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everling-prime/nerdy.ipynb

Created September 29, 2017 07:51
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Nerdy Notebook (Machine Learning with NPAS)
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nerdy.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nerdy Personality Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Task (T)**: Classify a respondent as ever diagnosed with Autism or not. \n",
"**Experience (E)**: A corpus of survey responses where some respondents indicated a prior diagnosis of Autism. \n",
"**Performance (P)**: Area Under ROC Curve (AUC), corresponding to the accuracy rates of classification"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"pd.set_option('display.max_colwidth', -1)\n",
"pd.set_option('display.max_columns', None)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import seaborn as sns\n",
"sns.set_style(\"ticks\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"raw_df = pd.read_csv(\"NPAS-data/NPAS-data.csv\")\n",
"df = raw_df.copy()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Q1</th>\n",
" <th>Q2</th>\n",
" <th>Q3</th>\n",
" <th>Q4</th>\n",
" <th>Q5</th>\n",
" <th>Q6</th>\n",
" <th>Q7</th>\n",
" <th>Q8</th>\n",
" <th>Q9</th>\n",
" <th>Q10</th>\n",
" <th>Q11</th>\n",
" <th>Q12</th>\n",
" <th>Q13</th>\n",
" <th>Q14</th>\n",
" <th>Q15</th>\n",
" <th>Q16</th>\n",
" <th>Q17</th>\n",
" <th>Q18</th>\n",
" <th>Q19</th>\n",
" <th>Q20</th>\n",
" <th>Q21</th>\n",
" <th>Q22</th>\n",
" <th>Q23</th>\n",
" <th>Q24</th>\n",
" <th>Q25</th>\n",
" <th>Q26</th>\n",
" <th>introelapse</th>\n",
" <th>testelapse</th>\n",
" <th>surveyelapse</th>\n",
" <th>TIPI1</th>\n",
" <th>TIPI2</th>\n",
" <th>TIPI3</th>\n",
" <th>TIPI4</th>\n",
" <th>TIPI5</th>\n",
" <th>TIPI6</th>\n",
" <th>TIPI7</th>\n",
" <th>TIPI8</th>\n",
" <th>TIPI9</th>\n",
" <th>TIPI10</th>\n",
" <th>VCL1</th>\n",
" <th>VCL2</th>\n",
" <th>VCL3</th>\n",
" <th>VCL4</th>\n",
" <th>VCL5</th>\n",
" <th>VCL6</th>\n",
" <th>VCL7</th>\n",
" <th>VCL8</th>\n",
" <th>VCL9</th>\n",
" <th>VCL10</th>\n",
" <th>VCL11</th>\n",
" <th>VCL12</th>\n",
" <th>VCL13</th>\n",
" <th>VCL14</th>\n",
" <th>VCL15</th>\n",
" <th>VCL16</th>\n",
" <th>education</th>\n",
" <th>urban</th>\n",
" <th>gender</th>\n",
" <th>engnat</th>\n",
" <th>age</th>\n",
" <th>screenw</th>\n",
" <th>screenh</th>\n",
" <th>hand</th>\n",
" <th>religion</th>\n",
" <th>orientation</th>\n",
" <th>voted</th>\n",
" <th>married</th>\n",
" <th>familysize</th>\n",
" <th>race+AF8-arab</th>\n",
" <th>race+AF8-asian</th>\n",
" <th>race+AF8-black</th>\n",
" <th>race+AF8-white</th>\n",
" <th>race+AF8-hispanic</th>\n",
" <th>race+AF8-nativeam</th>\n",
" <th>race+AF8-nativeau</th>\n",
" <th>race+AF8-other</th>\n",
" <th>nerdy</th>\n",
" <th>ASD</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" <td>1418.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>3.836389</td>\n",
" <td>3.961213</td>\n",
" <td>4.112835</td>\n",
" <td>3.661495</td>\n",
" <td>3.853315</td>\n",
" <td>3.705219</td>\n",
" <td>4.153032</td>\n",
" <td>3.695346</td>\n",
" <td>3.942172</td>\n",
" <td>4.103667</td>\n",
" <td>3.017630</td>\n",
" <td>3.815233</td>\n",
" <td>3.640339</td>\n",
" <td>3.669252</td>\n",
" <td>2.842031</td>\n",
" <td>3.372355</td>\n",
" <td>3.819464</td>\n",
" <td>3.915374</td>\n",
" <td>3.311707</td>\n",
" <td>3.622003</td>\n",
" <td>2.850494</td>\n",
" <td>2.390691</td>\n",
" <td>3.834274</td>\n",
" <td>4.242595</td>\n",
" <td>3.174894</td>\n",
" <td>4.110719</td>\n",
" <td>690.766573</td>\n",
" <td>418.625529</td>\n",
" <td>632.263752</td>\n",
" <td>3.444288</td>\n",
" <td>4.198872</td>\n",
" <td>4.997884</td>\n",
" <td>4.465444</td>\n",
" <td>5.562764</td>\n",
" <td>5.183357</td>\n",
" <td>5.011283</td>\n",
" <td>4.021862</td>\n",
" <td>4.385049</td>\n",
" <td>2.557828</td>\n",
" <td>0.968970</td>\n",
" <td>0.925247</td>\n",
" <td>0.559944</td>\n",
" <td>0.973202</td>\n",
" <td>0.949224</td>\n",
" <td>0.114951</td>\n",
" <td>0.307475</td>\n",
" <td>0.448519</td>\n",
" <td>0.053597</td>\n",
" <td>0.965444</td>\n",
" <td>0.307475</td>\n",
" <td>0.198166</td>\n",
" <td>0.792666</td>\n",
" <td>0.909732</td>\n",
" <td>0.967560</td>\n",
" <td>0.981664</td>\n",
" <td>2.393512</td>\n",
" <td>2.133286</td>\n",
" <td>1.673484</td>\n",
" <td>1.260226</td>\n",
" <td>53.986601</td>\n",
" <td>1223.253879</td>\n",
" <td>833.155148</td>\n",
" <td>1.174189</td>\n",
" <td>4.227786</td>\n",
" <td>1.723554</td>\n",
" <td>1.715092</td>\n",
" <td>1.237659</td>\n",
" <td>2.598025</td>\n",
" <td>0.015515</td>\n",
" <td>0.151622</td>\n",
" <td>0.045134</td>\n",
" <td>0.775035</td>\n",
" <td>0.078984</td>\n",
" <td>0.035261</td>\n",
" <td>0.002116</td>\n",
" <td>0.055712</td>\n",
" <td>5.356841</td>\n",
" <td>1.927362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.161012</td>\n",
" <td>1.253609</td>\n",
" <td>1.075140</td>\n",
" <td>1.267229</td>\n",
" <td>1.184911</td>\n",
" <td>1.168506</td>\n",
" <td>1.101033</td>\n",
" <td>1.383538</td>\n",
" <td>1.107891</td>\n",
" <td>1.057874</td>\n",
" <td>1.579812</td>\n",
" <td>1.221309</td>\n",
" <td>1.299414</td>\n",
" <td>1.182643</td>\n",
" <td>1.501497</td>\n",
" <td>1.419045</td>\n",
" <td>1.170619</td>\n",
" <td>1.345644</td>\n",
" <td>1.586870</td>\n",
" <td>1.165668</td>\n",
" <td>1.619898</td>\n",
" <td>1.361212</td>\n",
" <td>1.383963</td>\n",
" <td>0.968286</td>\n",
" <td>1.399825</td>\n",
" <td>1.084183</td>\n",
" <td>9639.304012</td>\n",
" <td>8344.602861</td>\n",
" <td>9949.035590</td>\n",
" <td>1.939468</td>\n",
" <td>1.854997</td>\n",
" <td>1.701217</td>\n",
" <td>1.963824</td>\n",
" <td>1.416934</td>\n",
" <td>1.699003</td>\n",
" <td>1.699313</td>\n",
" <td>1.955814</td>\n",
" <td>1.849634</td>\n",
