{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ch06 Time Series Analysis with pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DatetimeIndex" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# Let's start by importing the packages we use in this chapter\n", "# and by setting the plotting backend to Plotly\n", "import pandas as pd\n", "import numpy as np\n", "pd.options.plotting.backend = \"plotly\"" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2020-02-28', '2020-02-29', '2020-03-01', '2020-03-02'], dtype='datetime64[ns]', freq='D')" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This creates a DatetimeIndex based on a start timestamp,\n", "# number of periods and frequency (\"D\" = daily).\n", "daily_index = pd.date_range(\"2020-02-28\", periods=4, freq=\"D\")\n", "daily_index" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2020-01-05', '2020-01-12', '2020-01-19', '2020-01-26'], dtype='datetime64[ns]', freq='W-SUN')" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This creates a DatetimeIndex based on start/end timestamp.\n", "# The frequency is set to \"weekly on Sundays\" (\"W-SUN\").\n", "weekly_index = pd.date_range(\"2020-01-01\", \"2020-01-31\", freq=\"W-SUN\")\n", "weekly_index" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " visitors\n", "2020-01-05 21\n", "2020-01-12 15\n", "2020-01-19 33\n", "2020-01-26 34" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Construct a DataFrame based on the weekly_index. This could be\n", "# the visitor count of a museum that only opens on Sundays.\n", "pd.DataFrame(data=[21, 15, 33, 34],\n", " columns=[\"visitors\"], index=weekly_index)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "msft = pd.read_csv(\"csv/MSFT.csv\")" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 8622 entries, 0 to 8621\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Date 8622 non-null object \n", " 1 Open 8622 non-null float64\n", " 2 High 8622 non-null float64\n", " 3 Low 8622 non-null float64\n", " 4 Close 8622 non-null float64\n", " 5 Adj Close 8622 non-null float64\n", " 6 Volume 8622 non-null int64 \n", "dtypes: float64(5), int64(1), object(1)\n", "memory usage: 471.6+ KB\n" ] } ], "source": [ "msft.info()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "msft.loc[:, \"Date\"] = pd.to_datetime(msft[\"Date\"])" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date datetime64[ns]\n", "Open float64\n", "High float64\n", "Low float64\n", "Close float64\n", "Adj Close float64\n", "Volume int64\n", "dtype: object" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft.dtypes" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "msft = pd.read_csv(\"csv/MSFT.csv\",\n", " index_col=\"Date\", parse_dates=[\"Date\"])" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 8622 entries, 1986-03-13 to 2020-05-27\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Open 8622 non-null float64\n", " 1 High 8622 non-null float64\n", " 2 Low 8622 non-null float64\n", " 3 Close 8622 non-null float64\n", " 4 Adj Close 8622 non-null float64\n", " 5 Volume 8622 non-null int64 \n", "dtypes: float64(5), int64(1)\n", "memory usage: 471.5 KB\n" ] } ], "source": [ "msft.info()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('float64')" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft.loc[:, \"Volume\"] = msft[\"Volume\"].astype(\"float\")\n", "msft[\"Volume\"].dtype" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "msft = msft.sort_index()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([datetime.date(1986, 3, 13), datetime.date(1986, 3, 14),\n", " datetime.date(1986, 3, 17), ..., datetime.date(2020, 5, 22),\n", " datetime.date(2020, 5, 26), datetime.date(2020, 5, 27)],\n", " dtype=object)" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft.index.date" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2019-01-02 99.099190\n", "2019-01-03 95.453529\n", "2019-01-04 99.893005\n", "2019-01-07 100.020401\n", "2019-01-08 100.745613\n", " ... \n", "2019-12-24 156.515396\n", "2019-12-26 157.798309\n", "2019-12-27 158.086731\n", "2019-12-30 156.724243\n", "2019-12-31 156.833633\n", "Name: Adj Close, Length: 252, dtype: float64" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft.loc[\"2019\", \"Adj Close\"]" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "variable=Adj Close
