notebooks/DataSynthesizer__random_mode.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (random mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in random mode.\n",
    "\n",
    "### Step 1 import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DataSynthesizer.DataDescriber import DataDescriber\n",
    "from DataSynthesizer.DataGenerator import DataGenerator\n",
    "from DataSynthesizer.ModelInspector import ModelInspector\n",
    "from DataSynthesizer.lib.utils import read_json_file, display_bayesian_network\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2 user-defined parameteres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input dataset\n",
    "input_data = './data/adult_ssn.csv'\n",
    "# location of two output files\n",
    "mode = 'random_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": 3,
   "metadata": {},
   "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",
    "# 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": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_random_mode(input_data)\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": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_random_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": 6,
   "metadata": {},
   "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": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}