" <td>1.627602</td>\n",
" <td>0.173459</td>\n",
" <td>0.263085</td>\n",
" <td>0.496569</td>\n",
" <td>0.161550</td>\n",
" <td>0.219617</td>\n",
" <td>0.319075</td>\n",
" <td>0.461611</td>\n",
" <td>0.497518</td>\n",
" <td>0.225299</td>\n",
" <td>0.182716</td>\n",
" <td>0.461611</td>\n",
" <td>0.398759</td>\n",
" <td>0.405540</td>\n",
" <td>0.286666</td>\n",
" <td>0.177228</td>\n",
" <td>0.134209</td>\n",
" <td>0.965320</td>\n",
" <td>0.723538</td>\n",
" <td>0.560914</td>\n",
" <td>0.442116</td>\n",
" <td>1030.333496</td>\n",
" <td>520.391033</td>\n",
" <td>186.522902</td>\n",
" <td>0.494126</td>\n",
" <td>3.564055</td>\n",
" <td>1.234540</td>\n",
" <td>0.460812</td>\n",
" <td>0.530581</td>\n",
" <td>1.509059</td>\n",
" <td>0.123632</td>\n",
" <td>0.358781</td>\n",
" <td>0.207671</td>\n",
" <td>0.417706</td>\n",
" <td>0.269810</td>\n",
" <td>0.184504</td>\n",
" <td>0.045964</td>\n",
" <td>0.229446</td>\n",
" <td>1.448587</td>\n",
" <td>0.290424</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>39.000000</td>\n",
" <td>10.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>14.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>2.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>81.000000</td>\n",
" <td>118.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</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>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>18.000000</td>\n",
" <td>768.000000</td>\n",
" <td>768.000000</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>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>11.000000</td>\n",
" <td>102.000000</td>\n",
" <td>151.000000</td>\n",
" <td>3.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2.000000</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>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>21.000000</td>\n",
" <td>1366.000000</td>\n",
" <td>768.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>42.750000</td>\n",
" <td>137.000000</td>\n",
" <td>205.750000</td>\n",
" <td>5.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>6.000000</td>\n",
" <td>4.000000</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>0.000000</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>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>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>31.000000</td>\n",
" <td>1440.000000</td>\n",
" <td>1024.000000</td>\n",
" <td>1.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>312064.000000</td>\n",
" <td>312045.000000</td>\n",
" <td>311893.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</td>\n",
" <td>7.000000</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>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>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>38822.000000</td>\n",
" <td>3840.000000</td>\n",
" <td>1440.000000</td>\n",
" <td>3.000000</td>\n",
" <td>12.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>17.000000</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>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>7.000000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Q1 Q2 Q3 Q4 Q5 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 3.836389 3.961213 4.112835 3.661495 3.853315 \n",
"std 1.161012 1.253609 1.075140 1.267229 1.184911 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 3.000000 4.000000 3.000000 3.000000 \n",
"50% 4.000000 4.000000 4.000000 4.000000 4.000000 \n",
"75% 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"max 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"\n",
" Q6 Q7 Q8 Q9 Q10 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 3.705219 4.153032 3.695346 3.942172 4.103667 \n",
"std 1.168506 1.101033 1.383538 1.107891 1.057874 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 4.000000 3.000000 3.000000 4.000000 \n",
"50% 4.000000 5.000000 4.000000 4.000000 4.000000 \n",
"75% 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"max 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"\n",
" Q11 Q12 Q13 Q14 Q15 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 3.017630 3.815233 3.640339 3.669252 2.842031 \n",
"std 1.579812 1.221309 1.299414 1.182643 1.501497 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 1.000000 3.000000 3.000000 3.000000 1.000000 \n",
"50% 3.000000 4.000000 4.000000 4.000000 3.000000 \n",
"75% 5.000000 5.000000 5.000000 5.000000 4.000000 \n",
"max 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"\n",
" Q16 Q17 Q18 Q19 Q20 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 3.372355 3.819464 3.915374 3.311707 3.622003 \n",
"std 1.419045 1.170619 1.345644 1.586870 1.165668 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 3.000000 3.000000 2.000000 3.000000 \n",
"50% 4.000000 4.000000 4.000000 4.000000 4.000000 \n",
"75% 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"max 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"\n",
" Q21 Q22 Q23 Q24 Q25 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 2.850494 2.390691 3.834274 4.242595 3.174894 \n",
"std 1.619898 1.361212 1.383963 0.968286 1.399825 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 1.000000 1.000000 3.000000 4.000000 2.000000 \n",
"50% 3.000000 2.000000 4.000000 5.000000 3.000000 \n",
"75% 4.000000 3.000000 5.000000 5.000000 4.000000 \n",
"max 5.000000 5.000000 5.000000 5.000000 5.000000 \n",
"\n",
" Q26 introelapse testelapse surveyelapse TIPI1 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 4.110719 690.766573 418.625529 632.263752 3.444288 \n",
"std 1.084183 9639.304012 8344.602861 9949.035590 1.939468 \n",
"min 0.000000 1.000000 39.000000 10.000000 0.000000 \n",
"25% 4.000000 4.000000 81.000000 118.000000 2.000000 \n",
"50% 4.000000 11.000000 102.000000 151.000000 3.000000 \n",
