{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cars' data analysis\n", "\n", "In this dataset I have information about 10 cars driving on October 8, 2016. I'm going to get as many insights as possible from this data and generate ideas about the ways to sell this data and get profit.\n", "\n", "A very important point first. October 8, 2016 is Saturday, which is a weekend in United Arab Emirates (cars coordinates are in this country), so this influences the people activity: some could work, some could entertain themselves, some could buy products for the week and so on.\n", "\n", "Also some additional information:\n", "As far as I know speed limit in United Arab Emirates is up to 120 km/h on main roads and 140 km/h on E11. Many drivers maintain higher speed between the speed cameras. So drivers with speeds exceeding the limits should be considered risky.\n", "\n", "My analysis goes through the following steps:\n", "\n", "- data preparation (dropping unnecessary data and duplicate rows as well as transforming variables);\n", "- looking at basic general information about the cars;\n", "- main analysis of the data and drawing driving pathes of the cars;\n", "- conclusions;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. [Data preparation](#datprep)\n", "2. [Basic information](#basic)\n", "3. [Car data analysis](#cars)\n", "\n", " 3.1 [Car 1](#car1)\n", "\n", " 3.2 [Car 2](#car2)\n", "\n", " 3.3 [Car 3](#car3)\n", "\n", " 3.4 [Car 4](#car4)\n", "\n", " 3.5 [Car 5](#car5)\n", "\n", " 3.6 [Car 6](#car6)\n", "\n", " 3.7 [Car 7](#car7)\n", "\n", " 3.8 [Car 8](#car8)\n", "\n", " 3.9 [Car 9](#car9)\n", "\n", " 3.10 [Car 10](#car10)\n", " \n", "4. [Data usage](#concl)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import folium\n", "from folium import plugins\n", "import datetime\n", "from datetime import datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data preparation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Reading the data.\n", "data = pd.read_excel('/devices_data.xlsx', encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 64094 entries, 0 to 64093\n", "Data columns (total 21 columns):\n", "DeviceNumber 64094 non-null object\n", "TimeUtc 64094 non-null datetime64[ns]\n", "Version 64094 non-null int64\n", "Mileage 64094 non-null int64\n", "Longitude 64094 non-null float64\n", "Latitude 64094 non-null float64\n", "Speed 64094 non-null int64\n", "EngineRPM 64094 non-null int64\n", "LockTrunk 64094 non-null int64\n", "LockHood 64094 non-null int64\n", "LockDriver 64094 non-null int64\n", "LockTPassenger 64094 non-null int64\n", "LockLeftRear 64094 non-null int64\n", "LockRightRear 64094 non-null object\n", "LastSync 64094 non-null datetime64[ns]\n", "LastNumber 64094 non-null int64\n", "EngineOn 64094 non-null int64\n", "Temperature 64094 non-null int64\n", "FuelLevel 64094 non-null int64\n", "AlarmOn 64094 non-null int64\n", "SatellitesCount 64094 non-null int64\n", "dtypes: datetime64[ns](2), float64(2), int64(15), object(2)\n", "memory usage: 10.3+ MB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No missing values, which is convenient. Two columns have data in datetime format, other columns (except DeviceNumber) are numerical. Also LockRightRear has type 'object', which is strange, I'll look into it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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DeviceNumberTimeUtcVersionMileageLongitudeLatitudeSpeedEngineRPMLockTrunkLockHood...LockTPassengerLockLeftRearLockRightRearLastSyncLastNumberEngineOnTemperatureFuelLevelAlarmOnSatellitesCount
0device_12016-10-08 00:00:008763900053.72643023.1268050000...0000:00:002016-10-08 00:00:0013038009
1device_22016-10-08 00:00:06875534100056.18866125.5185000000...0000:00:002016-10-08 00:00:0622042009
2device_12016-10-08 00:00:098763900053.72643023.1268050000...0000:00:002016-10-08 00:00:0913038009
3device_32016-10-08 00:00:188722700055.24416325.2051360000...0000:00:002016-10-08 00:00:1821043004
4device_42016-10-08 00:00:228735400055.39999625.2782160000...0000:00:002016-10-08 00:00:2214045009
\n", "

5 rows × 21 columns

\n", "
