DataSynthesizer Usage (independent attribute mode).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (independent attribute mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in independent attribute mode.\n",
    "\n",
    "### Step 1 import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding current direcotry into sys.path\n",
    "import os, sys\n",
    "sys.path.append(os.getcwd() + '/DataSynthesizer/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from DataDescriber import DataDescriber\n",
    "from DataGenerator import DataGenerator\n",
    "from ModelInspector import ModelInspector\n",
    "from lib.utils import read_json_file\n",
    "\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2 user-defined parameteres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# input dataset\n",
    "input_data = './data/adult_ssn.csv'\n",
    "# location of two output files\n",
    "mode = 'independent_attribute_mode'\n",
    "description_file = f'./out/{mode}/description.json'\n",
    "synthetic_data = f'./out/{mode}/sythetic_data.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Default values set here, change here if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# An attribute is categorical if its domain size is less than this threshold.\n",
    "# Here modify the threshold to adapt to the domain size of \"education\" (which is 14 in input dataset).\n",
    "threshold_value = 20 \n",
    "\n",
    "# specify categorical attributes\n",
    "categorical_attributes = {'education': True}\n",
    "\n",
    "# specify which attributes are candidate keys of input dataset.\n",
    "candidate_keys = {'age': False}\n",
    "\n",
    "# Number of tuples generated in synthetic dataset.\n",
    "num_tuples_to_generate = 32561 # Here 32561 is the same as input dataset, but it can be set to another number."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3 DataDescriber\n",
    "\n",
    "1. Instantiate a DataDescriber.\n",
    "2. Compute the statistics of the dataset.\n",
    "3. Save dataset description to a file on local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_independent_attribute_mode(dataset_file=input_data,\n",
    "                                                         attribute_to_is_categorical=categorical_attributes,\n",
    "                                                         attribute_to_is_candidate_key=candidate_keys)\n",
    "describer.save_dataset_description_to_file(description_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4 generate synthetic dataset\n",
    "\n",
    "1. Instantiate a DataGenerator.\n",
    "2. Generate a synthetic dataset.\n",
    "3. Save it to local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_independent_mode(num_tuples_to_generate, description_file)\n",
    "generator.save_synthetic_data(synthetic_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5 compare the statistics of input and sythetic data (optional)\n",
    "\n",
    "The synthetic data is already saved in a file by step 4. The ModelInspector is for a quick test on the similarity between input and synthetic datasets.\n",
    "\n",
    "#### 5.1 instantiate a ModelInspector.\n",
    "\n",
    "It needs input dataset, synthetic dataset, and attribute description."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Read both datasets using Pandas.\n",
    "input_df = pd.read_csv(input_data, skipinitialspace=True)\n",
    "synthetic_df = pd.read_csv(synthetic_data)\n",
    "# Read attribute description from the dataset description file.\n",
    "attribute_description = read_json_file(description_file)['attribute_description']\n",
    "\n",
    "inspector = ModelInspector(input_df, synthetic_df, attribute_description)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2 compare histograms between input and synthetic datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for attribute in synthetic_df.columns:\n",
    "    inspector.compare_histograms(attribute)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3 compare pairwise mutual information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inspector.mutual_information_heatmap()"
   ]
  }
 ],
 "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": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}