"75% 5.000000 42.750000 137.000000 205.750000 5.000000 \n",
"max 5.000000 312064.000000 312045.000000 311893.000000 7.000000 \n",
"\n",
" TIPI2 TIPI3 TIPI4 TIPI5 TIPI6 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 4.198872 4.997884 4.465444 5.562764 5.183357 \n",
"std 1.854997 1.701217 1.963824 1.416934 1.699003 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 4.000000 3.000000 5.000000 4.000000 \n",
"50% 5.000000 5.000000 5.000000 6.000000 6.000000 \n",
"75% 6.000000 6.000000 6.000000 7.000000 7.000000 \n",
"max 7.000000 7.000000 7.000000 7.000000 7.000000 \n",
"\n",
" TIPI7 TIPI8 TIPI9 TIPI10 VCL1 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 5.011283 4.021862 4.385049 2.557828 0.968970 \n",
"std 1.699313 1.955814 1.849634 1.627602 0.173459 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 4.000000 2.000000 3.000000 1.000000 1.000000 \n",
"50% 5.000000 4.000000 5.000000 2.000000 1.000000 \n",
"75% 6.000000 6.000000 6.000000 4.000000 1.000000 \n",
"max 7.000000 7.000000 7.000000 7.000000 1.000000 \n",
"\n",
" VCL2 VCL3 VCL4 VCL5 VCL6 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 0.925247 0.559944 0.973202 0.949224 0.114951 \n",
"std 0.263085 0.496569 0.161550 0.219617 0.319075 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 1.000000 0.000000 1.000000 1.000000 0.000000 \n",
"50% 1.000000 1.000000 1.000000 1.000000 0.000000 \n",
"75% 1.000000 1.000000 1.000000 1.000000 0.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" VCL7 VCL8 VCL9 VCL10 VCL11 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 0.307475 0.448519 0.053597 0.965444 0.307475 \n",
"std 0.461611 0.497518 0.225299 0.182716 0.461611 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.000000 1.000000 0.000000 \n",
"50% 0.000000 0.000000 0.000000 1.000000 0.000000 \n",
"75% 1.000000 1.000000 0.000000 1.000000 1.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" VCL12 VCL13 VCL14 VCL15 VCL16 \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 0.198166 0.792666 0.909732 0.967560 0.981664 \n",
"std 0.398759 0.405540 0.286666 0.177228 0.134209 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 1.000000 1.000000 1.000000 1.000000 \n",
"50% 0.000000 1.000000 1.000000 1.000000 1.000000 \n",
"75% 0.000000 1.000000 1.000000 1.000000 1.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" education urban gender engnat age \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 2.393512 2.133286 1.673484 1.260226 53.986601 \n",
"std 0.965320 0.723538 0.560914 0.442116 1030.333496 \n",
"min 0.000000 0.000000 0.000000 0.000000 14.000000 \n",
"25% 2.000000 2.000000 1.000000 1.000000 18.000000 \n",
"50% 2.000000 2.000000 2.000000 1.000000 21.000000 \n",
"75% 3.000000 3.000000 2.000000 2.000000 31.000000 \n",
"max 4.000000 3.000000 3.000000 2.000000 38822.000000 \n",
"\n",
" screenw screenh hand religion orientation \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 1223.253879 833.155148 1.174189 4.227786 1.723554 \n",
"std 520.391033 186.522902 0.494126 3.564055 1.234540 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 768.000000 768.000000 1.000000 1.000000 1.000000 \n",
"50% 1366.000000 768.000000 1.000000 2.000000 1.000000 \n",
"75% 1440.000000 1024.000000 1.000000 6.000000 2.000000 \n",
"max 3840.000000 1440.000000 3.000000 12.000000 5.000000 \n",
"\n",
" voted married familysize race+AF8-arab race+AF8-asian \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 1.715092 1.237659 2.598025 0.015515 0.151622 \n",
"std 0.460812 0.530581 1.509059 0.123632 0.358781 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 1.000000 1.000000 2.000000 0.000000 0.000000 \n",
"50% 2.000000 1.000000 2.000000 0.000000 0.000000 \n",
"75% 2.000000 1.000000 3.000000 0.000000 0.000000 \n",
"max 2.000000 3.000000 17.000000 1.000000 1.000000 \n",
"\n",
" race+AF8-black race+AF8-white race+AF8-hispanic race+AF8-nativeam \\\n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 0.045134 0.775035 0.078984 0.035261 \n",
"std 0.207671 0.417706 0.269810 0.184504 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 1.000000 0.000000 0.000000 \n",
"50% 0.000000 1.000000 0.000000 0.000000 \n",
"75% 0.000000 1.000000 0.000000 0.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" race+AF8-nativeau race+AF8-other nerdy ASD \n",
"count 1418.000000 1418.000000 1418.000000 1418.000000 \n",
"mean 0.002116 0.055712 5.356841 1.927362 \n",
"std 0.045964 0.229446 1.448587 0.290424 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 5.000000 2.000000 \n",
"50% 0.000000 0.000000 6.000000 2.000000 \n",
"75% 0.000000 0.000000 6.000000 2.000000 \n",
"max 1.000000 1.000000 7.000000 2.000000 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Transform data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Oversample\n",
"\n",
"asd_df = df[df['ASD']==1]\n",
"#asd_df.take(np.random.permutation(len(asd_df))[:80])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate Test Scores"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>Q1</th>\n",
" <th>Q2</th>\n",
" <th>Q3</th>\n",
" <th>Q4</th>\n",
" <th>Q5</th>\n",
" <th>Q6</th>\n",
" <th>Q7</th>\n",
" <th>Q8</th>\n",
" <th>Q9</th>\n",
" <th>Q10</th>\n",
" <th>Q11</th>\n",
" <th>Q12</th>\n",
" <th>Q13</th>\n",
" <th>Q14</th>\n",
" <th>Q15</th>\n",
" <th>Q16</th>\n",
" <th>Q17</th>\n",
" <th>Q18</th>\n",
" <th>Q19</th>\n",
" <th>Q20</th>\n",
" <th>Q21</th>\n",
" <th>Q22</th>\n",
" <th>Q23</th>\n",
" <th>Q24</th>\n",
" <th>Q25</th>\n",
" <th>Q26</th>\n",
" <th>introelapse</th>\n",
" <th>testelapse</th>\n",
" <th>surveyelapse</th>\n",
" <th>TIPI1</th>\n",
" <th>TIPI2</th>\n",
" <th>TIPI3</th>\n",
" <th>TIPI4</th>\n",
" <th>TIPI5</th>\n",
" <th>TIPI6</th>\n",
" <th>TIPI7</th>\n",