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} }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "value" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "msft.loc[\"2019-06\":\"2020-05\", \"Adj Close\"].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with Time Zones" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Adj Close
Date
1986-03-13 16:00:000.062205
1986-03-14 16:00:000.064427
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" ], "text/plain": [ " Adj Close\n", "Date \n", "1986-03-13 16:00:00 0.062205\n", "1986-03-14 16:00:00 0.064427" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Add the time information to the date\n", "msft_close = msft.loc[:, [\"Adj Close\"]].copy()\n", "msft_close.index = msft_close.index + pd.DateOffset(hours=16)\n", "msft_close.head(2)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Adj Close
Date
1986-03-13 16:00:00-05:000.062205
1986-03-14 16:00:00-05:000.064427
\n", "
" ], "text/plain": [ " Adj Close\n", "Date \n", "1986-03-13 16:00:00-05:00 0.062205\n", "1986-03-14 16:00:00-05:00 0.064427" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Make the timestamps time-zone-aware\n", "msft_close = msft_close.tz_localize(\"America/New_York\")\n", "msft_close.head(2)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2020-01-02 21:00:00+00:00 159.737595\n", "Name: Adj Close, dtype: float64" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft_close = msft_close.tz_convert(\"UTC\")\n", "msft_close.loc[\"2020-01-02\", \"Adj Close\"] # 21:00 without DST" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2020-05-01 20:00:00+00:00 174.085175\n", "Name: Adj Close, dtype: float64" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft_close.loc[\"2020-05-01\", \"Adj Close\"] # 20:00 with DST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Common Time Series Manipulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shifting and Percentage Changes" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Adj Close
Date
1986-03-13 21:00:00+00:000.062205
1986-03-14 21:00:00+00:000.064427
1986-03-17 21:00:00+00:000.065537
1986-03-18 21:00:00+00:000.063871
1986-03-19 21:00:00+00:000.062760
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" ], "text/plain": [ " Adj Close\n", "Date \n", "1986-03-13 21:00:00+00:00 0.062205\n", "1986-03-14 21:00:00+00:00 0.064427\n", "1986-03-17 21:00:00+00:00 0.065537\n", "1986-03-18 21:00:00+00:00 0.063871\n", "1986-03-19 21:00:00+00:00 0.062760" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft_close.head()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Adj Close
Date
1986-03-13 21:00:00+00:00NaN
1986-03-14 21:00:00+00:000.062205
1986-03-17 21:00:00+00:000.064427
1986-03-18 21:00:00+00:000.065537
1986-03-19 21:00:00+00:000.063871
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" ], "text/plain": [ " Adj Close\n", "Date \n", "1986-03-13 21:00:00+00:00 NaN\n", "1986-03-14 21:00:00+00:00 0.062205\n", "1986-03-17 21:00:00+00:00 0.064427\n", "1986-03-18 21:00:00+00:00 0.065537\n", "1986-03-19 21:00:00+00:00 0.063871" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msft_close.shift(1).head()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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returns
Date
1986-03-13 21:00:00+00:00NaN
1986-03-14 21:00:00+00:000.035097
1986-03-17 21:00:00+00:000.017082
1986-03-18 21:00:00+00:00-0.025749
1986-03-19 21:00:00+00:00-0.017547
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" ], "text/plain": [ " returns\n", "Date \n", "1986-03-13 21:00:00+00:00 NaN\n", "1986-03-14 21:00:00+00:00 0.035097\n", "1986-03-17 21:00:00+00:00 0.017082\n", "1986-03-18 21:00:00+00:00 -0.025749\n", "1986-03-19 21:00:00+00:00 -0.017547" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns = np.log(msft_close / msft_close.shift(1))\n", "returns = returns.rename(columns={\"Adj Close\": \"returns\"})\n", "returns.head()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hovertemplate": "variable=returns
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a histogram with the daily log returns\n", "returns.plot.hist()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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simple rets
