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A notebook looking at the relationship between social services spending and health outcomes across the OECD: https://pstblog.com/2016/11/20/social-services
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Social Services Spending and Health Outcomes \n",
"\n",
"\n",
"I recently read an interesting paper that looked at the relationship between social services spending and health outcomes across the OECD countries [1]. The authors of this paper ran a few regressions using healthcare and social services spending as a percentage of GDP as the predictors of population health outcomes. Here's a summary of what they found:\n",
"\n",
"> In model 1, we found that health-service expenditures as a percentage of GDP were significantly associated with better health outcomes in only two of the five indicators (life expectancy and maternal mortality). In model 2, social expenditures as a percentage of GDP were significantly associated with better health outcomes in three of the five indicators (life expectancy, infant mortality and potential years of life lost) and with worse health outcomes in one of the indicators (low birth weight).\n",
"\n",
"These findings fit with other research on the [social determinants of health](http://www.who.int/social_determinants/sdh_definition/en/) that suggests access to the healthcare system might only account for a small portion of overall health -- other things like income, education levels, and quality of public institutions might make larger contributions (although this is controversial) [2,3]. So if we can target some of those determinants through social services spending, it has the potential to be a very cost effective approach to improving health. \n",
"\n",
"The authors in the above study used Potential Years of Life Lost (PYLL) as one of the main measures of population health. This metric doesn't include years lived with a disability (YLD), so I was interested in seeing how a more comprehensive measure of population health like the Disability Adjusted Life Year (YLLs + YLDs) affects this analysis. The [Global Burden of Disease](http://www.healthdata.org/gbd) regularly conducts a study of global DALY burdens, so I dowloaded their 1990-2015 results. I also used per capita health and social services spending rather than spending as a percentage of GDP because I think the per capita figures are closer to what you want to measure. \n",
"\n",
"The rest of this post looks at some of the relationships I found in the data. All the code is available in this IPython notebook, and the input data is available in a zipped file [here](https://www.dropbox.com/s/0kvyffe810hgbx6/social_data.zip?dl=1). \n",
"\n",
" \n",
"# Getting the Data\n",
"\n",
"I downloaded the 2015 Global Burden of Disease data from IHME's website [here](http://ghdx.healthdata.org/gbd-results-tool?params=querytool-permalink/f9beb45ff4d57cba4999f86081a58ca8). The units are DALYs per 100,000 population, and it's [age standardized](https://en.wikipedia.org/wiki/Age_adjustment) across the countries. I also downloaded the OECD Social Services spending data from their [website](http://stats.oecd.org/viewhtml.aspx?datasetcode=SOCX_AGG&lang=en#), with units of constant 2010 US dollars per capita, at purchasing power parity. \n",
"\n",
"Below, I import the datasets and combine them into a single dataframe to use for the analysis. "
]
},
{
"cell_type": "code",
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"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import os \n",
"import glob\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import numpy as np\n",
"#from scipy import stats\n",
"\n",
"import statsmodels.formula.api as smf\n",
"import statsmodels.api as sm\n",
"\n",
"matplotlib.style.use('ggplot') #'ggplot' 'fivethirtyeight' 'seaborn-paper'\n",
"matplotlib.rcParams['figure.figsize'] = (11.0, 9.0)\n",
"\n",
"pd.set_option('max_colwidth', 400)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>measure</th>\n",
" <th>location</th>\n",
" <th>sex</th>\n",
" <th>age</th>\n",
" <th>cause</th>\n",
" <th>metric</th>\n",
" <th>year</th>\n",
" <th>dalyrate</th>\n",
" <th>upper</th>\n",
" <th>lower</th>\n",
" <th>yerr_upper</th>\n",
" <th>yerr_lower</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>Sweden</td>\n",
