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.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import plotting_functions\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Analysis of Real Commodities Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Currency Basket"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We choose the returns of three currencies which are heavily linked to the performance of commodities marketsin order to create a market benchmark against which to compare the performance of each commodity. To this end, we consider the average of the returns of the Canadian Dollar (CAD), Australian Dollar (AUD), and the Mexican Peso when paired with the US Dollar (USD). The resulting augmented \"commodities currency basket\" series is analysed in this section."
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [],
"source": [
"# Create list of currency names\n",
"currency_list = ['CME Australian Dollar AUD',\n",
" 'CME Mexican Peso',\n",
" 'CME Canadian Dollar CAD']\n",
"\n",
"# Initialise empty dataframes with full indexing\n",
"currency_dict = {currency: pd.DataFrame([], index = pd.bdate_range(start = '1/1/1980', end = '7/31/2020')) for currency in currency_list}\n",
"\n",
"# Loop through each currency and load the data into the waiting dataframne\n",
"for currency in currency_list:\n",
" \n",
" current_df = pd.read_csv('Data/Continuous Futures Series/{}.csv'.format(currency), index_col = 0, skiprows = 0, skipfooter = 1, header = 1, engine = 'python')\n",
" current_df.index = pd.to_datetime(current_df.index)\n",
" \n",
" currency_dict[currency] = currency_dict[currency].join(current_df)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"from plotting_functions import series_plot"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create empty dataframe of currency close prices to be filled in\n",
"currency_close_df = pd.DataFrame([], index = currency_dict['CME Canadian Dollar CAD'].index)\n",
"\n",
"# Loop through each currency dataframe and pull its close price data\n",
"for currency in currency_list:\n",
" \n",
" currency_close_df[currency] = currency_dict[currency]['Close']\n",
" \n",
"series_plot(currency_close_df,'Close Prices of Each Currency Against US Dollar')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While the North American currencies have data available back to 1980, the AUD series begins at 1995. This will not be an issue, as 24 years of available daily data will be more than suitable for our purposes, and we will see that our useable data range will be limited by similar constraints on the commodities returns data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simple Average of Currencies"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"currency_close_df_copy = currency_close_df.copy()\n",
"currency_close_df_copy['Avg'] = currency_close_df.copy().mean(axis=1)\n",
"\n",
"series_plot(currency_close_df_copy,'Close Prices of Each Currency Against US Dollar',legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sharp spikes in the plotted data are a result of gaps in either the North American or Australian currencies. A sharp spike up is a result of missing data in the AUD, while a sharp spike down is caused by missing data in CAD and the Peso series. This is confirmed by the following plot, which is the same as the plot above but with missing data filled backwards."
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"currency_close_df['Avg'] = currency_close_df.fillna(method='ffill').mean(axis=1)\n",
"\n",
"series_plot(currency_close_df,'Backfilled Close Prices of Each Currency Against US Dollar', legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distribution of Currencies Returns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Many results necessitate the assumption that returns data is approximately normally distributed. Here, we aim to validate that claim for our data. First, we constuct a series for each of our currencies which is mean-zero and standardised by \n",
"rolling estimate of its standard deviation. Empircally, we can show that a rolling period longer than this overeastimates the variance of the returns, and a shorter window underestimates it. This may be because the window size begins to take into account data from a distribution too different from the observation on the current day, a theme we will revisit often during this project. This also suggests that the data is not stationary, as the observations do not have constant variance."
