{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "##
EURO-USD Exchange Rates During George Bush, Barack Obama, and Donald Trump" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This notebook develops a data visualization of Euro-USD exchange rates. I explore a dataset that describes daily exchange rates for the euro between 1999 and 2021. The dataset was prepared by Daria Chemkaeva using European Central Bank as a source and posted at [Kaggle.com](https://www.kaggle.com/datasets/lsind18/euro-exchange-daily-rates-19992020). I focus on Euro-USD exchange rates during the presidency of three US presidents.\n", "\n", "The dataset is available under the file name `data.csv` (https://github.com/magorshunov/euro_usd_exchange_visualization/blob/main/data.csv)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Period\\Unit:[Argentine peso ][Australian dollar ][Bulgarian lev ][Brazilian real ][Canadian dollar ][Swiss franc ][Chinese yuan renminbi ][Cypriot pound ][Czech koruna ]...[Russian rouble ][Swedish krona ][Singapore dollar ][Slovenian tolar ][Slovak koruna ][Thai baht ][Turkish lira ][New Taiwan dollar ][US dollar ][South African rand ]
57471999-07-05NaN1.5370NaNNaN1.49851.6055NaN0.5773736.188...25.02738.70151.7370196.482545.16937.76350.4353NaN1.02326.1583
57921999-05-03NaN1.5987NaNNaN1.54151.6111NaN0.5786737.507...26.20168.91851.8015193.505044.89639.17010.4153NaN1.05896.4308
16052015-06-1510.141901.44661.95583.51341.38451.05126.9653NaN27.279...61.50609.17801.5107NaNNaN37.81803.073834.7041.121813.9372
43212004-12-213.970001.74761.95593.60501.64241.540311.08620.5788030.493...37.29828.96952.1983239.790038.56552.26601.862043.3061.33947.5914
41082005-10-143.560001.59821.95622.71531.42091.55069.70670.5731029.674...34.33809.43692.0298239.510038.92549.07801.649940.1361.19997.9202
\n", "

5 rows × 45 columns

\n", "
" ], "text/plain": [ " Period\\Unit: [Argentine peso ] [Australian dollar ] [Bulgarian lev ] \n", "5747 1999-07-05 NaN 1.5370 NaN \\\n", "5792 1999-05-03 NaN 1.5987 NaN \n", "1605 2015-06-15 10.14190 1.4466 1.9558 \n", "4321 2004-12-21 3.97000 1.7476 1.9559 \n", "4108 2005-10-14 3.56000 1.5982 1.9562 \n", "\n", " [Brazilian real ] [Canadian dollar ] [Swiss franc ] \n", "5747 NaN 1.4985 1.6055 \\\n", "5792 NaN 1.5415 1.6111 \n", "1605 3.5134 1.3845 1.0512 \n", "4321 3.6050 1.6424 1.5403 \n", "4108 2.7153 1.4209 1.5506 \n", "\n", " [Chinese yuan renminbi ] [Cypriot pound ] [Czech koruna ] ... \n", "5747 NaN 0.57737 36.188 ... \\\n", "5792 NaN 0.57867 37.507 ... \n", "1605 6.9653 NaN 27.279 ... \n", "4321 11.0862 0.57880 30.493 ... \n", "4108 9.7067 0.57310 29.674 ... \n", "\n", " [Russian rouble ] [Swedish krona ] [Singapore dollar ] \n", "5747 25.0273 8.7015 1.7370 \\\n", "5792 26.2016 8.9185 1.8015 \n", "1605 61.5060 9.1780 1.5107 \n", "4321 37.2982 8.9695 2.1983 \n", "4108 34.3380 9.4369 2.0298 \n", "\n", " [Slovenian tolar ] [Slovak koruna ] [Thai baht ] [Turkish lira ] \n", "5747 196.4825 45.169 37.7635 0.4353 \\\n", "5792 193.5050 44.896 39.1701 0.4153 \n", "1605 NaN NaN 37.8180 3.0738 \n", "4321 239.7900 38.565 52.2660 1.8620 \n", "4108 239.5100 38.925 49.0780 1.6499 \n", "\n", " [New Taiwan dollar ] [US dollar ] [South African rand ] \n", "5747 NaN 1.0232 6.1583 \n", "5792 NaN 1.0589 6.4308 \n", "1605 34.704 1.1218 13.9372 \n", "4321 43.306 1.3394 7.5914 \n", "4108 40.136 1.1999 7.9202 \n", "\n", "[5 rows x 45 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import