{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Guided Project: Storytelling Data Visualization on Exchange Rates\n",
    "## Introducing the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th>[Australian dollar ]</th>\n",
       "      <th>[Bulgarian lev ]</th>\n",
       "      <th>[Brazilian real ]</th>\n",
       "      <th>[Canadian dollar ]</th>\n",
       "      <th>[Swiss franc ]</th>\n",
       "      <th>[Chinese yuan renminbi ]</th>\n",
       "      <th>[Cypriot pound ]</th>\n",
       "      <th>[Czech koruna ]</th>\n",
       "      <th>[Danish krone ]</th>\n",
       "      <th>...</th>\n",
       "      <th>[Romanian leu ]</th>\n",
       "      <th>[Russian rouble ]</th>\n",
       "      <th>[Swedish krona ]</th>\n",
       "      <th>[Singapore dollar ]</th>\n",
       "      <th>[Slovenian tolar ]</th>\n",
       "      <th>[Slovak koruna ]</th>\n",
       "      <th>[Thai baht ]</th>\n",
       "      <th>[Turkish lira ]</th>\n",
       "      <th>[US dollar ]</th>\n",
       "      <th>[South African rand ]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>1.5758</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5748</td>\n",
       "      <td>1.5543</td>\n",
       "      <td>1.0827</td>\n",
       "      <td>7.9184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.163</td>\n",
       "      <td>7.4369</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8708</td>\n",
       "      <td>90.8000</td>\n",
       "      <td>10.0510</td>\n",
       "      <td>1.6228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8480</td>\n",
       "      <td>9.0146</td>\n",
       "      <td>1.2250</td>\n",
       "      <td>18.7212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>1.5836</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5172</td>\n",
       "      <td>1.5601</td>\n",
       "      <td>1.0833</td>\n",
       "      <td>7.9392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.147</td>\n",
       "      <td>7.4392</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8712</td>\n",
       "      <td>91.2000</td>\n",
       "      <td>10.0575</td>\n",
       "      <td>1.6253</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8590</td>\n",
       "      <td>8.9987</td>\n",
       "      <td>1.2276</td>\n",
       "      <td>18.7919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>1.5824</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5119</td>\n",
       "      <td>1.5640</td>\n",
       "      <td>1.0821</td>\n",
       "      <td>7.9653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.145</td>\n",
       "      <td>7.4393</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8720</td>\n",
       "      <td>90.8175</td>\n",
       "      <td>10.0653</td>\n",
       "      <td>1.6246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.9210</td>\n",
       "      <td>9.0554</td>\n",
       "      <td>1.2338</td>\n",
       "      <td>18.5123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.5927</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.5517</td>\n",
       "      <td>1.5651</td>\n",
       "      <td>1.0803</td>\n",
       "      <td>7.9315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.227</td>\n",
       "      <td>7.4387</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8721</td>\n",
       "      <td>91.6715</td>\n",
       "      <td>10.0570</td>\n",
       "      <td>1.6180</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7760</td>\n",
       "      <td>9.0694</td>\n",
       "      <td>1.2271</td>\n",
       "      <td>18.4194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>1.5928</td>\n",
       "      <td>1.9558</td>\n",
       "      <td>6.3241</td>\n",
       "      <td>1.5621</td>\n",
       "      <td>1.0811</td>\n",
       "      <td>7.9484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.141</td>\n",
       "      <td>7.4379</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8713</td>\n",
       "      <td>90.3420</td>\n",
       "      <td>10.0895</td>\n",
       "      <td>1.6198</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7280</td>\n",
       "      <td>9.0579</td>\n",
       "      <td>1.2296</td>\n",
       "      <td>17.9214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
