{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows small but apparently significant differences between the cost-per-patient between EMIS and TPP (in particular).\n", "\n", "A difference of just 10p per patient would be £5m nationally, so worth looking at in more depth.\n", "\n", "The main thing to do next is control for list demographics, because London is overwhelmingly young and overwhelmingly EMIS.\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from ebmdatalab import bq\n", "sql = \"\"\"SELECT\n", " rx.month,\n", " rx.practice,\n", " SUM(net_cost)/prac.total_list_size AS cost_per_patient,\n", " vendors.Principal_Supplier,\n", " prac.total_list_size AS total_patients\n", "FROM\n", " ebmdatalab.hscic.normalised_prescribing_standard rx\n", "INNER JOIN\n", " `ebmdatalab.hscic.practice_statistics` prac\n", "ON\n", " prac.practice = rx.practice AND prac.month = rx.month\n", "INNER JOIN\n", " ebmdatalab.alex.vendors vendors\n", "ON\n", " vendors.ODS = rx.practice AND vendors.DATE = rx.month\n", "WHERE total_list_size > 1000\n", "GROUP BY\n", " rx.month,\n", " rx.practice,\n", " vendors.Principal_Supplier,\n", " prac.total_list_size\"\"\"\n", "df = bq.cached_read(sql, csv_path='cost_per_patient.csv') " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "df['Principal_Supplier'] = df['Principal_Supplier'].str.strip()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Principal_Supplier\n", "EMIS 12.274984\n", "Microtest 15.036377\n", "TPP 12.778642\n", "Vision 11.957095\n", "Name: cost_per_patient, dtype: float64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['month'] == \"2019-05-01\"].groupby(\"Principal_Supplier\")['cost_per_patient'].mean()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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monthpracticecost_per_patientPrincipal_Suppliertotal_patients
2741402016-04-01 00:00:00+00:00H8460872.085460INPS2009
2707372016-08-01 00:00:00+00:00H8460874.329043INPS1965
594442017-09-01 00:00:00+00:00J8364274.561277TPP1777
2828702017-05-01 00:00:00+00:00H8460876.500187Vision1874
2763602017-03-01 00:00:00+00:00H8460884.853340Vision1913
\n", "
" ], "text/plain": [ " month practice cost_per_patient \\\n", "274140 2016-04-01 00:00:00+00:00 H84608 72.085460 \n", "270737 2016-08-01 00:00:00+00:00 H84608 74.329043 \n", "59444 2017-09-01 00:00:00+00:00 J83642 74.561277 \n", "282870 2017-05-01 00:00:00+00:00 H84608 76.500187 \n", "276360 2017-03-01 00:00:00+00:00 H84608 84.853340 \n", "\n", " Principal_Supplier total_patients \n", "274140 INPS 2009 \n", "270737 INPS 1965 \n", "59444 TPP 1777 \n", "282870 Vision 1874 \n", "276360 Vision 1913 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = df[df['total_patients'] > 1500]\n", "df2.sort_values(\"cost_per_patient\").tail()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timestamp('2019-05-01 00:00:00+0000', tz='UTC')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.month.max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boxplot of single month\n", "\n", "Shows data is normally distributed and there is some variation\n", "\n", "Note Microtest should be ignore as it's muchly confounded by only being Cornwall" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "ax = sns.boxplot(x=\"Principal_Supplier\", y=\"cost_per_patient\", data=df2[df2['month'] == \"2019-05-01\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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monthPrincipal_Suppliercost_per_patient
02016-01-01 00:00:00+00:00EMIS12.229105
12016-02-01 00:00:00+00:00EMIS12.178012
22016-03-01 00:00:00+00:00EMIS12.803824
32016-04-01 00:00:00+00:00EMIS12.892131
42016-05-01 00:00:00+00:00EMIS12.340288
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" ], "text/plain": [ " month Principal_Supplier cost_per_patient\n", "0 2016-01-01 00:00:00+00:00 EMIS 12.229105\n", "1 2016-02-01 00:00:00+00:00 EMIS 12.178012\n", "2 2016-03-01 00:00:00+00:00 EMIS 12.803824\n", "3 2016-04-01 00:00:00+00:00 EMIS 12.892131\n", "4 2016-05-01 00:00:00+00:00 EMIS 12.340288" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "means = df2[df2.Principal_Supplier == 'EMIS'].groupby([\"month\", \"Principal_Supplier\"]).mean()['cost_per_patient'].reset_index()\n", "means.head()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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monthpracticecost_per_patient_xPrincipal_Supplier_xtotal_patientsPrincipal_Supplier_ycost_per_patient_ycost_per_patient_emis_delta
02016-02-01 00:00:00+00:00C8105516.893858EMIS3727EMIS12.178012-4.715847
12016-02-01 00:00:00+00:00E836329.269672Unknown4058EMIS12.1780122.908339
22016-02-01 00:00:00+00:00F8104212.522993EMIS24386EMIS12.178012-0.344981
32016-02-01 00:00:00+00:00L8100613.082298Unknown3816EMIS12.178012-0.904287
42016-02-01 00:00:00+00:00N8102315.057615Unknown5049EMIS12.178012-2.879604
\n", "
" ], "text/plain": [ " month practice cost_per_patient_x Principal_Supplier_x \\\n", "0 2016-02-01 00:00:00+00:00 C81055 16.893858 EMIS \n", "1 2016-02-01 00:00:00+00:00 E83632 9.269672 Unknown \n", "2 2016-02-01 00:00:00+00:00 F81042 12.522993 EMIS \n", "3 2016-02-01 00:00:00+00:00 L81006 13.082298 Unknown \n", "4 2016-02-01 00:00:00+00:00 N81023 15.057615 Unknown \n", "\n", " total_patients Principal_Supplier_y cost_per_patient_y \\\n", "0 3727 EMIS 12.178012 \n", "1 4058 EMIS 12.178012 \n", "2 24386 EMIS 12.178012 \n", "3 3816 EMIS 12.178012 \n", "4 5049 EMIS 12.178012 \n", "\n", " cost_per_patient_emis_delta \n", "0 -4.715847 \n", "1 2.908339 \n", "2 -0.344981 \n", "3 -0.904287 \n", "4 -2.879604 " ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3 = df2.copy()\n", "df4 = df3.merge(means, how=\"inner\", left_on=[\"month\"], right_on=[\"month\"])\n", "df4['cost_per_patient_emis_delta'] = df4['cost_per_patient_y'] - df4['cost_per_patient_x']\n", "df4.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot cost per patient" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/seb/.local/lib/python3.7/site-packages/seaborn/relational.py:792: FutureWarning: Converting timezone-aware DatetimeArray to timezone-naive ndarray with 'datetime64[ns]' dtype. In the future, this will return an ndarray with 'object' dtype where each element is a 'pandas.Timestamp' with the correct 'tz'.\n", "\tTo accept the future behavior, pass 'dtype=object'.\n", "\tTo keep the old behavior, pass 'dtype=\"datetime64[ns]\"'.\n", " x, y = np.asarray(x), np.asarray(y)\n", "/home/seb/.local/lib/python3.7/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"month\", y=\"cost_per_patient\", hue=\"Principal_Supplier\", kind=\"line\", data=df2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Same, standardised against EMIS\n", "\n", "There's lots of fluctation based on underlying drug price change. If we fix it so it's all relative to EMIS it gets clearer. Lower means more expensive:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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