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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "83c5a539-52e0-4ece-8e6d-649161f904e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.linalg import inv\n",
    "from sklearn.datasets import make_regression, make_classification\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.linear_model import LinearRegression, LogisticRegression\n",
    "from sklearn.metrics import mean_squared_error, accuracy_score, mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, KFold\n",
    "import pandas as pd\n",
    "import json\n",
    "from pandas.io.json import json_normalize\n",
    "import os\n",
    "import datetime as dt\n",
    "kwargs = dict(random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b84478b9-4f71-4baf-bb92-33642d5e77bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['id','deveui', 'unix_time', 'client_id', 'created_at', 'Status', 'Sensor ID', 'Events', 'Height', 'Voltage', 'Temperature', 'Tilt', 'Tx Event', 'Messagetype']\n",
    "df = pd.DataFrame(columns=columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "d87bf958-fb79-4066-85ea-5fe957469e2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['id','deveui', 'unix_time', 'client_id', 'created_at', 'Status', 'Sensor ID', 'Events', 'Height', 'Voltage', 'Temperature', 'Tilt', 'Tx Event', 'Messagetype']\n",
    "temp = pd.DataFrame(columns=columns)\n",
    "path_to_csv = '../data/preprocessed/clusters/0/' \n",
    "csv_files = [pos_csv for pos_csv in os.listdir(path_to_csv) if pos_csv.endswith('F.csv') if not pos_csv.startswith('7') ]\n",
    "\n",
    "\n",
    "\n",
    "dfs = []\n",
    "\n",
    "for filename in csv_files:\n",
    "    df = pd.read_csv(path_to_csv + filename, index_col=0)\n",
    "    df\n",
    "    dfs.append(df)\n",
    "\n",
    "dfs      \n",
    "     \n",
    "temp = pd.concat(dfs)\n",
    "del temp['Tilt']\n",
    "del temp['lfilter']\n",
    "del temp['Temperature']\n",
    "del temp['mov_avg']\n",
    "del temp['min_avg']\n",
    "del temp['Height']\n",
    "temp\n",
    "temp.index = pd.to_datetime(temp.index)\n",
    "temp.index= temp.index.map(dt.datetime.toordinal)\n",
    "# temp\n",
    "df2 = temp.head(13)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "fcd64dd9-6ed7-4d01-b612-4086f78171d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[737554 737555 737556 737557 737558 737559 737560 737561 737562 737563\n",
      " 737564 737565 737566] [78.54798762 78.54798762 71.54798762 71.70588235 70.31578947 65.94736842\n",
      " 61.63157895 58.         54.4        51.15       45.27380952 37.62380952\n",
      " 33.46842105]\n"
     ]
    }
   ],
   "source": [
    "X=df2.index.values\n",
    "Y=df2['inter_pol'].values\n",
    "print(X,Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "800f6fb0-9843-49d3-8fc8-4d84c9270824",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.00001 , shuffle=True, **kwargs)\n",
    "X= X.reshape(-1, 1)\n",
    "X_train= X_train.reshape(-1, 1)\n",
    "y_train= y_train.reshape(-1, 1)\n",
    "X_test = X_test.reshape(-1, 1)\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "plt.title(\"Test\")\n",
    "plt.scatter(X_train, y_train)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "a266f4d0-110e-4f6d-936c-e1617a90efbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 19.936998955743626\n",
      "MAE: 4.465086668335076\n",
      "[[42.08889619]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\core\\_asarray.py:171: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  return array(a, dtype, copy=False, order=order, subok=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "y_pred = lr.predict(X_test)\n",
    "\n",
    "# plot training set, regression line, and errors on test set\n",
    "plt.scatter(X_train, y_train)\n",
    "plt.plot(X, lr.predict(X), color=\"green\")\n",
    "plt.scatter(X_test, y_test, color=\"red\")\n",
    "for i in range(len(X_test)):\n",
    "    plt.plot([X_test[i]]*2, [y_test[i], y_pred[i]], color=\"red\")\n",
    "    \n",
    "# calculate mean squared error and mean absolute error\n",
    "for name, metric in zip((\"MSE\", \"MAE\"), (mean_squared_error, mean_absolute_error)):\n",
    "    print(f\"{name}: {metric(y_test, y_pred)}\")\n",
    "    \n",
    "print(y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6c33f243-b715-426e-ba2f-d748c86e902d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-3.62261628]]\n"
     ]
    }
   ],
   "source": [
    "print(lr.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "111c9167-eb08-4697-9e15-15062bbb37d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "path_0 = '../data/preprocessed/clusters/0/'\n",
    "path_1 = '../data/preprocessed/clusters/1/'\n",
