chp03_ExploratoryDataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "683e66e6-3053-4af3-8bd1-a0c318009fe5",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis\n",
    "Exploratory Data Analysis (EDA) is the process of understanding the data you are dealing with by using summary statistics and visualizations. The goal of EDA is to gain insights into the data and its relationships, which can help in better modeling and feature engineering. It is considered a crucial step in data modeling.\n",
    "\n",
    "## 3.1 Correlation\n",
    "Correlation is a way to seeing the relationships between two values. If they one goes up or down in tandem with other, they have a positive correlation (the correlation coefficient usually displays a positive value). If one goes up while the other goes down, they have a negative correlation (the correlation coefficient usually displays a negative value). If there’s no pattern, they have no correlation (the correlation coefficient usually displays a zero value). The correlation value is a number between -1 and 1 that tells you how strong the relationship is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "98bdb617-3533-4f5d-91f8-01649d241b9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from EffectiveXGBoost import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b580a5c6-c447-4663-bbe2-2e0ab71478fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "path_url = 'https://github.com/mattharrison/datasets/raw/master/data/kaggle-survey-2018.zip'\n",
    "file_name = 'kaggle-survey-2018.zip'\n",
    "dataset = 'multipleChoiceResponses.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b889433b-62ec-4f23-a9a3-79a5f7a9f30c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\My Drive\\SisengAI\\AlgorithmicTrading\\code_rebuilding\\MattHarrison\\EffectiveXGBoost\\EffectiveXGBoost.py:50: DtypeWarning: Columns (0,2,8,10,21,23,24,25,26,27,28,44,56,64,83,85,87,107,109,123,125,150,157,172,174,194,210,218,219,223,246,249,262,264,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,304,306,325,326,329,341,368,371,384,385,389,390,391,393,394) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  all_df = pd.read_csv(z.open(dataset))\n"
     ]
    },
    {
     "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>Q1</th>\n",
       "      <th>Q3</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>major</th>\n",
       "      <th>years_exp</th>\n",
       "      <th>compensation</th>\n",
       "      <th>python</th>\n",
       "      <th>r</th>\n",
       "      <th>sql</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>45</td>\n",
       "      <td>20.0</td>\n",
       "      <td>other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>30</td>\n",
       "      <td>16.0</td>\n",
       "      <td>eng</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>30</td>\n",
       "      <td>18.0</td>\n",
       "      <td>cs</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>35</td>\n",
       "      <td>18.0</td>\n",
       "      <td>other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Male</td>\n",
       "      <td>India</td>\n",
       "      <td>22</td>\n",
       "      <td>18.0</td>\n",
       "      <td>stat</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23855</th>\n",
       "      <td>Male</td>\n",
       "      <td>France</td>\n",
       "      <td>45</td>\n",
       "      <td>20.0</td>\n",
       "      <td>cs</td>\n",
       "      <td>5.0</td>\n",
       "      <td>250000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23856</th>\n",
       "      <td>Female</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>eng</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23857</th>\n",
       "      <td>Male</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>22</td>\n",
       "      <td>18.0</td>\n",
       "      <td>cs</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23858</th>\n",
       "      <td>Male</td>\n",
       "      <td>United Kingdom of Great Britain and Northern I...</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23859</th>\n",
       "      <td>Male</td>\n",
       "      <td>Spain</td>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>stat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23859 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Q1                                                 Q3  age  \\\n",
       "1      Female                           United States of America   45   \n",
       "2        Male                                          Indonesia   30   \n",
       "3      Female                           United States of America   30   \n",
       "4        Male                           United States of America   35   \n",
       "5        Male                                              India   22   \n",
       "...       ...                                                ...  ...   \n",
       "23855    Male                                             France   45   \n",
       "23856  Female                                             Turkey   25   \n",
       "23857    Male                                             Turkey   22   \n",
       "23858    Male  United Kingdom of Great Britain and Northern I...   25   \n",
       "23859    Male                                              Spain   25   \n",
       "\n",
       "       education  major  years_exp  compensation  python  r  sql  \n",
       "1           20.0  other        NaN             0       0  0    0  \n",
       "2           16.0    eng        5.0         10000       0  0    1  \n",
       "3           18.0     cs        0.0             0       0  1    0  \n",
       "4           18.0  other        NaN             0       1  1    1  \n",
       "5           18.0   stat        0.0             0       0  0    1  \n",
       "...          ...    ...        ...           ...     ... ..  ...  \n",
       "23855       20.0     cs        5.0        250000       1  1    1  \n",
       "23856       18.0    eng        NaN             0       0  0    0  \n",
       "23857       18.0     cs        0.0         10000       0  0    0  \n",
       "23858        NaN  other        NaN             0       0  0    0  \n",
       "23859       18.0   stat        NaN             0       0  0    0  \n",
       "\n",
       "[23859 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df = extract_dataset(path_url, file_name, dataset)\n",
    "final_df = prep_data(survey_df)\n",
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "36f3da47-8a26-4295-b517-069accebcfae",
   "metadata": {},
   "outputs": [],
   "source": [
    "pline = pipeline.Pipeline(\n",
    "    [('tweak', PrepDataTransformer()),\n",
    "    ('cat', encoding.OneHotEncoder(top_categories=5, drop_last=True,\n",
    "    variables=['Q1', 'Q3', 'major'])),\n",
    "    ('num_impute', imputation.MeanMedianImputer(imputation_method='median',\n",
    "                variables=['education', 'years_exp']))]\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1e4036-a1bf-46f4-84e0-b89f64ced0c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = prepX_y(survey_df, 'Q6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5ad88478-a922-4479-827a-270d63b6c160",
   "metadata": {},
   "outputs": [],
   "source": [
    "sur_X_train, sur_X_test, sur_y_train, sur_y_test = (model_selection\n",
    "                                    .train_test_split(X, y, \n",
    "                                                      test_size=.3, \n",
    "                                                      random_state=42, \n",
    "                                                      stratify=y)\n",
    "                                                        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e2322c6f-fb7b-46c7-9148-12b6f85d14fb",
   "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>age</th>\n",
       "      <th>education</th>\n",
       "      <th>years_exp</th>\n",
       "      <th>compensation</th>\n",
       "      <th>python</th>\n",
       "      <th>r</th>\n",
       "      <th>sql</th>\n",
       "      <th>Q1_Male</th>\n",
       "      <th>Q1_Female</th>\n",
       "      <th>Q1_Prefer not to say</th>\n",
       "      <th>Q1_Prefer to self-describe</th>\n",
       "      <th>Q3_United States of America</th>\n",
       "      <th>Q3_India</th>\n",
       "      <th>Q3_China</th>\n",
       "      <th>major_cs</th>\n",