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       "  Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "0   2021-01-08               1.5758           1.9558            6.5748   \n",
       "1   2021-01-07               1.5836           1.9558            6.5172   \n",
       "2   2021-01-06               1.5824           1.9558            6.5119   \n",
       "3   2021-01-05               1.5927           1.9558            6.5517   \n",
       "4   2021-01-04               1.5928           1.9558            6.3241   \n",
       "\n",
       "  [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ]  \\\n",
       "0             1.5543         1.0827                   7.9184              NaN   \n",
       "1             1.5601         1.0833                   7.9392              NaN   \n",
       "2             1.5640         1.0821                   7.9653              NaN   \n",
       "3             1.5651         1.0803                   7.9315              NaN   \n",
       "4             1.5621         1.0811                   7.9484              NaN   \n",
       "\n",
       "  [Czech koruna ] [Danish krone ]  ... [Romanian leu ] [Russian rouble ]  \\\n",
       "0          26.163          7.4369  ...          4.8708           90.8000   \n",
       "1          26.147          7.4392  ...          4.8712           91.2000   \n",
       "2          26.145          7.4393  ...          4.8720           90.8175   \n",
       "3          26.227          7.4387  ...          4.8721           91.6715   \n",
       "4          26.141          7.4379  ...          4.8713           90.3420   \n",
       "\n",
       "  [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ]  \\\n",
       "0          10.0510              1.6228                NaN              NaN   \n",
       "1          10.0575              1.6253                NaN              NaN   \n",
       "2          10.0653              1.6246                NaN              NaN   \n",
       "3          10.0570              1.6180                NaN              NaN   \n",
       "4          10.0895              1.6198                NaN              NaN   \n",
       "\n",
       "  [Thai baht ] [Turkish lira ] [US dollar ]  [South African rand ]  \n",
       "0      36.8480          9.0146       1.2250                18.7212  \n",
       "1      36.8590          8.9987       1.2276                18.7919  \n",
       "2      36.9210          9.0554       1.2338                18.5123  \n",
       "3      36.7760          9.0694       1.2271                18.4194  \n",
       "4      36.7280          9.0579       1.2296                17.9214  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "exchange_rates = pd.read_csv('euro-daily-hist_1999_2020.csv')\n",
    "exchange_rates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Period\\Unit:</th>\n",
       "      <th>[Australian dollar ]</th>\n",
       "      <th>[Bulgarian lev ]</th>\n",
       "      <th>[Brazilian real ]</th>\n",
       "      <th>[Canadian dollar ]</th>\n",
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       "      <th>[Russian rouble ]</th>\n",
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       "      <th>[Singapore dollar ]</th>\n",
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       "      <th>5694</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.8406</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>34.938</td>\n",
       "      <td>7.4433</td>\n",
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       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.560</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
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       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.886</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.765</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
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       "    <tr>\n",
       "      <th>5696</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58200</td>\n",
       "      <td>34.850</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.778</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