Date
1986-03-13 21:00:00+00:00NaN
1986-03-14 21:00:00+00:000.035721
1986-03-17 21:00:00+00:000.017229
1986-03-18 21:00:00+00:00-0.025421
1986-03-19 21:00:00+00:00-0.017394
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" ], "text/plain": [ " simple rets\n", "Date \n", "1986-03-13 21:00:00+00:00 NaN\n", "1986-03-14 21:00:00+00:00 0.035721\n", "1986-03-17 21:00:00+00:00 0.017229\n", "1986-03-18 21:00:00+00:00 -0.025421\n", "1986-03-19 21:00:00+00:00 -0.017394" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simple_rets = msft_close.pct_change()\n", "simple_rets = simple_rets.rename(columns={\"Adj Close\": \"simple rets\"})\n", "simple_rets.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rebasing and Correlation" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "parts = [] # List to collect individual DataFrames\n", "for ticker in [\"AAPL\", \"AMZN\", \"GOOGL\", \"MSFT\"]:\n", " # \"usecols\" allows us to only read in the Date and Adj Close\n", " adj_close = pd.read_csv(f\"csv/{ticker}.csv\",\n", " index_col=\"Date\", parse_dates=[\"Date\"],\n", " usecols=[\"Date\", \"Adj Close\"])\n", " # Rename the column into the ticker symbol\n", " adj_close = adj_close.rename(columns={\"Adj Close\": ticker})\n", " # Append the stock's DataFrame to the parts list\n", " parts.append(adj_close)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPLAMZNGOOGLMSFT
Date
1980-12-120.405683NaNNaNNaN
1980-12-150.384517NaNNaNNaN
1980-12-160.356296NaNNaNNaN
1980-12-170.365115NaNNaNNaN
1980-12-180.375698NaNNaNNaN
...............
2020-05-22318.8900152436.8798831413.239990183.509995
2020-05-26316.7300112421.8601071421.369995181.570007
2020-05-27318.1099852410.3898931420.280029181.809998
2020-05-28318.2500002401.1000981418.239990NaN
2020-05-29317.9400022442.3701171433.520020NaN
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9950 rows × 4 columns

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" ], "text/plain": [ " AAPL AMZN GOOGL MSFT\n", "Date \n", "1980-12-12 0.405683 NaN NaN NaN\n", "1980-12-15 0.384517 NaN NaN NaN\n", "1980-12-16 0.356296 NaN NaN NaN\n", "1980-12-17 0.365115 NaN NaN NaN\n", "1980-12-18 0.375698 NaN NaN NaN\n", "... ... ... ... ...\n", "2020-05-22 318.890015 2436.879883 1413.239990 183.509995\n", "2020-05-26 316.730011 2421.860107 1421.369995 181.570007\n", "2020-05-27 318.109985 2410.389893 1420.280029 181.809998\n", "2020-05-28 318.250000 2401.100098 1418.239990 NaN\n", "2020-05-29 317.940002 2442.370117 1433.520020 NaN\n", "\n", "[9950 rows x 4 columns]" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Combine the 4 DataFrames into a single DataFrame\n", "adj_close = pd.concat(parts, axis=1)\n", "adj_close" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 3970 entries, 2004-08-19 to 2020-05-27\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 AAPL 3970 non-null float64\n", " 1 AMZN 3970 non-null float64\n", " 2 GOOGL 3970 non-null float64\n", " 3 MSFT 3970 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 155.1 KB\n" ] } ], "source": [ "adj_close = adj_close.dropna()\n", "adj_close.info()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPLAMZNGOOGLMSFT
Date
2019-06-03100.000000100.000000100.00000100.000000
2019-06-04103.658406102.178197101.51626102.770372
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" ], "text/plain": [ " AAPL AMZN GOOGL MSFT\n", "Date \n", "2019-06-03 100.000000 100.000000 100.00000 100.000000\n", "2019-06-04 103.658406 102.178197 101.51626 102.770372" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use a sample from June 2019 - May 2020\n", "adj_close_sample = adj_close.loc[\"2019-06\":\"2020-05\", :]\n", "rebased_prices = adj_close_sample / adj_close_sample.iloc[0, :] * 100\n", "rebased_prices.head(2)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "variable=AAPL
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AAPLAMZNGOOGLMSFT
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2004-08-312.13270838.13999951.23623717.67363
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AAPLAMZNGOOGLMSFT
Date
2004-09-032.13270838.13999951.23623717.673630
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