Substation.Exploratory.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory analysis substations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Libraties and data source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "import time as tm\n",
    "import pylab\n",
    "\n",
    "# plotting\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Frame Basic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataDir = (\"C:/Users/miha/Desktop/Programming/test1/\")\n",
    "df = pd.read_csv(dataDir + \"zigbee1.csv\", parse_dates = True)\n",
    "#df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge dataframes zigbee1 & zigbee2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Loading first file dataframe as df1\n",
    "dataDir = (\"C:/Users/miha/Desktop/Programming/test1/\")\n",
    "df1 = pd.read_csv(dataDir + r\"zigbee1.csv\")\n",
    "\n",
    "# Loading second file dataframe as df2\n",
    "dataDir = (\"C:/Users/miha/Desktop/Programming/test1/\")\n",
    "df2 = pd.read_csv(dataDir + r\"zigbee2.csv\")\n",
    "\n",
    "#convert epoch time to datetime\n",
    "df2.index = pd.to_datetime(df2['Timestamp'], unit='s')\n",
    "df2.index.day\n",
    "\n",
    "df1.index = pd.to_datetime(df1['Timestamp'], unit='s')\n",
    "df1.index.day\n",
    "\n",
    "#Meriging dataframes by timestamp (index)\n",
    "df3=pd.concat([df1,df2], axis=1)\n",
    "\n",
    "#rename columns\n",
    "df3.rename(columns={'ch0_zigbee1': 'voltage', 'ch1_zigbee1': 'current1', 'ch0_zigbee2': 'current2', 'ch1_zigbee2': 'current3'}, inplace=True)\n",
    "\n",
    "##Add new derivatives (Power1,2,3,)\n",
    "df3['PW1'] = df3['voltage'] * df3['current1']\n",
    "df3['PW2'] = df3['voltage'] * df3['current2']\n",
    "df3['PW3'] = df3['voltage'] * df3['current3']\n",
    "\n",
    "## resampling df\n",
    "idx = pd.date_range(start=df3.index.min(),end=df3.index.max(), freq=\"1s\")\n",
    "df = df3.reindex(idx)\n",
    "df.drop(\"Timestamp\", 1, inplace=True)  # delete timestamp clums as a htey are redundant\n",
    "\n",
    "\n",
    "#Adding Time tags\n",
    "#df['month'] = df.index.month\n",
    "#df['day'] = df.index.dayofweek\n",
    "#df['hour'] = df.index.hour\n",
    "#df['min'] = df.index.minute\n",
    "#df['sec'] = df.index.second\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:16</th>\n",
       "      <td>784.855334</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:17</th>\n",
       "      <td>787.194846</td>\n",
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       "      <td>1432.071437</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:18</th>\n",
       "      <td>783.905967</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:20</th>\n",
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       "      <td>268478.962776</td>\n",
       "      <td>1.148720e+06</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:21</th>\n",
       "      <td>781.871609</td>\n",
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       "    <tr>\n",
       "      <th>2017-11-27 07:08:22</th>\n",
       "      <td>783.295660</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>2018-02-16 16:44:40</th>\n",
       "      <td>786.042043</td>\n",
       "      <td>154.428578</td>\n",
       "      <td>219.100361</td>\n",
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       "      <td>1.465407e+05</td>\n",
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       "    <tr>\n",
       "      <th>2018-02-16 16:44:41</th>\n",
       "      <td>787.601718</td>\n",
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       "      <th>2018-02-16 16:44:42</th>\n",
       "      <td>789.229204</td>\n",
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       "    <tr>\n",
       "      <th>2018-02-16 16:44:43</th>\n",
       "      <td>783.261754</td>\n",
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       "      <td>236.934900</td>\n",
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       "      <td>185582.045326</td>\n",
       "      <td>1.493792e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:44</th>\n",
