{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "99b92926",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# import libraries and set display options\n",
"import pandas as pd\n",
"import pprint\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"%matplotlib inline\n",
"\n",
"# set frame width\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))\n",
"\n",
"# pretty print options\n",
"pd.options.display.float_format = '{:20,.4f}'.format\n",
"pd.set_option('display.max_rows', None)\n",
"pd.set_option('display.max_columns', None)\n",
"pd.set_option('display.width', 3000)\n",
"pd.set_option('display.colheader_justify', 'center')\n",
"pd.set_option('display.precision', 3)\n",
"\n",
"# open file\n",
"x_rates = pd.read_csv(\"euro-daily-hist_1999_2020.csv\")\n",
"\n",
"# strip brackets and trailing space from country names\n",
"# replace remaining space with underscore\n",
"# lower case all column names\n",
"x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\")\n",
"x_rates.columns = x_rates.columns.str.rstrip()\n",
"x_rates.columns = x_rates.columns.str.replace(\" \",\"_\")\n",
"x_rates.columns = x_rates.columns.str.lower()\n",
"\n",
"# rename columns\n",
"x_rates.rename(columns={\"period\\\\unit:\":\"date\",\n",
" \"chinese_yuan_renminbi\":\"chinese_yuan\",\n",
" \"uk_pound_sterling\":\"uk_pound\"}, inplace=True)\n",
"\n",
"# convert datetime\n",
"x_rates[\"date\"] = pd.to_datetime(x_rates[\"date\"])\n",
"\n",
"# resort and reindex\n",
"x_rates.sort_values(\"date\", inplace=True)\n",
"x_rates.reset_index(drop=True, inplace=True)\n",
"\n",
"# convert hyphens in currency columns to NaN\n",
"import numpy as np\n",
"x_rates = x_rates.replace(\"-\", np.nan)\n",
"\n",
"# convert exchange rate values to float\n",
"x_rates.iloc[:,1:] = x_rates.iloc[:,1:].astype(float)\n",
"\n",
"# create a list of data frame names\n",
"# not sure this is neccessary but trying df = df_list.index(currency) in the framer function doesn't seem to work\n",
"# create a list of data frames for each currency with log rate of the exchange rate, 30 day rolling mean, and year\n",
"col_names = []\n",
"df_dict = {}\n",
"for currency in x_rates.columns[1:]:\n",
" df_name = currency\n",
" col_names.append(df_name)\n",
" df = x_rates[[\"date\", currency]].copy()\n",
" df = df[df[currency].notna()]\n",
" df[\"log_rate\"] = np.log(df.iloc[:,1]/df.iloc[:,1].shift()) # getting the log of the exchange rate # double check this is the correct way to get log\n",
" df[\"rolling_mean_30\"] = df[currency].rolling(30).mean()\n",
" df[\"year\"] = df[\"date\"].dt.year\n",
" df_dict[currency] = df"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4632b2ad",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"print(plt.style.available)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "188f4913",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# list of countries for comparisson \n",
"c_list = [\"us_dollar\", \"japanese_yen\", \"uk_pound\", \"australian_dollar\",\n",
" \"israeli_shekel\", \"philippine_peso\", \"malaysian_ringgit\", \"romanian_leu\"]\n",
"\n",
"# image\n",
"x_values1 = df_dict[\"us_dollar\"][\"date\"]\n",
"y_values1 = df_dict[\"us_dollar\"][\"rolling_mean_30\"]\n",
"x_values2 = df_dict[\"japanese_yen\"][\"date\"]\n",
"y_values2 = df_dict[\"japanese_yen\"][\"rolling_mean_30\"]\n",
"x_values3 = df_dict[\"uk_pound\"][\"date\"]\n",
"y_values3 = df_dict[\"uk_pound\"][\"rolling_mean_30\"]\n",
"x_values4 = df_dict[\"australian_dollar\"][\"date\"]\n",
"y_values4 = df_dict[\"australian_dollar\"][\"rolling_mean_30\"]\n",
"plt.style.use(\"bmh\")\n",
"fig = plt.figure(figsize=(12,8))\n",
"ax = fig.add_subplot(111, label = \"1\")\n",
"ax2 = fig.add_subplot(111, label = \"2\", frame_on = False)\n",
"ax3 = fig.add_subplot(111, label = \"3\", frame_on = False)\n",
"ax4 = fig.add_subplot(111, label = \"4\", frame_on = False)\n",
"ax.plot(x_values1, y_values1, label=\"US Dollar\", color = \"blue\")\n",
"ax2.plot(x_values2, y_values2, label=\"Japanese Yen\", color = \"green\")\n",
