TNB Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.float_format = '{:.3f}'.format\n",
    "# pd.reset_option('^display.', silent=True)\n",
    "plt.style.use('default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('out.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Date'] = [ x[:-9] for x in data['Date'] ]\n",
    "data['Date'] = pd.to_datetime(data['Date'])\n",
    "data[['Top 5% ownership','Top 10% ownership','Top 25% ownership','Top 50% ownership']] = data[\n",
    "    ['Top 5% ownership','Top 10% ownership','Top 25% ownership','Top 50% ownership']].multiply(100, axis='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop_duplicates(['Date'], keep=\"last\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.sort_values(by=['Date'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.set_index('Date', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Shift</th>\n",
       "      <th>Total</th>\n",
       "      <th>Accounts</th>\n",
       "      <th>Max balance</th>\n",
       "      <th>Richest</th>\n",
       "      <th>Top 5% wealth</th>\n",
       "      <th>Top 5% ownership</th>\n",
       "      <th>Top 5% accounts</th>\n",
       "      <th>Top 10% wealth</th>\n",
       "      <th>Top 10% ownership</th>\n",
       "      <th>Top 10% accounts</th>\n",
       "      <th>Top 25% wealth</th>\n",
       "      <th>Top 25% ownership</th>\n",
       "      <th>Top 25% accounts</th>\n",
       "      <th>Top 50% wealth</th>\n",
       "      <th>Top 50% ownership</th>\n",
       "      <th>Top 50% accounts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>2020-11-03</th>\n",
       "      <td>0</td>\n",
       "      <td>1326448</td>\n",
       "      <td>141</td>\n",
       "      <td>118408</td>\n",
       "      <td>a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...</td>\n",
       "      <td>684395</td>\n",
       "      <td>51.596</td>\n",
       "      <td>7</td>\n",
       "      <td>957965</td>\n",
       "      <td>72.220</td>\n",
       "      <td>14</td>\n",
       "      <td>1237242</td>\n",
       "      <td>93.275</td>\n",
       "      <td>35</td>\n",
       "      <td>1291831</td>\n",
       "      <td>97.390</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-04</th>\n",
       "      <td>0</td>\n",
       "      <td>1440845</td>\n",
       "      <td>143</td>\n",
       "      <td>123908</td>\n",
       "      <td>a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...</td>\n",
       "      <td>694898</td>\n",
       "      <td>48.229</td>\n",
       "      <td>7</td>\n",
       "      <td>1042663</td>\n",
       "      <td>72.365</td>\n",
       "      <td>14</td>\n",
       "      <td>1354769</td>\n",
       "      <td>94.026</td>\n",
       "      <td>36</td>\n",
       "      <td>1407558</td>\n",
       "      <td>97.690</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-06</th>\n",
       "      <td>0</td>\n",
       "      <td>1501906</td>\n",
       "      <td>168</td>\n",
       "      <td>123908</td>\n",
       "      <td>a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...</td>\n",
       "      <td>776095</td>\n",
       "      <td>51.674</td>\n",
       "      <td>8</td>\n",
       "      <td>1129562</td>\n",
       "      <td>75.209</td>\n",
       "      <td>17</td>\n",
       "      <td>1423386</td>\n",
       "      <td>94.772</td>\n",
       "      <td>42</td>\n",
       "      <td>1470073</td>\n",
       "      <td>97.880</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-07</th>\n",
       "      <td>0</td>\n",
       "      <td>1516564</td>\n",
       "      <td>192</td>\n",
       "      <td>123908</td>\n",
       "      <td>a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...</td>\n",
       "      <td>905949</td>\n",
       "      <td>59.737</td>\n",
       "      <td>10</td>\n",
       "      <td>1175470</td>\n",
       "      <td>77.509</td>\n",
       "      <td>19</td>\n",
       "      <td>1435981</td>\n",
       "      <td>94.686</td>\n",
       "      <td>48</td>\n",
       "      <td>1483981</td>\n",
       "      <td>97.852</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-08</th>\n",
       "      <td>0</td>\n",
       "      <td>2087686</td>\n",
