{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"autoscroll": "json-false",
"collapsed": true,
"ein.tags": [
"worksheet-0"
],
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"from lib import price_utils\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"reload(price_utils)\n",
"pd.options.display.float_format = '{:,.2f}'.format\n",
"\n",
"months = ['2015-10-01','2015-11-01','2015-12-01',\n",
" '2016-01-01','2016-02-01','2016-03-01',\n",
" '2016-04-01','2016-05-01','2016-06-01',\n",
" '2016-07-01','2016-08-01','2016-09-01']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get all data from BigQuery\n",
"**Needs to be done manually as tables are too big to export**"
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": true,
"scrolled": false
},
"source": [
"sql = {}\n",
"for month in months:\n",
" sql[month] = price_utils.get_savings(group_by='practice',\n",
" month=month,\n",
" limit=False,\n",
" sql_only=True,\n",
" prescribing_table='normalised_prescribing')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import data from BigQuery following manual queries and combining"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"csv0 = pd.read_csv('data/ppd_15_10_to_16_09_0~')\n",
"csv1 = pd.read_csv('data/ppd_15_10_to_16_09_1~')\n",
"totals = pd.concat([csv0,csv1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Total possible savings"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"410354642.49\n"
]
}
],
"source": [
"print totals['possible_savings'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" index | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" 3 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0 | \n",
" Savings over £1/practice/month | \n",
" £410,354,642 | \n",
" 14,274,013 | \n",
" £8 | \n",
"
\n",
" \n",
" 1 | \n",
" 1 | \n",
" Savings over £50/practice/month | \n",
" £273,485,140 | \n",
" 2,035,124 | \n",
" £92 | \n",
"
\n",
" \n",
" 2 | \n",
" 2 | \n",
" Savings over £100/practice/month | \n",
" £193,696,740 | \n",
" 905,352 | \n",
" £159 | \n",
"
\n",
" \n",
" 3 | \n",
" 3 | \n",
" Savings over £500/practice/month | \n",
" £34,990,730 | \n",
" 41,362 | \n",
" £655 | \n",
"
\n",
" \n",
" 4 | \n",
" 4 | \n",
" Savings over £1000/practice/month | \n",
" £12,736,998 | \n",
" 7,283 | \n",
" £1,342 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" index 0 1 2 3\n",
"0 0 Savings over £1/practice/month £410,354,642 14,274,013 £8\n",
"1 1 Savings over £50/practice/month £273,485,140 2,035,124 £92\n",
"2 2 Savings over £100/practice/month £193,696,740 905,352 £159\n",
"3 3 Savings over £500/practice/month £34,990,730 41,362 £655\n",
"4 4 Savings over £1000/practice/month £12,736,998 7,283 £1,342"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"table = {}\n",
"i=0\n",
"for p in [1, 50, 100, 500, 1000]:\n",
" temp = totals['possible_savings'][totals['possible_savings'] > p]\n",
" table[i] = [\n",
" \"Savings over £\" + str(p) + \"/practice/month\",\n",
" \"£%s\" % \"{:,.0f}\".format(temp.sum()),\n",
" \"%s\" % \"{:,.0f}\".format(len(temp)),\n",
" \"£%s\" % \"{:,.0f}\".format(temp.median())]\n",
" i +=1\n",
"pd.DataFrame.from_dict(table, orient='index').reset_index().sort_values('index')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" quantity | \n",
" possible_savings | \n",
" cum_sum | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 7,283.00 | \n",
" 7,283.00 | \n",
" 7,283.00 | \n",
"
\n",
" \n",
" mean | \n",
" 3,302.70 | \n",
" 1,748.87 | \n",
" 8.09 | \n",
"
\n",
" \n",
" std | \n",
" 23,027.95 | \n",
" 1,264.90 | \n",
" 3.20 | \n",
"
\n",
" \n",
" min | \n",
" 0.00 | \n",
" 1,000.04 | \n",
" 0.02 | \n",
"
\n",
" \n",
" 25% | \n",
" 200.00 | \n",
" 1,125.04 | \n",
" 5.74 | \n",
"
\n",
" \n",
" 50% | \n",
" 600.00 | \n",
" 1,341.71 | \n",
" 8.58 | \n",
"
\n",
" \n",
" 75% | \n",
" 1,653.50 | \n",
" 1,879.86 | \n",
" 10.82 | \n",
"
\n",
" \n",
" max | \n",
" 709,173.00 | \n",
" 23,304.06 | \n",
" 12.74 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" quantity possible_savings cum_sum\n",
"count 7,283.00 7,283.00 7,283.00\n",
"mean 3,302.70 1,748.87 8.09\n",
"std 23,027.95 1,264.90 3.20\n",
"min 0.00 1,000.04 0.02\n",
"25% 200.00 1,125.04 5.74\n",
"50% 600.00 1,341.71 8.58\n",
"75% 1,653.50 1,879.86 10.82\n",
"max 709,173.00 23,304.06 12.74"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"totals.loc[(totals.possible_savings > 1000)].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Figure 1\n",
" run generic switching notebook first as combines data from that"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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6Zf50797dum+vXr3KrN+3T9M7yOXSNqX1w7Sp1oKk0ynMSXhbpU1EROyKk60O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PQ0f9nZiTd2QWiMFAoF7fxdGT8whHkTu9HO34WjKbnM/XA/m/anozeIB443Br6OPjzb5UmctI58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\nESHBAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"totals.sort_values('possible_savings', inplace=True, ascending=False)\n",
"\n",
"totals['cum_sum'] = totals['possible_savings'].cumsum()/1000000\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 11))\n",
