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"# **The Euro on Forex**\n",
"## **Exploring Twenty Years of Volatility**\n",
"### History\n",
"The currency exchange market has been around since coins were first used. At the end of the 1800s the development of the gold standard fixed currency values to a certain amount of gold, allowing for an internationally stable monetary system (1). Eventually the amount of gold was not enough to keep up with the demand for currency. After World War II the Bretton Woods Accord set the US Dollar as the global fixed currency. This was an adjustable rate, but still determined by central banks and state actors (2). The US dollar was pegged to gold at the time, but during the 1970s the same problem (i.e. amount of gold vs currency in circulation) occurred with the dollar. In August of 1971 President Richard Nixon unilaterally canceled direct international convertibility of the US dollar to gold, inadvertently beginning a regime of free-floating currencies (3).\n",
"\n",
"### Today\n",
"The modern foreign exchange market (Forex, FX, or currency market) is a direct broker to dealer global marketplace that determines the market value and exchange rate of currencies all over the world. It is open 24 hours a day, 5 days a week. Currencies are always traded in pairs, and the value expressed is of one currency relative to another. For example, at the end of the day on 11/19/21 the Euro to US dollar rate was 1.13, or $1.13 equals €1. All of the twenty most traded currencies are free-floating, their value is determined by political conditions, economic factors and market psychology.\n",
"\n",
"Forex is by far the largest financial market in the world, in 2019 having a daily volume of over $6.6 trillion (4). The Euro to US dollar (EURUSD) is the most traded currency pair, taking about 30% of the multi-billion dollar Forex turnover (5).\n",
"\n",
"### Methodology\n",
"This study examines the volatility of the value of the Euro to eight other currencies. It uses the 2019 Triennial Central Bank Survey by the Bank for International Settlements to determine four currencies that represent large portions of the market and four currencies that represent small portions of the market. The highly traded currencies are the US dollar, Japanese yen, UK pound, and Australian dollar. The Israeli shekel, Phillipine peso, Malaysian ringgit, and Romanian leu comprise the group of least traded currencies.\n",
"\n",
"The data set used is based on daily closing values provided by the European Central Bank and compiled by Daria Chemkaeva. It is updated weekly, the version used for this study was downloaded from Kaggle in November 2021.\n",
"\n",
"### Summary\n",
"Text with conclusion.\n",
" \n",
"\n",
"## **Initial Look**\n",
"The first steps are to import the basic libraries, open the file, and take an initial look at the dataset.\n",
"\n"
]
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"# import libraries and set display options\n",
"import pandas as pd\n",
"import pprint\n",
"\n",
"# set frame width and center output\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"\"\n",
"\n",
"\"\"\"))\n",
"# display(HTML(\"\"\"\n",
"# \n",
"# \"\"\"))\n",
"\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",
"# head, tail, and basic info\n",
"# display(x_rates.head())\n",
"# display(x_rates.tail())\n",
"# display(x_rates.info())"
]
},
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"cell_type": "markdown",
"id": "7b25b0c0",
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"source": [
"## **Initial Look Continued**\n",
"The dataset covers the time period from January 1999 to January 2021. It has 5699 rows and 41 columns. Some of these columns have less than half the number of entries as other columns. In the original data set, cells with missing entries have a hyphen (-). This causes problems with a lot of the functions that will be used. For the time being the hyphens will be converted to the value ```NaN```, which preserves the row of information.\n",
"## **Data Cleaning**\n",
"The first steps will be:\n",
"* Clean and modify column names\n",
"* Convert to `datetime` data type\n",
"* Sort the values with oldest first and reset the index\n",
"* Clean currency columns\n",
"* Convert exchange rates to floats"
]