       "      <td>209</td>\n",
       "      <td>143508</td>\n",
       "      <td>a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...</td>\n",
       "      <td>1062463</td>\n",
       "      <td>50.892</td>\n",
       "      <td>10</td>\n",
       "      <td>1513839</td>\n",
       "      <td>72.513</td>\n",
       "      <td>21</td>\n",
       "      <td>1991775</td>\n",
       "      <td>95.406</td>\n",
       "      <td>52</td>\n",
       "      <td>2051962</td>\n",
       "      <td>98.289</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Shift    Total  Accounts  Max balance  \\\n",
       "Date                                                \n",
       "2020-11-03      0  1326448       141       118408   \n",
       "2020-11-04      0  1440845       143       123908   \n",
       "2020-11-06      0  1501906       168       123908   \n",
       "2020-11-07      0  1516564       192       123908   \n",
       "2020-11-08      0  2087686       209       143508   \n",
       "\n",
       "                                                      Richest  Top 5% wealth  \\\n",
       "Date                                                                           \n",
       "2020-11-03  a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...         684395   \n",
       "2020-11-04  a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...         694898   \n",
       "2020-11-06  a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...         776095   \n",
       "2020-11-07  a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...         905949   \n",
       "2020-11-08  a2d73cf3b37a62276ade44a96860495510d0e7d7c46895...        1062463   \n",
       "\n",
       "            Top 5% ownership  Top 5% accounts  Top 10% wealth  \\\n",
       "Date                                                            \n",
       "2020-11-03            51.596                7          957965   \n",
       "2020-11-04            48.229                7         1042663   \n",
       "2020-11-06            51.674                8         1129562   \n",
       "2020-11-07            59.737               10         1175470   \n",
       "2020-11-08            50.892               10         1513839   \n",
       "\n",
       "            Top 10% ownership  Top 10% accounts  Top 25% wealth  \\\n",
       "Date                                                              \n",
       "2020-11-03             72.220                14         1237242   \n",
       "2020-11-04             72.365                14         1354769   \n",
       "2020-11-06             75.209                17         1423386   \n",
       "2020-11-07             77.509                19         1435981   \n",
       "2020-11-08             72.513                21         1991775   \n",
       "\n",
       "            Top 25% ownership  Top 25% accounts  Top 50% wealth  \\\n",
       "Date                                                              \n",
       "2020-11-03             93.275                35         1291831   \n",
       "2020-11-04             94.026                36         1407558   \n",
       "2020-11-06             94.772                42         1470073   \n",
       "2020-11-07             94.686                48         1483981   \n",
       "2020-11-08             95.406                52         2051962   \n",
       "\n",
       "            Top 50% ownership  Top 50% accounts  \n",
       "Date                                             \n",
       "2020-11-03             97.390                71  \n",
       "2020-11-04             97.690                72  \n",
       "2020-11-06             97.880                84  \n",
       "2020-11-07             97.852                96  \n",
       "2020-11-08             98.289               105  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 23 entries, 2020-11-03 to 2020-12-03\n",
      "Data columns (total 17 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   Shift              23 non-null     int64  \n",
      " 1   Total              23 non-null     int64  \n",
      " 2   Accounts           23 non-null     int64  \n",
      " 3   Max balance        23 non-null     int64  \n",
