghSpYsKfbu3StWr14tvLy8xJ9//il5/VatWok2bdqI27dvCwsLC3Hu3Dlx+PBhUbNmTXHo0CHJ6+dQ+ufC2tpa93NhbW0tzp07J4QQ4tixY8LLy0vy+rmtX79eGBsbi5YtWwoTExPRqlUr4eXlJaytrUXPnj1l6aFcuXIiPDxcCCHE9u3bhaOjozh//rz45ptvRJ06dSSvX6NGDTF+/HghhNB9Pzx8+FC0bt1a/PLLL5LXF0IIX19fsXDhQr0esrOzRb9+/cSECRNk6cHKykqEhYXJUutFxSaoTJo06Y1vcpg3b56wsLAQgwcPFiYmJqJ///6iUaNGwtraWnz99dey9KD0L0QbGxuxffv2PMe3b98ubGxsJK+fo2LFimL48OEiPT1dtpov+vDDD0XPnj1FVlaW7lhWVpbo0aOH+Oijj2TpoUyZMuL48eNCCCEsLS3F+fPnhRBC/P777yIwMFDy+nZ2duL06dNCiOe/FHO+N/ft2yeqVasmef0cSv9clC5dWvdv7+npKXbv3i2EECI2NlaUKFFC8vq5qeEN0tTUVCQlJQkhhOjXr58YPny4EEKIS5cuCUtLS8nrW1hYiPj4eCHE899ZMTExQgghTp06JZydnSWvL4QQ5ubm4vLly0KI5z8n0dHRQgghzp07J8qUKSNLD5UrV9b9fMqt2AQVtfHy8hLr1q0TQvzfLwAhhBg/frwYPHiwLD0o/Qtx5MiRwtbWVnz//ffi8OHD4vDhw+L7778XdnZ2YuTIkZLXz2Fubq7791eKmZmZiI2NzXP87Nmzsr05WVpa6n4ZOjs76z49Xbp0SZYebGxsdP8Pbm5uYv/+/UIIIeLj42V9g1b656Jx48Zi7dq1Qggh+vfvL2rWrCnWrFkjmjZtKmrWrCl5/dzU8AZZoUIFsWfPHvHs2TPh5OQk/vjjDyGEEDExMbJ8oHnvvffE2bNnhRBCeHt7i99//10I8TyolCxZUvL6QghRvnx53b+9n5+f7r3j6NGjwsrKSpYedu3aJZo1ayauXLkiS73cOEZFIYmJiahTpw4AoESJEnj48CEAoFu3bqhVqxYWLlwoeQ/+/v44efIkPD09ERQUhAkTJuDu3btYvXo1fH19Ja//ww8/oEyZMvjpp59w8+ZNAEDZsmUxevRofPnll5LXz9G0aVOcPHkSbm5ustV8kZWVFRITE1GpUiW940lJSbC0tJSlBy8vL5w/fx4uLi6oVq0a/ve//8HFxQWLFy9G2bJlJa9fpUoVREdHw83NDR988AG+++47mJiY4Ndff5X1/0bpn4sZM2bofh9MnToVPXr0wMCBA+Hh4YFly5ZJXj+3UqVK6XopV64cYmJi4OvriwcPHiAjI0OWHnr16oUOHTqgbNmy0Gg0aNy4MQDg+PHjeX5epFCrVi0cOXIE3t7eaNmyJb788kucOXMG27ZtQ61atSSvDwAfffQRQkJC4Ovriw4dOmD48OHYv38/QkJC0LBhQ1l6CAgIwJMnT+Dm5gZzc3MYGxvrPZ6SkiJdcdmjkUJsbW3FnTt3hBBCN/bgZTc5uLq66sYeBAQEiMWLFwshhNizZ4+s4yJyPrXevn1bNG/eXFhaWgp/f39x6tQpWXrIkZqaKlJTU2WtmWPJkiWiQoUKYuLEiWLLli3i999/17vJYejQoaJ8+fJiw4YNIjExUSQlJYn169eL8uXL6051S23NmjVi+fLlQgghIiMjhb29vTAwMBBmZmZiw4YNktffvXu3bgxIQkKCqFy5stBoNKJ06dJi3759ktfPoaafC6V16tRJ/Pjjj0IIIaZNmybs7e1F3759hbOzs2jXrp1sfWzevFnMmTNHdwlICCFWrFghduzYIXnthIQE3SWP9PR0MXDgQOHr6yvatWsn29mFe/fuievXrwshhNBqtWL27Nni448/FiNHjhQpKSmy9NCwYUNRsWJFMWvWLLF8+XKxYsUKvZuUis3uyStXrkTHjh1hamqKFStWvHLEco8ePSTvp2/fvnBycsLEiROxePFiBAcHIzAwECdPnsQnn3yCpUuXSt4DPWdg8PJ1DzUajSyzTZ4+fYqvvvoKixcvxrNnzwAAxsbGGDhwIGbNmqXIdu4ZGRmIi4tDhQoVULp0adnrA88/pdna2so7w0Bhly9fxrNnz1CxYkW94xcvXoSxsTFcXFxk6yUlJQVPnjyBo6MjsrOz8cMPPyAsLAweHh4YP368bNODczx58gRmZmay1qTnzM3N8e+//6Jq1aqy1y42QUVtsrOzkZ2dDSOj51ffNm3apPsFMGDAAJiYmCjcofRu3bqFUaNGYd++fbh9+zZe/FaUazqqmmRkZCAhIQFCCHh4eMDc3Fzplkhm9erVQ+/evfN8YFqzZg2WLFmCgwcPKtOYQrRaLWbMmIHFixfj1q1buHDhAtzc3DB+/Hi4uLigT58+svTx9OnTfJcvqFChgiz1tVottm/frrd8QZs2bXTvIVKrXr06fvnlF9kud+VWLINKgwYNUK9ePUycOFHv+P3799G+fXvs379foc7kpXRQaN68ORITEzFkyBDd9efc2rRpI2l9NUlNTYVWq0WpUqX0jqekpMDIyEiydWWCg4MxdepUlCxZEsHBwa98rhQLW33yySdYsWIFrKysXrvIn5Rrdvj7+7/xWRspF7YCno9XioyMhIeHh97x+Ph4BAQE4MGDB5LWT0tL032/paWlvfK5cqx3NGXKFKxcuRJTpkxBv379EBMTAzc3N2zatAk//fQT/v33X0nrX7hwAX369MHRo0f1jgshZDvjGhMTgzZt2iA5ORleXl66vuzt7bFz505Zxk7t3bsXkydPxvTp0+Hr65tnjIqU3wvFcjDtwYMHcebMGURFRWHt2rUoWbIkgOeJOTQ0VLK60dHRqFKlCgwMDBAdHf3K58qxCmjPnj2RmJiI8ePH5xsUpBYWFobDhw+jWrVqstbNj9JLlnfs2BEff/wxBg0apHd806ZN2LlzJ3bt2iVJ3aioKGRlZen+/DJSfW9YW1vrXluuhe3y07ZtW8Vqv0ij0egGsOaWE2alZmtri5s3b8LBwQE2Njb5/t/L+Sa9atUq/Prrr2jYsCEGDBigO+7n54e4uDjJ6/fq1QtGRkb4888/Ffk9CTwfKuDj44OTJ0/qLrfdv38fPXv2xBdffCF5WAOAZs2aAUCewbtyfC8UyzMqBgYGiIqKQv/+/ZGeno4//vgDLi4uuHXrFhwdHSX7BzcwMEBycjIcHBxgYGCgt/pmbnL9ArC0tFQ0KHh7e2Pt2rXw9/dXpH6O161EeunSJcl7KFWqFI4cOYLKlSvrHY+Li0NgYCDu3bsneQ+kDq1atYK5uTnWr1+vt2Lz559/jvT09JeuHFxUQkNDERgYCCMjo9d+cKtXr56kvQDPZ0XGxcXB2dkZlpaWOH36NNzc3HDu3DnUrFkTjx49krR+yZIlERERIcsMo5cpUaIETp48CR8fH73jMTExqFGjBh4/fix5D0p+LxTLMyrA82mwoaGh6N27N2rUqIHNmzfneZMoapcvX4a9vb3uz0pzcnLKNyjJZe7cuRg7dqxuGqxS1