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       "    <tr>\n",
       "      <th>5697</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58230</td>\n",
       "      <td>34.917</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.848</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
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       "    <tr>\n",
       "      <th>5698</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58231</td>\n",
       "      <td>35.107</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.991</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
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       "     Period\\Unit: [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "5694   1999-01-08               1.8406              NaN               NaN   \n",
       "5695   1999-01-07               1.8474              NaN               NaN   \n",
       "5696   1999-01-06               1.8820              NaN               NaN   \n",
       "5697   1999-01-05               1.8944              NaN               NaN   \n",
       "5698   1999-01-04               1.9100              NaN               NaN   \n",
       "\n",
       "     [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ]  \\\n",
       "5694             1.7643         1.6138                      NaN   \n",
       "5695             1.7602         1.6165                      NaN   \n",
       "5696             1.7711         1.6116                      NaN   \n",
       "5697             1.7965         1.6123                      NaN   \n",
       "5698             1.8004         1.6168                      NaN   \n",
       "\n",
       "     [Cypriot pound ] [Czech koruna ] [Danish krone ]  ... [Romanian leu ]  \\\n",
       "5694          0.58187          34.938          7.4433  ...          1.3143   \n",
       "5695          0.58187          34.886          7.4431  ...          1.3092   \n",
       "5696          0.58200          34.850          7.4452  ...          1.3168   \n",
       "5697          0.58230          34.917          7.4495  ...          1.3168   \n",
       "5698          0.58231          35.107          7.4501  ...          1.3111   \n",
       "\n",
       "     [Russian rouble ] [Swedish krona ] [Singapore dollar ]  \\\n",
       "5694           27.2075           9.1650              1.9537   \n",
       "5695           26.9876           9.1800              1.9436   \n",
       "5696           27.4315           9.3050              1.9699   \n",
       "5697           26.5876           9.4025              1.9655   \n",
       "5698           25.2875           9.4696              1.9554   \n",
       "\n",
       "     [Slovenian tolar ] [Slovak koruna ] [Thai baht ] [Turkish lira ]  \\\n",
       "5694           188.8400           42.560      42.5590          0.3718   \n",
       "5695           188.8000           42.765      42.1678          0.3701   \n",
       "5696           188.7000           42.778      42.6949          0.3722   \n",
       "5697           188.7750           42.848      42.5048          0.3728   \n",
       "5698           189.0450           42.991      42.6799          0.3723   \n",
       "\n",
       "     [US dollar ]  [South African rand ]  \n",
       "5694       1.1659                 6.7855  \n",
       "5695       1.1632                 6.8283  \n",
       "5696       1.1743                 6.7307  \n",
       "5697       1.1790                 6.7975  \n",
       "5698       1.1789                 6.9358  \n",
       "\n",
       "[5 rows x 41 columns]"
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     },
     "execution_count": 2,
     "metadata": {},
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   ],
   "source": [
    "exchange_rates.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5699 entries, 0 to 5698\n",
      "Data columns (total 41 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Period\\Unit:              5699 non-null   object \n",
      " 1   [Australian dollar ]      5699 non-null   object \n",
      " 2   [Bulgarian lev ]          5297 non-null   object \n",
      " 3   [Brazilian real ]         5431 non-null   object \n",
      " 4   [Canadian dollar ]        5699 non-null   object \n",
