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| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/harisonmg/b75ded889801c0188ba6ad2af9c8c3a6/ames-housing-prices-eda.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
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| "# Introduction\n", | |
| "The problem at hand is a regression problem where we are required to\n", | |
| "predict the price of a house, given certain characteristics.\n", | |
| "\n", | |
| "Data source: [Kaggle](https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/data)" | |
| ], | |
| "metadata": { | |
| "id": "jOMFosariuuO" | |
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| "id": "jOMFosariuuO" | |
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| "# @title Download and extract the data\n", | |
| "%%bash\n", | |
| "rm -rf input && mkdir -p input/ames-housing\n", | |
| "wget --no-check-certificate \"https://docs.google.com/uc?export=download&id=1VyekZ6K5ZRXg61ihwZKSZaCNn-OGSpSE\" \\\n", | |
| " -O input/ames-housing.zip\n", | |
| "unzip input/*.zip -d input/ames-housing" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "cellView": "form", | |
| "id": "GittntJBitqo", | |
| "outputId": "3374ac21-9f6e-4ce5-beb6-0a4c2076be29" | |
| }, | |
| "id": "GittntJBitqo", | |
| "execution_count": 1, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Archive: input/ames-housing.zip\n", | |
| " inflating: input/ames-housing/data_description.txt \n", | |
| " inflating: input/ames-housing/sample_submission.csv \n", | |
| " inflating: input/ames-housing/test.csv \n", | |
| " inflating: input/ames-housing/train.csv \n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "--2022-11-22 14:01:46-- https://docs.google.com/uc?export=download&id=1VyekZ6K5ZRXg61ihwZKSZaCNn-OGSpSE\n", | |
| "Resolving docs.google.com (docs.google.com)... 74.125.204.113, 74.125.204.138, 74.125.204.102, ...\n", | |
| "Connecting to docs.google.com (docs.google.com)|74.125.204.113|:443... connected.\n", | |
| "HTTP request sent, awaiting response... 303 See Other\n", | |
| "Location: https://doc-00-2s-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/94tk8kvre9q30p5v1h31ekm2i7655623/1669125675000/13037866814700494090/*/1VyekZ6K5ZRXg61ihwZKSZaCNn-OGSpSE?e=download&uuid=9d88b6aa-ab2e-40fc-b88c-007cd5d366fc [following]\n", | |
| "Warning: wildcards not supported in HTTP.\n", | |
| "--2022-11-22 14:01:47-- https://doc-00-2s-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/94tk8kvre9q30p5v1h31ekm2i7655623/1669125675000/13037866814700494090/*/1VyekZ6K5ZRXg61ihwZKSZaCNn-OGSpSE?e=download&uuid=9d88b6aa-ab2e-40fc-b88c-007cd5d366fc\n", | |
| "Resolving doc-00-2s-docs.googleusercontent.com (doc-00-2s-docs.googleusercontent.com)... 142.251.8.132, 2404:6800:4008:c15::84\n", | |
| "Connecting to doc-00-2s-docs.googleusercontent.com (doc-00-2s-docs.googleusercontent.com)|142.251.8.132|:443... connected.\n", | |
| "HTTP request sent, awaiting response... 200 OK\n", | |
| "Length: 203809 (199K) [application/zip]\n", | |
| "Saving to: ‘input/ames-housing.zip’\n", | |
| "\n", | |
| " 0K .......... .......... .......... .......... .......... 25% 41.3M 0s\n", | |
| " 50K .......... .......... .......... .......... .......... 50% 45.3M 0s\n", | |
| " 100K .......... .......... .......... .......... .......... 75% 48.7M 0s\n", | |
| " 150K .......... .......... .......... .......... ......... 100% 40.5M=0.004s\n", | |
| "\n", | |
| "2022-11-22 14:01:47 (43.7 MB/s) - ‘input/ames-housing.zip’ saved [203809/203809]\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# @title Imports\n", | |
| "from pathlib import Path\n", | |
| "\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-11-22T13:18:52.016426Z", | |
| "iopub.execute_input": "2022-11-22T13:18:52.016906Z", | |
| "iopub.status.idle": "2022-11-22T13:18:52.403270Z", | |
| "shell.execute_reply.started": "2022-11-22T13:18:52.016808Z", | |
| "shell.execute_reply": "2022-11-22T13:18:52.402160Z" | |
| }, | |
| "trusted": true, | |
| "cellView": "form", | |
| "id": "kyEqH_5WiiXe" | |
| }, | |
| "execution_count": 2, | |
| "outputs": [], | |
| "id": "kyEqH_5WiiXe" | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# @title Config\n", | |
| "# file paths\n", | |
| "DATA_DIR = Path(\"./input/ames-housing\")\n", | |
| "\n", | |
| "# data\n", | |
| "TRAIN_DATA = DATA_DIR / \"train.csv\"\n", | |
| "\n", | |
| "# columns in the data\n", | |
| "INDEX_COL = \"Id\"\n", | |
| "\n", | |
| "TARGET_COL = \"SalePrice\"\n", | |
| "\n", | |
| "# random state\n", | |
| "RANDOM_SEED = 42\n", | |
| "\n", | |
| "# plots\n", | |
| "%matplotlib inline\n", | |
| "sns.set_theme(context=\"notebook\", style=\"whitegrid\", rc={\"figure.figsize\": (14, 8)})" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-11-22T13:18:52.404933Z", | |
| "iopub.execute_input": "2022-11-22T13:18:52.405544Z", | |
| "iopub.status.idle": "2022-11-22T13:18:52.413607Z", | |
| "shell.execute_reply.started": "2022-11-22T13:18:52.405506Z", | |
| "shell.execute_reply": "2022-11-22T13:18:52.412533Z" | |
| }, | |
| "trusted": true, | |
| "cellView": "form", | |
| "id": "06ZsWdGQiiXg" | |
| }, | |
| "execution_count": 3, | |
| "outputs": [], | |
| "id": "06ZsWdGQiiXg" | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# @title Loading the data\n", | |
| "df = pd.read_csv(TRAIN_DATA, index_col=INDEX_COL)\n", | |
| "df.info()" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-11-22T13:18:52.415876Z", | |
| "iopub.execute_input": "2022-11-22T13:18:52.416348Z", | |
| "iopub.status.idle": "2022-11-22T13:18:52.483424Z", | |
| "shell.execute_reply.started": "2022-11-22T13:18:52.416302Z", | |
| "shell.execute_reply": "2022-11-22T13:18:52.482176Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "cellView": "form", | |
| "id": "vXBlRFSdiiXh", | |
| "outputId": "316a11a5-077b-4334-c469-c1eecc348d7c" | |
| }, | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "<class 'pandas.core.frame.DataFrame'>\n", | |
| "Int64Index: 1460 entries, 1 to 1460\n", | |
| "Data columns (total 80 columns):\n", | |
| " # Column Non-Null Count Dtype \n", | |
| "--- ------ -------------- ----- \n", | |
| " 0 MSSubClass 1460 non-null int64 \n", | |
| " 1 MSZoning 1460 non-null object \n", | |
| " 2 LotFrontage 1201 non-null float64\n", | |
| " 3 LotArea 1460 non-null int64 \n", | |
| " 4 Street 1460 non-null object \n", | |
| " 5 Alley 91 non-null object \n", | |
| " 6 LotShape 1460 non-null object \n", | |
| " 7 LandContour 1460 non-null object \n", | |
| " 8 Utilities 1460 non-null object \n", | |
| " 9 LotConfig 1460 non-null object \n", | |
| " 10 LandSlope 1460 non-null object \n", | |
| " 11 Neighborhood 1460 non-null object \n", | |
| " 12 Condition1 1460 non-null object \n", | |
| " 13 Condition2 1460 non-null object \n", | |
| " 14 BldgType 1460 non-null object \n", | |
| " 15 HouseStyle 1460 non-null object \n", | |
| " 16 OverallQual 1460 non-null int64 \n", | |
| " 17 OverallCond 1460 non-null int64 \n", | |
| " 18 YearBuilt 1460 non-null int64 \n", | |
| " 19 YearRemodAdd 1460 non-null int64 \n", | |
| " 20 RoofStyle 1460 non-null object \n", | |
| " 21 RoofMatl 1460 non-null object \n", | |
| " 22 Exterior1st 1460 non-null object \n", | |
| " 23 Exterior2nd 1460 non-null object \n", | |
| " 24 MasVnrType 1452 non-null object \n", | |
| " 25 MasVnrArea 1452 non-null float64\n", | |
| " 26 ExterQual 1460 non-null object \n", | |
| " 27 ExterCond 1460 non-null object \n", | |
| " 28 Foundation 1460 non-null object \n", | |
| " 29 BsmtQual 1423 non-null object \n", | |
| " 30 BsmtCond 1423 non-null object \n", | |
| " 31 BsmtExposure 1422 non-null object \n", | |
| " 32 BsmtFinType1 1423 non-null object \n", | |
| " 33 BsmtFinSF1 1460 non-null int64 \n", | |
| " 34 BsmtFinType2 1422 non-null object \n", | |
| " 35 BsmtFinSF2 1460 non-null int64 \n", | |
| " 36 BsmtUnfSF 1460 non-null int64 \n", | |
| " 37 TotalBsmtSF 1460 non-null int64 \n", | |
| " 38 Heating 1460 non-null object \n", | |
| " 39 HeatingQC 1460 non-null object \n", | |
| " 40 CentralAir 1460 non-null object \n", | |
| " 41 Electrical 1459 non-null object \n", | |
| " 42 1stFlrSF 1460 non-null int64 \n", | |
| " 43 2ndFlrSF 1460 non-null int64 \n", | |
| " 44 LowQualFinSF 1460 non-null int64 \n", | |
| " 45 GrLivArea 1460 non-null int64 \n", | |
| " 46 BsmtFullBath 1460 non-null int64 \n", | |
| " 47 BsmtHalfBath 1460 non-null int64 \n", | |
| " 48 FullBath 1460 non-null int64 \n", | |
| " 49 HalfBath 1460 non-null int64 \n", | |
| " 50 BedroomAbvGr 1460 non-null int64 \n", | |
| " 51 KitchenAbvGr 1460 non-null int64 \n", | |
| " 52 KitchenQual 1460 non-null object \n", | |
| " 53 TotRmsAbvGrd 1460 non-null int64 \n", | |
| " 54 Functional 1460 non-null object \n", | |
| " 55 Fireplaces 1460 non-null int64 \n", | |
| " 56 FireplaceQu 770 non-null object \n", | |
| " 57 GarageType 1379 non-null object \n", | |
| " 58 GarageYrBlt 1379 non-null float64\n", | |
| " 59 GarageFinish 1379 non-null object \n", | |
| " 60 GarageCars 1460 non-null int64 \n", | |
| " 61 GarageArea 1460 non-null int64 \n", | |
| " 62 GarageQual 1379 non-null object \n", | |
| " 63 GarageCond 1379 non-null object \n", | |
| " 64 PavedDrive 1460 non-null object \n", | |
| " 65 WoodDeckSF 1460 non-null int64 \n", | |
| " 66 OpenPorchSF 1460 non-null int64 \n", | |
| " 67 EnclosedPorch 1460 non-null int64 \n", | |
| " 68 3SsnPorch 1460 non-null int64 \n", | |
| " 69 ScreenPorch 1460 non-null int64 \n", | |
| " 70 PoolArea 1460 non-null int64 \n", | |
| " 71 PoolQC 7 non-null object \n", | |
| " 72 Fence 281 non-null object \n", | |
| " 73 MiscFeature 54 non-null object \n", | |
| " 74 MiscVal 1460 non-null int64 \n", | |
| " 75 MoSold 1460 non-null int64 \n", | |
| " 76 YrSold 1460 non-null int64 \n", | |
| " 77 SaleType 1460 non-null object \n", | |
| " 78 SaleCondition 1460 non-null object \n", | |
| " 79 SalePrice 1460 non-null int64 \n", | |
| "dtypes: float64(3), int64(34), object(43)\n", | |
| "memory usage: 923.9+ KB\n" | |
| ] | |
| } | |
| ], | |
| "id": "vXBlRFSdiiXh" | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Pandas profiling report" | |
| ], | |
| "metadata": { | |
| "id": "SqcdB4afiiXi" | |
| }, | |
| "id": "SqcdB4afiiXi" | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# @title Update `pandas-profiling`\n", | |
| "import sys\n", | |
| "!{sys.executable} -m pip install -U -q pandas-profiling" | |
| ], | |
| "metadata": { | |
| "cellView": "form", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "EGKOqu_3lBqx", | |
| "outputId": "dda9a137-fd49-4174-d478-ecb19f9e2822" | |
| }, | |
| "id": "EGKOqu_3lBqx", | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\u001b[K |████████████████████████████████| 315 kB 4.1 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 690 kB 50.2 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 62 kB 1.1 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 9.9 MB 40.9 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 102 kB 66.2 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 4.7 MB 28.9 MB/s \n", | |
| "\u001b[K |████████████████████████████████| 296 kB 46.6 MB/s \n", | |
| "\u001b[?25h Building wheel for htmlmin (setup.py) ... \u001b[?25l\u001b[?25hdone\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# @title Generate the report\n", | |
| "from pandas_profiling import ProfileReport\n", | |
| "\n", | |
| "report = ProfileReport(df, minimal=True)\n", | |
| "report" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-11-22T13:18:52.485139Z", | |
| "iopub.execute_input": "2022-11-22T13:18:52.485463Z", | |
| "iopub.status.idle": "2022-11-22T13:19:20.890811Z", | |
| "shell.execute_reply.started": "2022-11-22T13:18:52.485433Z", | |
| "shell.execute_reply": "2022-11-22T13:19:20.889608Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 917, | |
| "referenced_widgets": [ | |
| "25360bfd888b45589d13391ae25152bf", | |
| "730e4c0ce7f04bb7811f05f4aa98c81d", | |
| "39861cb32ece4527ba26fd846ad43f1c", | |
| "8de6b015ad614fc2b87cae2018fa0d81", | |
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| "a5650e9936c94360ba7d182bee7c994c", | |
| "451421f2856240cfb8c54477c0382e1d", | |
| "817f8ceede904034979eeda6e641de9b", | |
| "886b08b166064888a76c2f6e385ff3a1", | |
| "1a3601a42c6c4f3d8dd387dbba9267cf", | |
| "0c81855d4ac74d0e9eec8bebc5c73e3f", | |
| "c603c016f94f46eca65bba09d4483320", | |
| "ba644b0892f040deb87bc2ff6c67504c", | |
| "c598f64d182e4902a5d406db31cf97df", | |
| "f57831c0f5524caf8b732dacddef739a", | |
| "45f5cb1ca4be40899ffa0c5d28fa0408", | |
| "15443dbebe9340b49fab794380e19641", | |
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| "41ea76ce2ad04204ba90b4819f0fd88b", | |
| "a7b06fd8be684285bfc6b6d07f2aec18", | |
| "90cd617562564c60a22d32b6950b3750", | |
| "ee4bf42aff5e4d1588e10f07c35fd2c0", | |
| "fc3ac9b155ad433884624e2096c6e6a5", | |
| "8fa2a29fff23411daba62b82e31fe541", | |
| "d3a99198b9a446f3a543b58517f9f76f", | |
| "5d4f15830f9b45bb8360ad5291242f7c" | |
| ] | |
| }, | |
| "cellView": "form", | |
| "id": "b-zhwBUmiiXj", | |
| "outputId": "a6e8fd62-8f12-4f77-decf-2c96656ad9c1" | |
| }, | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Summarize dataset: 0%| | 0/5 [00:00<?, ?it/s]" | |
| ], | |
| "application/vnd.jupyter.widget-view+json": { | |
| "version_major": 2, | |
| "version_minor": 0, | |
| "model_id": "25360bfd888b45589d13391ae25152bf" | |
| } | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Generate report structure: 0%| | 0/1 [00:00<?, ?it/s]" | |
| ], | |
| "application/vnd.jupyter.widget-view+json": { | |
| "version_major": 2, | |
| "version_minor": 0, | |
| "model_id": "3b4d20ab6a0d471895b3b9a135e1bc2a" | |
| } | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Render HTML: 0%| | 0/1 [00:00<?, ?it/s]" | |
| ], | |
| "application/vnd.jupyter.widget-view+json": { | |
| "version_major": 2, | |
| "version_minor": 0, | |
| "model_id": "45f5cb1ca4be40899ffa0c5d28fa0408" | |
| } | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [ | |
| "<iframe width=\"100%\" height=\"800px\" 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 by YData! Visit us at https://ydata.ai"><meta name=author content="YData and the open source community."><meta name=generator content="Pandas Profiling v3.4.0"><meta name=url content=https://github.com/ydataai/pandas-profiling><meta name=date content="2022-11-22 14:02:26.169935"><title>Pandas Profiling Report</title><style>\n", | |
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| " * 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", | |
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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>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", | |
| ".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, table.sample, table.duplicate{\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".stats tr, .sample tr, .duplicate tr {\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".stats th, .stats td{\n", | |
| " color: #555;\n", | |
| " border: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".stats th {\n", | |
| " padding: 0 2em 0 0;\n", | |
| " font-weight: 600;\n", | |
| "}\n", | |
| "\n", | |
| ".stats td {\n", | |
| " padding: 1px;\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "/* Sample table */\n", | |
| "table.sample, table.duplicate{\n", | |
| " margin-bottom: 2em;\n", | |
| " margin-left: 1em;\n", | |
| "}\n", | |
| "\n", | |
| ".sample td, .sample th, .duplicate td, .duplicate th {\n", | |
| " padding: 0.5em;\n", | |
| " white-space: nowrap;\n", | |
| " border: 0;\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| ".sample thead, .duplicate thead {\n", | |
| " border-top: 0;\n", | |
| " border-bottom: 2px solid #ddd;\n", | |
| "}\n", | |
| "\n", | |
| ".sample td, .duplicate 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", | |
| "/* 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:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n", | |
| " width: auto;\n", | |
| " max-width: none;\n", | |
| "\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| "}\n", | |
| "\n", | |
| ".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n", | |
| " width: 100px;\n", | |
| " text-align: right;\n", | |
| "}\n", | |
| ".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\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, #duplicate-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", | |
| "}\n", | |
| "\n", | |
| ".variable-description{\n", | |
| " color: #777;\n", | |
| " font-size: 10pt;\n", | |
| " margin-top: 10px;\n", | |
| " font-style: italic;\n", | |
| "}\n", | |
| "\n", | |
| "select.multiple{\n", | |
| " width: 180px;\n", | |
| " height: 500px;\n", | |
| " margin: 10px 0;\n", | |
| "}\n", | |
| "\n", | |
| ".named-list-item{\n", | |
| " padding: 1em;\n", | |
| "}\n", | |
| "\n", | |
| "/* not printing tabs */\n", | |
| "@media print {\n", | |
| " .tab-content > .tab-pane, .collapse {\n", | |
| " display: block !important;\n", | |
| " opacity: 1 !important;\n", | |
| " visibility: visible !important;\n", | |
| " /*page-break-after: always;*/\n", | |
| " page-break-after: right;\n", | |
| " page-break-before: avoid;\n", | |
| " }\n", | |
| "\n", | |
| " .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img {\n", | |
| " display:none !important;\n", | |
| " }\n", | |
| "\n", | |
| " a[download="config.yml"]:after {\n", | |
| " content: none !important;\n", | |
| " }\n", | |
| "\n", | |
| " .row {\n", | |
| " border: 0 !important;\n", | |
| " }\n", | |
| "}\n", | |
| "\n", | |
| ".text-placeholder {\n", | |
| " display: inline-block;\n", | |
| " background-color: #444;\n", | |
| " height: 12px;\n", | |
| " border-radius: 100px;\n", | |
| " margin: 5px 0;\n", | |
| " min-width: 200px;\n", | |
| " opacity: .1;\n", | |
| "}</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>Pandas Profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a class=anchor href=#overview>Overview</a></li><li><a class=anchor href=#variables-dropdown>Variables</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>38</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>81</td></tr><tr><th>Number of observations</th><td>1460</td></tr><tr><th>Missing cells</th><td>6965</td></tr><tr><th>Missing cells (%)</th><td>5.9%</td></tr><tr><th>Total size in memory</th><td>924.0 KiB</td></tr><tr><th>Average record size in memory</th><td>648.1 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Numeric</th><td>38</td></tr><tr><th>Categorical</th><td>43</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a class=anchor href=#pp_var_-4044077858387873843><code>LotFrontage</code></a> has 259 (17.7%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_258406018026027638><code>Alley</code></a> has 1369 (93.8%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-2858849814570840190><code>BsmtQual</code></a> has 37 (2.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_6119403546867449275><code>BsmtCond</code></a> has 37 (2.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-4963924125629159253><code>BsmtExposure</code></a> has 38 (2.6%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_6309851549413161248><code>BsmtFinType1</code></a> has 37 (2.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-1266378276065602033><code>BsmtFinType2</code></a> has 38 (2.6%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-7805914113439283279><code>FireplaceQu</code></a> has 690 (47.3%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-9002985155993494212><code>GarageType</code></a> has 81 (5.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-3292606403279478772><code>GarageYrBlt</code></a> has 81 (5.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-3669064606432411652><code>GarageFinish</code></a> has 81 (5.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_9099992673762792408><code>GarageQual</code></a> has 81 (5.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_1090087254179405539><code>GarageCond</code></a> has 81 (5.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_4540491282612095237><code>PoolQC</code></a> has 1453 (99.5%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_1088612784519984643><code>Fence</code></a> has 1179 (80.8%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_-7326731601130060817><code>MiscFeature</code></a> has 1406 (96.3%) missing values </td><td><span class="label label-info">Missing</span></td></tr><tr><td><a class=anchor href=#pp_var_950183101935382672><code>MiscVal</code></a> is highly skewed (γ1 = 24.47679419) </td><td><span class="label label-info">Skewed</span></td></tr><tr><td><a class=anchor href=#pp_var_-721515842184382588><code>Id</code></a> has unique values </td><td><span class="label label-primary">Unique</span></td></tr><tr><td><a class=anchor href=#pp_var_-3866325343024943794><code>MasVnrArea</code></a> has 861 (59.0%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_8224717097615944133><code>BsmtFinSF1</code></a> has 467 (32.0%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_1709302172053000589><code>BsmtFinSF2</code></a> has 1293 (88.6%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-1327757963434974413><code>BsmtUnfSF</code></a> has 118 (8.1%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-455834921365763496><code>TotalBsmtSF</code></a> has 37 (2.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_8197690633779897473><code>2ndFlrSF</code></a> has 829 (56.8%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-1362592608856367097><code>LowQualFinSF</code></a> has 1434 (98.2%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-5973120491352219852><code>BsmtFullBath</code></a> has 856 (58.6%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-758951824489329411><code>BsmtHalfBath</code></a> has 1378 (94.4%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-560636293679163672><code>HalfBath</code></a> has 913 (62.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_7496303561124392373><code>Fireplaces</code></a> has 690 (47.3%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_4243338361972717254><code>GarageCars</code></a> has 81 (5.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-7710755141285662556><code>GarageArea</code></a> has 81 (5.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-6481823842736707903><code>WoodDeckSF</code></a> has 761 (52.1%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_410831913976555702><code>OpenPorchSF</code></a> has 656 (44.9%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_3982196820091903723><code>EnclosedPorch</code></a> has 1252 (85.8%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-5001584332437709327><code>3SsnPorch</code></a> has 1436 (98.4%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_4957948012300892599><code>ScreenPorch</code></a> has 1344 (92.1%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_-5608958505286209371><code>PoolArea</code></a> has 1453 (99.5%) zeros </td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a class=anchor href=#pp_var_950183101935382672><code>MiscVal</code></a> has 1408 (96.4%) zeros </td><td><span class="label label-info">Zeros</span></td></tr></table></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2022-11-22 14:02:26.169935</td></tr><tr><th>Analysis finished</th><td>2022-11-22 14:02:27.349947</td></tr><tr><th>Duration</th><td>1.18 second</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v3.4.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json 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value=OverallCond>OverallCond</option><option value=YearBuilt>YearBuilt</option><option value=YearRemodAdd>YearRemodAdd</option><option value=RoofStyle>RoofStyle</option><option value=RoofMatl>RoofMatl</option><option value=Exterior1st>Exterior1st</option><option value=Exterior2nd>Exterior2nd</option><option value=MasVnrType>MasVnrType</option><option value=MasVnrArea>MasVnrArea</option><option value=ExterQual>ExterQual</option><option value=ExterCond>ExterCond</option><option value=Foundation>Foundation</option><option value=BsmtQual>BsmtQual</option><option value=BsmtCond>BsmtCond</option><option value=BsmtExposure>BsmtExposure</option><option value=BsmtFinType1>BsmtFinType1</option><option value=BsmtFinSF1>BsmtFinSF1</option><option value=BsmtFinType2>BsmtFinType2</option><option value=BsmtFinSF2>BsmtFinSF2</option><option value=BsmtUnfSF>BsmtUnfSF</option><option value=TotalBsmtSF>TotalBsmtSF</option><option value=Heating>Heating</option><option value=HeatingQC>HeatingQC</option><option value=CentralAir>CentralAir</option><option value=Electrical>Electrical</option><option value=1stFlrSF>1stFlrSF</option><option value=2ndFlrSF>2ndFlrSF</option><option value=LowQualFinSF>LowQualFinSF</option><option value=GrLivArea>GrLivArea</option><option value=BsmtFullBath>BsmtFullBath</option><option value=BsmtHalfBath>BsmtHalfBath</option><option value=FullBath>FullBath</option><option value=HalfBath>HalfBath</option><option value=BedroomAbvGr>BedroomAbvGr</option><option value=KitchenAbvGr>KitchenAbvGr</option><option value=KitchenQual>KitchenQual</option><option value=TotRmsAbvGrd>TotRmsAbvGrd</option><option value=Functional>Functional</option><option value=Fireplaces>Fireplaces</option><option value=FireplaceQu>FireplaceQu</option><option value=GarageType>GarageType</option><option value=GarageYrBlt>GarageYrBlt</option><option value=GarageFinish>GarageFinish</option><option value=GarageCars>GarageCars</option><option 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</div> 0.1% </td></tr><tr class><td title=976>976</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=975>975</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=974>974</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=973>973</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class=other><td title="Other values (1450)">Other values (1450)</td><td>1450</td><td><div class=bar style=width:100.0%> 99.3% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-721515842184382588bottom--721515842184382588extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-721515842184382588extreme_values--721515842184382588firstn aria-controls=-721515842184382588extreme_values--721515842184382588firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#-721515842184382588extreme_values--721515842184382588lastn aria-controls=-721515842184382588extreme_values--721515842184382588lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-721515842184382588extreme_values--721515842184382588firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1>1</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=2>2</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=3>3</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=4>4</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=5>5</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-721515842184382588extreme_values--721515842184382588lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1460>1460</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=1459>1459</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=1458>1458</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=1457>1457</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=1456>1456</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_8906135945796978943></a><div class=variable><div class=col-sm-3><p class=h4 title=MSSubClass><a href=#pp_var_8906135945796978943>MSSubClass</a><br><small>Real number (&Ropf;<sub>&ge;0</sub>)</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>15</td></tr><tr><th>Distinct (%)</th><td>1.0%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>56.89726027</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>20</td></tr><tr><th>Maximum</th><td>190</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n", | |
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| ""/></g></g></g><defs><clippath id=p244a77e63c><rect height=232.805515 width=364.525 x=56.675 y=10.8 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=15) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=8906135945796978943bottom-8906135945796978943common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=20>20</td><td>536</td><td><div class=bar style=width:100.0%> 36.7% </div></td></tr><tr class><td title=60>60</td><td>299</td><td><div class=bar style=width:55.8%> 20.5% </div></td></tr><tr class><td title=50>50</td><td>144</td><td><div class=bar style=width:26.9%> &nbsp; </div> 9.9% </td></tr><tr class><td title=120>120</td><td>87</td><td><div class=bar style=width:16.2%> &nbsp; </div> 6.0% </td></tr><tr class><td title=30>30</td><td>69</td><td><div class=bar style=width:12.9%> &nbsp; </div> 4.7% </td></tr><tr class><td title=160>160</td><td>63</td><td><div class=bar style=width:11.8%> &nbsp; </div> 4.3% </td></tr><tr class><td title=70>70</td><td>60</td><td><div class=bar style=width:11.2%> &nbsp; </div> 4.1% </td></tr><tr class><td title=80>80</td><td>58</td><td><div class=bar style=width:10.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=90>90</td><td>52</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.6% </td></tr><tr class><td title=190>190</td><td>30</td><td><div class=bar style=width:5.6%> &nbsp; </div> 2.1% </td></tr><tr class=other><td title="Other values (5)">Other values (5)</td><td>62</td><td><div class=bar style=width:11.6%> &nbsp; </div> 4.2% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=8906135945796978943bottom-8906135945796978943extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8906135945796978943extreme_values-8906135945796978943firstn aria-controls=8906135945796978943extreme_values-8906135945796978943firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#8906135945796978943extreme_values-8906135945796978943lastn aria-controls=8906135945796978943extreme_values-8906135945796978943lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8906135945796978943extreme_values-8906135945796978943firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=20>20</td><td>536</td><td><div class=bar style=width:100.0%> 36.7% </div></td></tr><tr class><td title=30>30</td><td>69</td><td><div class=bar style=width:12.9%> &nbsp; </div> 4.7% </td></tr><tr class><td title=40>40</td><td>4</td><td><div class=bar style=width:0.7%> &nbsp; </div> 0.3% </td></tr><tr class><td title=45>45</td><td>12</td><td><div class=bar style=width:2.2%> &nbsp; </div> 0.8% </td></tr><tr class><td title=50>50</td><td>144</td><td><div class=bar style=width:26.9%> &nbsp; </div> 9.9% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=8906135945796978943extreme_values-8906135945796978943lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=190>190</td><td>30</td><td><div class=bar style=width:34.5%> &nbsp; </div> 2.1% </td></tr><tr class><td title=180>180</td><td>10</td><td><div class=bar style=width:11.5%> &nbsp; </div> 0.7% </td></tr><tr class><td title=160>160</td><td>63</td><td><div class=bar style=width:72.4%> 4.3% </div></td></tr><tr class><td title=120>120</td><td>87</td><td><div class=bar style=width:100.0%> 6.0% </div></td></tr><tr class><td title=90>90</td><td>52</td><td><div class=bar style=width:59.8%> 3.6% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_7047921806688471789></a><div class=variable><div class=col-sm-3><p class=h4 title=MSZoning><a href=#pp_var_7047921806688471789>MSZoning</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>5</td></tr><tr><th>Distinct (%)</th><td>0.3%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> RL </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1151&nbsp; </div></td></tr><tr class><th width=50%> RM </th><td width=50%><div class=bar style=width:18.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 218&nbsp; </div></td></tr><tr class><th width=50%> FV </th><td width=50%><div class=bar style=width:5.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 65 </td></tr><tr class><th width=50%> RH </th><td width=50%><div class=bar style=width:1.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 16 </td></tr><tr class><th width=50%> C (all) </th><td width=50%><div class=bar style=width:0.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 10 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-7047921806688471789, #minifreqtable7047921806688471789" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-7047921806688471789 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#7047921806688471789bottom-7047921806688471789overview aria-controls=7047921806688471789bottom-7047921806688471789overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#7047921806688471789bottom-7047921806688471789string aria-controls=7047921806688471789bottom-7047921806688471789string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=7047921806688471789bottom-7047921806688471789overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>RL</td></tr><tr><th>2nd row</th><td>RL</td></tr><tr><th>3rd row</th><td>RL</td></tr><tr><th>4th row</th><td>RL</td></tr><tr><th>5th row</th><td>RL</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=7047921806688471789bottom-7047921806688471789string><div class=row><div class=col-sm-6><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=RL>RL</td><td>1151</td><td><div class=bar style=width:100.0%> 78.8% </div></td></tr><tr class><td title=RM>RM</td><td>218</td><td><div class=bar style=width:18.9%> &nbsp; </div> 14.9% </td></tr><tr class><td title=FV>FV</td><td>65</td><td><div class=bar style=width:5.6%> &nbsp; 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| "L 421.2 10.8 \n", | |
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| ""/></g></g></g><defs><clippath id=pa42a3652ac><rect height=219.635651 width=364.525 x=56.675 y=10.8 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=2174257455784840793bottom-2174257455784840793common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=7200>7200</td><td>25</td><td><div class=bar style=width:1.9%> &nbsp; </div> 1.7% </td></tr><tr class><td title=9600>9600</td><td>24</td><td><div class=bar style=width:1.8%> &nbsp; </div> 1.6% </td></tr><tr class><td title=6000>6000</td><td>17</td><td><div class=bar style=width:1.3%> &nbsp; </div> 1.2% </td></tr><tr class><td title=9000>9000</td><td>14</td><td><div class=bar style=width:1.1%> &nbsp; </div> 1.0% </td></tr><tr class><td title=8400>8400</td><td>14</td><td><div class=bar style=width:1.1%> &nbsp; </div> 1.0% </td></tr><tr class><td title=10800>10800</td><td>14</td><td><div class=bar style=width:1.1%> &nbsp; </div> 1.0% </td></tr><tr class><td title=1680>1680</td><td>10</td><td><div class=bar style=width:0.8%> &nbsp; </div> 0.7% </td></tr><tr class><td title=7500>7500</td><td>9</td><td><div class=bar style=width:0.7%> &nbsp; </div> 0.6% </td></tr><tr class><td title=9100>9100</td><td>8</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.5% </td></tr><tr class><td title=8125>8125</td><td>8</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.5% </td></tr><tr class=other><td title="Other values (1063)">Other values (1063)</td><td>1317</td><td><div class=bar style=width:100.0%> 90.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=2174257455784840793bottom-2174257455784840793extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#2174257455784840793extreme_values-2174257455784840793firstn aria-controls=2174257455784840793extreme_values-2174257455784840793firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#2174257455784840793extreme_values-2174257455784840793lastn aria-controls=2174257455784840793extreme_values-2174257455784840793lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=2174257455784840793extreme_values-2174257455784840793firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1300>1300</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=1477>1477</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=1491>1491</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=1526>1526</td><td>1</td><td><div class=bar style=width:50.0%> 0.1% </div></td></tr><tr class><td title=1533>1533</td><td>2</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=2174257455784840793extreme_values-2174257455784840793lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=215245>215245</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=164660>164660</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=159000>159000</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=115149>115149</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=70761>70761</td><td>1</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_8754940476058458128></a><div class=variable><div class=col-sm-3><p class=h4 title=Street><a href=#pp_var_8754940476058458128>Street</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>2</td></tr><tr><th>Distinct (%)</th><td>0.1%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> Pave </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1454&nbsp; </div></td></tr><tr class><th width=50%> Grvl </th><td width=50%><div class=bar style=width:0.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 6 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-8754940476058458128, #minifreqtable8754940476058458128" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-8754940476058458128 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8754940476058458128bottom-8754940476058458128overview aria-controls=8754940476058458128bottom-8754940476058458128overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#8754940476058458128bottom-8754940476058458128string aria-controls=8754940476058458128bottom-8754940476058458128string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8754940476058458128bottom-8754940476058458128overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>Pave</td></tr><tr><th>2nd row</th><td>Pave</td></tr><tr><th>3rd row</th><td>Pave</td></tr><tr><th>4th row</th><td>Pave</td></tr><tr><th>5th row</th><td>Pave</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=8754940476058458128bottom-8754940476058458128string><div class=row><div class=col-sm-6><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Pave>Pave</td><td>1454</td><td><div class=bar style=width:100.0%> 99.6% </div></td></tr><tr class><td title=Grvl>Grvl</td><td>6</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr></tbody></table></div><div class=col-sm-6><h4>Category Frequency Plot</h4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n", | |
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| ""/></defs><g style=fill:#262626; transform="translate(71.136 195.3297)scale(0.1728 -0.1728)"><use xlink:href=#DejaVuSans-83 /><use x=63.476562 xlink:href=#DejaVuSans-101 /><use x=125 xlink:href=#DejaVuSans-118 /></g></g></g></g></g><defs><clippath id=pcf9c972160><rect height=108.72 width=390.6 x=7.2 y=7.2 /></clippath></defs></svg></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_8517157861837513229></a><div class=variable><div class=col-sm-3><p class=h4 title=Neighborhood><a href=#pp_var_8517157861837513229>Neighborhood</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>25</td></tr><tr><th>Distinct (%)</th><td>1.7%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> NAmes </th><td width=50%><div class=bar style=width:28.6% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 225&nbsp; </div></td></tr><tr class><th width=50%> CollgCr </th><td width=50%><div class=bar style=width:19.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 150&nbsp; </div></td></tr><tr class><th width=50%> OldTown </th><td width=50%><div class=bar style=width:14.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 113&nbsp; </div></td></tr><tr class><th width=50%> Edwards </th><td width=50%><div class=bar style=width:12.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 100&nbsp; </div></td></tr><tr class><th width=50%> Somerst </th><td width=50%><div class=bar style=width:10.9% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 86&nbsp; </div></td></tr><tr class=other><th width=50%> Other values (20) </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 786&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-8517157861837513229, #minifreqtable8517157861837513229" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-8517157861837513229 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8517157861837513229bottom-8517157861837513229overview aria-controls=8517157861837513229bottom-8517157861837513229overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#8517157861837513229bottom-8517157861837513229string aria-controls=8517157861837513229bottom-8517157861837513229string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8517157861837513229bottom-8517157861837513229overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>CollgCr</td></tr><tr><th>2nd row</th><td>Veenker</td></tr><tr><th>3rd row</th><td>CollgCr</td></tr><tr><th>4th row</th><td>Crawfor</td></tr><tr><th>5th row</th><td>NoRidge</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=8517157861837513229bottom-8517157861837513229string><div class=row><div class=col-sm-12><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=NAmes>NAmes</td><td>225</td><td><div class=bar style=width:53.1%> 15.4% </div></td></tr><tr class><td title=CollgCr>CollgCr</td><td>150</td><td><div class=bar style=width:35.4%> &nbsp; </div> 10.3% </td></tr><tr class><td title=OldTown>OldTown</td><td>113</td><td><div class=bar style=width:26.7%> &nbsp; </div> 7.7% </td></tr><tr class><td title=Edwards>Edwards</td><td>100</td><td><div class=bar style=width:23.6%> &nbsp; </div> 6.8% </td></tr><tr class><td title=Somerst>Somerst</td><td>86</td><td><div class=bar style=width:20.3%> &nbsp; </div> 5.9% </td></tr><tr class><td title=Gilbert>Gilbert</td><td>79</td><td><div class=bar style=width:18.6%> &nbsp; </div> 5.4% </td></tr><tr class><td title=NridgHt>NridgHt</td><td>77</td><td><div class=bar style=width:18.2%> &nbsp; </div> 5.3% </td></tr><tr class><td title=Sawyer>Sawyer</td><td>74</td><td><div class=bar style=width:17.5%> &nbsp; </div> 5.1% </td></tr><tr class><td title=NWAmes>NWAmes</td><td>73</td><td><div class=bar style=width:17.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=SawyerW>SawyerW</td><td>59</td><td><div class=bar style=width:13.9%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (15)">Other values (15)</td><td>424</td><td><div class=bar style=width:100.0%> 29.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-6609116637900692996></a><div class=variable><div class=col-sm-3><p class=h4 title=Condition1><a href=#pp_var_-6609116637900692996>Condition1</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>9</td></tr><tr><th>Distinct (%)</th><td>0.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class="col-sm- collapse in" id=minifreqtable><table class="mini freq"><tr class><th width=50%> Norm </th><td width=50%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 1260&nbsp; </div></td></tr><tr class><th width=50%> Feedr </th><td width=50%><div class=bar style=width:6.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 81 </td></tr><tr class><th width=50%> Artery </th><td width=50%><div class=bar style=width:3.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 48 </td></tr><tr class><th width=50%> RRAn </th><td width=50%><div class=bar style=width:2.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 26 </td></tr><tr class><th width=50%> PosN </th><td width=50%><div class=bar style=width:1.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 19 </td></tr><tr class=other><th width=50%> Other values (4) </th><td width=50%><div class=bar style=width:2.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 26 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--6609116637900692996, #minifreqtable-6609116637900692996" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom--6609116637900692996 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-6609116637900692996bottom--6609116637900692996overview aria-controls=-6609116637900692996bottom--6609116637900692996overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-6609116637900692996bottom--6609116637900692996string aria-controls=-6609116637900692996bottom--6609116637900692996string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-6609116637900692996bottom--6609116637900692996overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>Norm</td></tr><tr><th>2nd row</th><td>Feedr</td></tr><tr><th>3rd row</th><td>Norm</td></tr><tr><th>4th row</th><td>Norm</td></tr><tr><th>5th row</th><td>Norm</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-6609116637900692996bottom--6609116637900692996string><div class=row><div class=col-sm-6><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Norm>Norm</td><td>1260</td><td><div class=bar style=width:100.0%> 86.3% </div></td></tr><tr class><td title=Feedr>Feedr</td><td>81</td><td><div class=bar style=width:6.4%> &nbsp; </div> 5.5% </td></tr><tr class><td title=Artery>Artery</td><td>48</td><td><div class=bar style=width:3.8%> &nbsp; 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</div></td></tr><tr class><th width=50%> Feedr </th><td width=50%><div class=bar style=width:0.4% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 6 </td></tr><tr class><th width=50%> Artery </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 2 </td></tr><tr class><th width=50%> RRNn </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 2 </td></tr><tr class><th width=50%> PosN </th><td width=50%><div class=bar style=width:0.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 2 </td></tr><tr class=other><th width=50%> Other values (3) </th><td width=50%><div class=bar style=width:0.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 3 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-1197965650409948020, #minifreqtable1197965650409948020" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-1197965650409948020 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1197965650409948020bottom-1197965650409948020overview aria-controls=1197965650409948020bottom-1197965650409948020overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#1197965650409948020bottom-1197965650409948020string aria-controls=1197965650409948020bottom-1197965650409948020string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1197965650409948020bottom-1197965650409948020overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>3 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.2%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>Norm</td></tr><tr><th>2nd row</th><td>Norm</td></tr><tr><th>3rd row</th><td>Norm</td></tr><tr><th>4th row</th><td>Norm</td></tr><tr><th>5th row</th><td>Norm</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=1197965650409948020bottom-1197965650409948020string><div class=row><div class=col-sm-6><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Norm>Norm</td><td>1445</td><td><div class=bar style=width:100.0%> 99.0% </div></td></tr><tr class><td title=Feedr>Feedr</td><td>6</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=Artery>Artery</td><td>2</td><td><div class=bar style=width:0.1%> &nbsp; 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</div></td></tr><tr class><th width=50%> 2Story </th><td width=50%><div class=bar style=width:61.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 445&nbsp; </div></td></tr><tr class><th width=50%> 1.5Fin </th><td width=50%><div class=bar style=width:21.2% data-toggle=tooltip data-placement=right data-html=true data-delay=500> 154&nbsp; </div></td></tr><tr class><th width=50%> SLvl </th><td width=50%><div class=bar style=width:9.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 65 </td></tr><tr class><th width=50%> SFoyer </th><td width=50%><div class=bar style=width:5.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 37 </td></tr><tr class=other><th width=50%> Other values (3) </th><td width=50%><div class=bar style=width:4.5% data-toggle=tooltip data-placement=right data-html=true data-delay=500> &nbsp; </div> 33 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-25486759442125376, #minifreqtable25486759442125376" aria-expanded=true aria-controls=collapseExample>Toggle details</button></div><div id=bottom-25486759442125376 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#25486759442125376bottom-25486759442125376overview aria-controls=25486759442125376bottom-25486759442125376overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#25486759442125376bottom-25486759442125376string aria-controls=25486759442125376bottom-25486759442125376string role=tab data-toggle=tab>Categories</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=25486759442125376bottom-25486759442125376overview><div class=row><div class=col-sm-6><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>2Story</td></tr><tr><th>2nd row</th><td>1Story</td></tr><tr><th>3rd row</th><td>2Story</td></tr><tr><th>4th row</th><td>2Story</td></tr><tr><th>5th row</th><td>2Story</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=25486759442125376bottom-25486759442125376string><div class=row><div class=col-sm-6><h4>Common Values</h4><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1Story>1Story</td><td>726</td><td><div class=bar style=width:100.0%> 49.7% </div></td></tr><tr class><td title=2Story>2Story</td><td>445</td><td><div class=bar style=width:61.3%> 30.5% </div></td></tr><tr class><td title=1.5Fin>1.5Fin</td><td>154</td><td><div class=bar style=width:21.2%> &nbsp; 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| ""/></g></g></g><defs><clippath id=p9335168fc6><rect height=241.821126 width=364.525 x=56.675 y=10.8 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=9) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=7563046253966581377bottom-7563046253966581377common_values><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=5>5</td><td>821</td><td><div class=bar style=width:100.0%> 56.2% </div></td></tr><tr class><td title=6>6</td><td>252</td><td><div class=bar style=width:30.7%> &nbsp; </div> 17.3% </td></tr><tr class><td title=7>7</td><td>205</td><td><div class=bar style=width:25.0%> &nbsp; </div> 14.0% </td></tr><tr class><td title=8>8</td><td>72</td><td><div class=bar style=width:8.8%> &nbsp; </div> 4.9% </td></tr><tr class><td title=4>4</td><td>57</td><td><div class=bar style=width:6.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=3>3</td><td>25</td><td><div class=bar style=width:3.0%> &nbsp; </div> 1.7% </td></tr><tr class><td title=9>9</td><td>22</td><td><div class=bar style=width:2.7%> &nbsp; </div> 1.5% </td></tr><tr class><td title=2>2</td><td>5</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.3% </td></tr><tr class><td title=1>1</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=7563046253966581377bottom-7563046253966581377extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#7563046253966581377extreme_values-7563046253966581377firstn aria-controls=7563046253966581377extreme_values-7563046253966581377firstn role=tab data-toggle=tab>Minimum 5 values</a></li><li role=presentation><a href=#7563046253966581377extreme_values-7563046253966581377lastn aria-controls=7563046253966581377extreme_values-7563046253966581377lastn role=tab data-toggle=tab>Maximum 5 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=7563046253966581377extreme_values-7563046253966581377firstn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1>1</td><td>1</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=2>2</td><td>5</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.3% </td></tr><tr class><td title=3>3</td><td>25</td><td><div class=bar style=width:3.0%> &nbsp; </div> 1.7% </td></tr><tr class><td title=4>4</td><td>57</td><td><div class=bar style=width:6.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=5>5</td><td>821</td><td><div class=bar style=width:100.0%> 56.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=7563046253966581377extreme_values-7563046253966581377lastn><table class="freq table table-hover table-striped"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=9>9</td><td>22</td><td><div class=bar style=width:2.7%> &nbsp; </div> 1.5% </td></tr><tr class><td title=8>8</td><td>72</td><td><div class=bar style=width:8.8%> &nbsp; </div> 4.9% </td></tr><tr class><td title=7>7</td><td>205</td><td><div class=bar style=width:25.0%> &nbsp; </div> 14.0% </td></tr><tr class><td title=6>6</td><td>252</td><td><div class=bar style=width:30.7%> &nbsp; </div> 17.3% </td></tr><tr class><td title=5>5</td><td>821</td><td><div class=bar style=width:100.0%> 56.2% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-5835865680840717960></a><div class=variable><div class=col-sm-3><p class=h4 title=YearBuilt><a href=#pp_var_-5835865680840717960>YearBuilt</a><br><small>Real number (&Ropf;<sub>&ge;0</sub>)</small></p><p class=variable-description></p></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>112</td></tr><tr><th>Distinct (%)</th><td>7.7%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>1971.267808</td></tr></tbody></table></div><div class=col-sm-3><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1872</td></tr><tr><th>Maximum</th><td>2010</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>11.5 KiB</td></tr></tbody></table></div><div class=col-sm-3><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n", | |
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