battery-anomaly-detection/notebooks/simple_anomaly_detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Univariate Time Series Anomaly Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## boilerplate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "import copy\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from pylab import rcParams\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rc\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from torch import nn, optim\n",
    "\n",
    "import torch.nn.functional as F\n",
    "import random\n",
    "# from arff2pandas import a2p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch._C.Generator at 0x7f3c54205290>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "sns.set(style='whitegrid', palette='muted', font_scale=1.2)\n",
    "\n",
    "HAPPY_COLORS_PALETTE = [\"#01BEFE\", \"#FFDD00\", \"#FF7D00\", \"#FF006D\", \"#ADFF02\", \"#8F00FF\"]\n",
    "\n",
    "sns.set_palette(sns.color_palette(HAPPY_COLORS_PALETTE))\n",
    "\n",
    "# rcParams['figure.figsize'] = 12, 8\n",
    "\n",
    "RANDOM_SEED = 42\n",
    "np.random.seed(RANDOM_SEED)\n",
    "torch.manual_seed(RANDOM_SEED) \n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import polars as pl\n",
    "from io import StringIO\n",
    "import math\n",
    "df = pl.read_csv('../data/battery_1.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We only need 'PACK1_CRIDATA_BATT_VOL'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## visualize fault and non-fault regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_condition =  df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0\n",
    "voltage_data = (df['PACK1_CRIDATA_BATT_VOL']\n",
    "                .filter(filter_condition)\n",
    "                .cast(pl.Float32))\n",
    "\n",
    "def convert_values(values):\n",
    "    numerical_values = []\n",
    "    for value in values:\n",
    "        if value == 'False':\n",
    "            numerical_values.append(0)\n",
    "        elif value == 'True':\n",
    "            numerical_values.append(1)\n",
    "        else:\n",
    "            # numerical_values.append(np.nan)\n",
    "            numerical_values.append(-1)\n",
    "    return numerical_values\n",
    "\n",
    "\n",
    "fault_data = convert_values(df['BATT_PACK_1_FAULT']\n",
    "                            .filter(filter_condition))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'fault incidents')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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23nnnrG1vaxx7N+vVq1ejZ92J3y1nPE1+PG1OjDb2mvOJ5cuXx/HHHx+LFy9OLfvhD38YX//617OyvYEDB6ZNIbh69ep46aWX6qzbXmK3JccLGrc17guI39xUfcrmwsLCrI27EcbexrTH2N3S41/2ecVuU0lSQTU1p7jaPN9uJqqfudIevoio25tvvhn//d//nbp3QlFRUfz+97+PPfbYI2vbHD9+fOpxWVlZvPnmm7XqdOrUKQoKPpnBtXo8NqZmnNcVv9U/G01pu2bdxtquqz+Ztu9zt2V69OgRY8aMSZVfffXVWnWa8x5Vr1tQUFDrjByxK3Yz8fe//z3WrFmTKjf1DNEtsbWNvZtlMi2E+N1yxtPkx9P6Yj0Tjb3mbLJ69eo44YQT4v33308tO+ecc+Koo47K6narj9MRde/DRLSf2G3J8YLMbG37AuI39yxevDh1n+GIiH333TfjK6O2lLG3fu0tdptz/Ms+r9htKvekgmoGDRqUVl60aFEMHjy40fU2btwYH374YaqcyTrknnfeeSdOPPHE1IHSgoKCuPrqq2Ps2LFZ3e6QIUPSyitWrKiz3qBBg1IHBz744IOM21+0aFFaua74rf7ZWLp0aVRUVGR0v4ia/Wis7c398blL1vbbb596XF5eHqtXr47u3bunltX1HmWqet2a7VRfLnZpSM0zRA8++OCsb3NrG3szVV/8lpWVxdtvvx3vvvtuLF++PNatWxddunSJXr16xS677BI77rhj5OXlbdE225PWHE+XLl0ar776aixatCg2bNgQvXv3jhEjRsROO+3U7HisqqqKWbNmxZw5c+Kjjz6K0tLS6Ny5cwwYMCB1YCPTtjf/rVsynm7YsCFuuOGG2GabbWLQoEHxmc98ZotjfXM/avZx2bJl8corr8SHH34Yq1atim7dukWfPn1i9OjRLXpgsLKyMl5++eWYN29efPjhh1FcXBwlJSUxZsyYZiXemmPFihXx5ptvxrx586K0tDQVA/fee2/MnTs3Ve+kk06KU045Jev9qTlOL1++vM56ubovkO3xgsZtbfsC4jf3PPjgg1FZWZkqJ3Eil7G3fu0pdpt7/MsxBLHbVJJUUM3QoUPTynPnzo299tqr0fUWLlwYFRUV9bZD7ps3b14cd9xxqR8mHTp0iF/96lex//77Z33bNeeare8m9Z/61KdSX9Lz5s3LuP3qdbt27Rp9+/atVad6TG/cuDEWLlwY2223XaNtz58/v9526lvmc5e8zp07p5XXr1+flqTq169fdO3aNXWPieoHohpTPb7qe4/ErthtyKJFi+L5559Plffbb7/o1atX1rfbnsfeBQsWxPe///061124cGEMHz681vKSkpJ46qmnasXvihUr4vjjj48ZM2bU+xpFbLrfwVFHHRXHHnts2vjSkOr9+OY3vxmXXnppRuu98MILaffbu+SSS5p10OaYY46JF198MaN+brb59aqpqePppEmT0pK0m9U1bkyaNCntSpbNMfbuu+/G5ZdfHv/85z9j48aNdba17bbbpspNicdOnTrFDTfcEI899li9B6ky6XvNpMstt9yS0Xg6d+7ctHh86aWX0qYd6tOnT3zrW9+KLl26xNq1azPqX3XVP6ddunSJww47LN54442oqqqqVTcvLy8+85nPxDnnnBOjR49utO0FCxak7UeefvrpccYZZ0RVVVXcfvvtcfvtt9d50KWwsDCOOOKIOOuss6Jnz551tl3zM1CfmrFb32dl2rRpcd1118Xzzz+fdjC0Lttss0306NEjNm7cmHaWczbUHKfrmzInV/cFsr3/RePa875AXcvEb+6pvo/Qp0+fGDduXNa3aeytX3uJ3ZY4/uUYgthtKtP9QTVDhw5Nm+amvsuWa3r55ZfTypneHJjcsGjRojjuuONi6dKlEbHpIMTPfvazOOiggxLZ/rJly9LK9R2crX6gYfHixbFkyZKM2n/llVdSj+uL3ZoHMaqv05Dqn43CwsL41Kc+VauOz13rqxljdR30qv76Zvoe1YzDTOJL7FLTAw88kHZQ9LDDDktku+197N1SNeP3iSeeiKlTpzaYoIrYlMy69tpr45BDDom33nqrxfqTi7ZkPG2ojfosXrw4/u///i8OO+yweOqpp+pMUEVsSmJVT8JlGo+///3v44ADDojJkydnnKDKy8urMx5rng2ayefoo48+ipNOOqnBOh9++GFce+21dSaVGlPz8/zGG2/E66+/Xm9bVVVVMX369DjqqKPil7/85RZtc82aNXHSSSfFJZdcUu9ZweXl5XHXXXfFd77znYzHm+a46qqr4uijj45//etfjSaoIjadUX/llVfGunXrst63mnGXyTgdkVv7Atnc/6Jx7X1fQPzmtunTp6ednDJhwoSsnxwQYeytT3uJ3ZY8/uUYgthtCkkqqKZz585p92aZOnVqRj8wq88BXFxcnNHZk+SGZcuWxXHHHRcLFy5MLbvooovi8MMPT6wPM2bMSCuXlJTUWe8LX/hCWvlf//pXo23Pnz8/7WyPL37xi3XWGz16dNpNGKvHfH2qqqri3//+d6q811571bpiJ8Lnri2oHmN9+/aNoqKiWnWqx9fcuXNrnSVUl+eeey6tXF98iV2x25AHH3ww9bhPnz7x+c9/PpHttvexd0tV70PN6fsGDBgQe++9d3zlK1+Jgw8+OMaNGxf9+vVLq7Nw4cL47ne/m8jB9bZqS8bTmuqLmZp+/OMfp5IFQ4YMif322y8OPvjgGDVqVL0HsjKNxwceeKBWcrKkpCTGjRsXBx98cOy33361fuT36tWrzniseVb2/PnzGxxP161bFyeeeGKtRE7v3r3jC1/4Qnzta19L+xu3JGFS8zusur59+8YXvvCFOPjgg+NLX/pS9OnTJ+3522+/PS6++OImba+ioiLOPvvs1HY7deoUe+21Vxx00EGx//771/osvfPOOzFp0qQmbaOp7rnnnrj++uvTlhUVFcWIESNq9SeJA6M1ZTpO5/K+QDb3v2hce98XEL+5reaV1klM9Rdh7K1Pe4jdlj7+5RiC2G0KSSqoofpNIBcuXJg2xVBd1qxZE3//+99T5XHjxtV5gJfcs3Llyjj++OPTzk4699xz45hjjkmsD6tWrYrHHnssVR44cGCtOaA3GzlyZGyzzTap8j333NNo+/fee29aub7Lt4uKitKmDvjb3/6Wmpu4PlOnTk3buWno0nCfu9bz/PPPx3vvvZcq77333nXWq3mD3JqxU5fqdbbZZpvYc88966wndsVufaZPn542TcEhhxyS0XzgzdXex97+/fvHk08+GWeeeWat5/r16xdPPvlkrX933XVXrfjt1KlTfP7zn49LLrkknn/++Xj66afj1ltvjd/85jdx5ZVXxk033RT//Oc/489//nPaNBYrV66MH/7whw3+HW3Jr3/963jyySfjzjvvrPP5+l6v+mzJeFpdQ+NpTZWVlTF69Oi4//774/HHH4/rrrsurrzyyrj77rtjypQp8dnPfrbWOpnGY3Xjx4+Phx9+OJ566qm46aab4sorr4zrrrsuLrjggrR6NZM59VmzZk2D4+nVV18db7zxRtqyT3/60/Hss8/GjTfeGFdddVXcfffd8cwzz2zxPez+/Oc/11o2evTouPvuu1PbufLKK+MPf/hDPPfcc/G73/0uLXFz7733xsMPP5zx9u6+++547rnnomPHjnH++efHCy+8EJMnT45f//rX8fvf/z6eeeaZ+OUvf5l29u3UqVPjmWeeqdXWnnvumYrFAw88sN5t1ozb6nUrKiri6quvTpULCgri3HPPjeeffz6GDBmSlmjed9994+WXX477778/TjvttIzf5+aq+Tmr7z4ZubwvkM39LxrW3vcFNhO/uenjjz+Ov/71r6nyHnvsETvuuGMi2zb21i3XYzcbx78cQ6ib2K2bJBXUMGHChOjRo0eqfMUVV9Q7PUrEph/J1W8Incn877R9paWlcfLJJ8fs2bNTy0455ZSYOHFis9qtb77mulRWVsaFF16Y9mU4YcKEeut36NAhvvOd76TKM2bMiCeeeKLe+gsXLow77rgjVf7c5z4XO+20U731q++cfPzxx/Gb3/ym3robN26MK664IlXu2bNng333uWsZGzduTJunuDErVqyodaD4G9/4Rp11d9ppp/jc5z6XKt9xxx0N3qD073//e9ol6UcddVR06FD3bofYpT73339/Wvmb3/zmFrVj7E1XUFAQgwYNimOPPTYtfiMi8vPzY9CgQbX+9e/fv1b8XnrppXHzzTfHoYceGr179663X3vssUfcdtttaQfAn3nmmXjnnXfqXact6dOnT+o1qEt9r1d9mjqe1tTQeFqXY445Jj796U/XWj5gwID48Y9/XOuKuJrl6r72ta/VWvb9738/fve739W6aqqueLzmmmsy7nd94+m7774bf/zjH2stv/DCC2tdzbPtttvGlVdeGUcddVTG243Y9B1Wc4qUww8/PCZPnhyjRo2qc53x48fHPffck5aouvzyy6O8vDyjba5cuTKKiorilltuiRNPPLHW1WV5eXlx2GGH1frerjlORkR07NgxFYvVzwSuqWbcdunSJfXc66+/njbV2WmnnRYTJ06MK664Ii35Nnbs2PjNb34TRUVF8elPfzrOOuuseOqpp2rdZ6wxTRmnIyJuu+22mD59eqo8atSoBm88nqv7Atnc/9ra2Beom/jNTY8//njavRa39CoqY2/dtrbYzdbxL8cQ6iZ265Y7nxhISLdu3dLmt3/jjTdi0qRJdf7AnDx5ctpZtePGjTNtUzuwYcOGOO2002LmzJmpZccee2ycc845zW77yCOPjGuvvbbRg1ELFy6Mk08+OaZMmZJa1rt370bvvXDcccelzQl90UUXpd1AfLMlS5bEqaeemjb9TWN/35gxY9Km2frjH/9Y50GisrKyuOCCC+LNN99MLTvxxBOjW7du9bbtc9cyFi9eHF/96lfjnnvuafRMn5deeimOPPLItMu/99lnn3qvpIpIj5F169bFqaeempqrurrp06fHRRddlCr36tUrjjvuuAb7I3apad26dfG3v/0tVR45cmTssMMOW9SWsbduNeM3YtN9fjKN36985SsN9r26/Pz8+PGPf5x21l/1M9S3NpmOp3XdD6Wx8bSm//3f/603Hs8+++xaU4xUvz9VTTWn+ImIOqcyqS8e67sKoS71jaf/93//V+uEjMbG00mTJsWAAQNqLa/vO+zCCy9MWzZ8+PD46U9/2uiP9n79+sVPf/rTtParj2ONOeOMMxr9XjjiiCPSEmHTpk3LuP2mqDleHnDAAamr8DYbOXJk/P73v4+OHTum1S0qKmryAY6f/exn8YMf/CBef/31BuuVlpbGZZddFpdccklqWV5eXvzP//xPg+vl8r5ANve/tib2BeomfnNT9RMUOnbsuMX3yzb21m9rid1sHv+KcAyhLmK3bnlVW3JHV2jnysvL48QTT4wXXnghtaykpCS+/vWvx6BBg2LFihUxZcqUtEG8T58+ce+99zZ45iy54cEHH6w1Pc3gwYMbPLO4pi9/+ctx3nnn1Vq+3377xcKFCyMvLy923XXX2G233WLIkCGpL7Bly5bFyy+/HP/617/SzqTo2LFj3HbbbfWevVvds88+GxMnTkwdwMnPz4/x48fHqFGjoqioKGbNmhUPP/xw2hf0qaeeGmeffXajbS9evDgOP/zw+PDDD1PL9thjjxg/fnz06tUrFixYEA899FAsWrQo9fznPve5uOmmm9Kmp6mLz13zLViwIHVZeVFRUYwaNSp22WWXGDBgQHTt2jXKyspi0aJF8fzzz6e9jhER2223Xfzf//1fg1dDRGy6gXr1+1N06dIlvvGNb8SwYcNiw4YNMX369HjyySdTN1fPz8+PP/zhD/VOEVWd2KW6Bx54IO1+Kz/72c/iv/7rv7aoLWNv/crLy2Ps2LFpie1sxu+xxx6b+qyMGzcubrrppnrrVr8y55vf/GZceumlGW3jhRdeSDvD8JJLLqn3DOOG6t5xxx0xefLk1HMbN26s8+DmdtttV2tZ//7909atSybjac0zQm+66aZ6x9NJkyal3Z8iLy8vlYDKJB43O/LII9MSLZtVVFTEXnvtFaWlpbWea248Vv/+qqlmPF5zzTVpn9Ntt9027rvvvkbj8Z577ql1n6jGvsM2+93vfldr+pSGjB8/PnUSyMEHHxxXXnllrTo1/+bi4uJ49tlnM7oC6aKLLkqbmuW5555Lm2KveuwuX7487Wz76hqK3b/+9a9p49NVV11V64BO3759a13x1ZCGPhfV43fw4MGxxx57xE477RQ9e/aMoqKiWLVqVbzxxhvxzDPPxOrVq9PW/cEPfpDRQZVc3hfI5v5XW1Nz7N2sZiw3dey1L1A/8dsyshW7NS1YsCDGjx+f+o6v73smE8behm0NsZvN41+bOYZQm9itTZIK6rFq1aqYOHFi2mWP9enbt29cd911sdtuuyXQM7Lt/vvvjx/84AfNaqO+g2mbfxw1RUlJSVxxxRUZ/TDa7P77748f/ehHUVZW1mjdb33rW3VO91Of119/vd4zMWoaOXJk/OEPf6g1nVR9fO6ap6GDfA357Gc/G5dffnmtm6DXpaqqKn784x/Hn/70p0brFhUVxU9+8pMmTT8hdtnsmGOOSV3R0alTp/jXv/7V5OmjNjP2Nuzb3/52nVfI1CWT+C0rK4vS0tL4+OOPa12lc8kll6TOTi8pKYmnnnqq3nZaO0l17bXXxm9/+9uMtllTY39bRNPG081mzZpV73M1k1SnnHJK3HLLLRnFY0FBQeqg7Je//OW49tpra9WZOXNmHHHEEalyx44dM5omKJN4rPn91b9//1i8eHGjbXfs2DHuuuuujMbT1atXx2c/+9laCajGdO7cOV588cUm3T+w+ntRXyzU/Jv32WefuOWWWzJq/+abb45f/epXqfLDDz+c9nlpidh966230qYAHjFiRK0TXLa07brUjN9MdO7cOS666KK0uGxMru4LZHv/qy3J1thrX6Bh4rf5sr3fsNlvf/vbtO/pW2+9tcHZMBpi7G3Y1hC72Tz+tZljCHUTu+lM9wf16NGjR9x5551x7rnn1nvz3+Li4jj88MPjkUcecbCRjBx11FExduzYtDn/67P99tvHBRdcEA8//HCTfhhFbJqT+r777ot99tmn3ulWhg0bFr/97W/jJz/5SZPOktltt93ikUceicMPP7ze+xz06dMnzj333Ljzzjsz/oKO8Llrrp49e8YxxxwTu+++e6Nn7uTl5cWoUaPiqquuittuuy2jBNXm9X7yk5/Eb3/72xg2bFiddTp06BD77LNP3HfffU3e0RG7RETMnz8/bQqrAw44YIsTVBHG3sZUv49Pff1uKH6XLFkSN998c5xwwgmxzz77xO677x5jx46N/fbbL/bff/+0f9WnT6p5Ru7WJpPxtDlOOOGEjOOx+lW0dV0pFRG1EhRnnnlmVuIxYtNnqaHxdLOTTjop4/G0e/fudZ69XlOHDh3SvkMHDRoUS5cujQULFmT8r/r0dx988EFG94scOnRoRn9HRNSaQqa+96w5hg8fnjbFanMTVI0ZP358HHDAAY2+5xGb9neOO+64ePTRR5t0kDQid/cFsr3/tTWwL9Aw8Zsbqqqq0pJKAwYMSLv/TFMZexsmdluGYwh1E7vpXEkFGaioqIgZM2bE3LlzY/ny5dG9e/cYMGBAjBkzJqOdXKipoqIi3n777Zg7d24sXbo01q5dG3l5edG1a9fo06dPjBgxosWmAVuyZEm8/PLLsWTJkigvL4++ffvG8OHDa93gfEusXbs2pk2bFosWLYrVq1fHNttsE9tvv32MGjUq8vPzm9W2z13zrF+/Pv7zn//E/PnzY/ny5fHxxx9HYWFhdO/ePQYOHBh77LFHdO/evdnbmTVrVsyaNSuWLl0ahYWF0a9fvxg5cmTGSa+GiF1amrG3btWvWhs4cGD86le/yih+N2zYENdcc03cfvvtdc6h3pi8vLx466236n2+ta+kqqnmlS+nn356nHHGGRn1KRN1jad//etf0+5p1JQrqf7zn/+kfqg3Fo/VrzDYa6+96pxyqOa0IXfccUd89rOfbZF4rO+1rTmezpo1Kx599NFUvd/85jdNujfaf//3f8czzzyTKj/88MO1XvMRI0bEfvvtV+sqwOb497//nXbPhIjaf/Npp50WZ511Vkbt1TzrefN7UZeacdFQDNU0bdq0OP744+v8fPfp0ydGjRoVo0ePjr322it23nnnjNttzIIFC+Ltt9+OxYsXx5o1a2Ljxo3RtWvX6NmzZ+yyyy6x4447NukAU31yeV8gm/tf7Z19gcaJ362TsbdxYrdlOIZQm9iNKGi8CpCfnx9jxoyJMWPGtHZXaCfy8/Nj5513btEf9PXp169fkw7gNEWXLl3iS1/6Ulba9rlrnk6dOsXIkSNj5MiRWd1OS+3w1UXs0tKMvY3Ly8vLKH7LysritNNOi+eee26Lt+VcuXR1jadPP/30FrdX/UzSlojHlStXppU3n+iQ5Hh6ww03pCWpmnqFZc36db3mK1asaPHYXLduXa0kVU31nfnbmsaMGRO33XZbXHTRRfH++++nPffhhx/G448/Ho8//nhEbJqq6pBDDonvfve7Tb5yrqZBgwbFoEGDmtVGJnJ5XyCb+1/tnX2BxonfrZOxt3Fit2U4hlCb2JWkAgAAmuiGG25IS1Dl5+fHvvvuG1/84hdj5513jv79+0fXrl2jU6dOaQfft+TeB7RNLXE2dVM1N3mUyfqb783VknI5ITt69Oh49NFH48knn4xHH300/v3vf8eqVatq1Vu4cGH87ne/iz/+8Y9x6aWXxn777dcKvQUAIBdJUgEAABnbsGFD3HzzzalycXFx3HjjjTF69OhG1127dm02uxYREZWVlVnfxtaoZ8+eaeW6EhXZ1tx7MWUSfzX/zv333z9+//vfN2k77U1BQUEceOCBceCBB0ZlZWW8/fbb8fLLL8e0adPiueeeS7vKbtWqVXHmmWfGbbfdltGYAAAAbW9OAQAAoM168cUXY926danyySefnPHB6A8//DDj7VSf270pV7esWbMm47pkbtttt00rz5kzJ/E+bLPNNmnlefPmNWn9uXPnNlqnqKgobVrATNbZmnTo0CGGDx8e3/rWt+LKK6+MqVOnxu9///vYaaedUnXKy8vjsssua8VeAgCQSySpAACAjNVMDIwbNy6j9crKyuLNN9/MeDvVEwVNSTxlK3nSGtPbtSV77rlnWnn69OmJ92HXXXdNK7/++usZr7t69eqMk1rV/9Z33nknli5dmvF22ppsx21+fn7sv//+cccdd0SfPn1Sy2fOnBnLli3L6rYBAGgfJKkAAICM1UwYVU8mNeSJJ56IDRs2ZLydXr16pR6/++67Ga9X/V5ZLamoqCitXF5enpXttFW77rprdO/ePVWeMmVKrFixItE+DB48OO2Krn/+859pV/U15PHHH894KsixY8emHldVVcWDDz7YpH62JYWFhWnlsrKyrGynd+/e8cUvfjFt2QcffJCVbQEA0L5IUgEAABmreV+g999/v9F1NmzY0OT7+uy8886px/PmzctoOy+99FK89NJLTdpOpmr+3U2ZurA9yM/Pj8MOOyxVLisri8svvzzxfhx00EGpxx9//HHcdtttja5TVlYWN910U8bbOOSQQ6JTp06p8k033RSLFy9uUj/bippxm82rm2omrGsmyAAAoC6SVAAAQMaGDx+eVr799tujqqqq3voVFRVx0UUXNXkavs9+9rNp5caSXEuWLInzzz+/Sdtoik6dOsWAAQNS5enTp0dFRUXWttcWHXfccWnJm/vvvz9uvPHGjNdviQTJkUceGR06fPIz9g9/+EO88sorDa5z6aWXZpTk3GzbbbeNb33rW6nyqlWrYuLEibFkyZIm9XX69Onx3nvvNWmdlvapT30qrfzCCy9ktN6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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 537,