" <th>TIPI8</th>\n",
" <th>TIPI9</th>\n",
" <th>TIPI10</th>\n",
" <th>VCL1</th>\n",
" <th>VCL2</th>\n",
" <th>VCL3</th>\n",
" <th>VCL4</th>\n",
" <th>VCL5</th>\n",
" <th>VCL6</th>\n",
" <th>VCL7</th>\n",
" <th>VCL8</th>\n",
" <th>VCL9</th>\n",
" <th>VCL10</th>\n",
" <th>VCL11</th>\n",
" <th>VCL12</th>\n",
" <th>VCL13</th>\n",
" <th>VCL14</th>\n",
" <th>VCL15</th>\n",
" <th>VCL16</th>\n",
" <th>education</th>\n",
" <th>urban</th>\n",
" <th>gender</th>\n",
" <th>engnat</th>\n",
" <th>age</th>\n",
" <th>screenw</th>\n",
" <th>screenh</th>\n",
" <th>hand</th>\n",
" <th>religion</th>\n",
" <th>orientation</th>\n",
" <th>voted</th>\n",
" <th>married</th>\n",
" <th>familysize</th>\n",
" <th>major</th>\n",
" <th>race+AF8-arab</th>\n",
" <th>race+AF8-asian</th>\n",
" <th>race+AF8-black</th>\n",
" <th>race+AF8-white</th>\n",
" <th>race+AF8-hispanic</th>\n",
" <th>race+AF8-nativeam</th>\n",
" <th>race+AF8-nativeau</th>\n",
" <th>race+AF8-other</th>\n",
" <th>nerdy</th>\n",
" <th>ASD</th>\n",
" <th>NPAS_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>17</td>\n",
" <td>113</td>\n",
" <td>209</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>320</td>\n",
" <td>480</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>chemistry</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>102</td>\n",
" <td>69</td>\n",
" <td>125</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>42</td>\n",
" <td>1600</td>\n",
" <td>900</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>english</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>94</td>\n",
" <td>126</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>60</td>\n",
" <td>1440</td>\n",
" <td>900</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>english</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>18</td>\n",
" <td>1987</td>\n",
" <td>630</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>17</td>\n",
" <td>1536</td>\n",
" <td>864</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>Game design</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>19</td>\n",
" <td>137</td>\n",
" <td>245</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>52</td>\n",
" <td>1280</td>\n",
" <td>800</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>experimental psychology</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>96</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Q1 Q2 Q3 Q4 Q5 Q6 Q7 Q8 Q9 Q10 Q11 Q12 Q13 Q14 Q15 Q16 Q17 \\\n",
"0 5 5 4 5 4 5 5 2 5 5 5 4 4 4 4 1 4 \n",
"1 4 4 4 4 4 4 3 5 5 4 5 3 5 4 4 4 5 \n",
"2 4 3 4 4 5 4 4 4 5 5 1 4 5 4 3 4 4 \n",
"3 4 1 5 4 3 5 4 4 2 5 5 3 3 4 4 5 5 \n",
"4 4 3 5 5 5 5 4 5 0 4 1 4 4 4 2 5 4 \n",
"\n",
" Q18 Q19 Q20 Q21 Q22 Q23 Q24 Q25 Q26 introelapse testelapse \\\n",
"0 5 4 5 5 5 5 5 2 5 17 113 \n",
"1 5 5 4 4 4 4 4 3 5 102 69 \n",
"2 5 2 5 4 4 5 5 5 5 1 94 \n",
"3 2 5 2 1 1 1 5 5 4 18 1987 \n",
"4 5 1 4 2 4 5 4 2 5 19 137 \n",
"\n",
" surveyelapse TIPI1 TIPI2 TIPI3 TIPI4 TIPI5 TIPI6 TIPI7 TIPI8 \\\n",
"0 209 2 1 6 6 7 6 2 7 \n",
"1 125 6 6 7 3 6 5 5 2 \n",
"2 126 2 5 5 5 6 5 5 5 \n",
"3 630 2 2 6 6 2 6 5 1 \n",
"4 245 1 5 5 6 6 6 3 6 \n",
"\n",
" TIPI9 TIPI10 VCL1 VCL2 VCL3 VCL4 VCL5 VCL6 VCL7 VCL8 VCL9 VCL10 \\\n",
"0 3 2 1 1 1 1 1 0 1 0 1 1 \n",
"1 5 3 1 1 1 1 1 0 0 0 0 1 \n",
"2 3 1 1 1 1 1 1 0 1 1 0 1 \n",
"3 3 4 1 1 0 1 1 0 0 0 0 1 \n",
"4 3 2 1 1 1 1 1 0 1 1 0 1 \n",
"\n",
" VCL11 VCL12 VCL13 VCL14 VCL15 VCL16 education urban gender engnat \\\n",
"0 1 1 1 1 1 1 2 2 3 1 \n",
"1 0 0 1 1 1 1 4 2 1 1 \n",
"2 1 1 1 1 1 1 4 2 3 1 \n",
"3 0 0 1 1 1 1 1 1 2 1 \n",
"4 1 0 1 1 1 1 4 3 2 1 \n",
"\n",
" age screenw screenh hand religion orientation voted married \\\n",
"0 19 320 480 2 2 3 2 1 \n",
"1 42 1600 900 1 4 1 2 2 \n",
"2 60 1440 900 1 1 5 2 3 \n",
"3 17 1536 864 1 2 1 2 1 \n",
"4 52 1280 800 1 2 2 1 1 \n",
"\n",
" familysize major race+AF8-arab race+AF8-asian \\\n",
"0 2 chemistry 0 0 \n",
"1 3 english 0 0 \n",
"2 6 english 0 0 \n",
"3 2 Game design 0 0 \n",
"4 3 experimental psychology 0 0 \n",
"\n",
" race+AF8-black race+AF8-white race+AF8-hispanic race+AF8-nativeam \\\n",
"0 0 1 0 0 \n",
"1 0 1 0 0 \n",
"2 0 1 0 0 \n",
"3 0 1 0 0 \n",
"4 0 1 0 0 \n",
"\n",
" race+AF8-nativeau race+AF8-other nerdy ASD NPAS_score \n",
"0 0 0 7 1 112 \n",
"1 0 0 6 2 109 \n",
"2 0 0 6 2 107 \n",
"3 0 0 6 2 92 \n",
"4 0 0 6 2 96 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"def score_npas(df):\n",
" '''Adds up responses to the NPAS questions'''\n",
" npas_columns = ['Q{}'.format(i) for i in range(1,27)]\n",
" df['NPAS_score'] = df[npas_columns].sum(axis=1)\n",
" \n",
" return df\n",
"\n",
"scored = score_npas(df)\n",
"scored.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def score_tipi(df):\n",
" ''' \n",
" Computes Big 5 personality scores based on ten item TIPI test. Drops raw columns after calculations.\n",
" \n",
" Scoring (“R” denotes reverse-scored items):\n",
" Extraversion: 1, 6R; Agreeableness: 2R, 7; \n",
" Conscientiousness; 3, 8R; Emotional Stability: 4R, 9; \n",
" Openness to Experiences: 5, 10R. \n",
" \n",
" '''\n",
" \n",
" df['extraversion'] = (df['TIPI1'] + (8-df['TIPI6'])) / 2\n",
" df['agreeableness'] = (df['TIPI7'] + (8- df['TIPI2'])) / 2\n",
" df['conscientiousness'] = (df['TIPI3'] + (8- df['TIPI8'])) / 2\n",
" df['neuroticism'] = (df['TIPI9'] + (8- df['TIPI4'])) / 2\n",
" df['openness'] = (df['TIPI5'] + (8- df['TIPI10'])) / 2\n",
" \n",
" df.drop(['TIPI1', 'TIPI2', 'TIPI3', 'TIPI4', 'TIPI5', 'TIPI6', 'TIPI7','TIPI8','TIPI9', 'TIPI10'], axis=1, inplace=True)\n",
" \n",
" return df\n",
" \n",
"df = score_tipi(df)\n",
"#df.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def mark_fakers(df):\n",
" '''\n",
" Gives people who said they knew all the fake words a class of VCL_faker. \n",