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"/var/folders/bz/5cj1tzbj5xn319rpqrw6gpmh0000gn/T/ipykernel_20373/1632861684.py:4: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
" x_rates.columns = x_rates.columns.str.replace(\"[\",\"\").str.replace(\"]\",\"\")\n"
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" date australian_dollar bulgarian_lev brazilian_real canadian_dollar swiss_franc chinese_yuan cypriot_pound czech_koruna danish_krone estonian_kroon uk_pound greek_drachma hong_kong_dollar croatian_kuna hungarian_forint indonesian_rupiah israeli_shekel indian_rupee iceland_krona japanese_yen korean_won lithuanian_litas latvian_lats maltese_lira mexican_peso malaysian_ringgit norwegian_krone new_zealand_dollar philippine_peso polish_zloty romanian_leu russian_rouble swedish_krona singapore_dollar slovenian_tolar slovak_koruna thai_baht turkish_lira us_dollar south_african_rand \n",
"0 1999-01-04 1.9100 NaN NaN 1.8004 1.6168 NaN 0.5823 35.1070 7.4501 15.6466 0.7111 327.1500 9.1332 NaN 251.4800 9,433.6100 NaN NaN 81.4800 133.7300 1,398.5900 4.7170 0.6668 0.4432 11.6446 4.4798 8.8550 2.2229 45.5100 4.0712 1.3111 25.2875 9.4696 1.9554 189.0450 42.9910 42.6799 0.3723 1.1789 6.9358\n",
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"2 1999-01-06 1.8820 NaN NaN 1.7711 1.6116 NaN 0.5820 34.8500 7.4452 15.6466 0.7076 324.7200 9.1010 NaN 250.6700 9,337.6800 NaN NaN 81.5400 131.4200 1,359.5400 4.6994 0.6649 0.4420 11.4705 4.4637 8.7335 2.1890 44.8720 4.0065 1.3168 27.4315 9.3050 1.9699 188.7000 42.7780 42.6949 0.3722 1.1743 6.7307\n",
"3 1999-01-07 1.8474 NaN NaN 1.7602 1.6165 NaN 0.5819 34.8860 7.4431 15.6466 0.7058 324.4000 9.0131 NaN 250.0900 9,218.7700 NaN NaN 81.0600 129.4300 1,337.1600 4.6548 0.6627 0.4413 11.5511 4.4203 8.6295 2.1531 44.4360 4.0165 1.3092 26.9876 9.1800 1.9436 188.8000 42.7650 42.1678 0.3701 1.1632 6.8283\n",
"4 1999-01-08 1.8406 NaN NaN 1.7643 1.6138 NaN 0.5819 34.9380 7.4433 15.6466 0.7094 324.0000 9.0302 NaN 250.1500 9,321.6300 NaN NaN 80.9900 130.0900 1,366.7300 4.6643 0.6654 0.4419 11.4414 4.4295 8.5900 2.1557 44.2950 4.0363 1.3143 27.2075 9.1650 1.9537 188.8400 42.5600 42.5590 0.3718 1.1659 6.7855"
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"source": [
"# 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",
"display(x_rates.head())"
]
},
{
"cell_type": "markdown",
"id": "b2bd0e36",
"metadata": {},
"source": [
"## **Euro to Dollar**\n",
"The change over time in Euro exchange rate can be visualized in a line graph. It and the US dollar are the first currency pair to be examined."
]
},
{
"cell_type": "code",
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create a us dollar to euro dataframe and add 30 day rolling mean column\n",
"us_dollar = x_rates[[\"date\",\"us_dollar\"]].copy()\n",
"us_dollar[\"rolling_mean_30\"] = us_dollar[\"us_dollar\"].rolling(30).mean()\n",
"\n",
"# line graph for dollar to euro exchange rate\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"%matplotlib inline\n",
"plt.style.use('ggplot') # set style for graphs\n",
"fig, ax = plt.subplots(figsize=(15,4.5))\n",
"ax.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\")\n",
"ax.set(xlabel=\"Year\",\n",
" title=\"US Dollar to Euro Exhcange Rates\")\n",
"ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
"ax.set_xticklabels([2000,2005,2010,2015,2020])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7f6a9088",
"metadata": {},
"source": [
"## **Euro to Dollar Continued**\n",
"* The line graph shows that the exchange rate between the Euro and US dollar is pretty variable.\n",
"* There are also a lot of gaps in the graph. These represent points in the data frame where information for a particular day is missing. This is the most accurate representation of the data, but it's not very easy to look at. A quick visual check can illustrate this overlap and then compare the original data frame with one where the missing dates are removed.\n",
"* Lastly, this is the only graph showing a value for the currency being traded against the Euro. It shows that at it's highest value €1 traded for about \\\\$1.60. At one point the Euro trades for less than \\\\$1. However for this study, comparing across currencies and looking at particular events makes the actual currency amount less relevant."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1153ca91",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create nan group and get dates\n",