       "      <th>major_other</th>\n",
       "      <th>major_eng</th>\n",
       "      <th>major_stat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3065</th>\n",
       "      <td>22</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8435</th>\n",
       "      <td>22</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>40</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>125000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16372</th>\n",
       "      <td>45</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>100000</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>1</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",
       "    </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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16608</th>\n",
       "      <td>25</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>0</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7325</th>\n",
       "      <td>18</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30000</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>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21810</th>\n",
       "      <td>18</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4917</th>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100000</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2110 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       age  education  years_exp  compensation  python  r  sql  Q1_Male  \\\n",
       "587     25       18.0        4.0             0       1  0    1        1   \n",
       "3065    22       16.0        1.0         10000       1  0    0        1   \n",
       "8435    22       18.0        1.0             0       1  0    0        1   \n",
       "3110    40       20.0        3.0        125000       1  0    1        0   \n",
       "16372   45       12.0        5.0        100000       1  0    1        1   \n",
       "...    ...        ...        ...           ...     ... ..  ...      ...   \n",
       "16608   25       16.0        2.0         10000       0  0    1        1   \n",
       "7325    18       16.0        1.0         30000       1  0    1        1   \n",
       "21810   18       16.0        2.0             0       0  0    0        1   \n",
       "4917    25       18.0        1.0        100000       1  0    1        1   \n",
       "639     25       18.0        1.0         10000       1  0    0        0   \n",
       "\n",
       "       Q1_Female  Q1_Prefer not to say  Q1_Prefer to self-describe  \\\n",
       "587            0                     0                           0   \n",
       "3065           0                     0                           0   \n",
       "8435           0                     0                           0   \n",
       "3110           1                     0                           0   \n",
       "16372          0                     0                           0   \n",
       "...          ...                   ...                         ...   \n",
       "16608          0                     0                           0   \n",
       "7325           0                     0                           0   \n",
       "21810          0                     0                           0   \n",
       "4917           0                     0                           0   \n",
       "639            1                     0                           0   \n",
       "\n",
       "       Q3_United States of America  Q3_India  Q3_China  major_cs  major_other  \\\n",
       "587                              0         1         0         0            1   \n",
       "3065                             0         1         0         1            0   \n",
       "8435                             0         1         0         0            1   \n",
       "3110                             1         0         0         0            1   \n",
       "16372                            1         0         0         0            1   \n",
       "...                            ...       ...       ...       ...          ...   \n",
       "16608                            0         1         0         1            0   \n",
       "7325                             1         0         0         1            0   \n",
       "21810                            0         1         0         1            0   \n",
       "4917                             1         0         0         0            0   \n",
       "639                              0         1         0         1            0   \n",
       "\n",
       "       major_eng  major_stat  \n",
       "587            0           0  \n",
       "3065           0           0  \n",
       "8435           0           0  \n",
       "3110           0           0  \n",
       "16372          0           0  \n",
       "...          ...         ...  \n",
       "16608          0           0  \n",
       "7325           0           0  \n",
       "21810          0           0  \n",
       "4917           0           1  \n",
       "639            0           0  \n",
       "\n",
       "[2110 rows x 18 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train = pline.fit_transform(sur_X_train, sur_y_train)\n",
    "X_test = pline.transform(sur_X_test)\n",
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "506d2491-9160-4e89-b027-d422afcb5193",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_53fe2 thead tr th:nth-child(1) {\n",
       "  position: sticky;\n",
       "  background-color: inherit;\n",
       "  left: 0px;\n",
       "  z-index: 3 !important;\n",
       "}\n",
       "#T_53fe2 tbody tr th:nth-child(1) {\n",
       "  position: sticky;\n",
       "  background-color: inherit;\n",
       "  left: 0px;\n",
       "  z-index: 1;\n",
       "}\n",
       "#T_53fe2_row0_col0, #T_53fe2_row1_col1, #T_53fe2_row2_col2, #T_53fe2_row3_col3, #T_53fe2_row4_col4, #T_53fe2_row5_col5, #T_53fe2_row6_col6, #T_53fe2_row7_col7, #T_53fe2_row8_col8, #T_53fe2_row9_col9, #T_53fe2_row10_col10, #T_53fe2_row11_col11, #T_53fe2_row12_col12, #T_53fe2_row13_col13, #T_53fe2_row14_col14, #T_53fe2_row15_col15, #T_53fe2_row16_col16, #T_53fe2_row17_col17, #T_53fe2_row18_col18 {\n",
       "  background-color: #276419;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row0_col1, #T_53fe2_row1_col0 {\n",
       "  background-color: #c4e699;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col2, #T_53fe2_row2_col0 {\n",
       "  background-color: #73b239;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row0_col3, #T_53fe2_row3_col0 {\n",
       "  background-color: #a9d874;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col4, #T_53fe2_row0_col10, #T_53fe2_row2_col17, #T_53fe2_row4_col0, #T_53fe2_row4_col7, #T_53fe2_row7_col4, #T_53fe2_row9_col11, #T_53fe2_row10_col0, #T_53fe2_row10_col11, #T_53fe2_row11_col9, #T_53fe2_row11_col10, #T_53fe2_row17_col2 {\n",
       "  background-color: #f3f7ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col5, #T_53fe2_row5_col0, #T_53fe2_row8_col11, #T_53fe2_row11_col8 {\n",
       "  background-color: #ecf6de;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col6, #T_53fe2_row5_col15, #T_53fe2_row6_col0, #T_53fe2_row15_col5 {\n",
       "  background-color: #ebf6dc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col7, #T_53fe2_row2_col5, #T_53fe2_row4_col16, #T_53fe2_row4_col17, #T_53fe2_row5_col2, #T_53fe2_row7_col0, #T_53fe2_row9_col15, #T_53fe2_row15_col9, #T_53fe2_row16_col4, #T_53fe2_row17_col4 {\n",
       "  background-color: #f6f7f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col8, #T_53fe2_row3_col9, #T_53fe2_row8_col0, #T_53fe2_row8_col16, #T_53fe2_row9_col3, #T_53fe2_row9_col12, #T_53fe2_row10_col12, #T_53fe2_row12_col9, #T_53fe2_row12_col10, #T_53fe2_row13_col17, #T_53fe2_row16_col8, #T_53fe2_row17_col13 {\n",
       "  background-color: #f8f3f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col9, #T_53fe2_row2_col6, #T_53fe2_row3_col10, #T_53fe2_row4_col11, #T_53fe2_row6_col2, #T_53fe2_row7_col13, #T_53fe2_row9_col0, #T_53fe2_row10_col3, #T_53fe2_row10_col15, #T_53fe2_row11_col4, #T_53fe2_row13_col7, #T_53fe2_row15_col10 {\n",
       "  background-color: #f3f6ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col11, #T_53fe2_row11_col0 {\n",
       "  background-color: #bee490;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col12, #T_53fe2_row12_col0 {\n",