       "width": 852
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,3 * 2))\n",
    "\n",
    "axs[0].plot(voltage_data)\n",
    "axs[0].set_title(\"voltage\")\n",
    "axs[1].scatter(range(len(fault_data)), fault_data)\n",
    "axs[1].set_title(\"fault incidents\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train region: 145000-end\n",
    "\n",
    "Test region: 45000-60000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_voltage_data = voltage_data[145000:]\n",
    "test_voltage_data = voltage_data[85000:100000]\n",
    "val_voltage_data = voltage_data[120000:135000]\n",
    "fault_voltage_data = voltage_data[45000:60000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'fault incidents')"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 537,
       "width": 852
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fault region\n",
    "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,3 * 2))\n",
    "\n",
    "axs[0].plot(fault_voltage_data)\n",
    "axs[0].set_title(\"voltage\")\n",
    "fault_incidents = fault_data[45000:60000]\n",
    "axs[1].scatter(range(len(fault_incidents)), fault_incidents)\n",
    "axs[1].set_title(\"fault incidents\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f410d197490>]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 673,
       "width": 998
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test region\n",
    "plt.plot(test_voltage_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f410cf0fdc0>]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 998
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test region\n",
    "plt.plot(val_voltage_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f410d197670>]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 998
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# train region\n",
    "# plt.plot(voltage_data[145000:])\n",
    "plt.plot(train_voltage_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(55774,)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_voltage_data.to_numpy().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111.548"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "55774 / 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25000,)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_voltage_data.to_numpy().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "25000 / 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = train_voltage_data.to_numpy()\n",
    "segment_size = 100\n",
    "segments = [ torch.tensor(data[i:i + segment_size]).unsqueeze(1).float() for i in range(0, len(data), segment_size) ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "if (segments[-1].shape[0] != segment_size):\n",
    "    segments.pop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([557, 100, 1])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.stack(segments).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = np.mean(train_voltage_data)\n",
    "stdev = np.std(train_voltage_data)\n",
    "\n",
    "def create_dataset(series, segment_size, mean, stdev):\n",
    "    # normalize the data\n",
    "    data = (series.to_numpy() - mean)/stdev\n",
    "    segments = [ torch.tensor(data[i:i + segment_size]).unsqueeze(1).float() for i in range(0, len(data), segment_size) ]\n",
    "    # reject the last segment if it doesn't fit the shape\n",
    "    if (segments[-1].shape[0] != segment_size):\n",
    "        segments.pop()\n",
    "    n_seq, seq_len, n_features = torch.stack(segments).shape\n",
    "\n",
    "    return segments, seq_len, n_features\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "segment_size = 100\n",