"nan_dollar_group = us_dollar[us_dollar[\"us_dollar\"].isnull()]\n",
"nan_days = nan_dollar_group[\"date\"]\n",
"\n",
"# create a dollar to euro dataframe with NaN dates removed\n",
"US_dollar_nonull = x_rates[x_rates[\"us_dollar\"].notna()].copy()\n",
"US_dollar_nonull[\"rolling_mean_30\"] = US_dollar_nonull[\"us_dollar\"].rolling(30).mean()\n",
"\n",
"# line graph showing dollar to euro showing NaN values with and without highlight\n",
"fig, (ax1, ax2, ax3) = plt.subplots(nrows=3, ncols=1, figsize=(15,13.5))\n",
"ax1.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\")\n",
"ax1.set(title=\"dataset w/ NaN values\")\n",
"ax2.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\")\n",
"ax2.set(title=\"dataset w/ corresponding dates in gold\")\n",
"for xc in nan_days:\n",
" ax2.axvline(x=xc, color=\"gold\")\n",
"ax3.plot(US_dollar_nonull[\"date\"], US_dollar_nonull[\"rolling_mean_30\"], color=\"salmon\")\n",
"ax3.set(title=\"NaN rows removed\")\n",
"for ax in ax1, ax2:\n",
" ax.set_xticks([])\n",
" ax.set_xticklabels([])\n",
"ax3.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
"ax3.set_xticklabels([2000,2005,2010,2015,2020])\n",
"for ax in ax1, ax2, ax3:\n",
" ax.set_yticks([])\n",
"fig.suptitle(\"US dollar to Euro exchange rates\", fontsize=20)\n",
"fig.tight_layout(pad=3.0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8373d967",
"metadata": {},
"source": [
"## **Euro to Dollar Conclusion**\n",
"The third graph shows vertical blue stripes for all dates with missing information. These correspond perfectly with the gaps in the original chart. The final chart, with these rows removed, appears to be good match and is easier to look at. This also demonstrates how the rolling mean handles NaN values within a data frame. In either case the shape of the line is identical where the information exists, therefor both are similarly accurate representations of the available data. All further currency data frames will be handled the same.\n",
"\n",
"## **Euro & Traded Pairs**\n",
"### Euro to Highly Traded Currencies\n",
"The line graphs represent the exchange rates for the Euro to the US dollar, Japanese yen, UK pound, and Australian dollar. These four currencies, in addition to the Euro, are the top five currencies in the Forex market. All five together comprise over 75% of daily trades (4).\n",
"### Euro to Least Traded Currencies\n",
"The line graphs represent the exchange rates for the Euro to the Israeli shekel, Philippine peso, Malaysian ringgit, and Romanian leu. These four currencies have low trade volumes, they comprise less than 0.4% of daily trades (4)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "27c42da0",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 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\n",
"\n",
"# 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",
"high_freq = [df_dict[\"us_dollar\"], df_dict[\"japanese_yen\"], df_dict[\"uk_pound\"], df_dict[\"australian_dollar\"]]\n",
"low_freq = [df_dict[\"israeli_shekel\"], df_dict[\"philippine_peso\"], df_dict[\"malaysian_ringgit\"], df_dict[\"romanian_leu\"]]\n",
"\n",
"# line graph showing Euro to each high frequency trading pairs\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(24,8))\n",
"\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), high_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"])\n",
"for ax in ax1, ax2, ax3, ax4:\n",
" ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
" ax.set_xticklabels([2000,2005,2010,2015,2020])\n",
" ax.set(yticks=[],\n",
" xlabel=\"Year\")\n",
"# ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
"ax1.set(ylabel=\"US dollar\")\n",
"ax2.set(ylabel=\"Japanese yen\")\n",
"ax3.set(ylabel=\"UK pound\")\n",
"ax4.set(ylabel=\"Australian dollar\")\n",
"fig.suptitle(\"Euro to High Frequency Pairs\", fontsize=20)\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"plt.show()\n",
"\n",
"# line graph showing Euro to each low frequency trading pairs\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize=(24,8))\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"])\n",
"for ax in ax1, ax2, ax3, ax4:\n",
" ax.set_xticks([\"2000-01-04 00:00:00\", \"2005-01-04 00:00:00\", \"2010-01-04 00:00:00\",\n",
" \"2015-01-04 00:00:00\", \"2020-01-04 00:00:00\"])\n",