       "      <td>784.516275</td>\n",
       "      <td>130.571435</td>\n",
       "      <td>236.934900</td>\n",
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       "      <td>1.515798e+05</td>\n",
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       "    <tr>\n",
       "      <th>2018-02-16 16:44:45</th>\n",
       "      <td>785.397830</td>\n",
       "      <td>139.357149</td>\n",
       "      <td>242.156419</td>\n",
       "      <td>201.071435</td>\n",
       "      <td>109450.802601</td>\n",
       "      <td>190189.125948</td>\n",
       "      <td>1.579211e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:46</th>\n",
       "      <td>784.448463</td>\n",
       "      <td>145.285721</td>\n",
       "      <td>243.851717</td>\n",
       "      <td>205.357149</td>\n",
       "      <td>113969.160260</td>\n",
       "      <td>191289.104815</td>\n",
       "      <td>1.610921e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:47</th>\n",
       "      <td>786.109855</td>\n",
       "      <td>155.857149</td>\n",
       "      <td>245.614828</td>\n",
       "      <td>209.571435</td>\n",
       "      <td>122520.841046</td>\n",
       "      <td>193080.236595</td>\n",
       "      <td>1.647462e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:48</th>\n",
       "      <td>785.533454</td>\n",
       "      <td>154.428578</td>\n",
       "      <td>243.309222</td>\n",
       "      <td>210.928578</td>\n",
       "      <td>121308.814110</td>\n",
       "      <td>191127.533377</td>\n",
       "      <td>1.656915e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:49</th>\n",
       "      <td>786.245479</td>\n",
       "      <td>164.785721</td>\n",
       "      <td>247.377938</td>\n",
       "      <td>205.357149</td>\n",
       "      <td>129562.027924</td>\n",
       "      <td>194499.785336</td>\n",
       "      <td>1.614611e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:50</th>\n",
       "      <td>785.736889</td>\n",
       "      <td>141.642864</td>\n",
       "      <td>251.650090</td>\n",
       "      <td>198.928578</td>\n",
       "      <td>111294.023027</td>\n",
       "      <td>197730.758855</td>\n",
       "      <td>1.563055e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:51</th>\n",
       "      <td>783.024412</td>\n",
       "      <td>119.071435</td>\n",
       "      <td>227.915913</td>\n",
       "      <td>180.285721</td>\n",
       "      <td>93235.840351</td>\n",
       "      <td>178463.723517</td>\n",
       "      <td>1.411681e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:52</th>\n",
       "      <td>785.397830</td>\n",
       "      <td>133.428578</td>\n",
       "      <td>157.459312</td>\n",
       "      <td>116.928578</td>\n",
       "      <td>104794.515462</td>\n",
       "      <td>123668.202169</td>\n",
       "      <td>9.183545e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:53</th>\n",
       "      <td>788.279837</td>\n",
       "      <td>134.285721</td>\n",
       "      <td>159.290235</td>\n",
       "      <td>106.357149</td>\n",
       "      <td>105854.726021</td>\n",
       "      <td>125565.280133</td>\n",
       "      <td>8.383920e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:54</th>\n",
       "      <td>791.738246</td>\n",
       "      <td>108.142864</td>\n",
       "      <td>150.745931</td>\n",
       "      <td>100.214292</td>\n",
       "      <td>85620.841044</td>\n",
       "      <td>119351.318764</td>\n",
       "      <td>7.934349e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:55</th>\n",
       "      <td>794.586347</td>\n",
       "      <td>110.500006</td>\n",
       "      <td>123.824593</td>\n",
       "      <td>80.714292</td>\n",
       "      <td>87801.796405</td>\n",
       "      <td>98389.330702</td>\n",
       "      <td>6.413447e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:56</th>\n",
       "      <td>808.996383</td>\n",
       "      <td>133.428578</td>\n",
       "      <td>111.347197</td>\n",
       "      <td>83.071435</td>\n",
       "      <td>107943.236874</td>\n",
