{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Time Series in Pandas\n", "> A Summary of lecture \"Manipulating Time Series Data in Python\", via datacamp\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Time_Series_Analysis]\n", "- image: images/google_lagged.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to use dates & times with pandas\n", "- Date & time series functionality\n", " - At the root: data types for date & time information\n", " - Objects for points in time and periods\n", " - Attributes & methods reflect time-related details\n", " - Sequences of dates & periods\n", " - Series or DataFrame columns\n", " - Index: convert object into Time Series\n", " - Many Series/DataFrame methods rely on time information in the index to provide time-series functinoality\n", " ![time_alias](image/time_alias.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Your first time series\n", "You have learned in the video how to create a sequence of dates using ```pd.date_range()```. You have also seen that each date in the resulting ```pd.DatetimeIndex``` is a ```pd.Timestamp``` with various attributes that you can access to obtain information about the date.\n", "\n", "Now, you'll create a week of data, iterate over the result, and obtain the ```dayofweek``` and ```weekday_name``` for each date." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6 Sunday\n", "0 Monday\n", "1 Tuesday\n", "2 Wednesday\n", "3 Thursday\n", "4 Friday\n", "5 Saturday\n" ] } ], "source": [ "# Create the range of dates here\n", "seven_days = pd.date_range(start='2017-1-1',periods=7)\n", "\n", "# Iterate over the dates and print the number and name of the weekday\n", "for day in seven_days:\n", " print(day.dayofweek, day.day_name())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: ```weekday_name``` attribute is deprecated since 0.23.0. Instead, use ```.day_name()``` method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Indexing & resampling time series\n", "- Time series transformation\n", " - Basic time series transformations include:\n", " - Parsing string dates and convert to ```datetime64```\n", " - Selecting & slicing for specific subperiods\n", " - Setting & changing ```DateTimeIndex``` frequency\n", " - Upsampling : Higher frequency implies new dates -> missing data\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a time series of air quality data\n", "You have seen in the video how to deal with dates that are not in the correct format, but instead are provided as ```string``` types, represented as ```dtype``` object in pandas.\n", "\n", "We have prepared a data set with air quality data (ozone, pm25, and carbon monoxide for NYC, 2000-2017) for you to practice the use of ```pd.to_datetime()```." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 6317 entries, 0 to 6316\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 date 6317 non-null object \n", " 1 ozone 6317 non-null float64\n", " 2 pm25 6317 non-null float64\n", " 3 co 6317 non-null float64\n", "dtypes: float64(3), object(1)\n", "memory usage: 197.5+ KB\n", "None\n", "\n", "DatetimeIndex: 6317 entries, 1999-07-01 to 2017-03-31\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 ozone 6317 non-null float64\n", " 1 pm25 6317 non-null float64\n", " 2 co 6317 non-null float64\n", "dtypes: float64(3)\n", "memory usage: 197.4 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('./dataset/nyc.csv')\n", "\n", "# Inspect data\n", "print(data.info())\n", "\n", "# Convert the date column to datetime64\n", "data['date'] = pd.to_datetime(data['date'])\n", "\n", "# Set date column as index\n", "data.set_index('date', inplace=True)\n", "\n", "# Inspect data\n", "print(data.info())\n", "\n", "# Plot data\n", "data.plot(subplots=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare annual stock price trends\n", "In the video, you have seen how to select sub-periods from a time series.\n", "\n", "You'll use this to compare the performance for three years of Yahoo stock prices." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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price
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2013-01-0220.08
2013-01-0319.78
2013-01-0419.86
2013-01-0719.40
2013-01-0819.66
\n", "
" ], "text/plain": [ " price\n", "date \n", "2013-01-02 20.08\n", "2013-01-03 19.78\n", "2013-01-04 19.86\n", "2013-01-07 19.40\n", "2013-01-08 19.66" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yahoo = pd.read_csv('./dataset/yahoo.csv')\n", "yahoo['date'] = pd.to_datetime(yahoo['date'])\n", "yahoo.set_index('date', inplace=True)\n", "yahoo.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create dataframe prices here\n", "prices = pd.DataFrame()\n", "\n", "# Select data for each year and concatenate with prices here\n", "for year in ['2013', '2014', '2015']:\n", " price_per_year = yahoo.loc[year, ['price']].reset_index(drop=True)\n", " price_per_year.rename(columns={'price':year}, inplace=True)\n", " prices = pd.concat([prices, price_per_year], axis=1)\n", " \n", "# Plot prices\n", "prices.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set and change time series frequency\n", "In the video, you have seen how to assign a frequency to a DateTimeIndex, and then change this frequency.\n", "\n", "Now, you'll use data on the daily carbon monoxide concentration in NYC, LA and Chicago from 2005-17.\n", "\n", "You'll set the frequency to calendar daily and then resample to monthly frequency, and visualize both series to see how the different frequencies affect the data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChicagoLos AngelesNew York
