{ "cells": [ { "cell_type": "markdown", "id": "8501b536", "metadata": {}, "source": [ "# Timeseries data\n", "\n", "\n", "A timeseries is (unsurprisingly) a series of measurements of the same thing, over time.\n", "\n", "Often the best way to visualize a timeseries is with `sns.lineplot()`, which can be used to plot:\n", "* Timeseries of a single value (such as the temperature on Christmas Day over the years)\n", "* Multiple timeseries in parallel (such as the temperature in each month over the years)\n", "* Timeseries of a summary statistic (such as mean temperature) with errorbars\n" ] }, { "cell_type": "markdown", "id": "06a3540a", "metadata": {}, "source": [ "### Set up Python libraries\n", "\n", "As usual, run the code cell below to import the relevant Python libraries" ] }, { "cell_type": "code", "execution_count": 2, "id": "7f1d34e0", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set-up Python libraries - you need to run this but you don't need to change it\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats as stats\n", "import pandas as pd\n", "import seaborn as sns\n", "sns.set_theme(style='white')\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf" ] }, { "cell_type": "markdown", "id": "fb218a2a", "metadata": {}, "source": [ "## Timeseries of a single value\n", "\n", "For example, let's look again at the Oxford weather data:" ] }, { "cell_type": "code", "execution_count": 3, "id": "5b37c633", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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YYYYMonthMMDDDD365TmaxTminTmeanTrangeRainfall_mm
01827Jan1118.35.67.02.70.0
11827Jan1222.20.01.12.20.0
21827Jan133-2.2-8.3-5.36.19.7
31827Jan144-1.7-7.8-4.86.10.0
41827Jan1550.0-10.6-5.310.60.0
.................................
713382022Apr42611615.24.19.711.10.0
713392022Apr42711710.72.66.78.10.0
713402022Apr42811812.73.98.38.80.0
713412022Apr42911911.76.79.25.00.0
713422022Apr43012017.61.09.316.60.0
\n", "

71343 rows × 10 columns

\n", "
" ], "text/plain": [ " YYYY Month MM DD DD365 Tmax Tmin Tmean Trange Rainfall_mm\n", "0 1827 Jan 1 1 1 8.3 5.6 7.0 2.7 0.0\n", "1 1827 Jan 1 2 2 2.2 0.0 1.1 2.2 0.0\n", "2 1827 Jan 1 3 3 -2.2 -8.3 -5.3 6.1 9.7\n", "3 1827 Jan 1 4 4 -1.7 -7.8 -4.8 6.1 0.0\n", "4 1827 Jan 1 5 5 0.0 -10.6 -5.3 10.6 0.0\n", "... ... ... .. .. ... ... ... ... ... ...\n", "71338 2022 Apr 4 26 116 15.2 4.1 9.7 11.1 0.0\n", "71339 2022 Apr 4 27 117 10.7 2.6 6.7 8.1 0.0\n", "71340 2022 Apr 4 28 118 12.7 3.9 8.3 8.8 0.0\n", "71341 2022 Apr 4 29 119 11.7 6.7 9.2 5.0 0.0\n", "71342 2022 Apr 4 30 120 17.6 1.0 9.3 16.6 0.0\n", "\n", "[71343 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather = pd.read_csv(\"https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/OxfordWeather.csv\")\n", "display(weather)" ] }, { "cell_type": "markdown", "id": "7006abed", "metadata": {}, "source": [ "#### Is the temperature increasing?\n", "\n", "Let's try plotting the temperature on a particular day over the years to see if temperature is increasing.\n", "\n", "How about plotting the temperature on Halloween (31st October)?\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "d1ee3ecd", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data = weather.query('MM==10 and DD==31'), x=\"YYYY\", y='Tmax')\n", "plt.show() # this command asks Python to output the plot created above " ] }, { "cell_type": "markdown", "id": "49536f47-9831-45dd-8f64-dbdd40eff486", "metadata": { "tags": [] }, "source": [ "NOTE - did you notice the use of `weather.query('MM==10 and DD==31')` as the dataset in the plotting function above?