LBkeWZmpm4QbW5ZWVmy/BJ6UVJSEjQaDcqXLy977eLuu+++Q926deHl5YWPPvoIAHD48GGkpaXJclk69xuOHEHkdXx8fHD48GE4OzvrHd+8ebMsH3K8vb1x9+5dyeu8ipeXF27dupUnqNy+fTvPJUKpKPq9IOmcIpUyMDAQt27d0t2fOnWqMDU1FRMmTBAGBgYKdiavPXv2iCZNmugWdJKbjY2NMDExEQYGBsLCwkKRaeJCKL8SqRDPl20fMmRInuODBg0SH374oSw9ZGVliW+//VZYWVkJAwMDYWBgIKysrMQ333wjnj59KklNNW5t8ezZM/H999+LGjVqiPfee0+R78vr16+LcePGiRYtWoj27duLyZMni3v37slSO7e///5bHD58WHd/4cKFomrVqqJTp06yTYvduXOnsLa2FrNmzRLm5ubi+++/F3379hUmJiZi7969ktfft2+fqF27tjhw4IC4e/eubikFqZdUyF3jr7/+Ej4+PmLz5s0iKSlJJCUlic2bNwtfX1/x119/SdZDftLT00VsbKw4ffq03k1KxfbST84lmBxbt25Fjx498PjxY8kuu+zcufONnyvHTrG2trbIyMjAs2fP5F/AB8+njL+KHNPEAcDe3h5HjhyBp6cnvLy8MH/+fDRt2hRxcXGoXr26LAtbHTlyBI0aNUKNGjV014D37duH8PBw7N27V/fJWkoDBgzA9u3bMWXKFNSuXRsA8O+//2LSpElo06YNFi9eXOQ1J0+e/MbPfXHwu1QmTJiAJUuWIDg4GOPHj8c333yDK1euYMeOHZgwYUKx2r3Y19cXs2fPRosWLXDmzBkEBATgyy+/xP79+1G5cmW9TUaltGfPHsyYMQMRERHIzs5G9erVMWHCBDRp0kTy2jnLF7w4NkVIPDYjZ3hA7nq5+8h9X46hAkpuWlosg8rVq1dRoUKFPN94MTExiIiIkOwN8sX1Ol4co5K7Hzm+8dQSFJTWpEkT9OzZE507d8aAAQMQFRWFYcOGYfXq1bh//z6OHz8uSx+nTp3C999/j1OnTqFEiRLw8/PDuHHj8qynIRVra2ts2LABzZs31zv+999/o2PHjkhNTZWlD6W5u7tj/vz5aNmyJSwtLXHq1CndsWPHjmHdunVFXlNtA+1zWFhYICYmBi4uLpg0aRJiYmKwZcsWREZGokWLFkhOTpatF6UoNTajIBM75Lgs06VLF1y5cgVz585FUFAQtm/fjlu3bmHatGn48ccf0bJlS+mKS3q+hl4qJCREVK9eXezevVukpqaKtLQ0sXv3bhEQECDL6Uy1ycjIkO2U6otetRJpVFSUbH0ozcHBQXfZK7dz586J0qVLK9CRMszNzcXVq1eFEM83asxZQTohIUGyfVU0Go3ucrRGoxEGBgZCo9Hkucl9adrW1la3z01gYKD43//+J4QQ4vLly7JvkJiZmSmSkpLE1atX9W4kDyU3LS22g2nDw8OxefPmfKejSrleQ44RI0Zg8eLF+PDDD3XHmjZtCnNzc3zxxReIjY2VpK6a1khIT0/HmDFjsGnTpnxntci14FtAQIDuz/b29pJNBX6Rmv4vAGDw4MGYOnUqli9frlsJNzMzE9OnT8eQIUMkr6/VavHTTz9h06ZN+f5cSn0pMkf58uVx8+ZNVKhQAR4eHti7dy+qV6+O8PBwyVYIVttA+xwffvihbtXsEydOYOPGjQCer+Eh10Drixcvonfv3rKuY6K2M1yHDh165eN169aVvIf09HTdcIlSpUrhzp078PT0hK+vr+RrCxXLMyrr168XxsbGomXLlsLExES0atVKeHl5CWtra9GzZ09ZejAzM9Pthpnb6dOnhZmZmWR1cw8kzvmE9uJNrk9ugwYNEpUrVxabN28WJUqUEMuWLRNTp04V5cuXF2vWrJG8fo6goCBx//79PMdTU1NFUFCQZHXV8H/Rrl07vZulpaUoXbq0aNiwoWjYsKEoXbq0sLKykmVfl/Hjx4uyZcuK77//XpiZmYmpU6eKPn36CDs7OzFv3jzJ6+cYM2aMmD59uhDi+R4zRkZGwsPDQ5iYmIgxY8ZIWvvp06eiZ8+eiu/mnePq1auiZcuWws/PTyxZskR3fMSIEWLo0KGy9FCnTh1Rt25dsWvXLhEVFSVOnTqld5OC2s5wvax2zk0OAQEBup3E27RpI7p16yauXbsmRo8eLdzc3CStXSzHqPj5+aF///4YPHiwbl6+q6sr+vfvj7JlyxZogF9h1a1bF8bGxlizZo1uZ9rk5GR069ZN0oXn1LRGQoUKFbBq1SrUr19fbzXO1atXY/369bKd2chvcDXwfOpfuXLldAuiFbXc/xcHDx585UJSUv1f9OrV642fK/XASSXGhryJY8eO4ejRo/Dw8JBlkLuNjQ0iIyMV3c1bTZRYxyT3OMarV6++8rkvTpuWwovjw7KyshAVFYXx48dj+vTpsuygvHbtWmRlZaFnz56IiopC06ZNce/ePZiYmGDFihX4/PPPpSsuaQxSKXNzc92UXDs7O92ZjXPnzokyZcrI0sPFixdFlSpVhLGxsXB3dxfu7u7C2NhY+Pj4iIsXL8rSg9JKliyp2320XLlyuuufly5dEiVLlpS8fs60Oo1GIw4cOKA31S4yMlLMmDFDODs7S94HPafE2BA16tmzp27HYjWIj48X33zzjejYsaPuLMPff/8tYmJiZKkfEBCgN0VabqGhoSIrKyvP8aysLBEaGqpAR/8nNDRUVK9eXZHa6enpIiIiQty5c0fyWsVyjEqpUqV0S1SXK1cOMTEx8PX1xYMHD2SZigoAHh4eiI6ORkhICOLi4iCEgLe3Nxo1aiTrEs0PHjzAiRMn8t1sq3v37pLWdnNzw5UrV+Ds7Axvb29s2rQJNWvWxB9//AEbGxtJawNAtWrVoNFooNFo0KBBgzyPlyhRAgsWLJC8DwAYP348Jk2apFuJNEdqaioGDBiA9evXy9KHkpQYG/Iy169fx5EjR/L9uZB6erKHhwemTp2Ko0eP4v3339dt8SFX/dxCQ0PRvHlzBAYG4tChQ5g+fTocHBwQHR2NJUuWYMuWLZL3MHv2bIwePRozZsyQfY8ZAAgKCtJtKZBbamoqgoKCFN081d7eHufPn1ektrm5OapXry5LrWJ56adz584ICAhAcHAwpk+fjnnz5qFNmzYICQlB9erVZRlMqwZ//PEHunTpgvT0dFhaWuoFJI1GI/ngxZ9++gmGhoYYNmwYDhw4gJYtW0Kr1eLZs2eYM2eO5KvCXr16FUIIuLm54cSJE7rBjABgYmICBweHPMFBKs7OzihbtizWrl0Ld3d3AM/3pOrevTvKlSsny14e9+7dw4QJE3DgwIF836Cl/n4YO3YsrKys8PXXX2PLli3o1KkTXFxckJiYiJEjR2LWrFmS1s+xfPly3Q7mdnZ2eX4upN5SwdXV9aWPyVE/t9q1a+Ozzz5DcHCw3vL14eHhaNu2La5fvy55D0qtY5K7/q1bt/R+PwDPBxQHBAS8diB8UXhxQK8QAjdv3sSsWbOQlZWFI0eOSN6DVqvFihUrdJvYvvj7QcpVk4tlUElJScGTJ0/g6OiI7Oxs/PDDDwgLC4OHhwfGjx+v2/RJavv27Xvpf/qyZcskr+/p6YkWLVpgxowZMDc3l7ze6yQmJuLkyZNwd3dH1apVlW5HVqmpqejfvz/++usvzJkzBxcuXMC8efMwduxYTJw4UZbA1Lx5cyQkJKBPnz5477338rwxyL2uzvHjx3HkyBHZxobkcHJywoABAzBu3Lg8ax8VNxYWFjhz5gxcXV31gsqVK1dQqVIlPHnyRPIelBpLl7Ob9++//45mzZrpndXTarWIjo6Gl5cXdu/eLUn93F62N1ytWrWwbNkyWcbvDBkyBCtWrEDLli3z3Zzxp59+kqx2sQsqz549w9q1a9G0aVOUKVNGsT4mT56MKVOmICAgIN//9O3bt0veQ8mSJXHmzJliP2hv5cqVKF26tG7BotGjR+PXX3+Ft7c31q9fL8tguRzffPMNZs6cCSMjI/z999+yDJLLYWlpibCwMEVCYlZWFr744guMHz9e8e9HOzs7nDhxQndmSylPnz7F5cuX4e7uDiMjZa7Sly9fHps2bUKdOnX0gsr27dsxatQoJCQkKNKXHHIGmq9cuRIdOnRAiRIldI+ZmJjAxcUF/fr1Q+nSpSXv5cUBvQYGBrC3t4eZmZnktXOULl0aq1atQosWLWSrmaPYBRXg+bW12NhYWd+AXlS2bFl899136Natm2I9fPLJJ+jYsSM6dOggW8358+e/8XPluhbv5eWFRYsWoUGDBvj333/RsGFDzJ07F3/++SeMjIxkuxS4YMECjBkzBu3atUNERAQMDQ2xbt062YJDjRo1sGDBAtSqVUuWei9Sy2yX0aNHo1SpUhg7dqwi9TMyMjB06FDdytEXLlyAm5sbhg0bBkdHR1n7Gj16NP79919s3rwZnp6eiIyMxK1bt9C9e3d0795dsm0N1LSOyeTJkzFq1Kg8Y4XksH//fgwZMgTHjh3LMxYnNTUVderUweLFi2XZYsPR0REHDx6Ep6en5LVeVCyDSlBQEIYPH462bdsq1oNSn9py7zd0584dTJkyBb169cp3kJoUp9tfdf09NzmvxZubmyMuLg4VKlTAmDFjcPPmTaxatQpnz55F/fr1cefOHcl7aN68OcLDw7F48WJ8+umnePz4MYKDg7FixQpMnjwZo0ePlryH8PBwjB07FhMmTECVKlVkH7SY830YHBwsaZ3X0Wq1aNWqFR4/fpzvz8WcOXMkrT98+HAcOXIEc+fORbNmzRAdHQ03Nzfs3LkTEydORFRUlKT1c8uZjrphwwYIIWBkZAStVovOnTtjxYoVkl2SzL1kwMsuewDy7XOjlNatWyMoKAgjR47M9/H58+fjwIEDspyB//HHH3Hp0iUsXLhQ1gkfAFAsZ/0MGjQIX375Ja5du5bvqHo5Vhrs27cv1q1bh/Hjx0teK7f8wtmUKVPyHJPqF4CaVt3MYWFhgXv37qFChQrYu3ev7peCmZkZHj9+LEsPz549Q3R0NBwdHQE8n3G0aNEitGrVCn379pUlqNjY2CA1NTXPDCi5Bi2qZbbLjBkzsGfPHnh5eQFAnsG0UtuxYwc2btyIWrVq6dXz9vaW/VKLsbEx1q5diylTpiAqKgrZ2dnw9/eXfP8pNa3Ue+vWLYwaNUo3nvDFwCTlz8Xp06cxe/bslz7epEkT/PDDD5LVzy0sLAwHDhzA33//DR8fnzwBXsozz8XyjMqrBsjJldCHDx+OVatWwc/PD35+frJ/aqP/06VLF8TFxcHf3x/r169HYmIi7OzssHPnTnz99deIiYlRtL+7d+/Kch28Zs2aMDIywvDhw/MdTCv1AoBqme1ia2uLn376CT179pSl3ovMzc0RExMDNzc3vXEhp0+fRt26dYvN5pBq0bx5cyQmJmLIkCH5jids06aNZLXNzMwQExMDDw+PfB+Pj4+Hr6+vLB+oXrc4pJQLQhbLMypKJ3Tg+TXYatWqAYDsb4RKXvcMDg7G1KlTUbJkydee4pcrrP3888/49ttvkZSUhK1bt8LOzg4AEBERgU6dOsnSAwAcPnwY//vf/5CQkIAtW7agXLlyWL16NVxdXfX2hJJKTEwMoqKidGcS5KaGn0sAMDU1RWBgoGL1a9Sogb/++gtDhw4F8H9ncX777TfUrl1b1l6UnJKa2/nz57FgwQLExsZCo9GgUqVKGDp0qCzfq2FhYTh8+LDu97WcypUrhzNnzrw0qERHR+tWNpea1CtTv0qxDCoWFha6N6OkpCT89ttvePz4MVq3bi3LoCQAOHDggCx18jN37lz069cv3zEH1tbW6N+/P+bMmSPJv0VUVJRuSfpXXWuX8xqojY0NFi5cmOe4HFsp5Ni6dSu6deuGLl26ICoqCpmZmQCAhw8fYsaMGbJsJxAQEICkpCTFgsqUKVMwatSoPFPlHz9+jO+//x4TJkyQpY/hw4djwYIFBRr4XZRmzpyJZs2a4dy5c3j27BnmzZuHs2fP4t9//5Vsa42XGT58uG5KapUqVWQfmwBAt6ZOQECALqgdO3YMVapUwbp16/DZZ59JWt/JySnf8TFyaNGiBSZMmIDmzZvnmeHz+PFjTJw4Ea1atZKllwYNGmDbtm15FuNMS0tD27ZtuY5KUTlz5gw+/vhjJCUloWLFitiwYQOaNWuG9PR0GBgYID09HVu2bJF0kG3O3PxX0Wg02Lp1q2Q9ODs7Y/fu3ahcuXK+j8fFxaFJkyZITEyUrAelqWlWAQD4+/tj5MiR6N69u97p/lOnTqFZs2ZITk6WvIfNmzdj0qRJ+Oqrr/IdRCr1v4OhoWG+K4Deu3cPDg4Osg2abNeuHfbv3w87OzvZr8XnOHPmDH744QdEREQgOzsb1atXx5gxY+Dr6yt57dyUnJKaw83NDV27ds0zlm7ixIlYvXq15JcE9+7dix9//BH/+9//4OLiImmtF926dQvVq1eHoaEhhgwZAi8vL2g0GsTGxuLnn3+GVqtFZGQk3nvvPcl7UWpPNKCYnVEZPXo0fH19sWbNGqxZswatWrVCixYtsGTJEgDA0KFDMWvWLEmDirW1tWSv/aZu3bqV55dvbkZGRrLMdFFStWrVdD90OUvp587sOfflGrN0/vz5fLdqt7KywoMHDySvD0C3qVjv3r11x+T8d8ip86LTp0+jVKlSktbOzcbG5o0+UEjJ19dXNz1ZSSYmJi+97CCX5OTkfLfz6Nq1K77//nvJ63/++efIyMiAu7s7zM3N8/zulHLF5vfeew9Hjx7FwIEDMW7cON3vKI1Gg6ZNm+KXX36RPKTk/iB37tw5vQ9NWq0Wu3fvRrly5STtoVgFlfDwcOzfvx9+fn6oVq0afv31VwwaNEg3uHbo0KGSryGh5HW+HGq67hkeHo7NmzcjMTERT58+1XtMyk+uappVADxfVyc+Pj7PJ7awsDDZ1hVR6t/B1tZWt+eSp6enXljRarV49OgRBgwYIFs/avgZBZ5/Us1vXIgcZ/hyfPnll5g3b54iU1Jz1K9fH4cPH87z+yosLEyWS/Vz586VvMarODs7Y9euXbh//z7i4+MhhEDFihVlW0FdDXuiFaugkpKSoluN1sLCAiVLltT7pGZra6vbrPBdppbrnhs2bED37t3RpEkThISEoEmTJrh48SKSk5PRrl07SWvnXuzP2tr6pZsgxsfHS9pHjv79+2P48OFYtmwZNBoNbty4gX///RejRo2SbWyGUgsgzp07F0II9O7dG5MnT9Y765izAqjcg0ifPXuGgwcPIiEhAZ07d4alpSVu3LgBKysrWFhYSFo7IiICPXr0QGxsbJ6xEXKvG6LklNQcrVu3xpgxYxAREaH7IHns2DFs3rwZkydP1lsbSoq1n+TeOuJlbG1tUaNGDdnrXr58WfE90YrVGJUXN5eytLREdHS0blrkrVu34Ojo+E4vIASo57qnn58f+vfvj8GDB+vGZbi6uqJ///4oW7asbINZ69Spg/379+cJbefPn0fDhg1x7do1Wfr45ptv8NNPP+n2TzE1NcWoUaMwdepUWeoDQEJCAubOnaubXVG5cmUMHz5cloUJQ0NDERgYqNhy8TmuXr2KZs2aITExEZmZmbqVYUeMGIEnT55g8eLFktb38/ODh4cHxowZk+80cTkDpZJTUnO86X5LUoa4hIQELF++HAkJCZg3bx4cHBywe/duODk5wcfHR5KalIsoRjQajWjRooVo166daNeunTAyMhJNmjTR3W/RooUwMDBQuk1ZXLlyRTRv3lwYGBgIjUYjNBqNMDAwEM2bNxeXL1+WpQdzc3NdLTs7OxEdHS2EEOLcuXOiTJkysvQghBAtWrQQTZs2FVlZWbpjOT0MGzZMtj6EECI9PV2Eh4eL48ePi4cPH8pae/fu3cLExETUrFlTjBw5UowYMULUrFlTmJqair1790pePyIiQvc9IIQQO3bsEG3atBHjxo0TmZmZktfP0aZNG9G1a1eRmZkpLCwsREJCghBCiIMHDwoPDw/J61tYWIiLFy9KXofezMGDB0WJEiVEo0aNhImJie77Yfbs2aJ9+/YKdyevVatWiTp16oiyZcuKK1euCCGEmDNnjtixY4ekdYvVpZ8XT+F17do1z3PyG7T1LlL6uicAlCpVSneprVy5coiJiYGvry8ePHiAjIwM2frYunUrGjdujM6dO2Pjxo04e/YsGjZsiC5duki+lkvugauvIsdu2mPHjsXIkSMxa9asPMfHjBmDxo0bS1q/f//+GDt2LHx9fXHp0iV8/vnn+OSTT7B582ZkZGTINlYgLCwMR44cgYmJid5xZ2dnXL9+XfL6DRs2xOnTpxUfxJrbnTt3cP78ed04otyn/991Y8eOxbRp0xAcHAxLS0vd8aCgIMybN0/BzuS1aNEiTJgwASNGjMD06dN1Z69sbW0xd+5cSRe+K1aXfkhdOnfujICAAAQHB2P69OmYN28e2rRpg5CQEFSvXl22zQCB5wvd1a9fH+7u7jh8+DC6d+8uy4wCAwMDODs7w9/f/5VrNcixl4eZmRnOnDmTZ3n0CxcuwM/PT3dJSirW1taIjIyEu7s7Zs+ejf3792PPnj04cuQIOnbsiKSkJEnr5yhVqhTCwsLg7e2tN1U8LCwM7du3x61btyStf/fuXfTo0QM1a9bMd88lKcZhvEx6ejqGDh2KVatW6Qb1Ghoaonv37liwYEGeNW+ksm/fPvz00096C76NGDECjRo1kry2hYUFzpw5A1dXV73vhytXrqBSpUqS/1yohbe3N2bMmIG2bdvq/TvExMSgfv36uHv3rnTFJT1fQ/QK9+7dE9evXxdCCKHVasXs2bPFxx9/LEaOHClSUlIkrZ2amprndv78eeHk5CQGDhyod1xKAwcOFLa2tqJq1api3rx54t69e5LWe5Xy5cuLTZs25Tm+ceNG4eTkJHl9S0tLceHCBSGEEI0aNRJz584VQghx9epVYWZmJnn9HB06dBD9+vUTQjy/DHPp0iXx8OFD0aBBA9GzZ0/J6//+++/CyspKd0k2903uS9NffPGFcHNzE7t27dL9PPz111/C3d1dDBgwQJYeFixYIIyMjETHjh3FvHnzxLx580SnTp2EsbGxWLBggeT1y5UrJ44cOSKEEHqXArdt2ybc3Nwkr68WZmZmuss9uf8dLly4IPnPJ4MKFUs5v/RfvOV+Q5DrjeHJkydi3bp1olGjRsLc3Fx89tlnYvfu3SI7O1vy2rlNnjxZ2NjYiFmzZolDhw6Jw4cPi5kzZwobGxsxdepUyesHBQWJ7t27i1WrVgljY2PdOI2DBw8KZ2dnyevnuH79uvD09BSVK1cWRkZGolatWsLOzk54eXmJW7duSV7f2dlZDB48WCQnJ0te63Xs7OzEgQMH8hzfv3+/KF26tCw9ODo65htIFi5cKMqWLSt5/a+++kp8+OGH4ubNm8LS0lJcvHhRhIWFCTc3NzFp0iTJ66tF5cqVdWNRcgeVefPmierVq0tam5d+SFHZ2dmIj4/Pd72I/BZAKyoFWYpc6s34crt69SpWrFiBVatWISsrC+fOnZN8OmwOIQTmzp2LH3/8ETdu3AAAODo64quvvsKwYcMkX0cjOjoaXbp0QWJiIoKDgzFx4kQAz9c3unfvHtatWydp/dweP36MDRs26K0M26VLF5QoUULy2paWljh16pQsM61ex9zcHBEREXlWsT579ixq1qyJ9PR0yXuwtLREVFRUnjE7Fy9ehL+/Px49eiRp/aysLPTs2RMbNmyAEAJGRkbQarXo3LkzVqxYIfnUXLVYvnw5xo8fjx9//BF9+vTBkiVLkJCQgJkzZ2LJkiXo2LGjZLUZVEgxx44dQ+fOnXH16lXF14tQi8TERKxYsQIrVqzA06dPERcXJ1tQyS1nkHPuwYNKefLkCQwNDV+5mnJROnToEOrUqZNnmvSzZ89w9OhRSQM08HzQ/0cffYS+fftKWudNNGzYEHZ2dli1apVu+v7jx4/Ro0cPpKSk4J9//pG8hy5duqBatWr46quv9I7nbDGwfv16yXsAnk9RjoqKQnZ2Nvz9/fOM5SoOfvvtN0ybNk03XqxcuXKYNGkS+vTpI2ldBhVSTLVq1eDp6YnJkyfnu3263NsNZGRk5LtCrtQrgWZmZmLbtm1YtmwZwsLC0KpVK/Tq1QvNmjV74zUkqOgovefQ9OnTMXfuXLRs2TLfPZeGDRsmaf3cYmJi0KxZMzx58gRVq1aFRqPBqVOnYGZmhj179siyhsi0adPwww8/IDAwUG9TwiNHjuDLL7/U21xVzn+b4uzu3bvIzs7O8zMiFQYVUkzJkiVVMQ3zzp076NWrF/7+++98H5fyjWnQoEHYsGEDKlSogF69eqFr1666nb3l4O/v/8aXdCIjIyXtxcDA4JW9yHWG7cWFIXNcuHABAQEBSEtLk7R+zgKU+dFoNJJvwveix48fY82aNYiLi4MQAt7e3rJdBgNe/e+Rm1T/NsHBwS+tZ2ZmBg8PD7Rp00bW/aiKm2K1jgqpywcffID4+HjFg8qIESNw//59HDt2DEFBQdi+fTtu3bqFadOm4ccff5S09uLFi1GhQgW4uroiNDT0pWNnpJqqLeUGnAX14hTsrKwsREVFYeXKlbKsUpyzEaFGo0HPnj1hamqqe0yr1SI