{
 "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": "code",
   "execution_count": 2,
   "id": "crazy-taxation",
   "metadata": {},
   "outputs": [],
   "source": [
    "kScore = \"cohens kappa score\"\n",
    "f1Score = \"f1 score\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "strong-season",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset  = [\"abalone9-18\",\"abalone_17_vs_7_8_9_10\",\"car-vgood\",\"car_good\",\"flare-F\",\"hypothyroid\",\"kddcup-guess_passwd_vs_satan\",\"kr-vs-k-three_vs_eleven\",\"kr-vs-k-zero-one_vs_draw\",\"shuttle-2_vs_5\",\"winequality-red-4\",\"yeast4\",\"yeast5\",\"yeast6\",\"ozone_level\",\"yeast_me2\",\"Average\"]\n",
    "\n",
    "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]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ordered-roman",
   "metadata": {},
   "outputs": [],
   "source": [
    "ignoreSet = [\"ozone_level\", \"yeast_me2\"]\n",
    "\n",
    "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": "code",
   "execution_count": null,
   "id": "proprietary-soviet",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "intended-watts",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loadDiagnoseData(ganType, datasetName):\n",
    "    fileName = f\"data_result/folding_{datasetName}-{ganType}.csv\"\n",
    "    r = {}\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",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "classical-rescue",
   "metadata": {},
   "outputs": [],
   "source": [
    "gans = [\"SimpleGAN\", \"Repeater\", \"SpheredNoise\"]\n",
    "algs = {\"LR\", \"GB\", \"KNN\"}\n",
    "\n",
    "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": 7,
   "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",
    "                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": "code",
   "execution_count": 8,
   "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 = [statistic[g][d][algo][score] for d in dataset]\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.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}