" ], "text/plain": [ " DeviceNumber TimeUtc Version Mileage Longitude Latitude \\\n", "0 device_1 2016-10-08 00:00:00 87 639000 53.726430 23.126805 \n", "1 device_2 2016-10-08 00:00:06 87 55341000 56.188661 25.518500 \n", "2 device_1 2016-10-08 00:00:09 87 639000 53.726430 23.126805 \n", "3 device_3 2016-10-08 00:00:18 87 227000 55.244163 25.205136 \n", "4 device_4 2016-10-08 00:00:22 87 354000 55.399996 25.278216 \n", "\n", " Speed EngineRPM LockTrunk LockHood ... LockTPassenger \\\n", "0 0 0 0 0 ... 0 \n", "1 0 0 0 0 ... 0 \n", "2 0 0 0 0 ... 0 \n", "3 0 0 0 0 ... 0 \n", "4 0 0 0 0 ... 0 \n", "\n", " LockLeftRear LockRightRear LastSync LastNumber EngineOn \\\n", "0 0 00:00:00 2016-10-08 00:00:00 13 0 \n", "1 0 00:00:00 2016-10-08 00:00:06 22 0 \n", "2 0 00:00:00 2016-10-08 00:00:09 13 0 \n", "3 0 00:00:00 2016-10-08 00:00:18 21 0 \n", "4 0 00:00:00 2016-10-08 00:00:22 14 0 \n", "\n", " Temperature FuelLevel AlarmOn SatellitesCount \n", "0 38 0 0 9 \n", "1 42 0 0 9 \n", "2 38 0 0 9 \n", "3 43 0 0 4 \n", "4 45 0 0 9 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how the data looks like. Let's start the analysis." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1, 1)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data.FuelLevel.unique()), len(data.AlarmOn.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FuelLevel and AlarmOn have only one distinct value each, this means that fuel level isn't measured. Alarm is also not measured or isn't activated. So these columns can be dropped." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "00:00:00 63937\n", "1900-01-01 00:00:00 157\n", "Name: LockRightRear, dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.LockRightRear.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LockRightRear column has two distinct values and they are strange. I suppose that there was a problem with formatting, so '00:00:00' is 0 and the other value is 1. I'll fix it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "data['LockRightRear'] = data['LockRightRear'].apply(lambda x: 0 if str(x) == '00:00:00' else 1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array(['device_1', 'device_2', 'device_3', 'device_4', 'device_5',\n", " 'device_8', 'device_9', 'device_10'], dtype=object),\n", " array(['device_6', 'device_7'], dtype=object))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Version == 87].DeviceNumber.unique(), data.loc[data.Version == 94].DeviceNumber.unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two cars have one version, the rest have another. I suppose that this is software version. Not much useful information there, so I'll drop it." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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DeviceNumberTimeUtcVersionMileageLongitudeLatitudeSpeedEngineRPMLockTrunkLockHood...LockTPassengerLockLeftRearLockRightRearLastSyncLastNumberEngineOnTemperatureFuelLevelAlarmOnSatellitesCount
11265device_82016-10-08 08:00:38871100055.47760825.349330080300...0002016-10-08 08:00:3514143007
11280device_82016-10-08 08:00:50871100055.47760825.3493300000...0002016-10-08 08:00:4715043007
11302device_82016-10-08 08:01:18871100055.47760825.349330080000...0002016-10-08 08:01:1516143007
16981device_82016-10-08 10:12:34871900055.44101625.341671071200...0002016-10-08 10:11:40171470010
17012device_82016-10-08 10:13:02871900055.44101625.3416710000...0002016-10-08 10:12:47180470010
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5 rows × 21 columns

\n", "
" ], "text/plain": [ " DeviceNumber TimeUtc Version Mileage Longitude \\\n", "11265 device_8 2016-10-08 08:00:38 87 11000 55.477608 \n", "11280 device_8 2016-10-08 08:00:50 87 11000 55.477608 \n", "11302 device_8 2016-10-08 08:01:18 87 11000 55.477608 \n", "16981 device_8 2016-10-08 10:12:34 87 19000 55.441016 \n", "17012 device_8 2016-10-08 10:13:02 87 19000 55.441016 \n", "\n", " Latitude Speed EngineRPM LockTrunk LockHood ... \\\n", "11265 25.349330 0 803 0 0 ... \n", "11280 25.349330 0 0 0 0 ... \n", "11302 25.349330 0 800 0 0 ... \n", "16981 25.341671 0 712 0 0 ... \n", "17012 25.341671 0 0 0 0 ... \n", "\n", " LockTPassenger LockLeftRear