6Ohp16tSRvA817D2VW4kSJdCvXz/F6iv97xEVFYXIyEhotVp4eXlBCIGLFy/C0NAQlSpVwi+//IIvv/xSN6X9XVK9enXs27cPtra2r/1QI+UHGQYVklXunTiHDh2KL7/8EsnJyfme4pZr87X9+/fj999/R40aNXTrmjRu3BhWVlaYOXMmWrZsKVnt7t27K7bZGwDdgFU1yG/BqE8//RQ+Pj7YuHGj5NfBcy41CiFgaWmpd8bAxMQEtWrVUvQN+8yZM1i6dKnkC9/l3jvndeRc00UpOWdLli9frrvMlJaWhj59+uDDDz9Ev3790LlzZ4wcORJ79uxRuNui1aZNG5w7dw6BgYGKfqjhpR+SVc7p/Zd92+U8JudgWisrK0RHR8PFxQUuLi5Yu3YtAgMDcfnyZfj4+Mi6Sq4aRERE6BbW8vb2hr+/v6L9JCQkwM/PT5YZJgAwefJkjBo1CiVLlpSl3qukpaVh/fr1WLp0KU6ePAk/Pz+cOnVK0povjovK7+c1J1xL9TMaHByMqVOnomTJki+99JJD6tWjy5Urh5CQkDxnS86ePYsmTZrg+vXriIyMRJMmTaRd9EwhBgYG8Pf3R58+fdClSxfZxw4CPKNCMlP6NG5+vLy8cP78ebi4uKBatWr43//+BxcXFyxevBhly5ZVuj3Z3L59Gx07dsTBgwdhY2MDIQRSU1MRFBSEDRs2KLJs+uPHj7FgwQKUL19etppqOMsUGhqKpUuXYuvWrXjy5Am++uorrFu3TpbLpLmXCfjnn38wZswYzJgxA7Vr14ZGo8HRo0fx7bffYsaMGZL1EBUVhaysLN2fX0aOs5Gpqam4fft2nqBy584d3XglGxubPIPw3xVHjhzBsmXLMG7cOIwaNQrt27dH7969ERQUJF8Tkq7SQpSPXr16ibS0NKXb0FmzZo1Yvny5EEKIyMhIYW9vLwwMDISZmZnYsGGDss3JqEOHDuL9998X586d0x07e/asCAgIEB07dpS8vo2NjbC1tdXdbGxshKGhobCwsBC///675PVz27x5s/jss8/EBx98IPz9/fVuUrlx44aYPn26cHd3F2XKlBEjR44U4eHhwsjISJw9e1ayuq/i4+MjDh8+nOf4oUOHRKVKlRToSH6dO3cWrq6uYtu2bSIpKUlcu3ZNtypt165dhRBCrF+/Xrz//vsKdyqtjIwMsWLFClGvXj1hYGAg3NzcxLRp00RSUpLktRlUSHYGBgayrPD5Ounp6WLQoEHC0dFR2Nvbi06dOok7d+6I9PR0ERERIe7cuaN0i7KysrISJ06cyHP8+PHjwtraWvL6K1as0LutWrVK/P333yIlJUVERUVJXj/HvHnzhIWFhRg8eLAwMTER/fv3F40aNRLW1tbi66+/lqyuqamp6Nq1q9i9e7fQarW640oGFTMzM70drXOcPn1a1m0NlPTw4UPRt29fYWJiolvB2sTERPTr1088evRICCFEVFSUrN+jSouPjxfffPONcHJyEkZGRqJ58+aS1uMYFZKdgYEBkpOTZZuD/zJfffUVfvnlF91Uy3Xr1qF+/frYvHmzon0pxdLSEocPH0a1atX0jkdFRaFevXqST8t9UWpqKtauXYulS5fi1KlTso1ZqlSpEiZOnIhOnTrpbb42YcIEpKSkYOHChZLU9fLywtOnT9G5c2d069YNlSpVAgAYGxvj9OnTiswoqVu3LoyNjbFmzRrdZdDk5GR069YNT58+LdAKzwWRMwPrTUi5ealWq0VYWBh8fX1hYmKCS5cuQQgBd3d3RRZiVJNHjx5h7dq1+Prrr/HgwQNJfz45RoUUoeRMlxzbtm3D0qVLdUs/d+nSBYGBgdBqtcVmWezcGjRogOHDh2P9+vVwdHQEAFy/fh0jR45Ew4YNZetj//79WLZsGbZt2wZnZ2e0b98eS5Yska1+YmKibhpyiRIldKv0duvWDbVq1ZIsqJw/fx5HjhzB0qVLUaNGDXh6eqJr164AlPt5WbZsGdq1awdnZ2dUqFABwPN/H09PT+zYsUOyukoM2MyPoaEhmjZtitjYWLi6uso2E1HNQkNDsWzZMmzduhWGhobo0KGD5DPyeOmHZKfRaPKMR8jvJjVjY2Nx7do1vWNmZmYiMTFR8tpqlJiYKPz9/YWxsbFwc3MT7u7uwtjYWFSvXl3y69BJSUli6tSpwtXVVTg4OIghQ4YodsnD1dVVRERECCGECAgIEIsXLxZCCLFnzx5Zvi+FeH654ddffxW1atUSGo1G1K9fX/z666/i9u3bstTPLTs7W+zZs0fMmzdPzJ07V+zdu1f2DTOVFBAQIP755x+l21BUYmKimDJlinBzcxMajUYEBgaKZcuW6S59SY2Xfkh2BgYGmDt37ms/NfXo0UPSPgwNDZGcnKw3m8XS0hLR0dFvvBrmuygkJERvFdJGjRpJWq9Fixa6rQO6dOmCZs2a6fb2UeKSR9++feHk5ISJEydi8eLFCA4ORmBgIE6ePIlPPvkES5culbWf2NhYLF26FKtXr0ZKSopuNgzJY+/evRgzZgymTp2K999/P8+09dxL+L+LGjdujAMHDsDe3h7du3dH79694eXlJWsPDCokO7WMUTEwMEDz5s31ViD9448/0KBBA71fRlJeA1eD/fv3Y8iQITh27FieX7qpqamoU6cOFi9ejI8++kiS+kZGRhg2bBgGDhyot9GbUkElOzsb2dnZuk0JN23ahLCwMHh4eGDAgAEwMTGRtZ8cz549w86dOws0fqMo7Nu3D/v27ct3h/Nly5ZJUlMtK6IC+uvK5O5DyLzek1Jat26NPn36oFWrVopdEucYFZKdGsanAPmfsckZE1CczJ07F/369cv3k6G1tTX69++POXPmSBZUDh8+jGXLliEgIACVKlVCt27d8Pnnn0tS600YGBjovTl16NABHTp0UKyfHEZGRrKHlMmTJ2PKlCkICAjId+NQqbRp00b3AULpbR4OHDjw0sdetcbLu6IgKxVLhWdUSHZqOaNCzzk7O2P37t2oXLlyvo/HxcWhSZMmSExMlLSPjIwMbNiwAcuWLcOJEyeg1WoxZ84c9O7dG5aWlpLWzu3QoUOvfLxu3boydaK8smXL4rvvvkO3bt2UbkU1cmajLVmyBKdPn37nz6ioAYMKUTFnZmaGmJiYl656Gh8fD19fXzx+/Fi2ns6fP68bl/HgwQM0btxYtk92Ly4hD+ifBSxOb0x2dnY4ceIE3N3dlW4FT58+zffyU85sJKnlNxutffv2im8xURzk/YkkomKlXLlyOHPmzEsfj46Oln0rAS8vL3z33Xe4du0a1q9fL2vt+/fv691u376N3bt3o0aNGti7d68kNaOjo/O8AatB3759sW7dOkV7uHDhAj766COUKFECzs7OcHV1haurK1xcXCQf9H7t2jVMmzYNbm5u6NSpE2xtbZGVlYWtW7di2rRpDCky4RkVomJu6NChOHjwIMLDw2FmZqb32OPHj1GzZk0EBQVh/vz5CnWoDocOHcLIkSMRERFR5K9taGiImzdvwsHBAW5ubggPD4ednV2R1ymo4cOHY9WqVfDz84