{
 "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\", \"SpheredNoise\", \"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  = [\"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": 5,
   "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": 6,
   "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": 7,
   "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": 8,
   "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": "markdown",
   "id": "public-collins",
   "metadata": {},
   "source": [
    "# Show Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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": 10,
   "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
}