" <td>Both</td>\n",
" <td>Age-standardized</td>\n",
" <td>All causes</td>\n",
" <td>Rate</td>\n",
" <td>1990</td>\n",
" <td>22591.523826</td>\n",
" <td>25539.541245</td>\n",
" <td>20002.074540</td>\n",
" <td>2948.017418</td>\n",
" <td>2589.449286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>Czech Republic</td>\n",
" <td>Both</td>\n",
" <td>Age-standardized</td>\n",
" <td>All causes</td>\n",
" <td>Rate</td>\n",
" <td>1990</td>\n",
" <td>31761.321425</td>\n",
" <td>34892.755747</td>\n",
" <td>29069.197178</td>\n",
" <td>3131.434321</td>\n",
" <td>2692.124248</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>Slovenia</td>\n",
" <td>Both</td>\n",
" <td>Age-standardized</td>\n",
" <td>All causes</td>\n",
" <td>Rate</td>\n",
" <td>1990</td>\n",
" <td>28762.376308</td>\n",
" <td>31857.034564</td>\n",
" <td>25995.537639</td>\n",
" <td>3094.658256</td>\n",
" <td>2766.838670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>Denmark</td>\n",
" <td>Both</td>\n",
" <td>Age-standardized</td>\n",
" <td>All causes</td>\n",
" <td>Rate</td>\n",
" <td>1990</td>\n",
" <td>26780.566573</td>\n",
" <td>29873.609543</td>\n",
" <td>24065.397680</td>\n",
" <td>3093.042970</td>\n",
" <td>2715.168893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>Canada</td>\n",
" <td>Both</td>\n",
" <td>Age-standardized</td>\n",
" <td>All causes</td>\n",
" <td>Rate</td>\n",
" <td>1990</td>\n",
" <td>23881.693184</td>\n",
" <td>26997.163892</td>\n",
" <td>21099.586785</td>\n",
" <td>3115.470707</td>\n",
" <td>2782.106400</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" measure location sex \\\n",
"0 DALYs (Disability-Adjusted Life Years) Sweden Both \n",
"1 DALYs (Disability-Adjusted Life Years) Czech Republic Both \n",
"2 DALYs (Disability-Adjusted Life Years) Slovenia Both \n",
"3 DALYs (Disability-Adjusted Life Years) Denmark Both \n",
"4 DALYs (Disability-Adjusted Life Years) Canada Both \n",
"\n",
" age cause metric year dalyrate upper \\\n",
"0 Age-standardized All causes Rate 1990 22591.523826 25539.541245 \n",
"1 Age-standardized All causes Rate 1990 31761.321425 34892.755747 \n",
"2 Age-standardized All causes Rate 1990 28762.376308 31857.034564 \n",
"3 Age-standardized All causes Rate 1990 26780.566573 29873.609543 \n",
"4 Age-standardized All causes Rate 1990 23881.693184 26997.163892 \n",
"\n",
" lower yerr_upper yerr_lower \n",
"0 20002.074540 2948.017418 2589.449286 \n",
"1 29069.197178 3131.434321 2692.124248 \n",
"2 25995.537639 3094.658256 2766.838670 \n",
"3 24065.397680 3093.042970 2715.168893 \n",
"4 21099.586785 3115.470707 2782.106400 "
]
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"source": [
"# 'Latvia', leave out because joined in July 2016\n",
"oecd_countries = ['Slovenia', 'France', 'Estonia', 'Switzerland', 'United States', 'Spain', \n",
" 'Luxembourg', 'Israel', 'Sweden', 'Germany', 'Denmark', 'Australia', \n",
" 'United Kingdom', 'Greece', 'Iceland', 'Chile', 'South Korea', 'Finland', 'Slovakia', \n",
" 'Belgium', 'Japan', 'Mexico', 'Hungary', 'Austria', 'Italy', 'Portugal', 'Poland', \n",
" 'Netherlands', 'Czech Republic', 'Ireland', 'New Zealand', 'Turkey', 'Norway', 'Canada']\n",
"\n",
"#New 2015 data query permalink: \n",
"#http://ghdx.healthdata.org/gbd-results-tool?params=querytool-permalink/f9beb45ff4d57cba4999f86081a58ca8\n",
"\n",
"#Contains all data 1990-2015\n",
"gbd_df = pd.read_csv('./data/IHME-GBD_2015_DATA-7444f4d3-1/IHME-GBD_2015_DATA-7444f4d3-1.csv') # encoding=\"utf-8-sig\"\n",
"\n",
"\n",
"gbd_df = gbd_df[(gbd_df['cause'] == 'All causes') & \n",
" (gbd_df['location'].isin(oecd_countries)) &\n",
" (gbd_df['age'] == 'Age-standardized') &\n",
" (gbd_df['metric'] == \"Rate\") &\n",
" (gbd_df['measure'] == \"DALYs (Disability-Adjusted Life Years)\")]\n",
"\n",
"\n",
"gbd_df.rename(columns={'val': 'dalyrate'}, inplace=True)\n",
"\n",
"gbd_df['yerr_upper'] = gbd_df['upper'] - gbd_df['dalyrate']\n",
"gbd_df['yerr_lower'] = gbd_df['dalyrate'] - gbd_df['lower']\n",
"gbd_df.reset_index(drop=True, inplace=True)\n",
"\n",
"gbd_df.head()\n",
"\n",
"#Returns 34 countries\n",
"#gbd_df['year'].drop_duplicates()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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"outputs": [
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"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" <th>source</th>\n",