Ofn1+eHc6l3hAQAAIDA2FkZISxY8fmO06matWqktRV22y04oxBhaiYu3XrFqpXrw5DQ0MMGTIEXl5e0Gg0iI2Nxc8//wytVovIyEi89957SreqqNjYWNSoUQOPHj0q8te2s7PDrl278MEHH8DAwAC3bt1SZBPIF71u47lXDTQtKiVLlkRERIRupV65qG02WnHGWT9Exdx7772Ho0ePYuDAgRg3bhxyPrtoNBo0bdoUv/zyS7EKKdHR0Xr3hRC4efMmZs2aJdmn9/bt26NevXq6MwYBAQEvnQp66dIlSXrIjxxB5HW8vb1x9+5d2euqbTZaccYzKkSkc//+fcTHx0MIgYoVK8LW1lbplmRnYGAAjUaDF3811qpVC8uWLZPsk/3u3bsRHx+PYcOGYcqUKS+d6TR8+HBJ6uf2JtOgNRoNtm7dKkn93PtKnTx5Et9++y1mzJgBX1/fPJefpF5wTS2z0YozBhUiolyuXr2qd9/AwAD29vZ5xu9IpVevXpg/f76ib4K9evV6o+ctX75ckvo5YTFH7rN8uY/JveCakrPRijMGFSIiPB84vG/fPrRq1QoAMG7cOGRmZuoeNzIywpQpU2QLLMDzWScajQblypWTraYaFGRX5nr16knYSf60Wi3++OMPLFu2jEFFBgwqREQA/ve//+HPP//EH3/8AeD5vk8+Pj4oUaIEgOcL340ePRojR46UtI/s7GxMmzYNP/74o27grqWlJb788kt88803+a7z8i7KyMjAV199hR07diArKwuNGjXC/PnzUbp0aaVbI5lxMC0REYC1a9fmCSHr1q2Dm5sbAGDNmjX4+eefJQ8q33zzDZYuXYpZs2YhMDAQQggcOXIEkyZNwpMnTzB9+nRJ66vFxIkTsWLFCnTp0gUlSpTAunXrMHDgQGzevFnp1khmPKNCRASgTJky2LdvH3x8fAAA9vb2CA8Ph4uLC4DnC4/VqFEDqampkvbh6OiIxYsXo3Xr1nrHf//9dwwaNAjXr1+XtL5auLu7Y/r06ejYsSMA4MSJEwgMDMSTJ08U2xyPlMEzKkREeL6HS86OyQBw584dvcezs7P1xqxIJSUlJd+ZRZUqVUJKSork9dUiKSlJbyPMmjVrwsjICDdu3ICTk5OCnZHcisfFTiKi1yhfvjxiYmJe+nh0dDTKly8veR9Vq1bFwoUL8xxfuHChZOu4qJFWq4WJiYneMSMjIzx79kyhjkgpvPRDRITn65P8888/iIiIyHcrgYCAADRq1Ajz5s2TtI/Q0FC0bNkSFSpUQO3ataHRaHD06FEkJSVh165demcZ3mUGBgZo3rw5TE1Ndcf++OMPNGjQACVLltQd27ZtmxLtkYwYVIiI8HwrgWrVqsHExARDhgyBp6cnNBoN4uLisHDhQjx79gxRUVGyrNJ748YN/Pzzz4iLi4MQAt7e3hg0aBAcHR0lr60WSq/lQurBoEJE9P9dvnwZAwcOREhIiN4iY40bN8Yvv/yimwFERPJhUCEiekFKSgri4+MBAB4eHihVqpTCHREVXwwqREREpFqc9UNERESqxaBCREREqsWgQkSkIo8fP0ZGRobu/tWrVzF37lzs3btXwa6IlMOgQkSkIm3atMGqVasAAA8ePMAHH3yAH3/8EW3atMGiRYsU7o5IfgwqREQqEhkZqVvUbcuWLXjvvfdw9epVrFq1CvPnz1e4OyL5MagQEalIRkYGLC0tAQB79+7FJ598AgMDA9SqVQtXr15VuDsi+TGoEBGpiIeHB3bs2IGkpCTs2bMHTZo0AQDcvn0bVlZWCndHJD8GFSIiFZkwYQJGjRoFFxcX1KxZE7Vr1wbw/OyKv7+/wt0RyY8LvhERqUxycjJu3ryJqlWrwsDg+efJEydOwMrKCpUqVVK4OyJ5MagQEalQfHw8EhISULduXZQoUQJCCGg0GqXbIpIdL/0QEanIvXv30LBhQ3h6eqJFixa4efMmAKBv37748ssvFe6OSH4MKkREKjJy5EgYGxsjMTER5ubmuuOff/45du/erWBnRMowUroBIiL6P3v37sWePXtQvnx5veMVK1bk9GQqlnhGhYhIRdLT0/XOpOS4e/cuTE1NFeiISFkMKkREKlK3bl3dEvoAoNFokJ2dje+//x5BQUEKdkakDM76ISJSkXPnzqF+/fp4//33sX//frRu3Rpnz55FSkoKjhw5And3d6VbJJIVgwoRkcokJydj0aJFiIiIQHZ2NqpXr47BgwejbNmySrdGJDsGFSIiFUlMTISTk1O+a6YkJiaiQoUKCnRFpBwGFSIiFTE0NMTNmzfh4OCgd/zevXtwcHCAVqtVqDMiZXAwLRGRirxsBdpHjx7BzMxMgY6IlMV1VIiIVCA4OBjA81k+48eP15uirNVqcfz4cVSrVk2h7oiUw6BCRKQCUVFRAJ6fUTlz5gxMTEx0j5mYmKBq1aoYNWqUUu0RKYZjVIiIVKRXr16YN28erKyslG6FSBUYVIiIiEi1eOmHiEhlwsPDsXnzZiQmJuLp06d6j23btk2hroiUwVk/REQqsmHDBgQGBuLcuXPYvn07srKycO7cOezfvx/W1tZKt0ckOwYVIiIVmTFjBn766Sf8+eefMDExwbx58xAbG4sOHTpwsTcqlhhUiIhUJCEhAS1btgQAmJqaIj09HRqNBiNHjsSvv/6qcHdE8mNQISJSkVKlSuHhw4cAgHLlyiEmJgYA8ODBA2RkZCjZGpEiOJiWiEhFPvroI4SEhMDX1xcdOnTA8OHDsX//foSEhKBhw4ZKt0ckO05PJiJSkZSUFDx58gSOjo7Izs7GDz/8gLCwMHh4eGD8+PGwtbVVukUiWTGoEBERkWpxjAoRkYoYGhri9u3beY7fu3cPhoaGCnREpCwGFSIiFXnZSe7MzEy9/X+IigsOpiUiUoH58+cDeL578pIlS2BhYaF7TKvV4tChQ6hUqZJS7REphmNUiIhUwNXVFQBw9epVlC9fXu8yj4mJCVxcXDBlyhR88MEHSrVIpAgGFSIiFQkKCsK2bds4u4fo/2NQISJSsWfPnuHJkyd6l4KIihMOpiUiUoFdu3Zh9erVesemT58OCwsL2NjYoEmTJrh//75C3REph0GFiEgFfvjhB6SlpenuHz16FBMmTMD48eOxadMmJCUlYerUqQp2SKQMXvohIlIBBwcH7NmzB/7+/gCA4OBgnDt3Drt37wbw/IzL8OHDcfHiRSXbJJIdz6gQEanAw4cPYWdnp7sfFhaGBg0a6O77+Pjgxo0bSrRGpCgGFSIiFXB0dERsbCwA4NGjRzh9+jQCAwN1j9+7dw/m5uZKtUekGAYVIiIV+PTTTzFixAisXr0a/fr1Q5kyZVCrVi3d4ydPnoSXl5eCHRIpgyvTEhGpwMSJE3Hjxg0MGzYMZcqUwZo1a/QWfVu/fj0+/vhjBTskUgYH0xIREZFq8dIPERERqRaDChEREakWgwoRERGpFoMKERERqRaDChEREakWpycTESls/vz5b/zcYcOGSdgJkfpwejIRkcJcXV317t+5cwcZGRmwsbEBADx48ADm5uZwcHDApUuXFOiQSDm89ENEpLDLly/rbtOnT0e1atUQGxuLlJQUpKSkIDY2FtWrV+fuyVQs8YwKEZGKuLu7Y8uWLbpdlHNERETg008/xeXLlxXqjEgZPKNCRKQiN2/eRFZWVp7jWq0Wt27dUqAjImUxqBARqUjDhg3Rr18/nDx5EjknvE+ePIn+/fujUaNGCndHJD8GFSIiFVm2bBnKlSuHmjVrwszMDKampvjggw9QtmxZLFmyROn2iGTHMSpERCp04cIFxMXFQQiBypUrw9PTU+mWiBTBdVSIiFTIxcUFQgi4u7vDyIi/qqn44qUfIiIVycjIQJ8+fWBubg4fHx8kJiYCeL7Q26xZsxTujkh+DCpERCoybtw4nD59GgcPHoSZmZnueKNGjbBx40YFOyNSBs8nEhGpyI4dO7Bx40bUqlULGo1Gd9zb2xsJCQkKdkakDJ5RISJSkTt37sDBwSHP8fT0dL3gQlRcMKgQEalIjRo18Ndff+nu54ST3377DbVr11aqLSLF8NIPEZGKzJw5E82aNcO5c+fw7NkzzJs3D2fPnsW///6L0NBQpdsjkh3PqBARqUidOnVw5MgRZGRkwN3dHXv37sV7772Hf//9F++//77S7RHJjgu+ERERkWrxjAoRkYoYGhri9u3beY7fu3cPhoaGCnREpCwGFSIiFXnZSe7MzEyYmJjI3A2R8jiYlohIBebPnw/g+SyfJUuWwMLCQveYVqvFoUOHUKlSJaXaI1IMx6gQEamAq6srAODq1asoX7683mUeExMTuLi4YMqUKfjggw+UapFIEQwqREQqEhQUhG3btsHW1lbpVohUgUGFiIiIVItjVIiIFBYcHIypU6eiZMmSCA4OfuVz58yZI1NXROrAoEJEpLCoqChkZWXp/vwy3OuHiiNe+iEiIiLV4joqREREpFq89ENEpCLp6emYNWsW9u3bh9u3byM7O1vv8UuXLinUGZEyGFSIiFSkb9++CA0NRbdu3VC2bFmOS6Fij2NUiIhUxMbGBn/99RcCAwOVboVIFThGhYhIRWxtbVGqVCml2yBSDQYVIiIVmTp1KiZMmICMjAylWyFSBV76ISJSEX9/fyQkJEAIARcXFxgbG+s9HhkZqVBnRMrgYFoiIhVp27at0i0QqQrPqBAREZFqcYwKERERqRaDChGRChgYGMDQ0DDPzdbWFrVq1cK2bduUbpFIERyjQkSkAtu3b8/3+IMHD3DixAl07doVK1euxGeffSZzZ0TK4hgVIqL/gJ9//hmrVq3C8ePHlW6FSFa89ENE9B/QpEkTXLhwQek2iGTHoEJE9B/w+PFjmJmZKd0GkewYVIiI/gN+++03+Pv7K90Gkew4mJaISAWCg4PzPZ6amoqTJ08iISEBhw8flrkrIuVxMC0RkQoEBQXle9zKygqVKlXCoEGD4OzsLHNXRMpjUCEiIiLV4hgVIiIiUi0GFSIiIlItBhUiIiJSLQYVIiIiUi0GFSIiIlItBhUiIiJSLQYVIiqU5ORkDB06FG5ubjA1NYWTkxM+/vhj7Nu3T9Y+NBoNduzYIWtNIpIPV6YlogK7cuUKAgMDYWNjg++++w5+fn7IysrCnj17MHjwYMTFxSndop6srCwYGxsr3QYRFQLPqBBRgQ0aNAgajQYnTpzAp59+Ck9PT/j4+CA4OBjHjh0DACQmJqJNmzawsLCAlZUVOnTogFu3buleo2fPnmjbtq3e644YMQL169fX3a9fvz6GDRuG0aNHo1SpUihTpgwmTZqke9zFxQUA0K5dO2g0Gt39SZMmoVq1ali2bJnujM/KlSthZ2eHzMxMvZrt27dH9+7di+zfhoiKFoMKERVISkoKdu/ejcGDB6NkyZJ5HrexsYEQAm3btkVKSgpCQ0MREhKChIQEfP755wWut3LlSpQsWRLHjx/Hd999hylTpiAkJAQAEB4eDgBYvnw5bt68qbsPAPHx8di0aRO2bt2KU6dOoUOHDtBqtdi5c6fuOXfv3sWff/6JXr16FbgvIpIHL/0QUYHEx8dDCIFKlSq99Dn//PMPoqOjcfnyZTg5OQEAVq9eDR8fH4SHh6NGjRpvXM/Pzw8TJ04EAFSsWBELFy7Evn370LhxY9jb2wN4Ho7KlCmj93VPnz7F6tWrdc8BgM6dO2P58uX47LPPAABr165F+fLl9c7iEJG68IwKERVIzvZgGo3mpc+JjY2Fk5OTLqQAgLe3N2xsbBAbG1ugen5+fnr3y5Yti9u3b7/265ydnfVCCgD069cPe/fuxfXr1wE8PxPTs2fPV/5diEhZDCpEVCAVK1aERqN5ZeAQQuT75p/7uIGBAV7cEzUrKyvP17w4CFaj0SA7O/u1feZ3Wcrf3x9Vq1bFqlWrEBkZiTNnzqBnz56vfS0iUg6DChEVSKlSpdC0aVP8/PPPSE9Pz/P4gwcP4O3tjcTERCQlJemOnzt3DqmpqahcuTIAwN7eHjdv3tT72lOnThW4H2NjY2i12jd+ft++fbF8+XIsW7YMjRo10jvrQ0Tqw6BCRAX2yy+/QKvVombNmti6dSsuXryI2NhYzJ8/H7Vr10ajRo3g5+eHLl26IDIyEidOnED37t1Rr149BAQEAAAaNGiAkydPYtWqVbh48SImTpyImJiYAvfi4uKCffv2ITk5Gffv33/t87t06YLr16/jt99+Q+/evQtcj4jkxaBCRAXm6uqKyMhIBAUF4csvv0SVKlXQuHFj7Nu3D4sWLdItwmZra4u6deuiUaNGcHNzw8aNG3Wv0bRpU4wfPx6jR49GjRo18PDhw0JNE/7xxx8REhICJycn+Pv7v/b5VlZWaN++PSwsLPJMjyYi9dGIFy8SExG94xo3bozKlStj/vz5SrdCRK/BoEJExUZKSgr27t2LLl264Ny5c/Dy8lK6JSJ6Da6jQkTFRvXq1XH//n3Mnj2bIYXoP4JnVIiIiEi1OJiWiIiIVItBhYiIiFSLQYWIiIhUi0GFiIiIVItBhYiIiFSLQYWIiIhUi0GFiIiIVItBhYiIiFTr/wHADD6kmnTDUQAAAABJRU5ErkJggg==",
      "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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",
      "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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",
      "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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",
      "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": [
    {