LockRightRear LastSync \\\n", "11265 0 0 0 2016-10-08 08:00:35 \n", "11280 0 0 0 2016-10-08 08:00:47 \n", "11302 0 0 0 2016-10-08 08:01:15 \n", "16981 0 0 0 2016-10-08 10:11:40 \n", "17012 0 0 0 2016-10-08 10:12:47 \n", "\n", " LastNumber EngineOn Temperature FuelLevel AlarmOn SatellitesCount \n", "11265 14 1 43 0 0 7 \n", "11280 15 0 43 0 0 7 \n", "11302 16 1 43 0 0 7 \n", "16981 17 1 47 0 0 10 \n", "17012 18 0 47 0 0 10 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.TimeUtc != data.LastSync]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a column with LastSync time, but it differs from TimeUtc only in 5 rows and the difference isn't high. So this column can also be dropped." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "device_1 [13]\n", "device_2 [22]\n", "device_3 [21]\n", "device_4 [14]\n", "device_5 [16]\n", "device_6 [17]\n", "device_7 [25]\n", "device_8 [13 14 15 16 17 18]\n", "device_9 [18]\n", "device_10 [27]\n" ] } ], "source": [ "for i in range(1, 11):\n", " dev = 'device_' + str(i)\n", " print(dev, data.loc[data.DeviceNumber == str(dev)].LastNumber.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nine devices have one value of LastNumber and the 8th device has 6 distinct values. I have no idea about what 'LastNumber' is, so I'll drop it." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Drop columns\n", "data.drop(['FuelLevel', 'AlarmOn', 'LastSync', 'Version', 'LastNumber'], axis=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.7785596155646395" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data.drop_duplicates(subset=['DeviceNumber', 'TimeUtc'], keep=False)) / len(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Almost 23% of all rows are duplicates, this means there are many lines with the same time for a device. I decided to completely drop these columns: data granularity is high, so this won't have a serious impact. And if some data looks strange after dropping the rows - I can get them back." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data.drop_duplicates(subset=['DeviceNumber', 'TimeUtc'], keep=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "314000" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.DeviceNumber == 'device_1']['Mileage'].max() - data.loc[data.DeviceNumber == 'device_1']['Mileage'].min()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "208" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.Speed.max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So max speed is 208, I think this is km/hour (if this is miles/hour, then the speed is ~344 km/hour, which is too high for normal car).\n", "And day distance for the first car is 314000. I think these are meters, so I'll convert them to kilometers." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data['Mileage'] = data['Mileage'] / 1000" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#All the data is in one day, so I'll leave just the time.\n", "data['TimeUtc'] = data['TimeUtc'].dt.time" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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DeviceNumberTimeUtcMileageLongitudeLatitudeSpeedEngineRPMLockTrunkLockHoodLockDriverLockTPassengerLockLeftRearLockRightRearEngineOnTemperatureSatellitesCount
0device_100:00:00639.053.72643023.126805000000000389
1device_200:00:0655341.056.18866125.518500000000000429
2device_100:00:09639.053.72643023.126805000000000389
3device_300:00:18227.055.24416325.205136000000000434
4device_400:00:22354.055.39999625.278216000000000459
\n", "