       "  background-color: #f3bdde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col13, #T_53fe2_row4_col13, #T_53fe2_row5_col16, #T_53fe2_row6_col10, #T_53fe2_row8_col10, #T_53fe2_row10_col6, #T_53fe2_row10_col8, #T_53fe2_row10_col14, #T_53fe2_row10_col16, #T_53fe2_row10_col17, #T_53fe2_row13_col0, #T_53fe2_row13_col4, #T_53fe2_row14_col10, #T_53fe2_row16_col5, #T_53fe2_row16_col10, #T_53fe2_row17_col10 {\n",
       "  background-color: #f8f5f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col14, #T_53fe2_row3_col14, #T_53fe2_row7_col9, #T_53fe2_row9_col7, #T_53fe2_row14_col0, #T_53fe2_row14_col3 {\n",
       "  background-color: #fcdbed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col15, #T_53fe2_row3_col6, #T_53fe2_row6_col3, #T_53fe2_row15_col0, #T_53fe2_row15_col18, #T_53fe2_row18_col15 {\n",
       "  background-color: #e6f5d0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col16, #T_53fe2_row1_col10, #T_53fe2_row2_col16, #T_53fe2_row3_col7, #T_53fe2_row3_col8, #T_53fe2_row5_col9, #T_53fe2_row7_col3, #T_53fe2_row8_col3, #T_53fe2_row9_col5, #T_53fe2_row10_col1, #T_53fe2_row16_col0, #T_53fe2_row16_col2 {\n",
       "  background-color: #f7f7f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row0_col17, #T_53fe2_row0_col18, #T_53fe2_row6_col17, #T_53fe2_row17_col0, #T_53fe2_row17_col6, #T_53fe2_row18_col0 {\n",
       "  background-color: #f1f6e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col2, #T_53fe2_row2_col1, #T_53fe2_row4_col15, #T_53fe2_row15_col4 {\n",
       "  background-color: #eff6e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col3, #T_53fe2_row3_col1, #T_53fe2_row3_col15, #T_53fe2_row12_col14, #T_53fe2_row14_col12, #T_53fe2_row15_col3 {\n",
       "  background-color: #ddf1c1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col4, #T_53fe2_row1_col9, #T_53fe2_row4_col1, #T_53fe2_row9_col1 {\n",
       "  background-color: #f2f6ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col5, #T_53fe2_row5_col1, #T_53fe2_row11_col17, #T_53fe2_row17_col11 {\n",
       "  background-color: #eaf5d9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col6, #T_53fe2_row1_col8, #T_53fe2_row5_col8, #T_53fe2_row6_col1, #T_53fe2_row7_col14, #T_53fe2_row8_col1, #T_53fe2_row8_col5, #T_53fe2_row8_col15, #T_53fe2_row13_col14, #T_53fe2_row14_col7, #T_53fe2_row14_col13, #T_53fe2_row15_col8 {\n",
       "  background-color: #f1f6ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col7, #T_53fe2_row7_col1, #T_53fe2_row7_col15, #T_53fe2_row15_col7 {\n",
       "  background-color: #f9eef4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col11, #T_53fe2_row1_col18, #T_53fe2_row11_col1, #T_53fe2_row11_col15, #T_53fe2_row15_col11, #T_53fe2_row18_col1 {\n",
       "  background-color: #d6eeb6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col12, #T_53fe2_row11_col14, #T_53fe2_row12_col1, #T_53fe2_row14_col11 {\n",
       "  background-color: #f9d1e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col13, #T_53fe2_row1_col16, #T_53fe2_row4_col9, #T_53fe2_row4_col10, #T_53fe2_row5_col10, #T_53fe2_row9_col4, #T_53fe2_row9_col10, #T_53fe2_row10_col4, #T_53fe2_row10_col5, #T_53fe2_row10_col9, #T_53fe2_row13_col1, #T_53fe2_row16_col1 {\n",
       "  background-color: #f7f7f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col14, #T_53fe2_row14_col1 {\n",
       "  background-color: #fcdded;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col15, #T_53fe2_row3_col4, #T_53fe2_row3_col5, #T_53fe2_row4_col3, #T_53fe2_row5_col3, #T_53fe2_row6_col11, #T_53fe2_row11_col6, #T_53fe2_row15_col1 {\n",
       "  background-color: #e9f5d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row1_col17, #T_53fe2_row2_col11, #T_53fe2_row4_col18, #T_53fe2_row6_col18, #T_53fe2_row11_col2, #T_53fe2_row17_col1, #T_53fe2_row18_col4, #T_53fe2_row18_col6 {\n",
       "  background-color: #edf6df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col3, #T_53fe2_row3_col2 {\n",
       "  background-color: #d9f0bc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col4, #T_53fe2_row3_col16, #T_53fe2_row4_col2, #T_53fe2_row16_col3 {\n",
       "  background-color: #f9f0f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col7, #T_53fe2_row7_col2, #T_53fe2_row12_col16, #T_53fe2_row16_col12 {\n",
       "  background-color: #f0f6e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col8, #T_53fe2_row4_col14, #T_53fe2_row7_col10, #T_53fe2_row8_col2, #T_53fe2_row10_col7, #T_53fe2_row14_col4 {\n",
       "  background-color: #faecf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col9, #T_53fe2_row6_col8, #T_53fe2_row8_col6, #T_53fe2_row8_col17, #T_53fe2_row9_col2, #T_53fe2_row17_col8 {\n",
       "  background-color: #f4f7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col10, #T_53fe2_row2_col15, #T_53fe2_row9_col17, #T_53fe2_row9_col18, #T_53fe2_row10_col2, #T_53fe2_row10_col18, #T_53fe2_row15_col2, #T_53fe2_row16_col18, #T_53fe2_row17_col9, #T_53fe2_row18_col9, #T_53fe2_row18_col10, #T_53fe2_row18_col16 {\n",
       "  background-color: #f5f7f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col12, #T_53fe2_row5_col13, #T_53fe2_row12_col2, #T_53fe2_row12_col17, #T_53fe2_row13_col5, #T_53fe2_row17_col12 {\n",
       "  background-color: #fbe7f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col13, #T_53fe2_row7_col16, #T_53fe2_row9_col16, #T_53fe2_row13_col2, #T_53fe2_row16_col7, #T_53fe2_row16_col9 {\n",
       "  background-color: #f5f7f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col14, #T_53fe2_row4_col8, #T_53fe2_row4_col12, #T_53fe2_row7_col17, #T_53fe2_row8_col4, #T_53fe2_row8_col9, #T_53fe2_row9_col8, #T_53fe2_row9_col14, #T_53fe2_row12_col4, #T_53fe2_row14_col2, #T_53fe2_row14_col9, #T_53fe2_row17_col7 {\n",
       "  background-color: #f8f2f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row2_col18, #T_53fe2_row7_col11, #T_53fe2_row11_col7, #T_53fe2_row18_col2 {\n",
       "  background-color: #fbe6f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row3_col11, #T_53fe2_row11_col3 {\n",
       "  background-color: #7bb93e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row3_col12, #T_53fe2_row12_col3 {\n",
       "  background-color: #e283b7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row3_col13, #T_53fe2_row13_col3 {\n",
       "  background-color: #fbe9f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row3_col17, #T_53fe2_row17_col3 {\n",
       "  background-color: #eef6e2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row3_col18, #T_53fe2_row5_col11, #T_53fe2_row11_col5, #T_53fe2_row18_col3 {\n",
       "  background-color: #e8f5d5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row4_col5, #T_53fe2_row5_col4 {\n",
       "  background-color: #e7f5d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row4_col6, #T_53fe2_row6_col4 {\n",
       "  background-color: #d2ecb0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col6, #T_53fe2_row6_col5 {\n",
       "  background-color: #d4edb3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col7, #T_53fe2_row7_col5, #T_53fe2_row11_col16, #T_53fe2_row16_col11 {\n",
       "  background-color: #f9eff4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col12, #T_53fe2_row6_col12, #T_53fe2_row6_col13, #T_53fe2_row8_col12, #T_53fe2_row12_col5, #T_53fe2_row12_col6, #T_53fe2_row12_col8, #T_53fe2_row13_col6, #T_53fe2_row13_col18, #T_53fe2_row18_col13 {\n",
       "  background-color: #faebf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col14, #T_53fe2_row14_col5 {\n",
       "  background-color: #fddeee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col17, #T_53fe2_row17_col5 {\n",
       "  background-color: #e9f5d8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row5_col18, #T_53fe2_row18_col5 {\n",
       "  background-color: #c7e89f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row6_col7, #T_53fe2_row7_col6, #T_53fe2_row13_col15, #T_53fe2_row13_col16, #T_53fe2_row15_col13, #T_53fe2_row16_col13 {\n",
       "  background-color: #f8f4f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row6_col9, #T_53fe2_row6_col16, #T_53fe2_row9_col6, #T_53fe2_row9_col13, #T_53fe2_row10_col13, #T_53fe2_row13_col9, #T_53fe2_row13_col10, #T_53fe2_row16_col6 {\n",
       "  background-color: #f7f6f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row6_col14, #T_53fe2_row14_col6 {\n",