" <th>unit</th>\n",
" <th>measure</th>\n",
" <th>total_exp</th>\n",
" <th>health_exp</th>\n",
" <th>social_exp</th>\n",
" <th>social_health_ratio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>Luxembourg</td>\n",
" <td>2010</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>19358.616</td>\n",
" <td>5127.791</td>\n",
" <td>14230.825</td>\n",
" <td>2.775235</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>Luxembourg</td>\n",
" <td>2005</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>18251.951</td>\n",
" <td>4920.312</td>\n",
" <td>13331.639</td>\n",
" <td>2.709511</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>Luxembourg</td>\n",
" <td>2000</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>13968.833</td>\n",
" <td>3613.952</td>\n",
" <td>10354.881</td>\n",
" <td>2.865251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>Norway</td>\n",
" <td>2010</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>12889.865</td>\n",
" <td>3289.478</td>\n",
" <td>9600.387</td>\n",
" <td>2.918514</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Denmark</td>\n",
" <td>2010</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>12109.237</td>\n",
" <td>2807.799</td>\n",
" <td>9301.438</td>\n",
" <td>3.312715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>Norway</td>\n",
" <td>2005</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>12325.549</td>\n",
" <td>3056.517</td>\n",
" <td>9269.032</td>\n",
" <td>3.032547</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Austria</td>\n",
" <td>2010</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>11555.878</td>\n",
" <td>2721.972</td>\n",
" <td>8833.906</td>\n",
" <td>3.245407</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>Norway</td>\n",
" <td>2000</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>11189.515</td>\n",
" <td>2375.122</td>\n",
" <td>8814.393</td>\n",
" <td>3.711133</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>Luxembourg</td>\n",
" <td>1995</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>11716.454</td>\n",
" <td>2903.919</td>\n",
" <td>8812.535</td>\n",
" <td>3.034704</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>Norway</td>\n",
" <td>1995</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>10628.871</td>\n",
" <td>1820.692</td>\n",
" <td>8808.179</td>\n",
" <td>4.837819</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" country year source unit \\\n",
"83 Luxembourg 2010 Public US Dollar \n",
"82 Luxembourg 2005 Public US Dollar \n",
"81 Luxembourg 2000 Public US Dollar \n",
"103 Norway 2010 Public US Dollar \n",
"29 Denmark 2010 Public US Dollar \n",
"102 Norway 2005 Public US Dollar \n",
"9 Austria 2010 Public US Dollar \n",
"101 Norway 2000 Public US Dollar \n",
"80 Luxembourg 1995 Public US Dollar \n",
"100 Norway 1995 Public US Dollar \n",
"\n",
" measure \\\n",
"83 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"82 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"81 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"103 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"29 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"102 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"9 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"101 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"80 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"100 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"\n",
" total_exp health_exp social_exp social_health_ratio \n",
"83 19358.616 5127.791 14230.825 2.775235 \n",
"82 18251.951 4920.312 13331.639 2.709511 \n",
"81 13968.833 3613.952 10354.881 2.865251 \n",
"103 12889.865 3289.478 9600.387 2.918514 \n",
"29 12109.237 2807.799 9301.438 3.312715 \n",
"102 12325.549 3056.517 9269.032 3.032547 \n",
"9 11555.878 2721.972 8833.906 3.245407 \n",
"101 11189.515 2375.122 8814.393 3.711133 \n",
"80 11716.454 2903.919 8812.535 3.034704 \n",
"100 10628.871 1820.692 8808.179 4.837819 "
]
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"metadata": {},
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"source": [
"# Social expenditure data from 1990, 1995, 2000, 2005, and 2010. \n",
"# Nothing later, although there is through 2014 as a percent of GDP.\n",
"#https://stats.oecd.org/Index.aspx?DataSetCode=SOCX_AGG#\n",
"\n",