     "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(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "19737820",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(numeric_only=True), 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": [
       "<Axes: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data = df, x = \"Acreage(Hectare)\", y = \"Production(Tons)\", hue = \"Continent\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "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": [
       "<Axes: xlabel='Yield(Kg/Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data = df, x = \"Yield(Kg/Hectare)\" , y = \"Production(Tons)\", hue = \"Continent\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 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": [],
   "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>Country</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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>EgyptSouth AfricaKenyaSwazilandSudanZambiaMaur...</td>\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>IndiaChinaThailandPakistanIndonesiaPhilippines...</td>\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>PortugalSpain</td>\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>MexicoGuatemalaUnited States of AmericaCubaEl ...</td>\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>AustraliaFijiPapua New GuineaSamoa</td>\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>BrazilColombiaArgentinaPeruEcuadorBoliviaParag...</td>\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": [
       "                                                         Country  \\\n",
       "Continent                                                          \n",
       "Africa         EgyptSouth AfricaKenyaSwazilandSudanZambiaMaur...   \n",
       "Asia           IndiaChinaThailandPakistanIndonesiaPhilippines...   \n",
       "Europe                                             PortugalSpain   \n",
       "North America  MexicoGuatemalaUnited States of AmericaCubaEl ...   \n",
       "Oceania                       AustraliaFijiPapua New GuineaSamoa   \n",
       "South America  BrazilColombiaArgentinaPeruEcuadorBoliviaParag...   \n",
       "\n",
       "               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": [
       "<Axes: xlabel='Continent'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_continent[\"Production(Tons)\"].sort_values(ascending =  False).plot(kind = \"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "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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",
      "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": [
       "<Axes: xlabel='Acreage(Hectare)', ylabel='Production(Tons)'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data = df_continent,x = \"Acreage(Hectare)\", y= \"Production(Tons)\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99e66f72",
   "metadata": {},
   "source": [
    "## Production distribution by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1748fc1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_continent[\"Production(Tons)\"].plot(kind = \"pie\", autopct = \"%.2f%%\")\n",
    "plt.title('Production Distribution by Continent')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "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(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f56546c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "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",
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 },
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