linearRegression.ipynb 500 KB
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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",
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    "import sys\n",
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    "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",
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    "kwargs = dict(random_state=42)\n",
    "sys.path.insert(1, '..\\src')\n",
    "from regression import linearRegression, predictValues, linearRegressionPlot\n",
    "from calculateEmpties import calculateEmpties"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "id": "d87bf958-fb79-4066-85ea-5fe957469e2c",
   "metadata": {},
   "outputs": [],
   "source": [
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    "#get data from cluster 0\n",
    "\n",
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    "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",
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    "\n",
    "#use example fill process\n",
    "\n",
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    "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",
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    "dfs0 = []\n",
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    "\n",
    "for filename in csv_files:\n",
    "    df = pd.read_csv(path_to_csv + filename, index_col=0)\n",
    "    df\n",
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    "    dfs0.append(df)\n",
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    "\n",
    "     \n",
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    "temp0 = pd.concat(dfs0)\n",
    "del temp0['Tilt']\n",
    "del temp0['lfilter']\n",
    "del temp0['Temperature']\n",
    "del temp0['mov_avg']\n",
    "del temp0['min_avg']\n",
    "del temp0['Height']\n",
    "temp0.index = pd.to_datetime(temp0.index)\n",
    "temp0.index= temp0.index.map(dt.datetime.toordinal)\n",
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    "# temp\n",
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    "cluster0 = temp0.head(13)\n",
    "\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
   "id": "3a27a044-8f7d-4a13-964c-f59079f6de0e",
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 19.936998955743626\n",
      "MAE: 4.465086668335076\n",
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      "[[42.08889619]]\n",
      "[[-3.62261628]]\n"
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    },
    {
     "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": [
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    "linearRegression(cluster0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "adb5bc7e-0b52-4384-8df7-200a8349f2ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp0.reset_index(inplace=True)\n",
    "\n",
    "test0 = calculateEmpties(temp0, 1.01)\n",
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    "\n",
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    "temp_list0 = temp0[\"inter_pol\"].tolist()\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
   "id": "0650f8b8-49c0-43a5-a75b-1059ab562eb3",
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Values have been predicted!\n"
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     ]
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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>index</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>0</td>\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>1</td>\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>2</td>\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>3</td>\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>4</td>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>360</td>\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>361</td>\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>362</td>\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>363</td>\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>364</td>\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 × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  time_stamp         device_id   inter_pol   linearReg\n",
       "0        0      737554  70B3D5007000174F   78.547988   78.547988\n",
       "1        1      737555  70B3D5007000174F   78.547988   74.925371\n",
       "2        2      737556  70B3D5007000174F   71.547988   71.302755\n",
       "3        3      737557  70B3D5007000174F   71.705882   67.680139\n",
       "4        4      737558  70B3D5007000174F   70.315789   64.057522\n",
       "..     ...         ...               ...         ...         ...\n",
       "360    360      737914  70B3D5007000174F  120.022222  120.022222\n",
       "361    361      737915  70B3D5007000174F  125.211765  116.399606\n",
       "362    362      737916  70B3D5007000174F  117.887955  112.776990\n",
       "363    363      737917  70B3D5007000174F  113.240896  109.154373\n",
       "364    364      737918  70B3D5007000174F  107.050420  105.531757\n",
       "\n",
       "[365 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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    }
   ],
   "source": [
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    "predictValues(test0, temp_list0, temp0)\n",
    "temp0"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 7,
   "id": "e62df669-53c4-4030-8a3b-df0c46bc7e8b",
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 2160x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "linearRegressionPlot(temp0, test0, \"Cluster 0\")"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
   "id": "a2696543-3d8b-4f7a-a79f-c7fb3cf5d532",
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   "metadata": {},
   "outputs": [],
   "source": [
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    "#get data from cluster 1\n",
    "\n",
    "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/1/' \n",
    "\n",
    "#use example fill process\n",
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    "\n",
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    "csv_files = [pos_csv for pos_csv in os.listdir(path_to_csv) if pos_csv.endswith('42.csv') if not pos_csv.startswith('7') ]\n",
    "\n",
    "\n",
    "\n",
    "dfs1 = []\n",
    "\n",
    "for filename in csv_files:\n",
    "    df = pd.read_csv(path_to_csv + filename, index_col=0)\n",
    "    df\n",
    "    dfs1.append(df)\n",
    "\n",
    "     \n",
    "temp1 = pd.concat(dfs1)\n",
    "del temp1['Tilt']\n",
    "del temp1['lfilter']\n",
    "del temp1['Temperature']\n",
    "del temp1['mov_avg']\n",
    "del temp1['min_avg']\n",
    "del temp1['Height']\n",
    "temp1.index = pd.to_datetime(temp1.index)\n",
    "temp1.index= temp1.index.map(dt.datetime.toordinal)\n",
    "# temp\n",
    "cluster1 = temp1[15:27]\n",
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    "\n"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
   "id": "d66957cb-c3da-431d-9208-0b72a529fbd2",
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 432x288 with 1 Axes>"
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      ]
     },
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     "metadata": {
      "needs_background": "light"
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     },
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     "output_type": "display_data"
    },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "MSE: 0.49216773330806696\n",
      "MAE: 0.7015466722236425\n",
      "[[85.75299878]]\n",
      "[[-3.63041747]]\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"
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     ]
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    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
   "source": [
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    "linearRegression(cluster1)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