       "      <td>90079.479308</td>\n",
       "      <td>6.720449e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:57</th>\n",
       "      <td>802.995027</td>\n",
       "      <td>152.357149</td>\n",
       "      <td>133.453887</td>\n",
       "      <td>102.571435</td>\n",
       "      <td>122342.033189</td>\n",
       "      <td>107162.807869</td>\n",
       "      <td>8.236435e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:58</th>\n",
       "      <td>789.568264</td>\n",
       "      <td>145.500006</td>\n",
       "      <td>149.728752</td>\n",
       "      <td>120.714292</td>\n",
       "      <td>114882.187450</td>\n",
       "      <td>118221.070545</td>\n",
       "      <td>9.531217e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:44:59</th>\n",
       "      <td>785.669077</td>\n",
       "      <td>152.142864</td>\n",
       "      <td>147.558770</td>\n",
       "      <td>132.142864</td>\n",
       "      <td>119533.943275</td>\n",
       "      <td>115932.362563</td>\n",
       "      <td>1.038206e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:00</th>\n",
       "      <td>786.550633</td>\n",
       "      <td>190.071435</td>\n",
       "      <td>123.621157</td>\n",
       "      <td>117.285721</td>\n",
       "      <td>149500.807493</td>\n",
       "      <td>97234.299093</td>\n",
       "      <td>9.225116e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:01</th>\n",
       "      <td>788.856238</td>\n",
       "      <td>197.000006</td>\n",
       "      <td>127.079565</td>\n",
       "      <td>133.928578</td>\n",
       "      <td>155404.684096</td>\n",
       "      <td>100247.508010</td>\n",
       "      <td>1.056504e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:02</th>\n",
       "      <td>789.432640</td>\n",
       "      <td>226.000007</td>\n",
       "      <td>178.074141</td>\n",
       "      <td>195.285721</td>\n",
       "      <td>178411.781772</td>\n",
       "      <td>140577.538851</td>\n",
       "      <td>1.541649e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:03</th>\n",
       "      <td>787.669530</td>\n",
       "      <td>244.785721</td>\n",
       "      <td>170.343580</td>\n",
       "      <td>186.785721</td>\n",
       "      <td>192810.253585</td>\n",
       "      <td>134174.447484</td>\n",
       "      <td>1.471254e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:04</th>\n",
       "      <td>791.195750</td>\n",
       "      <td>245.714292</td>\n",
       "      <td>150.881555</td>\n",
       "      <td>166.214292</td>\n",
       "      <td>194408.103809</td>\n",
       "      <td>119376.844807</td>\n",
       "      <td>1.315080e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:05</th>\n",
       "      <td>792.924955</td>\n",
       "      <td>239.214292</td>\n",
       "      <td>60.352622</td>\n",
       "      <td>75.785721</td>\n",
       "      <td>189678.981818</td>\n",
       "      <td>47855.099694</td>\n",
       "      <td>6.009239e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:06</th>\n",
       "      <td>802.995027</td>\n",
       "      <td>225.071435</td>\n",
       "      <td>93.783905</td>\n",
       "      <td>108.571435</td>\n",
       "      <td>180731.243078</td>\n",
       "      <td>75308.009675</td>\n",
       "      <td>8.718232e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:07</th>\n",
       "      <td>794.179475</td>\n",
       "      <td>234.000007</td>\n",
       "      <td>163.426763</td>\n",
       "      <td>176.285721</td>\n",
       "      <td>185838.002424</td>\n",
       "      <td>129790.180567</td>\n",
       "      <td>1.400025e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:08</th>\n",
       "      <td>788.008589</td>\n",
       "      <td>236.214292</td>\n",
       "      <td>122.129294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>186138.891206</td>\n",
       "      <td>96238.932857</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-16 16:45:09</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.428578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7033037 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        voltage    current1    current2     current3  \\\n",
