{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# UK unemployment data uncertainty 2013-2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Examples of fan charts and their variations explored by the Winton Centre for Risk and Evidence Communication.\n", "\n", "In this example we'll be using UK unemployment data provided by the [Office for National Statistics](https://www.ons.gov.uk/employmentandlabourmarket/peoplenotinwork/unemployment) between 2013 and 2018 to represent statistical uncertainty in data collection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1 - Cleaning up the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generating data to find confidence intervals of 30%, 60%, and 95% to represent in visual form.\n", "\n", "Read in the data and generate confidence intervals of 30%, 60%, 95%." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "from scipy.stats import norm\n", "\n", "\n", "def generate_interval_point(p, center, std):\n", " point = [p]\n", " boundary_point = norm.ppf(point, loc=center, scale=std)\n", " return boundary_point[0]\n", "\n", "# Takes csv with CI and generate data.\n", "def create_data():\n", " # Read the data\n", " df = pd.read_csv('uk_unemployment_2013-2018.csv')\n", "\n", " # Finds std from given 95% CI. Assumes it follows normal curve\n", " df['std'] = df['95%CI'] / 1000 / 1.96\n", "\n", " # print(list(df.dtypes.index))\n", "\n", " std = list(df['std'])\n", "\n", " # Scale to be in thousands\n", " y = list(df['Number of unemployed people']/1000)\n", "\n", " y_n_95 = []\n", " y_p_95 = []\n", "\n", " y_n_60 = []\n", " y_p_60 = []\n", "\n", " y_n_30 = []\n", " y_p_30 = []\n", "\n", " y_median = []\n", "\n", " for i in range(len(y)):\n", " y_n_95.append(generate_interval_point(0.025, y[i], std[i]))\n", " y_p_95.append(generate_interval_point(0.975, y[i], std[i]))\n", "\n", " y_n_60.append(generate_interval_point(0.2, y[i], std[i]))\n", " y_p_60.append(generate_interval_point(0.8, y[i], std[i]))\n", "\n", " y_n_30.append(generate_interval_point(0.35, y[i], std[i]))\n", " y_p_30.append(generate_interval_point(0.65, y[i], std[i]))\n", "\n", " y_median.append(generate_interval_point(0.5, y[i], std[i]))\n", "\n", " # Improving x-axis label for this chart.\n", " df['DateLabel'] = df['DateLabel'].replace(np.nan, '', regex=True)\n", "\n", " x = list(df['Date'])\n", " x_label = list((df['DateLabel']))\n", "\n", " return x, x_label, y_median, y_p_95, y_n_95, y_p_30, y_n_30, y_p_60, y_n_60" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Aug-Oct 2013', 'Sep-Nov 2013', 'Oct-Dec 2013', 'Nov-Jan 2014', 'Dec-Feb 2014', 'Jan-Mar 2014', 'Feb-Apr 2014', 'Mar-May 2014', 'Apr-Jun 2014', 'May-Jul 2014', 'Jun-Aug 2014', 'Jul-Sep 2014', 'Aug-Oct 2014', 'Sep-Nov 2014', 'Oct-Dec 2014', 'Nov-Jan 2015', 'Dec-Feb 2015', 'Jan-Mar 2015', 'Feb-Apr 2015', 'Mar-May 2015', 'Apr-Jun 2015', 'May-Jul 2015', 'Jun-Aug 2015', 'Jul-Sep 2015', 'Aug-Oct 2015', 'Sep-Nov 2015', 'Oct-Dec 2015', 'Nov-Jan 2016', 'Dec-Feb 2016', 'Jan-Mar 2016', 'Feb-Apr 2016', 'Mar-May 2016', 'Apr-Jun 2016', 'May-Jul 2016', 'Jun-Aug 2016', 'Jul-Sep 2016', 'Aug-Oct 2016', 'Sep-Nov 2016', 'Oct-Dec 2016', 'Nov-Jan 2017', 'Dec-Feb 2017', 'Jan-Mar 2017', 'Feb-Apr 2017', 'Mar-May 2017', 'Apr-Jun 2017', 'May-Jul 2017', 'Jun-Aug 2017', 'Jul-Sep 