notebooks/DataSynthesizer__correlated_attribute_mode.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (correlated attribute mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in correlated 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 = 'correlated_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 = {'ssn': True}\n",
    "\n",
    "# A parameter in Differential Privacy. It roughly means that removing a row in the input dataset will not \n",
    "# change the probability of getting the same output more than a multiplicative difference of exp(epsilon).\n",
    "# Increase epsilon value to reduce the injected noises. Set epsilon=0 to turn off differential privacy.\n",
    "epsilon = 1\n",
    "\n",
    "# The maximum number of parents in Bayesian network, i.e., the maximum number of incoming edges.\n",
    "degree_of_bayesian_network = 2\n",
    "\n",
    "# Number of tuples generated in synthetic dataset.\n",
    "num_tuples_to_generate = 1000 # 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": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================ Constructing Bayesian Network (BN) ================\n",
      "Adding ROOT relationship\n",
      "Adding attribute marital-status\n",
      "Adding attribute age\n",
      "Adding attribute sex\n",
      "Adding attribute education\n",
      "Adding attribute income\n",
      "========================== BN constructed ==========================\n"
     ]
    }
   ],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_correlated_attribute_mode(dataset_file=input_data, \n",
    "                                                        epsilon=epsilon, \n",
    "                                                        k=degree_of_bayesian_network,\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": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Constructed Bayesian network:\n",
      "    marital-status has parents ['relationship'].\n",
      "    age            has parents ['marital-status', 'relationship'].\n",
      "    sex            has parents ['marital-status', 'relationship'].\n",
      "    education      has parents ['sex', 'age'].\n",
      "    income         has parents ['sex', 'age'].\n"
     ]
    }
   ],
   "source": [
    "display_bayesian_network(describer.bayesian_network)"
   ]
  },
  {
   "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": {},
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_correlated_attribute_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": {},
   "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": {},
   "outputs": [
    {
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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": 9,
   "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
}