" VCL6, VCL9, VCL12 are fake words.\n",
" '''\n",
" \n",
" df.loc[ (df['VCL6'] == 1) & (df['VCL9'] == 1) & (df['VCL12'] == 1), 'VCL_faker' ] = 1\n",
" \n",
" return df\n",
"\n",
"def score_vocab(df):\n",
" '''Adds up correct answers on real words.'''\n",
" \n",
" df['Vocab_Score'] = (df['VCL1'] + df['VCL2'] + df['VCL3'] + df['VCL4'] + df['VCL5'] + df['VCL7']\n",
" + df['VCL8'] + df['VCL10'] + df['VCL11'] + df['VCL13'] + df['VCL14']\n",
" + df['VCL15'] + df['VCL16'] )\n",
" \n",
" # Corrects for fakers by assigning them the average score\n",
" df.loc[ (df['VCL_faker'] == 1), 'Vocab_Score'] = int(np.mean(df['Vocab_Score']))\n",
" \n",
" return df\n",
"\n",
"df = mark_fakers(df)\n",
"df = score_vocab(df)\n",
"#df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Make some binary classes"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0 1192\n",
"1.0 226 \n",
"Name: only_child, dtype: int64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Only Child\n",
"df.loc[df['familysize']==1, 'only_child'] = int(1)\n",
"df.loc[df['familysize']!=1, 'only_child'] = int(0)\n",
"df['only_child'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0 767\n",
"0.0 651\n",
"Name: nerd_champion, dtype: int64"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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iAgAAAIARxAUAAAAAI4gLAAAAAEYQFwAAAACMIC4AAAAAGEFcAAAAADCCuAAA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\nXAAAAAu5AAAAFgHAgVJBwhUsLAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11cf83a20>"
]
},
"metadata": {
"image/png": {
"height": 271,
"width": 395
}
},
"output_type": "display_data"
}
],
"source": [
"df.loc[(df['nerdy']==7) | (df['nerdy']==6), 'nerd_champion'] = int(1)\n",
"df.loc[(df['nerdy']!=7) & (df['nerdy']!=6), 'nerd_champion'] = int(0)\n",
"\n",
"sns.countplot(df['nerdy'], palette=sns.color_palette(\"GnBu\", 8))\n",
"df['nerd_champion'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0 1035\n",
"1.0 383 \n",
"Name: atheist, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[df['religion']==2, 'atheist'] = int(1)\n",
"df.loc[df['religion']!=2, 'atheist'] = int(0)\n",
"df['atheist'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 1339\n",
"1 79 \n",
"Name: ASD, dtype: int64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.loc[df['ASD'] == 2, 'ASD'] = 0 # \"2\" --> \"0\" means no ASD\n",
"df['ASD'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# dummies = pd.get_dummies(data=df, columns=['gender','religion'])\n",
"# df = pd.concat([df, dummies])\n",
"# #df.drop(all_demographics, axis=1, inplace=True)\n",
"# df.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"transformed_df = df.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Data Analysis"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"#df.apply(pd.Series.value_counts)"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x14cc017f0>"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7e3tja2tLenp6vp9LU9ec4QYvv773hu53uRXl8x8TE8OpU6fURAh6vZ7o6Gh1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14c2d6d68>"
]
},
"metadata": {
"image/png": {
"height": 278,
"width": 374
}
},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(transformed_df[npas_columns].corr(), annot=False)\n",
"plt.title(\"Heatmap of Correlations within NPAS questions \")"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12578c160>"
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vKR6btA4vqcX/3507d05XrlxRuXLlHnl9AAAA/LPMTuZM+SDj+PZSkStXLvn6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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x127efc080>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 437
}
},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(transformed_df[npas_score+personality_columns].corr(), annot=False)"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x12c9c45c0>"
]
},
"execution_count": 162,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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V6udQt25deHl5iQ/b2jy7qWNtbQ0vLy/xWlajRg2le4fi9ynJ+VecSpUqiUHytm3bcOHC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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12c7cea58>"
]
},
"metadata": {
"image/png": {
"height": 283,
"width": 403
}
},
"output_type": "display_data"
}
],
"source": [
"from scipy.stats import norm\n",
"\n",
"sns.distplot(df['openness'], bins=14, hist_kws={ \"linewidth\": 3,\n",
" \"alpha\": .4} )\n",
"plt.title(\"Distribution of Openness to Experience scores in respondents to NPAS\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Nerd Champions"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"#sns.countplot(df['familysize'], hue=df['nerd_champion'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Autism Spectrum"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.05571227080394922"
]
},
"execution_count": 182,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df[df['ASD']==1])/ len(df['ASD'])"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x142600fd0>"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OHTqEIUOGKNElEREREZFHFBnjO3PmTKSnp+Ouu+7C448/jqSkpMaxvg6HA7t2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\nhS8hhBBCCGkVqPAlhBBCCCGtwv8DWE8xDhi02a4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14b49b080>"
]
},
"metadata": {
"image/png": {
"height": 350,
"width": 351
}
},
"output_type": "display_data"
}
],
"source": [
"# Map to upper,lower, and diagonal\n",
"\n",
"pg = sns.PairGrid(transformed_df[['Vocab_Score','NPAS_score']])\n",
"pg.map_diag(plt.hist)\n",
"pg.map_upper(plt.scatter)\n",
"#pg.map_lower(sns.kdeplot)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115399a58>"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lS1VbWytJqqur05IlSyRJ0dHRrTY2AGgL+M4FAADN9JOf/EQRERH605/+pOjoaA0bNkz7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\nsLggIiIiIiKVYHFBREREREQq8X+BSTsGPRVxQwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ce78f60>"
