TRGAN_V2_train.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import copy\n",
    "%matplotlib inline\n",
    "from typing import Union,TypeVar\n",
    "from datetime import datetime\n",
    "import joblib\n",
    "import sys\n",
    "import json\n",
    "\n",
    "import torch\n",
    "from torch import optim\n",
    "from torch.autograd import Variable, grad\n",
    "from torch.utils.data import DataLoader, Dataset\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
    "from scipy.special import rel_entr, kl_div\n",
    "from scipy.spatial.distance import jensenshannon\n",
    "from scipy.stats import kstest, ks_2samp, wasserstein_distance\n",
    "import scipy.stats as sts\n",
    "from tqdm import tqdm\n",
    "\n",
    "from TRGAN.TRGAN_main_V2 import *\n",
    "from TRGAN.encoders import *\n",
    "import TRGAN.TRGAN_train_load_modules as trgan\n",
    "from TRGAN.evaluation_metrics import *\n",
    "from TRGAN.methods_comparison import *\n",
    "from TRGAN.TRGAN_light_preprocessing import *\n",
    "from TRGAN.data_preprocessing import load_data\n",
    "\n",
    "# import random\n",
    "\n",
    "# random.seed(55555)\n",
    "# np.random.seed(55555)\n",
    "\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "DEVICE = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = load_data(path='Data/', name='czech')\n",
    "# data = load_data(path='Data/', name='users_spb_only')\n",
    "# data = load_data(path='Data/', name='transaction_secret')\n",
    "data = load_data(path='Data/', name='data_uk_clean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account_id</th>\n",
       "      <th>amount</th>\n",
       "      <th>balance</th>\n",
       "      <th>description</th>\n",
       "      <th>date</th>\n",
       "      <th>id</th>\n",
       "      <th>type</th>\n",
       "      <th>tcode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>835e3f4c1ea0f2ed</td>\n",
       "      <td>-32.00</td>\n",
       "      <td>306.00</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>f8aa72e2bf06862b</td>\n",
       "      <td>Debit</td>\n",
       "      <td>BT Broadband__Utility Bill__Debit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>41631602b2500444</td>\n",
       "      <td>-7.99</td>\n",
       "      <td>740.01</td>\n",
       "      <td>Amazon Prime</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>7dc5fe8e578fdc86</td>\n",
       "      <td>Debit</td>\n",
       "      <td>Amazon Prime__Subscription__Debit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4691da9d47227a68</td>\n",
       "      <td>-973.00</td>\n",
       "      <td>-42.00</td>\n",
       "      <td>Mortgage</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>1dffd9ccf6e22cd7</td>\n",
       "      <td>Debit</td>\n",
       "      <td>Mortgage__Utility Bill__Debit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>dd78a9b5418d8782</td>\n",
       "      <td>-968.00</td>\n",
       "      <td>-72.00</td>\n",
       "      <td>Mortgage</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>98fcfaafab9774f7</td>\n",
       "      <td>Debit</td>\n",
       "      <td>Mortgage__Utility Bill__Debit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29610573ca5d43c1</td>\n",
       "      <td>-21.00</td>\n",
       "      <td>493.00</td>\n",
       "      <td>Three Mobile</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>cf5f275d6d0b780e</td>\n",
       "      <td>Debit</td>\n",
       "      <td>Three Mobile__Utility Bill__Debit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         account_id  amount  balance   description       date  \\\n",
       "0  835e3f4c1ea0f2ed  -32.00   306.00  BT Broadband 2017-04-01   \n",
       "1  41631602b2500444   -7.99   740.01  Amazon Prime 2017-04-01   \n",
       "2  4691da9d47227a68 -973.00   -42.00      Mortgage 2017-04-01   \n",
       "3  dd78a9b5418d8782 -968.00   -72.00      Mortgage 2017-04-01   \n",
       "4  29610573ca5d43c1  -21.00   493.00  Three Mobile 2017-04-01   \n",
       "\n",
       "                 id   type                              tcode  \n",
       "0  f8aa72e2bf06862b  Debit  BT Broadband__Utility Bill__Debit  \n",
       "1  7dc5fe8e578fdc86  Debit  Amazon Prime__Subscription__Debit  \n",
       "2  1dffd9ccf6e22cd7  Debit      Mortgage__Utility Bill__Debit  \n",
       "3  98fcfaafab9774f7  Debit      Mortgage__Utility Bill__Debit  \n",
       "4  cf5f275d6d0b780e  Debit  Three Mobile__Utility Bill__Debit  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "onehot_cols = ['type', 'tcode']\n",
    "cat_feat_names = ['account_id', 'description', 'id']\n",
    "num_feat_names = ['amount', 'balance']\n",
    "log1p_transform_cols = []\n",
    "date_feature = 'date'\n",
    "time_feature = ''\n",
    "client_id = 'account_id'\n",
    "mcc_name = 'tcode'\n",
    "\n",
    "latent_dim = {'onehot': 20, 'categorical': 6, 'numerical': 6, 'cv': 20}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# onehot_cols = ['MCC', 'OpType', 'NAME', 'PaymentSystem', 'ISOWNTERMINAL']\n",
    "# cat_feat_names = ['CustomerKey', 'ID', 'TERMINAL_CODE', 'ADDRESS',\\\n",
    "#                 'TRANS_DETAIL', 'DETAILED_CARD_TYPE', 'ACCOUNT_ID', 'CARD']\n",