"#New 2010 adjusted PPP data:\n",
"oecd_ss_df = pd.read_csv('./data/social_exp/SOCX_PPP2010_1990-2010.csv', encoding=\"utf-8-sig\")\n",
"\n",
"\n",
"#Uncomment to view by Percentage of GDP:\n",
"#oecd_total_df = oecd_ss_df[(oecd_ss_df['UNIT'] == 'PCT_GDP') & (oecd_ss_df['Branch'] == 'Total')]\n",
"oecd_df = oecd_ss_df[(oecd_ss_df['UNIT'] == 'PPPVH') &\n",
" (oecd_ss_df['Branch'] == 'Total') & \n",
" (oecd_ss_df['Year'].isin([1990, 1995, 2000, 2005, 2010]))]\n",
"oecd_df.rename(columns={'Value': 'total_exp'}, inplace=True)\n",
"\n",
"\n",
"#Uncomment to view by Percentage of GDP:\n",
"#oecd_health_df = oecd_ss_df[(oecd_ss_df['UNIT'] == 'PCT_GDP') & (oecd_ss_df['Branch'] == 'Health')]\n",
"oecd_health_df = oecd_ss_df[(oecd_ss_df['UNIT'] == 'PPPVH') &\n",
" (oecd_ss_df['Branch'] == 'Health') &\n",
" (oecd_ss_df['Year'].isin([1990, 1995, 2000, 2005, 2010]))]\n",
"\n",
"oecd_health_df.rename(columns={'Value': 'health_exp'}, inplace=True)\n",
"\n",
"\n",
"oecd_df = oecd_df.merge(oecd_health_df[['Country','Year', 'health_exp']], on=('Country', 'Year'))\n",
"#Remove health expenditure from total expenditure\n",
"oecd_df['social_exp'] = oecd_df['total_exp'] - oecd_df['health_exp']\n",
"#Add ratio of health to social\n",
"oecd_df['social_health_ratio'] = oecd_df['social_exp'] / oecd_df['health_exp']\n",
"\n",
"\n",
"oecd_df = oecd_df.loc[:, ['Country', 'Year','Source','Unit', 'Measure', 'total_exp', 'health_exp', \n",
" 'social_exp','social_health_ratio']]\n",
"\n",
"oecd_df['Country'] = oecd_df['Country'].replace(\n",
" ['Slovak Republic', 'Korea' ], ['Slovakia', 'South Korea']) \n",
"\n",
"oecd_df.columns = oecd_df.columns.str.lower()\n",
"\n",
"\n",
"#Drop nan rows:\n",
"oecd_df.dropna(axis='index', how='any', subset=['total_exp','social_exp','health_exp'], inplace=True)\n",
"\n",
"oecd_df.sort_values(by='social_exp', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
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{
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>INDICATOR</th>\n",
" <th>SUBJECT</th>\n",
" <th>measure_gdp</th>\n",
" <th>FREQUENCY</th>\n",
" <th>year</th>\n",
" <th>gdp_cap</th>\n",
" <th>CODE</th>\n",
" <th>country</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>1980</td>\n",
" <td>10474.981825</td>\n",
" <td>AUS</td>\n",
" <td>Australia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>1981</td>\n",
" <td>11831.649580</td>\n",
" <td>AUS</td>\n",
" <td>Australia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>1982</td>\n",
" <td>11896.134069</td>\n",
" <td>AUS</td>\n",
" <td>Australia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>1983</td>\n",
" <td>12702.336266</td>\n",
" <td>AUS</td>\n",
" <td>Australia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>1984</td>\n",
" <td>13479.197247</td>\n",
" <td>AUS</td>\n",
" <td>Australia</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" INDICATOR SUBJECT measure_gdp FREQUENCY year gdp_cap CODE country\n",
"0 GDP TOT USD_CAP A 1980 10474.981825 AUS Australia\n",
"1 GDP TOT USD_CAP A 1981 11831.649580 AUS Australia\n",
"2 GDP TOT USD_CAP A 1982 11896.134069 AUS Australia\n",
"3 GDP TOT USD_CAP A 1983 12702.336266 AUS Australia\n",
"4 GDP TOT USD_CAP A 1984 13479.197247 AUS Australia"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Import, clean GDP Data\n",
"# OECD (2016), Gross domestic product (GDP) (indicator). doi: 10.1787/dc2f7aec-en (Accessed on 17 October 2016)\n",
"\n",
"codes_df = pd.read_csv('./country_codes.csv', encoding=\"utf-8-sig\")\n",
"codes_df = codes_df[['CODE', 'Country']]\n",
"\n",
"gdp_df = pd.read_csv('./DP_LIVE_17102016213242714.csv', encoding=\"utf-8-sig\" )\n",
"\n",
"\n",
"# gdp_df.rename(columns={'\"LOCATION\"': 'location', 'MEASURE':'measure_gdp',\n",
"# 'Value': 'gdp_cap', 'TIME':'year'}, inplace=True)\n",
"#Changed with Pandas 19:\n",
"gdp_df.rename(columns={'LOCATION': 'location', 'MEASURE':'measure_gdp',\n",
" 'Value': 'gdp_cap', 'TIME':'year'}, inplace=True)\n",
"\n",
"gdp_df = gdp_df.merge(codes_df, left_on='location', right_on='CODE')\n",
"gdp_df.rename(columns={'Country': 'country'}, inplace=True)\n",
"gdp_df.drop(['location', 'Flag Codes'], axis=1, inplace=True) #Drop so no clash later. \n",
"\n",
"gdp_df.head()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Final Dataframe\n",
"\n",
"Below is a view of the final dataframe, with data for each country in the OECD from 1990 to 2010. There are columns for the health and social services expenditure, GDP Per capita, and DALY rate along with the units and a few other descriptors. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" <th>source</th>\n",
" <th>unit</th>\n",
" <th>measure_social</th>\n",
" <th>total_exp</th>\n",
" <th>health_exp</th>\n",
" <th>social_exp</th>\n",
" <th>social_health_ratio</th>\n",
" <th>measure_gbd</th>\n",
" <th>...</th>\n",
" <th>upper</th>\n",
" <th>lower</th>\n",
" <th>yerr_upper</th>\n",
" <th>yerr_lower</th>\n",
" <th>INDICATOR</th>\n",
" <th>SUBJECT</th>\n",
" <th>measure_gdp</th>\n",
" <th>FREQUENCY</th>\n",
" <th>gdp_cap</th>\n",
" <th>CODE</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Australia</td>\n",
" <td>1990</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>3735.316</td>\n",
" <td>1219.104</td>\n",
" <td>2516.212</td>\n",
" <td>2.063985</td>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>...</td>\n",
" <td>27910.259366</td>\n",
" <td>21935.708821</td>\n",
" <td>3149.521351</td>\n",
" <td>2825.029194</td>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>17714.713665</td>\n",
" <td>AUS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Australia</td>\n",
" <td>1995</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>5329.819</td>\n",
" <td>1450.149</td>\n",
" <td>3879.670</td>\n",
" <td>2.675360</td>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>...</td>\n",
" <td>26173.976064</td>\n",
" <td>20224.477351</td>\n",
" <td>3157.708049</td>\n",
" <td>2791.790664</td>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>22304.514595</td>\n",
" <td>AUS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Australia</td>\n",
" <td>2000</td>\n",
" <td>Public</td>\n",
" <td>US Dollar</td>\n",
" <td>Per head, at constant prices (2010) and constant PPPs (2010), in US dollars</td>\n",
" <td>6579.481</td>\n",
" <td>1877.417</td>\n",
" <td>4702.064</td>\n",
" <td>2.504539</td>\n",
" <td>DALYs (Disability-Adjusted Life Years)</td>\n",
" <td>...</td>\n",
" <td>24822.863936</td>\n",
" <td>18797.539175</td>\n",
" <td>3211.219609</td>\n",
" <td>2814.105153</td>\n",
" <td>GDP</td>\n",
" <td>TOT</td>\n",
" <td>USD_CAP</td>\n",
" <td>A</td>\n",
" <td>28107.796685</td>\n",
" <td>AUS</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 26 columns</p>\n",
"</div>"
],
"text/plain": [
" country year source unit \\\n",
"0 Australia 1990 Public US Dollar \n",
"1 Australia 1995 Public US Dollar \n",
"2 Australia 2000 Public US Dollar \n",
"\n",
" measure_social \\\n",
"0 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"1 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"2 Per head, at constant prices (2010) and constant PPPs (2010), in US dollars \n",
"\n",
" total_exp health_exp social_exp social_health_ratio \\\n",
"0 3735.316 1219.104 2516.212 2.063985 \n",
"1 5329.819 1450.149 3879.670 2.675360 \n",
"2 6579.481 1877.417 4702.064 2.504539 \n",
"\n",
" measure_gbd ... upper lower \\\n",
"0 DALYs (Disability-Adjusted Life Years) ... 27910.259366 21935.708821 \n",
"1 DALYs (Disability-Adjusted Life Years) ... 26173.976064 20224.477351 \n",
"2 DALYs (Disability-Adjusted Life Years) ... 24822.863936 18797.539175 \n",
"\n",
" yerr_upper yerr_lower INDICATOR SUBJECT measure_gdp FREQUENCY \\\n",
"0 3149.521351 2825.029194 GDP TOT USD_CAP A \n",
"1 3157.708049 2791.790664 GDP TOT USD_CAP A \n",
"2 3211.219609 2814.105153 GDP TOT USD_CAP A \n",
"\n",
" gdp_cap CODE \n",
"0 17714.713665 AUS \n",
"1 22304.514595 AUS \n",
"2 28107.796685 AUS \n",
"\n",
"[3 rows x 26 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# New merge, without pivots:\n",
"oecdgbd_df = oecd_df.merge(gbd_df, left_on=('country', 'year'), right_on = ('location', 'year'), \n",
" suffixes=['_social','_gbd']) #.sort_values(by='dalyrate',ascending=True)\n",
"\n",
"oecdgbd_df = oecdgbd_df.merge(gdp_df, left_on=('country', 'year'), right_on = ('country', 'year'))\n",
"\n",
"\n",
"oecdgbd_df.head(3)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A First Look at the Data\n",
"\n",
"With all the datasets loaded and combined into the above dataframe, it's time to take a look at some graphics. The first below just shows the DALY burden for each country in 2010, along with a 95% uncertainty interval for each country. Japan and many western European countries seem to be the healthiest, with the US near the bottom in terms of DALY burden. "
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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DAAAAbkYoBwAAANyMUA4AAAC4GaEcAAAAcDNCOQAAAOBmhHIAAADAzQjlAAAAgJsRygEA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\nRpgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a4d0690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"oecdgbd2010_df = oecdgbd_df[oecdgbd_df['year'] == 2010].sort_values(by='dalyrate',ascending=True)\n",
"\n",
"oecdgbd2010_df.reset_index(drop=True, inplace=True)\n",
"\n",
"#print set(oecd_countries) - set(oecdgbd2010_df['location'])\n",
"#Missing countries, no data for this year: \n",
"#set(['Slovenia', 'South Korea', 'Slovakia', 'Czech Republic', 'Estonia'])\n",
"\n",
"fig = plt.figure() # Create matplotlib figure\n",
"ax = fig.add_subplot(111) # Create matplotlib axes\n",
"width = 0.5\n",
"\n",
"oecdgbd2010_df.plot.bar(x='location', y='dalyrate', ax=ax, \n",
" width=width, color=('green'),figsize=(12,8), alpha=0.7) \n",
"\n",
"#Remember, this is a 95% uncertainty interval\n",
"plt.errorbar(oecdgbd2010_df.index.values, \n",
" oecdgbd2010_df['dalyrate'].values, \n",
" yerr= oecdgbd2010_df[['yerr_lower','yerr_upper']].T.values,\n",
" color='black', linestyle='none', elinewidth=1.25) \n",
"\n",
"ax.set_ylabel('DALYs per 100,000, Age Standardised')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Trends Over Time\n",
"\n",
"There is a pretty clear downward trend for most countries over this time period, although the slopes of countries like Turkey are much steeper. "
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MKGsZGRkcP36cU6dOce/ePQAcHBxQqVQ0atQIS0tLE0dYPlTWyc5F+SF9TBia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8AAAg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\nsCSCLgAAACyJoAsAAABL+n83aRrhvoexdQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10399b350>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(11,9))\n",
"\n",
"countries = oecdgbd_df['location'].drop_duplicates()\n",
"\n",
"for num, country in enumerate(countries):\n",
" x_vals = oecdgbd_df[(oecdgbd_df['location'] == country)].loc[:,'year']\n",
" y_vals = oecdgbd_df[(oecdgbd_df['location'] == country)].loc[:,'dalyrate']\n",
" #plt.scatter(x=x_vals, y=y_vals, color=colors[num], s=20, alpha=1.0, marker='o', linewidths=1) #, label=str(country)\n",
" #plot([1,2,3], [1,2,3], 'go-', label='line 1', linewidth=2)\n",
" if num % 4 == 0:\n",
" plt.plot(x_vals, y_vals,'-o', linewidth=2, label=str(country))\n",
" else: \n",
" plt.plot(x_vals, y_vals,'-o', linewidth=2, label='_nolegend_')\n",
"\n",
"plt.xlabel('Year')\n",
"plt.ylabel('DALY per 100,000, Age Standardized')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Health and Social Expenditure by Country\n",
"\n",
"This next chart is a barplot, showing the social and health expenditure by country. It's ordered by the total social expenditure, descending. The US social services spending in on par with other countries, but the total health spending sticks out above most others. "
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AAAAIOZf98KCKigotX768JnsBAAAAQtJlzz9xOp3avn27Jk+eXJP9oAaUWktl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\nE0IIIYQQUsP+D4dLG+p6QoNnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e31d090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Take a look at stacked bar of healthcare, ordered by total expenditure\n",
"\n",
"fig = plt.figure() # Create matplotlib figure\n",
"ax = fig.add_subplot(111) # Create matplotlib axes\n",
"width = 0.5\n",
"\n",
"#Sort by social_expenditure \n",
"oecdgbd2010_df.sort_values(by='social_exp',ascending=False)[['location','social_exp', 'health_exp']].plot.bar(\n",
" x='location', stacked=True, ax=ax, width=width, color=('green', 'lightgreen'),figsize=(12,8),alpha=0.9) \n",
"\n",
"ax.set_ylabel('Per Capita Expenditure (2010 USD, PPP)')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A Different Perspective\n",
"\n",
"Next, here is another way to look at the above bar chart. This time, countries are ordered by their DALY burden on the x-axis, and the y-axis shows social and health expenditure. It's pretty striking how badly the United States is doing in health outcomes given the amount that it spends on health and social services. Also, it's interesting to note that Japan, Iceland, Israel, and a number of other countries spend less combined than the US with much better outcomes, so spending alone doesn't result in good health outcomes. \n",
