{ "cells": [ { "cell_type": "markdown", "id": "11381eef", "metadata": {}, "source": [ "# Predicting attendances next year " ] }, { "cell_type": "markdown", "id": "91158dcf", "metadata": {}, "source": [ "## Overview " ] }, { "cell_type": "markdown", "id": "475775e8", "metadata": {}, "source": [ "This notebook contains the code to train the MGSR on data from 2018 and forecast ED demand for 2019.\n", "\n", "The performance of the MGSR is assessed using the mean absolute percentage error (MAPE).\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "29268eb1", "metadata": {}, "outputs": [], "source": [ "#turn warnings off to keep notebook tidy\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "b0a12a14", "metadata": {}, "source": [ "## Import libraries " ] }, { "cell_type": "code", "execution_count": 2, "id": "f9e92104", "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import pickle as pkl\n", "\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.ensemble import RandomForestRegressor\n", "\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_absolute_percentage_error as mape\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.style.use('ggplot')" ] }, { "cell_type": "markdown", "id": "a24d85cb", "metadata": {}, "source": [ "## Import data " ] }, { "cell_type": "code", "execution_count": 3, "id": "13122672", "metadata": {}, "outputs": [], "source": [ "dta = pd.read_csv('https://raw.githubusercontent.com/CharlotteJames/ed-forecast/main/data/master_scaled_new_pop.csv',\n", " index_col=0)" ] }, { "cell_type": "code", "execution_count": 4, "id": "e369d537", "metadata": {}, "outputs": [], "source": [ "dta.columns = ['_'.join([c.split('/')[0],c.split('/')[-1]])\n", " if '/' in c else c for c in dta.columns]" ] }, { "cell_type": "code", "execution_count": 5, "id": "48a6f288", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ccgmonth111_111_offered111_111_answeredamb_sys_madeamb_sys_answeredgp_appt_availableae_attendances_attendancespopulationPeoplePlacesLivesyear%>65%<15N>65N<15
000QJan406.655830308.945095310.561801234.7161874568.0197661179.85524614.894297.299.794.4201814.4640221.7635052.15433.2415
100QFeb349.933603256.872981261.756435205.2987973910.9183441075.45218914.894297.299.794.4201814.4640221.7635052.15433.2415
200QMar413.247659300.690725303.676215234.7161874051.7785451210.87403214.894297.299.794.4201814.4640221.7635052.15433.2415
300QApr349.608595278.140171264.973181203.6779243974.4330011186.16642714.894297.299.794.4201814.4640221.7635052.15433.2415
400QMay361.100544284.419492294.361403227.9264374232.3857611299.29771314.894297.299.794.4201814.4640221.7635052.15433.2415
\n", "
" ], "text/plain": [ " ccg month 111_111_offered 111_111_answered amb_sys_made \\\n", "0 00Q Jan 406.655830 308.945095 310.561801 \n", "1 00Q Feb 349.933603 256.872981 261.756435 \n", "2 00Q Mar 413.247659 300.690725 303.676215 \n", "3 00Q Apr 349.608595 278.140171 264.973181 \n", "4 00Q May 361.100544 284.419492 294.361403 \n", "\n", " amb_sys_answered gp_appt_available ae_attendances_attendances \\\n", "0 234.716187 4568.019766 1179.855246 \n", "1 205.298797 3910.918344 1075.452189 \n", "2 234.716187 4051.778545 1210.874032 \n", "3 203.677924 3974.433001 1186.166427 \n", "4 227.926437 4232.385761 1299.297713 \n", "\n", " population People Places Lives year %>65 %<15 N>65 \\\n", "0 14.8942 97.2 99.7 94.4 2018 14.46402 21.763505 2.1543 \n", "1 14.8942 97.2 99.7 94.4 2018 14.46402 21.763505 2.1543 \n", "2 14.8942 97.2 99.7 94.4 2018 14.46402 21.763505 2.1543 \n", "3 14.8942 97.2 99.7 94.4 2018 14.46402 21.763505 2.1543 \n", "4 14.8942 97.2 99.7 94.4 2018 14.46402 21.763505 2.1543 \n", "\n", " N<15 \n", "0 3.2415 \n", "1 3.2415 \n", "2 3.2415 \n", "3 3.2415 \n", "4 3.2415 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dta.