    "\n",
    "# num_feat_names = ['AMOUNT_EQ', 'PAY_AMT', 'HOUR', 'MINUTE', 'SECOND']\n",
    "# log1p_transform_cols = ['AMOUNT_EQ', 'PAY_AMT']\n",
    "# date_feature = 'DATE'\n",
    "# time_feature = 'TRANS_TIME'\n",
    "# client_id = 'CustomerKey'\n",
    "# mcc_name = 'MCC'\n",
    "\n",
    "# latent_dim = {'onehot': 30, 'categorical': 4, 'numerical': 3, 'cv': 20}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# onehot_cols = ['shop']\n",
    "# cat_feat_names = ['TRANS_DETAIL', 'customer']\n",
    "\n",
    "# num_feat_names = ['AMOUNT_EQ', 'HOUR', 'MINUTE', 'SECOND']\n",
    "# log1p_transform_cols = ['AMOUNT_EQ']\n",
    "# date_feature = 'TRANS_DATE'\n",
    "# time_feature = 'TRANS_TIME'\n",
    "# client_id = 'customer'\n",
    "# mcc_name = 'shop'\n",
    "\n",
    "# latent_dim = {'onehot': 30, 'categorical': len(cat_feat_names), 'numerical': len(num_feat_names), 'cv': 20}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cat_feat_names = ['customer']\n",
    "# onehot_cols = ['mcc']\n",
    "# num_feat_names = ['amount', 'balance', 'age']\n",
    "# log1p_transform_cols = ['amount']\n",
    "# date_feature = 'transaction_date'\n",
    "# time_feature = ''\n",
    "# client_id = 'customer'\n",
    "# mcc_name = 'mcc'\n",
    "\n",
    "# latent_dim = {'onehot': 20, 'categorical': 2, 'numerical': 2, 'cv': 10}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normal, sc = prob_int_transform(X_emb[:, latent_dim['onehot']:-latent_dim['numerical']])\n",
    "# s = synth_data[:, latent_dim['onehot']:-latent_dim['numerical']]\n",
    "# s = (s - np.mean(s, axis=0)) / np.std(s, axis=0)\n",
    "\n",
    "# plt.hist(X_emb[:, latent_dim['onehot']:-latent_dim['numerical']][:, 0], bins=60, alpha=0.7)\n",
    "# plt.hist(s[:, 0], bins=60, alpha=0.7)\n",
    "\n",
    "# plt.show()\n",
    "\n",
    "# plt.hist(inverse_prob_int_transform(s, scaler_cat['scaler_01'])[:, 6], bins=60)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = log1p_transform(data, log1p_transform_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss E_oh: 5.240200717793186e-09: 100%|██████████| 40/40 [00:27<00:00,  1.44it/s] \n",
      "Loss E_cat: 8.566926226194482e-07: 100%|██████████| 40/40 [00:25<00:00,  1.55it/s] \n",
      "Loss E_num: 1.0013224738258941e-07: 100%|██████████| 40/40 [00:25<00:00,  1.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing poisson intensity...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss E_cv: 0.000094181: 100%|██████████| 20/20 [00:12<00:00,  1.66it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6min 46s, sys: 31.2 s, total: 7min 17s\n",
      "Wall time: 2min 56s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "X_emb, X_oh, cond_vector, synth_date, scaler_cat, scaler_onehot, scaler_num, cv_params, scaler, round_array = \\\n",
    "            trgan.embeddings(data, cat_feat_names, num_feat_names, onehot_cols, date_feature, time_feature, client_id, latent_dim, device=DEVICE, load=False, epochs=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Discriminator Loss: -0.04997 || Discriminator 2 Loss: -0.00141 || Generator Loss: 0.04003 || Supervisor Loss: 0.02948: 100%|██████████| 40/40 [01:13<00:00,  1.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4min 12s, sys: 28.5 s, total: 4min 40s\n",
      "Wall time: 1min 13s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "dim_noise = 20\n",
    "generator, supervisor, loss_array = trgan.train(X_emb, cond_vector, latent_dim, dim_noise, epochs=40, load=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = len(X_emb[:])\n",
    "synth_data, synth_date, params = sample(n_samples, generator, supervisor, dim_noise, cond_vector, X_emb, cv_params['encoder'], data,\\\n",
    "                                date_feature, client_id, cv_params=cv_params, device=DEVICE)\n",
    "\n",
    "X_emb1 = scaler.inverse_transform(X_emb)\n",
    "synth_data = scaler.inverse_transform(synth_data)\n",
    "\n",
    "synth_df = inverse_transform(synth_data, latent_dim, X_oh.columns, scaler_onehot, scaler_cat, scaler_num, cat_feat_names,\n",
    "                             mcc_name, num_feat_names, True, synth_date, time_feature, round_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AADMECwAAYIZgAQAAzBAsAACAGYIFAAAwQ7AAAABmCBYAAMAMwQIAAJghWAAAADMECwAAYIZgAQAAzBAsAACAGYIFAAAwQ7AAAABmCBYAAMAMwQIAAJghWAAAADMECwAAYIZgAQAAzBAsAACAGYIFAAAwQ7AAAABm3PHuAIDoap94sNltO0ydE8OeAEDzMGMBAADMECwAAIAZggUAADBDsAAAAGYIFgAAwAzBAgAAmCFYAAAAMwQLAABghmABAADMECwAAIAZggUAADBDsAAAAGYIFgAAwAzBAgAAmCFYAAAAMwQLAABghmABAADMECwAAIAZd7w7AKSah7oMb3T7vMBHbdQTALDHjAUAADDDjAVibv6W/Y1sdSk9I73N+gIAiC1mLAAAgBmCBQAAMOP4o5CdO3dq3bp12rt3ryorKzVjxgx997vfjUXfAABAknE8Y+Hz+dSnTx/dfPPNsegPAABIYo5nLAYPHqzBgwfHoi8AACDJxfyqEL/fL7/fH1p2uVzKzMwM/ZxK6o831Y5bau7xplpdGuGSXEGHD2mn4yp1f2+ioybhqEekeNYk5sFizZo1Ki0tDS0XFhZq4cKFys7OjvVTJ6ycnJx4d6FNpWccakab05ecnurA+cQKSOnpGY4flt2rVww6kzhS7femOahJOOoRKR41iXmwGDNmjEaPHh1ark9PFRUVCgQCsX76hOJyuZSTkyOv16tg0OHb0STmq/E1uj09Iz3UJlhb1xZdSng+X43kcIgcPHgwNp2Js1T9vWkMNQlHPSLFoiZut7tZkwIxDxYej0cej6fBbak6AILBYIode2PHeuY0XSrVpAlB59Vo72Mq9X5vmkZNwlGPSPGoCfPOAADAjOMZi5qaGnm93tDyoUOHtG/fPnXp0kU9evQw7RwAAEgujoPFl19+qQceeCC0vHLlSknSiBEjdMcdd9j1DAAAJB3HweI73/mOSkpKYtEXtFPBvbsb3X6qQxonbQJAO8E5FgAAwAzBAgAAmCFYAAAAMwQLAABghmABAADMECwAAIAZggUAADBDsAAAAGYIFgAAwEzM724KwJm56UNV5274m0hnHt/axr0BAGeYsQAAAGYIFgAAwAzBAgAAmCFYAAAAMwQLAABghmABAADMcLlpCpm/ZX/UbbNH9o7ZvgEAqYMZCwAAYIYZi3aEWYPUVvvEg81u22HqnBj2BEAqI1gkGcIDACCRESzaseDe3c1v3MpzLAAAkDjHAgAAGCJYAAAAM3wUAklNn7vR2stRAQCpgRkLAABghhkLNAtXowAAmoNgASSRh7oMb3T7zONb26gnANAwPgoBAABmmLGAJGffeeEq7BfDngAAkhkzFgAAwAzBAgAAmCFYAAAAMwQLAABghmABAADMECwAAIAZggUAADBDsAAAAGb4giw45uTLtAArtY/PU7CZbTtMnRPTvgCIjmCRZHhRB5pW+8SDjtoTRAA7BAugHWnsJmXcoAxAW+AcCwAAYIZgAQAAzBAsAACAGc6xABBT87fsb3T77JG9W7zvxs4pkZp/XomTkz050RNoHMECgKTGA0BrXvzjqang0RhOdgVahmABpIgzX2RdTcwiJIrTYcel9IxDqmlFSADQdggWABoV3LtbtdtXNLu9048KmvqoJF6izXa4tuxP2hkcoC0QLAC0WktnQ5r7hW+nOiTOeeZOghbnYyAVESwANKk15yoASC0ECwBwyOpqFKA9IljEmdN7Goh3jkDCqw8eDX0sxPkZaO8IFgAQIw2dQ9LY+Rmck4H2gGABAG2osY9RuOIE7QHBIsFwkhwAIJklzjVcAAAg6bVoxmLjxo1av369qqqqVFBQoIkTJ6pv377WfQOAlBLcu1sPNvLdHvVXm7gk6eE/tU2nAIccB4t3331XK1eu1KRJk9SvXz+98sorWrBggR599FGde+65sehj0ol2pYdLUkVGhmprahRs2y4BANAmHAeLl19+WaNGjdJVV10lSZo0aZI+/vhjvfnmm/rxj39s3T8AMdDcb7xMtH3jfyoeuDsmb1K4MgWt5ShYBAIBlZWVhQWItLQ0DRw4ULt27WrwMX6/X36/P7TscrmUmZkpt7v9njfaITfKWd0uye1JV53fp2h/DXp36h67jiWotDSX6uqYw6lHPSJRk9P+qh+GfnZak5urP2lewxdWOOpT2vhJjtrHgsvlkiR5PB4Fg4wTKTY1ae7rtqNX92PHjqmurk5ZWVlh67OysnTgwIEGH7NmzRqVlpaGlocPH67p06erW7duTp46uUyd2eKHtvyRANCY6+LdgZjr0aNHvLuQcOJRk5hfFTJmzBitWLEi9N+kSZPCZjBSycmTJ3Xffffp5MmT8e5KwqAm4ahHJGoSiZqEox6R4lkTRzMWXbt2VVpamqqqqsLWV1VVRcxi1PN4PPJ4PC3tX7sSDAa1d+9epurOQE3CUY9I1CQSNQlHPSLFsyaOZizcbreKioq0Y8eO0Lq6ujrt2LFDxcXF5p0DAADJxfEZlKNHj9bSpUtVVFSkvn37asOGDfL5fBo5cmQMugcAAJKJ42AxbNgwHTt2TCUlJaqqqlKfPn00c+bMqB+F4H88Ho/Gjh3LR0NnoCbhqEckahKJmoSjHpHiWRNXkA+lAACAEe4VAgAAzBAsAACAGYIFAAAwQ7AAAABm2u8NO+Lg+PHjeuaZZ/TRRx/J5XLpsssu069//WtlZGQ02P7QoUO68847G9x299136/LLL5ckjRs3LmL79OnTNXz4cLvOx4jTmkjS3LlztXPnzrB111xzjW699dbQ8uHDh/XUU0/ps88+U0ZGhkaMGKEJEyaoQ4cOMTsWK05rcvz4cZWUlGjbtm06fPiwunbtqqFDh2r8+PHq1KlTqF0yjZONGzdq/fr1qqqqUkFBgSZOnKi+fftGbf/ee+/p+eefV0VFhXJycvSzn/1Ml156aWh7MBhUSUmJ3njjDZ04cUIDBgzQLbfcol69erXF4bSak3q8/vrr+vvf/679+/dLkoqKinTTTTeFtV+6dKneeuutsMddcsklmjVrVuwOwpiTmmzZskVPPvlk2DqPx6NVq1aFlpN9jEjOatLQ31FJGjx4sO6//35JsRsnBAtDjz/+uCorKzV79mzV1tbqySef1LJlyzR9+vQG2/fo0UN//vOfw9a9/vrrWrdunQYPHhy2fsqUKRo0aFBo+cwXlETmtCb1Ro0apRtvvDG03LFjx9DPdXV1evjhh5WVlaX58+ersrJSS5YsUYcOHTRhwoSYHYsVpzU5cuSIjhw5ol/84hfKy8sLharKykrdc889YW2TYZy8++67WrlypSZNmqR+/frplVde0YIFC/Too4/q3HPPjWj/r3/9S4899pgmTJigSy+9VO+8844eeeQRLVy4UPn5+ZKkl156SX/72990xx13qGfPnnr++ee1YMECLV68OGzsJCKn9di5c6eGDx+u/v37y+Px6KWXXtL8+fO1ePFide/+v5sYDho0SFOmTAktJ9ONH53WRJIyMzP12GOPRd1nMo8RyXlNZsyYoUAgEFr+5ptvdO+994besNaLxTjhoxAjX331lT755BPdfvvt6tevnwYMGKCJEyfq3Xff1ZEjRxp8TFpamrKyssL+++CDD3T55ZdHvHvt1KlTWLtk+EVoSU3qpaenhx3vmS+Q27Zt01dffaWpU6eqT58+Gjx4sG688Ua9+uqrYb9IiaglNcnPz9eMGTM0ZMgQ5eTk6KKLLtL48eP10Ucfqba2NqxtMoyTl19+WaNGjdJVV12lvLw8TZo0SR07dtSbb77ZYPsNGzZo0KBB+tGPfqS8vDyNHz9eRUVF2rhxo6TT70Q3bNigG264QUOHDlVBQYHuvPNOVVZW6h//+EdbHlqLOK3HtGnTdO2116pPnz664IILdPvttysYDGr79u1h7dxud9hY6NKlS1scjgmnNZFO383z7L+n9ZJ9jEjOa9KlS5ewWnz66adKT0/X9773vbB2sRgnBAsju3btUufOnXXhhReG1g0cOFAul0t79uxp1j7Kysq0b98+XX311RHbli9frptvvln333+/Nm/enBTfid+amrz99tu6+eabdc8992j16tXy+Xxh+83Pzw/7wzFo0CCdPHkyND2cqCzGiSRVV1crMzMz4qOfRB8ngUBAZWVlGjhwYGhdWlqaBg4cqF27djX4mF27doW1l05P1+7evVvS6Y8Uq6qqdPHFF4e2d+rUSX379o26z0TRknqczefzKRAIRLwg7Ny5U7fccoumT5+up556St98841p32OlpTWpqanRlClTNHnyZC1atCjsb0EyjxHJZpxs3rxZw4YNi3jTGotxkjxzYwmuqqpKXbt2DVvXoUMHdenSJeKmbdFs3rxZF1xwgfr37x+2fty4cbrooouUnp6ubdu2afny5aqpqdF11yX2bZBbWpMrrrhCPXr0UPfu3fXvf/9bq1at0oEDBzRjxozQfs/+ptf6qcDm1jpeLMbJsWPH9MILL+iaa64JW58M4+TYsWOqq6uL+PfLysrSgQMHGnxMVVVVxFTvueeeG6pX/f8ba5OoWlKPs61atUrdu3cPe9EZNGiQLrvsMvXs2VNer1fPPvusHnroIS1YsEBpaYn9frIlNcnNzdXkyZNVUFCg6upqrVu3TrNnz9bixYt13nnnJfUYkVo/Tvbs2aP9+/dr8uTJYetjNU4IFk1YtWqVXnrppUbb/PGPf2z185w6dUrvvPOOfvKTn0RsGzt2bOjnwsJC+Xw+rV+/Pm4vGLGuyZkvmPn5+erWrZvmzZsnr9ernJycFu83ltpqnFRXV+t3v/ud8vLy9NOf/jRsW6KNE8Te2rVrtXXrVs2dOzfsY68zT9jNz89XQUGBpk6dqs8++yxi9qc9KC4uDrsRZnFxse6++2699tprGj9+fBx7lhg2b96s/Pz8iBM9YzVOCBZN+OEPf9jkDdbOP/98ZWVl6dixY2Hra2trdfz48WbdR+X999+Xz+fTiBEjmmzbr18/vfDCC/L7/XH5Hvi2qkm9+l+G+mCRlZUV8bHB0aNHJSlu96xpi5qcPHlSDz30kDIzMzVjxowmT7KK9zhpSNeuXZWWlhbxLrGhWah6WVlZoX/fekePHg21r///0aNH1a1bt7A2ffr0Mep5bLSkHvXWrVuntWvXas6cOSooKGi07fnnn69zzjlHXq834YNFa2pSz+12q7CwUF6vV1JyjxGpdTWpqanR1q1bw06Gj8ZqnCT2nFgC6Nq1qy644IJG/3O73SouLtaJEydUVlYWeuyOHTsUDAYbvYyu3ubNmzVkyJCIafKG7Nu3T507d47bi0Vb1aTevn37JCn0B6G4uFjl5eVhLzaffvqpMjMzlZeXZ3OQDsW6JtXV1Zo/f77cbrd+85vfNOukzHiPk4a43W4VFRVpx44doXV1dXXasWNH2DvOMxUXF0ecmPjpp5+qX79+kqSePXsqKysrrE11dbX27NkTdZ+JoiX1kE5f4fDCCy9o5syZYefrRPPf//5Xx48fD3tRTVQtrcmZ6urqVF5eHjreZB4jUutq8v777ysQCOjKK69s8nmsxgnBwkheXp4GDRqkZcuWac+ePfriiy/0zDPPaNiwYaFLwI4cOaK77ror4t221+vV559/rlGjRkXs98MPP9Qbb7yh8vJyeb1ebdq0SWvWrNEPfvCDNjmu1mhJTbxer0pLS1VWVqZDhw7pww8/1NKlS/Wtb30r9K7skksuUV5enpYsWaJ9+/bpk08+0XPPPadrr702oV5EG9KSmlRXV2vBggXy+Xy6/fbbdfLkSVVVVamqqkp1dXWSkmucjB49Wm+88Ya2bNmir776Sk8//bR8Pl9oxmfJkiVavXp1qP11112nbdu2af369fr6669VUlKiL7/8Ut///vclnb4a4LrrrtOLL76oDz/8UOXl5VqyZIm6deumoUOHxuMQHXFaj7Vr1+r555/X5MmT1bNnz9BYqKmpkXT6Hepf//pX7dq1S4cOHdL27du1aNEi5eTk6JJLLonHITrmtCalpaXatm2b/vOf/6isrEyPP/64KioqQn9Tk32MSM5rUm/z5s0aOnSozjnnnLD1sRwnfBRiaNq0aVq+fLnmzZsX+uKjiRMnhrYHAgEdOHAg7AoH6fQ/fPfu3cPOWK7ndrv16quv6i9/+YuCwaBycnL0y1/+ssEQkoic1sTtdmv79u3asGGDfD6fzjvvPF122WW64YYbQo9JS0vTb3/7Wz399NOaPXu20tPTNWLEiGZN9SUCpzXZu3dv6AqIadOmhe1ryZIl6tmzZ1KNk2HDhunYsWMqKSlRVVWV+vTpo5kzZ4amdA8fPiyXyxVq379/f02bNk3PPfecnn32WfXq1Uv33ntv6DssJOn666+Xz+fTsmXLVF1drQEDBmjmzJkJebnt2ZzW47XXXlMgENDixYvD9jN27FiNGzdOaWlpKi8v11tvvaUTJ06E/rbceOONCR+86zmtyfHjx7Vs2TJVVVWpc+fOKioq0vz588NmMJN5jEjOayJJBw4c0BdffKHZs2dH7C+W44TbpgMAADN8FAIAAMwQLAAAgBmCBQAAMEOwAAAAZggWAADADMECAACYIVgAAAAzBAsAAGCGYAEAAMwQLAAAgBmCBQAAMEOwAAAAZv4fzYl/axngynUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for i in range(latent_dim['onehot'],X_emb1.shape[1]):\n",