" ax.set_xticklabels([2000,2005,2010,2015,2020])\n",
" ax.set(yticks=[],\n",
" xlabel=\"Year\")\n",
"# ax.set_ylabel(str(currency)) # why not, i can get it to change to a string \"currency\", but not a variable\n",
"ax1.set(ylabel=\"Israeli shekel\")\n",
"ax2.set(ylabel=\"Philippine peso\")\n",
"ax2.yaxis.set_label_position(\"right\")\n",
"ax3.set(ylabel=\"Malaysian ringgit\")\n",
"ax4.set(ylabel=\"Romanian leu\")\n",
"fig.suptitle(\"Euro to Low Frequency Pairs\", fontsize=20)\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "df8ba05c",
"metadata": {},
"source": [
"## **Euro & Traded Pairs Conclusion**\n",
"\n",
"### High Frequency Pairs\n",
"* The US dollar, Japanese yen, and UK pound all show a tight ratio with the Euro in the early 2000s.\n",
"* Both the Japanese yen and Australian dollar have a period in late 2011 where the exchange ratio gets tight and then rebounds. Is it really at the same time? Are there any other countries with the same pattern and what could the cause have been?\n",
"### Low Frequency Pairs\n",
"* The Israeli shekel appears to have increased in value and the Romanian leu is definitely loosing value.\n",
"* The shekel and leu appear to be fairly stable, or have low volatility.\n",
"* The Israeli shekel and Malaysian ringgit also show the tight ratio of the early 2000s. This is seen to a lesser extent in the Phillipine peso.\n",
"\n",
"## **The Early Struggle and Other Alignments**\n",
"An overlay of all currencies focused on the first decade of the Euro shows it's initial struggle and eventual success."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "188f4913",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"high_freq = [df_dict[\"us_dollar\"], df_dict[\"japanese_yen\"], df_dict[\"uk_pound\"], df_dict[\"australian_dollar\"]]\n",
"# for frame in high_freq\n",
"\n",
"\n",
"x_values1 = df_dict[\"us_dollar\"][\"date\"]\n",
"y_values1 = df_dict[\"us_dollar\"][\"rolling_mean_30\"]\n",
"\n",
"x_values2 = df_dict[\"japanese_yen\"][\"date\"]\n",
"y_values2 = df_dict[\"japanese_yen\"][\"rolling_mean_30\"]\n",
"\n",
"x_values3 = df_dict[\"uk_pound\"][\"date\"]\n",
"y_values3 = df_dict[\"uk_pound\"][\"rolling_mean_30\"]\n",
"\n",
"x_values4 = df_dict[\"australian_dollar\"][\"date\"]\n",
"y_values4 = df_dict[\"australian_dollar\"][\"rolling_mean_30\"]\n",
"\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",
"\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()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2efad244",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_values1 = df_dict[\"israeli_shekel\"][\"date\"]\n",
"y_values1 = df_dict[\"israeli_shekel\"][\"rolling_mean_30\"]\n",
"\n",
"x_values2 = df_dict[\"philippine_peso\"][\"date\"]\n",
"y_values2 = df_dict[\"philippine_peso\"][\"rolling_mean_30\"]\n",
"\n",
"x_values3 = df_dict[\"malaysian_ringgit\"][\"date\"]\n",
"y_values3 = df_dict[\"malaysian_ringgit\"][\"rolling_mean_30\"]\n",
"\n",
"x_values4 = df_dict[\"romanian_leu\"][\"date\"]\n",
"y_values4 = df_dict[\"romanian_leu\"][\"rolling_mean_30\"]\n",
"\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()"
]
},
{
"cell_type": "markdown",
"id": "2e9ad288",
"metadata": {},
"source": [
"## **The Early Struggle and Other Alignments Conclusion**\n",
"### Stuff\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Volatility**\n",
"Stuff"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f9c862e9",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# function to create df with year and annual volatility for every row\n",
"volatility_df_list = []\n",
"def volatizer(currency):\n",
" annual_df_list = [currency[currency['year'] == y] for y in currency['year'].unique()] # list of annual dfs\n",
" c_name = currency.columns[1]\n",
" row_dict = {} # dictionary with year:annual_volatility as key:value \n",
" for frame in annual_df_list:\n",
" year_name = frame.iat[0,4] # first cell of the \"year\" column, becomes the \"year\" key for row_dict\n",
" annual_volatility = frame[\"log_rate\"].std()*253**.5 # volatility measured by standard deviation * 253 trading days per year raised to the 0.5 power\n",
" row_dict[year_name] = annual_volatility # dictionary with year:annual_volatility as key:value \n",
" df = pd.DataFrame.from_dict(row_dict, orient=\"index\", columns=[c_name]) # new df from dictionary indexing on year\n",