    "train_dataset, seq_len, n_features = create_dataset(train_voltage_data, segment_size, mean, stdev)\n",
    "val_dataset, _, _ = create_dataset(val_voltage_data, segment_size, mean, stdev)\n",
    "test_normal_dataset, _, _ = create_dataset(test_voltage_data, segment_size, mean, stdev)\n",
    "test_anomaly_dataset, _, _ = create_dataset(fault_voltage_data, segment_size, mean, stdev)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Encoder Decoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "\n",
    "  def __init__(self, seq_len, n_features, embedding_dim=64):\n",
    "    super(Encoder, self).__init__()\n",
    "\n",
    "    self.seq_len, self.n_features = seq_len, n_features\n",
    "    self.embedding_dim, self.hidden_dim = embedding_dim, 2 * embedding_dim\n",
    "\n",
    "    self.rnn1 = nn.LSTM(\n",
    "      input_size=n_features,\n",
    "      hidden_size=self.hidden_dim,\n",
    "      num_layers=1,\n",
    "      batch_first=True\n",
    "    )\n",
    "    \n",
    "    self.rnn2 = nn.LSTM(\n",
    "      input_size=self.hidden_dim,\n",
    "      hidden_size=embedding_dim,\n",
    "      num_layers=1,\n",
    "      batch_first=True\n",
    "    )\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = x.reshape((1, self.seq_len, self.n_features))\n",
    "\n",
    "    x, (_, _) = self.rnn1(x)\n",
    "    x, (hidden_n, _) = self.rnn2(x)\n",
    "\n",
    "    return hidden_n.reshape((self.n_features, self.embedding_dim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Decoder(nn.Module):\n",
    "\n",
    "  def __init__(self, seq_len, input_dim=64, n_features=1):\n",
    "    super(Decoder, self).__init__()\n",
    "\n",
    "    self.seq_len, self.input_dim = seq_len, input_dim\n",
    "    self.hidden_dim, self.n_features = 2 * input_dim, n_features\n",
    "\n",
    "    self.rnn1 = nn.LSTM(\n",
    "      input_size=input_dim,\n",
    "      hidden_size=input_dim,\n",
    "      num_layers=1,\n",
    "      batch_first=True\n",
    "    )\n",
    "\n",
    "    self.rnn2 = nn.LSTM(\n",
    "      input_size=input_dim,\n",
    "      hidden_size=self.hidden_dim,\n",
    "      num_layers=1,\n",
    "      batch_first=True\n",
    "    )\n",
    "\n",
    "    self.output_layer = nn.Linear(self.hidden_dim, n_features)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = x.repeat(self.seq_len, self.n_features)\n",
    "    x = x.reshape((self.n_features, self.seq_len, self.input_dim))\n",
    "\n",
    "    x, (hidden_n, cell_n) = self.rnn1(x)\n",
    "    x, (hidden_n, cell_n) = self.rnn2(x)\n",
    "    x = x.reshape((self.seq_len, self.hidden_dim))\n",
    "\n",
    "    return self.output_layer(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RecurrentAutoencoder(nn.Module):\n",
    "\n",
    "  def __init__(self, seq_len, n_features, embedding_dim=64):\n",
    "    super(RecurrentAutoencoder, self).__init__()\n",
    "\n",
    "    self.encoder = Encoder(seq_len, n_features, embedding_dim).to(device)\n",
    "    self.decoder = Decoder(seq_len, embedding_dim, n_features).to(device)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.encoder(x)\n",
    "    x = self.decoder(x)\n",
    "\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = RecurrentAutoencoder(seq_len, n_features, 128)\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(model, train_dataset, val_dataset, n_epochs):\n",
    "  optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n",
    "  criterion = nn.L1Loss(reduction='sum').to(device)\n",
    "  history = dict(train=[], val=[])\n",
    "\n",
    "  best_model_wts = copy.deepcopy(model.state_dict())\n",
    "  best_loss = 10000.0\n",
    "  \n",
    "  for epoch in range(1, n_epochs + 1):\n",
    "    model = model.train()\n",
    "\n",
    "    train_losses = []\n",
    "    for seq_true in train_dataset:\n",
    "      optimizer.zero_grad()\n",
    "\n",
    "      seq_true = seq_true.to(device)\n",
    "      seq_pred = model(seq_true)\n",
    "\n",
    "      loss = criterion(seq_pred, seq_true)\n",