    "#     plt.hist(X_emb1[:, i], bins=40, alpha=0.7, density=True)\n",
    "#     plt.hist(synth_data[:, i], bins=40, alpha=0.7, density=True)\n",
    "\n",
    "#     plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>tcode</th>\n",
       "      <th>account_id</th>\n",
       "      <th>description</th>\n",
       "      <th>id</th>\n",
       "      <th>amount</th>\n",
       "      <th>balance</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Debit</td>\n",
       "      <td>BT Broadband__Utility Bill__Debit</td>\n",
       "      <td>7750e23a2a77dead</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>f529c0026ef313cf</td>\n",
       "      <td>-1589.41</td>\n",
       "      <td>-2970.29</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Debit</td>\n",
       "      <td>Amazon Prime__Subscription__Debit</td>\n",
       "      <td>b9e88d39e08f846d</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>890f84c05665a26c</td>\n",
       "      <td>-1574.31</td>\n",
       "      <td>-2907.59</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Debit</td>\n",
       "      <td>Credit Card Payment__Credit Card__Debit</td>\n",
       "      <td>b9e88d39e08f846d</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>0a4d1b933072b87f</td>\n",
       "      <td>-1564.84</td>\n",
       "      <td>-2866.56</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Debit</td>\n",
       "      <td>Mortgage__Utility Bill__Debit</td>\n",
       "      <td>b9e88d39e08f846d</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>4cb2ea4a82616c3f</td>\n",
       "      <td>-1559.18</td>\n",
       "      <td>-2841.83</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Debit</td>\n",
       "      <td>Three Mobile__Utility Bill__Debit</td>\n",
       "      <td>b9e88d39e08f846d</td>\n",
       "      <td>BT Broadband</td>\n",
       "      <td>19fcd8d6232fded8</td>\n",
       "      <td>-1555.91</td>\n",
       "      <td>-2828.58</td>\n",
       "      <td>2017-04-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    type                                    tcode        account_id  \\\n",
       "0  Debit        BT Broadband__Utility Bill__Debit  7750e23a2a77dead   \n",
       "1  Debit        Amazon Prime__Subscription__Debit  b9e88d39e08f846d   \n",
       "2  Debit  Credit Card Payment__Credit Card__Debit  b9e88d39e08f846d   \n",
       "3  Debit            Mortgage__Utility Bill__Debit  b9e88d39e08f846d   \n",
       "4  Debit        Three Mobile__Utility Bill__Debit  b9e88d39e08f846d   \n",
       "\n",
       "    description                id   amount  balance       date  \n",
       "0  BT Broadband  f529c0026ef313cf -1589.41 -2970.29 2017-04-01  \n",
       "1  BT Broadband  890f84c05665a26c -1574.31 -2907.59 2017-04-01  \n",
       "2  BT Broadband  0a4d1b933072b87f -1564.84 -2866.56 2017-04-01  \n",
       "3  BT Broadband  4cb2ea4a82616c3f -1559.18 -2841.83 2017-04-01  \n",
       "4  BT Broadband  19fcd8d6232fded8 -1555.91 -2828.58 2017-04-01  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synth_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X_emb2 = copy.deepcopy(X_emb1)\n",
    "# temp = copy.deepcopy(X_emb1[:, -3:])\n",
    "# np.random.shuffle(temp)\n",
    "# X_emb2[:, -3:] = temp\n",
    "\n",
    "# synth_df = inverse_transform(X_emb1 + np.random.normal(0, 0.001,size=X_emb1.shape), latent_dim, X_oh.columns, scaler_onehot, scaler_cat, scaler_num, cat_feat_names,\n",
    "#                              mcc_name, num_feat_names, True, synth_date, time_feature, round_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['account_id', 'description', 'id']"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_feat_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist_categorical(data, synth_df, 'account_id', 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = inverse_log1p_transform(data, log1p_transform_cols)\n",
    "# synth_df = inverse_log1p_transform(synth_df, log1p_transform_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['amount', 'balance']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_feat_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist_numerical(data, synth_df, 'amount', tick=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mean</th>\n",
       "      <th>Std</th>\n",
       "      <th>Kurtosis</th>\n",
       "      <th>Skewness</th>\n",
       "      <th>D_JS</th>\n",
       "      <th>Wassertein distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Real</th>\n",
       "      <td>72.8</td>\n",
       "      <td>765.0</td>\n",
       "      <td>11.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRGAN</th>\n",
