{"cells": [{"cell_type": "markdown", "id": "411f2a74", "metadata": {}, "source": ["# 3.5 Walkthrough: visualisation for data exploration\n", "\n", "In this last section we are going dig back into our EQLTS survey dataset and use some data visualisation tools we covered in the previous sections to better understand our dataset. \n", "\n", "A reminder of our Research question:\n", "\n", "> We want to investigate the contribution of material, occupational, and psychosocial factors on the self reported health (SRH) across different European countries. We will use SRH information collected by the Wave 2 and 3 of the EQLTS survey, aware that they offer only a partial representation of European populations and that SRH is per-se a highly subjective indicator, difficult to compare across countries.\n", "\n", "  \n", "## Aside from Aldabe et al. paper\n", "\n", "We are using the Aldabe et al. 2011, paper as a guideline into our analysis, let's have a quick recap. \n", "The study uses the following variables:\n", "\n", "- The main model used socio-economic status information (occupation and education level survey question) and age to predict SRH (age was included to control for it).\n", "- Additional models were tested that included a rather large list of _material_, _occupational_ and _psychosocial_ variables to test if they mediate the relationship. See Table 1 in the paper.\n", "- The majority of responses were in \"good\" health (81.14% of men; 76.91% of woman). \n", "\n", "In general, we are interested in exploring predictors that are general (some questions are quite specific)."]}, {"cell_type": "markdown", "id": "4027e31f", "metadata": {}, "source": ["We can access the data by downloading the `csv` option from [here](https://beta.ukdataservice.ac.uk/datacatalogue/studies/study?id=7724#!/details). You would have downloaded a folder with the following directory structure. Here we have only listed the files which we will use:\n", "\n", "- UKDA-7724-csv\n", "    - csv # here is the data\n", "        - eqls_2011.csv\n", "    - mrdoc #here is additional info\n", "        - allissue #data dictionaries\n", "        - excel\n", "            - eqls_api_map.csv # description of what the column names mean\n", "            - eqls_concordance_grid.xlxs #described which variables were included in which waves and the mapping between waves\n", "        - pdf # user guide\n", "        - UKDA #study info\n", "\n", "Create a folder `data` in the same root as this notebook. Copy the folder `UKDA-7724-csv` and its contents there. \n", "\n", "In the data set there are 195 variables but many were not included in wave 3 - `eqls_concordance_grid.xlsx` states which. For simplicity in this example we will only use wave 3 data."]}, {"cell_type": "markdown", "id": "4329579b", "metadata": {}, "source": ["## Reading the data\n", "\n", "\n", "Let's start reading wave 3 data `eqls_2011.csv`"]}, {"cell_type": "code", "execution_count": 37, "id": "376adf6a", "metadata": {}, "outputs": [], "source": ["import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", " \n", "plt.style.use('seaborn')\n", "sns.set_theme(style=\"whitegrid\")\n", "sns.set_style(\"white\")"]}, {"cell_type": "code", "execution_count": 38, "id": "e9297d8c", "metadata": {}, "outputs": [], "source": ["datafolder = './data/UKDA-7724-csv/'\n", "df11 = pd.read_csv(datafolder + 'csv/eqls_2011.csv')"]}, {"cell_type": "code", "execution_count": 39, "id": "52f07d37", "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>Wave</th>\n", "      <th>Y11_Country</th>\n", "      <th>Y11_Q31</th>\n", "      <th>Y11_Q32</th>\n", "      <th>Y11_ISCEDsimple</th>\n", "      <th>Y11_Q49</th>\n", "      <th>Y11_Q67_1</th>\n", "      <th>Y11_Q67_2</th>\n", "      <th>Y11_Q67_3</th>\n", "      <th>Y11_Q67_4</th>\n", "      <th>...</th>\n", "      <th>DV_Q7</th>\n", "      <th>DV_Q67</th>\n", "      <th>DV_Q43Q44</th>\n", "      <th>DV_Q54a</th>\n", "      <th>DV_Q54b</th>\n", "      <th>DV_Q55</th>\n", "      <th>DV_Q56</th>\n", "      <th>DV_Q8</th>\n", "      <th>DV_Q10</th>\n", "      <th>RowID</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>count</th>\n", "      <td>43636.0</td>\n", "      <td>43636.000000</td>\n", "      <td>43392.000000</td>\n", "      <td>43410.000000</td>\n", "      <td>43545.000000</td>\n", "      <td>43541.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>...</td>\n", "      <td>1131.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43214.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.000000</td>\n", "      <td>43636.00000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>mean</th>\n", "      <td>3.0</td>\n", "      <td>17.317192</td>\n", "      <td>1.880969</td>\n", "      <td>1.573485</td>\n", "      <td>4.076886</td>\n", "      <td>2.671735</td>\n", "      <td>1.959368</td>\n", "      <td>1.023673</td>\n", "      <td>1.019204</td>\n", "      <td>1.001971</td>\n", "      <td>...</td>\n", "      <td>53.019452</td>\n", "      <td>1.086465</td>\n", "      <td>2.482390</td>\n", "      <td>2.815565</td>\n", "      <td>2.925635</td>\n", "      <td>0.303442</td>\n", "      <td>0.231437</td>\n", "      <td>3.931708</td>\n", "      <td>3.283482</td>\n", "      <td>57452.50000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>std</th>\n", "      <td>0.0</td>\n", "      <td>9.470192</td>\n", "      <td>1.197339</td>\n", "      <td>1.268200</td>\n", "      <td>1.377113</td>\n", "      <td>0.972558</td>\n", "      <td>0.197437</td>\n", "      <td>0.152030</td>\n", "      <td>0.137244</td>\n", "      <td>0.044351</td>\n", "      <td>...</td>\n", "      <td>16.056085</td>\n", "      <td>0.460388</td>\n", "      <td>0.837227</td>\n", "      <td>0.721642</td>\n", "      <td>0.568403</td>\n", "      <td>0.881979</td>\n", "      <td>0.827727</td>\n", "      <td>0.436254</td>\n", "      <td>1.130667</td>\n", "      <td>12596.77251</td>\n", "    </tr>\n", "    <tr>\n", "      <th>min</th>\n", "      <td>3.0</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>...</td>\n", "      <td>5.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>35635.00000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>25%</th>\n", "      <td>3.0</td>\n", "      <td>9.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>...</td>\n", "      <td>43.000000</td>\n", "      <td>1.000000</td>\n", "      <td>2.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>0.000000</td>\n", "      <td>0.000000</td>\n", "      <td>4.000000</td>\n", "      <td>2.000000</td>\n", "      <td>46543.75000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>50%</th>\n", "      <td>3.0</td>\n", "      <td>17.000000</td>\n", "      <td>1.000000</td>\n", "      <td>2.000000</td>\n", "      <td>4.000000</td>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>...</td>\n", "      <td>51.000000</td>\n", "      <td>1.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>0.000000</td>\n", "      <td>0.000000</td>\n", "      <td>4.000000</td>\n", "      <td>4.000000</td>\n", "      <td>57452.50000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>75%</th>\n", "      <td>3.0</td>\n", "      <td>26.000000</td>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>5.000000</td>\n", "      <td>4.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>...</td>\n", "      <td>63.000000</td>\n", "      <td>1.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>0.000000</td>\n", "      <td>0.000000</td>\n", "      <td>4.000000</td>\n", "      <td>4.000000</td>\n", "      <td>68361.25000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>max</th>\n", "      <td>3.0</td>\n", "      <td>34.000000</td>\n", "      <td>4.000000</td>\n", "      <td>5.000000</td>\n", "      <td>8.000000</td>\n", "      <td>4.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>...