{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Emergency stroke admissions predictions\n",
"\n",
"__TO DO__ why MSOA? Presumably LSOA are too small? (AL 11/Jul/24)\n",
"\n",
"The aim of this notebook is to predict admissions at a MSOA level, based on demographic data. This allows for:\n",
"\n",
"1) Projection of admissions into the future based on age profile changes (if nothing else changes)\n",
"2) Prediction of admissions in Wales, where we do not have localised admission data\n",
"\n",
"The prediction is based on Office of National Statistics:\n",
"\n",
"1) Index of multiple deprivation\n",
"2) Number of people in each MSOA in three age bands (0-64, 65-79, and 80+)\n",
"3) The number of people in each MSOA in three hwalth bands (good, fair, bad)\n",
"\n",
"After prediction at MSOA level, admissions are distrubted among LSOAs in each MSOA."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt \n",
"import numpy as np\n",
"import pandas as pd\n",
"from scipy import stats\n",
"from sklearn import metrics\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.model_selection import KFold\n",
"\n",
"# Turn warnings off to keep notebook tidy\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" admissions \n",
" IMD2019Score \n",
" 0-64 \n",
" 65-79 \n",
" 80+ \n",
" good_health \n",
" fair health \n",
" bad health \n",
" \n",
" \n",
" MSOA \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" Adur 001 \n",
" 14.333333 \n",
" 16.924833 \n",
" 6905.0 \n",
" 1339.0 \n",
" 571.0 \n",
" 6799 \n",
" 1251 \n",
" 474 \n",
" \n",
" \n",
" Adur 002 \n",
" 7.333333 \n",
" 6.470400 \n",
" 5431.0 \n",
" 1345.0 \n",
" 487.0 \n",
" 5537 \n",
" 838 \n",
" 259 \n",
" \n",
" \n",
" Adur 003 \n",
" 9.333333 \n",
" 13.733400 \n",
" 5745.0 \n",
" 1157.0 \n",
" 452.0 \n",
" 5820 \n",
" 969 \n",
" 311 \n",
" \n",
" \n",
" Adur 004 \n",
" 21.000000 \n",
" 26.199857 \n",
" 8583.0 \n",
" 1371.0 \n",
" 628.0 \n",
" 7872 \n",
" 1546 \n",
" 709 \n",
" \n",
" \n",
" Adur 005 \n",
" 13.666667 \n",
" 11.794800 \n",
" 6995.0 \n",
" 1479.0 \n",
" 585.0 \n",
" 7106 \n",
" 1081 \n",
" 339 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" admissions IMD2019Score 0-64 65-79 80+ good_health \\\n",
"MSOA \n",
"Adur 001 14.333333 16.924833 6905.0 1339.0 571.0 6799 \n",
"Adur 002 7.333333 6.470400 5431.0 1345.0 487.0 5537 \n",
"Adur 003 9.333333 13.733400 5745.0 1157.0 452.0 5820 \n",
"Adur 004 21.000000 26.199857 8583.0 1371.0 628.0 7872 \n",
"Adur 005 13.666667 11.794800 6995.0 1479.0 585.0 7106 \n",
"\n",
" fair health bad health \n",
"MSOA \n",
"Adur 001 1251 474 \n",
"Adur 002 838 259 \n",
"Adur 003 969 311 \n",
"Adur 004 1546 709 \n",
"Adur 005 1081 339 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('./data/msoa_collated.csv', index_col='MSOA')\n",
"\n",
"# Limit to England data\n",
"mask = data['country'] == 'E'\n",
"data = data[mask]\n",
"data = data.drop('country', axis=1)\n",
"data = data.drop('All persons', axis=1)\n",
"\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Split into X and y"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"X = data.drop('admissions', axis=1)\n",
"y = data['admissions']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create k-fold splits"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Set up splits\n",
"number_of_splits = 6\n",
"skf = KFold(n_splits = number_of_splits, shuffle=True, random_state=42)\n",
"X_fields = list(X)\n",
"X = X.values\n",
"y = y.values\n",
"skf.get_n_splits(X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Linear regression"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean r-squared (sem): 0.640 (0.009)\n"
]
}
],
"source": [
"r_square_results = []\n",
"observed = []\n",
"predictions = []\n",
"coefficients = []\n",
"\n",
"# Loop through the k-fold splits\n",
"for train_index, test_index in skf.split(X, y):\n",
"\n",
" # Get X and Y train/test\n",
" X_train, X_test = X[train_index], X[test_index]\n",
" y_train, y_test = y[train_index], y[test_index]\n",
" observed.append(y_test)\n",
"\n",
" # Fit model\n",
" model = LinearRegression().fit(X_train, y_train)\n",
"\n",
" # get predictions\n",
" y_pred = model.predict(X_test)\n",
" predictions.append(y_pred)\n",
" r_square = metrics.r2_score(y_test, y_pred)\n",
" r_square_results.append(r_square)\n",
" coefficients.append(model.coef_)\n",
" \n",
"mean_r_square = np.mean(r_square_results)\n",
"sem = np.std(r_square_results) / number_of_splits ** 0.5\n",
"print (f'Mean r-squared (sem): {mean_r_square:0.3f} ({sem:0.3f})') \n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"IMD2019Score 0.011699\n",