       "      <td>38.2</td>\n",
       "      <td>717.0</td>\n",
       "      <td>12.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>39.16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Mean    Std  Kurtosis  Skewness    D_JS  Wassertein distance\n",
       "Real   72.8  765.0      11.2       3.0  0.0000                 0.00\n",
       "TRGAN  38.2  717.0      12.1       3.0  0.0837                39.16"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate_numerical([data['amount'], synth_df['amount']], ['Real', 'TRGAN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist_onehot(data, synth_df, mcc_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_categorical(data_array, index, data_cont_array, mcc_name):\n",
    "    data_array = copy.deepcopy(data_array)\n",
    "    \n",
    "    if data_array[0][mcc_name].dtype == 'int' or data_array[0][mcc_name].dtype == 'float':\n",
    "        tv_values = list(map(lambda x: TVComplement.compute(real_data=data_array[0][mcc_name], synthetic_data=x[mcc_name]), data_array))\n",
    "    \n",
    "        cont_sim_value = list(map(lambda x: ContingencySimilarity.compute(real_data=data_array[0][data_cont_array], synthetic_data=x[data_cont_array]), data_array))\n",
    "        val_counts = list(map(lambda x: int(x[mcc_name].value_counts().shape[0]), data_array))\n",
    "\n",
    "        js_divergence = list(map(lambda x: jensenshannon(data_array[0][mcc_name], x[mcc_name]), data_array))\n",
    "\n",
    "        res_df = pd.DataFrame(np.array([tv_values, cont_sim_value, val_counts, js_divergence]).T,\\\n",
    "                            columns=['Total Variation', 'Contingency Similarity', 'Values count', 'D_JS'], index=index)\n",
    "        \n",
    "    elif data_array[0][mcc_name].dtype == 'object':\n",
    "        le = LabelEncoder()\n",
    "        le2 = LabelEncoder()\n",
    "        data_array_le = []\n",
    "        \n",
    "        for df in data_array:\n",
    "            df[data_cont_array[0]] = le.fit_transform(df[data_cont_array[0]])\n",
    "            df[data_cont_array[1]] = le2.fit_transform(df[data_cont_array[1]])\n",
    "            data_array_le.append(df)\n",
    "        \n",
    "        tv_values = list(map(lambda x: TVComplement.compute(real_data=data_array_le[0][mcc_name], synthetic_data=x[mcc_name]), data_array_le))\n",
    "        cont_sim_value = list(map(lambda x: ContingencySimilarity.compute(real_data=data_array_le[0][data_cont_array], synthetic_data=x[data_cont_array]), data_array_le))\n",
    "        val_counts = list(map(lambda x: int(x[mcc_name].value_counts().shape[0]), data_array_le))\n",
    "\n",
    "        js_divergence = list(map(lambda x: jensenshannon(data_array_le[0][mcc_name], x[mcc_name]), data_array_le))\n",
    "\n",
    "        res_df = pd.DataFrame(np.array([tv_values, cont_sim_value, val_counts, js_divergence]).T,\\\n",
    "                            columns=['Total Variation', 'Contingency Similarity', 'Values count', 'D_JS'], index=index)\n",
    "\n",
    "    return res_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total Variation</th>\n",
       "      <th>Contingency Similarity</th>\n",
       "      <th>Values count</th>\n",
       "      <th>D_JS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Real</th>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRGAN</th>\n",
       "      <td>0.9886</td>\n",
       "      <td>0.563131</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.054069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Total Variation  Contingency Similarity  Values count      D_JS\n",
       "Real            1.0000                1.000000          44.0  0.000000\n",
       "TRGAN           0.9886                0.563131          44.0  0.054069"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate_categorical([data, synth_df], ['Real', 'TRGAN'], ['date', mcc_name], mcc_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tcode\n",
       "Groceries - Food & Drinks__Card Transaction__Debit     24779\n",
       "Water Bill__Utility Bill__Debit                         5933\n",
       "Energy__Utility Bill__Debit                             5917\n",
       "Monthly__Income__Credit                                 5717\n",
       "Bar/Pub__Card Transaction__Debit                        5316\n",
       "Restaurant__Card Transaction__Debit                     5281\n",
       "Public Transport__Card Transaction__Debit               4326\n",
       "Credit Card Payment__Credit Card__Debit                 3733\n",
       "Mortgage__Utility Bill__Debit                           3262\n",
       "Rent__Utility Bill__Debit                               2970\n",
       "Amazon Prime__Subscription__Debit                       2960\n",
       "Gas Station - Car Fuel__Card Transaction__Debit         2771\n",
       "Cinema/Museum__Card Transaction__Debit                  2275\n",
       "O2 Mobile__Utility Bill__Debit                          2248\n",
       "Shopping - Household Goods__Card Transaction__Debit     2241\n",
       "Shopping - Clothing__Card Transaction__Debit            2234\n",