2017', 'Aug-Oct 2017', 'Sep-Nov 2017', 'Oct-Dec 2017', 'Nov-Jan 2018', 'Dec-Feb 2018', 'Jan-Mar 2018', 'Feb-Apr 2018', 'Mar-May 2018', 'Apr-Jun 2018', 'May-Jul 2018', 'Jun-Aug 2018', 'Jul-Sep 2018', 'Aug-Oct 2018']\n", "\n", "[2481.0, 2370.0, 2315.0, 2287.0, 2225.0, 2197.0, 2112.0, 2040.0, 2031.0, 2047.0, 2042.0, 2045.0, 2028.0, 1947.0, 1828.0, 1807.0, 1810.0, 1816.0, 1767.0, 1780.0, 1821.0, 1858.0, 1846.0, 1838.0, 1789.0, 1705.0, 1646.0, 1634.0, 1671.0, 1679.0, 1621.0, 1582.0, 1616.0, 1669.0, 1733.0, 1692.0, 1686.0, 1618.0, 1547.0, 1526.0, 1524.0, 1527.0, 1479.0, 1428.0, 1457.0, 1490.0, 1515.0, 1501.0, 1496.0, 1453.0, 1427.0, 1405.0, 1393.0, 1417.0, 1374.0, 1347.0, 1334.0, 1391.0, 1428.0, 1450.0, 1449.0]\n" ] } ], "source": [ "# Lets take quick look at x, y values typically produced without uncertainty.\n", "x, x_label, y_median, y_p_95, y_n_95, y_p_30, y_n_30, y_p_60, y_n_60 = create_data()\n", "\n", "\n", "print(x) # dates\n", "print()\n", "print(y_median) # y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2 - Using the library" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot 2.1 - A solid fan chart\n", "This is an example of a fan chart as used by the Bank of England and Office for National Statistics to represent uncertainty.\n", "\n", "Below we'll create a basic fan chart and customise the chart.\n", "\n", "Click and drag on the charts to enlarge a section. Double click to zoom back out." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "displayModeBar": false, "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": true }, "data": [ { "fill": "tozeroy", "fillcolor": "rgb(236, 243, 254)", "hoverinfo": "none", "line": { "color": "rgb(236, 243, 254)", "width": 1 }, "marker": { "opacity": 0, "size": 1 }, "mode": "lines", "type": "scatter", "uid": "37c46054-bb09-49a6-9bb7-32652d9dce4c", "x": [ "Aug-Oct 2013", "Sep-Nov 2013", "Oct-Dec 2013", "Nov-Jan 2014", "Dec-Feb 2014", "Jan-Mar 2014", "Feb-Apr 2014", "Mar-May 2014", "Apr-Jun 2014", "May-Jul 2014", "Jun-Aug 2014", "Jul-Sep 2014", "Aug-Oct 2014", "Sep-Nov 2014", "Oct-Dec 2014", "Nov-Jan 2015", "Dec-Feb 2015", "Jan-Mar 2015", "Feb-Apr 2015", "Mar-May 2015", 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" ], "text/vnd.plotly.v1+html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from fuzzy.core import FanPlotly\n", "\n", "solid_ci = FanPlotly(\n", " x, y_median,\n", " ci95p=y_p_95, ci95n=y_n_95,\n", " ci60p=y_p_60, ci60n=y_n_60,\n", " ci30p=y_p_30, ci30n=y_n_30,\n", ")\n", "solid_ci.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scaling and labeling defaults are not optimal. \n", "\n", "For example, the y-axis needs to be labelled (2,500 really means 2,500,000). To change the defaults, we can pass in a plotly [layout](https://plot.ly/python/user-guide/#layout) object.\n", "\n", "Refer to [plotly documation](https://plot.ly/python/reference/#layout) for all the options.\n", "\n", "We will be customizing\n", "- Labels\n", "- x-axis\n", "- y-axis\n", "- Font\n", "- Ticks\n", "- Margin" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# for ticks, change step size. so it only plots ticks on those parts.\n", "x_new = x[0::2]\n", "x_label_new = x_label[0::2]\n", "# Add in new line between month and year\n", "x_label_new = [x_label.replace('-', '