" volatility_df_list.append(df)\n",
"\n",
"# apply volatizer to each currency df\n",
"for key in df_dict:\n",
" df_dict[key] = volatizer(df_dict[key])\n",
" \n",
"# create an annual volatility data frame with all 40 currencies\n",
"annual_volatility = pd.concat(volatility_df_list, axis=1)\n",
"annual_volatility[\"year\"] = annual_volatility.index\n",
"# move year to position 0 and set index as int"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "12a692a9",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# bar charts comparing volatility for four low frequency pairs\n",
"low_freq = [annual_volatility[\"israeli_shekel\"], annual_volatility[\"philippine_peso\"], annual_volatility[\"malaysian_ringgit\"], annual_volatility[\"romanian_leu\"]]\n",
"years = annual_volatility.iloc[:,40]\n",
"fig, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=1, ncols=4, figsize=(24,8), sharey=True)\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
" ax.barh(years, currency, height=0.65, color='green', alpha=0.7)\n",
" ax.set_xlim(0,0.21)\n",
" ax.set_xticks([0.05, 0.1, 0.15, 0.2])\n",
" ax.tick_params(axis='x', labelrotation=45)\n",
" ax.set_yticks([])\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"# plt.text(1.0, 1.0, 'axes corner', ha='right', va='top', transform=ax.transAxes) # position text relative to Axes\n",
"# plt.text(0.08, 0.7, 'figure corner',ha='left', va='top', transform=fig.transFigure) # position text relative to Figure\n",
"ax.text(0.08, 0.0, '©Salish Data Solutions' + ' '*204 + 'Source: B. McMinn',\n",
" color = '#f0f0f0', backgroundcolor = '#4d4d4d',\n",
" size=12, transform=fig.transFigure)\n",
"ax.text(0.08, 0.9, \"Annual Volatility of Four Minor Currencies\", weight=\"bold\", fontsize=20, transform=fig.transFigure)\n",
"# ax.text(-0.7, 12.7, \"Correlation values between wine quality and wine properties (alcohol, pH, etc.)\")\n",
"plt.show()\n",
"# every other bar change alpha\n",
"# set unique colors for each\n",
"# see if i can add y labels without the black ticks, maybe 4 horizontal lines that start and stop\n",
"# labels in UR of each graph\n",
"# title"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "eadf6967",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# US dollar annual volatility bar chart\n",
"currency = annual_volatility[\"us_dollar\"]\n",
"years = annual_volatility.iloc[:,40]\n",
"fig, ax = plt.subplots(figsize=(4, 8))\n",
"ax.barh(years, currency, height=0.45, color='green', alpha=0.7)\n",
"# for location in ['left', 'right', 'top', 'bottom']:\n",
"# ax.spines[location].set_visible(False)\n",
"# ax.set_xticks([0, 150000, 300000])\n",
"# ax.set_xticklabels([\"0\", \"150,000\", \"300,000\"])\n",
"# ax.xaxis.tick_top()\n",
"# ax.set_yticklabels([])\n",
"# country_names = top20_deathtoll[\"Country_Other\"]\n",
"# for i, country in zip(range(20), country_names):\n",
"# ax.text(x=-80000, y=i-0.15, s=country)\n",
"ax.tick_params(bottom=False, left=False)\n",
"# ax.tick_params(axis='x', colors='grey')\n",
"# ax.text(x=-80000, y=23.5,\n",
"# s='The Death Toll Worldwide Is 1.5M+',\n",
"# weight='bold', size=17)\n",
"# ax.text(x=-80000, y=22.5,\n",
"# s='Top 20 countries by death toll (December 2020)',\n",
"# size=12)\n",
"ax.axvline(x=0.07, ymin=0.045, c=\"grey\", alpha=0.5) # might use this later\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "322a66c9",
"metadata": {},
"source": [
"## **Volatility Conclusion**\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Volatility Map**\n",
"* Stuff"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ef0e4c27",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# build and animate the map"
]
},
{
"cell_type": "markdown",
"id": "a751c6bf",
"metadata": {},
"source": [
"## **Volatility Map Conclusion**\n",
"* Stuff\n",
"* Stuff\n",
"\n",
"## **Further Research**\n",
"Stuff\n",
"\n",
"## **Conclusion**\n",
"Stuff"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6cacb66c",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# # need this to correctly get year ticks in DQ server\n",
"# years = mdates.YearLocator() # every year\n",
"# years_fmt = mdates.DateFormatter('%Y')\n",
"# for ax in ax1, 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\")"
]
}
],
"metadata": {
"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",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}