      " 5   [Swiss franc ]            5699 non-null   object \n",
      " 6   [Chinese yuan renminbi ]  5431 non-null   object \n",
      " 7   [Cypriot pound ]          2346 non-null   object \n",
      " 8   [Czech koruna ]           5699 non-null   object \n",
      " 9   [Danish krone ]           5699 non-null   object \n",
      " 10  [Estonian kroon ]         3130 non-null   object \n",
      " 11  [UK pound sterling ]      5699 non-null   object \n",
      " 12  [Greek drachma ]          520 non-null    object \n",
      " 13  [Hong Kong dollar ]       5699 non-null   object \n",
      " 14  [Croatian kuna ]          5431 non-null   object \n",
      " 15  [Hungarian forint ]       5699 non-null   object \n",
      " 16  [Indonesian rupiah ]      5699 non-null   object \n",
      " 17  [Israeli shekel ]         5431 non-null   object \n",
      " 18  [Indian rupee ]           5431 non-null   object \n",
      " 19  [Iceland krona ]          3292 non-null   float64\n",
      " 20  [Japanese yen ]           5699 non-null   object \n",
      " 21  [Korean won ]             5699 non-null   object \n",
      " 22  [Lithuanian litas ]       4159 non-null   object \n",
      " 23  [Latvian lats ]           3904 non-null   object \n",
      " 24  [Maltese lira ]           2346 non-null   object \n",
      " 25  [Mexican peso ]           5699 non-null   object \n",
      " 26  [Malaysian ringgit ]      5699 non-null   object \n",
      " 27  [Norwegian krone ]        5699 non-null   object \n",
      " 28  [New Zealand dollar ]     5699 non-null   object \n",
      " 29  [Philippine peso ]        5699 non-null   object \n",
      " 30  [Polish zloty ]           5699 non-null   object \n",
      " 31  [Romanian leu ]           5637 non-null   float64\n",
      " 32  [Russian rouble ]         5699 non-null   object \n",
      " 33  [Swedish krona ]          5699 non-null   object \n",
      " 34  [Singapore dollar ]       5699 non-null   object \n",
      " 35  [Slovenian tolar ]        2085 non-null   object \n",
      " 36  [Slovak koruna ]          2608 non-null   object \n",
      " 37  [Thai baht ]              5699 non-null   object \n",
      " 38  [Turkish lira ]           5637 non-null   float64\n",
      " 39  [US dollar ]              5699 non-null   object \n",
      " 40  [South African rand ]     5699 non-null   object \n",
      "dtypes: float64(3), object(38)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "exchange_rates.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Time</th>\n",
       "      <th>[Australian dollar ]</th>\n",
       "      <th>[Bulgarian lev ]</th>\n",
       "      <th>[Brazilian real ]</th>\n",
       "      <th>[Canadian dollar ]</th>\n",
       "      <th>[Swiss franc ]</th>\n",
       "      <th>[Chinese yuan renminbi ]</th>\n",
       "      <th>[Cypriot pound ]</th>\n",
       "      <th>[Czech koruna ]</th>\n",
       "      <th>[Danish krone ]</th>\n",
       "      <th>...</th>\n",
       "      <th>[Romanian leu ]</th>\n",
       "      <th>[Russian rouble ]</th>\n",
       "      <th>[Swedish krona ]</th>\n",
       "      <th>[Singapore dollar ]</th>\n",
       "      <th>[Slovenian tolar ]</th>\n",
       "      <th>[Slovak koruna ]</th>\n",
       "      <th>[Thai baht ]</th>\n",
       "      <th>[Turkish lira ]</th>\n",
       "      <th>US_dollar</th>\n",
       "      <th>[South African rand ]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8004</td>\n",
       "      <td>1.6168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58231</td>\n",
       "      <td>35.107</td>\n",
       "      <td>7.4501</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3111</td>\n",
       "      <td>25.2875</td>\n",
       "      <td>9.4696</td>\n",
       "      <td>1.9554</td>\n",
       "      <td>189.0450</td>\n",
       "      <td>42.991</td>\n",
       "      <td>42.6799</td>\n",
       "      <td>0.3723</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>6.9358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.8944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7965</td>\n",
       "      <td>1.6123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58230</td>\n",
       "      <td>34.917</td>\n",