" ], "text/plain": [ " DeviceNumber TimeUtc Mileage Longitude Latitude Speed EngineRPM \\\n", "0 device_1 00:00:00 639.0 53.726430 23.126805 0 0 \n", "1 device_2 00:00:06 55341.0 56.188661 25.518500 0 0 \n", "2 device_1 00:00:09 639.0 53.726430 23.126805 0 0 \n", "3 device_3 00:00:18 227.0 55.244163 25.205136 0 0 \n", "4 device_4 00:00:22 354.0 55.399996 25.278216 0 0 \n", "\n", " LockTrunk LockHood LockDriver LockTPassenger LockLeftRear \\\n", "0 0 0 0 0 0 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", " LockRightRear EngineOn Temperature SatellitesCount \n", "0 0 0 38 9 \n", "1 0 0 42 9 \n", "2 0 0 38 9 \n", "3 0 0 43 4 \n", "4 0 0 45 9 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how the data looks like after the changes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first I wasn't sure how to interpret information in columns LockTrunk, LockHood, LockDriver, LockTPassenger, LockLeftRear, LockRightRear. They have a lot of zero values and only several percent of values '1'. Then I found out that values '1' appeared in columns LockTrunk, LockHood and LockRightRear only when speed was zero. And '1' appeared in other columns at zero or low speeds. I colclude that '1' means that trunk, hood or a door was opened.\n", "\n", "If the hood is opened, this could mean that there are some problems with the car or that it had a planned check-up.\n", "\n", "If the trunk is opened, I assume that some baggage was put into it or was taken from it.\n", "\n", "Opened driver door means that the driver enteres or leaves the car.\n", "\n", "Opened passenger or rear door means that there was a passenger on the relevant seat. Well, it could also mean that something was put onto or taken from the relevant seat, but I have no way to distinguish. Also one should notice that if only one back door was opened, it doesn't mean that there is only one passenger on the back seat.\n", "\n", "Now let's get some basic information." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 Mileage: 639.0 + 314.0 or 49.14%. Opened trunk. Has tpassenger. Has back passenger.\n", "2 Mileage: 55341.0 + 345.0 or 0.62%. Has tpassenger. Has back passenger.\n", "3 Mileage: 227.0 + 29.0 or 12.78%. Has tpassenger. \n", "4 Mileage: 354.0 + 44.0 or 12.43%. Has tpassenger. Has back passenger.\n", "5 Mileage: 223.0 + 0.0 or 0.00%. Opened trunk. Opened hood. Has tpassenger. \n", "6 Mileage: 243.0 + 303.0 or 124.69%. Opened trunk. Has tpassenger. Has back passenger.\n", "7 Mileage: 18.0 + 278.0 or 1544.44%. Opened trunk. Opened hood. Has tpassenger. Has back passenger.\n", "8 Mileage: 11.0 + 437.0 or 3972.73%. Opened trunk. Opened hood. Has tpassenger. Has back passenger.\n", "9 Mileage: 326.0 + 13.0 or 3.99%. Opened trunk. Has tpassenger. Has back passenger.\n", "10 Mileage: 151.0 + 131.0 or 86.75%. Opened trunk. Has tpassenger. Has back passenger.\n" ] } ], "source": [ "for i in range (1,11):\n", " device = 'device_' + str(i)\n", " data_device = data.loc[data.DeviceNumber == str(device)]\n", " distance = data_device['Mileage'].max() - data_device['Mileage'].min()\n", " trunk = '' if data_device['LockTrunk'].max() == 0 else 'Opened trunk. '\n", " hood = '' if data_device['LockHood'].max() == 0 else 'Opened hood. '\n", " tpassenger = '' if data_device['LockTPassenger'].max() == 0 else 'Has tpassenger. '\n", " rear = '' if data_device['LockLeftRear'].max() == 0 or data_device['LockRightRear'].max() == 0 else 'Has back passenger.'\n", " print(device[7:], 'Mileage:', data_device['Mileage'].min(), '+', distance, 'or', \n", " '{:.2f}%.'.format((distance / data_device['Mileage'].min()) * 100),\n", " trunk + hood + tpassenger + rear)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seven cars used trunk, 3 cars opened hood, all had a passeanger at the front seat, 8 had rear passengers.\n", "\n", "One car (5) didn't drive at all. Cars 7 and 8 are quite new - mileage is really low. Car 9 drove a little, cars 3 and 4 drove a bit more. Cars 2 and 8 drove quite far. And car 2 has the highest starting mileage.\n", "\n", "This is a basic analysis and the conclusions may be changed." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "D:\\Programs\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " from ipykernel import kernelapp as app\n" ] }, { "data": { "text/plain": [ "5999 66.0\n", "6070 99.0\n", "16905 46.0\n", "17002 60.0\n", "17007 68.0\n", "17058 49.0\n", "17167 58.0\n", "21250 41.0\n", "27622 46.0\n", "28832 52.0\n", "29116 65.0\n", "45330 42.0\n", "Name: acceleration1, dtype: float64" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data1 = data.loc[data.DeviceNumber == 'device_1']\n", "data1['acceleration1'] = data1.Speed.shift(-1) - data1.Speed\n", "data1.loc[data1.acceleration1 > 40].acceleration1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I wanted to analyse acceleration of cars to determine drivers who are prone to abrupt changes is speed, which could cause incidents. But there are a lot of peaks in the data - such high acceleration isn't physically possible. Cleaning or smoothing the data is complicated, so I'll just analyse the speeds." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#The function to plot a column for each device on a separate graph.\n", "def plot_column(column):\n", " fig, axes = plt.subplots(nrows=5, ncols=2)\n", " #This sets axes based on device number.\n", " for i in range(1,11):\n", " dev = 'device_' + str(i)\n", " if i in (1,2):\n", " data.loc[data.DeviceNumber == str(dev)].plot(\n", " x='TimeUtc', y=column, figsize=(15, 24), ax=axes[0,i-1]); axes[0,i-1].set_title(str(dev));\n", " elif i in (3,4):\n", " data.loc[data.DeviceNumber == str(dev)].plot(\n", " x='TimeUtc', y=column, figsize=(15, 24), ax=axes[1,i-3]); axes[1,i-3].set_title(str(dev));\n", " elif i in (5,6):\n", " data.loc[data.DeviceNumber == str(dev)].plot(\n", " x='TimeUtc', y=column, figsize=(15, 24), ax=axes[2,i-5]); axes[2,i-5].set_title(str(dev));\n", " elif i in (7,8):\n", " data.loc[data.DeviceNumber == str(dev)].plot(\n", " x='TimeUtc', y=column, figsize=(15, 24), ax=axes[3,i-7]); axes[3,i-7].set_title(str(dev));\n", " elif i in (9,10):\n", " data.loc[data.DeviceNumber == str(dev)].plot(\n", " x='TimeUtc', y=column, figsize=(15, 24), ax=axes[4,i-9]); axes[4,i-9].set_title(str(dev));" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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B4LzzrGX4Cgr0+nbV1AB77AH86lf2t81mPXvqYJzMCQaBQYOA665zuyXeZmRM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\nbnENj8x3TlvPnrZhw4qPRZKhPpeEKGkTEakf7t6e+rGZcME03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xjfD6+aWbpK7lGk/sHn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atJlZA/A88J67H2pmk4GvAellQc9x93ujPKeUT1sbDB0arpQXU4Esc/9MTU19D9fp6AhXRXSV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_column('Temperature')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The temperature is roughly the same for all cars. In some cases it is lower than 30 or higher than 50. I suppose that it could reach high levels during long stops at sunny places." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SisXc0e4ajQkZzR0JCQc7c8cgeHUz8LIA5eVl1gCFtHyIqs90c+NI69hV7IT9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7H7dVr1GOU+2NOKgwSuywlpwCkgeZk71kQZhOqE1aTlOj/XsTVl7hinJi2MuaM18CV5YBKftGSh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\nWiGfraiatGL5pIU9p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icROqOaO8bBGYI/6gJAmOsLunZTdZ0nTVpe++QoCpIoJoymNGmm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\n6YQTTsBXvvIVnHnmmVizZg3++c9/QgiBgw46CBMmTMCbb76J++6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0bI8j733AHBHZq5D3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MAhabs7eutDIwYOcUjqeXLPSfObCxPHkuZHLd0ds2BlS2pOWq3cHZOYk5ZXd8ew94H7HZIG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\ntLba31//uj3/Zz+D73wH+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3xq7lhB1NxRpHl+Bw5JXSYfqkmTPH2LGDd1FEll5gVpUW+W\nKZXHT5/xuFGQJiJVJ1dNWq4+afkUAuqTJs0xszZ4g4Y8UO60iAQhGaRFfRTKOFCZ4U8l7y81d6wQ\ncWruqGaTUk6Zns+UlG10Rz90kSLNcc5tB3z05Ko8lXxhVY2SzR1Vk1Y8XSMVphLPKbqckLKpxANK\noq+Q56QV09xRRKTSqbmjlIuaO0osqE+aSH78DBzily5SRKTaqLljcHS95U8l7y8dThVC1eMi+Sl3\nTVolFygiful4qAxq7ijlVonnEgVpkregAsFKPJCkvIIcgj/T6I5+6CJFRKqNmjsGR9dI/lTy/lKQ\nVkHU3FGkecmBQ/w0d1SfNBGR7NTcUcqlkluS6XCqEHHKpHFKq8SDnyAqtbljumzNHf3QEPwiUm3U\n3FHnegmegjTJm4IriapCmjuC/5q0fAph9UkTkWqj5o7qElIulby/Ag/SzKyvmb1sZi8l/m82sx8H\nvR1pqpIzqkhQChk4xA819xFpnsqryqLmjsHRDXFJCvxh1s65N4CBAGZWA6wEHgx6O1JaKlClkvgd\nOMRP/q/mO8kiUp3U3FEkeGHf8xgJvOWcezfk7VQ93XkRyY/fgUNSj618jjPdSRbJn24AVgY1dwwu\nL+uYkKSwLydOA+4OeRuSEPaBHVQguH59MOsRKYQZLF4M//xn5uaOL74IW7c2XSZfzV2ktGmT/7pE\nROJAQZpI8AJv7phkZq2AE4GLs80zbdq0Pa/r6uqoq6sLKzlSpKACwJ07vf+HHAIDBgSzTqluDzwA\nrVv7W+b22+GrX4WhQxtP79sXPvwQ/vpXOPFEb1rqzYl8joPjj/fWcdhhcMEF8JWvNP78hhtg5Up/\n6Y2b+vp66uvry50MESmRZHPHam5JoBZN5VHJ+z20IA34OrDQOZe13iQ1SJPixCWTOgetWsGKFeVO\niVSKk07yN38y0PrJT+ALX2j8WZcu8M1vZh7hMV+jRnl/yW2kO/po76+Spd90mz59evkSIyKhU01a\ncNTcUZLCvOfxLdTUsaTi0NwxLsGkVL5sFxPpg4dk6rsmIiINFKSpnCiXSt7voQRpZtYGb9CQB8JY\nv8RbJR9QEn3J/JetWU62Z6WJSHBUDlQWNXeUcqnkm/+hNHd0zm0HDgxj3ZJZ2JlUBapUiuaCtPRn\npaXWpOk4EAmWjqnKoJq04OiYkCTd86ggcTiwK/mOh8RLvs0dUyn/ShDMbD8zu8/MXjezJWY2pNxp\nEimGgrTgqJzxJw7XvoUKc+AQqTBBnTgq+YCS6PPb3FF90iQEs4BHnXP/bmYtAT2YQWJNzR1Fgqcg\nrULEpbmj7hBJVGS745ve3FEkSGbWDjjGOTcBwDn3KbClrIkSKZJq0oKjm4KSpHseFUQHtkjz8qlJ\nSw/S1CdNAtQLeN/MbjOzl8zsd2a2T7kTJVIMBWkiwVOQJnlTc0epBIU0dxQJUEtgEPBb59wgYDtw\ncXmTVHrJi3ld1FeGVq3gL3/x/lerffctdwqk0qi5Y4WIy4VkXNIplc9Pc0fdWJAArQTedc69mHh/\nP/DT9JmmTZu253X6w8ErwZgx8NRTcNRR5U6JBOGWW2D5cjjssHKnpDyWL4fu3YNZl8obf+68Ez74\noNyp8Ke+vp76+vpm51OQVkHCPLCDXLdOQFJOfps76saCBMk5t87M3jWzvs65N4ARwD/S50sN0irR\nPvvA8OHlToUEpU8f769aBRWgiX89e5Y7Bf6l33ibPn16xvkUpIlIVfLzMGvdWJCA/Ri4y8xaAcuA\niWVOj4iIRIyCtApRirv9QWxDtRJSbsmAK9/mjsqzEjTn3GLg6HKnQ0REoksDh1QQNXcUaZ7fgUNS\nlxEREREpBQVpUlKqlZCoyBakqSZNREREyk1BWoWIS3NHUK2ElFdzzR0zPSdNRESkFHSNJEkK0iqI\nDmyR/Pl5TpoeZi0iIiKlpCBN8hLUxamajkm5+R04JJXyr4iIiJSCgrQKEaeLR9VGSDkV8pw05VkR\nESkFlTeSpCCtgoR9YMcpEBRpjp/RHUVERERKSUGa5EXNHaVSFNLcUX3SREREpJQUpFWIOAU/utCV\nKPDT3FFERESklBSkVZA4NHfUBa+Umx5mLSIiIlGnIE1KThe8Uk5+mzvqxoKIiIiUWihBmpntZ2b3\nmdnrZrbEzIaEsR1pEPaFpAIrqTT5NncE5X8RESkNlTeS1DKk9c4CHnXO/buZtQTahLQdSRGHA1u1\nElJufps7Ks+KiIhIqQUepJlZO+AY59wEAOfcp8CWoLcjpRfUxWocgkmpfIWM7igiIiJSCmHUpPUC\n3jez24AjgReByc65j0LYliQ89hhs3x7e+jUEv1SKfGrSHngAvvUt+M//bPyZ8q+IiIRJNwUlKYwg\nrSUwCPihc+5FM/tP4GLg8vQZp02btud1XV0ddXV1ISSnOvz5zzB6dLlTIRJ9J58Mbdt6f5l84xtw\n3nlwyimwYgX86Ecwfjw8/jj06lXatMZVfX099fX15U6GiEjs6GagJIURpK0E3nXOvZh4fz/w00wz\npgZpUpy99/YuLsOk5o5SCY44wvvL5rOfhR49YOtW7/3kydCnj/f6yCPDT18lSL/pNn369PIlRkRE\nJIYCD9Kcc+vM7F0z6+ucewMYAfwj6O1IY7t2ZW++FQQ1d5RqkmmER5GgmNk7wGZgN7DTOTe4vCkS\nkajQjWxJCmt0xx8Dd5lZK2AZMDGk7UjC7t3ZB0KIGp2AJOpSBw9RfpUQ7AbqnHObyp0QERGJplCC\nNOfcYuDoMNYtme3eHW5NGqgWTKpHak2agjQJgRHSc0pFRKQyqJCoEGE3dwyKAj2Jg/RnpYkEzAFP\nmNkCMzu73IkRkejQjUFJCqu5o5RY2M0dgzxp6AQkUafmjhKyYc65NWZ2IF6w9rpz7pnUGTT6sYhI\nZcp3BGQFaRWiFM0dg6CaNImDmpqGvKogTYLmnFuT+L/ezB4EBgNZgzQREakc+Y6AHIPLeslHKZo7\nagh+qRYtWmRu7qi8K8UyszZm1jbxel/ga8Br5U2ViIhEjWrSKkScmjuKRJ0GDpEQdQYeNDOHVwbf\n5ZybV+Y0iYhIxChIqxBq7igSnGzNHZV/pVjOubeBAeVOh4iIRFsMLuslH2ruKBKcuDxzUEREKouu\nkSRJQVqFiMvDrFUTIXGQesMjtcBU4SkiIiKloCCtQoRdk6aLU6kmqTc8lPdFRESk1BSkVYi49EkD\nXfRK9MXlWBIRkcqiayRJ0qVIhShFc8cgmiqquaPEQbbmjiIiIiKloCCtQsSpuaMueiXq1NxRRERE\nyklBWoWIy8AhInGg5o4iIiJSTroUqRCl6JOm5o5SLVSTJiIiIuWkIK1ClOI5aUHRRa9EXVyOJRER\nEalMuhSpQF+ZJgAAIABJREFUEGE3dwwqsFJNmsSBnpMmIiLloHJGkhSkVQgNwS8SHDV3FBERkXKK\nyWW9NKcUzR1VCybVIi43PERERKQy6VKkQqi5o0hw9Jw0EREpB5U5ktQyjJWa2TvAZmA3sNM5NziM\n7UgDDRwiEhw1dxQREZFyCiVIwwvO6pxzm0Jav6RI1k6FfTGpIfilWsTlhoeIiIhUprAuRSzEdUua\n5KAhuuMvEgzVpImIiEg5hRVIOeAJM1tgZmeHtA1JKEVTxyAvVHXRK1GnIfhFRESknMJq7jjMObfG\nzA7EC9Zed849kz7TGWeEtPUqs2tXuIOGBEnNHSUO4nI8STyZWQ3wIrDSOXdiudMjIiLRE0qQ5pxb\nk/i/3sweBAYDTYK0bdum7Xn9uc/V8bnP1YWRnKpQioA3qABLtRESdT/9Key9N/zP/yi/FqK+vp76\n+vpyJyPKJgP/ANr5Wahnz54sX748nBRJrPXo0YN33nmn3MmQAKjMkaTAgzQzawPUOOe2mdm+wNeA\n6ZnmffDBaUFvXkKik4ZUk0MP9W58KEgrTF1dHXV1dXveT5+esQioSmbWDRgF/BI438+yy5cvx6k5\ngmRgOlGJVJwwatI6Aw+amUus/y7n3LwQtiMxpOsLEalyvwYuBPYrd0JERCS6Ag/SnHNvAwOCXq+U\nn5o7SjVJ5lPlVwmKmX0DWOecW2RmdXgjIWc0bdq0Pa/TayZFpHKpzKl8+XYJCGvgEJGMVJMmcaMC\nUwI0DDjRzEYB+wC1ZjbbOXdm+oypQZqIVA9dJ1W+fLsE6FlmkhddqEq1UZ6XoDnnpjjnujvnegPj\ngKcyBWgiIiIK0qTkdPErcaLnpIlEy/Dhw7n11lsBuOOOOzjmmGP2fFZbW6tRDiXWVM5IkoI0yVsQ\nVfCqxpe4UEEpYXLOPV1pz0h75plnGDZsGO3bt+eAAw7gmGOOYeHChc0u16tXL5566qmCt5s6suHW\nrVvp2bMnABMnTmTq1KkFrzfVzp07mTZtGn379qW2tpbevXszadIkVqxYEcj6s3n66ac55JBDQt2G\niESTgjTJS5AXrLr4lThJza+6ySCS2datWxk9ejSTJ09m06ZNrFq1issvv5zWrVuXO2mBGDt2LHPn\nzuWee+5h8+bNLF68mKOOOor58+eHul3nnIbXF6lSCtKkpHSRK3Gh0R1F8vfGG29gZpx66qmYGa1b\nt2bkyJF8/vOfZ9myZYwYMYIDDjiATp06MX78eLZs2QLAmWeeyYoVKxg9ejTt2rVjxowZADz//PMM\nGzaMDh06MHDgQJ5++um80lFTU8OyZcu46aabuOuuu7jmmmto164dY8aMAWDNmjWccsopdOrUiT59\n+nD99dfvWXbBggUcffTR7Lfffhx00EFccMEFADz55JPMnz+fhx9+mEGDBlFTU0NtbS3nnHMOEydO\n3LPeMWPGsP/++9O3b19uvvnmPetNr9FLrx3r1asX1113HUceeSQdOnRg3LhxfPLJJ2zfvp1Ro0ax\nevVqamtradeuHWvXri3k55EYUZkjSQrSJG8KsKTaqfAUyaxv3760aNGCCRMm8Pjjj/PBBx/s+cw5\nx5QpU1i7di2vv/46K1eu3DN65ezZs+nevTtz585ly