       "2017-11-27 07:07:53         NaN  219.714292         NaN          NaN   \n",
       "2017-11-27 07:07:54  785.533454  221.714292  243.444846  1360.571437   \n",
       "2017-11-27 07:07:55  788.856238  220.428578  254.294755  1375.785722   \n",
       "2017-11-27 07:07:56  789.737794  218.357149  224.864376  1346.857151   \n",
       "2017-11-27 07:07:57  792.958860  205.642864  208.657323  1334.500008   \n",
       "2017-11-27 07:07:58  793.026672  213.000007  179.091320  1304.357151   \n",
       "2017-11-27 07:07:59  791.195750  209.642864  185.872513  1282.285722   \n",
       "2017-11-27 07:08:00  788.652803  218.000007         NaN  1298.785722   \n",
       "2017-11-27 07:08:01  788.957956  217.357149  206.894213  1313.142865   \n",
       "2017-11-27 07:08:02  788.856238  215.214292         NaN  1326.500008   \n",
       "2017-11-27 07:08:03  788.178119  213.285721  169.801084  1290.571437   \n",
       "2017-11-27 07:08:04  790.449819  210.357149  169.326401  1279.642865   \n",
       "2017-11-27 07:08:05  789.229204  210.214292  176.446654  1284.142865   \n",
       "2017-11-27 07:08:06  792.484177  214.928578         NaN  1281.714294   \n",
       "2017-11-27 07:08:07  793.976040  207.785721  152.915913  1274.142865   \n",
       "2017-11-27 07:08:08  788.788426  211.500007         NaN  1252.142865   \n",
       "2017-11-27 07:08:09  791.941681  209.857149  178.481012  1271.571437   \n",
       "2017-11-27 07:08:10  788.076401  217.214292         NaN  1280.071437   \n",
       "2017-11-27 07:08:11  786.957504  220.928578  218.422242  1313.142865   \n",
       "2017-11-27 07:08:12  786.381103  226.928578         NaN  1336.357151   \n",
       "2017-11-27 07:08:13  787.432188  232.071435  239.308318  1341.214294   \n",
       "2017-11-27 07:08:14  786.754068  225.285721         NaN  1368.928580   \n",
       "2017-11-27 07:08:15  784.414557  230.071435  280.198914  1379.071437   \n",
       "2017-11-27 07:08:16  784.855334  231.285721         NaN  1413.142865   \n",
       "2017-11-27 07:08:17  787.194846  227.214292  323.530741  1432.071437   \n",
       "2017-11-27 07:08:18  783.905967  230.428578         NaN  1446.142865   \n",
       "2017-11-27 07:08:19         NaN         NaN  339.195298  1466.214294   \n",
       "2017-11-27 07:08:20  779.057414  231.214292  344.620253  1474.500008   \n",
       "2017-11-27 07:08:21  781.871609  234.142864  348.553345  1476.071437   \n",
       "2017-11-27 07:08:22  783.295660  233.928578  340.687160  1466.285723   \n",
       "...                         ...         ...         ...          ...   \n",
       "2018-02-16 16:44:40  786.042043  154.428578  219.100361   186.428578   \n",
       "2018-02-16 16:44:41  787.601718  159.357149  223.033453   195.714292   \n",
       "2018-02-16 16:44:42  789.229204  168.214292  225.678119   192.285721   \n",
       "2018-02-16 16:44:43  783.261754  162.857149  236.934900   190.714292   \n",
       "2018-02-16 16:44:44  784.516275  130.571435  236.934900   193.214292   \n",
       "2018-02-16 16:44:45  785.397830  139.357149  242.156419   201.071435   \n",
       "2018-02-16 16:44:46  784.448463  145.285721  243.851717   205.357149   \n",
       "2018-02-16 16:44:47  786.109855  155.857149  245.614828   209.571435   \n",
       "2018-02-16 16:44:48  785.533454  154.428578  243.309222   210.928578   \n",
       "2018-02-16 16:44:49  786.245479  164.785721  247.377938   205.357149   \n",
       "2018-02-16 16:44:50  785.736889  141.642864  251.650090   198.928578   \n",
       "2018-02-16 16:44:51  783.024412  119.071435  227.915913   180.285721   \n",
       "2018-02-16 16:44:52  785.397830  133.428578  157.459312   116.928578   \n",
       "2018-02-16 16:44:53  788.279837  134.285721  159.290235   106.357149   \n",
       "2018-02-16 16:44:54  791.738246  108.142864  150.745931   100.214292   \n",
       "2018-02-16 16:44:55  794.586347  110.500006  123.824593    80.714292   \n",