"\n",
"Are these differences due to our genetics/cultural norms/other social determinants in the US, or are we just really inefficient in the way we spend our money?"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2rTqzEBERERFRFSjsfqNIcnIyTpw4AVNTU3z99dfVmYmIiIiIiN5AlYv6lzeh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EgGDRqkYS2lVJt0YBL3ZWviLit4BnkS9mQYdg1OL+L2En5IoPPczlSvXt3pAIlmlJWTqSe54447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\nzf1/BkhBJMkLX9oAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e788910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12,8)) \n",
"\n",
"#http://matplotlib.org/1.3.0/api/axes_api.html#matplotlib.axes.Axes.vlines\n",
"#http://matplotlib.org/1.3.0/api/collections_api.html#matplotlib.collections.LineCollection\n",
"#Difference is the healt_exp, mimics stacked effect\n",
"ax.vlines(x = oecdgbd2010_df['dalyrate'], ymin=0, ymax = oecdgbd2010_df['total_exp'],\n",
" colors='lightgreen', linewidths=6, alpha=0.9, label='Health Expenditure')\n",
"ax.vlines(x = oecdgbd2010_df['dalyrate'], ymin=0, ymax = oecdgbd2010_df['social_exp'],\n",
" colors='green', linewidths=6, alpha=0.7, label='Social Expenditure')\n",
"\n",
"ax.set_xlabel('DALY per 100,000, Age Standardized')\n",
"ax.set_ylabel('Per Capita Expenditure, Social and Health (2010 USD, PPP)')\n",
"\n",
"\n",
"A = oecdgbd2010_df['dalyrate']\n",
"B = oecdgbd2010_df['total_exp']\n",
"C = oecdgbd2010_df['location']\n",
"D = range(len(C))\n",
"\n",
"#print A, B, C, D\n",
"\n",
"for a,b,c,d in zip(A, B, C, D):\n",
" if d % 1 == 0: #Annotate every n\n",
" ax.annotate('%s' % c, xy=(a,b), textcoords='data', rotation=90) #xy=(a,b+30)\n",
" \n",
"legend = ax.legend(loc=1, shadow=False)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, here is a scatterplot of health versus social services expenditure. Aside from Luxembourg, the US has the highest health spending, but has much lower social services spending than most Western European countries. "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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7AgMDsdvt2Gw254ttf1XUF6bB6MajlwSMS7kxJuXFmJQX41JujMnPz4/o6GiXXKtMhy44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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10db05d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(11,9)) #figsize=(12,10)\n",
"\n",
"plt.scatter(x=oecdgbd2010_df['health_exp'], y=oecdgbd2010_df['social_exp'], \n",
" marker='o', alpha=0.9, label='_nolegend_')\n",
"\n",
"ax.set_xlim(0,6000)\n",
"ax.set_ylim(0, 16000)\n",
"#s=20\n",
"\n",
"# points linearlyd space on lstats\n",
"x = pd.DataFrame({'line': np.linspace(0, 16000, 100)})\n",
"\n",
"plt.plot(x, x, 'b--', alpha=0.9, label='Equal')\n",
"\n",
"A = oecdgbd2010_df['health_exp']\n",
"B = oecdgbd2010_df['social_exp']\n",
"C = oecdgbd2010_df['location']\n",
"D = range(len(C))\n",
"\n",
"for a,b,c,d in zip(A, B, C, D):\n",
" if d % 1 == 0: #Annotate every n\n",
" ax.annotate('%s' % c, xy=(a,b), textcoords='data') \n",
" \n",
"plt.xlabel('Per Capita Health Expenditure (2010 USD, PPP)')\n",
"plt.ylabel('Per Capita Social Expenditure (2010 USD, PPP)')\n",
"\n",
"plt.legend()\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# How are these variables related?\n",
"\n",
"Pandas has a cool plotting function called a scatter matrix, where it will show you scatter plots of each variable against the others in your dataframe. In addition, it shows the [Kernel Density Estimate](https://en.wikipedia.org/wiki/Kernel_density_estimation) (KDE) on the diagonal, which is an estimate of the [Probability Density Function](https://en.wikipedia.org/wiki/Probability_density_function) of each variable. This gives you a quick view of all the data, and potential distribution issues to look out for in the regression. \n",
"\n",
"It looks like both the `dalyrate` and `gdp_capita` variables have positive skews based on their KDE, so it might make sense to normalize these variables using a log or some other correction."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x10aed2fd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10c021f50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10c0b0690>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10b7476d0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10b70ce50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10aee1890>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10b246710>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a8d3cd0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10a88f7d0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x109836290>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a873dd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a32efd0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10a917dd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a49b110>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a307090>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10a2100d0>]], dtype=object)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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oDJuYjuW44UjfF1thr+SXv/zloV8Aq1ev5oEHHhj6fc2aNRGfsKmpic7OTqZP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\nYHEhAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109da7a50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Import scatter matrix function:\n",
"from pandas.tools.plotting import scatter_matrix\n",
"\n",
"# Copy dataframe\n",
"model_df = oecdgbd_df.copy()\n",
"\n",
"#Not sure 0 expenditure is a reliable number.\n",
"#Remove Slovenia, with value of 0 social_exp for 1995, and Chile, with 0 health_exp in 1990\n",
"model_df = model_df[(model_df['social_exp'] != 0 ) & (model_df['health_exp'] != 0 )]\n",
"\n",
"\n",
"scatter_matrix(model_df[['dalyrate', 'gdp_cap', 'social_exp', 'health_exp']],\n",
" alpha=1.0, figsize=(11, 10), diagonal='kde') #diagonal='kde' or 'hist'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A Closer Look at Social Services and DALYs\n",
"\n",
"Below is scatter of the social services expenditure against the DALY burden. There seems to be a clear log-linear, or even log-log relationship between the two, which makes sense given the [Preston curve](https://en.wikipedia.org/wiki/Preston_curve).\n",
"\n",
"I also color coded each year to show the general shift down and to the right over time (better health, and more social services spending). \n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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i9ddlo6X/twP+b3QXwOLXjOLW7bA5mC9te/qS332wXQ/z+XN22w75OTjkZFVL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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10db118d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(11,9)) #figsize=(12,10)\n",
"\n",
"# Points linearlyd space on lstats\n",
"x = pd.DataFrame({'social_exp': np.linspace(model_df['social_exp'].min(),\n",
" model_df['social_exp'].max(), 100)})\n",
"\n",
"# 1st order polynomial\n",
"# Note: mse_resid is the sum of squared residuals divided by the residual degrees of freedom.\n",
"poly_1 = smf.ols(formula='dalyrate ~ 1 + social_exp', data=model_df, missing='drop').fit()\n",
"\n",
"plt.plot(x, poly_1.predict(x), 'b-', label='Poly n=1 $R^2$=%.2f RSE=%.2f' % \n",
" (poly_1.rsquared, np.sqrt(poly_1.mse_resid)), alpha=0.9)\n",
"\n",
"#np.log is natural log:\n",
"#Log makes sense, given the Preston Curve: https://en.wikipedia.org/wiki/Preston_curve \n",
"log_1 = smf.ols(formula='dalyrate ~ 1 + np.log(social_exp)',\n",
" data=model_df, missing='drop').fit()\n",
"\n",
"plt.plot(x, log_1.predict(x), 'y-', alpha=0.9, label='Log $R^2$=%.2f RSE=%.2f' % \n",
" (log_1.rsquared, np.sqrt(log_1.mse_resid)) )\n",
"\n",
"colors = ['#FB6A4A', '#6BAED6', '#9E9AC8', '#74C476', '#696969']\n",
"\n",
"years = [1990, 1995, 2000, 2005, 2010]\n",
"\n",
"for num, year in enumerate(years):\n",
" x_vals = model_df[(model_df['year'] == year)].loc[:,'social_exp']\n",
" y_vals = model_df[(model_df['year'] == year)].loc[:,'dalyrate']\n",
" plt.scatter(x=x_vals, y=y_vals, color=colors[num], s=20, alpha=1.0, marker='o', label=str(year)) \n",
" \n",
"plt.xlabel('Per Capita Social Expenditure (2010 USD, PPP)')\n",
"plt.ylabel('DALY per 100,000, Age Standardized')\n",
"\n",
"\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"#print poly_1.summary()\n",
"#print log_1.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A Mixed Linear Model\n",
"</