"0-64 -0.000017\n",
"65-79 0.001630\n",
"80+ 0.011814\n",
"good_health -0.000076\n",
"fair health 0.004081\n",
"bad health 0.004709\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_coefficients = np.mean(coefficients, axis=0)\n",
"pd.Series(mean_coefficients, index=X_fields)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12,9))\n",
"\n",
"for k in range (number_of_splits):\n",
"\n",
" ax = fig.add_subplot(2,3,k+1)\n",
"\n",
"\n",
" max_val = np.max([np.max(observed[k]), np.max(predictions[k])]) + 1\n",
" max_val = 5 + (int(max_val/5)*5)\n",
"\n",
" ratio = np.sum(observed[k]) / np.sum(predictions[k])\n",
"\n",
" ax.scatter(observed[k], predictions[k], s=10, alpha=0.5)\n",
"\n",
" ax.set_xlim(0, max_val)\n",
" ax.set_ylim(0, max_val)\n",
" ax.grid()\n",
" ax.set_xlabel('Observed (test set)')\n",
" ax.set_ylabel('Predicted (test set)')\n",
" ticks = np.arange(0,max_val+1, 5)\n",
" ax.set_xticks(ticks)\n",
" ax.set_yticks(ticks)\n",
" text = (f'R-squared: {r_square_results[k]:0.3f}\\n' +\n",
" f'Total observed / total predicted : {ratio:0.2f}')\n",
" ax.text(1, max_val-6, text, backgroundcolor='1.0', fontsize=9)\n",
"\n",
"plt.tight_layout(pad=2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make predictions for England and Wales"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv('./data/msoa_collated.csv', index_col='MSOA')\n",
"\n",
"#Train model on all England data\n",
"mask = data['country'] == 'E'\n",
"X_train = data[mask]\n",
"y_train = data[mask]['admissions']\n",
"X_train = X_train[X_fields]\n",
"\n",
"# Fit model and get admissions\n",
"model = LinearRegression().fit(X_train, y_train)\n",
"predictions = model.predict(data[X_fields])\n",
"predicted_admissions = pd.DataFrame(\n",
" predictions, columns=['predicted admissions'], index=data.index)\n",
" \n",
"# Get MSOA for each LSOA\n",
"lsoa_msoa = pd.read_csv('./data/lsoa_to_msoa.csv')\n",
"lsoa_msoa['count'] = 1\n",
"lsoa_counts = lsoa_msoa.groupby('msoa11nm').sum()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" lsoa11cd \n",
" lsoa11nm \n",
" msoa11cd \n",
" msoa11nm \n",
" country \n",
" LSOA_predicted_admissions \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" E01000001 \n",
" City of London 001A \n",
" E02000001 \n",
" City of London 001 \n",
" E \n",
" 1.569672 \n",
" \n",
" \n",
" 1 \n",
" E01000002 \n",
" City of London 001B \n",
" E02000001 \n",
" City of London 001 \n",
" E \n",
" 1.569672 \n",
" \n",
" \n",
" 2 \n",
" E01000003 \n",
" City of London 001C \n",
" E02000001 \n",
" City of London 001 \n",
" E \n",
" 1.569672 \n",
" \n",
" \n",
" 3 \n",
" E01000005 \n",
" City of London 001E \n",
" E02000001 \n",
" City of London 001 \n",
" E \n",
" 1.569672 \n",
" \n",
" \n",
" 4 \n",
" E01000006 \n",
" Barking and Dagenham 016A \n",
" E02000017 \n",
" Barking and Dagenham 016 \n",
" E \n",
" 1.767059 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" lsoa11cd lsoa11nm msoa11cd msoa11nm \\\n",
"0 E01000001 City of London 001A E02000001 City of London 001 \n",
"1 E01000002 City of London 001B E02000001 City of London 001 \n",
"2 E01000003 City of London 001C E02000001 City of London 001 \n",
"3 E01000005 City of London 001E E02000001 City of London 001 \n",
"4 E01000006 Barking and Dagenham 016A E02000017 Barking and Dagenham 016 \n",
"\n",
" country LSOA_predicted_admissions \n",
"0 E 1.569672 \n",
"1 E 1.569672 \n",
"2 E 1.569672 \n",
"3 E 1.569672 \n",
"4 E 1.767059 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create dataframe with admissions per MSOA and number of LSOA per MSOA\n",
"predicted_admissions = \\\n",
" pd.merge(predicted_admissions, lsoa_counts, left_index=True, right_index=True, how='left')\n",
"\n",
"# Calculate the number of admissions for LSOA in each MSOA\n",
"predicted_admissions['LSOA_predicted_admissions'] = \\\n",
" predicted_admissions['predicted admissions'] / predicted_admissions['count']\n",
"\n",
"# Add predictions per LSOA to all LSOAs\n",
"lsoa_predictions = pd.merge(\n",
" lsoa_msoa, predicted_admissions, left_on='msoa11nm', right_index=True, how='left')\n",
"\n",
"# Clean table\n",
"cols = ['lsoa11cd', 'lsoa11nm', 'msoa11cd', 'msoa11nm', 'country', 'LSOA_predicted_admissions']\n",
"lsoa_predictions = lsoa_predictions[cols]\n",
"\n",
"mask = (lsoa_predictions['country'] == 'E' ) | (lsoa_predictions['country'] == 'W')\n",
"lsoa_predictions = lsoa_predictions[mask]\n",
"\n",
"\n",
"lsoa_predictions.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"lsoa_predictions.to_csv('outputs/lsoa_predicted_admissions.csv', index=False)"
]
}
],
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