       "2018-02-16 16:44:56  808.996383  133.428578  111.347197    83.071435   \n",
       "2018-02-16 16:44:57  802.995027  152.357149  133.453887   102.571435   \n",
       "2018-02-16 16:44:58  789.568264  145.500006  149.728752   120.714292   \n",
       "2018-02-16 16:44:59  785.669077  152.142864  147.558770   132.142864   \n",
       "2018-02-16 16:45:00  786.550633  190.071435  123.621157   117.285721   \n",
       "2018-02-16 16:45:01  788.856238  197.000006  127.079565   133.928578   \n",
       "2018-02-16 16:45:02  789.432640  226.000007  178.074141   195.285721   \n",
       "2018-02-16 16:45:03  787.669530  244.785721  170.343580   186.785721   \n",
       "2018-02-16 16:45:04  791.195750  245.714292  150.881555   166.214292   \n",
       "2018-02-16 16:45:05  792.924955  239.214292   60.352622    75.785721   \n",
       "2018-02-16 16:45:06  802.995027  225.071435   93.783905   108.571435   \n",
       "2018-02-16 16:45:07  794.179475  234.000007  163.426763   176.285721   \n",
       "2018-02-16 16:45:08  788.008589  236.214292  122.129294          NaN   \n",
       "2018-02-16 16:45:09         NaN         NaN         NaN   136.428578   \n",
       "\n",
       "                               PW1            PW2           PW3  \n",
       "2017-11-27 07:07:53            NaN            NaN           NaN  \n",
       "2017-11-27 07:07:54  174163.993704  191234.070463  1.068774e+06  \n",
       "2017-11-27 07:07:55  173886.458850  200602.004160  1.085297e+06  \n",
       "2017-11-27 07:07:56  172444.893367  177583.895848  1.063664e+06  \n",
       "2017-11-27 07:07:57  163066.330829  165456.673212  1.058204e+06  \n",
       "2017-11-27 07:07:58  168914.686396  142024.193204  1.034390e+06  \n",
       "2017-11-27 07:07:59  165868.542781  147061.542394  1.014539e+06  \n",
       "2017-11-27 07:08:00  171926.316118            NaN  1.024291e+06  \n",
       "2017-11-27 07:08:01  171485.652370  163230.835355  1.036015e+06  \n",
       "2017-11-27 07:08:02  169773.137029            NaN  1.046418e+06  \n",
       "2017-11-27 07:08:03  168107.138250  133833.499376  1.017200e+06  \n",
       "2017-11-27 07:08:04  166276.770625  133844.022947  1.011493e+06  \n",
       "2017-11-27 07:08:05  165907.258540  139256.852369  1.013483e+06  \n",
       "2017-11-27 07:08:06  170327.497199            NaN  1.015738e+06  \n",
       "2017-11-27 07:08:07  164976.883666  121411.570729  1.011639e+06  \n",
       "2017-11-27 07:08:08  166828.757344            NaN  9.876758e+05  \n",
       "2017-11-27 07:08:09  166194.623741  141346.552862  1.007010e+06  \n",
       "2017-11-27 07:08:10  171181.457712            NaN  1.008794e+06  \n",
       "2017-11-27 07:08:11  173861.402328  171889.022274  1.033388e+06  \n",
       "2017-11-27 07:08:12  178452.345399            NaN  1.050886e+06  \n",
       "2017-11-27 07:08:13  182740.517878  188439.072197  1.056115e+06  \n",
       "2017-11-27 07:08:14  177244.457419            NaN  1.077010e+06  \n",
       "2017-11-27 07:08:15  180471.382782  219792.107291  1.081764e+06  \n",
       "2017-11-27 07:08:16  181525.831733            NaN  1.109113e+06  \n",
       "2017-11-27 07:08:17  178861.919804  254681.731755  1.127319e+06  \n",
       "2017-11-27 07:08:18  180634.337280            NaN  1.133640e+06  \n",
       "2017-11-27 07:08:19            NaN            NaN           NaN  \n",
       "2017-11-27 07:08:20  180129.208568  268478.962776  1.148720e+06  \n",
       "2017-11-27 07:08:21  183069.657601  272523.964616  1.154098e+06  \n",
       "2017-11-27 07:08:22  183235.239824  266858.774091  1.148535e+06  \n",
       "...                            ...            ...           ...  \n",
       "2018-02-16 16:44:40  121387.354865  172222.095522  1.465407e+05  \n",
       "2018-02-16 16:44:41  125509.964508  175661.530960  1.541449e+05  \n",
       "2018-02-16 16:44:42  132759.631924  178111.762098  1.517575e+05  \n",
       "2018-02-16 16:44:43  127559.776386  185582.045326  1.493792e+05  \n",
       "2018-02-16 16:44:44  102435.415738  185879.285085  1.515798e+05  \n",
       "2018-02-16 16:44:45  109450.802601  190189.125948  1.579211e+05  \n",