</td>\n", "      <td>80.000000</td>\n", "      <td>6.000000</td>\n", "      <td>3.000000</td>\n", "      <td>6.000000</td>\n", "      <td>6.000000</td>\n", "      <td>4.000000</td>\n", "      <td>4.000000</td>\n", "      <td>4.000000</td>\n", "      <td>4.000000</td>\n", "      <td>79270.00000</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>8 rows \u00d7 196 columns</p>\n", "</div>"], "text/plain": ["          Wave   Y11_Country       Y11_Q31       Y11_Q32  Y11_ISCEDsimple  \\\n", "count  43636.0  43636.000000  43392.000000  43410.000000     43545.000000   \n", "mean       3.0     17.317192      1.880969      1.573485         4.076886   \n", "std        0.0      9.470192      1.197339      1.268200         1.377113   \n", "min        3.0      1.000000      1.000000      0.000000         1.000000   \n", "25%        3.0      9.000000      1.000000      0.000000         3.000000   \n", "50%        3.0     17.000000      1.000000      2.000000         4.000000   \n", "75%        3.0     26.000000      3.000000      2.000000         5.000000   \n", "max        3.0     34.000000      4.000000      5.000000         8.000000   \n", "\n", "            Y11_Q49     Y11_Q67_1     Y11_Q67_2     Y11_Q67_3     Y11_Q67_4  \\\n", "count  43541.000000  43636.000000  43636.000000  43636.000000  43636.000000   \n", "mean       2.671735      1.959368      1.023673      1.019204      1.001971   \n", "std        0.972558      0.197437      0.152030      0.137244      0.044351   \n", "min        1.000000      1.000000      1.000000      1.000000      1.000000   \n", "25%        2.000000      2.000000      1.000000      1.000000      1.000000   \n", "50%        3.000000      2.000000      1.000000      1.000000      1.000000   \n", "75%        4.000000      2.000000      1.000000      1.000000      1.000000   \n", "max        4.000000      2.000000      2.000000      2.000000      2.000000   \n", "\n", "       ...        DV_Q7        DV_Q67     DV_Q43Q44       DV_Q54a  \\\n", "count  ...  1131.000000  43636.000000  43214.000000  43636.000000   \n", "mean   ...    53.019452      1.086465      2.482390      2.815565   \n", "std    ...    16.056085      0.460388      0.837227      0.721642   \n", "min    ...     5.000000      1.000000      1.000000      1.000000   \n", "25%    ...    43.000000      1.000000      2.000000      3.000000   \n", "50%    ...    51.000000      1.000000      3.000000      3.000000   \n", "75%    ...    63.000000      1.000000      3.000000      3.000000   \n", "max    ...    80.000000      6.000000      3.000000      6.000000   \n", "\n", "            DV_Q54b        DV_Q55        DV_Q56         DV_Q8        DV_Q10  \\\n", "count  43636.000000  43636.000000  43636.000000  43636.000000  43636.000000   \n", "mean       2.925635      0.303442      0.231437      3.931708      3.283482   \n", "std        0.568403      0.881979      0.827727      0.436254      1.130667   \n", "min        1.000000      0.000000      0.000000      1.000000      1.000000   \n", "25%        3.000000      0.000000      0.000000      4.000000      2.000000   \n", "50%        3.000000      0.000000      0.000000      4.000000      4.000000   \n", "75%        3.000000      0.000000      0.000000      4.000000      4.000000   \n", "max        6.000000      4.000000      4.000000      4.000000      4.000000   \n", "\n", "             RowID  \n", "count  43636.00000  \n", "mean   57452.50000  \n", "std    12596.77251  \n", "min    35635.00000  \n", "25%    46543.75000  \n", "50%    57452.50000  \n", "75%    68361.25000  \n", "max    79270.00000  \n", "\n", "[8 rows x 196 columns]"]}, "execution_count": 39, "metadata": {}, "output_type": "execute_result"}], "source": ["df11.describe()"]}, {"cell_type": "markdown", "id": "f7e6c3ee", "metadata": {}, "source": ["## Variables, topics, and groupings "]}, {"cell_type": "markdown", "id": "c18fe5f6", "metadata": {}, "source": ["We have many variables (196) with coded names. We need to use the `eqls_api_map.csv` to understand what each of these columns mean."]}, {"cell_type": "code", "execution_count": 40, "id": "60e3335b", "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>VariableName</th>\n", "      <th>VariableLabel</th>\n", "      <th>Question</th>\n", "      <th>TopicValue</th>\n", "      <th>KeywordValue</th>\n", "      <th>VariableGroupValue</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>Wave</td>\n", "      <td>EQLS Wave</td>\n", "      <td>EQLS Wave</td>\n", "      <td>NaN</td>\n", "      <td>NaN</td>\n", "      <td>Administrative Variables</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>Y11_Country</td>\n", "      <td>Country</td>\n", "      <td>Country</td>\n", "      <td>Geographies</td>\n", "      <td>NaN</td>\n", "      <td>Household Grid and Country</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>Y11_Q31</td>\n", "      <td>Marital status</td>\n", "      <td>Marital status</td>\n", "      <td>Social stratification and groupings - Family l...</td>\n", "      <td>Marital status</td>\n", "      <td>Family and Social Life</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>Y11_Q32</td>\n", "      <td>No. of children</td>\n", "      <td>Number of children of your own</td>\n", "      <td>Social stratification and groupings - Family l...</td>\n", "      <td>Children</td>\n", "      <td>Family and Social Life</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>Y11_ISCEDsimple</td>\n", "      <td>Education completed</td>\n", "      <td>Highest level of education completed</td>\n", "      <td>Education - Higher and further</td>\n", "      <td>Education levels</td>\n", "      <td>Education</td>\n", "    </tr>\n", "    <tr>\n", "      <th>...</th>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>95</th>\n", "      <td>Y11_Q25e</td>\n", "      <td>How much tension between different racial/ethn...</td>\n", "      <td>How much tension is there in this country: Dif...</td>\n", "      <td>Society and culture - Social attitudes and beh...</td>\n", "      <td>Disadvantaged groups</td>\n", "      <td>Quality of Society</td>\n", "    </tr>\n", "    <tr>\n", "      <th>96</th>\n", "      <td>Y11_Q25f</td>\n", "      <td>How much tension between different religious g...</td>\n", "      <td>How much tension is there in this country: Dif...</td>\n", "      <td>Society and culture - Social attitudes and beh...</td>\n", "      <td>Disadvantaged groups</td>\n", "      <td>Quality of Society</td>\n", "    </tr>\n", "    <tr>\n", "      <th>97</th>\n", "      <td>Y11_Q25g</td>\n", "      <td>How much tension between groups with different...</td>\n", "      <td>How much tension is there in this country: Gro...</td>\n", "      <td>Society and culture - Social attitudes and beh...</td>\n", "      <td>Disadvantaged groups</td>\n", "      <td>Quality of Society</td>\n", "    </tr>\n", "    <tr>\n", "      <th>98</th>\n", "      <td>Y11_Q28a</td>\n", "      <td>How much trust the parliament?</td>\n", "      <td>How much you personally trust: [NATIONALITY] p...</td>\n", "      <td>Society and culture - Social attitudes and beh...</td>\n", "      <td>Trust</td>\n", "      <td>Quality of Society</td>\n", "    </tr>\n", "    <tr>\n", "      <th>99</th>\n", "      <td>Y11_Q28b</td>\n", "      <td>How much trust the legal system?</td>\n", "      <td>How much you personally trust: The legal system?</td>\n", "      <td>Society and culture - Social attitudes and beh...</td>\n", "      <td>Trust</td>\n", "      <td>Quality of Society</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>100 rows \u00d7 6 columns</p>\n", "</div>"], "text/plain": ["       VariableName                                      VariableLabel  \\\n", "0              Wave                                          EQLS Wave   \n", "1       Y11_Country                                            Country   \n", "2           Y11_Q31                                     Marital status   \n", "3           Y11_Q32                                    No. of children   \n", "4   Y11_ISCEDsimple                                Education completed   \n", "..              ...                                                ...   \n", "95         Y11_Q25e  How much tension between different racial/ethn...   \n", "96         Y11_Q25f  How much tension between different religious g...   \n", "97         Y11_Q25g  How much tension between groups with different...   \n", "98         Y11_Q28a                     How much trust the parliament?   \n", "99         Y11_Q28b                   How much trust the legal system?   \n", "\n", "                                             Question  \\\n", "0                                           EQLS Wave   \n", "1                                             Country   \n", "2                                      Marital status   \n", "3                      Number of children of your own   \n", "4                Highest level of education completed   \n", "..                                                ...   \n", "95  How much tension is there in this country: Dif...   \n", "96  How much tension is there in this country: Dif...   \n", "97  How much tension is there in this country: Gro...   \n", "98  How much you personally trust: [NATIONALITY] p...   \n", "99   How much you personally trust: The legal system?   \n", "\n", "                                           TopicValue          KeywordValue  \\\n", "0                                                 NaN                   NaN   \n", "1                                         Geographies                   NaN   \n", "2   Social stratification and groupings - Family l...        Marital status   \n", "3   Social stratification and groupings - Family l...              Children   \n", "4                      Education - Higher and further      Education levels   \n", "..                                                ...                   ...   \n", "95  Society and culture - Social attitudes and beh...  Disadvantaged groups   \n", "96  Society and culture - Social attitudes and beh...  Disadvantaged groups   \n", "97  Society and culture - Social attitudes and beh...  Disadvantaged groups   \n", "98  Society and culture - Social attitudes and beh...                 Trust   \n", "99  Society and culture - Social attitudes and beh...                 Trust   \n", "\n", "            VariableGroupValue  \n", "0     Administrative Variables  \n", "1   Household Grid and Country  \n", "2       Family and Social Life  \n", "3       Family and Social Life  \n", "4                    Education  \n", "..                         ...  \n", "95          Quality of Society  \n", "96          Quality of Society  \n", "97          Quality of Society  \n", "98          Quality of Society  \n", "99          Quality of Society  \n", "\n", "[100 rows x 6 columns]"]}, "execution_count": 40, "metadata": {}, "output_type": "execute_result"}], "source": ["df_map = pd.read_csv(datafolder + 'mrdoc/excel/eqls_api_map.csv', encoding='latin1')\n", "\n", "df_map.head(100)"]}, {"cell_type": "markdown", "id": "463ed671", "metadata": {}, "source": ["### Notes from the [User Guide](http://doc.ukdataservice.ac.uk/doc/7724/mrdoc/pdf/7724_eqls_2007-2011_user_guide_v2.pdf)\n", "\n", "\n", "- Variables are grouped into primary and secondary topics (e.g., Education - Higher and further).\n", "- Variables are _also_ grouped into variable groupings which differ slightly from the topics. \n", "\n", "- The topics are an attempt to succinctly describe the semantic domain of each variable. The variable groupings are slightly overlapping with these topics (e.g Health crops up twice), but also includes indicators such as 'Derived Variables', which clearly is a technical grouping rather than a topic. \n", "\n", "- Derived variables \"group numeric responses of other related variables or to collapse groupings of related categorical variables into fewer categories\". The derived variables are potentially useful, since they aim to:\n", "    - enhance the data quality by aggregating the responses into more usable and consistent format across both waves of the Survey\n", "    - provide a clearer structure of datasets by reducing the number of variables\n", "    - ensure confidentiality and anonymity of personal information and all respondents\n", "- The derived variables are not necessarily the most important questions, they simply occur when there are many related questions which can be aggregated."]}, {"cell_type": "markdown", "id": "ea676558", "metadata": {}, "source": ["Let's take a look at the grouping of variables and how many questions are in each group."]}, {"cell_type": "code", "execution_count": 41, "id": "587196a7", "metadata": {}, "outputs": [{"data": {"text/plain": ["<AxesSubplot:xlabel='count', ylabel='VariableGroupValue'>"]}, "execution_count": 41, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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", "text/plain": ["<Figure size 576x396 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# all Groups\n", "sns.countplot(y=\"VariableGroupValue\", data=df_map, palette=\"Accent\")"]}, {"cell_type": "markdown", "id": "e56e379f", "metadata": {}, "source": ["`Public Services` are the group that has the highest number of questions associated to it, followed by `Employment and Work-Life Balance`. `Education` and `Health` appear to have just a few questions. \n", "\n", "Let's look now how the questions distribute around Topics."]}, {"cell_type": "code", "execution_count": 42, "id": "5d85a291", "metadata": {}, "outputs": [{"data": {"text/plain": ["<AxesSubplot:xlabel='count', ylabel='TopicValue'>"]}, "execution_count": 42, "metadata": {}, "output_type": "execute_result"}, {"name": "stderr", "output_type": "stream", "text": ["/anaconda3/envs/clase25datos/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py:240: RuntimeWarning: Glyph 150 missing from current font.\n", "  font.set_text(s, 0.0, flags=flags)\n", "/anaconda3/envs/clase25datos/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py:203: RuntimeWarning: Glyph 150 missing from current font.\n", "  font.set_text(s, 0, flags=flags)\n"]}, {"data": {"image/png": 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", "text/plain": ["<Figure size 576x396 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# all topics\n", "sns.countplot(y=\"TopicValue\", data=df_map, palette=\"Accent\")"]}, {"cell_type": "markdown", "id": "ea1fafb5", "metadata": {}, "source": ["Now, let's explore how the `TopicValue` and `VariableGroupValue` map to each other. Furthermore, since the derived variables were made specifically to make the dataset easier to use let's have a look at these and see how they map onto _material_, _occupational_, and _psychosocial_ factors."]}, {"cell_type": "code", "execution_count": 43, "id": "8eb3b9b6", "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/anaconda3/envs/clase25datos/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py:240: RuntimeWarning: Glyph 150 missing from current font.\n", "  font.set_text(s, 0.0, flags=flags)\n", "/anaconda3/envs/clase25datos/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py:203: RuntimeWarning: Glyph 150 missing from current font.\n", "  font.set_text(s, 0, flags=flags)\n"]}, {"data": {"image/png": 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", "text/plain": ["<Figure size 576x396 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["heatmap1_data = pd.pivot_table(df_map, index=['TopicValue'],values='VariableName',columns=['VariableGroupValue'], aggfunc=lambda x: len(x.unique()))\n", "sns.heatmap(heatmap1_data, cmap=\"YlGnBu\")\n", "plt.xticks(\n", "    rotation=45, \n", "    horizontalalignment='right',\n", "    fontweight='light',\n", "    #fontsize='x-large'  \n", ")\n", "None"]}, {"cell_type": "markdown", "id": "5d89042b", "metadata": {}, "source": ["As expected there is not a 1:1 mapping between these two categories, and we only have a subset of topics covered by our derived variables. \n", "If we revisit the table above with some consideration we can sensibly group the derived variable topics as follows.\n", "\n", "- Material\n", "    - Economics - Income, property and investment\n", "    - Environment, conservation and land use - Land ...\n", "    - Housing\n", "- Occupational\n", "    - Employment and labour - General\n", "- Psychosocial\n", "    - Social stratification and groupings - General\n", "    - Society and culture - Social attitudes and beh...\n", "    - \n", "Let's have a closer look at these variables using `eqls_2011_ukda_data_dictionary.rtf`. We have also had a manual scan of `eqis_api_map` and included promising looking variables in the list below.\n", "\n", "\n", "#### Material Variables\n", "- `Y11_Deprindex`:  `Y11_Q59a` to `Y11_Q59f` ask 'Can house afford it if you want it?', with six examples (home heating, holiday, replacing goods, good food, new clothes, hosting friends). The responses are categorical `1` (YES) or `2` (NO). The `Y11_Deprindex` is a count of the number of yes responses.\n", "- `Y11_RuralUrban`: This variable simply condenses a previous question from four categories into two categories - `1` (rural) or `2` (urban). \n", "- `Y11_Accommproblems`: `Y11_Q19a` - `Y11_Q19f` asks a `1` (YES) or `2` (NO) question about accommodation problems, with six examples. This variable is a count.\n", "- `Y11_HHsize`: Household size including children (overlaps with social). Ranges from 1-4 where 4 is 4 or more.\n", "- `Y11_Q32`: related to above, number of children. Ranges from 1-5 where 5 is 5 or more.\n", "- `Y11_Incomequartiles_percapita` ranges from 1 (1st quartile) to 4 (4th quartile). \n", " \n", "#### Occupational Variables\n", "- `DV_Q7`: Count from a couple of working hours questions. Varies from 80-5. \n", "- `Y11_ISCEDsimple`: Education levels based on the International Standard Classification of Education (ISCED). Ranges from 1-8. Confusing, 1-7 is from no to high education. 8 means N/A.\n", "- `Y11_Education`: related to above but less granular. 1-3 are primary -> tertiary. 4-6 are various catch answers.\n", "\n", "#### Pychosocial Variables\n", "- `Y11_SocExIndex`: average score from four social exclusion question measures on a 5 scale response (1 = strongly disagree, 5 = strongly agree). \n", "- `Y11_MWIndex`: There is a set of five questions where the respondents state degree of agreement, measures on a six-point scale. The mental well-being scale converts these to a value between 0 - 100.\n", "\n", "So, this gives us **11 variables**, with two pairs that are variations of each other. This is enough to play with and try to build a simple model (see Module 4).\n", " \n", "#### Other\n", "- Age (5 categories). `Y11_Agecategory`\n", "- Gender. `Y11_HH2a`\n", "- Marital Status. `Y11_Q31`. \n", "- Country. `Y11_Country`. \n", "\n", "To make the manipulation easier we select a subset of the data with only the variables we want and rename them into something more readable."]}, {"cell_type": "code", "execution_count": 44, "id": "fd4d2bd1", "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>SRH</th>\n", "      <th>DeprIndex</th>\n", "      <th>RuralUrban</th>\n", "      <th>AccomProblems</th>\n", "      <th>HouseholdSize</th>\n", "      <th>Children</th>\n", "      <th>IncomeQuartiles</th>\n", "      <th>WorkingHours</th>\n", "      <th>ISCED</th>\n", "      <th>Education</th>\n", "      <th>SocialExclusionIndex</th>\n", "      <th>MentalWellbeingIndex</th>\n", "      <th>AgeCategory</th>\n", "      <th>Gender</th>\n", "      <th>MaritalStatus</th>\n", "      <th>Country</th>\n", "      <th>ChronicHealth</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>2.0</td>\n", "      <td>1.0</td>\n", "      <td>1.0</td>\n", "      <td>0.0</td>\n", "      <td>1</td>\n", "      <td>0.0</td>\n", "      <td>NaN</td>\n", "      <td>NaN</td>\n", "      <td>4.0</td>\n", "      <td>2</td>\n", "      <td>3.00</td>\n", "      <td>100.0</td>\n", "      <td>2</td>\n", "      <td>1</td>\n", "      <td>NaN</td>\n", "      <td>15</td>\n", "      <td>3.0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1.0</td>\n", "      <td>4.0</td>\n", "      <td>1.0</td>\n", "      <td>1.0</td>\n", "      <td>1</td>\n", "      <td>0.0</td>\n", "      <td>2.0</td>\n", "      <td>NaN</td>\n", "      <td>4.0</td>\n", "      <td>2</td>\n", "      <td>2.75</td>\n", "      <td>64.0</td>\n", "      <td>2</td>\n", "      <td>1</td>\n", "      <td>4.0</td>\n", "      <td>15</td>\n", "      <td>3.0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>2.0</td>\n", "      <td>0.0</td>\n", "      <td>1.0</td>\n", "      <td>0.0</td>\n", "      <td>1</td>\n", "      <td>0.0</td>\n", "      <td>3.0</td>\n", "      <td>NaN</td>\n", "      <td>3.0</td>\n", "      <td>2</td>\n", "      <td>NaN</td>\n", "      <td>64.0</td>\n", "      <td>2</td>\n", "      <td>1</td>\n", "      <td>4.0</td>\n", "      <td>15</td>\n", "      <td>3.0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1.0</td>\n", "      <td>0.0</td>\n", "      <td>1.0</td>\n", "      <td>0.0</td>\n", "      <td>1</td>\n", "      <td>0.0</td>\n", "      <td>4.0</td>\n", "      <td>NaN</td>\n", "      <td>3.0</td>\n", "      <td>2</td>\n", "      <td>3.50</td>\n", "      <td>80.0</td>\n", "      <td>5</td>\n", "      <td>1</td>\n", "      <td>3.0</td>\n", "      <td>15</td>\n", "      <td>3.0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>3.0</td>\n", "      <td>0.0</td>\n", "      <td>2.0</td>\n", "      <td>0.0</td>\n", "      <td>1</td>\n", "      <td>0.0</td>\n", "      <td>2.0</td>\n", "      <td>NaN</td>\n", "      <td>4.0</td>\n", "      <td>2</td>\n", "      <td>2.00</td>\n", "      <td>44.0</td>\n", "      <td>2</td>\n", "      <td>1</td>\n", "      <td>4.0</td>\n", "      <td>15</td>\n", "      <td>3.0</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["   SRH  DeprIndex  RuralUrban  AccomProblems  HouseholdSize  Children  \\\n", "0  2.0        1.0         1.0            0.0              1       0.0   \n", "1  1.0        4.0         1.0            1.0              1       0.0   \n", "2  2.0        0.0         1.0            0.0              1       0.0   \n", "3  1.0        0.0         1.0            0.0              1       0.0   \n", "4  3.0        0.0         2.0            0.0              1       0.0   \n", "\n", "   IncomeQuartiles  WorkingHours  ISCED  Education  SocialExclusionIndex  \\\n", "0              NaN           NaN    4.0          2                  3.00   \n", "1              2.0           NaN    4.0          2                  2.75   \n", "2              3.0           NaN    3.0          2                   NaN   \n", "3              4.0           NaN    3.0          2                  3.50   \n", "4              2.0           NaN    4.0          2                  2.00   \n", "\n", "   MentalWellbeingIndex  AgeCategory  Gender  MaritalStatus  Country  \\\n", "0                 100.0            2       1            NaN       15   \n", "1                  64.0            2       1            4.0       15   \n", "2                  64.0            2       1            4.0       15   \n", "3                  80.0            5       1            3.0       15   \n", "4                  44.0            2       1            4.0       15   \n", "\n", "   ChronicHealth  \n", "0            3.0  \n", "1            3.0  \n", "2            3.0  \n", "3            3.0  \n", "4            3.0  "]}, "execution_count": 44, "metadata": {}, "output_type": "execute_result"}], "source": ["var_map = {\"Y11_Q42\": \"SRH\",\n", "           'Y11_Deprindex': 'DeprIndex',\n", "           \"Y11_RuralUrban\": \"RuralUrban\",\n", "           \"Y11_Accommproblems\": 'AccomProblems',\n", "           \"Y11_HHsize\": \"HouseholdSize\",\n", "           \"Y11_Q32\": \"Children\",\n", "           \"Y11_Incomequartiles_percapita\" : \"IncomeQuartiles\",\n", "           \"DV_Q7\":\"WorkingHours\",\n", "           \"Y11_ISCEDsimple\":\"ISCED\",\n", "           \"Y11_Education\": \"Education\",\n", "           \"Y11_SocExIndex\":\"SocialExclusionIndex\",\n", "           \"Y11_MWIndex\": \"MentalWellbeingIndex\",\n", "           \"Y11_Agecategory\":\"AgeCategory\",\n", "           \"Y11_HH2a\":\"Gender\",\n", "           \"Y11_Q31\":\"MaritalStatus\",\n", "           \"Y11_Country\":\"Country\",\n", "           \"DV_Q43Q44\": \"ChronicHealth\"\n", "}\n", "\n", "df11.rename(columns=var_map, inplace=True)\n", "df11_set = df11[var_map.values()]\n", "df11_set.head()"]}, {"cell_type": "markdown", "id": "fedfd793", "metadata": {}, "source": ["## Exploring different countries \n", "\n", "Our data contains 35 different European countries. Let's take a look at the differences of some of our variables of interest for the different countries in the data. \n", "\n", "First we need to map the country code values to their name:"]}, {"cell_type": "code", "execution_count": 45, "id": "2308740e", "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["/anaconda3/envs/clase25datos/lib/python3.7/site-packages/ipykernel_launcher.py:39: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"]}], "source": ["default_factory={\n", "            1.0: \"Austria\",\n", "            2.0: \"Belgium\",\n", "            3.0: \"Bulgaria\",\n", "            4.0: \"Cyprus\",\n", "            5.0: \"Czech Republic\",\n", "            6.0: \"Germany\",\n", "            7.0: \"Denmark\",\n", "            8.0: \"Estonia\",\n", "            9.0: \"Greece\",\n", "            10.0: \"Spain\",\n", "            11.0: \"Finland\",\n", "            12.0: \"France\",\n", "            