    "path_2 = '../data/preprocessed/clusters/2/'\n",
    "\n",
    "dfs_c_0 = []\n",
    "dfs_c_1 = []\n",
    "dfs_c_2 = []\n",
    "dfs_c_0_grouped = []\n",
    "dfs_c_1_grouped = []\n",
    "dfs_c_2_grouped = []\n",
    "\n",
    "csv_files_0 = [csv for csv in os.listdir(path_0) if csv.endswith('.csv')]\n",
    "csv_files_1 = [csv for csv in os.listdir(path_1) if csv.endswith('.csv')]\n",
    "csv_files_2 = [csv for csv in os.listdir(path_2) if csv.endswith('.csv')]\n",
    "\n",
    "for file in csv_files_0:\n",
    "    # import DataFrame\n",
    "    df = pd.read_csv(path_0 + file)\n",
    "\n",
    "    if file.startswith('g_'):\n",
    "      dfs_c_0_grouped.append(df)\n",
    "    else:\n",
    "      dfs_c_0.append(df)\n",
    "\n",
    "for file in csv_files_1:\n",
    "    # import DataFrame\n",
    "    df = pd.read_csv(path_1 + file)\n",
    "\n",
    "    if file.startswith('g_'):\n",
    "      dfs_c_1_grouped.append(df)\n",
    "    else:\n",
    "      dfs_c_1.append(df)\n",
    "\n",
    "for file in csv_files_2:\n",
    "    # import DataFrame\n",
    "    df = pd.read_csv(path_2 + file)\n",
    "\n",
    "    if file.startswith('g_'):\n",
    "      dfs_c_2_grouped.append(df)\n",
    "    else:\n",
    "      dfs_c_2.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c45f6dae-15ee-49df-b53d-d6fea8b6b58e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,8))\n",
    "plt.ylim((0,200))\n",
    "plt.title('Test')\n",
    "\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "plt.yticks(fontsize=10, fontweight='bold')\n",
    "plt.plot(dfs_c_0_grouped[0]['Height'])\n",
    "plt.plot(dfs_c_0_grouped[0]['mov_avg'])\n",
    "plt.plot(dfs_c_0_grouped[0]['inter_pol'])\n",
    "  #plt.plot(df1_grouped['Height'])\n",
    "  #plt.plot(grouped['mov_avg'])\n",
    "  #plt.plot(grouped['inter_pol'])\n",
    "plt.legend(['Raw', 'moving average', 'mov_avg_in'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "4f8860e7-1f78-4588-8eb2-7f3ef1946eda",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_empties(df, threshold):\n",
    "    empties_indices = []\n",
    "    for idx,val in enumerate(df['inter_pol']):\n",
    "        if idx != 0 and (df['inter_pol'][idx-1]*threshold < (df['inter_pol'][idx])) and (df['inter_pol'][idx] > 120): \n",
    "            empties_indices.append(idx)\n",
    "            \n",
    "    # filter out double values\n",
    "    for idx,val in enumerate(empties_indices): \n",
    "        if idx !=0 and (empties_indices[idx] - empties_indices[idx-1]) < 3: \n",
    "            empties_indices.pop(idx)\n",
    "    return empties_indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "adb5bc7e-0b52-4384-8df7-200a8349f2ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp.reset_index(inplace=True)\n",
    "\n",
    "test = calculate_empties(temp, 1.02)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "3b3b5ec6-6991-4849-8ad7-d755f0114458",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15,\n",
       " 29,\n",
       " 49,\n",
       " 78,\n",
       " 91,\n",
       " 101,\n",
       " 112,\n",
       " 126,\n",
       " 138,\n",
       " 147,\n",
       " 169,\n",
       " 179,\n",
       " 189,\n",
       " 212,\n",
       " 267,\n",
       " 286,\n",
       " 302,\n",
       " 315,\n",
       " 328,\n",
       " 336,\n",
       " 350,\n",
       " 360]"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "b784cb07-7852-4a83-8d71-224febeb6fc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15,\n",
       " 29,\n",
       " 43,\n",
       " 49,\n",
       " 64,\n",
       " 78,\n",
       " 91,\n",
       " 101,\n",
       " 112,\n",
       " 126,\n",
       " 138,\n",
       " 147,\n",
       " 169,\n",
       " 179,\n",
       " 189,\n",
       " 212,\n",
       " 246,\n",
       " 267,\n",
       " 286,\n",
       " 302,\n",
       " 315,\n",
       " 322,\n",
       " 328,\n",
       " 336,\n",
       " 350,\n",
       " 360]"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_list = temp[\"inter_pol\"].tolist()\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "0650f8b8-49c0-43a5-a75b-1059ab562eb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "counter = 1\n",
    "pred_list = list()\n",
    "# pred_list.append(temp_list[0])\n",
    "for k in range(test[0]): \n",
    "    y = -3.62261628 * k + temp_list[0]\n",
    "    pred_list.append(y) \n",
    "for timeinterval in test:\n",
    "    if counter < len(test):\n",
    "        length = test[counter] - timeinterval\n",
    "        #print(test[counter+1])\n",
    "        #pred_list.append(temp_list[timeinterval])\n",
    "        counter +=1    \n",
    "        for i in range(length):\n",
    "           #print(temp_list[timeinterval])\n",