       "BT Mobile__Utility Bill__Debit                          2193\n",
       "Vodafone Mobile__Utility Bill__Debit                    1741\n",
       "BT Broadband__Utility Bill__Debit                       1654\n",
       "Netflix__Subscription__Debit                            1316\n",
       "Sky Broadband__Utility Bill__Debit                      1110\n",
       "Virgin Media Broadband__Utility Bill__Debit             1084\n",
       "Three Mobile__Utility Bill__Debit                        986\n",
       "Weekly__Income__Credit                                   927\n",
       "Sky GO__Subscription__Debit                              873\n",
       "TalkTalk Broadband__Utility Bill__Debit                  817\n",
       "Graze__Subscription__Debit                               629\n",
       "Tesco Mobile Mobile__Utility Bill__Debit                 628\n",
       "Four-weekly__Income__Credit                              611\n",
       "Next Unilimited__Subscription__Debit                     517\n",
       "Pact Coffee__Subscription__Debit                         430\n",
       "Virgin Mobile Mobile__Utility Bill__Debit                395\n",
       "Tipple Box__Subscription__Debit                          388\n",
       "London Tea Club__Subscription__Debit                     349\n",
       "Craft Gin Club__Subscription__Debit                      271\n",
       "Birch Box__Subscription__Debit                           226\n",
       "Irregular__Income__Credit                                203\n",
       "Now TV__Subscription__Debit                              163\n",
       "Vodafone Broadband__Utility Bill__Debit                  158\n",
       "Glossy Box__Subscription__Debit                          146\n",
       "Fortnightly__Income__Credit                              111\n",
       "Post Office Broadband__Utility Bill__Debit                71\n",
       "KCOM Broadband__Utility Bill__Debit                       20\n",
       "Zen Internet Broadband__Utility Bill__Debit               18\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[mcc_name].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tcode\n",
       "Groceries - Food & Drinks__Card Transaction__Debit     24791\n",
       "Energy__Utility Bill__Debit                             5921\n",
       "Water Bill__Utility Bill__Debit                         5893\n",
       "Monthly__Income__Credit                                 5723\n",
       "Bar/Pub__Card Transaction__Debit                        5316\n",
       "Restaurant__Card Transaction__Debit                     5279\n",
       "Public Transport__Card Transaction__Debit               4353\n",
       "Credit Card Payment__Credit Card__Debit                 4002\n",
       "Amazon Prime__Subscription__Debit                       3065\n",
       "Mortgage__Utility Bill__Debit                           2999\n",
       "Gas Station - Car Fuel__Card Transaction__Debit         2943\n",
       "Rent__Utility Bill__Debit                               2662\n",
       "Cinema/Museum__Card Transaction__Debit                  2553\n",
       "O2 Mobile__Utility Bill__Debit                          2248\n",
       "Shopping - Household Goods__Card Transaction__Debit     2242\n",
       "BT Mobile__Utility Bill__Debit                          2215\n",
       "Shopping - Clothing__Card Transaction__Debit            2053\n",
       "BT Broadband__Utility Bill__Debit                       1818\n",
       "Vodafone Mobile__Utility Bill__Debit                    1739\n",
       "Netflix__Subscription__Debit                            1328\n",
       "Virgin Media Broadband__Utility Bill__Debit             1061\n",
       "Three Mobile__Utility Bill__Debit                        990\n",
       "Sky Broadband__Utility Bill__Debit                       923\n",
       "Weekly__Income__Credit                                   915\n",
       "Sky GO__Subscription__Debit                              873\n",
       "TalkTalk Broadband__Utility Bill__Debit                  742\n",
       "Graze__Subscription__Debit                               631\n",
       "Tesco Mobile Mobile__Utility Bill__Debit                 628\n",
       "Four-weekly__Income__Credit                              611\n",
       "Next Unilimited__Subscription__Debit                     521\n",
       "Pact Coffee__Subscription__Debit                         431\n",
       "Virgin Mobile Mobile__Utility Bill__Debit                391\n",
       "Tipple Box__Subscription__Debit                          384\n",
       "London Tea Club__Subscription__Debit                     354\n",
       "Craft Gin Club__Subscription__Debit                      271\n",
       "Birch Box__Subscription__Debit                           231\n",
       "Glossy Box__Subscription__Debit                          225\n",
       "Irregular__Income__Credit                                203\n",
       "Now TV__Subscription__Debit                              158\n",
       "Fortnightly__Income__Credit                              111\n",
       "Vodafone Broadband__Utility Bill__Debit                   94\n",
       "Post Office Broadband__Utility Bill__Debit                70\n",