    "\n",
    "      loss.backward()\n",
    "      optimizer.step()\n",
    "\n",
    "      train_losses.append(loss.item())\n",
    "\n",
    "    val_losses = []\n",
    "    model = model.eval()\n",
    "    with torch.no_grad():\n",
    "      for seq_true in val_dataset:\n",
    "\n",
    "        seq_true = seq_true.to(device)\n",
    "        seq_pred = model(seq_true)\n",
    "\n",
    "        loss = criterion(seq_pred, seq_true)\n",
    "        val_losses.append(loss.item())\n",
    "\n",
    "    train_loss = np.mean(train_losses)\n",
    "    val_loss = np.mean(val_losses)\n",
    "\n",
    "    history['train'].append(train_loss)\n",
    "    history['val'].append(val_loss)\n",
    "\n",
    "    if val_loss < best_loss:\n",
    "      best_loss = val_loss\n",
    "      best_model_wts = copy.deepcopy(model.state_dict())\n",
    "\n",
    "    print(f'Epoch {epoch}: train loss {train_loss} val loss {val_loss}')\n",
    "\n",
    "  model.load_state_dict(best_model_wts)\n",
    "  return model.eval(), history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: train loss 83876.04766045781 val loss 76590.19979166667\n",
      "Epoch 2: train loss 69409.47180066202 val loss 62160.938072916666\n",
      "Epoch 3: train loss 55019.510905240124 val loss 47822.004479166666\n",
      "Epoch 4: train loss 40701.095496241025 val loss 33518.067044270836\n",
      "Epoch 5: train loss 26405.11348462747 val loss 19228.23103515625\n",
      "Epoch 6: train loss 12124.039359676559 val loss 5028.084357096354\n",
      "Epoch 7: train loss 1190.5766426237096 val loss 489.6685514322917\n",
      "Epoch 8: train loss 445.39513634180037 val loss 488.57960042317706\n",
      "Epoch 9: train loss 445.98794736468386 val loss 489.6590458170573\n",
      "Epoch 10: train loss 443.86239300767227 val loss 489.81301350911457\n"
     ]
    }
   ],
   "source": [
    "model, history = train_model(\n",
    "  model, \n",
    "  train_dataset, \n",
    "  val_dataset, \n",
    "  n_epochs=10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 716,
       "width": 1046
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.figure().gca()\n",
    "\n",
    "ax.plot(history['train'])\n",
    "ax.plot(history['val'])\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['train', 'test'])\n",
    "plt.title('Loss over training epochs')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save the model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = 'model.pth'\n",
    "\n",
    "torch.save(model, MODEL_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reload the model\n",
    "# model.torch.load('model.pth')\n",
    "# model = model.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check reconstruction error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(model, dataset):\n",
    "  predictions, losses = [], []\n",
    "  criterion = nn.L1Loss(reduction='sum').to(device)\n",
    "  with torch.no_grad():\n",
    "    model = model.eval()\n",
    "    for seq_true in dataset:\n",
    "      seq_true = seq_true.to(device)\n",
    "      seq_pred = model(seq_true)\n",
    "\n",
    "      loss = criterion(seq_pred, seq_true)\n",
    "\n",
    "      predictions.append(seq_pred.cpu().numpy().flatten())\n",
    "      losses.append(loss.item())\n",
    "  return predictions, losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 336.7330322265625,\n",
       " 274.153564453125,\n",
       " 274.153564453125,\n",
       " 274.153564453125,\n",
       " 447.9044189453125,\n",
       " 523.783935546875,\n",
       " 374.783935546875,\n",
       " 319.8818359375,\n",
       " 459.3052978515625,\n",
       " 345.68359375,\n",
       " 334.153564453125,\n",
       " 462.3057861328125,\n",
       " 302.182373046875,\n",
       " 420.954345703125,\n",
       " 355.8333740234375,\n",
       " 376.553955078125,\n",
       " 428.283935546875,\n",
       " 307.8818359375,\n",
       " 424.5042724609375,\n",
       " 370.28369140625,\n",
       " 330.153564453125,\n",
       " 459.85498046875,\n",