]
},
{
"cell_type": "code",
"execution_count": 279,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"std_plot = pd.DataFrame([], index=currency_close_df.index)\n",
"for window_size in [5,10,15,20]:\n",
" std_plot[window_size] = currency_close_df['Avg'].diff().rolling(window_size,min_periods=1).std()\n",
"series_plot(std_plot,'STD',legend=True)"
]
},
{
"cell_type": "code",
"execution_count": 256,
"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>CME Australian Dollar AUD</th>\n",
" <th>CME Mexican Peso</th>\n",
" <th>CME Canadian Dollar CAD</th>\n",
" <th>Avg</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1980-01-01</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980-01-02</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980-01-03</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-1.414214</td>\n",
" <td>-1.414214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980-01-04</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.732051</td>\n",
" <td>1.732051</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980-01-07</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-2.109488</td>\n",
" <td>-2.109488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-27</th>\n",
" <td>0.102790</td>\n",
" <td>0.154505</td>\n",
" <td>0.156519</td>\n",
" <td>0.131832</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-28</th>\n",
" <td>0.045701</td>\n",
" <td>0.068242</td>\n",
" <td>-0.002236</td>\n",
" <td>0.033733</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-29</th>\n",
" <td>0.018288</td>\n",
" <td>-0.059250</td>\n",
" <td>-0.006706</td>\n",
" <td>0.006964</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-30</th>\n",
" <td>0.018294</td>\n",
" <td>-0.038452</td>\n",
" <td>-0.192192</td>\n",
" <td>-0.056183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-07-31</th>\n",
" <td>-0.016014</td>\n",
" <td>-0.064962</td>\n",
" <td>0.051389</td>\n",
" <td>0.003560</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10589 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" CME Australian Dollar AUD CME Mexican Peso \\\n",
"1980-01-01 NaN NaN \n",
"1980-01-02 NaN NaN \n",
"1980-01-03 NaN NaN \n",
"1980-01-04 NaN NaN \n",
"1980-01-07 NaN NaN \n",
"... ... ... \n",
"2020-07-27 0.102790 0.154505 \n",
"2020-07-28 0.045701 0.068242 \n",
"2020-07-29 0.018288 -0.059250 \n",
"2020-07-30 0.018294 -0.038452 \n",
"2020-07-31 -0.016014 -0.064962 \n",
"\n",
" CME Canadian Dollar CAD Avg \n",
"1980-01-01 NaN NaN \n",
"1980-01-02 NaN NaN \n",
"1980-01-03 -1.414214 -1.414214 \n",
"1980-01-04 1.732051 1.732051 \n",
"1980-01-07 -2.109488 -2.109488 \n",
"... ... ... \n",
"2020-07-27 0.156519 0.131832 \n",
"2020-07-28 -0.002236 0.033733 \n",
"2020-07-29 -0.006706 0.006964 \n",
"2020-07-30 -0.192192 -0.056183 \n",
"2020-07-31 0.051389 0.003560 \n",
"\n",
"[10589 rows x 4 columns]"
]
},
"execution_count": 256,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Normalised return dataframe\n",
"norm_currency_returns = pd.DataFrame([]).reindex_like(currency_close_df)\n",
"\n",
"# Fill datafrane\n",
"for currency in currency_close_df:\n",
" \n",
" currency_std_series = currency_close_df[currency].rolling(1000, min_periods = 1).std()\n",
" \n",
" norm_currency_returns[currency] = currency_close_df[currency].diff(periods=1) / currency_std_series\n",
"norm_currency_returns"
]
},
{
"cell_type": "code",
"execution_count": 257,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"series_plot(norm_currency_returns,'Normalised Currency Returns Series', legend=True)"
]
},
{
"cell_type": "code",
"execution_count": 258,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"execution_count": 258,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from statsmodels.graphics.gofplots import qqplot\n",
"qqplot(norm_currency_returns['Avg'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the choice of rolling estimate window size as outliend above, the QQ plots of the sample distribution indicate that the returns are approximately standard normally distributed. This is supported by the below Kernal Density Estimation of the currencies' average sample distribution."
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1ec671b5130>"
]
},
"execution_count": 210,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"norm_currency_returns['Avg'].plot.kde()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### AutoCorrelation Plots\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we check the autocorrelation function of the currencies' simple average. As it is the mean of three series with zero ACF, we expect this too to be zero."
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1ec66d85d60>"
]
},
"execution_count": 188,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.plotting.autocorrelation_plot(norm_currency_returns['Avg'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The simple average of the currencies has near zero autocorrelation at all lags. This validates our choice to not include auto-correlation structure to the currency composite."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Commodities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Validation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we check that our assumption that these currencies work as a suitable benchmark for the commodities market as a whole. We do this by finding the correlation of this baskets returns with the returns of the rest of the market."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}