      " 4   Richest            23 non-null     object \n",
      " 5   Top 5% wealth      23 non-null     int64  \n",
      " 6   Top 5% ownership   23 non-null     float64\n",
      " 7   Top 5% accounts    23 non-null     int64  \n",
      " 8   Top 10% wealth     23 non-null     int64  \n",
      " 9   Top 10% ownership  23 non-null     float64\n",
      " 10  Top 10% accounts   23 non-null     int64  \n",
      " 11  Top 25% wealth     23 non-null     int64  \n",
      " 12  Top 25% ownership  23 non-null     float64\n",
      " 13  Top 25% accounts   23 non-null     int64  \n",
      " 14  Top 50% wealth     23 non-null     int64  \n",
      " 15  Top 50% ownership  23 non-null     float64\n",
      " 16  Top 50% accounts   23 non-null     int64  \n",
      "dtypes: float64(4), int64(12), object(1)\n",
      "memory usage: 3.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Shift</th>\n",
       "      <th>Total</th>\n",
       "      <th>Accounts</th>\n",
       "      <th>Max balance</th>\n",
       "      <th>Top 5% wealth</th>\n",
       "      <th>Top 5% ownership</th>\n",
       "      <th>Top 5% accounts</th>\n",
       "      <th>Top 10% wealth</th>\n",
       "      <th>Top 10% ownership</th>\n",
       "      <th>Top 10% accounts</th>\n",
       "      <th>Top 25% wealth</th>\n",
       "      <th>Top 25% ownership</th>\n",
       "      <th>Top 25% accounts</th>\n",
       "      <th>Top 50% wealth</th>\n",
       "      <th>Top 50% ownership</th>\n",
       "      <th>Top 50% accounts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "      <td>23.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000</td>\n",
       "      <td>3106417.609</td>\n",
       "      <td>287.130</td>\n",
       "      <td>160490.348</td>\n",
       "      <td>1531870.783</td>\n",
       "      <td>50.916</td>\n",
       "      <td>14.348</td>\n",
       "      <td>2228305.652</td>\n",
       "      <td>72.761</td>\n",
       "      <td>28.696</td>\n",
       "      <td>2983082.739</td>\n",
       "      <td>95.683</td>\n",
       "      <td>71.826</td>\n",
       "      <td>3066247.522</td>\n",
       "      <td>98.525</td>\n",
       "      <td>143.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000</td>\n",
       "      <td>1347259.405</td>\n",
       "      <td>73.488</td>\n",
       "      <td>28292.257</td>\n",
       "      <td>538847.265</td>\n",
       "      <td>4.901</td>\n",
       "      <td>3.725</td>\n",
       "      <td>883256.917</td>\n",
       "      <td>3.096</td>\n",
       "      <td>7.400</td>\n",
       "      <td>1315946.242</td>\n",
       "      <td>0.931</td>\n",
       "      <td>18.404</td>\n",
       "      <td>1341310.672</td>\n",
       "      <td>0.481</td>\n",
       "      <td>36.705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000</td>\n",
       "      <td>1326448.000</td>\n",
       "      <td>141.000</td>\n",
       "      <td>118408.000</td>\n",
       "      <td>684395.000</td>\n",
       "      <td>43.291</td>\n",
       "      <td>7.000</td>\n",
       "      <td>957965.000</td>\n",
       "      <td>67.633</td>\n",
       "      <td>14.000</td>\n",
       "      <td>1237242.000</td>\n",
       "      <td>93.275</td>\n",
       "      <td>35.000</td>\n",
       "      <td>1291831.000</td>\n",
       "      <td>97.390</td>\n",
       "      <td>71.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000</td>\n",
       "      <td>2168698.000</td>\n",
       "      <td>240.000</td>\n",
       "      <td>143461.000</td>\n",
       "      <td>1173777.000</td>\n",
       "      <td>46.554</td>\n",
       "      <td>12.000</td>\n",
       "      <td>1601687.500</td>\n",
       "      <td>70.199</td>\n",
       "      <td>24.000</td>\n",
       "      <td>2068713.500</td>\n",
       "      <td>95.206</td>\n",
       "      <td>60.000</td>\n",
       "      <td>2133149.500</td>\n",
       "      <td>98.292</td>\n",
       "      <td>120.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000</td>\n",
       "      <td>3073910.000</td>\n",
       "      <td>307.000</td>\n",
       "      <td>163066.000</td>\n",
       "      <td>1554712.000</td>\n",
       "      <td>51.303</td>\n",
       "      <td>15.000</td>\n",