]
},
"metadata": {
"image/png": {
"height": 271,
"width": 395
}
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(df['religion'], hue=df['ASD'])"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x14d4eca20>"
]
},
"execution_count": 189,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nzyXPHQAAAOjNnC5c7Nq1S5L09ddf65577tHo0aM1evRozZ8/X/v27bPXHThw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\nMATlAgAAAIAh/g9wEkWxQX4d6wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x14d2bd240>"
]
},
"metadata": {
"image/png": {
"height": 271,
"width": 395
}
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(df['gender'], hue=df['ASD'],)\n",
"### ASK HOW TO VISUALIZE TWO DISTRIBUTIONS (KDEs) ON COMPARABLE SCALE"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x14661c320>"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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I3Md69uxJxYoVWbRoEfv37ycuLo7ixYvz6KOP0qlTJ55//nmb7jSPP/44Q4YM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\nUFCQGjduXOaYJk2a6I477tDBgwev6Ryurq4aOXK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AAABgBOECAAAAgBGECwAAAABGEC4A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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1422a8c88>"
]
},
"metadata": {
"image/png": {
"height": 283,
"width": 395
}
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(df['nerdy'], hue=df['ASD'])\n",
"plt.title(\"Histograms for each level of nerdiness\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Classification Models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pipeline Construction"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import KFold, cross_val_score, train_test_split, GridSearchCV\n",
"import sklearn.preprocessing as preprocessing\n",
"from sklearn import decomposition\n",
"from sklearn import feature_selection\n",
"from sklearn.pipeline import Pipeline, FeatureUnion\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.tree import DecisionTreeClassifier, export_graphviz\n",
"from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.svm import SVC\n",
"from sklearn.metrics import precision_recall_curve, roc_curve, roc_auc_score, classification_report\n",
"import ml_insights as mli"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.base import clone\n",
"from sklearn.model_selection import StratifiedKFold\n",
"\n",
"def cross_val_predict_proba(model, X, y, folds=5, verbose=True):\n",
" this_model = clone(model)\n",
" num_classes = len(np.unique(y))\n",
" y_pred = np.zeros((len(y),num_classes))\n",
" skf = StratifiedKFold(n_splits=folds, shuffle=True).split(X, y)\n",
" for idx, (train_idx, test_idx) in enumerate(skf):\n",
" if verbose:\n",
" print(\"training fold {} of {}\".format(idx+1, folds))\n",
" X_train = np.array(X)[train_idx,:]\n",
" X_test = np.array(X)[test_idx,:]\n",
" y_train = np.array(y)[train_idx]\n",
" # We could also copy the model first and then fit it\n",
" \n",
" this_model.fit(X_train,y_train)\n",
" y_pred[test_idx,:] = this_model.predict_proba(X_test)\n",
" return y_pred"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.base import BaseEstimator, TransformerMixin\n",
"class IdentityTransform(BaseEstimator, TransformerMixin):\n",
"\n",
" def fit(self, x, y=None):\n",
" return self\n",
"\n",
" def transform(self, X):\n",
" return X\n",
" \n",
"class SelectColsTransform(BaseEstimator, TransformerMixin):\n",
" '''Returns specified columns'''\n",
"\n",
" def __init__(self, X, cols):\n",
" self.X = X\n",
" self.cols = cols\n",
" self.col_idxs = [self.X.columns.get_loc(col) for col in cols]\n",
" \n",
" def fit(self, x, y=None):\n",
" return self\n",
"\n",
" def transform(self, X):\n",
" if type(X) == np.ndarray:\n",
" return X[:,self.col_idxs]\n",
" else:\n",
" return X[self.cols]\n",
" \n",
" def get_feature_names(self):\n",
" return self.cols\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Feature Sets"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"### Feature Sets ###\n",
"\n",
"# NPAS questions Q1 - Q26\n",
"npas_columns = ['Q{}'.format(i) for i in range(1,27)]\n",
"npas_score = ['NPAS_score']\n",
"\n",
"# Scored TIPI test personality results\n",
"personality_columns = ['extraversion', 'agreeableness', 'conscientiousness', 'neuroticism', 'openness']\n",
"\n",
"# Vocab test results\n",
"vocab_score = ['Vocab_Score']\n",
"vocab_fakers = ['VCL_faker']\n",
"\n",
"# Nerdiness\n",
"all_nerd_columns = ['nerdy', 'nerd_champion']\n",
"nerdy = ['nerdy']\n",
"\n",
"# Demographics\n",
"all_demographics = ['education', 'urban', 'gender', 'engnat', 'age', 'hand',\n",
" 'religion', 'orientation', 'voted', 'married', 'familysize']\n",
"demographics_quant = []\n",
"only_child = ['only_child']\n",
"atheist = ['atheist']\n",
"base_demographics =['gender', 'age']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Eval Base Models pipeline function"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"def eval_base_models(df, target, predictors, models, grid_params={}):\n",
"\n",
" ### SET PREDICTOR VARIABLES ###\n",
" chosen_predictors = predictors\n",
"\n",
" ### SELECT MODELS ###\n",
" models = models\n",
"\n",
" ### SPECIFY MODEL PARAMETERS ###\n",
" grid_params = grid_params\n",
"\n",
" #Separates target from rest of data\n",
" y = df[target]\n",
" X = df.drop([target], axis=1)\n",
"\n",
" #Prepare graph for ROC results for each model\n",
" plt.figure(figsize=(8,12))#, dpi=120)\n",
" roc_plot = plt.subplot(211)\n",
" roc_plot.set_title(\"ROC Curves for {}\".format(target))\n",
" roc_plot.set_xlabel(\"FPR\")\n",
