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February 6, 2020 23:57
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Quick run through pandas profiling: https://github.com/pandas-profiling/pandas-profiling
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Pandas Profiling\n", | |
| "\n", | |
| "Quick run through pandas profiling: https://github.com/pandas-profiling/pandas-profiling" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Loading data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "from pandas_profiling import ProfileReport" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Let's load a toy dataset:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "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>sepal_length</th>\n", | |
| " <th>sepal_width</th>\n", | |
| " <th>petal_length</th>\n", | |
| " <th>petal_width</th>\n", | |
| " <th>species</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td>5.1</td>\n", | |
| " <td>3.5</td>\n", | |
| " <td>1.4</td>\n", | |
| " <td>0.2</td>\n", | |
| " <td>setosa</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td>4.9</td>\n", | |
| " <td>3.0</td>\n", | |
| " <td>1.4</td>\n", | |
| " <td>0.2</td>\n", | |
| " <td>setosa</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>2</td>\n", | |
| " <td>4.7</td>\n", | |
| " <td>3.2</td>\n", | |
| " <td>1.3</td>\n", | |
| " <td>0.2</td>\n", | |
| " <td>setosa</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>3</td>\n", | |
| " <td>4.6</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>1.5</td>\n", | |
| " <td>0.2</td>\n", | |
| " <td>setosa</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>4</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>3.6</td>\n", | |
| " <td>1.4</td>\n", | |
| " <td>0.2</td>\n", | |
| " <td>setosa</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " sepal_length sepal_width petal_length petal_width species\n", | |
| "0 5.1 3.5 1.4 0.2 setosa\n", | |
| "1 4.9 3.0 1.4 0.2 setosa\n", | |
| "2 4.7 3.2 1.3 0.2 setosa\n", | |
| "3 4.6 3.1 1.5 0.2 setosa\n", | |
| "4 5.0 3.6 1.4 0.2 setosa" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "iris = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv')\n", | |
| "iris.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Creating the report" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "There are some options for `ProfileReport`.\n", | |
| "\n", | |
| "One that might come handy for large datasets is `minimal=True` that disables correlations and expensive computations." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "profile = ProfileReport(iris, title='Iris dataset',\n", | |
| " html={'style': {'full_width': True}})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Option 1: Interactive widget" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Requires `jupyter-widgets`:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "JupyterLab v1.2.5\n", | |
| "Known labextensions:\n", | |
| " app dir: /Users/tulioalb/anaconda3/share/jupyter/lab\n", | |
| " @jupyter-widgets/jupyterlab-manager v1.1.0 \u001b[32m enabled \u001b[0m \u001b[32mOK\u001b[0m\n", | |
| " nbdime-jupyterlab v1.0.0 \u001b[32m enabled \u001b[0m \u001b[32mOK\u001b[0m\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!jupyter labextension list" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "If `jupyter-widgets` is not installed, you can try:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#!jupyter labextension install @jupyter-widgets/jupyterlab-manager" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "e1c42b70b4c343a4bbd3384fa38f7975", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Tab(children=(HTML(value='<div id=\"overview-content\" class=\"row variable spacing\">\\n <div class=\"row\">\\n …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "Report generated with <a href=\"https://github.com/pandas-profiling/pandas-profiling\">pandas-profiling</a>." | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "profile" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Option 2: HTML report" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <iframe\n", | |
| " width=\"100%\"\n", | |
| " height=\"800px\"\n", | |