13.0: \"Hungary\",\n", "            14.0: \"Ireland\",\n", "            15.0: \"Italy\",\n", "            16.0: \"Lithuania\",\n", "            17.0: \"Luxembourg\",\n", "            18.0: \"Latvia\",\n", "            19.0: \"Malta\",\n", "            20.0: \"Netherland\",\n", "            21.0: \"Poland\",\n", "            22.0: \"Portugal\",\n", "            23.0: \"Romania\",\n", "            24.0: \"Sweden\",\n", "            25.0: \"Slovenia\",\n", "            26.0: \"Slovakia\",\n", "            27.0: \"UK\",\n", "            28.0: \"Turkey\",\n", "            29.0: \"Croatia\",\n", "            30.0: \"Macedonia (FYROM)\",\n", "            31.0: \"Kosovo\",\n", "            32.0: \"Serbia\",\n", "            33.0: \"Montenegro\",\n", "            34.0: \"Iceland\",\n", "            35.0: \"Norway\",\n", "        }\n", "\n", "df11_set[\"Country_cat\"] = df11_set[\"Country\"].apply(lambda x: default_factory.get(x))"]}, {"cell_type": "markdown", "id": "2f0264a5", "metadata": {}, "source": ["Let's compare the distributions of the Self Reported Health, Deprivation Index and Social Exclusion Index for the different countries. "]}, {"cell_type": "code", "execution_count": 46, "id": "8467f1da", "metadata": {"scrolled": true}, "outputs": [{"data": {"image/png": 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", "text/plain": ["<Figure size 2520x1440 with 3 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["f, axes = plt.subplots(3,1,figsize =(35,20),sharex=True)\n", "\n", "chart = sns.violinplot(x=\"Country_cat\", y=\"SRH\", data=df11_set,ax=axes[0])\n", "sns.boxplot(x=\"Country_cat\", y=\"DeprIndex\", data=df11_set,ax=axes[1])\n", "sns.boxplot(x=\"Country_cat\", y=\"SocialExclusionIndex\", data=df11_set,ax=axes[2])\n", "plt.xticks(\n", "    rotation=45, \n", "    horizontalalignment='right',\n", "    fontweight='light',\n", "    fontsize='x-large'  \n", ")\n", "None "]}, {"cell_type": "markdown", "id": "a6614b48", "metadata": {}, "source": ["In the figures above we can observe a large variability between the variables of interest for our study. Taking this into consideration, and for simplicity of the model we are going to build in Module 4 in the rest of this section we will focus only in one country, the UK."]}, {"cell_type": "code", "execution_count": 47, "id": "efe4644e", "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>SRH</th>\n", "      <th>DeprIndex</th>\n", "      <th>RuralUrban</th>\n", "      <th>AccomProblems</th>\n", "      <th>HouseholdSize</th>\n", "      <th>Children</th>\n", "      <th>IncomeQuartiles</th>\n", "      <th>WorkingHours</th>\n", "      <th>ISCED</th>\n", "      <th>Education</th>\n", "      <th>SocialExclusionIndex</th>\n", "      <th>MentalWellbeingIndex</th>\n", "      <th>AgeCategory</th>\n", "      <th>Gender</th>\n", "      <th>MaritalStatus</th>\n", "      <th>Country</th>\n", "      <th>ChronicHealth</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>count</th>\n", "      <td>2251.000000</td>\n", "      <td>2111.000000</td>\n", "      <td>2239.000000</td>\n", "      <td>2242.000000</td>\n", "      <td>2252.000000</td>\n", "      <td>2248.000000</td>\n", "      <td>1695.000000</td>\n", "      <td>50.000000</td>\n", "      <td>2243.000000</td>\n", "      <td>2252.000000</td>\n", "      <td>2160.000000</td>\n", "      <td>2241.000000</td>\n", "      <td>2252.000000</td>\n", "      <td>2252.000000</td>\n", "      <td>2245.000000</td>\n", "      <td>2252.0</td>\n", "      <td>2238.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>mean</th>\n", "      <td>2.298090</td>\n", "      <td>1.122217</td>\n", "      <td>1.531487</td>\n", "      <td>0.481267</td>\n", "      <td>2.216252</td>\n", "      <td>1.716637</td>\n", "      <td>2.498525</td>\n", "      <td>40.840000</td>\n", "      <td>3.997771</td>\n", "      <td>2.265542</td>\n", "      <td>2.323611</td>\n", "      <td>58.456046</td>\n", "      <td>3.566607</td>\n", "      <td>1.569272</td>\n", "      <td>1.928731</td>\n", "      <td>27.0</td>\n", "      <td>2.324397</td>\n", "    </tr>\n", "    <tr>\n", "      <th>std</th>\n", "      <td>1.025667</td>\n", "      <td>1.678759</td>\n", "      <td>0.499119</td>\n", "      <td>0.874987</td>\n", "      <td>1.059678</td>\n", "      <td>1.307691</td>\n", "      <td>1.119154</td>\n", "      <td>16.377386</td>\n", "      <td>1.489030</td>\n", "      <td>0.593616</td>\n", "      <td>0.813716</td>\n", "      <td>22.190912</td>\n", "      <td>1.221569</td>\n", "      <td>0.495288</td>\n", "      <td>1.169388</td>\n", "      <td>0.0</td>\n", "      <td>0.886114</td>\n", "    </tr>\n", "    <tr>\n", "      <th>min</th>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>5.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>27.0</td>\n", "      <td>1.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>25%</th>\n", "      <td>2.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>0.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>29.500000</td>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.750000</td>\n", "      <td>44.000000</td>\n", "      <td>3.000000</td>\n", "      <td>1.000000</td>\n", "      <td>1.000000</td>\n", "      <td>27.0</td>\n", "      <td>1.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>50%</th>\n", "      <td>2.000000</td>\n", "      <td>0.000000</td>\n", "      <td>2.000000</td>\n", "      <td>0.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>42.000000</td>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.250000</td>\n", "      <td>64.000000</td>\n", "      <td>4.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.000000</td>\n", "      <td>27.0</td>\n", "      <td>3.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>75%</th>\n", "      <td>3.000000</td>\n", "      <td>2.000000</td>\n", "      <td>2.000000</td>\n", "      <td>1.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.000000</td>\n", "      <td>3.500000</td>\n", "      <td>50.000000</td>\n", "      <td>6.000000</td>\n", "      <td>3.000000</td>\n", "      <td>2.750000</td>\n", "      <td>76.000000</td>\n", "      <td>5.000000</td>\n", "      <td>2.000000</td>\n", "      <td>3.000000</td>\n", "      <td>27.0</td>\n", "      <td>3.000000</td>\n", "    </tr>\n", "    <tr>\n", "      <th>max</th>\n", "      <td>5.000000</td>\n", "      <td>6.000000</td>\n", "      <td>2.000000</td>\n", "      <td>6.000000</td>\n", "      <td>4.000000</td>\n", "      <td>5.000000</td>\n", "      <td>4.000000</td>\n", "      <td>80.000000</td>\n", "      <td>8.000000</td>\n", "      <td>6.000000</td>\n", "      <td>5.000000</td>\n", "      <td>100.000000</td>\n", "      <td>5.000000</td>\n", "      <td>2.000000</td>\n", "      <td>4.000000</td>\n", "      <td>27.0</td>\n", "      <td>3.000000</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["               SRH    DeprIndex   RuralUrban  AccomProblems  HouseholdSize  \\\n", "count  2251.000000  2111.000000  2239.000000    2242.000000    2252.000000   \n", "mean      2.298090     1.122217     1.531487       0.481267       2.216252   \n", "std       1.025667     1.678759     0.499119       0.874987       1.059678   \n", "min       1.000000     0.000000     1.000000       0.000000       1.000000   \n", "25%       2.000000     0.000000     1.000000       0.000000       1.000000   \n", "50%       2.000000     0.000000     2.000000       0.000000       2.000000   \n", "75%       3.000000     2.000000     2.000000       1.000000       3.000000   \n", "max       5.000000     6.000000     2.000000       6.000000       4.000000   \n", "\n", "          Children  IncomeQuartiles  WorkingHours        ISCED    Education  \\\n", "count  2248.000000      1695.000000     50.000000  2243.000000  2252.000000   \n", "mean      1.716637         2.498525     40.840000     3.997771     2.265542   \n", "std       1.307691         1.119154     16.377386     1.489030     0.593616   \n", "min       0.000000         1.000000      5.000000     1.000000     1.000000   \n", "25%       1.000000         1.000000     29.500000     3.000000     2.000000   \n", "50%       2.000000         2.000000     42.000000     3.000000     2.000000   \n", "75%       3.000000         3.500000     50.000000     6.000000     3.000000   \n", "max       5.000000         4.000000     80.000000     8.000000     6.000000   \n", "\n", "       