{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "pretty-performer",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "engaging-warehouse",
   "metadata": {},
   "source": [
    "# Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "crazy-taxation",
   "metadata": {},
   "outputs": [],
   "source": [
    "kScore = \"cohens kappa score\"\n",
    "f1Score = \"f1 score\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "extensive-future",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "warming-department",
   "metadata": {},
   "outputs": [],
   "source": [
    "ignoreSet = [\"ozone_level\", \"yeast_me2\"]\n",
    "\n",
    "#gans = [\"SimpleGAN\", \"Repeater\", \"ctGAN\", \"convGAN\"]\n",
    "gans = [\"Repeater\", \"ctGAN\", \"convGAN\"]\n",
    "algs = {\"LR\", \"GB\", \"KNN\"}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "seasonal-greek",
   "metadata": {},
   "source": [
    "# ProWRAS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "needed-birmingham",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset  = [\n",
    "    \"abalone9-18\",\n",
    "    \"abalone_17_vs_7_8_9_10\",\n",
    "    \"car-vgood\",\"car_good\",\n",
    "    \"flare-F\",\n",
    "    \"hypothyroid\",\n",
    "    \"kddcup-guess_passwd_vs_satan\",\n",
    "    \"kr-vs-k-three_vs_eleven\",\n",
    "    \"kr-vs-k-zero-one_vs_draw\",\n",
    "    \"shuttle-2_vs_5\",\n",
    "    \"winequality-red-4\",\n",
    "    \"yeast4\",\n",
    "    \"yeast5\",\n",
    "    \"yeast6\",\n",
    "    \"ozone_level\",\n",
    "    \"yeast_me2\",\n",
    "    \"Average\"\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "brilliant-phoenix",
   "metadata": {},
   "outputs": [],
   "source": [
    "knn_ProWRAS_f1 = [0.384,0.347,0.818,0.641,0.301,0.553,1.0,0.94,0.9,1.0,0.141,0.308,0.714,0.545,0.556,0.339,0.538]\n",
    "knn_ProWRAS_k = [0.35,0.328,0.81,0.622,0.263,0.528,1.0,0.938,0.896,1.0,0.093,0.268,0.704,0.531,0.526,0.305,0.515]\n",
    "\n",
    "lr_ProWRAS_f1 = [0.488,0.315,0.407,0.103,0.341,0.446,0.99,0.928,0.853,1.0,0.158,0.308,0.591,0.326,0.347,0.295,0.472]\n",
    "lr_ProWRAS_k = [0.446,0.287,0.371,0.033,0.3,0.407,0.99,0.926,0.847,1.0,0.119,0.268,0.574,0.3,0.319,0.254,0.441]\n",
    "\n",
    "gb_ProWRAS_f1 = [0.385,0.335,0.959,0.863,0.320,0.803,0.998,0.995,0.969,1.0,0.156,0.335,0.735,0.514,0.329,0.225,0.600]\n",
    "gb_ProWRAS_k = [0.341,0.310,0.957,0.857,0.291,0.794,0.998,0.995,0.967,1.0,0.115,0.303,0.726,0.501,0.303,0.328,0.589]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ordered-roman",
   "metadata": {},
   "outputs": [],
   "source": [
    "statistic = { \"ProWRAS\": {} }\n",
    "for (n, f1, k) in zip(dataset, lr_ProWRAS_f1, lr_ProWRAS_k):\n",
    "    if n in ignoreSet:\n",
    "        continue\n",
    "    \n",
    "    if n not in statistic[\"ProWRAS\"]:\n",
    "        statistic[\"ProWRAS\"][n] = {}\n",
    "    \n",
    "    statistic[\"ProWRAS\"][n][\"LR\"] = { kScore: k, f1Score: f1 }\n",
    "\n",
    "for (n, f1, k) in zip(dataset, gb_ProWRAS_f1, gb_ProWRAS_k):\n",
    "    if n in ignoreSet:\n",
    "        continue\n",
    "    \n",
    "    if n not in statistic[\"ProWRAS\"]:\n",
    "        statistic[\"ProWRAS\"][n] = {}\n",
    "    \n",
    "    statistic[\"ProWRAS\"][n][\"GB\"] = { kScore: k, f1Score: f1 }\n",
    "\n",
    "    \n",
    "for (n, f1, k) in zip(dataset, knn_ProWRAS_f1, knn_ProWRAS_k):\n",
    "    if n in ignoreSet:\n",
    "        continue\n",
    "    \n",
    "    if n not in statistic[\"ProWRAS\"]:\n",
    "        statistic[\"ProWRAS\"][n] = {}\n",
    "    \n",
    "    statistic[\"ProWRAS\"][n][\"KNN\"] = { kScore: k, f1Score: f1 }\n",
    "    \n",
    "dataset = list(filter(lambda n: n not in ignoreSet, dataset))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "selective-connecticut",
   "metadata": {},
   "source": [
    "# Load data from CSV files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "intended-watts",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loadDiagnoseData(ganType, datasetName):\n",