| " srcdoc=\"<!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name=description content="Profile report generated with the `pandas-profiling` Python package"><meta name=author content="Simon Brugman and the open source community."><meta name=generator content="Pandas Profiling v2.4.0"><meta name=url content=https://github.com/pandas-profiling/pandas-profiling><meta name=date content><title>Iris dataset</title><style>\n", | |
| "/*!\n", | |
| " * Bootstrap v3.3.7 (http://getbootstrap.com)\n", | |
| " * Copyright 2011-2016 Twitter, Inc.\n", | |
| " * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n", | |
| " *//*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */html{font-family:sans-serif;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}dfn{font-style:italic}h1{margin:.67em 0;font-size:2em}mark{color:#000;background:#ff0}small{font-size:80%}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{height:0;-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{margin:0;font:inherit;color:inherit}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{padding:0;border:0}input{line-height:normal}input[type=checkbox],input[type=radio]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]{-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;-webkit-appearance:textfield}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}fieldset{padding:.35em .625em .75em;margin:0 2px;border:1px solid silver}legend{padding:0;border:0}textarea{overflow:auto}optgroup{font-weight:700}table{border-spacing:0;border-collapse:collapse}td,th{padding:0}/*! 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GradientType=0);background-repeat:repeat-x}.well{background-image:-webkit-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#e8e8e8),to(#f5f5f5));background-image:linear-gradient(to bottom,#e8e8e8 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);background-repeat:repeat-x;border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1)}\n", | |
| "/*# sourceMappingURL=bootstrap-theme.min.css.map */</style><style>\n", | |
| "body {\n", | |
| " padding-top: 80px;\n", | |
| "}\n", | |
| ".content .container-fluid{\n", | |
| " margin-left: 20px !important;\n", | |
| " margin-right: 20px !important;\n", | |
| " margin-bottom: 20px;\n", | |
| "}\n", | |
| "\n", | |
| ".page-header{\n", | |
| " border:0 !important;\n", | |
| "}\n", | |
| "\n", | |
| ".row.variable, .section-items > .row {\n", | |
| " border: 1px solid #e1e1e8;\n", | |
| " border-top: hidden;\n", | |
| "}\n", | |
| "\n", | |
| ".row.spacing{\n", | |
| " padding: 2em 1em;\n", | |
| "}\n", | |
| "\n", | |
| ".row.header {\n", | |
| " border-bottom: 1px solid #e1e1e8;\n", | |
| " /*background-color: #f5f5f5;*/\n", | |
| " padding-left: 2em;\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| ".dl-horizontal dt {\n", | |
| " text-align: left;\n", | |
| " padding-right: 1em;\n", | |
| " white-space: normal;\n", | |
| "}\n", | |
| "\n", | |
| ".dl-horizontal dd {\n", | |
| " margin-left: 0;\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| ".col-md-12 {\n", | |
| " padding-left: 2em;\n", | |
| "}\n", | |
| "\n", | |
| ".indent {\n", | |
| " margin-left: 1em;\n", | |
| "}\n", | |
| "\n", | |
| ".center-img {\n", | |
| " margin-left: auto !important;\n", | |
| " margin-right: auto !important;\n", | |
| " display: block;\n", | |
| "}\n", | |
| "\n", | |
| "/* Table example_values */\n", | |
| "table.example_values {\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".example_values th {\n", | |
| " border: 0;\n", | |
| " padding: 0;\n", | |
| " color: #555;\n", | |
| " font-weight: 600;\n", | |
| "}\n", | |
| "\n", | |
| ".example_values tr, .example_values td {\n", | |
| " border: 0;\n", | |
| " padding: 0;\n", | |
| " color: #555;\n", | |
| "}\n", | |
| "\n", | |
| "/* STATS */\n", | |
| "table.stats {\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".stats th {\n", | |
| " border: 0;\n", | |
| " padding: 0 2em 0 0;\n", | |
| " color: #555;\n", | |
| " font-weight: 600;\n", | |
| "}\n", | |
| "\n", | |
| ".stats tr {\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".stats td {\n", | |
| " color: #555;\n", | |
| " padding: 1px;\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "/* Sample table */\n", | |
| "table.sample {\n", | |
| " border: 0;\n", | |
| " margin-bottom: 2em;\n", | |
| " margin-left: 1em;\n", | |
| "}\n", | |
| "\n", | |
| ".sample tr {\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".sample td, .sample th {\n", | |
| " padding: 0.5em;\n", | |
| " white-space: nowrap;\n", | |
| " border: none;\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| ".sample thead {\n", | |
| " border-top: 0;\n", | |
| " border-bottom: 2px solid #ddd;\n", | |
| "}\n", | |
| "\n", | |
| ".sample td {\n", | |
| " width: 100%;\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "/* There is no good solution available to make the divs equal height and then center ... */\n", | |
| ".histogram {\n", | |
| " margin-top: 3em;\n", | |
| "}\n", | |
| "\n", | |
| "/* Freq table */\n", | |
| "table.freq {\n", | |
| " margin-bottom: 2em;\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| "table.freq th, table.freq tr, table.freq td {\n", | |
| " border: 0;\n", | |
| " padding: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".freq thead {\n", | |
| " font-weight: 600;\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| "td.fillremaining {\n", | |
| " width: auto;\n", | |
| " max-width: none;\n", | |
| "\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| "}\n", | |
| "\n", | |
| "td.number, th.number {\n", | |
| " text-align: right;\n", | |
| "}\n", | |
| "\n", | |
| "/* Freq mini */\n", | |
| ".freq.mini td {\n", | |
| " width: 50%;\n", | |
| " padding: 1px;\n", | |
| " font-size: 12px;\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| "table.freq.mini {\n", | |
| " width: 100%;\n", | |
| "}\n", | |
| "\n", | |
| ".freq.mini th {\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| " white-space: nowrap;\n", | |
| " max-width: 5em;\n", | |
| " font-weight: 400;\n", | |
| " text-align: right;\n", | |
| " padding-right: 0.5em;\n", | |
| "}\n", | |
| "\n", | |
| "/* Message classes */\n", | |
| ".missing {\n", | |
| " color: #a94442;\n", | |
| "}\n", | |
| "\n", | |
| ".alert, .alert > th, .alert > td {\n", | |
| " color: #a94442;\n", | |
| "}\n", | |
| "\n", | |
| ".ignore {\n", | |
| " opacity: 0.4;\n", | |
| "}\n", | |
| "\n", | |
| "/* Bars in tables */\n", | |
| ".freq.table{\n", | |
| " table-layout: fixed;\n", | |
| "}\n", | |
| "\n", | |
| ".freq td.number{\n", | |
| " width: 100px;\n", | |
| "}\n", | |
| ".freq td.bartd, .frequency-percentage{\n", | |
| " width:200px;\n", | |
| "}\n", | |
| "\n", | |
| ".freq .bar {\n", | |
| " float: left;\n", | |
| " width: 0;\n", | |
| " height: 100%;\n", | |
| " line-height: 20px;\n", | |
| " color: #fff;\n", | |
| " text-align: center;\n", | |
| " background-color: #337ab7;\n", | |
| " border-radius: 3px;\n", | |
| " margin-right: 4px;\n", | |
| "}\n", | |
| "\n", | |
| ".other .bar {\n", | |
| " background-color: #999;\n", | |
| "}\n", | |
| "\n", | |
| ".missing .bar {\n", | |
| " background-color: #a94442;\n", | |
| "}\n", | |
| "\n", | |
| ".tooltip-inner {\n", | |
| " width: 100%;\n", | |
| " white-space: nowrap;\n", | |
| " text-align: left;\n", | |
| "}\n", | |
| "\n", | |
| ".extrapadding {\n", | |
| " padding: 2em;\n", | |
| "}\n", | |
| "\n", | |
| ".variable .h4 {\n", | |
| " text-overflow: ellipsis;\n", | |
| " display:inline-block;\n", | |
| " width: calc(90%); /* The trick is here! */\n", | |
| " overflow:hidden;\n", | |
| "}\n", | |
| "\n", | |
| ".variable.ignore .h4{\n", | |
| " text-decoration: line-through;\n", | |
| "}\n", | |
| "\n", | |
| ".table-responsive{\n", | |
| " overflow:scroll;\n", | |
| " width: 100%;\n", | |
| " overflow-y: hidden;\n", | |
| "}\n", | |
| ".img-responsive{\n", | |
| " max-width: 99%;\n", | |
| "}\n", | |
| ".footer-text{\n", | |
| " padding:20px;\n", | |
| "}\n", | |
| "\n", | |
| "table.list-warnings td{\n", | |
| " padding-right:10px;\n", | |
| "}\n", | |
| "\n", | |
| "a.anchor-pos {\n", | |
| " display: block;\n", | |
| " position: relative;\n", | |
| " top: -70px;\n", | |
| " visibility: hidden;\n", | |
| "}\n", | |
| "\n", | |
| "a.anchor-pos-variable{\n", | |
| " /*top: -70px;*/\n", | |
| "}\n", | |
| "\n", | |
| "#sample-container{\n", | |
| " overflow: auto;\n", | |
| " width: 100%;\n", | |
| " overflow-y: hidden;\n", | |
| "}\n", | |
| "\n", | |
| "#overview-content td, #overview-content th{\n", | |
| " border-top: 0;\n", | |
| " line-height: 1;\n", |
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