SocialExclusionIndex  MentalWellbeingIndex  AgeCategory       Gender  \\\n", "count           2160.000000           2241.000000  2252.000000  2252.000000   \n", "mean               2.323611             58.456046     3.566607     1.569272   \n", "std                0.813716             22.190912     1.221569     0.495288   \n", "min                1.000000              0.000000     1.000000     1.000000   \n", "25%                1.750000             44.000000     3.000000     1.000000   \n", "50%                2.250000             64.000000     4.000000     2.000000   \n", "75%                2.750000             76.000000     5.000000     2.000000   \n", "max                5.000000            100.000000     5.000000     2.000000   \n", "\n", "       MaritalStatus  Country  ChronicHealth  \n", "count    2245.000000   2252.0    2238.000000  \n", "mean        1.928731     27.0       2.324397  \n", "std         1.169388      0.0       0.886114  \n", "min         1.000000     27.0       1.000000  \n", "25%         1.000000     27.0       1.000000  \n", "50%         1.000000     27.0       3.000000  \n", "75%         3.000000     27.0       3.000000  \n", "max         4.000000     27.0       3.000000  "]}, "execution_count": 47, "metadata": {}, "output_type": "execute_result"}], "source": ["df_uk = df11_set.query('Country == 27')\n", "df_uk.describe()"]}, {"cell_type": "markdown", "id": "b8409f46", "metadata": {}, "source": ["## Missigness\n", "\n", "Lets now investigate the missigness of our variables of interest. There are three categories of missing data: Missing Completely at Random (MCAR), Missing at Random (MAR), Missing Not at Random (MNAR). Understanding the type of missigness present in our dataset is fundamental to justify the use (or dismissal) of a variable in our model. Furthermore, it will help inform the strategy for any kind of imputation done to avoid missing useful data."]}, {"cell_type": "code", "execution_count": 48, "id": "5980dde3", "metadata": {}, "outputs": [{"data": {"text/plain": ["<Figure size 2880x2880 with 0 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"image/png": 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", "text/plain": ["<Figure size 516.35x360 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stdout", "output_type": "stream", "text": ["Percentage of missing values\n", "SRH                     0.000444\n", "DeprIndex               0.062611\n", "RuralUrban              0.005773\n", "AccomProblems           0.004440\n", "HouseholdSize           0.000000\n", "Children                0.001776\n", "IncomeQuartiles         0.247336\n", "WorkingHours            0.977798\n", "ISCED                   0.003996\n", "Education               0.000000\n", "SocialExclusionIndex    0.040853\n", "MentalWellbeingIndex    0.004885\n", "AgeCategory             0.000000\n", "Gender                  0.000000\n", "MaritalStatus           0.003108\n", "Country                 0.000000\n", "ChronicHealth           0.006217\n", "Country_cat             0.000000\n", "dtype: float64\n"]}], "source": ["# Following command shows missing/non-missing values in two colors.\n", "plt.figure(figsize=(40,40))\n", "sns.displot(\n", "    data=df_uk.isna().melt(value_name=\"missing\"),\n", "    y=\"variable\",\n", "    hue=\"missing\",\n", "    multiple=\"fill\",\n", "    aspect=1.25, \n", ")\n", "plt.show()\n", "\n", "print ('Percentage of missing values')\n", "eqls_null_counts = df_uk.isnull().sum() / len(df_uk)\n", "print(eqls_null_counts)"]}, {"cell_type": "markdown", "id": "03ef5198", "metadata": {}, "source": ["Working Hours is mostly missing. It is derived from two variables, `Y11_Q7`, `Y11_Q7b` (a secondary job). A reason for this is that if the person does not have a second job then the total working hours is given as NaN. Let's explore this further. "]}, {"cell_type": "code", "execution_count": 49, "id": "8d46e8e8", "metadata": {}, "outputs": [], "source": ["df_hours = df11[['WorkingHours','Y11_Q7','Y11_Q7b']]"]}, {"cell_type": "code", "execution_count": 50, "id": "eeeae583", "metadata": {}, "outputs": [{"data": {"text/plain": ["<Figure size 2880x2880 with 0 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"image/png": 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", "text/plain": ["<Figure size 516.35x360 with 1 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# Following command shows missing/non-missing values in two colors.\n", "plt.figure(figsize=(40,40))\n", "sns.displot(\n", "    data=df_hours.isna().melt(value_name=\"missing\"),\n", "    y=\"variable\",\n", "    hue=\"missing\",\n", "    multiple=\"fill\",\n", "    aspect=1.25, \n", ")\n", "plt.show()"]}, {"cell_type": "markdown", "id": "8b1d6537", "metadata": {}, "source": ["### Dealing with Missingness\n", "\n", "In the figure above we can see that only about 40% of respondents filled out the working hours for the first job. Given the large amount of missing data for this variable is probably best to not use it. \n", "\n", "Similarly, about 24% of people do not have an estimated `IncomeQuartiles`. Perhaps these are also unemployed? We could impute, but even sophisticated imputation methods (such as drawing from a distribution specified by the existing values) will introduce randomness (unwanted noise) into the relationships across variables. We could calculate the covariance matrix of the existing data and use that to impute. But similarly that will artificially enhance existing relationships and mean that you are more prone to overfitting. \n", "\n", "If we decide to drop the rows with missing data we need to carefully balance any increase of noise by imputation to the loss of statistics of dropping these rows. Furthermore, a research data scientist on this project should try to work with domain experts to uncover if there were any systemic reasons why some entries were missing and therefore by dropping rows we are removing a subpopulation from the dataset.\n", "\n", "> For example, is it the people that do not have jobs that don't have incomes? Or perhaps jobless respondents are classed as the first quartile income, and it is something else? This should be done before any imputation methods are considered so that we could assess the extent to which the imputation method is distorting both the distribution of the `IncomeQuartiles` predictor _and_ the joint distribution of `IncomeQuartiles` and the other variables.\n", "\n", "In terms of the the missingness jargon mentioned above (MCAR, MAR, MNAR) the only place where is safe to either drop or blindly impute is when data is missing completely at random in a small scale. And this is almost **never** the case.\n", "\n", "As we are lacking some of this information for this example and a sceptic of adding data just to make your regression work we only select the data where `IncomeQuartiles` exists if I was to assess `IncomeQuartiles` as a variable.\n", "\n", "Let's compare `IncomeQuartiles` to `DeprIndex`. They both speak to finances and `DeprIndex` could be used as a replacement.\n", "\n"]}, {"cell_type": "code", "execution_count": 51, "id": "afbf91f8", "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["<Figure size 864x216 with 4 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"image/png": 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"text/plain": ["<Figure size 1512x216 with 7 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stdout", "output_type": "stream", "text": ["                 IncomeQuartiles  DeprIndex\n", "IncomeQuartiles         1.000000  -0.441867\n", "DeprIndex              -0.441867   1.000000\n"]}], "source": ["def plot_mean(data, **kws):\n", "    mn = np.nanmean(data.SRH.values)\n", "    ax = plt.gca()\n", "    ax.axvline(mn, c = (.6,.6,.6), ls ='--')\n", "\n", "g = sns.FacetGrid(df_uk, col=\"IncomeQuartiles\", sharey=False)\n", "g.map_dataframe(sns.histplot, 'DeprIndex',binwidth=1,binrange=[-0.5,6.5])\n", "\n", "    \n", "g.map_dataframe(plot_mean)\n", "g.set_axis_labels(\"Deprivation\", \"Count\")\n", "plt.show()\n", "\n", "g = sns.FacetGrid(df_uk, col=\"DeprIndex\", sharey=False)\n", "g.map_dataframe(sns.histplot, 'IncomeQuartiles',binwidth=1,binrange=[0.5,4.5])\n", "\n", "    \n", "g.map_dataframe(plot_mean)\n", "g.set_axis_labels(\"IncomeQuartiles\", \"Count\")\n", "plt.show()\n", "\n", "print(df_uk[['IncomeQuartiles','DeprIndex']].corr(method='spearman'))\n"]}, {"cell_type": "markdown", "id": "4d9811e2", "metadata": {}, "source": ["From the above figure we can see that the distribution of `DeprIndex` shifts to the left as the income quartile increases (even though zero is the mode throughout). We have plotted it both ways round so better see the relationship. \n", "\n", "Though with such a small range of values a correlation is a little unreliable (and is pushed to lower values), we use Spearman's rank correlation as a rough assessment of whether scoring higher on `IncomeQuartiles` means that one scores higher on the `DeprIndex`. You can see that the correlation `-.4`. This correlation will be dampened by the mode being zero on the `DeprIndex`."]