       "  background-color: #fbe8f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row6_col15, #T_53fe2_row7_col12, #T_53fe2_row12_col7, #T_53fe2_row15_col6 {\n",
       "  background-color: #edf6e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row7_col8, #T_53fe2_row8_col7 {\n",
       "  background-color: #99065a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row7_col18, #T_53fe2_row18_col7 {\n",
       "  background-color: #faedf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row8_col13, #T_53fe2_row8_col14, #T_53fe2_row13_col8, #T_53fe2_row14_col8 {\n",
       "  background-color: #f9f1f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row8_col18, #T_53fe2_row18_col8 {\n",
       "  background-color: #eff6e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row11_col12, #T_53fe2_row12_col11 {\n",
       "  background-color: #b91574;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_53fe2_row11_col13, #T_53fe2_row13_col11 {\n",
       "  background-color: #f6c9e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row11_col18, #T_53fe2_row17_col18, #T_53fe2_row18_col11, #T_53fe2_row18_col17 {\n",
       "  background-color: #e4f4cd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row12_col13, #T_53fe2_row12_col15, #T_53fe2_row13_col12, #T_53fe2_row15_col12 {\n",
       "  background-color: #fad4e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row12_col18, #T_53fe2_row18_col12 {\n",
       "  background-color: #fce5f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row14_col15, #T_53fe2_row15_col14 {\n",
       "  background-color: #e897c4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row14_col16, #T_53fe2_row16_col14 {\n",
       "  background-color: #eba3cd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row14_col17, #T_53fe2_row17_col14 {\n",
       "  background-color: #f5c6e2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row14_col18, #T_53fe2_row18_col14 {\n",
       "  background-color: #f6c7e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row15_col16, #T_53fe2_row16_col15 {\n",
       "  background-color: #f8d0e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row15_col17, #T_53fe2_row17_col15 {\n",
       "  background-color: #fde0ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_53fe2_row16_col17, #T_53fe2_row17_col16 {\n",
       "  background-color: #fde2f0;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_53fe2\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_53fe2_level0_col0\" class=\"col_heading level0 col0\" >age</th>\n",
       "      <th id=\"T_53fe2_level0_col1\" class=\"col_heading level0 col1\" >education</th>\n",
       "      <th id=\"T_53fe2_level0_col2\" class=\"col_heading level0 col2\" >years_exp</th>\n",
       "      <th id=\"T_53fe2_level0_col3\" class=\"col_heading level0 col3\" >compensation</th>\n",
       "      <th id=\"T_53fe2_level0_col4\" class=\"col_heading level0 col4\" >python</th>\n",
       "      <th id=\"T_53fe2_level0_col5\" class=\"col_heading level0 col5\" >r</th>\n",
       "      <th id=\"T_53fe2_level0_col6\" class=\"col_heading level0 col6\" >sql</th>\n",
       "      <th id=\"T_53fe2_level0_col7\" class=\"col_heading level0 col7\" >Q1_Male</th>\n",
       "      <th id=\"T_53fe2_level0_col8\" class=\"col_heading level0 col8\" >Q1_Female</th>\n",
       "      <th id=\"T_53fe2_level0_col9\" class=\"col_heading level0 col9\" >Q1_Prefer not to say</th>\n",
       "      <th id=\"T_53fe2_level0_col10\" class=\"col_heading level0 col10\" >Q1_Prefer to self-describe</th>\n",
       "      <th id=\"T_53fe2_level0_col11\" class=\"col_heading level0 col11\" >Q3_United States of America</th>\n",
       "      <th id=\"T_53fe2_level0_col12\" class=\"col_heading level0 col12\" >Q3_India</th>\n",
       "      <th id=\"T_53fe2_level0_col13\" class=\"col_heading level0 col13\" >Q3_China</th>\n",
       "      <th id=\"T_53fe2_level0_col14\" class=\"col_heading level0 col14\" >major_cs</th>\n",
       "      <th id=\"T_53fe2_level0_col15\" class=\"col_heading level0 col15\" >major_other</th>\n",
       "      <th id=\"T_53fe2_level0_col16\" class=\"col_heading level0 col16\" >major_eng</th>\n",
       "      <th id=\"T_53fe2_level0_col17\" class=\"col_heading level0 col17\" >major_stat</th>\n",
       "      <th id=\"T_53fe2_level0_col18\" class=\"col_heading level0 col18\" >data_scientist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row0\" class=\"row_heading level0 row0\" >age</th>\n",
       "      <td id=\"T_53fe2_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row0_col1\" class=\"data row0 col1\" >0.345717</td>\n",
       "      <td id=\"T_53fe2_row0_col2\" class=\"data row0 col2\" >0.644863</td>\n",
       "      <td id=\"T_53fe2_row0_col3\" class=\"data row0 col3\" >0.451349</td>\n",
       "      <td id=\"T_53fe2_row0_col4\" class=\"data row0 col4\" >0.046651</td>\n",
       "      <td id=\"T_53fe2_row0_col5\" class=\"data row0 col5\" >0.127667</td>\n",
       "      <td id=\"T_53fe2_row0_col6\" class=\"data row0 col6\" >0.134325</td>\n",
       "      <td id=\"T_53fe2_row0_col7\" class=\"data row0 col7\" >0.014277</td>\n",
       "      <td id=\"T_53fe2_row0_col8\" class=\"data row0 col8\" >-0.033693</td>\n",
       "      <td id=\"T_53fe2_row0_col9\" class=\"data row0 col9\" >0.051232</td>\n",
       "      <td id=\"T_53fe2_row0_col10\" class=\"data row0 col10\" >0.041474</td>\n",
       "      <td id=\"T_53fe2_row0_col11\" class=\"data row0 col11\" >0.371123</td>\n",
       "      <td id=\"T_53fe2_row0_col12\" class=\"data row0 col12\" >-0.363626</td>\n",
       "      <td id=\"T_53fe2_row0_col13\" class=\"data row0 col13\" >-0.023384</td>\n",
       "      <td id=\"T_53fe2_row0_col14\" class=\"data row0 col14\" >-0.223529</td>\n",
       "      <td id=\"T_53fe2_row0_col15\" class=\"data row0 col15\" >0.201910</td>\n",
       "      <td id=\"T_53fe2_row0_col16\" class=\"data row0 col16\" >0.006262</td>\n",
       "      <td id=\"T_53fe2_row0_col17\" class=\"data row0 col17\" >0.073864</td>\n",
       "      <td id=\"T_53fe2_row0_col18\" class=\"data row0 col18\" >0.075440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row1\" class=\"row_heading level0 row1\" >education</th>\n",
       "      <td id=\"T_53fe2_row1_col0\" class=\"data row1 col0\" >0.345717</td>\n",
       "      <td id=\"T_53fe2_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row1_col2\" class=\"data row1 col2\" >0.098849</td>\n",
       "      <td id=\"T_53fe2_row1_col3\" class=\"data row1 col3\" >0.241393</td>\n",
       "      <td id=\"T_53fe2_row1_col4\" class=\"data row1 col4\" >0.060259</td>\n",
       "      <td id=\"T_53fe2_row1_col5\" class=\"data row1 col5\" >0.151244</td>\n",
       "      <td id=\"T_53fe2_row1_col6\" class=\"data row1 col6\" >0.066620</td>\n",
       "      <td id=\"T_53fe2_row1_col7\" class=\"data row1 col7\" >-0.079534</td>\n",
       "      <td id=\"T_53fe2_row1_col8\" class=\"data row1 col8\" >0.064777</td>\n",
       "      <td id=\"T_53fe2_row1_col9\" class=\"data row1 col9\" >0.060984</td>\n",
       "      <td id=\"T_53fe2_row1_col10\" class=\"data row1 col10\" >0.002701</td>\n",
       "      <td id=\"T_53fe2_row1_col11\" class=\"data row1 col11\" >0.272790</td>\n",
       "      <td id=\"T_53fe2_row1_col12\" class=\"data row1 col12\" >-0.273408</td>\n",
       "      <td id=\"T_53fe2_row1_col13\" class=\"data row1 col13\" >-0.006441</td>\n",
       "      <td id=\"T_53fe2_row1_col14\" class=\"data row1 col14\" >-0.216724</td>\n",
       "      <td id=\"T_53fe2_row1_col15\" class=\"data row1 col15\" >0.164771</td>\n",
       "      <td id=\"T_53fe2_row1_col16\" class=\"data row1 col16\" >-0.001043</td>\n",
       "      <td id=\"T_53fe2_row1_col17\" class=\"data row1 col17\" >0.121294</td>\n",
       "      <td id=\"T_53fe2_row1_col18\" class=\"data row1 col18\" >0.266717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row2\" class=\"row_heading level0 row2\" >years_exp</th>\n",
       "      <td id=\"T_53fe2_row2_col0\" class=\"data row2 col0\" >0.644863</td>\n",
       "      <td id=\"T_53fe2_row2_col1\" class=\"data row2 col1\" >0.098849</td>\n",
       "      <td id=\"T_53fe2_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row2_col3\" class=\"data row2 col3\" >0.255164</td>\n",
       "      <td id=\"T_53fe2_row2_col4\" class=\"data row2 col4\" >-0.055408</td>\n",
       "      <td id=\"T_53fe2_row2_col5\" class=\"data row2 col5\" >0.012090</td>\n",
       "      <td id=\"T_53fe2_row2_col6\" class=\"data row2 col6\" >0.050181</td>\n",
       "      <td id=\"T_53fe2_row2_col7\" class=\"data row2 col7\" >0.083624</td>\n",
       "      <td id=\"T_53fe2_row2_col8\" class=\"data row2 col8\" >-0.097564</td>\n",
       "      <td id=\"T_53fe2_row2_col9\" class=\"data row2 col9\" >0.034470</td>\n",
       "      <td id=\"T_53fe2_row2_col10\" class=\"data row2 col10\" >0.016784</td>\n",
       "      <td id=\"T_53fe2_row2_col11\" class=\"data row2 col11\" >0.117912</td>\n",
       "      <td id=\"T_53fe2_row2_col12\" class=\"data row2 col12\" >-0.136666</td>\n",
       "      <td id=\"T_53fe2_row2_col13\" class=\"data row2 col13\" >0.029630</td>\n",
       "      <td id=\"T_53fe2_row2_col14\" class=\"data row2 col14\" >-0.046551</td>\n",
       "      <td id=\"T_53fe2_row2_col15\" class=\"data row2 col15\" >0.018267</td>\n",
       "      <td id=\"T_53fe2_row2_col16\" class=\"data row2 col16\" >0.004264</td>\n",
       "      <td id=\"T_53fe2_row2_col17\" class=\"data row2 col17\" >0.042917</td>\n",
       "      <td id=\"T_53fe2_row2_col18\" class=\"data row2 col18\" >-0.145461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row3\" class=\"row_heading level0 row3\" >compensation</th>\n",
       "      <td id=\"T_53fe2_row3_col0\" class=\"data row3 col0\" >0.451349</td>\n",
       "      <td id=\"T_53fe2_row3_col1\" class=\"data row3 col1\" >0.241393</td>\n",
       "      <td id=\"T_53fe2_row3_col2\" class=\"data row3 col2\" >0.255164</td>\n",
       "      <td id=\"T_53fe2_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row3_col4\" class=\"data row3 col4\" >0.165070</td>\n",
       "      <td id=\"T_53fe2_row3_col5\" class=\"data row3 col5\" >0.171485</td>\n",
       "      <td id=\"T_53fe2_row3_col6\" class=\"data row3 col6\" >0.201336</td>\n",
       "      <td id=\"T_53fe2_row3_col7\" class=\"data row3 col7\" >0.000967</td>\n",
       "      <td id=\"T_53fe2_row3_col8\" class=\"data row3 col8\" >0.002912</td>\n",
       "      <td id=\"T_53fe2_row3_col9\" class=\"data row3 col9\" >-0.035554</td>\n",
       "      <td id=\"T_53fe2_row3_col10\" class=\"data row3 col10\" >0.049881</td>\n",
       "      <td id=\"T_53fe2_row3_col11\" class=\"data row3 col11\" >0.616759</td>\n",
       "      <td id=\"T_53fe2_row3_col12\" class=\"data row3 col12\" >-0.556154</td>\n",
       "      <td id=\"T_53fe2_row3_col13\" class=\"data row3 col13\" >-0.123281</td>\n",
       "      <td id=\"T_53fe2_row3_col14\" class=\"data row3 col14\" >-0.225934</td>\n",
       "      <td id=\"T_53fe2_row3_col15\" class=\"data row3 col15\" >0.241580</td>\n",
       "      <td id=\"T_53fe2_row3_col16\" class=\"data row3 col16\" >-0.060256</td>\n",
       "      <td id=\"T_53fe2_row3_col17\" class=\"data row3 col17\" >0.109100</td>\n",
       "      <td id=\"T_53fe2_row3_col18\" class=\"data row3 col18\" >0.174434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row4\" class=\"row_heading level0 row4\" >python</th>\n",
       "      <td id=\"T_53fe2_row4_col0\" class=\"data row4 col0\" >0.046651</td>\n",
       "      <td id=\"T_53fe2_row4_col1\" class=\"data row4 col1\" >0.060259</td>\n",
       "      <td id=\"T_53fe2_row4_col2\" class=\"data row4 col2\" >-0.055408</td>\n",
       "      <td id=\"T_53fe2_row4_col3\" class=\"data row4 col3\" >0.165070</td>\n",
       "      <td id=\"T_53fe2_row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row4_col5\" class=\"data row4 col5\" >0.183665</td>\n",
       "      <td id=\"T_53fe2_row4_col6\" class=\"data row4 col6\" >0.287957</td>\n",
       "      <td id=\"T_53fe2_row4_col7\" class=\"data row4 col7\" >0.039944</td>\n",
       "      <td id=\"T_53fe2_row4_col8\" class=\"data row4 col8\" >-0.039207</td>\n",
       "      <td id=\"T_53fe2_row4_col9\" class=\"data row4 col9\" >-0.006729</td>\n",
       "      <td id=\"T_53fe2_row4_col10\" class=\"data row4 col10\" >-0.000553</td>\n",
       "      <td id=\"T_53fe2_row4_col11\" class=\"data row4 col11\" >0.052339</td>\n",
       "      <td id=\"T_53fe2_row4_col12\" class=\"data row4 col12\" >-0.043101</td>\n",
       "      <td id=\"T_53fe2_row4_col13\" class=\"data row4 col13\" >-0.017642</td>\n",
       "      <td id=\"T_53fe2_row4_col14\" class=\"data row4 col14\" >-0.095136</td>\n",
       "      <td id=\"T_53fe2_row4_col15\" class=\"data row4 col15\" >0.093887</td>\n",
       "      <td id=\"T_53fe2_row4_col16\" class=\"data row4 col16\" >0.008640</td>\n",
       "      <td id=\"T_53fe2_row4_col17\" class=\"data row4 col17\" >0.013474</td>\n",
       "      <td id=\"T_53fe2_row4_col18\" class=\"data row4 col18\" >0.121741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row5\" class=\"row_heading level0 row5\" >r</th>\n",
       "      <td id=\"T_53fe2_row5_col0\" class=\"data row5 col0\" >0.127667</td>\n",
       "      <td id=\"T_53fe2_row5_col1\" class=\"data row5 col1\" >0.151244</td>\n",
       "      <td id=\"T_53fe2_row5_col2\" class=\"data row5 col2\" >0.012090</td>\n",
       "      <td id=\"T_53fe2_row5_col3\" class=\"data row5 col3\" >0.171485</td>\n",
       "      <td id=\"T_53fe2_row5_col4\" class=\"data row5 col4\" >0.183665</td>\n",
       "      <td id=\"T_53fe2_row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row5_col6\" class=\"data row5 col6\" >0.276862</td>\n",
       "      <td id=\"T_53fe2_row5_col7\" class=\"data row5 col7\" >-0.066982</td>\n",
       "      <td id=\"T_53fe2_row5_col8\" class=\"data row5 col8\" >0.068157</td>\n",
       "      <td id=\"T_53fe2_row5_col9\" class=\"data row5 col9\" >0.004831</td>\n",
       "      <td id=\"T_53fe2_row5_col10\" class=\"data row5 col10\" >-0.004454</td>\n",
       "      <td id=\"T_53fe2_row5_col11\" class=\"data row5 col11\" >0.178682</td>\n",
       "      <td id=\"T_53fe2_row5_col12\" class=\"data row5 col12\" >-0.105625</td>\n",
       "      <td id=\"T_53fe2_row5_col13\" class=\"data row5 col13\" >-0.133029</td>\n",
       "      <td id=\"T_53fe2_row5_col14\" class=\"data row5 col14\" >-0.205538</td>\n",
       "      <td id=\"T_53fe2_row5_col15\" class=\"data row5 col15\" >0.139994</td>\n",
       "      <td id=\"T_53fe2_row5_col16\" class=\"data row5 col16\" >-0.022082</td>\n",
       "      <td id=\"T_53fe2_row5_col17\" class=\"data row5 col17\" >0.162942</td>\n",
       "      <td id=\"T_53fe2_row5_col18\" class=\"data row5 col18\" >0.329124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row6\" class=\"row_heading level0 row6\" >sql</th>\n",
       "      <td id=\"T_53fe2_row6_col0\" class=\"data row6 col0\" >0.134325</td>\n",
       "      <td id=\"T_53fe2_row6_col1\" class=\"data row6 col1\" >0.066620</td>\n",
       "      <td id=\"T_53fe2_row6_col2\" class=\"data row6 col2\" >0.050181</td>\n",
       "      <td id=\"T_53fe2_row6_col3\" class=\"data row6 col3\" >0.201336</td>\n",
       "      <td id=\"T_53fe2_row6_col4\" class=\"data row6 col4\" >0.287957</td>\n",
       "      <td id=\"T_53fe2_row6_col5\" class=\"data row6 col5\" >0.276862</td>\n",
       "      <td id=\"T_53fe2_row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row6_col7\" class=\"data row6 col7\" >-0.026692</td>\n",
       "      <td id=\"T_53fe2_row6_col8\" class=\"data row6 col8\" >0.032639</td>\n",
       "      <td id=\"T_53fe2_row6_col9\" class=\"data row6 col9\" >-0.010814</td>\n",
       "      <td id=\"T_53fe2_row6_col10\" class=\"data row6 col10\" >-0.018499</td>\n",
       "      <td id=\"T_53fe2_row6_col11\" class=\"data row6 col11\" >0.166587</td>\n",
       "      <td id=\"T_53fe2_row6_col12\" class=\"data row6 col12\" >-0.107382</td>\n",
       "      <td id=\"T_53fe2_row6_col13\" class=\"data row6 col13\" >-0.108406</td>\n",
       "      <td id=\"T_53fe2_row6_col14\" class=\"data row6 col14\" >-0.130081</td>\n",
       "      <td id=\"T_53fe2_row6_col15\" class=\"data row6 col15\" >0.109862</td>\n",
       "      <td id=\"T_53fe2_row6_col16\" class=\"data row6 col16\" >-0.012964</td>\n",
       "      <td id=\"T_53fe2_row6_col17\" class=\"data row6 col17\" >0.073906</td>\n",
       "      <td id=\"T_53fe2_row6_col18\" class=\"data row6 col18\" >0.117941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row7\" class=\"row_heading level0 row7\" >Q1_Male</th>\n",
       "      <td id=\"T_53fe2_row7_col0\" class=\"data row7 col0\" >0.014277</td>\n",
       "      <td id=\"T_53fe2_row7_col1\" class=\"data row7 col1\" >-0.079534</td>\n",
       "      <td id=\"T_53fe2_row7_col2\" class=\"data row7 col2\" >0.083624</td>\n",
       "      <td id=\"T_53fe2_row7_col3\" class=\"data row7 col3\" >0.000967</td>\n",
       "      <td id=\"T_53fe2_row7_col4\" class=\"data row7 col4\" >0.039944</td>\n",
       "      <td id=\"T_53fe2_row7_col5\" class=\"data row7 col5\" >-0.066982</td>\n",
       "      <td id=\"T_53fe2_row7_col6\" class=\"data row7 col6\" >-0.026692</td>\n",
       "      <td id=\"T_53fe2_row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row7_col8\" class=\"data row7 col8\" >-0.957007</td>\n",
       "      <td id=\"T_53fe2_row7_col9\" class=\"data row7 col9\" >-0.222963</td>\n",
       "      <td id=\"T_53fe2_row7_col10\" class=\"data row7 col10\" >-0.094664</td>\n",
       "      <td id=\"T_53fe2_row7_col11\" class=\"data row7 col11\" >-0.144665</td>\n",
       "      <td id=\"T_53fe2_row7_col12\" class=\"data row7 col12\" >0.116961</td>\n",
       "      <td id=\"T_53fe2_row7_col13\" class=\"data row7 col13\" >0.052566</td>\n",
       "      <td id=\"T_53fe2_row7_col14\" class=\"data row7 col14\" >0.062605</td>\n",
       "      <td id=\"T_53fe2_row7_col15\" class=\"data row7 col15\" >-0.071139</td>\n",
       "      <td id=\"T_53fe2_row7_col16\" class=\"data row7 col16\" >0.028492</td>\n",
       "      <td id=\"T_53fe2_row7_col17\" class=\"data row7 col17\" >-0.039544</td>\n",
       "      <td id=\"T_53fe2_row7_col18\" class=\"data row7 col18\" >-0.091126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row8\" class=\"row_heading level0 row8\" >Q1_Female</th>\n",
       "      <td id=\"T_53fe2_row8_col0\" class=\"data row8 col0\" >-0.033693</td>\n",
       "      <td id=\"T_53fe2_row8_col1\" class=\"data row8 col1\" >0.064777</td>\n",
       "      <td id=\"T_53fe2_row8_col2\" class=\"data row8 col2\" >-0.097564</td>\n",
       "      <td id=\"T_53fe2_row8_col3\" class=\"data row8 col3\" >0.002912</td>\n",
       "      <td id=\"T_53fe2_row8_col4\" class=\"data row8 col4\" >-0.039207</td>\n",
       "      <td id=\"T_53fe2_row8_col5\" class=\"data row8 col5\" >0.068157</td>\n",
       "      <td id=\"T_53fe2_row8_col6\" class=\"data row8 col6\" >0.032639</td>\n",
       "      <td id=\"T_53fe2_row8_col7\" class=\"data row8 col7\" >-0.957007</td>\n",
       "      <td id=\"T_53fe2_row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row8_col9\" class=\"data row8 col9\" >-0.045225</td>\n",
       "      <td id=\"T_53fe2_row8_col10\" class=\"data row8 col10\" >-0.019201</td>\n",
       "      <td id=\"T_53fe2_row8_col11\" class=\"data row8 col11\" >0.131051</td>\n",
       "      <td id=\"T_53fe2_row8_col12\" class=\"data row8 col12\" >-0.105490</td>\n",
       "      <td id=\"T_53fe2_row8_col13\" class=\"data row8 col13\" >-0.048434</td>\n",
       "      <td id=\"T_53fe2_row8_col14\" class=\"data row8 col14\" >-0.049753</td>\n",
       "      <td id=\"T_53fe2_row8_col15\" class=\"data row8 col15\" >0.064054</td>\n",
       "      <td id=\"T_53fe2_row8_col16\" class=\"data row8 col16\" >-0.034760</td>\n",
       "      <td id=\"T_53fe2_row8_col17\" class=\"data row8 col17\" >0.036779</td>\n",
       "      <td id=\"T_53fe2_row8_col18\" class=\"data row8 col18\" >0.086614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row9\" class=\"row_heading level0 row9\" >Q1_Prefer not to say</th>\n",
       "      <td id=\"T_53fe2_row9_col0\" class=\"data row9 col0\" >0.051232</td>\n",
       "      <td id=\"T_53fe2_row9_col1\" class=\"data row9 col1\" >0.060984</td>\n",
       "      <td id=\"T_53fe2_row9_col2\" class=\"data row9 col2\" >0.034470</td>\n",
       "      <td id=\"T_53fe2_row9_col3\" class=\"data row9 col3\" >-0.035554</td>\n",
       "      <td id=\"T_53fe2_row9_col4\" class=\"data row9 col4\" >-0.006729</td>\n",
       "      <td id=\"T_53fe2_row9_col5\" class=\"data row9 col5\" >0.004831</td>\n",
       "      <td id=\"T_53fe2_row9_col6\" class=\"data row9 col6\" >-0.010814</td>\n",
       "      <td id=\"T_53fe2_row9_col7\" class=\"data row9 col7\" >-0.222963</td>\n",
       "      <td id=\"T_53fe2_row9_col8\" class=\"data row9 col8\" >-0.045225</td>\n",
       "      <td id=\"T_53fe2_row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row9_col10\" class=\"data row9 col10\" >-0.004473</td>\n",
       "      <td id=\"T_53fe2_row9_col11\" class=\"data row9 col11\" >0.046366</td>\n",
       "      <td id=\"T_53fe2_row9_col12\" class=\"data row9 col12\" >-0.038587</td>\n",
       "      <td id=\"T_53fe2_row9_col13\" class=\"data row9 col13\" >-0.014918</td>\n",
       "      <td id=\"T_53fe2_row9_col14\" class=\"data row9 col14\" >-0.045908</td>\n",
       "      <td id=\"T_53fe2_row9_col15\" class=\"data row9 col15\" >0.010336</td>\n",
       "      <td id=\"T_53fe2_row9_col16\" class=\"data row9 col16\" >0.029149</td>\n",
       "      <td id=\"T_53fe2_row9_col17\" class=\"data row9 col17\" >0.021052</td>\n",
       "      <td id=\"T_53fe2_row9_col18\" class=\"data row9 col18\" >0.018540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row10\" class=\"row_heading level0 row10\" >Q1_Prefer to self-describe</th>\n",
       "      <td id=\"T_53fe2_row10_col0\" class=\"data row10 col0\" >0.041474</td>\n",
       "      <td id=\"T_53fe2_row10_col1\" class=\"data row10 col1\" >0.002701</td>\n",
       "      <td id=\"T_53fe2_row10_col2\" class=\"data row10 col2\" >0.016784</td>\n",
       "      <td id=\"T_53fe2_row10_col3\" class=\"data row10 col3\" >0.049881</td>\n",
       "      <td id=\"T_53fe2_row10_col4\" class=\"data row10 col4\" >-0.000553</td>\n",
       "      <td id=\"T_53fe2_row10_col5\" class=\"data row10 col5\" >-0.004454</td>\n",
       "      <td id=\"T_53fe2_row10_col6\" class=\"data row10 col6\" >-0.018499</td>\n",
       "      <td id=\"T_53fe2_row10_col7\" class=\"data row10 col7\" >-0.094664</td>\n",
       "      <td id=\"T_53fe2_row10_col8\" class=\"data row10 col8\" >-0.019201</td>\n",
       "      <td id=\"T_53fe2_row10_col9\" class=\"data row10 col9\" >-0.004473</td>\n",
       "      <td id=\"T_53fe2_row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row10_col11\" class=\"data row10 col11\" >0.043458</td>\n",
       "      <td id=\"T_53fe2_row10_col12\" class=\"data row10 col12\" >-0.036505</td>\n",
       "      <td id=\"T_53fe2_row10_col13\" class=\"data row10 col13\" >-0.013390</td>\n",
       "      <td id=\"T_53fe2_row10_col14\" class=\"data row10 col14\" >-0.017500</td>\n",
       "      <td id=\"T_53fe2_row10_col15\" class=\"data row10 col15\" >0.053790</td>\n",
       "      <td id=\"T_53fe2_row10_col16\" class=\"data row10 col16\" >-0.022049</td>\n",
       "      <td id=\"T_53fe2_row10_col17\" class=\"data row10 col17\" >-0.015796</td>\n",
       "      <td id=\"T_53fe2_row10_col18\" class=\"data row10 col18\" >0.017819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row11\" class=\"row_heading level0 row11\" >Q3_United States of America</th>\n",
       "      <td id=\"T_53fe2_row11_col0\" class=\"data row11 col0\" >0.371123</td>\n",
       "      <td id=\"T_53fe2_row11_col1\" class=\"data row11 col1\" >0.272790</td>\n",
       "      <td id=\"T_53fe2_row11_col2\" class=\"data row11 col2\" >0.117912</td>\n",
       "      <td id=\"T_53fe2_row11_col3\" class=\"data row11 col3\" >0.616759</td>\n",
       "      <td id=\"T_53fe2_row11_col4\" class=\"data row11 col4\" >0.052339</td>\n",
       "      <td id=\"T_53fe2_row11_col5\" class=\"data row11 col5\" >0.178682</td>\n",
       "      <td id=\"T_53fe2_row11_col6\" class=\"data row11 col6\" >0.166587</td>\n",
       "      <td id=\"T_53fe2_row11_col7\" class=\"data row11 col7\" >-0.144665</td>\n",
       "      <td id=\"T_53fe2_row11_col8\" class=\"data row11 col8\" >0.131051</td>\n",
       "      <td id=\"T_53fe2_row11_col9\" class=\"data row11 col9\" >0.046366</td>\n",
       "      <td id=\"T_53fe2_row11_col10\" class=\"data row11 col10\" >0.043458</td>\n",
       "      <td id=\"T_53fe2_row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row11_col12\" class=\"data row11 col12\" >-0.840009</td>\n",
       "      <td id=\"T_53fe2_row11_col13\" class=\"data row11 col13\" >-0.308118</td>\n",
       "      <td id=\"T_53fe2_row11_col14\" class=\"data row11 col14\" >-0.270277</td>\n",
       "      <td id=\"T_53fe2_row11_col15\" class=\"data row11 col15\" >0.266341</td>\n",
       "      <td id=\"T_53fe2_row11_col16\" class=\"data row11 col16\" >-0.067326</td>\n",
       "      <td id=\"T_53fe2_row11_col17\" class=\"data row11 col17\" >0.154304</td>\n",
       "      <td id=\"T_53fe2_row11_col18\" class=\"data row11 col18\" >0.209172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row12\" class=\"row_heading level0 row12\" >Q3_India</th>\n",
       "      <td id=\"T_53fe2_row12_col0\" class=\"data row12 col0\" >-0.363626</td>\n",
       "      <td id=\"T_53fe2_row12_col1\" class=\"data row12 col1\" >-0.273408</td>\n",
       "      <td id=\"T_53fe2_row12_col2\" class=\"data row12 col2\" >-0.136666</td>\n",
       "      <td id=\"T_53fe2_row12_col3\" class=\"data row12 col3\" >-0.556154</td>\n",
       "      <td id=\"T_53fe2_row12_col4\" class=\"data row12 col4\" >-0.043101</td>\n",
       "      <td id=\"T_53fe2_row12_col5\" class=\"data row12 col5\" >-0.105625</td>\n",
       "      <td id=\"T_53fe2_row12_col6\" class=\"data row12 col6\" >-0.107382</td>\n",
       "      <td id=\"T_53fe2_row12_col7\" class=\"data row12 col7\" >0.116961</td>\n",
       "      <td id=\"T_53fe2_row12_col8\" class=\"data row12 col8\" >-0.105490</td>\n",
       "      <td id=\"T_53fe2_row12_col9\" class=\"data row12 col9\" >-0.038587</td>\n",
       "      <td id=\"T_53fe2_row12_col10\" class=\"data row12 col10\" >-0.036505</td>\n",
       "      <td id=\"T_53fe2_row12_col11\" class=\"data row12 col11\" >-0.840009</td>\n",
       "      <td id=\"T_53fe2_row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row12_col13\" class=\"data row12 col13\" >-0.257354</td>\n",
       "      <td id=\"T_53fe2_row12_col14\" class=\"data row12 col14\" >0.235546</td>\n",
       "      <td id=\"T_53fe2_row12_col15\" class=\"data row12 col15\" >-0.254707</td>\n",
       "      <td id=\"T_53fe2_row12_col16\" class=\"data row12 col16\" >0.085331</td>\n",
       "      <td id=\"T_53fe2_row12_col17\" class=\"data row12 col17\" >-0.138301</td>\n",
       "      <td id=\"T_53fe2_row12_col18\" class=\"data row12 col18\" >-0.153569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row13\" class=\"row_heading level0 row13\" >Q3_China</th>\n",
       "      <td id=\"T_53fe2_row13_col0\" class=\"data row13 col0\" >-0.023384</td>\n",
       "      <td id=\"T_53fe2_row13_col1\" class=\"data row13 col1\" >-0.006441</td>\n",
       "      <td id=\"T_53fe2_row13_col2\" class=\"data row13 col2\" >0.029630</td>\n",
       "      <td id=\"T_53fe2_row13_col3\" class=\"data row13 col3\" >-0.123281</td>\n",
       "      <td id=\"T_53fe2_row13_col4\" class=\"data row13 col4\" >-0.017642</td>\n",
       "      <td id=\"T_53fe2_row13_col5\" class=\"data row13 col5\" >-0.133029</td>\n",
       "      <td id=\"T_53fe2_row13_col6\" class=\"data row13 col6\" >-0.108406</td>\n",
       "      <td id=\"T_53fe2_row13_col7\" class=\"data row13 col7\" >0.052566</td>\n",
       "      <td id=\"T_53fe2_row13_col8\" class=\"data row13 col8\" >-0.048434</td>\n",
       "      <td id=\"T_53fe2_row13_col9\" class=\"data row13 col9\" >-0.014918</td>\n",
       "      <td id=\"T_53fe2_row13_col10\" class=\"data row13 col10\" >-0.013390</td>\n",
       "      <td id=\"T_53fe2_row13_col11\" class=\"data row13 col11\" >-0.308118</td>\n",
       "      <td id=\"T_53fe2_row13_col12\" class=\"data row13 col12\" >-0.257354</td>\n",
       "      <td id=\"T_53fe2_row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row13_col14\" class=\"data row13 col14\" >0.068355</td>\n",
       "      <td id=\"T_53fe2_row13_col15\" class=\"data row13 col15\" >-0.027747</td>\n",
       "      <td id=\"T_53fe2_row13_col16\" class=\"data row13 col16\" >-0.029713</td>\n",
       "      <td id=\"T_53fe2_row13_col17\" class=\"data row13 col17\" >-0.032316</td>\n",
       "      <td id=\"T_53fe2_row13_col18\" class=\"data row13 col18\" >-0.103265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row14\" class=\"row_heading level0 row14\" >major_cs</th>\n",
       "      <td id=\"T_53fe2_row14_col0\" class=\"data row14 col0\" >-0.223529</td>\n",
       "      <td id=\"T_53fe2_row14_col1\" class=\"data row14 col1\" >-0.216724</td>\n",
       "      <td id=\"T_53fe2_row14_col2\" class=\"data row14 col2\" >-0.046551</td>\n",
       "      <td id=\"T_53fe2_row14_col3\" class=\"data row14 col3\" >-0.225934</td>\n",
       "      <td id=\"T_53fe2_row14_col4\" class=\"data row14 col4\" >-0.095136</td>\n",
       "      <td id=\"T_53fe2_row14_col5\" class=\"data row14 col5\" >-0.205538</td>\n",
       "      <td id=\"T_53fe2_row14_col6\" class=\"data row14 col6\" >-0.130081</td>\n",
       "      <td id=\"T_53fe2_row14_col7\" class=\"data row14 col7\" >0.062605</td>\n",
       "      <td id=\"T_53fe2_row14_col8\" class=\"data row14 col8\" >-0.049753</td>\n",
       "      <td id=\"T_53fe2_row14_col9\" class=\"data row14 col9\" >-0.045908</td>\n",
       "      <td id=\"T_53fe2_row14_col10\" class=\"data row14 col10\" >-0.017500</td>\n",
       "      <td id=\"T_53fe2_row14_col11\" class=\"data row14 col11\" >-0.270277</td>\n",
       "      <td id=\"T_53fe2_row14_col12\" class=\"data row14 col12\" >0.235546</td>\n",
       "      <td id=\"T_53fe2_row14_col13\" class=\"data row14 col13\" >0.068355</td>\n",
       "      <td id=\"T_53fe2_row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row14_col15\" class=\"data row14 col15\" >-0.494586</td>\n",
       "      <td id=\"T_53fe2_row14_col16\" class=\"data row14 col16\" >-0.457400</td>\n",
       "      <td id=\"T_53fe2_row14_col17\" class=\"data row14 col17\" >-0.327688</td>\n",
       "      <td id=\"T_53fe2_row14_col18\" class=\"data row14 col18\" >-0.316856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row15\" class=\"row_heading level0 row15\" >major_other</th>\n",
       "      <td id=\"T_53fe2_row15_col0\" class=\"data row15 col0\" >0.201910</td>\n",
       "      <td id=\"T_53fe2_row15_col1\" class=\"data row15 col1\" >0.164771</td>\n",
       "      <td id=\"T_53fe2_row15_col2\" class=\"data row15 col2\" >0.018267</td>\n",
       "      <td id=\"T_53fe2_row15_col3\" class=\"data row15 col3\" >0.241580</td>\n",
       "      <td id=\"T_53fe2_row15_col4\" class=\"data row15 col4\" >0.093887</td>\n",
       "      <td id=\"T_53fe2_row15_col5\" class=\"data row15 col5\" >0.139994</td>\n",
       "      <td id=\"T_53fe2_row15_col6\" class=\"data row15 col6\" >0.109862</td>\n",
       "      <td id=\"T_53fe2_row15_col7\" class=\"data row15 col7\" >-0.071139</td>\n",
       "      <td id=\"T_53fe2_row15_col8\" class=\"data row15 col8\" >0.064054</td>\n",
       "      <td id=\"T_53fe2_row15_col9\" class=\"data row15 col9\" >0.010336</td>\n",
       "      <td id=\"T_53fe2_row15_col10\" class=\"data row15 col10\" >0.053790</td>\n",
       "      <td id=\"T_53fe2_row15_col11\" class=\"data row15 col11\" >0.266341</td>\n",
       "      <td id=\"T_53fe2_row15_col12\" class=\"data row15 col12\" >-0.254707</td>\n",
       "      <td id=\"T_53fe2_row15_col13\" class=\"data row15 col13\" >-0.027747</td>\n",
       "      <td id=\"T_53fe2_row15_col14\" class=\"data row15 col14\" >-0.494586</td>\n",
       "      <td id=\"T_53fe2_row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row15_col16\" class=\"data row15 col16\" >-0.276761</td>\n",
       "      <td id=\"T_53fe2_row15_col17\" class=\"data row15 col17\" >-0.198275</td>\n",
       "      <td id=\"T_53fe2_row15_col18\" class=\"data row15 col18\" >0.197674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row16\" class=\"row_heading level0 row16\" >major_eng</th>\n",
       "      <td id=\"T_53fe2_row16_col0\" class=\"data row16 col0\" >0.006262</td>\n",
       "      <td id=\"T_53fe2_row16_col1\" class=\"data row16 col1\" >-0.001043</td>\n",
       "      <td id=\"T_53fe2_row16_col2\" class=\"data row16 col2\" >0.004264</td>\n",
       "      <td id=\"T_53fe2_row16_col3\" class=\"data row16 col3\" >-0.060256</td>\n",
       "      <td id=\"T_53fe2_row16_col4\" class=\"data row16 col4\" >0.008640</td>\n",
       "      <td id=\"T_53fe2_row16_col5\" class=\"data row16 col5\" >-0.022082</td>\n",
       "      <td id=\"T_53fe2_row16_col6\" class=\"data row16 col6\" >-0.012964</td>\n",
       "      <td id=\"T_53fe2_row16_col7\" class=\"data row16 col7\" >0.028492</td>\n",
       "      <td id=\"T_53fe2_row16_col8\" class=\"data row16 col8\" >-0.034760</td>\n",
       "      <td id=\"T_53fe2_row16_col9\" class=\"data row16 col9\" >0.029149</td>\n",
       "      <td id=\"T_53fe2_row16_col10\" class=\"data row16 col10\" >-0.022049</td>\n",
       "      <td id=\"T_53fe2_row16_col11\" class=\"data row16 col11\" >-0.067326</td>\n",
       "      <td id=\"T_53fe2_row16_col12\" class=\"data row16 col12\" >0.085331</td>\n",
       "      <td id=\"T_53fe2_row16_col13\" class=\"data row16 col13\" >-0.029713</td>\n",
       "      <td id=\"T_53fe2_row16_col14\" class=\"data row16 col14\" >-0.457400</td>\n",
       "      <td id=\"T_53fe2_row16_col15\" class=\"data row16 col15\" >-0.276761</td>\n",
       "      <td id=\"T_53fe2_row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row16_col17\" class=\"data row16 col17\" >-0.183368</td>\n",
       "      <td id=\"T_53fe2_row16_col18\" class=\"data row16 col18\" >0.021337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row17\" class=\"row_heading level0 row17\" >major_stat</th>\n",
       "      <td id=\"T_53fe2_row17_col0\" class=\"data row17 col0\" >0.073864</td>\n",
       "      <td id=\"T_53fe2_row17_col1\" class=\"data row17 col1\" >0.121294</td>\n",
       "      <td id=\"T_53fe2_row17_col2\" class=\"data row17 col2\" >0.042917</td>\n",
       "      <td id=\"T_53fe2_row17_col3\" class=\"data row17 col3\" >0.109100</td>\n",
       "      <td id=\"T_53fe2_row17_col4\" class=\"data row17 col4\" >0.013474</td>\n",
       "      <td id=\"T_53fe2_row17_col5\" class=\"data row17 col5\" >0.162942</td>\n",
       "      <td id=\"T_53fe2_row17_col6\" class=\"data row17 col6\" >0.073906</td>\n",
       "      <td id=\"T_53fe2_row17_col7\" class=\"data row17 col7\" >-0.039544</td>\n",
       "      <td id=\"T_53fe2_row17_col8\" class=\"data row17 col8\" >0.036779</td>\n",
       "      <td id=\"T_53fe2_row17_col9\" class=\"data row17 col9\" >0.021052</td>\n",
       "      <td id=\"T_53fe2_row17_col10\" class=\"data row17 col10\" >-0.015796</td>\n",
       "      <td id=\"T_53fe2_row17_col11\" class=\"data row17 col11\" >0.154304</td>\n",
       "      <td id=\"T_53fe2_row17_col12\" class=\"data row17 col12\" >-0.138301</td>\n",
       "      <td id=\"T_53fe2_row17_col13\" class=\"data row17 col13\" >-0.032316</td>\n",
       "      <td id=\"T_53fe2_row17_col14\" class=\"data row17 col14\" >-0.327688</td>\n",
       "      <td id=\"T_53fe2_row17_col15\" class=\"data row17 col15\" >-0.198275</td>\n",
       "      <td id=\"T_53fe2_row17_col16\" class=\"data row17 col16\" >-0.183368</td>\n",
       "      <td id=\"T_53fe2_row17_col17\" class=\"data row17 col17\" >1.000000</td>\n",
       "      <td id=\"T_53fe2_row17_col18\" class=\"data row17 col18\" >0.205399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_53fe2_level0_row18\" class=\"row_heading level0 row18\" >data_scientist</th>\n",
       "      <td id=\"T_53fe2_row18_col0\" class=\"data row18 col0\" >0.075440</td>\n",
       "      <td id=\"T_53fe2_row18_col1\" class=\"data row18 col1\" >0.266717</td>\n",
       "      <td id=\"T_53fe2_row18_col2\" class=\"data row18 col2\" >-0.145461</td>\n",
       "      <td id=\"T_53fe2_row18_col3\" class=\"data row18 col3\" >0.174434</td>\n",
       "      <td id=\"T_53fe2_row18_col4\" class=\"data row18 col4\" >0.121741</td>\n",
       "      <td id=\"T_53fe2_row18_col5\" class=\"data row18 col5\" >0.329124</td>\n",
       "      <td id=\"T_53fe2_row18_col6\" class=\"data row18 col6\" >0.117941</td>\n",
       "      <td id=\"T_53fe2_row18_col7\" class=\"data row18 col7\" >-0.091126</td>\n",
       "      <td id=\"T_53fe2_row18_col8\" class=\"data row18 col8\" >0.086614</td>\n",
       "      <td id=\"T_53fe2_row18_col9\" class=\"data row18 col9\" >0.018540</td>\n",
       "      <td id=\"T_53fe2_row18_col10\" class=\"data row18 col10\" >0.017819</td>\n",
       "      <td id=\"T_53fe2_row18_col11\" class=\"data row18 col11\" >0.209172</td>\n",
       "      <td id=\"T_53fe2_row18_col12\" class=\"data row18 col12\" >-0.153569</td>\n",
       "      <td id=\"T_53fe2_row18_col13\" class=\"data row18 col13\" >-0.103265</td>\n",
       "      <td id=\"T_53fe2_row18_col14\" class=\"data row18 col14\" >-0.316856</td>\n",
       "      <td id=\"T_53fe2_row18_col15\" class=\"data row18 col15\" >0.197674</td>\n",
       "      <td id=\"T_53fe2_row18_col16\" class=\"data row18 col16\" >0.021337</td>\n",
       "      <td id=\"T_53fe2_row18_col17\" class=\"data row18 col17\" >0.205399</td>\n",
       "      <td id=\"T_53fe2_row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2d4886575b0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(X_train\n",
    " .assign(data_scientist = sur_y_train == \"Data Scientist\")\n",
    " .corr(method='spearman')\n",
    " .style\n",
    " .background_gradient(cmap='PiYG', vmax=1, vmin=-1)\n",
    " .set_sticky(axis='index')\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d21d514-7b7e-4815-9149-df49304816b2",
   "metadata": {},
   "source": [
    "The greenest correlation with Data Scientist from the above is `R` with a coefficient of $0.33$. So we take that next and plot them with a bar plot\n",
    "\n",
    "## Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1d4d39c8-66d3-41a8-9d76-f5f022cc18dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a0518b6-e18f-4ea1-b272-27239d7c4ba2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "\n",
    "(X_train\n",
    ".assign(data_scientist = sur_y_train)\n",
    ".groupby('r')\n",
    ".data_scientist\n",
    ".value_counts()\n",
    ".unstack()\n",
    ".plot.bar(ax=ax, colormap='PiYG')\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "630be808-50bc-4f5e-8dea-218d6815daa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "_= (pd.crosstab(index=X_train['major_cs'],\n",
    "    columns=y)\n",
    ".plot.bar(ax=ax, colormap='PiYG')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "197fe77c-95ed-4901-a58e-ee63d907db24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "_= (X_train\n",
    ".plot.scatter(x='years_exp', \n",
    "              y='compensation', \n",
    "              alpha=.3, ax=ax, \n",
    "              color='indigo')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "321d86ad-ab32-4e4e-8878-4f70404549c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn.objects as so\n",
    "fig = plt.figure(figsize=(8, 4))\n",
    "_= (so\n",
    ".Plot(X_train.assign(title=sur_y_train), x='years_exp', y='compensation', color='title')\n",
    ".add(so.Dots(alpha=.3, pointsize=2), so.Jitter(x=.5, y=10_000))\n",
    ".add(so.Line(), so.PolyFit())\n",
    ".on(fig) # not required unless saving to image\n",
    ".plot() # ditto\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a85e910-1c67-4e46-825d-57749b089cc3",
   "metadata": {},
   "source": [
    "There are two things of note from this plot:\n",
    "* It indicates that data scientists tend to earn more than software engineers.\n",
    "* It is very possible that different regions compensate deifferently, lets separate the regions in our next plot.\n",
    "\n",
    "We will make use of the `Seaborn objects` again, but this time to utilize the facet method to view the plots by country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "00e2ec62-7564-4a3f-bffb-6f4fa905078b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<seaborn._core.plot.Plotter at 0x2d498d14f10>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "image/png": {
       "height": 318.75,
       "width": 797.3
      }
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 4))\n",
    "(so\n",
    " .Plot(X_train\n",
    "       #.query('compensation < 200_000 and years_exp < 16')\n",
    "       .assign(title=sur_y_train,\n",
    "               country=(X_train\n",
    "                        .loc[:, 'Q3_United States of America': 'Q3_China']\n",
    "                        .idxmax(axis='columns')\n",
    "                       )\n",
    "              ), \n",
    "       x='years_exp', \n",
    "       y='compensation', \n",
    "       color='title')\n",
    " .facet('country')\n",
    " .add(so.Dots(alpha=.01, pointsize=2, color='grey' ), so.Jitter(x=.5, y=10_000), col=None)\n",
    " .add(so.Dots(alpha=.5, pointsize=1.5), so.Jitter(x=.5, y=10_000))\n",
    " .add(so.Line(pointsize=1), so.PolyFit(order=2))\n",
    " .scale(x=so.Continuous().tick(at=[0,1,2,3,4,5]))\n",
    " .limit(y=(-10_000, 200_000), x=(-1, 6)) # zoom in with this not .query (above)\n",
    " .on(fig) # not required unless saving to image\n",
    " .plot() # ditto\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bcb2efc-598c-4771-a975-4c9d3a44745f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}