       "KCOM Broadband__Utility Bill__Debit                       20\n",
       "Zen Internet Broadband__Utility Bill__Debit               17\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synth_df[mcc_name].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(num_exp = 31):\n",
    "    epochs = tqdm(range(num_exp))\n",
    "    stats = []\n",
    "    \n",
    "    for _ in epochs:\n",
    "        X_emb, X_oh, cond_vector, synth_date, scaler_cat, scaler_onehot, scaler_num, cv_params, scaler, round_array = \\\n",
    "                trgan.embeddings(data, cat_feat_names, num_feat_names, onehot_cols, date_feature, time_feature, client_id, latent_dim, device=DEVICE, load=False, epochs=40)\n",
    "\n",
    "        dim_noise = 20\n",
    "        generator, supervisor, loss_array = trgan.train(X_emb, cond_vector, latent_dim, dim_noise, epochs=30, load=False)\n",
    "\n",
    "        synth_data_arr = []\n",
    "        for _ in range(num_exp):\n",
    "            n_samples = len(X_emb[:])\n",
    "            synth_data, synth_date, params = sample(n_samples, generator, supervisor, dim_noise, cond_vector, X_emb, cv_params['encoder'], data,\\\n",
    "                                                    date_feature, client_id, cv_params=cv_params, device=DEVICE)\n",
    "            \n",
    "            synth_data_arr.append(synth_data)\n",
    "    \n",
    "        synth_data = np.sum(synth_data_arr, axis=0)/num_exp\n",
    "        synth_data = scaler.inverse_transform(synth_data)\n",
    "        synth_df = inverse_transform(synth_data, latent_dim, X_oh.columns, scaler_onehot, scaler_cat, scaler_num, cat_feat_names,\n",
    "                                mcc_name, num_feat_names, True, synth_date, time_feature, round_array)\n",
    "            \n",
    "        stats.append(evaluate_numerical([data['amount'], synth_df['amount']], ['Real', 'TRGAN']))\n",
    "        \n",
    "    return stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss E_oh: 5.310742956510239e-09: 100%|██████████| 40/40 [00:28<00:00,  1.42it/s]\n",
      "Loss E_cat: 5.4537358664674684e-06: 100%|██████████| 40/40 [00:22<00:00,  1.76it/s]\n",
      "Loss E_num: 2.0099056996514264e-07: 100%|██████████| 40/40 [00:24<00:00,  1.66it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing poisson intensity...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss E_cv: 0.000070653: 100%|██████████| 20/20 [00:11<00:00,  1.79it/s]\n",
      "Discriminator Loss: -0.04917 || Discriminator 2 Loss: -0.00115 || Generator Loss: 0.02946 || Supervisor Loss: -0.00508: 100%|██████████| 30/30 [00:48<00:00,  1.60s/it]\n",
      "Loss E_oh: 0.5916345715522766: 100%|██████████| 40/40 [00:29<00:00,  1.38it/s]\n",
      "Loss E_cat: 2.2973424620431615e-06: 100%|██████████| 40/40 [00:25<00:00,  1.60it/s]\n",
      "Loss E_num: 2.1596126487111178e-07: 100%|██████████| 40/40 [00:24<00:00,  1.63it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing poisson intensity...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss E_cv: 0.000233736: 100%|██████████| 20/20 [00:11<00:00,  1.78it/s]\n",
      "Discriminator Loss: -0.04928 || Discriminator 2 Loss: -0.00296 || Generator Loss: 0.01404 || Supervisor Loss: 0.03523: 100%|██████████| 30/30 [00:48<00:00,  1.61s/it]\n",
      "100%|██████████| 2/2 [07:35<00:00, 227.54s/it]\n"
     ]
    }
   ],
   "source": [
    "stats = evaluate(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MEAN</th>\n",
       "      <th>STD</th>\n",
       "      <th>KURTOSIS</th>\n",
       "      <th>SKEWNESS</th>\n",
       "      <th>D_JS</th>\n",
       "      <th>WD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TRGAN</th>\n",
       "      <td>72.1 +- 23.5 (+- 32.5)</td>\n",
       "      <td>761.6 +- 42.4 (+- 58.7)</td>\n",
       "      <td>11.8 +- 0.2 (+- 0.3)</td>\n",
       "      <td>3.0 +- 0.0 (+- 0.0)</td>\n",
       "      <td>0.1 +- 0.0 (+- 0.0)</td>\n",
       "      <td>40.0 +- 2.5 (+- 3.5)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         MEAN                      STD              KURTOSIS  \\\n",
       "TRGAN  72.1 +- 23.5 (+- 32.5)  761.6 +- 42.4 (+- 58.7)  11.8 +- 0.2 (+- 0.3)   \n",
       "\n",
       "                  SKEWNESS                 D_JS                    WD  \n",
       "TRGAN  3.0 +- 0.0 (+- 0.0)  0.1 +- 0.0 (+- 0.0)  40.0 +- 2.5 (+- 3.5)  "
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "statistics = {'mean': [], 'std': [], 'kurt': [], 'skew': [], 'js': [], 'wd': []}\n",
    "\n",
    "for df in stats:\n",
    "    statistics['mean'].append(df['Mean']['TRGAN'])\n",
    "    statistics['std'].append(df['Std']['TRGAN'])\n",
    "    statistics['kurt'].append(df['Kurtosis']['TRGAN'])\n",
    "    statistics['skew'].append(df['Skewness']['TRGAN'])\n",
    "    statistics['js'].append(df['D_JS']['TRGAN'])\n",
    "    statistics['wd'].append(df['Wassertein distance']['TRGAN'])\n",
    "\n",
    "z_critical = sts.norm.ppf(q = 1 - 0.05/2)\n",
    "\n",
    "pd.DataFrame([\n",
    "    [f'{round(np.mean(statistics[\"mean\"]), 1)} +- {round(np.std(statistics[\"mean\"], ddof=1), 1)}'\n",
    "     f' (+- {np.around(z_critical * (np.std(statistics[\"mean\"],ddof=1) / np.sqrt(len(statistics[\"mean\"]))), 1)})',\n",