       "      <td>2247850.000</td>\n",
       "      <td>72.513</td>\n",
       "      <td>31.000</td>\n",
       "      <td>2952269.000</td>\n",
       "      <td>96.043</td>\n",
       "      <td>77.000</td>\n",
       "      <td>3033062.000</td>\n",
       "      <td>98.671</td>\n",
       "      <td>154.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000</td>\n",
       "      <td>4341530.000</td>\n",
       "      <td>346.500</td>\n",
       "      <td>182666.000</td>\n",
       "      <td>1988673.000</td>\n",
       "      <td>54.103</td>\n",
       "      <td>17.000</td>\n",
       "      <td>3024041.000</td>\n",
       "      <td>75.296</td>\n",
       "      <td>34.500</td>\n",
       "      <td>4193872.500</td>\n",
       "      <td>96.496</td>\n",
       "      <td>86.500</td>\n",
       "      <td>4296664.000</td>\n",
       "      <td>98.967</td>\n",
       "      <td>173.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.000</td>\n",
       "      <td>5649512.000</td>\n",
       "      <td>368.000</td>\n",
       "      <td>213942.000</td>\n",
       "      <td>2445774.000</td>\n",
       "      <td>59.737</td>\n",
       "      <td>18.000</td>\n",
       "      <td>3820963.000</td>\n",
       "      <td>77.649</td>\n",
       "      <td>37.000</td>\n",
       "      <td>5463749.000</td>\n",
       "      <td>96.712</td>\n",
       "      <td>92.000</td>\n",
       "      <td>5595214.000</td>\n",
       "      <td>99.048</td>\n",
       "      <td>184.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Shift       Total  Accounts  Max balance  Top 5% wealth  \\\n",
       "count 23.000      23.000    23.000       23.000         23.000   \n",
       "mean   0.000 3106417.609   287.130   160490.348    1531870.783   \n",
       "std    0.000 1347259.405    73.488    28292.257     538847.265   \n",
       "min    0.000 1326448.000   141.000   118408.000     684395.000   \n",
       "25%    0.000 2168698.000   240.000   143461.000    1173777.000   \n",
       "50%    0.000 3073910.000   307.000   163066.000    1554712.000   \n",
       "75%    0.000 4341530.000   346.500   182666.000    1988673.000   \n",
       "max    0.000 5649512.000   368.000   213942.000    2445774.000   \n",
       "\n",
       "       Top 5% ownership  Top 5% accounts  Top 10% wealth  Top 10% ownership  \\\n",
       "count            23.000           23.000          23.000             23.000   \n",
       "mean             50.916           14.348     2228305.652             72.761   \n",
       "std               4.901            3.725      883256.917              3.096   \n",
       "min              43.291            7.000      957965.000             67.633   \n",
       "25%              46.554           12.000     1601687.500             70.199   \n",
       "50%              51.303           15.000     2247850.000             72.513   \n",
       "75%              54.103           17.000     3024041.000             75.296   \n",
       "max              59.737           18.000     3820963.000             77.649   \n",
       "\n",
       "       Top 10% accounts  Top 25% wealth  Top 25% ownership  Top 25% accounts  \\\n",
       "count            23.000          23.000             23.000            23.000   \n",
       "mean             28.696     2983082.739             95.683            71.826   \n",
       "std               7.400     1315946.242              0.931            18.404   \n",
       "min              14.000     1237242.000             93.275            35.000   \n",
       "25%              24.000     2068713.500             95.206            60.000   \n",
       "50%              31.000     2952269.000             96.043            77.000   \n",
       "75%              34.500     4193872.500             96.496            86.500   \n",
       "max              37.000     5463749.000             96.712            92.000   \n",
       "\n",
       "       Top 50% wealth  Top 50% ownership  Top 50% accounts  \n",
       "count          23.000             23.000            23.000  \n",
       "mean      3066247.522             98.525           143.826  \n",
       "std       1341310.672              0.481            36.705  \n",
       "min       1291831.000             97.390            71.000  \n",