    "            y = -3.62261628 * i + temp_list[timeinterval]\n",
    "            pred_list.append(y)\n",
    "        addition =  temp.shape[0] - test[-1]\n",
    "for j in range(addition): \n",
    "    y = -3.62261628 * j + temp_list[test[-1]]\n",
    "    pred_list.append(y)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "ae754587-1477-4079-8121-fe2aeb011128",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15\n"
     ]
    }
   ],
   "source": [
    "print(test[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "f6154051-8028-4432-ad94-02af5ab1b310",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "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>time_stamp</th>\n",
       "      <th>device_id</th>\n",
       "      <th>inter_pol</th>\n",
       "      <th>linearReg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>737554</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>78.547988</td>\n",
       "      <td>78.547988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>737555</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>78.547988</td>\n",
       "      <td>74.925371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737556</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>71.547988</td>\n",
       "      <td>71.302755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>737557</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>71.705882</td>\n",
       "      <td>67.680139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>737558</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>70.315789</td>\n",
       "      <td>64.057522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>737914</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>120.022222</td>\n",
       "      <td>120.022222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>737915</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>125.211765</td>\n",
       "      <td>116.399606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>737916</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>117.887955</td>\n",
       "      <td>112.776990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>737917</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>113.240896</td>\n",
       "      <td>109.154373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>737918</td>\n",
       "      <td>70B3D5007000174F</td>\n",
       "      <td>107.050420</td>\n",
       "      <td>105.531757</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>365 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     time_stamp         device_id   inter_pol   linearReg\n",
       "0        737554  70B3D5007000174F   78.547988   78.547988\n",
       "1        737555  70B3D5007000174F   78.547988   74.925371\n",
       "2        737556  70B3D5007000174F   71.547988   71.302755\n",
       "3        737557  70B3D5007000174F   71.705882   67.680139\n",
       "4        737558  70B3D5007000174F   70.315789   64.057522\n",
       "..          ...               ...         ...         ...\n",
       "360      737914  70B3D5007000174F  120.022222  120.022222\n",
       "361      737915  70B3D5007000174F  125.211765  116.399606\n",
       "362      737916  70B3D5007000174F  117.887955  112.776990\n",
       "363      737917  70B3D5007000174F  113.240896  109.154373\n",
       "364      737918  70B3D5007000174F  107.050420  105.531757\n",
       "\n",
       "[365 rows x 4 columns]"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(pred_list)\n",
    "temp['linearReg'] = pred_list\n",
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "e62df669-53c4-4030-8a3b-df0c46bc7e8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,8))\n",
    "plt.ylim((0,200))\n",
    "plt.title('Test')\n",
    "\n",
    "plt.xticks(fontsize=8, rotation=90)\n",
    "plt.yticks(fontsize=10, fontweight='bold')\n",
    "plt.plot(dfs_c_0_grouped[0]['Height'])\n",
    "plt.plot(dfs_c_0_grouped[0]['mov_avg'])\n",
    "plt.plot(dfs_c_0_grouped[0]['inter_pol'])\n",
    "plt.plot(temp['linearReg'])\n",
    "plt.legend(['Raw', 'moving average', 'mov_avg_in'], loc='upper left')\n",
    "\n",
    "for i in test: \n",
    "    plt.vlines(i, color=\"red\", ymin=0, ymax=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2696543-3d8b-4f7a-a79f-c7fb3cf5d532",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "d66957cb-c3da-431d-9208-0b72a529fbd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_empties_column(df, values):\n",
    "    df_final = df\n",
    "    df_final['empties'] = 0\n",
    "    for i in range(0, len(df), 1): \n",
    "        if i in values: \n",
    "            df_final['empties'][i] = 1\n",
    "    return df_final"
   ]
  }
 ],
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