" roc_plot.set_ylabel(\"TPR\")\n",
" roc_plot.plot([0,1],[0,1], 'r--', label='chance')\n",
"\n",
" #Prepare graph for Precision-Recall Curve\n",
" pr_plot = plt.subplot(212)\n",
" pr_plot.set_title(\"Precision-Recall Curves for {}\".format(target))\n",
" pr_plot.set_xlabel(\"Recall\")\n",
" pr_plot.set_ylabel(\"Precision\")\n",
"\n",
" # Begin Pipeline\n",
" for model in models:\n",
"\n",
" # FEATURES\n",
" features = []\n",
" features.append(('predictors', SelectColsTransform(X, chosen_predictors)))\n",
" feature_union = FeatureUnion(features)\n",
"\n",
" # ESTIMATORS\n",
" estimators = []\n",
" estimators.append(('features', feature_union))\n",
" estimators.append(('model', eval(model)))\n",
"\n",
" pipe = Pipeline(estimators)\n",
"\n",
" model = pipe.named_steps['model']\n",
" print(model)\n",
" features = pipe.named_steps['features']\n",
" #print(features)\n",
"\n",
" # EVALUATION \n",
" y_pred_prob_mat = cross_val_predict_proba(pipe, X, y, verbose=False)\n",
" y_pred_prob = y_pred_prob_mat[:,1]\n",
"\n",
" auc = roc_auc_score(y, y_pred_prob)\n",
" print(\"AUC:\", auc)\n",
"\n",
" fpr, tpr, thresholds = roc_curve(y, y_pred_prob)\n",
"\n",
" #Graph ROC for this model\n",
" roc_plot.plot(fpr, tpr, label='{}:{}'.format(str(model)[:9], str(auc)[:6]))\n",
" roc_plot.legend()\n",
"\n",
" precision, recall, thresholds = precision_recall_curve(y, y_pred_prob)\n",
" pr_plot.plot(recall, precision, label='{}'.format(str(model)[:9]))\n",
" pr_plot.legend()\n",
" return #pipe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Baseline Models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predicting Nerd Champions"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False)\n",
"AUC: 0.791743521651\n",
"RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
" max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
" min_impurity_split=1e-07, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=10, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False)\n",
"AUC: 0.746388566782\n",
"GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
" learning_rate=0.1, loss='deviance', max_depth=3,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_split=1e-07, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=100, presort='auto', random_state=None,\n",
" subsample=1.0, verbose=0, warm_start=False)\n",
"AUC: 0.786119839701\n",
"KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
" weights='uniform')\n",
"AUC: 0.737359232712\n",
"SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape=None, degree=3, gamma='auto', kernel='rbf',\n",
" max_iter=-1, probability=True, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False)\n",
"AUC: 0.783832715489\n"
]
},
{
"data": {
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NcbkbhBDifpJ94oUQ4iG0bds2S/I2g8HA3r17mTp1KjExMWRkZNCuXTu7WcjNf9Tevpa2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+jZsyflypXLcw4pKSkcPXqUr7/+GgsLCwYPHvzE8xf5SU2XapfwKWWYfC03h+KVsXP0wLVcSxRK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\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eT+H8U3PuKz77LIrPPov6r3yZ9qf/Sedzz5Pw+QBIbugnud2PptaCmlDQTDCj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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115423080>"
]
},
"metadata": {
"image/png": {
"height": 718,
"width": 504
}
},
"output_type": "display_data"
}
],
"source": [
"### SET TARGET COLUMN###\n",
"target = 'nerd_champion'\n",
"\n",
"### SET PREDICTOR VARIABLES ###\n",
"chosen_predictors = npas_columns + personality_columns \n",
"\n",
"### SELECT MODELS ###\n",
"models = ['LogisticRegression()', 'RandomForestClassifier()',\n",
" 'GradientBoostingClassifier()', 'KNeighborsClassifier()', 'SVC(probability=True)']\n",
"\n",
"eval_base_models(transformed_df, target, chosen_predictors, models)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Visualize Decision Tree"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import subprocess\n",
"def visualize_tree(tree, feature_names):\n",
" \"\"\"Create tree png using graphviz.\n",
"\n",
" Args\n",
" ----\n",
" tree -- scikit-learn DecsisionTree.\n",
" feature_names -- list of feature names.\n",
" \"\"\"\n",
" with open(\"dt.dot\", 'w') as f:\n",
" export_graphviz(tree, out_file=f,\n",
" feature_names=feature_names)\n",
"\n",
" command = [\"dot\", \"-Tpng\", \"dt.dot\", \"-o\", \"dt.png\"]\n",
" try:\n",
" subprocess.check_call(command)\n",
" except:\n",
" exit(\"Could not run dot, ie graphviz, to \"\n",
" \"produce visualization\")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# y = df[target]\n",
"# X = df[personality_columns]\n",
"\n",
"# X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
"\n",
"# tree = DecisionTreeClassifier()\n",
"# tree.fit(X_train, y_train)\n",
"# y_pred = tree.predict(X_test)\n",
"\n",
"# #classification_report(y_test, y_pred)\n",
"\n",
"# visualize_tree(tree, personality_columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Nerd Champion feature importances"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('Q1', 0.013116996479856065),\n",
" ('Q2', 0.01428667413101437),\n",
" ('Q3', 0.010922660938878637),\n",
" ('Q4', 0.016407661138309538),\n",
" ('Q5', 0.0043931325094240499),\n",
" ('Q6', 0.023951454393928668),\n",
" ('Q7', 0.0080672237384443821),\n",
" ('Q8', 0.0095508778272334668),\n",
" ('Q9', 0.026248282919681322),\n",
" ('Q10', 0.0072847520107858291),\n",
" ('Q11', 0.016905499990144717),\n",
" ('Q12', 0.019258136367747685),\n",
" ('Q13', 0.024035424820967127),\n",
" ('Q14', 0.020404830859825345),\n",
" ('Q15', 0.014123332147304737),\n",
" ('Q16', 0.026453292582144922),\n",
" ('Q17', 0.0078704551257324836),\n",
" ('Q18', 0.013732640300448103),\n",
" ('Q19', 0.027444408365453494),\n",
" ('Q20', 0.0061052842033443586),\n",
" ('Q21', 0.03212058899326882),\n",
" ('Q22', 0.0083768404473123278),\n",
" ('Q23', 0.021225577054677626),\n",
" ('Q24', 0.020751312561897387),\n",
" ('Q25', 0.025675373587833575),\n",
" ('Q26', 0.018313211009762131),\n",
" ('NPAS_score', 0.1836449915545986),\n",
" ('extraversion', 0.02650958421094976),\n",
" ('agreeableness', 0.051615580466542299),\n",
" ('conscientiousness', 0.042912128573207725),\n",
" ('neuroticism', 0.030135237750280722),\n",
" ('openness', 0.0218358751323088),\n",
" ('education', 0.0043094788865770291),\n",
" ('urban', 0.010867474293294327),\n",
" ('gender', 0.0097711985808167038),\n",
" ('engnat', 0.0060347389890967156),\n",
" ('age', 0.038527157087367703),\n",
" ('hand', 0.014483132911444428),\n",
" ('religion', 0.051339734852497758),\n",
" ('orientation', 0.017186740696642638),\n",
" ('voted', 0.0025312564378538742),\n",
" ('married', 0.018045188123671188),\n",
" ('familysize', 0.033224576947428607)]\n"
]
}
],
"source": [
"from pprint import pprint\n",
"gbm_model = GradientBoostingClassifier()\n",
"\n",
"target = 'nerd_champion'\n",
"#Separates target from rest of data\n",
"y = transformed_df[target]\n",
"X = transformed_df.drop([target], axis=1)\n",
"X = X[npas_columns+npas_score+personality_columns+all_demographics]\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"\n",
"gbm_model.fit(X_train, y_train)\n",
"pprint(list(zip(X.columns, gbm_model.feature_importances_)))\n",
"# y_pred_prob_mat = cross_val_predict_proba(gbm_model, X, y, verbose=False)\n",
"# y_pred_prob = y_pred_prob_mat[:,1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### ASD feature importances"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('Q1', 0.0027431993753646577),\n",
" ('Q2', 0.019470242414076976),\n",
" ('Q3', 0.010829003377259696),\n",
" ('Q4', 0.013738578281663125),\n",
" ('Q5', 0.0114942031447158),\n",
" ('Q6', 0.017045082225513902),\n",
" ('Q7', 0.0033571244225140211),\n",
" ('Q8', 0.026350709893130441),\n",
" ('Q9', 0.026334063641718242),\n",
" ('Q10', 0.030373562187679934),\n",
" ('Q11', 0.010965446801827873),\n",
" ('Q12', 0.012252419548505509),\n",
" ('Q13', 0.01465848558698914),\n",
" ('Q14', 0.016798663788358623),\n",
" ('Q15', 0.021582932146547242),\n",
" ('Q16', 0.019254660351715528),\n",
" ('Q17', 0.0011667129354161964),\n",
" ('Q18', 0.010917101433791989),\n",
" ('Q19', 0.0032984361454734528),\n",
" ('Q20', 0.0097159975648920642),\n",
" ('Q21', 0.016260418025855476),\n",
" ('Q22', 0.011528068171610076),\n",
" ('Q23', 0.0025204370730223034),\n",
" ('Q24', 0.00049471257281480689),\n",
" ('Q25', 0.015568700611983318),\n",
" ('Q26', 0.0012794134095858274),\n",
" ('NPAS_score', 0.19806744807321508),\n",
" ('extraversion', 0.014670279096279781),\n",
" ('agreeableness', 0.040088681961251288),\n",
" ('conscientiousness', 0.058051362935774883),\n",
" ('neuroticism', 0.042587616452036181),\n",
" ('openness', 0.03926369969824077),\n",
" ('education', 0.033061994079538935),\n",
" ('urban', 0.015715287659346627),\n",
" ('gender', 0.048482398054096112),\n",
" ('engnat', 0.0040531090952303471),\n",
" ('age', 0.074777962411329904),\n",
" ('hand', 0.0083603662087045234),\n",
" ('religion', 0.015678420835010715),\n",
" ('orientation', 0.037207801976291519),\n",
" ('voted', 0.010842796587256565),\n",
" ('married', 0.0),\n",
" ('familysize', 0.029092399744370442)]\n"
]
}
],
"source": [
"from pprint import pprint\n",
"gbm_model = GradientBoostingClassifier()\n",
"\n",
"target = 'ASD'\n",
"#Separates target from rest of data\n",
"y = transformed_df[target]\n",
"X = transformed_df.drop([target], axis=1)\n",
"X = X[npas_columns+npas_score+personality_columns+all_demographics]\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"\n",
"gbm_model.fit(X_train, y_train)\n",
"pprint(list(zip(X.columns, gbm_model.feature_importances_)))\n",
"# y_pred_prob_mat = cross_val_predict_proba(gbm_model, X, y, verbose=False)\n",
"# y_pred_prob = y_pred_prob_mat[:,1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predicting ASD with Base Models"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False)\n",
"AUC: 0.644340666093\n",
"RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
" max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
" min_impurity_split=1e-07, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=100, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False)\n",
"AUC: 0.60873408268\n",
"GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
" learning_rate=0.1, loss='deviance', max_depth=3,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_split=1e-07, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=100, presort='auto', random_state=None,\n",
" subsample=1.0, verbose=0, warm_start=False)\n",
"AUC: 0.687004282433\n",
"KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
" weights='uniform')\n",
"AUC: 0.599526379974\n",
"SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape=None, degree=3, gamma='auto', kernel='rbf',\n",
" max_iter=-1, probability=True, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False)\n",
"AUC: 0.594374225995\n"
]
},
{
"data": {
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Tr0oG8WWlXS9tampq8LypqSlZWVlPskvlp3Pn0pV/aAM2HWfn0rdlIKgFoF27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\n9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M7SzJKBjXrybKNe2Jgbrgpfu3KX4KBILl+8bfTebh6OdO3lRyN/V3Ky75N0+wz5S/RZ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AAAAOSbQtfYbu/evfr666/Vvn17TZ8+XSaTSXa7XW+88YZWr16tLVu2qGXLluneP23aNMXF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\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Sf1YUPODlrE33kZLHKeDpDh4OMPMcKoqnlAT5k5ci1FwNCw3T1zB9BcXTSaVDaK4xaanC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