       "25%       2133149.500             98.292           120.500  \n",
       "50%       3033062.000             98.671           154.000  \n",
       "75%       4296664.000             98.967           173.500  \n",
       "max       5595214.000             99.048           184.000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21f9e86fef0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2,1)\n",
    "fig.tight_layout(h_pad=2)\n",
    "axes[0].set_title('Total coins distributed over time') \n",
    "axes[0].ticklabel_format(style='plain')\n",
    "axes[0].set_ylabel('Coins')\n",
    "axes[1].set_title('Total backup accounts over time')\n",
    "axes[1].set_ylabel('Accounts')\n",
    "data['Total'].plot(ax=axes[0], figsize=(12,12), style='.-')\n",
    "data['Accounts'].plot(ax=axes[1], figsize=(12,12), style='.-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Shift'] = data['Total'] - data['Total'].shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "data['Shift'].plot(ax=ax, figsize=(14,6), style='.-')\n",
    "ax.set_title('Daily change in coins')\n",
    "ax.set_ylabel('Coins')\n",
    "ax.get_yaxis().set_major_formatter(\n",
    "    matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Ownership of different groups')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[['Top 5% ownership','Top 10% ownership','Top 25% ownership','Top 50% ownership']].plot(\n",
    "    kind='line', figsize=(12,6), style='.-', grid=True)\n",
    "ax.set_ylim([0,100])\n",
    "ax.set_ylabel('Ownership in %')\n",
    "ax.set_title('Ownership of different groups')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "latest_wealth = data[['Top 5% wealth','Total','Top 10% wealth','Top 25% wealth','Top 50% wealth']].iloc[-1]\n",
    "latest_wealth['Total'] = latest_wealth['Total'] - latest_wealth['Top 50% wealth'] \n",
    "latest_wealth['Top 50% wealth'] = latest_wealth['Top 50% wealth'] - latest_wealth['Top 25% wealth']\n",
    "latest_wealth['Top 25% wealth'] = latest_wealth['Top 25% wealth'] - latest_wealth['Top 10% wealth']\n",
    "latest_wealth['Top 10% wealth'] = latest_wealth['Top 10% wealth'] - latest_wealth['Top 5% wealth']\n",
    "\n",
    "latest_wealth.rename({\n",
    "    'Top 5% wealth': 'Top 5% wealth',\n",
    "    'Total': 'Rest 50-100% of the network',\n",
    "    'Top 10% wealth': 'Top 5-10% wealth',\n",
    "    'Top 25% wealth': 'Top 10-25% wealth',\n",
    "    'Top 50% wealth': 'Top 25-50% wealth'\n",
    "}, inplace=True)\n",
    "\n",
    "ax = latest_wealth.plot(kind='pie', autopct='%1.1f%%', pctdistance=0.65, wedgeprops=dict(width=0.7), explode=[0.1] * 5, startangle=90)\n",
    "ax.yaxis.set_label_coords(1.4,0.5)\n",
    "ax.set_title('Percentage of wealth held');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure Size \n",
    "fig, ax = plt.subplots(figsize =(8, 4)) \n",
    "  \n",
    "name = ['Top 5% ownership','Top 10% ownership','Top 25% ownership','Top 50% ownership']\n",
    "percent = data[['Top 5% ownership','Top 10% ownership','Top 25% ownership','Top 50% ownership']].iloc[-1].values\n",
    "    \n",
    "# Horizontal Bar Plot \n",
    "ax.barh(name, percent, color=['b', 'r', 'g', 'y', 'k'])\n",
    "  \n",
    "# Remove axes splines \n",
    "for s in ['top', 'bottom', 'left', 'right']: \n",
    "    ax.spines[s].set_visible(False) \n",
    "  \n",
    "# Remove x, y Ticks \n",
    "ax.xaxis.set_ticks_position('none') \n",
    "ax.yaxis.set_ticks_position('none')\n",
    "ax.set_xlabel('Ownership percentage')\n",
    "  \n",
    "# Add x, y gridlines \n",
    "ax.grid(b = True, color ='grey', \n",
    "        linestyle ='-.', linewidth = 0.5, \n",
    "        alpha = 0.5) \n",
    "  \n",
    "# Show top values  \n",
    "ax.invert_yaxis() \n",
    "  \n",
    "# Add annotation to bars \n",
    "for i in ax.patches: \n",
    "    plt.text(i.get_width()+0.2, i.get_y()+0.5,  \n",
    "             str(round((i.get_width()), 2)), \n",
    "             fontsize = 12, fontweight ='bold', \n",
    "             color ='grey') \n",
    "  \n",
    "# Add Plot Title \n",
    "ax.set_title('Wealth distribution on 2020-12-03 in %');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}