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "817c8710", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1618, 17)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dta.shape" ] }, { "cell_type": "markdown", "id": "0f30286b", "metadata": {}, "source": [ "## Function to group data " ] }, { "cell_type": "code", "execution_count": 7, "id": "2178761f", "metadata": {}, "outputs": [], "source": [ "def group_data(data, features):\n", "\n", " features = ['population','%>65',\n", " 'People', 'Places',\n", " 'Lives']\n", "\n", "\n", " #ensure no identical points in train and test\n", "\n", " grouped = pd.DataFrame()\n", " \n", " for pop, group in data.groupby('population'):\n", "\n", " #if len(group.lives.unique())>1:\n", "\n", " #print('multiple CCG with same population')\n", "\n", " ccg_year = pd.Series(dtype='float64')\n", "\n", " for f in features:\n", "\n", " ccg_year[f] = group[f].unique()[0]\n", "\n", " ccg_year['ae_attendances_attendances']\\\n", " = group.ae_attendances_attendances.mean()\n", " \n", "\n", " grouped = grouped.append(ccg_year, ignore_index=True)\n", " \n", " return grouped" ] }, { "cell_type": "code", "execution_count": 8, "id": "f86b2b28", "metadata": {}, "outputs": [], "source": [ "def fit_capacity(dta, features, model):\n", " \n", " y = dta['ae_attendances_attendances']\n", " X = dta[features]\n", "\n", " model.fit(X,y)\n", " \n", " return model" ] }, { "cell_type": "code", "execution_count": 9, "id": "5ada10bc", "metadata": {}, "outputs": [], "source": [ "def fit_final(dta, rf1, rf2, m1_features, m2_features):\n", " \n", " \n", " final = LinearRegression()\n", "\n", "\n", " #train capactiy model\n", " \n", " rf1 = fit_capacity(dta, m1_features, rf1)\n", " \n", "\n", " #predict monthly attendances\n", "\n", " y_pred_1 = rf1.predict(dta[m1_features])\n", "\n", " \n", " \n", " grouped = group_data(dta, m2_features)\n", " \n", " y = grouped['ae_attendances_attendances']\n", "\n", " X = grouped[m2_features]\n", "\n", " rf2.fit(X, y)\n", " \n", " y_pred_2 = rf2.predict(dta[m2_features])\n", " \n", " \n", " X_f = np.vstack([y_pred_1, y_pred_2]).T\n", " y_f = dta['ae_attendances_attendances']\n", "\n", " final.fit(X_f,y_f)\n", "\n", " print('Combined training score:',final.score(X_f,y_f))\n", " \n", " return rf1,rf2, final " ] }, { "cell_type": "code", "execution_count": 10, "id": "d8a01b01", "metadata": {}, "outputs": [], "source": [ "#capacity utility\n", "capacity_features = ['gp_appt_available',\n", " '111_111_offered', 'amb_sys_answered']\n", "# '111_111_answered', 'amb_sys_made']\n", "\n", "pophealth_features = ['population','%>65',\n", " 'People', 'Places', 'Lives']" ] }, { "cell_type": "markdown", "id": "1352a118", "metadata": {}, "source": [ "## Split data " ] }, { "cell_type": "code", "execution_count": 11, "id": "6498611b", "metadata": {}, "outputs": [], "source": [ "train = dta.loc[dta.year==2018]" ] }, { "cell_type": "code", "execution_count": 12, "id": "8c5cd012", "metadata": {}, "outputs": [], "source": [ "test = dta.loc[dta.year==2019]" ] }, { "cell_type": "markdown", "id": "54ec3b50", "metadata": {}, "source": [ "## Fit to 2018 " ] }, { "cell_type": "code", "execution_count": 13, "id": "2f75717d", "metadata": {}, "outputs": [], "source": [ "#capacity model\n", "rf1 = RandomForestRegressor(max_depth=5, n_estimators=6, random_state=0)\n", "\n", "#population health model\n", "rf2 = RandomForestRegressor(max_depth=7, n_estimators=4, random_state=0)" ] }, { "cell_type": "code", "execution_count": 14, "id": "440dea34", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Combined training score: 0.8739643763156378\n" ] } ], "source": [ "m1_features = capacity_features\n", "m2_features = pophealth_features\n", "\n", "rf1,rf2,final = fit_final(train, rf1, rf2, m1_features, m2_features)" ] }, { "cell_type": "markdown", "id": "881b4030", "metadata": {}, "source": [ "## Predict on 2019 " ] }, { "cell_type": "code", "execution_count": 15, "id": "caa030ad", "metadata": {}, "outputs": [], "source": [ "def stacked_predict(X, models, m1_features, m2_features):\n", " \n", " rf1,rf2,final = models\n", " \n", " y_pred_1 = rf1.predict(X[m1_features])\n", "\n", " y_pred_2 = rf2.predict(X[m2_features])\n", "\n", " X_f = np.vstack([y_pred_1, y_pred_2]).T\n", " \n", " preds = final.predict(X_f)\n", " \n", " return preds" ] }, { "cell_type": "code", "execution_count": 16, "id": "aa9fabf0", "metadata": {}, "outputs": [], "source": [ "preds = stacked_predict(test, [rf1,rf2,final], m1_features, m2_features)" ] }, { "cell_type": "markdown", "id": "2097cacc", "metadata": {}, "source": [ "### MAPE" ] }, { "cell_type": "code", "execution_count": 17, "id": "9ea33e48", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.25631315230223467" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mape(test.ae_attendances_attendances.values,preds)" ] }, { "cell_type": "markdown", "id": "a93224cd", "metadata": {}, "source": [ "### Plot " ] }, { "cell_type": "code", "execution_count": 18, "id": "8c54a974", "metadata": {}, "outputs": [], "source": [ "test['preds'] = preds" ] }, { "cell_type": "code", "execution_count": 19, "id": "d0de4425", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,6))\n", "\n", "\n", "plt.plot(test.ae_attendances_attendances.values, 'r--', label = 'True')\n", "plt.plot(test.preds.values, 'g--', label = 'Predicted')\n", "\n", "plt.ylabel('Monthly ED attendances per 10,000 people', fontsize=14)\n", "plt.legend(loc='best', fontsize=12)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9ffc14e6", "metadata": {}, "source": [ "## Combine by month for total" ] }, { "cell_type": "code", "execution_count": 20, "id": "49e836b3", "metadata": {}, "outputs": [], "source": [ "res = pd.DataFrame()\n", "\n", "months = ['Jan','Feb','Mar','Apr','May','Jun',\\\n", " 'Jul','Aug','Sep','Oct','Nov','Dec']\n", "\n", "res['True'] = test.ae_attendances_attendances.values * test.population.values\n", "res['Month'] = test.month.values\n", "res['Pred'] = preds * test.population.values\n", "\n", "\n", "true, pred = [],[]\n", "\n", "for month in months:\n", "\n", " true.append(np.mean(res.loc[res.Month==month]['True'].values, axis=0))\n", " pred.append(np.mean(res.loc[res.Month==month]['Pred'].values, axis=0))" ] }, { "cell_type": "markdown", "id": "35f50e12", "metadata": {}, "source": [ "### MAPE " ] }, { "cell_type": "code", "execution_count": 21, "id": "3e36edac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.034803448980532836" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mape(true, pred)" ] }, { "cell_type": "markdown", "id": "b6e35093", "metadata": {}, "source": [ "### Plot " ] }, { "cell_type": "code", "execution_count": 22, "id": "a01b26df", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(8,5))\n", "\n", "plt.plot(months,true, 'r--', label = 'True')\n", "plt.plot(months,pred, 'g--', label = 'Predicted')\n", "\n", "plt.legend(loc='best', fontsize=12)\n", "\n", "plt.ylabel('Mean monthly ED attendances per CCG', fontsize=14)\n", "plt.xlabel('Month', fontsize=14)\n", "\n", "plt.savefig('2019_forecast_mean.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "21f97753", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.021009352150538733" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mape(np.concatenate((true[:2],[true[-1]])), np.concatenate((pred[:2],[pred[-1]])))" ] }, { "cell_type": "markdown", "id": "401062e4", "metadata": {}, "source": [ "## Figure for paper " ] }, { "cell_type": "code", "execution_count": 24, "id": "30c2f90a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax_list = plt.subplots(1,2,figsize=(16,6))\n", "\n", "ax=ax_list[0]\n", "\n", "ax.plot(test.ae_attendances_attendances.values, 'r--', label = 'True')\n", "ax.plot(test.preds.values, 'g--', label = 'Predicted')\n", "\n", "ax.set_ylabel('Monthly ED attendances per 10,000 people', fontsize=14)\n", "ax.legend(loc='best', fontsize=12)\n", "\n", "ax.xaxis.set_ticklabels([])\n", "\n", "ax.text(0.1, 0.9, 'a', horizontalalignment='center',\n", " verticalalignment='center', fontweight='bold',\n", " fontsize=16,transform=ax.transAxes)\n", "\n", "ax=ax_list[1]\n", "\n", "ax.plot(months,true, 'r--', label = 'True')\n", "ax.plot(months,pred, 'g--', label = 'Predicted')\n", "\n", "ax.legend(loc='upper right', fontsize=12)\n", "\n", "ax.set_ylabel('Mean monthly ED attendances per CCG', fontsize=14)\n", "ax.set_xlabel('Month', fontsize=14)\n", "\n", "ax.text(0.1, 0.9, 'b', horizontalalignment='center',\n", " verticalalignment='center', fontweight='bold',\n", " fontsize=16,transform=ax.transAxes)\n", "\n", "plt.tight_layout()\n", "\n", "plt.savefig('2019_forecast.png')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "06b34c76", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }