Autoviz.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "205b67d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip install autoviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4dd83df2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imported AutoViz_Class version: 0.0.81. Call using:\n",
      "    from autoviz.AutoViz_Class import AutoViz_Class\n",
      "    AV = AutoViz_Class()\n",
      "    AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0,\n",
      "                            lowess=False,chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30)\n",
      "Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook.\n",
      "      verbose=2 saves plots in your local machine under AutoViz_Plots directory and does not display charts.\n"
     ]
    }
   ],
   "source": [
    "from autoviz.AutoViz_Class import AutoViz_Class\n",
    "\n",
    "AV = AutoViz_Class()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c4e23e14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of your Data Set: (891, 12)\n",
      "############## C L A S S I F Y I N G  V A R I A B L E S  ####################\n",
      "Classifying variables in data set...\n",
      "    Number of Numeric Columns =  2\n",
      "    Number of Integer-Categorical Columns =  3\n",
      "    Number of String-Categorical Columns =  1\n",
      "    Number of Factor-Categorical Columns =  0\n",
      "    Number of String-Boolean Columns =  1\n",
      "    Number of Numeric-Boolean Columns =  1\n",
      "    Number of Discrete String Columns =  2\n",
      "    Number of NLP String Columns =  0\n",
      "    Number of Date Time Columns =  0\n",
      "    Number of ID Columns =  2\n",
      "    Number of Columns to Delete =  0\n",
      "    12 Predictors classified...\n",
      "        This does not include the Target column(s)\n",
      "        4 variables removed since they were ID or low-information variables\n",
      "Number of All Scatter Plots = 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time to run AutoViz (in seconds) = 2.350\n",
      "\n",
      " ###################### VISUALIZATION Completed ########################\n"
     ]
    }
   ],
   "source": [
    "filename = \"titanic.csv\"\n",
    "sep = \",\"\n",
    "dft = AV.AutoViz(\n",
    "    filename,\n",
    "    sep=\",\",\n",
    "    depVar=\"\",\n",
    "    dfte=None,\n",
    "    header=0,\n",
    "    verbose=0,\n",
    "    lowess=False,\n",
    "    chart_format=\"svg\",\n",
    "    max_rows_analyzed=150000,\n",
    "    max_cols_analyzed=30,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0116079c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}