       "      <td>7.4495</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>26.5876</td>\n",
       "      <td>9.4025</td>\n",
       "      <td>1.9655</td>\n",
       "      <td>188.7750</td>\n",
       "      <td>42.848</td>\n",
       "      <td>42.5048</td>\n",
       "      <td>0.3728</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>6.7975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.8820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7711</td>\n",
       "      <td>1.6116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58200</td>\n",
       "      <td>34.850</td>\n",
       "      <td>7.4452</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3168</td>\n",
       "      <td>27.4315</td>\n",
       "      <td>9.3050</td>\n",
       "      <td>1.9699</td>\n",
       "      <td>188.7000</td>\n",
       "      <td>42.778</td>\n",
       "      <td>42.6949</td>\n",
       "      <td>0.3722</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>6.7307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7602</td>\n",
       "      <td>1.6165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.886</td>\n",
       "      <td>7.4431</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3092</td>\n",
       "      <td>26.9876</td>\n",
       "      <td>9.1800</td>\n",
       "      <td>1.9436</td>\n",
       "      <td>188.8000</td>\n",
       "      <td>42.765</td>\n",
       "      <td>42.1678</td>\n",
       "      <td>0.3701</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>6.8283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.8406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.7643</td>\n",
       "      <td>1.6138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.58187</td>\n",
       "      <td>34.938</td>\n",
       "      <td>7.4433</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3143</td>\n",
       "      <td>27.2075</td>\n",
       "      <td>9.1650</td>\n",
       "      <td>1.9537</td>\n",
       "      <td>188.8400</td>\n",
       "      <td>42.560</td>\n",
       "      <td>42.5590</td>\n",
       "      <td>0.3718</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>6.7855</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Time [Australian dollar ] [Bulgarian lev ] [Brazilian real ]  \\\n",
       "0 1999-01-04               1.9100              NaN               NaN   \n",
       "1 1999-01-05               1.8944              NaN               NaN   \n",
       "2 1999-01-06               1.8820              NaN               NaN   \n",
       "3 1999-01-07               1.8474              NaN               NaN   \n",
       "4 1999-01-08               1.8406              NaN               NaN   \n",
       "\n",
       "  [Canadian dollar ] [Swiss franc ] [Chinese yuan renminbi ] [Cypriot pound ]  \\\n",
       "0             1.8004         1.6168                      NaN          0.58231   \n",
       "1             1.7965         1.6123                      NaN          0.58230   \n",
       "2             1.7711         1.6116                      NaN          0.58200   \n",
       "3             1.7602         1.6165                      NaN          0.58187   \n",
       "4             1.7643         1.6138                      NaN          0.58187   \n",
       "\n",
       "  [Czech koruna ] [Danish krone ]  ... [Romanian leu ] [Russian rouble ]  \\\n",
       "0          35.107          7.4501  ...          1.3111           25.2875   \n",
       "1          34.917          7.4495  ...          1.3168           26.5876   \n",
       "2          34.850          7.4452  ...          1.3168           27.4315   \n",
       "3          34.886          7.4431  ...          1.3092           26.9876   \n",
       "4          34.938          7.4433  ...          1.3143           27.2075   \n",
       "\n",
       "  [Swedish krona ] [Singapore dollar ] [Slovenian tolar ] [Slovak koruna ]  \\\n",
       "0           9.4696              1.9554           189.0450           42.991   \n",
       "1           9.4025              1.9655           188.7750           42.848   \n",
       "2           9.3050              1.9699           188.7000           42.778   \n",
       "3           9.1800              1.9436           188.8000           42.765   \n",