       " 345.3336181640625,\n",
       " 336.153564453125,\n",
       " 449.6048583984375,\n",
       " 327.6331787109375,\n",
       " 357.153564453125,\n",
       " 453.45556640625,\n",
       " 308.7325439453125,\n",
       " 425.954345703125,\n",
       " 410.283935546875,\n",
       " 309.48193359375,\n",
       " 427.754150390625,\n",
       " 435.783935546875,\n",
       " 306.8828125,\n",
       " 387.153564453125,\n",
       " 445.9556884765625,\n",
       " 313.2822265625,\n",
       " 429.8544921875,\n",
       " 369.6336669921875,\n",
       " 337.153564453125,\n",
       " 475.6055908203125,\n",
       " 310.482421875,\n",
       " 430.354248046875,\n",
       " 397.283935546875,\n",
       " 297.5819091796875,\n",
       " 434.7042236328125,\n",
       " 402.783935546875,\n",
       " 292.5321044921875,\n",
       " 400.3038330078125]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_, losses = predict(model, test_normal_dataset)\n",
    "losses[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 1052
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, losses = predict(model, train_dataset)\n",
    "sns.kdeplot(losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rVqi0tDRYPu+881oNSzQ555xzLCsULVmyxPI680fXzh+pbTcBACAxDBs2zFLeunWrjjnmmDbfV1JSYpnEw/sBABxc27Zt08UXX6zy8nJJUkpKiu666y6dcsopMfdRWFiorKws1dTUSPLPCe35+U2izQlDhw4N7lMZae/JWPrOyspSQUFBizahP9Pj8aikpESDBg1qs+/t27dH7QcAEs3evXuDS7gahqErrrii1fbhF+0WLlyoV199NVi+9dZbNWnSJEnMIeH9AEAiGjx4sOx2e3DrP4fDEfN7Q9uGLz3OHMIcAiCxNa1w12TMmDExvc/pdGrYsGFat26dJP+NQqGYP7p2/mCFCQBA0hg2bJglpfnZZ5/F9L7Vq1dbyiNHjuzUcQEAYrdr1y5dfPHFKisrk+T/Euy2227T9OnT291X6Od5rHPC7t27LXcKRJsTRo0aFfU9rfn000/b1Xf4e1oTOp/Z7XYNHTo0pvcBQE/ncrm0bdu2Vo+SkhLLeyorKy2v19XVWV5nDmEOAZDYUlNTNXz48GD5QJc+z8vLa/E6cwhzCIDE1bRtbJOMjIyY3+t0OoPPm8LfoZg/um7+IDABAEgaGRkZmjhxYrC8bNkymabZ5vuWLVsWfO50OjVhwoQuGR8AoHV79+7VxRdfbPlS68Ybb9RZZ511QP2deOKJwedbt25tkVyPZOnSpZbylClT2uxbkj788MM2+96+fbtlDNH6njBhguWX6NB5KhrTNPXxxx8Hy8ccc0y7fmkHAFgxhzCHAEh8J510UvB5WVmZ9u3bF9P7vv766+DzSEufM4cwhwBIXDk5OZby3r17Y35v081BUuTAHfNH180fBCYAAEll6tSpweclJSX66KOPWm1fXV2tt956K1iePHlyu5ZhBAB0joqKCv34xz8OLg8oSddff71mzZp1wH2GzgmS9MILL7T5ntA2vXv31lFHHRWx3bhx49S7d+9g+fnnn29X35KibjHicDg0efLkYPmNN95QdXV1q30vW7bMEjRpz/YlANATHXrooVq3bl3MxzvvvGN5/1VXXWV5PXzOYA4BgMR36qmnWspvvPFGm+9ZuXKl9uzZEyxH2gqWOQQAEtfgwYMt5fDAQjRbtmyxfF6G9yMxf3QlAhMAgKQyc+ZM5ebmBsv33HOPPB5P1PYPPPCAZRmtCy+8sEvHBwBoqaamRrNnz7bsA3n55Zfrsssu61C/I0aM0LHHHhssL1iwQDt37oza/q233rIsB3jBBRcoJSXyr1QpKSk6//zzg+VVq1bp7bffjtp3SUmJFixYECwfe+yxGjFiRNT2oUGR+vp6Pfjgg1Hbejwe3XPPPcFyXl6eZs6cGbU9AKBtzCEAkPgOO+wwS+Dh8ccfV1VVVdT2Pp9P9957b7BsGEbEz0zmEABIXEcffbTS09OD5b///e8xbW9x3333WconnHBCizbMH12HwAQAIKlkZ2fr0ksvDZa/+OILzZ07V263u0XbhQsX6plnngmWJ0+ezHYcAHCQNTY26mc/+5nWrFkTrLvwwgt13XXXdUr/of3U1dXpiiuusCyB2GTFihW68cYbg+X8/HxdfPHFrfZ98cUXKz8/P1i+8cYbtXLlyhbtSktLdcUVV6iuri7iuCKZOHGi5Zfnp59+Wk8//XSLdi6XS7/+9a/15ZdfBusuueQSZWdnt9o/AKBtzCEAkPh++ctfyjAMSf7P3Msuuyzi8ur19fX69a9/bfmsnjZtmoYPHx6xX+YQAEhM6enpOvfcc4PlyspK/eQnP9HGjRsjtm9oaNBNN92kN998M1jXr18/fec734nYnvmjaxhmLJu3AwCQQNxuty655BJ98sknwbri4mJ973vf04ABA1ReXq4lS5ZYvpzr27evXnjhBRUVFcVjyACQtF555RX9+te/ttQNHDgweNEyFqeeeqrmzJkT9fX7779fjz32WLCcmZmp73//+xo5cqQaGxu1YsUKvfPOO/L5fJIkm82mxx9/3LKcYDQffPCBLrvsMnm93uB7p06dqvHjx8vhcGjdunV69dVXLb9kXnHFFfr5z3/eZt+7d+/WWWedZVny98gjj9TUqVOVn5+vHTt2aNGiRdq1a1fw9WOPPVZ/+ctfZLfb2+wfAJLJjh07LMu8XnXVVbr66qvbfB9zCAAkvkcffdRyJ2xWVpamTZumQw89VKmpqdq8ebMWL15suYN44MCBeumll1rsZR+KOQQAElNFRYXOPfdcy7ayNptNU6ZM0dFHH61evXqpvr5e69ev11tvvaXy8nJLu3nz5mnKlClR+2f+6HwEJgAASamyslKXXXaZZUmqaAoKCjRv3jyNGTPmIIwMABDqpZde0g033NChPn7wgx/ojjvuiPq6aZq65ZZb9Nxzz7XZl8Ph0K233qozzjgj5p//0ksv6eabb5bL5Wqz7Q9/+EPdcsstMQdCPv/886h3E4QbN26cHn/8ccvWVAAAvwMNTDCHAEByuOuuu/TUU08plq9TRo0apccff1z9+vVrtR1zCAAkru3bt+vKK6/UunXrYn6P0+nUbbfdphkzZrTajvmj8xGYAAAkLa/Xq7/85S9auHChJdXYxOl0atq0aZozZ47y8vIO/gABAAclMNHk7bff1kMPPaT169e3eC0lJUXHHXec5s6dq5EjR7Z7DOvXr9cdd9yhjz76KJjwDzVy5Ehdc801+va3v93uvisqKnT33XfrtddesyT8m/Tt21ezZs3SpZdeKpvN1u7+ASAZHGhgoglzCAAkvo8++kgPPPCAPv3004iv9+rVSz/+8Y81a9YsZWRkxNwvcwgAJCaXy6VnnnlGf//737Vt27ao7ZxOp2bMmKGf/vSnGjhwYMz9M390HgITAICk5/V6tWrVKm3dulX79u1TTk6O+vXrp4kTJyozMzPewwMAHGTr1q3TunXrVFZWJrvdrsLCQo0bN06FhYUd7ru0tFSrV69WaWmp3G63CgoKNGrUKI0aNarDfdfW1mr58uXatWuXqqqq1Lt3bw0ePFjjx4/nAiUAHCTMIQCQ+LZv3661a9eqrKxMLpdL+fn5GjVqlMaMGaOUlJQD7pc5BAAS17Zt2/T5559r7969qq2tlcPhUG5urkaMGKFDDz1UDofjgPtm/ug4AhMAAAAAAAAAAAAAACDpHHjcEQAAAAAAAAAAAAAAoIciMAEAAAAAAAAAAAAAAJIOgQkAAAAAAAAAAAAAAJB0CEwAAAAAAAAAAAAAAICkQ2ACAAAAAAAAAAAAAAAkHQITAAAAAAAAAAAAAAAg6RCYAAAAAAAAAAAAAAAASYfABAAAAAAAAAAAAAAASDoEJgAAAAAAAAAAAAAAQNIhMAEAAAAAAAAAAAAAAJIOgQkAAAAAAAAAAAAAAJB0CEwAAAAAAAAAAAAAAICkQ2ACAAAAAAAAAAAAAAAkHQITAAAAAAAAAAAAAAAg6RCYAAAAAAAAAAAAAAAASYfABAAAAAAAAAAAAAAASDoEJgAAAAAAAAAAAAAAQNIhMAEAAAAAAAAAAAAAAJIOgQkAAAAAAAAAAAAAAJB0CEwAAAAAAAAAAAAAAICkQ2ACAAAAAAAAAAAAAAAkHQITAAAAAAAAAAAAAAAg6RCYAAAAAAAAAAAAAAAASYfABAAAAAAAAAAAAAAASDoEJgAAAAAAAAAAAAAAQNIhMAEAAAAAAAAAAAAAAJLO/wdANp9XdfKougAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 1062
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# _, losses = predict(model, train_dataset)\n",
    "_, losses = predict(model, test_normal_dataset)\n",
    "sns.kdeplot(losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 667,
       "width": 1052
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# _, losses = predict(model, train_dataset)\n",
    "_, losses = predict(model, test_anomaly_dataset)\n",
    "sns.kdeplot(losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute THRESHOLD with training set data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions, losses = predict(model, train_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_array = np.array(losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "stdev = np.std(loss_array)\n",
    "mean = np.mean(loss_array)\n",
    "THRESHOLD = mean + stdev "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check on test_normal_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of intervals exceeding 1 std dev loss: 8/150\n"
     ]
    }
   ],
   "source": [
    "_, losses = predict(model, test_normal_dataset)\n",
    "exceed_count = sum(l > THRESHOLD for l in losses)\n",
    "print(f'number of intervals exceeding 1 std dev loss: {exceed_count}/{len(test_normal_dataset)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check on test_anomaly_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of intervals exceeding 1 std dev loss: 118/150\n"
     ]
    }
   ],
   "source": [
    "_, losses = predict(model, test_anomaly_dataset)\n",
    "exceed_count = sum(l > THRESHOLD for l in losses)\n",
    "print(f'number of intervals exceeding 1 std dev loss: {exceed_count}/{len(test_normal_dataset)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot construction error vs original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_prediction(data, model, title, ax):\n",
    "    predictions, pred_losses = predict(model, [data])\n",
    "\n",
    "    ax.plot(data, label='true')\n",
    "    ax.plot(predictions[0], label='reconstructed')\n",
    "    ax.set_title(f'{title} (loss: {np.around(pred_losses[0], 2)})')\n",
    "    ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2200x800 with 12 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 777,
       "width": 2173
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(\n",
    "    nrows=2,\n",
    "    ncols=6,\n",
    "    sharey=True,\n",
    "    sharex=True,\n",
    "    figsize=(22, 8)\n",
    ")\n",
    "\n",
    "sample_size = 6\n",
    "sample_indices = random.sample(range(0,len(test_normal_dataset)), sample_size)\n",
    "\n",
    "sampled_test_normal_dataset = [test_normal_dataset[i] for i in sample_indices]\n",
    "sampled_test_anomaly_dataset = [test_anomaly_dataset[i] for i in sample_indices]\n",
    "\n",
    "for i, data in enumerate(sampled_test_normal_dataset):\n",
    "    plot_prediction(data, model, title='Normal', ax=axs[0, i])\n",
    "\n",
    "for i, data in enumerate(sampled_test_anomaly_dataset):\n",
    "    plot_prediction(data, model, title='Anomaly', ax=axs[1, i])\n",
    "\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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