       "2018-02-16 16:44:46  113969.160260  191289.104815  1.610921e+05  \n",
       "2018-02-16 16:44:47  122520.841046  193080.236595  1.647462e+05  \n",
       "2018-02-16 16:44:48  121308.814110  191127.533377  1.656915e+05  \n",
       "2018-02-16 16:44:49  129562.027924  194499.785336  1.614611e+05  \n",
       "2018-02-16 16:44:50  111294.023027  197730.758855  1.563055e+05  \n",
       "2018-02-16 16:44:51   93235.840351  178463.723517  1.411681e+05  \n",
       "2018-02-16 16:44:52  104794.515462  123668.202169  9.183545e+04  \n",
       "2018-02-16 16:44:53  105854.726021  125565.280133  8.383920e+04  \n",
       "2018-02-16 16:44:54   85620.841044  119351.318764  7.934349e+04  \n",
       "2018-02-16 16:44:55   87801.796405   98389.330702  6.413447e+04  \n",
       "2018-02-16 16:44:56  107943.236874   90079.479308  6.720449e+04  \n",
       "2018-02-16 16:44:57  122342.033189  107162.807869  8.236435e+04  \n",
       "2018-02-16 16:44:58  114882.187450  118221.070545  9.531217e+04  \n",
       "2018-02-16 16:44:59  119533.943275  115932.362563  1.038206e+05  \n",
       "2018-02-16 16:45:00  149500.807493   97234.299093  9.225116e+04  \n",
       "2018-02-16 16:45:01  155404.684096  100247.508010  1.056504e+05  \n",
       "2018-02-16 16:45:02  178411.781772  140577.538851  1.541649e+05  \n",
       "2018-02-16 16:45:03  192810.253585  134174.447484  1.471254e+05  \n",
       "2018-02-16 16:45:04  194408.103809  119376.844807  1.315080e+05  \n",
       "2018-02-16 16:45:05  189678.981818   47855.099694  6.009239e+04  \n",
       "2018-02-16 16:45:06  180731.243078   75308.009675  8.718232e+04  \n",
       "2018-02-16 16:45:07  185838.002424  129790.180567  1.400025e+05  \n",
       "2018-02-16 16:45:08  186138.891206   96238.932857           NaN  \n",
       "2018-02-16 16:45:09            NaN            NaN           NaN  \n",
       "\n",
       "[7033037 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data auditing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## voltage overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23704453240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = df[[\"voltage\",\"current1\", 'PW1']][\"2017-12-01 15:50:00\":\"2018-01-20 16:50:00\"].plot(subplots=True, layout=(3,1), style=['b','b','b'], \n",
    "                                                       figsize=(20,20), x_compat=True, sharex=False)     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29823501470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##plot current2 & current#3\n",
    "_ = df2[[\"current2\",\"current3\"]].plot(subplots=True, layout=(3,1), style=['b','b','b'], \n",
    "                                                       figsize=(20,20), x_compat=True, sharex=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27650941c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = df[[\"current1\", 'current2', 'current3']].plot(subplots=True, layout=(3,1), style=['b','b','b'], \n",
    "                                                       figsize=(20,20), x_compat=True, sharex=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27406985cc0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2740698c9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hourly chart\n",
    "a = 0\n",
    "b = 140000+140000\n",
    "df[a:b][[\"voltage\"]].plot(layout=(3,1), figsize=(20,5), x_compat=True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x24406990278>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x244069b55c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#daily chart\n",
    "a = 140000\n",
    "b = a + 86400\n",
    "df[a:b][[\"voltage\"]].plot(layout=(3,1), figsize=(20,5), x_compat=True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2988ee14ba8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29823501278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#weekly chart\n",
    "a = 604800\n",
    "b = a + 604800\n",
    "df[a:b][[\"voltage\"]].plot(layout=(3,1), figsize=(20,5), x_compat=True, sharex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}