"generic_comp = pd.read_csv('graph.csv')\n",
"ax.plot(generic_comp['hypothetical_saving_10c'],\n",
" generic_comp['cum_sum'],\n",
" label='Generic switching')\n",
"\n",
"ax.plot(totals['possible_savings'],\n",
" totals['cum_sum'],\n",
" label='Price-per-unit')\n",
"\n",
"ax.yaxis.set_ticks(range(0,425,25))\n",
"ax.set_xscale(\"log\")\n",
"ax.xaxis.set_ticks([1,5,10,50,100,500,1000,5000,10000])\n",
"ax.set_xlim(1,30000)\n",
"ax.set_ylim(-10,425)\n",
"ax.set_xlabel('Minimum saving per practice per month (GBP, log scale)')\n",
"ax.set_ylabel('Total possible savings (millions of GBP)')\n",
"ax.xaxis.set_major_formatter(plt.FormatStrFormatter('%0.0f'))\n",
"ax.legend(fontsize=15)\n",
"\n",
"for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n",
" ax.get_xticklabels() + ax.get_yticklabels()):\n",
" item.set_fontsize(14)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Figure 2(b)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7739\n",
"8180\n"
]
},
{
"data": {
"image/png": 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dna1t27YpODjYipIAALC9YrvLXmxsrEaNGqUpU6YoKChIERER8vT0VHR0tKKiomSM0eDB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\nrctEAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" (b) Price-per-unit | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 8,180.00 | \n",
"
\n",
" \n",
" mean | \n",
" 248.79 | \n",
"
\n",
" \n",
" std | \n",
" 195.03 | \n",
"
\n",
" \n",
" min | \n",
" 0.00 | \n",
"
\n",
" \n",
" 5% | \n",
" 0.00 | \n",
"
\n",
" \n",
" 50% | \n",
" 209.00 | \n",
"
\n",
" \n",
" 95% | \n",
" 620.00 | \n",
"
\n",
" \n",
" max | \n",
" 2,284.00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" (b) Price-per-unit\n",
"count 8,180.00\n",
"mean 248.79\n",
"std 195.03\n",
"min 0.00\n",
"5% 0.00\n",
"50% 209.00\n",
"95% 620.00\n",
"max 2,284.00"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"practices = pd.read_csv('data/practices_4.csv')\n",
"df_hist = totals.loc[totals.possible_savings>50].groupby('practice').size()\n",
"df_hist = df_hist.to_frame(name='(b) Price-per-unit')\n",
"print len(df_hist)\n",
"df_hist = df_hist.merge(practices, how='right', left_index=True, right_on='practice')\n",
"df_hist = df_hist.fillna(0)\n",
"print len(df_hist)\n",
"\n",
"df_hist.loc[df_hist['(b) Price-per-unit']<1000].hist(bins=50)\n",
"plt.xlim(0,1000)\n",
"#plt.ylim(0,1395)\n",
"plt.xlabel('Annual actions per practice, over 50 GBP per month')\n",
"plt.ylabel('Frequency')\n",
"plt.show()\n",
"\n",
"df_hist.describe(percentiles=[.05,.5,.95])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of practices with no actions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"441"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df_hist.loc[df_hist['(b) Price-per-unit']==0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Figure 3"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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27NlDUlISK1euxNPTk/r16/Pkk08ybdo0XnjhBY4ePUpkZCQBAaVPPl2xYgWN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\n0iJaAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sums = totals.loc[totals.possible_savings>50].groupby('practice').sum()\n",
"sums = sums.merge(practices, how='right', left_index=True, right_on='practice')\n",
"sums = sums.fillna(0)\n",
"sums.sort_values('possible_savings', inplace=True, ascending=False)\n",
"\n",
"sums['cum_sum2'] = sums['possible_savings'].cumsum()/1000000\n",
"\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 11))\n",
"generic_comp = pd.read_csv('graph2.csv')\n",
"ax.plot(range(len(sums)),\n",
" generic_comp['cum_sum2'],\n",
" label='Generic switching')\n",
"\n",
"ax.plot(range(len(sums)),\n",
" sums['cum_sum2'],\n",
" label='Price-per-unit')\n",
"\n",
"ax.yaxis.set_ticks(range(0,425,25))\n",
"#ax.set_xscale(\"log\")\n",
"#ax.xaxis.set_ticks([1,5,10,50,100,500,1000,5000,10000])\n",
"#ax.set_xlim(1,30000)\n",
"ax.set_ylim(-7,287.5)\n",
"ax.set_xlabel('Number of practices where cost savings are implemented (highest saving practices first)')\n",
"ax.set_ylabel('Total possible savings (millions of GBP)')\n",
"#plt.set_yscale(\"log\")\n",
"#ax.set_title('(c) minimising cost-per-unit',loc='left')\n",
"ax.xaxis.set_major_formatter(plt.FormatStrFormatter('%0.0f'))\n",
"ax.legend(fontsize=15)\n",
"\n",
"for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n",
" ax.get_xticklabels() + ax.get_yticklabels()):\n",
" item.set_fontsize(14)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 8,180.00\n",
"mean 27.12\n",
"std 8.65\n",
"min 0.11\n",
"25% 22.48\n",
"50% 30.73\n",
"75% 34.15\n",
"max 34.63\n",
"Name: cum_sum2, dtype: float64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"generic_comp.cum_sum2.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 8,180.00\n",
"mean 201.81\n",
"std 72.57\n",
"min 0.63\n",
"25% 155.89\n",
"50% 227.58\n",
"75% 263.62\n",
"max 273.49\n",
"Name: cum_sum2, dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sums.cum_sum2.describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
},
"name": "Price per dose.ipynb"
},
"nbformat": 4,
"nbformat_minor": 1
}