\n", "\n", "Effectively what we did there was create a new dataframe from which to make the plot - we could have done this more explicitly:" ] }, { "cell_type": "code", "execution_count": 6, "id": "30d843eb-37ab-4ed9-afbf-f15cd6015cb4", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "halloween = weather.query('MM==10 and DD==31')\n", "sns.lineplot(data = halloween, x=\"YYYY\", y='Tmax')\n", "plt.show() # this command asks Python to output the plot created above " ] }, { "cell_type": "markdown", "id": "e7639b2b-db75-4b0c-9002-7180586e89dc", "metadata": {}, "source": [ "The first version, which didn't explicitly create and name a second dataframe, is just a bit tidier (once you start having multiple copies of your data it is easy to make a mistake where you do something to one and not another) but both solutions do work." ] }, { "cell_type": "markdown", "id": "85d290d8", "metadata": {}, "source": [ "## Timeseries of a summary statistic\n", "\n", "Sometimes we want our line to represent not each individual line of the dataframe, but some summary value.\n", "\n", "For example, if we want to plot the mean temperature in each year, that would be the average of 365 values in our data table (the 365 values for Tmean for each year). \n", "\n", "If the $x$ variable has the same value in many rows of the dataframe (for example, each value of year, YYYY, appears in 365 rows of our dataframe), `sns.lineplot()` automatically plots the mean of those values, with shading to represent the uncertainty associated with those values \n", "* the default is that the shading represents the 95% confidence interval, which is about 2x the standard error\n", "* this tells us something about the estimated measurement variability and sampling error\n", "* the standard error is defined as $SD/\\sqrt{n}$ and will be covered later in the course" ] }, { "cell_type": "code", "execution_count": 4, "id": "8f4aa633", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data = weather, x=\"YYYY\", y='Tmean')\n", "plt.ylabel('mean temperature by year'), plt.xlabel('year')\n", "plt.show() # this command asks Python to output the plot created above " ] }, { "cell_type": "markdown", "id": "1185292b", "metadata": {}, "source": [ "**Note-**\n", "* The mean temperature appears to be rising\n", "* There is a massive drop in the last year on record, 2022! Why?\n", " * HINT: check the date of the final recording in 2022\n", " \n", "### Modifying Lineplot\n", "\n", "We can use additional arguments to get `sns.lineplot()` to plot a different descriptive statistic and a different choice of errorbars/shading.\n", "\n", "* we can use any `numpy` function as the *estimator* (the summmary statistic). \n", "* numpy includes functions for common descriptive statistics, a list can be found here\n", "* numpy functions are preceded by `np.`, eg `np.median()` or `np.corr()`\n", "* note that we normally use the `pandas` functions to get the same descriptive statistics, but here we need to use `numpy` because that is what `sns.lineplot()` expects\n", "\n", "\n", "For example instead of the mean we can plot the median:" ] }, { "cell_type": "code", "execution_count": 5, "id": "649bc73a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data = weather, x=\"YYYY\", y='Tmean', estimator=np.median)\n", "plt.ylabel('median temperature by year'), plt.xlabel('year')\n", "plt.show() # this command asks Python to output the plot created above " ] }, { "cell_type": "markdown", "id": "302f7e31", "metadata": {}, "source": [ "#### Exercises\n", "\n", "Try plotting the maximum temperature in each year\n", "* you will need to use a different colummn of the dataframe and also a different *estimator*" ] }, { "cell_type": "code", "execution_count": 8, "id": "5fd9156b", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Your code here" ] }, { "cell_type": "markdown", "id": "42db433a", "metadata": {}, "source": [ "## Timeseries for multiple categories\n", "\n", "We can create lineplots *disaggregated* by a categorical variable by using the `hue` argument.\n", "\n", "Let's plot the mean temperature in each month, over the years:" ] }, { "cell_type": "code", "execution_count": 7, "id": "16c94036", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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