   "id": "ecfee389-b3f0-466e-9a95-e3fdbccb64e9",
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   "metadata": {},
   "outputs": [
    {
     "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",
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       "      <th>index</th>\n",
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       "      <th>time_stamp</th>\n",
       "      <th>device_id</th>\n",
       "      <th>inter_pol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>0</td>\n",
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       "      <td>737554</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>45.145933</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>1</td>\n",
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       "      <td>737555</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>45.145933</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>2</td>\n",
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       "      <td>737556</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>39.498747</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>3</td>\n",
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       "      <td>737557</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>35.025063</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>4</td>\n",
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       "      <td>737558</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>28.818713</td>\n",
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       "    </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",
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       "      <td>360</td>\n",
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       "      <td>737914</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>65.691176</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
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       "      <td>361</td>\n",
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       "      <td>737915</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>59.552288</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
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       "      <td>362</td>\n",
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       "      <td>737916</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>52.236111</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
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       "      <td>363</td>\n",
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       "      <td>737917</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>63.036765</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
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       "      <td>364</td>\n",
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       "      <td>737918</td>\n",
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       "      <td>70B3D50070001742</td>\n",
       "      <td>104.036765</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>365 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
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       "     index  time_stamp         device_id   inter_pol\n",
       "0        0      737554  70B3D50070001742   45.145933\n",
       "1        1      737555  70B3D50070001742   45.145933\n",
       "2        2      737556  70B3D50070001742   39.498747\n",
       "3        3      737557  70B3D50070001742   35.025063\n",
       "4        4      737558  70B3D50070001742   28.818713\n",
       "..     ...         ...               ...         ...\n",
       "360    360      737914  70B3D50070001742   65.691176\n",
       "361    361      737915  70B3D50070001742   59.552288\n",
       "362    362      737916  70B3D50070001742   52.236111\n",
       "363    363      737917  70B3D50070001742   63.036765\n",
       "364    364      737918  70B3D50070001742  104.036765\n",
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       "\n",
       "[365 rows x 4 columns]"
      ]
     },
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     "execution_count": 11,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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    "temp1.reset_index(inplace=True)\n",
    "\n",
    "test1 = calculateEmpties(temp1, 1.02)\n",
    "\n",
    "temp_list1 = temp1[\"inter_pol\"].tolist()\n",
    "temp1"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
   "id": "1860cff9-2caa-4882-b7a5-e4d39a053486",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Values have been predicted!\n"
     ]
    }
   ],
   "source": [
    "predictValues(test1, temp_list1, temp1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a253c7e1-12af-40e1-ae6f-76b2683cc820",
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 2160x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "linearRegressionPlot(temp1, test1, \"Cluster 1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b2ffc5a8-ef27-44b6-97d4-459e11a37125",
   "metadata": {},
   "outputs": [],
   "source": [
    "#get data from cluster 2\n",
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    "\n",
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    "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/2/' \n",
    "\n",
    "#use example fill process\n",
    "\n",
    "csv_files = [pos_csv for pos_csv in os.listdir(path_to_csv) if pos_csv.endswith('3C.csv') if not pos_csv.startswith('7') ]\n",
    "\n",
    "\n",
    "\n",
    "dfs2 = []\n",
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    "\n",
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    "for filename in csv_files:\n",
    "    df = pd.read_csv(path_to_csv + filename, index_col=0)\n",
    "    df\n",
    "    dfs2.append(df)\n",
    "\n",
    "     \n",
    "temp2 = pd.concat(dfs2)\n",
    "del temp2['Tilt']\n",
    "del temp2['lfilter']\n",
    "del temp2['Temperature']\n",
    "del temp2['mov_avg']\n",
    "del temp2['min_avg']\n",
    "del temp2['Height']\n",
    "temp2.index = pd.to_datetime(temp2.index)\n",
    "temp2.index= temp2.index.map(dt.datetime.toordinal)\n",
    "# temp\n",
    "cluster2 = temp2.head(12)\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 15,
   "id": "797bcef7-6462-469f-b1c8-4390efcb0f00",
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   "metadata": {},
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   "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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 5.109055567791543\n",
      "MAE: 2.2603220053327675\n",
      "[[59.17698867]]\n",
      "[[-3.38830135]]\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": [
    "linearRegression(cluster2)"
   ]
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  },
  {
   "cell_type": "code",
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   "execution_count": 16,
   "id": "60011168-cbea-4813-8454-d9b29e7b3ede",
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   "metadata": {},
   "outputs": [],
   "source": [
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    "temp2.reset_index(inplace=True)\n",
    "\n",
    "test2 = calculateEmpties(temp2, 1.01)\n",
    "\n",
    "temp_list2 = temp2[\"inter_pol\"].tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e700f50f-2e99-43e7-95e5-a97a48d7a395",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Values have been predicted!\n"
     ]
    }
   ],
   "source": [
    "predictValues(test2, temp_list2, temp2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0d4be5f4-904e-4cc5-b107-298d24d463ef",
   "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": [
    "linearRegressionPlot(temp2, test2, \"Cluster 2\")"
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  }
 ],
 "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}