"ax3.plot(x_values3, y_values3, label=\"UK Pound\", color = \"yellow\")\n",
"ax4.plot(x_values4, y_values4, label=\"Australian Dollar\", color = \"purple\")\n",
"for ax in ax, ax2, ax3, ax4:\n",
" ax.set_yticks([])\n",
" ax.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b24163f3",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# First create some toy data:\n",
"x = np.linspace(0, 2*np.pi, 400)\n",
"y = np.sin(x**2)\n",
"\n",
"# Create just a figure and only one subplot\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, y)\n",
"ax.set_title('Simple plot')\n",
"plt.show()\n",
"\n",
"# Create two subplots and unpack the output array immediately\n",
"f, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n",
"ax1.plot(x, y)\n",
"ax1.set_title('Sharing Y axis')\n",
"ax2.scatter(x, y)\n",
"\n",
"# Create four polar axes and access them through the returned array\n",
"fig, axs = plt.subplots(2, 2, subplot_kw=dict(projection=\"polar\"))\n",
"axs[0, 0].plot(x, y)\n",
"axs[1, 1].scatter(x, y)\n",
"\n",
"# Share a X axis with each column of subplots\n",
"plt.subplots(2, 2, sharex='col')\n",
"\n",
"# Share a Y axis with each row of subplots\n",
"plt.subplots(2, 2, sharey='row')\n",
"\n",
"# Share both X and Y axes with all subplots\n",
"plt.subplots(2, 2, sharex='all', sharey='all')\n",
"\n",
"# Note that this is the same as\n",
"plt.subplots(2, 2, sharex=True, sharey=True)\n",
"\n",
"# Create figure number 10 with a single subplot\n",
"# and clears it if it already exists.\n",
"fig, ax = plt.subplots(num=10, clear=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "77ea4919",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# # list of countries for comparisson \n",
"# c_list = [\"us_dollar\", \"japanese_yen\", \"uk_pound\", \"australian_dollar\",a\n",
"# \"israeli_shekel\", \"philippine_peso\", \"malaysian_ringgit\", \"romanian_leu\"]\n",
"\n",
"# # image\n",
"# x_values1 = df_dict[\"us_dollar\"][\"date\"]\n",
"# y_values1 = df_dict[\"us_dollar\"][\"rolling_mean_30\"]\n",
"# x_values2 = df_dict[\"japanese_yen\"][\"date\"]\n",
"# y_values2 = df_dict[\"japanese_yen\"][\"rolling_mean_30\"]\n",
"# x_values3 = df_dict[\"uk_pound\"][\"date\"]\n",
"# y_values3 = df_dict[\"uk_pound\"][\"rolling_mean_30\"]\n",
"# x_values4 = df_dict[\"australian_dollar\"][\"date\"]\n",
"# y_values4 = df_dict[\"australian_dollar\"][\"rolling_mean_30\"]\n",
"# plt.style.use('_classic_test_patch')\n",
"# fig = plt.figure(figsize=(12,8))\n",
"# ax = fig.add_subplot(111, label = \"1\")\n",
"# ax2 = fig.add_subplot(111, label = \"2\", frame_on = False)\n",
"# ax3 = fig.add_subplot(111, label = \"3\", frame_on = False)\n",
"# ax4 = fig.add_subplot(111, label = \"4\", frame_on = False)\n",
"# # for ax in ax, ax2, ax3, ax4:\n",
"# # ax.xaxis.set_major_locator(years) # format the x ticks\n",
"# # ax.xaxis.set_major_formatter(years_fmt)\n",
"# # fmt_three_years = mdates.MonthLocator(interval = 36) # Major ticks every 3 years\n",
"# # ax.xaxis.set_major_locator(fmt_three_years)\n",
"# # ax.set(yticks=[],\n",
"# # xlabel=\"Year\")\n",
"# ax.plot(x_values1, y_values1, color = \"blue\")\n",
"# ax.set_yticks([])\n",
"# # ax.set_xlabel(\"x label 1\", color = \"C0\")\n",
"# # ax.set_ylabel(\"y label 1\", color = \"C0\")\n",
"# # ax.tick_params(axis = 'x', colors = \"C0\")\n",
"# # ax.tick_params(axis = 'y', colors = \"C0\")\n",
"# ax2.plot(x_values2, y_values2, color = \"green\")\n",
"# ax2.set_yticks([])\n",
"# # ax2.xaxis.tick_top()\n",
"# # ax2.yaxis.tick_right()\n",
"# # ax2.set_xlabel('x label 2', color = \"C1\")\n",
"# # ax2.set_ylabel('y label 2', color = \"C1\")\n",
"# # ax2.xaxis.set_label_position('top')\n",
"# # ax2.yaxis.set_label_position('right')\n",
"# # ax2.tick_params(axis = 'x', colors = \"C1\")\n",
"# # ax2.tick_params(axis = 'y', colors = \"C1\")\n",
"# ax3.plot(x_values3, y_values3, color = \"yellow\")\n",
"# ax3.set_yticks([])\n",
"# ax4.plot(x_values4, y_values4, color = \"purple\")\n",
"# ax4.set_yticks([])\n",
"\n",
"# plt.show()"
]
}
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