notebooks/DataSynthesizer__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": [
    "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 = 'independent_attribute_mode'\n",
    "description_file = f'./out/{mode}/description.json'\n",
    "synthetic_data = f'./out/{mode}/sythetic_data.csv'"
   ]
  },
  {
   "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",
    "# 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": 4,
   "metadata": {},
   "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": 5,
   "metadata": {},
   "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": 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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}