    "     \n",
    "    f'{round(np.mean(statistics[\"std\"]), 1)} +- {round(np.std(statistics[\"std\"], ddof=1), 1)}'\n",
    "    f' (+- {np.around(z_critical * (np.std(statistics[\"std\"],ddof=1) / np.sqrt(len(statistics[\"std\"]))), 1)})',\n",
    "    \n",
    "    f'{round(np.mean(statistics[\"kurt\"]), 1)} +- {round(np.std(statistics[\"kurt\"], ddof=1), 1)}'\n",
    "    f' (+- {np.around(z_critical * (np.std(statistics[\"kurt\"],ddof=1) / np.sqrt(len(statistics[\"kurt\"]))), 1)})',\n",
    "    \n",
    "    f'{round(np.mean(statistics[\"skew\"]), 1)} +- {round(np.std(statistics[\"skew\"], ddof=1), 1)}'\n",
    "    f' (+- {np.around(z_critical * (np.std(statistics[\"skew\"],ddof=1) / np.sqrt(len(statistics[\"skew\"]))), 1)})',\n",
    "    \n",
    "    f'{round(np.mean(statistics[\"js\"]), 1)} +- {round(np.std(statistics[\"js\"], ddof=1), 1)}'\n",
    "    f' (+- {np.around(z_critical * (np.std(statistics[\"js\"],ddof=1) / np.sqrt(len(statistics[\"js\"]))), 1)})',\n",
    "    \n",
    "    f'{round(np.mean(statistics[\"wd\"]), 1)} +- {round(np.std(statistics[\"wd\"], ddof=1), 1)}'\n",
    "    f' (+- {np.around(z_critical * (np.std(statistics[\"wd\"],ddof=1) / np.sqrt(len(statistics[\"wd\"]))), 1)})'],\n",
    "              ], index=['TRGAN'], columns=['MEAN', 'STD', 'KURTOSIS', 'SKEWNESS', 'D_JS', 'WD'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       -1589.41\n",
       "1       -1574.31\n",
       "2       -1564.84\n",
       "3       -1559.18\n",
       "4       -1555.91\n",
       "          ...   \n",
       "99993    4722.87\n",
       "99994    4790.41\n",
       "99995    4857.92\n",
       "99996    4887.15\n",
       "99997    4999.87\n",
       "Name: amount, Length: 99998, dtype: float64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synth_df['amount']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26149     -53.27\n",
       "92297     183.49\n",
       "21599     -59.42\n",
       "92557     268.92\n",
       "12912    -121.23\n",
       "          ...   \n",
       "47891     -40.61\n",
       "47622     -40.89\n",
       "29082     -50.26\n",
       "94248    1181.53\n",
       "34736     -46.76\n",
       "Name: amount, Length: 99998, dtype: float64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synth_df['amount'].iloc[scaler_num['index_df_sort'][:, 0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[26149, 96827],\n",
       "       [92297, 96176],\n",
       "       [21599, 92947],\n",
       "       ...,\n",
       "       [29082, 76222],\n",
       "       [94248, 89500],\n",
       "       [34736, 74645]])"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler_num['index_df_sort']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# contig_cols = ['account_id', mcc_name]\n",
    "\n",
    "# evaluate_categorical([data[mcc_name], synth_df[mcc_name]],\\\n",
    "#         index=['Real', 'TRGAN'],\\\n",
    "#         data_cont_array=[data[contig_cols], synth_df[contig_cols]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['type', 'tcode']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "onehot_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "Debit     92429\n",
       "Credit     7569\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "Debit     92429\n",
       "Credit     7569\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "synth_df['type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.hstack(cv_params['deltas_real']), alpha=0.6, bins=np.arange(-1, 25, 2) + 1, label='Real', density=True, color='black')\n",
    "plt.hist(np.hstack(cv_params['deltas_synth']), alpha=0.6, bins=np.arange(-1, 25, 2) + 1, label='Real', density=True, color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.hist(data[time_feature].dt.hour.values, alpha=0.6, bins=np.arange(-1, 24, 1) + 1, label='Real', density=True, color='black')\n",
    "# plt.hist(pd.to_datetime(synth_df[time_feature]).dt.hour.values, alpha=0.6, bins=np.arange(-1, 24, 1) + 1, label='Real', density=True, color='red')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.hist(data[time_feature].dt.minute.values, alpha=0.6, bins=np.arange(-1, 60, 1) + 1, label='Real', density=True, color='black')\n",
    "# plt.hist(pd.to_datetime(synth_df[time_feature]).dt.minute.values, alpha=0.6, bins=np.arange(-1, 60, 1) + 1, label='Real', density=True, color='red')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.hist(data[time_feature].dt.second.values, alpha=0.6, bins=np.arange(-1, 60, 1) + 1, label='Real', density=True, color='black')\n",
    "# plt.hist(pd.to_datetime(synth_df[time_feature]).dt.second.values, alpha=0.6, bins=np.arange(-1, 60, 1) + 1, label='Real', density=True, color='red')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "\n",
    "pca_real = pca.fit_transform(X_emb1)\n",
    "pca_synth = pca.transform(synth_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pca = TSNE(n_components=2)\n",
    "# pca_synth = pca.fit_transform(synth_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(pca_real[:, 0], pca_real[:, 1], alpha=0.3)\n",
    "plt.scatter(pca_synth[:, 0], pca_synth[:, 1], alpha=0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}