{
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"# **The Euro on Forex**\n",
"## **Exploring Twenty Years of Volatility**\n",
"### Very Brief 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 created an adjustable rate exchange, but it was still determined by central banks and state actors (2). The US dollar was pegged to gold at the time, and during the 1970s the same liquidity problem (i.e. amount of gold vs currency in circulation) occurred. 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())"
]
},
{
"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_65397/1632861684.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",
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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",
"A line graph is a great way to look at change over time. The Euro to US dollar is the first trading pair to be examined. This will also continue building a good foundation for developing the project."
]
},
{
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"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=(20,6))\n",
"ax.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=3)\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], weight=\"bold\")\n",
"ax.set_yticklabels([0,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6], weight=\"bold\")\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*255 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*35 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*35,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=25, weight=\"bold\")\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",
"* 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 regional events makes the actual currency amount less relevant.\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."
]
},
{
"cell_type": "code",
"execution_count": 4,
"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=(20,13.5))\n",
"ax1.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
"ax1.set(title=\"Dataset with NaN Values Included\")\n",
"ax2.plot(us_dollar[\"date\"], us_dollar[\"rolling_mean_30\"], color=\"royalblue\", linewidth=5)\n",
"ax2.set(title=\"Dataset with 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\", linewidth=5)\n",
"ax3.set(title=\"Dataset with NaN Rows Removed\")\n",
"for ax in ax1, ax2, ax3:\n",
" ax.set_xticks([])\n",
" ax.set_xticklabels([])\n",
"for ax in ax1, ax2, ax3:\n",
" ax.set_yticks([])\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*255 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*35 + \"Euro to US Dollar Currency Exchange Rates\" + \" \"*35,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=25, weight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8373d967",
"metadata": {},
"source": [
"## **Euro to Dollar Conclusion**\n",
"The second graph shows vertical gold stripes for all dates with missing information. These correspond with the gaps in the original chart. The third graph, 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. This would look very different if the program managed days with missing data as 0. All further currency data frames will be handled the same.\n",
"\n",
"## **Euro & Traded Pairs**\n",
"### Euro to Highly Traded Currencies\n",
"The first set of 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 second set of 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": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# import colormap\n",
"from matplotlib.pyplot import cm\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\n",
"\n",
"# currencies for comparison\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",
"colors = iter([plt.cm.Set3(i) for i in range(20)])\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), high_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=5, c=next(colors))\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",
"ax2.yaxis.set_label_position(\"right\")\n",
"ax3.set(ylabel=\"UK pound\")\n",
"ax4.set(ylabel=\"Australian dollar\")\n",
"ax4.yaxis.set_label_position(\"right\")\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*305 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*60 + \"Euro to High Frequency Pairs\" + \" \"*60,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=25, weight=\"bold\")\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), sharex=True)\n",
"colors = iter([plt.cm.Set3(i) for i in range(4,8)])\n",
"for ax, currency in zip((ax1, ax2, ax3, ax4), low_freq):\n",
" ax.plot(currency[\"date\"], currency[\"rolling_mean_30\"], linewidth=5, c=next(colors))\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",
"ax4.yaxis.set_label_position(\"right\")\n",
"# it would be best if I could match the ylabel color to the line color\n",
"plt.subplots_adjust(wspace=0.01,hspace=0.01)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*305 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\" \"*60 + \"Euro to Low Frequency Pairs\" + \" \"*60,\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", fontsize=25, weight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "efe4c73d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = iter([plt.cm.tab20(i) for i in range(20)])\n",
"\n",
"N = 50\n",
"\n",
"x = np.random.rand(N)\n",
"y = np.random.rand(N)\n",
"\n",
"plt.scatter(x, y, c=[next(colors)])\n",
"\n",
"x = np.random.rand(N)\n",
"y = np.random.rand(N)\n",
"\n",
"plt.scatter(x, y, c=[next(colors)])\n",
"\n",
"x = np.random.rand(N)\n",
"y = np.random.rand(N)\n",
"\n",
"plt.scatter(x, y, c=[next(colors)])\n",
"\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",
"## **Alignments**\n",
"Can I add a widget so that a person could pull the x value interactively?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "188f4913",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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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",
"\n",
"# colors = iter([plt.cm.Set2(i) for i in range(4)])\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",
"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": 8,
"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": 9,
"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": 10,
"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",
"# ax.axvline(x=0.07, ymin=0.045, c=\"grey\", alpha=0.5) # might use this later\n",
"# ax.text(0.0865, 0.9, \" \"*46 + \"Annual Volatility of Four Minor Currencies\" + \" \"*46,\n",
"# weight=\"bold\", color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=25,\n",
"# transform=fig.transFigure)\n",
"ax.text(0.08, 0.0, \"© B McMinn\" + \" \"*304 + \"Source: Daria Chemkaeva\",\n",
" color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=12,\n",
" transform=fig.transFigure)\n",
"fig.suptitle(\"Annual Volatility of Euro to Four Minor Currencies\", color = \"#f0f0f0\", backgroundcolor = \"#4d4d4d\", size=25, weight=\"bold\")\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": "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\n",
"\n",
"## **Citations**\n",
"1. Eichengreen, Barry (2019). Globalizing Capital: A History of the International Monetary System (3rd ed.). Princeton University Press. pp. 7, 79. ISBN 978-0-691-19390-8. JSTOR j.ctvd58rxg.\n",
"2. https://en.wikipedia.org/wiki/Bretton_Woods_system\n",
"3. Lowenstein, Roger (August 5, 2011). \"The Nixon Shock\". www.bloomberg.com. Bloomberg. Retrieved March 25, 2019.\n",
"4. Bank for International Settlements. \"Foreign Exchange Turnover in April 2019.\" Accessed Oct. 3, 2020.\n",
"5. https://fxssi.com/the-most-traded-currency-pairs\n",
"6. https://www.kaggle.com/lsind18/euro-exchange-daily-rates-19992020 kaggle dataset"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6cacb66c",
"metadata": {
"scrolled": false
},
"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
}