}, {"cell_type": "markdown", "id": "7508e67b", "metadata": {}, "source": ["There is a low amount of data missing in the other variables, with the highest being `DeprIndex` at 7.6%. If we were to only include rows with a full set of data we would be losing around 11% of our data."]}, {"cell_type": "code", "execution_count": 52, "id": "9a3dda13", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Number of Rows: 1984\n", "Percentage excluded: 11.900532859680284%\n"]}], "source": ["pre_len = len(df_uk)\n", "df11_model = df_uk.drop(columns=['WorkingHours','IncomeQuartiles']).dropna()\n", "print(f\"Number of Rows: {len(df11_model)}\")\n", "print(f\"Percentage excluded: {((pre_len - len(df11_model)) / pre_len)*100}%\")"]}, {"cell_type": "markdown", "id": "0a02539c", "metadata": {}, "source": ["## Relationships between variables"]}, {"cell_type": "markdown", "id": "eec43c14", "metadata": {}, "source": ["Let's now investigate the relationship between our variables variable of interest. This can help us understand how important these will become in our model. \n", "\n", "Notice that we have left a health variable within our selected set variables. This is done just as example for this exercise. Any variable under health should be treated as a candidate dependent measure rather than a predictor. These should correlate with SRH, but in a trivial manner. If we were to include these in the model then we would be assessing a person's ability to monitor their own health, which is not our research questions.\n", "\n", "From the data map, self-reported health is `Y11_Q42`. The derived health value indicating chronic health problems is `DV_Q43Q44` and we have renamed it as `ChronicHealth`. We can see for from the plots below that as the chronic health variable increases in severity self-reported health gets worse."]}, {"cell_type": "code", "execution_count": 53, "id": "f4bd9b3c", "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["<Figure size 648x216 with 3 Axes>"]}, "metadata": {}, "output_type": "display_data"}, {"name": "stdout", "output_type": "stream", "text": ["               ChronicHealth       SRH\n", "ChronicHealth       1.000000 -0.607767\n", "SRH                -0.607767  1.000000\n"]}], "source": ["g = sns.FacetGrid(df11_model, col=\"ChronicHealth\", sharey=False)\n", "g.map_dataframe(sns.histplot, 'SRH',binwidth=1,binrange=[0.5,5.5])\n", "    \n", "g.map_dataframe(plot_mean)\n", "g.set_axis_labels(\"SRH\", \"Count\")\n", "plt.show()\n", "\n", "print(df_uk[['ChronicHealth','SRH']].corr(method='spearman'))"]}, {"cell_type": "markdown", "id": "0883b725", "metadata": {}, "source": ["We won't be using any health related variables in our model. Let's have a look at the other variables.\n", "\n", "We can use the seaborn `pairplot` function to plot multiple pairwise bivariate distributions in our dataset. This shows the relationship for all pair combination of variables in the DataFrame as a matrix of plots and the diagonal plots are the univariate plots."]}, {"cell_type": "code", "execution_count": 39, "id": "6c65a5b7", "metadata": {"scrolled": true}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2520x2520 with 210 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# to more easily to differences let's cap the correlation cmap\n", "sns.pairplot(df11_model[['SRH', 'DeprIndex', 'RuralUrban', 'AccomProblems', 'HouseholdSize',\n", "       'Children', 'ISCED', 'Education', 'SocialExclusionIndex',\n", "       'MentalWellbeingIndex', 'AgeCategory', 'Gender', 'MaritalStatus', 'ChronicHealth']])\n", "plt.show()"]}, {"cell_type": "markdown", "id": "3fb26f31", "metadata": {}, "source": ["As most our variables are ranks or categories, the plot matrix above might not be the best to visualise the relationships between variables. In this case is better to look at the rank correlations. Still, we take these with a pinch of salt because some variables are categorical rather than ordinal/numeric so the rank has little meaning (e.g., RuralUrban).  "]}, {"cell_type": "markdown", "id": "5562f38c", "metadata": {}, "source": ["Some initial observations on the below correlation matrix:\n", "\n", "- Age correlates with a few variables. Especially SRH + Children\n", "- Lots of variables correlate with SRH.\n", "- DeprIndex, MentalWellbeing Index and Social Exclusion Index all correlate with one another.\n", "- DeprIndex correlates with quite a few variables (SRH, AccomProblems, Education). \n"]}, {"cell_type": "code", "execution_count": 50, "id": "f4464837", "metadata": {}, "outputs": [{"data": {"image/png": 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fVeDNm1apS3K052KAimRxVk7ndJKkT0vk1YaTl8zWX2h4hE4H3tW8v86o2bz/qdfqPbp+75Hp9cWHz2rwR+WUyeHFGQKQcPYc91ORPO8oZ5aofd+nNdy1Yc9hs3WXws5W/Vs1USYnR0lS4Tw5dCv4gcLCwyVJ568FaO76bWpb//3Er0AydODwEbN2rX6MbZ/lMs/avhamti8yMlL3/x1XPHr8mLbvDTvw9zEVzP+u3smWRZLU8KOa+t/2XebrLo4yp8/5q1b192RrayN7eztVLFNSW/fs1737D3TgyDG1atZYkpQ5o4umj/pRjukcEr+Sb7HX7XdGRkbqyZMnCgsPU2hYuMLDw5XC3l6hYWFq+VkTlS0ZNebLnNFF6dOlU+CtoMSv5FsqIfebTx09cVLbdu9Tj/bfJEKNkpeD8RgnxFUmapzQ1DROyJf3XQXcDJQU1e49fPRIRqNRISEhsrWxkcHGkPiVfItxvCx5ydX+S12Zu0LXlm+wXBgJ6q/DR+SWP59yZIvaL9avXUt/btthtl3FVebEqdOytbFRj74D9E3n7pq3+BdTLmP6xLGq7F5eknTt+g05pI06BgrEm8Hwdv79h7yVUwGnTZtWBQsW1IEDB+TuHnWlxq5du1SpUiVJ0oIFC7Rq1So9fvxYBoNBEydOVN68eeXh4aHixYvr5MmTGjNmjLp166YZM2ZoyZIlkqRs2bLpvffeU9++fXX//n3dvHlTderUUa9evcy+/9atW3r8+LHp/y+//FLHjh3TvXv35O3trUePHmnq1Kny9PRU3759FRAQoMDAQJUtW1ajR4/W0KFDFRgYqI4dO+r7779X8+bNtXnzZkmSj4+PJKldu3bq27ev/Pz8JElffPGFmjZtmrAL1ooCb91W5owupv8zZXTRw0eP9ejxY9P0CfEps+6PzcqYwVlVK0Y1Tu9kz6rHj0N04PARlStVQif9zunCpSu6fedu4lUumQm4fUeu0aa5yOzirIePn+jh4ydm0wH3/vpzSdJfx81PMrh0PVB37t1T1+GTdOtOsEoUzKfOXzZJnOCToYTa9iSp+7dfq3u/oVq2er3uBAdrYK+usrO1TaSaJT83b95UxmgHqDJlzKhHjx6Zrae4ypQp/WzamYDAQP22arW6du6YeBVI5gLuP5JrumdTCmVOl1oPQsP1MDTcNB3wzYdPVO6dzOr8XjHlcnbQvL/OqMeq3Vr01fsyGAya3IQpD60hIOiuXDOkN/2fOUN6PXgcoodPQkzTAWfLlEHZMkW1jUajUeMWr1W1UoVkb2enR09C1H/GUg3+pqn+8b9ilTokN4G3bitTPNo+S2XW/7FZLhmcVSVa29ft26/Vvd8QLVu9XneDgzWAtu+NCrx126yfmcklQ4zrLrYyhQvk1catO1WsYAGFhoVr254DsrWz1ZXrAXJxdtLS1eu199ARhYWF67MGdZQze9ZEr+Pb7HX7nR95VNfWXfvUpFUHRUREqFyp4qpcvowkqc4HHqb3rN74hx4/eaIibvkTqWZvv4Tcbz41dc4Ctf7qsxemWMTru3nzljJZHCfEXqZs6VKm5wMCA7Vi1Rp1+3ec8HXL5urxnZe279yl4OBgtf3mazk7OSVOxZIJjpclLye6DpEkuXi4WyiJhHbz5i1lyhh9v+iihzHtO2MpExERoTIlS6jt180VGhKqvj8OU9o0adSkQV3Z2trKaDTqqzYdFBB4Ux3btJItYwbgP+WtPdWhdu3a2rhxo6So6Xfd3Nxkb2+vBw8e6I8//tD8+fO1du1a1axZU4sWPZuipmrVqtq4caPp6tZ8+fLps88+02effaYmTZpo7dq1qlu3rn755RetXr1aixYtUlCQ+ZmuPXr00NixY1W1alX16dNH27ZtU4UKFeTo6KguXbrIw8ND7du319atW1WoUCEtXbpUGzdu1N9//60TJ06oX79+ypw5syZPnhxr/Q4fPqzg4GCtXLlSc+bM0aFDhxJgKf53RBojY3w++tk68SmzbPV6eTZtZPo/bZo0GvZDLy1YvlJfd/1OG7dsV+niRWRv91aec/CfYIxlPdnG88yr8IgI7Tt6UsO6tdXPI/rq3oNHmrpk5RuMENEl1LYXEhqqQWMmyatrOy2fPUXewwdp7JSfFHjz1huKHM+LfO6q8Kdszdal5TJ+fmfV87s+ql+3jtzLv3jQCwkj9nXz7Iy97OnTyqfxe8qdIZ0MBoOaly2gK8EPdC3aVatIfPHZrp56HBKqPpMX6nLALQ1o9YkkafDs5fqsZmXly5ElQePEM8/PovFU9HYtPmWi2r7Gpv9DQkM1eMxEeXVtr+Wzp2rS8EEaR9v3RsW2vdnEo62zsbFRx1ZfSgaDvu7xg34YNUFlSxaVvZ2dwiPCdT3gptKmTq2pIwZpUM9O8pmzQKfP+SdIPZKr1+13/rxkudKnT6eVc6dr+ewpunf/gZauXGtWbuHyVZqzeLlG9PtOKVNyxfibklD7zaeOnzyt4Pv3VbNq5deMFDGJbYxuvv4slznjd1Y9vvNSg7ofy718OUnSyDHj1LRJYy2Z/7NmTp2sX5b/qlOnueLxTeJ4GWAdr9vvrFPrA3X6trVS2NvLwSGtPmlQTzv37DOVMRgMWvDTFM2b7qvFy3/T4SMv3goIgPW8tYnVGjVqaPv27YqMjNSGDRtUu3bU3PMODg4aN26c1q1bp3HjxmnLli169OjZAccSJUrE+bmtW7dW1qxZNWvWLA0bNkxhYWFmV6dKUcnZ7du3a+jQocqQIYPGjBmjTp06vfBZdevWVeXKlfXzzz9r6NChunv3rlksccmfP7/8/f3VunVrrV69+oWrZt82rpky6vadZ/fhuHU7SOkc0ip1qlTxLnPmvL8iIiJVsmhhU5nIyEilTpVKk4YN1OxJo9WtbStdvRGg7Fk5eJlQXDNm0K27wab/bwbdlWPaNEqdKmW83p/JOb2qly8lhzSpZW9np4+qVNBxv/MJFW6yl1Dbnv/FywoJCVWlclFXERRxy688OXPonzNnE7pKyVbmTJnM7md06/ZtOTg4KFW0dWmpzNZt2+XVr7++btlCnzd7e2dJ+C/Kki6Nbj181t8IfPBYjintldr+2YGNMzfvau0/F83eZzRKdky3ZlVZXJx0K/i+6f/AO/fkmDa1Uj93QP/67TtqOXSKbGwMmuH1rdKlTa2AoLs6fMZfCzfu0Gf9J2rab5v09xl/dR4/O7GrkaxkzpRRQdGuxoip7bNUxu+8vyIiIiy0fQWUO+c7tH1vkGtGF7MraWLst8RR5tGjx+rQ/HPN8x6lCYO+l43BRtmzuipjBmdJUm2PqPte5ciaRcULFtA/fucSpV7Jxev2O3fs3a+P368he3s7OaRNo488qurwsROSpNCwMA0e660/d+zSlFE/Kl+eXIlXsWQgofabT23ZuUcf1qjCNIgJJFOmTGYXDNy6fVvpHBzM1p+lMlu2bdf3/QaodbRxQnDwPZ3456Q+/qiWJCl79mwqXbKkjh0/kRjVSjY4XgZYR1S7Zn785Pl9Z1xl/rd5q875XzC9ZpRkZ2ersLAwbd6+U5GRUSdEZM3iqtIlisvvPCf0Af8lb22v1MHBQQULFtTBgwe1d+9e0zTA169fV7NmzXT//n1VrVpVjRo1MjtzMmXKuJM7I0eO1Pz585UtWza1b99ezs7OZu+/e/euhg8frpQpU5quWF2zZo127dr1wpWt8+fP1+jRo5UhQwZ99dVXyps37wtncRoMBrPnwv+915azs7PWrVunr776Sv7+/mrUqJHu3bv3agsrCShXsrj+OX1WV65dlySt/v0PVS5f9qXKHDl+UqWLFZEh2nzcBoNBfX4cqVP/HhTZsmuv7GztlDd3zoSuUrJVoXhhHfc7r0vXAyRJK/63XVXKxn1CQ3QeFUrrz70H9SQ0VEajUdsP/K1CeXMnULRIqG0ve9YsevjokY6fPC1Junr9hi5evqb87+ZO4BolX2VKl9Kp06d19eo1SdK69RtU0b1CvMvs2LlLU6bP0IihP8qjevVEjR1SxdyuOnY9SJfuRCXofj1yXtXyZTMrY2MwaMyWv3U1OOrexcuOnFf+TOnNphBG4qtYtICOnbukSzeirkr8dcteVStlftA4+MEjtRkxXR5limhkhy+VKkXU9M6uGZy0aWI/LRnSTUuGdFO7Rh+qZIE88unxdaLXIzmJatf8orVr/4ul7Yu9zN/H/1GpGNq+B8+1fZcuX6Xte4PKlyymE2fO6vK1G5KklRv/1Hv/TgUbnzIrN/6pWYuXS5KC7gZrzf+26IMqlZTNNbMKvJtbG7bsML12/LSfCubNk1hVSxZet9+Z/9082rJrj6SocfOu/QdV+N/pfgeOmqhHjx5r8qgfldU1c2JVKdlIqP2m6bUT/6h08WIJWIPkrUzpUjoZbQywNpZxQmxltu/cpSnTf9KIoYPlUb2a6T2OjumU0cVF23fukhSVaD12/IQKuhVIjGolGxwvA6yjbKmS+uf0GV25FrVfXLNhkypVKBfvMv6XLuvnhUsUERGhkJAQrVq7QdWrVJa9vb3mLFisLduj9p23bgfp72PHVSKGE48AWM9bPX9D7dq1NW7cOBUtWlR2/05VkSZNGuXKlUstW7ZUaGiopk2bZpr2Nza2trYKCQmRFHWv1sGDB6t06dLau3evAgICTGeQSFK6dOm0efNmFS5cWA0bNpQkXbp0SS4uLkqfPr1sbW1NydFdu3apWbNmqlevnvz8/HTq1ClFRkbKzs7OVMbR0VHBwcEKCgqSg4ODduzYoRo1aujPP//UqlWrNGnSJFWpUkV79uzR9evX5ejo+KYX43+Cs1N6eXVppwGjJigsPFzZs7iqb7eOOuV3TmMmz9CsiaNiLfPUlWs3lMU1k9nnGgwG9e/ZWWMm/6Tw8HC5ODtpWN+eMQ7m8GZkSO+o/u1b6PvxMxQeHq7sWTJpYMdWOnnugoZNn68Fo/vH+f4mtarr3oOHauE1XJGRkXLLk1Nenp8kUvT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", "text/plain": ["<Figure size 2520x1440 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# to more easily to differences let's cap the correlation cmap\n", "f, axes = plt.subplots(figsize =(35,20))\n", "\n", "sns.heatmap(abs(df11_model.drop(columns=['Country']).corr(method='spearman')), annot = True, vmin=0, vmax=1, center= 0., linewidths=3, linecolor='black',cmap= 'coolwarm')\n", "\n", "plt.show()"]}, {"cell_type": "markdown", "id": "d02ea72c", "metadata": {}, "source": ["Next we can go through each loose grouping of _material_, _occupational_ and _psychosocial_ to assess the suitability of variables to include in our model.\n", "\n", "### Material variables\n", "\n", "Let's examine the extent to which the _material_ variables are getting at representing similar things.\n", "\n", "Some initial thoughts:\n", "    - You would expect that has `DeprIndex` goes up `AccomProblems` will also go up since the persons cannot afford to remedy accommodation issues.\n", "    - `RuralUrban` only has two categories so doesn't lend itself to correlational analysis. Whether people are better off in the city, or the country depends on many factors (and varies between country).\n", "    - You would expect `HouseholdSize` and `Children` to be similar because `Children` counts towards household size (but `HouseholdSize` stops at >=4)."]}, {"cell_type": "code", "execution_count": 54, "id": "12b5d854", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["               DeprIndex  RuralUrban  AccomProblems  HouseholdSize  Children\n", "DeprIndex       1.000000    0.067098       0.299665       0.007266  0.059037\n", "RuralUrban      0.067098    1.000000       0.074348       0.024762  0.004160\n", "AccomProblems   0.299665    0.074348       1.000000       0.144886 -0.014654\n", "HouseholdSize   0.007266    0.024762       0.144886       1.000000  0.177397\n", "Children        0.059037    0.004160      -0.014654       0.177397  1.000000\n"]}, {"data": {"image/png": 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", "text/plain": ["<Figure size 576x396 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_mat = df11_model[['DeprIndex','RuralUrban','AccomProblems','HouseholdSize','Children']]\n", "print(df_mat.corr(method='spearman'))\n", "\n", "df_mat=df_mat.groupby(by=['HouseholdSize','Children']).size().reset_index(name='counts')\n", "df_mat = df_mat.pivot(\"HouseholdSize\", \"Children\", \"counts\")\n", "\n", "sns.heatmap(df_mat, cmap=\"YlGnBu\")\n", "plt.show()"]}, {"cell_type": "markdown", "id": "7b3c00eb", "metadata": {}, "source": ["`HouseholdSize` does not appear to monotonically increase with `Children`. Probably the mediation here is `Age`. One can live alone but have five children who each have their own households. "]}, {"cell_type": "code", "execution_count": 31, "id": "0e3930d4", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["AccomProblems    0.0    1.0   2.0   3.0  4.0  5.0  6.0\n", "DeprIndex                                             \n", "0.0            935.0  188.0  40.0  15.0  2.0  NaN  3.0\n", "1.0            145.0   49.0  17.0   7.0  1.0  NaN  3.0\n", "2.0            115.0   43.0  29.0   5.0  4.0  NaN  NaN\n", "3.0             66.0   43.0  25.0   6.0  NaN  NaN  NaN\n", "4.0             52.0   31.0  21.0   5.0  2.0  2.0  NaN\n", "5.0             28.0   22.0  11.0   7.0  5.0  1.0  NaN\n", "6.0             30.0   15.0   6.0   3.0  2.0  NaN  NaN\n"]}, {"data": {"image/png": 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", "text/plain": ["<Figure size 576x396 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["df_mat=df11_model[['DeprIndex','RuralUrban','AccomProblems','HouseholdSize','Children']].groupby(by=['DeprIndex','AccomProblems']).size().reset_index(name='counts')\n", "df_mat = df_mat.pivot(\"DeprIndex\", \"AccomProblems\", \"counts\")\n", "print(df_mat)\n", "# 0,0 will overwhelm the heatmap. Let's cap it.\n", "sns.heatmap(df_mat, cmap=\"YlGnBu\", vmax=300)\n", "plt.show()"]}, {"cell_type": "markdown", "id": "9d7289ae", "metadata": {}, "source": ["There is a bias for zero accommodation problems but as deprivation increases the amount of accommodation problems tends to increase."]}, {"cell_type": "markdown", "id": "a564dd3e", "metadata": {}, "source": ["### Self reported health for the UK\n", "\n", "One thing we haven't done so far is look at the full SRH distribution for the UK. "]}, {"cell_type": "code", "execution_count": 55, "id": "546db9ae", "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["<Figure size 864x360 with 2 Axes>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, axes = plt.subplots(1,2, figsize=(12,5))\n", "sns.histplot(data=df_uk, x='SRH', ax=axes[0],binwidth=1,binrange=[0.5,5.5])\n", "sns.histplot(data=df_uk, x='DeprIndex', ax=axes[1],binwidth=1,binrange=[0.5,6.5])\n", "plt.show()"]}, {"cell_type": "markdown", "id": "66e48137", "metadata": {}, "source": ["You can see that in the UK dataset, as with the global dataset, most of `DeprIndex` responses were zero (right graph above). In the left panel we have SRH. The responses here are:\n", "- 1: Very good\n", "- 2: Good\n", "- 3: Fair\n", "- 4: Bad\n", "- 5: Very Bad.  \n", "\n", "The positive skew (i.e., the mean will be to the right of the median) shows that participants felt more healthy than unhealthy. \n", "\n", "The paper uses the 2003 EQLS dataset which has the answers of [\"excellent\u201d, \u201cvery good\u201d, \u201cgood\u201d, \u201cfair\u201d, \u201cpoor\u201d]. The variable was dichotomised for ease of use with logistic regression as \u201cgood\u201d health [\"excellent\", \"very good\", \"good\"] and \u201cpoor\u201d health [\"fair\", \"poor\"]. \n", "\n", "Here we have different names of the responses. If we must dichotomise then the debate is around whether to categorise \"fair\" as good or bad health, since arguably the word semantically means good health rather than poor health. Let's follow the paper and have a 3-2 split with (\"bad\", \"very bad\") comprising the negative group."]}, {"cell_type": "code", "execution_count": null, "id": "b21456c0", "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "Python 3", "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": "3.7.9"}}, "nbformat": 4, "nbformat_minor": 5}