warnings\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import matplotlib.style as style\n", "warnings.filterwarnings('ignore')\n", "exchange_rates = pd.read_csv('data.csv')\n", "exchange_rates.sample(5)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#Data clearning\n", "exchange_rates.rename(columns={'[US dollar ]': 'USD', 'Period\\\\Unit:': 'Time'}, inplace=True) #Rename column names for easing typing\n", "exchange_rates['Time'] = pd.to_datetime(exchange_rates['Time']) # changing Time column to datetime type\n", "exchange_rates.sort_values('Time', inplace=True) \n", "exchange_rates.reset_index(drop=True, inplace=True) # reseting the index\n", "\n", "dollar = exchange_rates[['USD', 'Time']].copy() #isolating Time & USD columns\n", "dollar = dollar.loc[dollar['USD'] != '-'] #dropping all rows with '-'\n", "dollar['USD'] = dollar['USD'].astype('float')\n", "dollar['rolling_mean'] = dollar['USD'].rolling(30).mean()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Slicing dataset by period of presedency\n", "bush = dollar.copy()[(dollar['Time'].dt.year >= 2001) & (dollar['Time'].dt.year < 2009)]\n", "obama = dollar.copy()[(dollar['Time'].dt.year >= 2009) & (dollar['Time'].dt.year < 2017)]\n", "trump = dollar.copy()[(dollar['Time'].dt.year >= 2017)& (dollar['Time'].dt.year < 2021)]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Adding plots\n", "style.use('fivethirtyeight')\n", "\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", "for ax in axes:\n", " ax.set_ylim(bottom=0.8, top=1.7) #setting y-limits\n", " ax.set_yticks([1.0, 1.2, 1.4, 1.6])\n", " \n", "# Bush\n", "ax1.plot(bush['Time'], bush['rolling_mean'], color='green')\n", "ax1.set_xticklabels(['', '2001','', '2003','', '2005','', '2007','', '2009'])\n", "ax1.text(12500, 1.9, 'Bush', fontsize=18, weight='bold', color='green')\n", "ax1.text(12150, 1.8, '(2001-2009)', weight='bold', color='gray')\n", " \n", "# Obama\n", "ax2.plot(obama['Time'], obama['rolling_mean'], color='red')\n", "ax2.set_xticklabels(['', '2009','', '2011','', '2013','', '2015','', '2017'])\n", "ax1.text(16200, 1.9, 'Obama', fontsize=18, weight='bold', color='red')\n", "ax1.text(16000, 1.8, '(2009-2017)', weight='bold', color='gray')\n", "\n", "# Trump\n", "ax3.plot(trump['Time'], trump['rolling_mean'], color='blue')\n", "ax3.set_xticklabels(['2017','', '2018','', '2019','', '2020','','2021'])\n", "ax1.text(20000, 1.9, 'Trump', fontsize=18, weight='bold', color='blue')\n", "ax1.text(19800, 1.8, '(2017-2021)', weight='bold', color='gray')\n", "\n", "# Bush-Obama-Trump\n", "ax4.plot(bush['Time'], bush['rolling_mean'], color='green')\n", "ax4.plot(obama['Time'], obama['rolling_mean'], color='red')\n", "ax4.plot(trump['Time'], trump['rolling_mean'], color='blue')\n", "ax4.set_xticks([])\n", "\n", "#Title\n", "ax1.text(10500, 2.2, 'EURO-USD exhange rates during George Bush (2001-2009), Barack Obama (2009-2017), and Donald Trump (2017-2021) ', fontsize=13)\n", "ax1.text(10500, 2.35, 'EURO-USD rate averaged 1.22 under the last three US presidents',fontsize=18, weight='bold')\n", "\n", "#Adding signature\n", "ax4.text(10500, 0.7, 'Mikhail Gorshunov' + ' '*115 + 'Source: European Central Bank', color='white', backgroundcolor='black', size=13)\n", "\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.2" }, "vscode": { "interpreter": { "hash": "2f2c054dce7f3ebd1e76d58cbab2bcb69b44b6a1fb131f28c8fa296b61f3b710" } } }, "nbformat": 4, "nbformat_minor": 4 }