       "4           9.1650              1.9537           188.8400           42.560   \n",
       "\n",
       "  [Thai baht ] [Turkish lira ] US_dollar  [South African rand ]  \n",
       "0      42.6799          0.3723    1.1789                 6.9358  \n",
       "1      42.5048          0.3728    1.1790                 6.7975  \n",
       "2      42.6949          0.3722    1.1743                 6.7307  \n",
       "3      42.1678          0.3701    1.1632                 6.8283  \n",
       "4      42.5590          0.3718    1.1659                 6.7855  \n",
       "\n",
       "[5 rows x 41 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exchange_rates.rename(columns={'[US dollar ]': 'US_dollar',\n",
    "                               'Period\\\\Unit:': 'Time'},\n",
    "                      inplace=True)\n",
    "exchange_rates['Time'] = pd.to_datetime(exchange_rates['Time'])\n",
    "exchange_rates.sort_values('Time', inplace=True)\n",
    "exchange_rates.reset_index(drop=True, inplace=True)\n",
    "exchange_rates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-         62\n",
       "1.2276     9\n",
       "1.1215     8\n",
       "1.1305     7\n",
       "1.1346     6\n",
       "          ..\n",
       "0.9667     1\n",
       "1.2633     1\n",
       "1.0912     1\n",
       "0.9259     1\n",
       "1.1470     1\n",
       "Name: US_dollar, Length: 3528, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euro_to_dollar = exchange_rates[['Time', 'US_dollar']].copy()\n",
    "euro_to_dollar['US_dollar'].value_counts() # 62 '-' characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 5637 entries, 0 to 5698\n",
      "Data columns (total 2 columns):\n",
      " #   Column     Non-Null Count  Dtype         \n",
      "---  ------     --------------  -----         \n",
      " 0   Time       5637 non-null   datetime64[ns]\n",
      " 1   US_dollar  5637 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(1)\n",
      "memory usage: 132.1 KB\n"
     ]
    }
   ],
   "source": [
    "euro_to_dollar = euro_to_dollar[euro_to_dollar['US_dollar'] != '-']\n",
    "euro_to_dollar['US_dollar'] = euro_to_dollar['US_dollar'].astype(float)\n",
    "euro_to_dollar.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling Mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.plot(euro_to_dollar['Time'], euro_to_dollar['US_dollar'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "plt.subplot(3,2,1)\n",
    "plt.plot(euro_to_dollar['Time'], euro_to_dollar['US_dollar'])\n",
    "plt.title('Original values', weight='bold')\n",
    "\n",
    "for i, rolling_mean in zip([2, 3, 4, 5, 6],\n",
    "                           [7, 30, 50, 100, 365]):\n",
    "    plt.subplot(3,2,i)\n",
    "    plt.plot(euro_to_dollar['Time'],\n",
    "             euro_to_dollar['US_dollar'].rolling(rolling_mean).mean())\n",
    "    plt.title('Rolling Window:' + str(rolling_mean), weight='bold')\n",
    "    \n",
    "plt.tight_layout() # Auto-adjusts the padding between subplots\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Time</th>\n",
       "      <th>US_dollar</th>\n",
       "      <th>rolling_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-01-04</td>\n",
       "      <td>1.1789</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1999-01-05</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-01-06</td>\n",
       "      <td>1.1743</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1999-01-07</td>\n",
       "      <td>1.1632</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999-01-08</td>\n",
       "      <td>1.1659</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>1.2296</td>\n",
       "      <td>1.211170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>1.2271</td>\n",
       "      <td>1.212530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696</th>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>1.2338</td>\n",
       "      <td>1.213987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697</th>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>1.2276</td>\n",
       "      <td>1.215357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698</th>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>1.2250</td>\n",
       "      <td>1.216557</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5637 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Time  US_dollar  rolling_mean\n",
       "0    1999-01-04     1.1789           NaN\n",
       "1    1999-01-05     1.1790           NaN\n",
       "2    1999-01-06     1.1743           NaN\n",
       "3    1999-01-07     1.1632           NaN\n",
       "4    1999-01-08     1.1659           NaN\n",
       "...         ...        ...           ...\n",
       "5694 2021-01-04     1.2296      1.211170\n",
       "5695 2021-01-05     1.2271      1.212530\n",
       "5696 2021-01-06     1.2338      1.213987\n",
       "5697 2021-01-07     1.2276      1.215357\n",
       "5698 2021-01-08     1.2250      1.216557\n",
       "\n",
       "[5637 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "euro_to_dollar['rolling_mean'] = euro_to_dollar['US_dollar'].rolling(30).mean()\n",
    "euro_to_dollar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coming Up With an Idea\n",
    "\n",
    "Here are a few story ideas for our data:\n",
    "\n",
    "- We show how the euro-dollar rate has changed during the coronavirus pandemic. We can show the 2020 data and the 2016-2019 data as a baseline. We can use a line plot.\n",
    "- We show how the euro-dollar rate changed during the 2007-2008's financial crisis. We can also show the data for 2016 and 2009 for comparison. We can use a line plot.\n",
    "- We show comparatively how the euro-dollar rate changed under the last three US presidents (George W. Bush (2001-2009), Barack Obama (2009-2017), and Donald Trump (2017-2021)). We can use a line plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Storytelling Data Visualization Examples\n",
    "\n",
    "### Financial Crisis Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "financial_crisis = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar['Time'].dt.year >= 2006\n",
    "                   ) & (euro_to_dollar['Time'].dt.year <= 2009)]\n",
    "financial_crisis_7_8 = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar.Time.dt.year >= 2007\n",
    "                   ) & (euro_to_dollar.Time.dt.year <= 2008)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Adding the FiveThirtyEight style\n",
    "import matplotlib.style as style\n",
    "style.use('fivethirtyeight')\n",
    "\n",
    "### Adding the plot\n",
    "fig,ax = plt.subplots(figsize=(8,3))\n",
    "ax.plot(financial_crisis['Time'],\n",
    "        financial_crisis['rolling_mean'],\n",
    "        linewidth=1, color='#A6D785')\n",
    "\n",
    "### Highlighting the 2007-2008 period\n",
    "ax.plot(financial_crisis_7_8['Time'],\n",
    "        financial_crisis_7_8['rolling_mean'],\n",
    "        linewidth=3, color='#e23d28')\n",
    "\n",
    "### Highlihting the peak of the crisis\n",
    "ax.axvspan(xmin=733112.0, xmax=733302.0, ymin=0.09,\n",
    "           alpha=0.3, color='grey')\n",
    "    \n",
    "### Adding separate tick labels\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "\n",
    "x = 732272.0\n",
    "for year in ['2006', '2007', '2008', '2009', '2010']:\n",
    "    ax.text(x, 1.13, year, alpha=0.5, fontsize=11)\n",
    "    x += 365\n",
    "\n",
    "y = 1.193   \n",
    "for rate in ['1.2', '1.3', '1.4', '1.5']:\n",
    "    ax.text(732172.0, y, rate, alpha=0.5, fontsize=11)\n",
    "    y += 0.1\n",
    "\n",
    "## Adding a title and a subtitle    \n",
    "ax.text(732172.0, 1.67, \"Euro-USD rate peaked at 1.59 during 2007-2008's financial crisis\",\n",
    "        weight='bold')\n",
    "ax.text(732172.0, 1.63, 'Euro-USD exchange rates between 2006 and 2010',\n",
    "        size=12)\n",
    "\n",
    "### Adding a signature\n",
    "ax.text(732172.0, 1.07, '©DATAQUEST' + ' '*94 + 'Source: European Central Bank',\n",
    "        color = '#f0f0f0', backgroundcolor = '#4d4d4d',\n",
    "        size=10)\n",
    "\n",
    "### Add some transparency to the grid\n",
    "ax.grid(alpha=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Three US Presidencies Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "bush_obama_trump = euro_to_dollar.copy(\n",
    "                   )[(euro_to_dollar['Time'].dt.year >= 2001) & (euro_to_dollar['Time'].dt.year < 2021)]\n",
    "bush = bush_obama_trump.copy(\n",
    "       )[bush_obama_trump['Time'].dt.year < 2009]\n",
    "obama = bush_obama_trump.copy(\n",
    "       )[(bush_obama_trump['Time'].dt.year >= 2009) & (bush_obama_trump['Time'].dt.year < 2017)]\n",
    "trump = bush_obama_trump.copy(\n",
    "       )[(bush_obama_trump['Time'].dt.year >= 2017) & (bush_obama_trump['Time'].dt.year < 2021)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, you'll notice we used matplotlib's functional approach to build the graphs. We use this approach because it offers more\n",
    "flexibility in arranging the subplots:\n",
    "\n",
    "- We first build three of the graphs on a 2-by-3 grid (this grid should have six subplots, but we only build three; the bottom row remains empty).\n",
    "- We then build only the _bottom_ graph of a 2-by-1 grid (this grid should have two subplots; the top row remains empty).\n",
    "- The two grids are merged, and we end up with three graphs on the top row and one graph on the bottom row. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Adding the FiveThirtyEight style\n",
    "style.use('fivethirtyeight')\n",
    "\n",
    "### Adding the subplots\n",
    "plt.figure(figsize=(12, 6))\n",
    "ax1 = plt.subplot(2,3,1)\n",
    "ax2 = plt.subplot(2,3,2)\n",
    "ax3 = plt.subplot(2,3,3)\n",
    "ax4 = plt.subplot(2,1,2)\n",
    "axes = [ax1, ax2, ax3, ax4]\n",
    "\n",
    "### Changes to all the subplots\n",
    "for ax in axes:\n",
    "    ax.set_ylim(0.8, 1.7)\n",
    "    ax.set_yticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.set_yticklabels(['1.0', '1.2','1.4', '1.6'],\n",
    "                   alpha=0.3)\n",
    "    ax.grid(alpha=0.5)    \n",
    "    \n",
    "\n",
    "### Ax1: Bush\n",
    "ax1.plot(bush['Time'], bush['rolling_mean'],\n",
    "        color='#BF5FFF')\n",
    "ax1.set_xticklabels(['', '2001', '', '2003', '', '2005', '',\n",
    "                     '2007', '', '2009'],\n",
    "                   alpha=0.3)\n",
    "ax1.text(731516.0, 1.92, 'BUSH', fontsize=18, weight='bold',\n",
    "        color='#BF5FFF')\n",
    "ax1.text(731216.0, 1.8, '(2001-2009)', weight='bold',\n",
    "        alpha=0.3)\n",
    "\n",
    "\n",
    "### Ax2: Obama\n",
    "ax2.plot(obama['Time'], obama['rolling_mean'],\n",
    "        color='#ffa500')\n",
    "ax2.set_xticklabels(['', '2009', '', '2011', '', '2013', '',\n",
    "                     '2015', '', '2017'],\n",
    "                   alpha=0.3)\n",
    "ax2.text(734288.0, 1.92, 'OBAMA', fontsize=18, weight='bold',\n",
    "        color='#ffa500')\n",
    "ax2.text(734138.0, 1.8, '(2009-2017)', weight='bold',\n",
    "         alpha=0.3)\n",
    "\n",
    "\n",
    "### Ax3: Trump\n",
    "ax3.plot(trump['Time'], trump['rolling_mean'],\n",
    "        color='#00B2EE')\n",
    "ax3.set_xticklabels(['2017', '', '2018', '', '2019', '',\n",
    "                     '2020', '', '2021'],\n",
    "                   alpha=0.3)\n",
    "ax3.text(736855.0, 1.92, 'TRUMP', fontsize=18, weight='bold',\n",
    "        color='#00B2EE')\n",
    "ax3.text(736745.0, 1.8, '(2017-2021)', weight='bold',\n",
    "         alpha=0.3)\n",
    "\n",
    "### Ax4: Bush-Obama-Trump\n",
    "ax4.plot(bush['Time'], bush['rolling_mean'],\n",
    "        color='#BF5FFF')\n",
    "ax4.plot(obama['Time'], obama['rolling_mean'],\n",
    "        color='#ffa500')\n",
    "ax4.plot(trump['Time'], trump['rolling_mean'],\n",
    "        color='#00B2EE')\n",
    "ax4.grid(alpha=0.5)\n",
    "ax4.set_xticks([])\n",
    "\n",
    "### Adding a title and a subtitle\n",
    "ax1.text(730016.0, 2.35, 'EURO-USD rate averaged 1.22 under the last three US presidents',\n",
    "         fontsize=20, weight='bold')\n",
    "ax1.text(730016.0, 2.14, '''EURO-USD exchange rates under George W. Bush (2001 - 2009), Barack Obama (2009-2017),\n",
    "and Donald Trump (2017-2021)''',\n",
    "        fontsize=16)\n",
    "\n",
    "### Adding a signature\n",
    "ax4.text(729916.0, 0.65, '©DATAQUEST' + ' '*103 + 'Source: European Central Bank',\n",
    "        color = '#f0f0f0', backgroundcolor = '#4d4d4d',\n",
    "        size=14)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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