    "    fileName = f\"data_result/{ganType}/folding_{datasetName}.csv\"\n",
    "    r = {}\n",
    "    try:\n",
    "        with open(fileName) as f:\n",
    "            newBlock = True\n",
    "            n = \"\"\n",
    "            for line in f:\n",
    "                line = line.strip()\n",
    "                if newBlock:\n",
    "                    n = line\n",
    "                    newBlock = False\n",
    "                elif line == \"---\":\n",
    "                    newBlock = True\n",
    "                else:\n",
    "                    parts = line.split(\";\")\n",
    "                    if parts[0] == \"avg\":\n",
    "                        r[n] = { f1Score: float(parts[5]), kScore: float(parts[6]) }\n",
    "    except FileNotFoundError as e:\n",
    "        print(f\"Missing file: {fileName}\")\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "classical-rescue",
   "metadata": {},
   "outputs": [],
   "source": [
    "for gan in gans:\n",
    "    if gan not in statistic:\n",
    "        statistic[gan] = {}\n",
    "    \n",
    "    for ds in dataset:\n",
    "        if ds != \"Average\":\n",
    "            statistic[gan][ds] = loadDiagnoseData(gan, ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "unable-entrance",
   "metadata": {},
   "outputs": [],
   "source": [
    "for gan in statistic.keys():\n",
    "    f1 = { n: 0.0 for n in algs }\n",
    "    k =  { n: 0.0 for n in algs }\n",
    "    c = 0\n",
    "\n",
    "    for ds in dataset:\n",
    "        if ds != \"Average\":\n",
    "            c += 1\n",
    "            for n in algs:\n",
    "                if n in statistic[gan][ds].keys():\n",
    "                    f1[n] += statistic[gan][ds][n][f1Score]\n",
    "                    k[n] += statistic[gan][ds][n][kScore]\n",
    "\n",
    "    avg = {}\n",
    "    for n in algs:\n",
    "        avg[n] = { f1Score: f1[n] / c, kScore: k[n] / c }\n",
    "    statistic[gan][\"Average\"] = avg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "public-collins",
   "metadata": {},
   "source": [
    "# Show Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "combined-courage",
   "metadata": {},
   "outputs": [],
   "source": [
    "def showDiagnose(algo, score):\n",
    "    def gr(n):\n",
    "        if n in resultList:\n",
    "            return resultList[n][algo].data[score]\n",
    "        else:\n",
    "            return 0.0\n",
    "    \n",
    "    print(f\"{algo}: {score}\")\n",
    "    \n",
    "    gans = list(statistic.keys())\n",
    "\n",
    "    w = 0.8 / len(gans)\n",
    "    bar = range(len(dataset))\n",
    "    plt.figure(figsize=(20, 8))\n",
    "    for g in gans:\n",
    "        values = [\n",
    "                 (statistic[g][d][algo][score] if algo in statistic[g][d].keys() else 0.0)\n",
    "                 for d in dataset\n",
    "                 ]\n",
    "        plt.bar(bar, values, w, label=g)\n",
    "        \n",
    "        \n",
    "        bar = [i + w for i in bar]\n",
    "        \n",
    "    plt.xlabel(\"Dataset\")\n",
    "    plt.ylabel(score)\n",
    "    plt.xticks(range(len(dataset)), dataset)\n",
    "    plt.xticks(rotation=\"vertical\")\n",
    "    plt.legend()\n",
    "    plt.savefig(f\"data_result/statistic-{algo}-{score}.pdf\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "familiar-private",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN: f1 score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN: cohens kappa score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GB: f1 score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GB: cohens kappa score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR: f1 score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR: cohens kappa score\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for a in algs:\n",
    "    showDiagnose(a, f1Score)\n",
    "    showDiagnose(a, kScore)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}