date
2005-01-010.3177630.7776570.639830
2005-01-030.5208330.3495470.969572
2005-01-040.4770830.6266300.905208
2005-01-050.3488220.6138140.769176
2005-01-060.5729170.7925960.815761
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" ], "text/plain": [ " Chicago Los Angeles New York\n", "date \n", "2005-01-01 0.317763 0.777657 0.639830\n", "2005-01-03 0.520833 0.349547 0.969572\n", "2005-01-04 0.477083 0.626630 0.905208\n", "2005-01-05 0.348822 0.613814 0.769176\n", "2005-01-06 0.572917 0.792596 0.815761" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co = pd.read_csv('./dataset/co_cities.csv')\n", "co['date'] = pd.to_datetime(co['date'])\n", "co.set_index('date', inplace=True)\n", "co.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 1898 entries, 2005-01-01 to 2010-12-31\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Chicago 1898 non-null float64\n", " 1 Los Angeles 1898 non-null float64\n", " 2 New York 1898 non-null float64\n", "dtypes: float64(3)\n", "memory usage: 59.3 KB\n", "None\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Inspect data\n", "print(co.info())\n", "\n", "# Set the frequency to calendar daily\n", "co = co.asfreq('D')\n", "\n", "# Plot the data\n", "co.plot(subplots=True);\n", "\n", "# Set Frequency to monthly\n", "co = co.asfreq('M')\n", "\n", "# Plot the data\n", "co.plot(subplots=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lags, changes, and returns for stock price series\n", "- Basic time series calculations\n", " - Typical Time Series manipulations include:\n", " - Shift or lag values back or forward back in time\n", " - Get the difference in value for a given time period\n", " - Compute the percent change over any number of periods\n", " _ ```pandas``` built-in methods rely on ```pd.DataTimeIndex```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shifting stock prices across time\n", "The first method to manipulate time series that you saw in the video was ```.shift()```, which allows you shift all values in a ```Series``` or ```DataFrame``` by a number of periods to a different time along the ```DateTimeIndex```.\n", "\n", "Let's use this to visually compare a stock price series for Google shifted 90 business days into both past and future." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import data here\n", "google = pd.read_csv('./dataset/google.csv', parse_dates=['Date'], index_col='Date')\n", "\n", "# Set data frequency to business daily\n", "google = google.asfreq('B')\n", "\n", "# Create 'lagged' and 'shifted'\n", "google['lagged'] = google['Close'].shift(periods=-90)\n", "google['shifted'] = google['Close'].shift(periods=90)\n", "\n", "# Plot the google price series\n", "google.plot();\n", "plt.savefig('../images/google_lagged.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating stock price changes\n", "You have learned in the video how to calculate returns using current and shifted prices as input. Now you'll practice a similar calculation to calculate absolute changes from current and shifted prices, and compare the result to the function ```.diff()```." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "yahoo = yahoo.asfreq('B')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "date\n", "2015-12-25 NaN\n", "2015-12-28 33.60\n", "2015-12-29 34.04\n", "2015-12-30 33.37\n", "2015-12-31 33.26\n", "Freq: B, Name: price, dtype: float64\n", "0.0 703\n", "dtype: int64\n" ] } ], "source": [ "# Created shifted_30 here\n", "yahoo['shifted_30'] = yahoo['price'].shift(periods=30)\n", "\n", "# Subtract shifted_30 from price\n", "yahoo['change_30'] = yahoo['price'] - yahoo['shifted_30']\n", "\n", "# Get the 30-day price difference\n", "yahoo['diff_30'] = yahoo['price'].diff(periods=30)\n", "\n", "# Inspect the last five rows of price\n", "print(yahoo['price'].tail(5))\n", "\n", "# Show the value_counts of the difference between change_30 and diff_30\n", "print(yahoo['diff_30'].sub(yahoo['change_30']).value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting multi-period returns\n", "The last time series method you have learned about in the video was ```.pct_change()```. Let's use this function to calculate returns for various calendar day periods, and plot the result to compare the different patterns.\n", "\n", "We'll be using Google stock prices from 2014-2016." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "google = pd.read_csv('./dataset/google.csv', parse_dates=['Date'], index_col='Date')\n", "\n", "# Set data frequency to business daily\n", "google = google.asfreq('D')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create daily_return\n", "google['daily_return'] = google['Close'].pct_change(periods=1) * 100\n", "\n", "# Create monthly_return\n", "google['monthly_return'] = google['Close'].pct_change(periods=30) * 100\n", "\n", "# Create annual_return\n", "google['annual_return'] = google['Close'].pct_change(periods=360) * 100\n", "\n", "# Plot the result\n", "google.plot(subplots=True);" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }