mirror of
https://github.com/bluxmit/alnoda-workspaces.git
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331 lines
9.8 KiB
Plaintext
331 lines
9.8 KiB
Plaintext
{
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"cells": [
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{
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"source": [
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"# Intelligent Visual Discovery with Lux \n",
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"Lux helps you to explore patterns and correlations in your dataframe\n",
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"__Lux works with both Jupyter notebook and Jupyter Lab__\n"
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],
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"cell_type": "markdown",
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"metadata": {}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import lux and pandas \n",
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"import lux # enables Lux\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "18e8d3df",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv('housing.csv') "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "17587d1b",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>crim</th>\n",
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" <th>zn</th>\n",
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" <th>indus</th>\n",
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" <th>chas</th>\n",
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" <th>nox</th>\n",
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" <th>rm</th>\n",
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" <th>age</th>\n",
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" <th>dis</th>\n",
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" <th>rad</th>\n",
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" <th>tax</th>\n",
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" <th>ptratio</th>\n",
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" <th>b</th>\n",
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" <th>lstat</th>\n",
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" <th>medv</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0.00632</td>\n",
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" <td>18.0</td>\n",
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" <td>2.31</td>\n",
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" <td>0</td>\n",
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" <td>0.538</td>\n",
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" <td>6.575</td>\n",
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" <td>65.2</td>\n",
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" <td>4.0900</td>\n",
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" <td>1</td>\n",
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" <td>296</td>\n",
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" <td>15.3</td>\n",
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" <td>396.90</td>\n",
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" <td>4.98</td>\n",
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" <td>24.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0.02731</td>\n",
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" <td>0.0</td>\n",
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" <td>7.07</td>\n",
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" <td>0</td>\n",
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" <td>0.469</td>\n",
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" <td>6.421</td>\n",
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" <td>78.9</td>\n",
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" <td>4.9671</td>\n",
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" <td>2</td>\n",
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" <td>242</td>\n",
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" <td>17.8</td>\n",
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" <td>396.90</td>\n",
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" <td>9.14</td>\n",
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" <td>21.6</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.02729</td>\n",
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" <td>0.0</td>\n",
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" <td>7.07</td>\n",
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" <td>0</td>\n",
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" <td>0.469</td>\n",
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" <td>7.185</td>\n",
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" <td>61.1</td>\n",
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" <td>4.9671</td>\n",
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" <td>2</td>\n",
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" <td>242</td>\n",
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" <td>17.8</td>\n",
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" <td>392.83</td>\n",
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" <td>4.03</td>\n",
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" <td>34.7</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0.03237</td>\n",
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" <td>0.0</td>\n",
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" <td>2.18</td>\n",
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" <td>0</td>\n",
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" <td>0.458</td>\n",
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" <td>6.998</td>\n",
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" <td>45.8</td>\n",
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" <td>6.0622</td>\n",
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" <td>3</td>\n",
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" <td>222</td>\n",
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" <td>18.7</td>\n",
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" <td>394.63</td>\n",
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" <td>2.94</td>\n",
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" <td>33.4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0.06905</td>\n",
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" <td>0.0</td>\n",
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" <td>2.18</td>\n",
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" <td>0</td>\n",
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" <td>0.458</td>\n",
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" <td>7.147</td>\n",
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" <td>54.2</td>\n",
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" <td>6.0622</td>\n",
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" <td>3</td>\n",
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" <td>222</td>\n",
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" <td>18.7</td>\n",
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" <td>396.90</td>\n",
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" <td>5.33</td>\n",
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" <td>36.2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>501</th>\n",
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" <td>0.06263</td>\n",
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" <td>0.0</td>\n",
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" <td>11.93</td>\n",
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" <td>0</td>\n",
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" <td>0.573</td>\n",
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" <td>6.593</td>\n",
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" <td>69.1</td>\n",
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" <td>2.4786</td>\n",
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" <td>1</td>\n",
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" <td>273</td>\n",
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" <td>21.0</td>\n",
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" <td>391.99</td>\n",
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" <td>9.67</td>\n",
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" <td>22.4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>502</th>\n",
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" <td>0.04527</td>\n",
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" <td>0.0</td>\n",
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" <td>11.93</td>\n",
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" <td>0</td>\n",
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" <td>0.573</td>\n",
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" <td>6.120</td>\n",
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" <td>76.7</td>\n",
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" <td>2.2875</td>\n",
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" <td>1</td>\n",
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" <td>273</td>\n",
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" <td>21.0</td>\n",
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" <td>396.90</td>\n",
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" <td>9.08</td>\n",
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" <td>20.6</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>503</th>\n",
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" <td>0.06076</td>\n",
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" <td>0.0</td>\n",
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" <td>11.93</td>\n",
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" <td>0</td>\n",
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" <td>0.573</td>\n",
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" <td>6.976</td>\n",
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" <td>91.0</td>\n",
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" <td>2.1675</td>\n",
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" <td>1</td>\n",
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" <td>273</td>\n",
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" <td>21.0</td>\n",
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" <td>396.90</td>\n",
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" <td>5.64</td>\n",
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" <td>23.9</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>504</th>\n",
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" <td>0.10959</td>\n",
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" <td>0.0</td>\n",
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" <td>11.93</td>\n",
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" <td>0</td>\n",
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" <td>0.573</td>\n",
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" <td>6.794</td>\n",
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" <td>89.3</td>\n",
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" <td>2.3889</td>\n",
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" <td>1</td>\n",
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" <td>273</td>\n",
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" <td>21.0</td>\n",
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" <td>393.45</td>\n",
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" <td>6.48</td>\n",
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" <td>22.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>505</th>\n",
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" <td>0.04741</td>\n",
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" <td>0.0</td>\n",
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" <td>11.93</td>\n",
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" <td>0</td>\n",
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" <td>0.573</td>\n",
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" <td>6.030</td>\n",
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" <td>80.8</td>\n",
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" <td>2.5050</td>\n",
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" <td>1</td>\n",
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" <td>273</td>\n",
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" <td>21.0</td>\n",
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" <td>396.90</td>\n",
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" <td>7.88</td>\n",
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" <td>11.9</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>506 rows × 14 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" crim zn indus chas nox rm age dis rad tax \\\n",
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"0 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 296 \n",
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"1 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 242 \n",
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"2 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 242 \n",
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"3 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 222 \n",
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"4 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 222 \n",
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".. ... ... ... ... ... ... ... ... ... ... \n",
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"501 0.06263 0.0 11.93 0 0.573 6.593 69.1 2.4786 1 273 \n",
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"502 0.04527 0.0 11.93 0 0.573 6.120 76.7 2.2875 1 273 \n",
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"503 0.06076 0.0 11.93 0 0.573 6.976 91.0 2.1675 1 273 \n",
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"504 0.10959 0.0 11.93 0 0.573 6.794 89.3 2.3889 1 273 \n",
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"505 0.04741 0.0 11.93 0 0.573 6.030 80.8 2.5050 1 273 \n",
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"\n",
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" ptratio b lstat medv \n",
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"0 15.3 396.90 4.98 24.0 \n",
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"1 17.8 396.90 9.14 21.6 \n",
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"2 17.8 392.83 4.03 34.7 \n",
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"3 18.7 394.63 2.94 33.4 \n",
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"4 18.7 396.90 5.33 36.2 \n",
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".. ... ... ... ... \n",
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"501 21.0 391.99 9.67 22.4 \n",
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"502 21.0 396.90 9.08 20.6 \n",
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"503 21.0 396.90 5.64 23.9 \n",
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"504 21.0 393.45 6.48 22.0 \n",
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"505 21.0 396.90 7.88 11.9 \n",
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"\n",
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"[506 rows x 14 columns]"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Display pandas dataframe, click button 'Toggle Pandas/Lux'\n",
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"df"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.13"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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} |