5YtXHDBBaxevZoTTjiBqVOnsmnTJmbMmMHY\nsWPZsGFDs+lI1jqdffbZnH766Vx00UVs2bKFhx56COcco0ePZuDAgaxZs4b58+cza9YsnnjiCQAm\nT57Mueeey+bNm3nrrbc49dRTAZg/fz6DBw+ma9euWbd72mmn0b17d9auXct9993HlClTcg6xnV47\ndt999zFv3jzefvttXnnlFW6//XbatGnDY489RteuXdm6dStbtmyhS5cuze4DEakMCtKk5HShK3Gg\nmjSJI7Ng/vyqra3lmWeeoaamhu9973t06tSJMWPGsH79evr06cOIESNo2bIl+++/P+edd16TmjGX\nchfwzjvv5Bvf+AbHHXccACNGjOCoo47i0UcfbTYdLsfdxAULFvD+++9z6aWX0qJFC3r27MmkSZO4\n5557AGjVqhVvvvkmGzZsoE2bNgwePBiADRs2cNBBB2Vd78qVK3nuuee4+uqradWqFUceeSSTJk1i\n9uzZzaY3afLkyXTu3Jn27dszevRoFi1alPeyUllU5kiSgjTJS1AnDdXGSdyowJQ4cS6Yv0L069eP\nW2+9lRUrVvDaa6+xevVqzj33XN577z3GjRtHt27daN++PePHj+f999/Pup7ly5dz77330rFjRzp2\n7EiHDh149tlni27qt3z5clatWtVovVdddRXvvfceALfeeitLly7l0EMPZciQIfz5z38GYP/992fN\nmjVZ17t69Wo6duxImzZt9kzr0aMHq1atyjttnTt33vO6TZs2bNu2ze/Xkwqh6yRJUpAmJaeLXhGR\nyta3b18mTJjAq6++ypQpU2jRogVLlizhgw8+4M4772xU45Xe9O+QQw7hzDPPZOPGjWzcuJFNmzax\ndetWLrzwQl9pyLTe3r17N1rv5s2beeSRRwDo06cPc+bMYf369Vx00UWccsopfPTRR4wcOZIXXniB\n1atXZ9xO165d2bhxIx9++OGeaStWrODggw8GYN9992X79u17PssV8DX3HUSkeihIk7zp7o5Uk0zN\nHXW9JJLZ0qVLmTlz5p7ao3fffZe7776bL33pS2zbto22bdtSW1vLqlWruPbaaxst26VLF5YtW7bn\n/fjx43nkkUeYN28eu3fvZseOHTz99NNZg6RsOnfu3Gi9gwcPpra2lmuuuYYdO3awa9culixZwosv\nvgjAXXfdtaeGb7/99sPMqKmpYcSIERx77LGcdNJJvPTSS+zatYtt27Zx4403cvvtt9OtWzeGDh3K\nJZdcwscff8wrr7zCLbfcwhlnnAHAgAEDePTRR9m0aRNr165l1qxZvr7Dhg0b9gy0IpVP5YwkKUiT\nvKi5o1QrDcEv0rza2lr+/ve/M2TIEGpraxk6dCj9+/fnuuuuY+rUqSxcuHBPf6uxY8c2Wvbiiy/m\niiuuoGPHjsycOZNu3brx0EMPceWVV3LggQfSo0cPZsyYwe7du4HctUupn5111lksWbKEjh07cvLJ\nJ1NTU8PcuXNZtGgRvXr1olOnTpx99tl7AqDHH3+cww8/nHbt2nHeeefxhz/8Yc8jBO6//35GjRrF\naaedRvv27TniiCNYuHAhI0eOBODuu+/m7bffpmvXrowdO5YrrriC4cOHA3DGGWfQv39/evbsyfHH\nH8+4ceOypjldv379+Na3vkXv3r3p2LGjRncUqSKWq5NtqBs2c+Xatvg3bx7MmOH9L8ayZTBypPdf\nJMoWLoSjjoIdO6B1ay9YmzEDfvKTcqcsfswM55zuD+cpW/mY2I9lSJFEnfJGZTCDr34VcgwMKhUo\nWxmpmjTJWxDnf5UhEjdqeiIiIqWiMkeSFKSJiGSgPmkiIiJSLgrSJC9BXpzqQldEREREJDsFaVJS\nau4ocaGHWYuIiEi5KEiTvAUVYOmiV+JE+VVERERKTUGa5EUXqiIiIiIipdGy3AmQ6qLmjhIXau4o\nUdOjR4+cz9SS6tWjR49yJ0ECokNckkIL0sysBngRWOmcOzGs7UjpqLmjiEhxzKw18L/AXnhl8P3O\nuen5LPvOO++EmDIREYmSMJs7Tgb+EeL6S6o+Zk8WjGp6swV6UU1vNkpvuKKQXj9D8EchvX7ELb2V\nxDn3MTDcOTcQGAB83cwGlzlZRYlbflJ6wxW39EL80qz0hisq6Q0lSDOzbsAo4OYw1l8OUfnB8hV0\nesOu/ar2/Rs2pbdw+eT9KKU3H3FLb6Vxzm1PvGyNV5sW64bgcctPSm+44pZeiFaaVeaUX1TSG1ZN\n2q+BC4l5wSPhUHNHEalmZlZjZi8Da4EnnHMLyp0mERGJlsD7pJnZN4B1zrlFZlYH6JK8ArRsCQsW\nwJe+VNx6PvrIW5dI1GXKpwccUPp0SOVxzu0GBppZO+BPZnaYc65iugeISOEOOaTcKZCoMBfwcHtm\ndiUwHvgU2AeoBR5wzp2ZNp9q2UREqoRzTjfsMjCznwEfOudmpkxT+SgiUkUylZGBB2mNVm72VeAn\nGt1RREQEzOwAYKdzbrOZ7QP8BfiVc+7RMidNREQiRA3PRERESucg4I7EY2pqgD8oQBMRkXSh1qSJ\niIiIiIiIP2E+J61szOx4M/unmb1hZhclpl1jZq+b2SIz+2Oiw3a25WvM7CUzezht+o8S63jVzH7l\nZ3kz62Bm88xsqZn9xcz2aya9l5vZysR6XjKz4zNsp7WZ/d3MXk6k6fKUz35uZosTnz1uZl0yLN/N\nzJ4ysyWJ5X9cQHp/mph2pJk9l9jeC2Z2VFDbS1tHk23nkd5bzGydmb2SMu0UM3vNzHaZ2aBM28q1\nvcRnYeWHTOlt9vdMzPdOynwv+Fm+iPzQJL1h7p+0ZYPKD/3N7G+JffSQmbX1s3/C/L4ZtvujxPS8\nzmk5fp/Q8oREl8WsfMyRZpWRmfevr3NipvODqXxU+ajyMRrlo3Ouov7wAs83gR5AK2ARcCgwEqhJ\nzPMr4Koc6zgPuBN4OGVaHTAPaJl4f4DP5a8GLkq8/ileH4RM6X05kd7LgfPz+L5tEv9bAM8DgxPv\n26bM8yPgvzMs2wUYkJwfWAocWkB6P4fXr+JriXm+Dvw1iO3l89s2tzzwZbyHxr6SMq0f8FngKWCQ\nn7wUZn7Ikd5mf8/EZ8uADhmmh5IfcqQ3tP0TUn54Afhy4vUE4Oc+90+Y+SHjdsnznJbp+4adJ/QX\nzb9sx0y+eSnxecnKxyxpVhkZ4Dkx0/kBlY8qH1U+RqJ8rMSatMHAv5xzy51zO4F7gDHOuSedN+wx\neCfqbpkWtuwP4v4+3k7+FMA5977P5ccAdyRe3wF8M0d6k581Oxqay/JQVOfctpTZ9gV2py2Kc26t\nc25RyvyvAwcXkN4xifUn7xS0B1YFtL1U2badc3nn3DPAprS0LHXO/Yvc+zjX9sLKD9nS2+zvmdwk\nGWrIQ8wPGdNLiPsnRWD5AfhsYjrAk8DY9I01s3/CzA8Zt5vvOS3L9w01T0hkxa18zJZmlZEBnRNV\nPqp8zCO9Kh/LVD5WYpB2MPBuyvuVNOy0pO8CjwGY2UFmNjfls2wP4u4LfMXMnjezv1qiqYKP5Ts5\n59aB98MCnbKkd1VimgP+I1FVe7OZtc+0PcvxUFQz+4WZrQC+DUzNkt7kvD3x7iY8X0B6u+Ld/ZiR\n2N41wCVBbC9t+Vy/becs6fXFx/bCyg+50pbP7+mAJ8xsgZmdXcDyyXl7kl9+yCaU/RNiflhiZslR\naE8lcULPY//8Pczvm8d2k3Kd07IqcZ6Q8otb+ZgpzSojy1RGqnzcM29PVD6qfMy87UDLx0oM0nIy\ns0vxhj+eA+CcW+OcOyHx2Z4HcePdcUm9i9QSr5r8i8BFwL0+l0+XngnTP/tvoLdzbgBe4XJd+vYS\n73c75wbiHTRDzOywlM8uc851B+7Cq65tsnwi3W2B+4HJzrkPC0iv4d0pmZzY3nnArUFsL9PyecqV\n3uwL5b+9UuaHZNry+T2HOecG4d2N+qGZfdnn8kHkBwhp/4SYH76Lt78W4N01+yTb9tL2T/JuW+j5\nIct2c57TmlPiPCERF5PyMfm5ysgsy+fJ9/Gq8lHlIyofS1o+VmKQtgronvK+W2IaZjYB7+D8dpZl\nhwEnmtky4G5guJnNTny2EngAwHl34nab2f4+ll9nZp0T6egCvJcrvc659c655I96E3B0ri/tnNsC\n/BVo0nkamEOG6ulEWlriZa7fO+ceSvnIV3qBM51zf0qk5X68qvYgtpcq628LrM1jeb9ybS+s/JCP\nrL+nc25N4v964EEy/w5B5ods3iX8/RNYfnDOveGcO845dzRes5C3Ms2XY/+E+n2zbTePc1q+SpEn\npPziVj5mTbPKyLKXkSofG6h8ROVjGOVjJQZpC4DPmFkPM9sLGAc8bN7ITxcCJzrnPs60oHNuinOu\nu3Oud2K5p5xzZyY+fhD4NwAz6wu0cs5t8LH8w3gdLgG+AyR/zGzpTR1J5mTgtfT0mtkB1jBC0z7A\nscA/E+8/kzLrN/HaymZyK/AP59ystOl+0vsQsNq8h5djZiOANwLaXqqM+yrP5XPdmck2Pdf2/kQ4\n+SFjevP5Pc2sTeKODma2L/A1EvkmxPyQMb2Ev38gwPxgZgcm/tcAlwH/k2F7kH3/hP19m2w3n3Na\ntu+bWD7sPCHRE7fyMVeaVUY2Veg5UeVjM8snqHxU+Zgu3PLRFTDaSNT/8O6ULQX+BVycmPYvYDnw\nUuLvhsT0g4C5GdbxVRqPLtMK+D3wKvAi8FWfy3fE63C5FG+Um/bNpHc28AreiDx/wmtD3Gh7wBGJ\n77IoMe+lKeu8P2X5h4CDMiw/DNiVmOflxLqOLzC9wxL75WXgOWBgENtL37+Ztp1HeucAq4GPgRXA\nRLyD7l3gI2AN8JjP7YWZHzKl9/7EtnL9nr1S9u2raekNMz9kSm/LMPZPiPnhx4l5/wlcmTJvvvsn\nzPyQabtfJ89zWqbvG3ae0F90/zIdM/nmpRz5N7T8nyPNKiMz7ONM225meZWPKh9VPka0fNTDrEVE\nRERERCKkEps7ioiIiIiIxJaCNBERERERkQhRkCYiIiIiIhIhCtJEREREREQiREGaiIiIiIhIhChI\nExERERERiZCW5U6ASFSZWUdgPuDwno2xC++p8QZ86Jz7cgDbuBzY6pybmTLtbeALie192zn338Vu\nR0REJEgqI0XCpSBNJAvn3EZgIICZTQW2pRYUYW468b8D8ANABZCIiESKykiRcKm5o0h+rNEbs62J\n/181s3oz+5OZvWlmV5nZt83s72a22Mx6JeY7wMzuT0z/u5l9KY9tXgX0NrOXzOzqxHp+amavmNnL\nZnZl0F9SRESkACojRQKmmjSRwriU1/2BQ4EPgGXATc65IWb2Y+BHwPnALGCmc+5vZnYI8BfgsCzr\nThZ2FwOHO+cGAZjZ8cBo4Gjn3Mdm1j7oLyUiIhIAlZEiRVKQJlK8Bc659wDM7C1gXmL6q0Bd4vVI\n4HNmlixc2ppZGxoXZKkyTR8J3Oac+xjAOfdBAGkXEREJk8pIkQIoSBMp3scpr3envN9NwzFmwBDn\n3M7UBc1sA9AlbX1t8e44tgs+qSIiIiWlMlKkAOqTJlIYa36WRuYBk/csbHZk4uX/AieaWdvE9JOB\nxc45B2wFalPW8QQw0cz2SczbocC0i4iIhEllpEiRVJMmUhg/TTDAK3x+a2aLgRZ4Bc8PnHOvmtlv\ngGfMbDfe8MWTwBs5y8yeNbNXgMeccz81swHAi2b2MfAocFmA30lERCQIKiNFimTezQgRERERERGJ\nAjV3FBERERERiRAFaSIiIiIiIhGiIE1ERERERCRCFKSJiIiIiIhEiII0kSzM7DYz+3mR63jUzM4I\nKk0iIiLloDJRpLQUpImEyDk3yjn3+zDWbWZ7mdmvzWyVmW0ws9+YWYswtiUiIlKskMvEw83scTNb\nb2a7MnzewcweNLNtZva2mX0rjHSIBEVBmkh8XQIMAg4D+gJfQM+EERGR6rQT+APw3Syf3wDsAA4E\nxgP/bWafK1HaRHxTkCaSYGYDzWyhmW02s3uAvVM+O8HMXjazTWb2jJkdkZh+kZndl7aeWWb2n4nX\nfzWz76Z8draZ/cPMtpjZa4kHb2JmB5nZ/Wb2npm9ZWY/yiPJJwDXO+c2O+c2AP9F9sJJREQkb3Er\nE51zbzjnbgP+keG7tAFOBi5zzn3knHsWeAhQ00uJLAVpIoCZtQIeBO4AOgL3AWMTnw0AbgHOTnx2\nI/BwYpl7gK+b2b6JeWuAfwfuyrCNfwemAuOdc+2AE4ENZmbAI8DLwEHACGCymR3r82vUAN3MrNbn\nciIiIntUSJmYqi+w0zn3Vsq0xcDhRaxTJFQK0kQ8XwRaOuf+yzm3yzn3R2BB4rPvAf/jnHvReX4P\nfAx80Tm3AngJOCkx7wjgQ+fcgvQNAGcB1zjnXgJwzi1zzr0LHA0c4Jz7ZWLb7wA3A+OaSfPjeAXX\nAWbWBUjeaWxTwPcXERFJimOZmEtbYEvatC2AbmpKZLUsdwJEIqIrsCpt2vLE/x7Ad1KaWxjQKrEM\nwN3At4A7E//nZNnGIcBbGab3AA42s40p668B/reZNP8S2A9YhNfO/iZggHNuXTPLiYiI5BLHMjGX\nbUC7tGn7AVuLWKdIqBSkiXjWAAenTesOvAmsAH7hnLsqy7L3ATPM7GC8u4dfzDLfu0CfLNOXOef6\n+Umwc24H8OPEH2b2PWChn3WIiIhkELsysRlvAC3NrE9Kk8cjgSUBbkMkUGruKOJ5DvjUzH5kZi3N\n7GRgcOKzm4Hvm9lgADPb18xGJdvcO+feB54GbsMrWJZm2cbNwAVmNiixnj5mdgjwArA10eF6bzNr\nkRhK+KhcCTazrmZ2UOL1F/FGdpxaxD4QERGBGJaJiXW0Blp7L621me2VSNN24AHg52bWxsy+DIwG\nQnkcgEgQFKSJAM65nXgjP00ENuB1dP5j4rOFwCTgN4nmF28A30lbxRy8tvfpnaNdyjbux2uiOMfM\ntuB1yu7onNuNN1LjAOBt4D28povpTTPS9QH+Zmbb8ArDi5xz8318bRERkSbiWCaaWQ/gI+DVxHY+\nAv6ZMssP8fpsv4fXFPMc59zrzewKkbIx51zzc2Va0OwWvINonXOuf2Laz4ExwG5gHTDBObc2oLSK\niIjEQpYy8hq8u/cf4/XFmeicSx/MQEREpKiatNuA49KmXeOcO9I5NxD4M3B5EesXERGJq0xl5Dzg\ncOfcAOBfeA+kFxERaaLgIM059wywKW3atpS3++LVqIlIgczsUTPbmnjQ55aU1xeXO20ikl2WMvLJ\nRFMugOeBbiVPmEiMqUyUahL46I5m9gvgTOADYHjQ6xepJs65UeVOg4iE4rt4D/4VkTypTJRqEniQ\n5py7DLjMzH6K93DdaZnmM7PCOsOJiEjsOOes3GmICjO7FNjpnMv4/CiVjyIi1SVTGRnm6I5zgLG5\nZnDOxebv8ssvL3salN5w/rZudYDj9NPjkd647V+lN3p/pU6vNDCzCcAo4Nu55it3HolyfopCeqdM\n8cqNHTu8/1DsMeJ46qnC0pvcfvLvxhuLS8tvfuOtZ+nSysoPn/+8970WLmz8e3nDJzi6d3d885uO\nBx5w3Htvw/589NH8932pvkuQ+7gU6Y9qnohKerMpNkizxJ/3xuwzKZ99E9DQphJ5yeMjx3EiIlKI\n9DLyeOBC4ETn3MdlS5UEZneAPe8toLrmYsuy5PJBfrcoaG7/Zvtc1wZSLgU3dzSzOUAdsL+ZrcC7\nFfENM+sH7AKWA+cEkUiRMClIE5GgZSkjpwB7AU+Yd0X4vHPuB2VLpBQtioGMgrTCOdc0WNO1gZRL\nwUGacy5TU43bikhLpNXV1ZU7Cb4ovfkrJEjT/g2X0huuuKU3jqqpjIxbfgoyvaWoSfOb3nIHaVHN\nDzVZ247VAQ37P6gazTBFdR9no/QWJsw+aRUlKj9YvpTe/BVSoGn/hkvpDVfc0ivRFrf8FNUgLRsF\nacFqun/qmnyWGqhFsSYt6vs4ndJbmMBHdxSJGzV39K9nz54sX7683MmQiOnRowfvvPNOuZMhUjK7\ndpU7BU2VO0iLMzV3lChRkCaSoBNx/pYvX55zRCKpThaHdkIiAYpiIKMgLbPmbshq4BCJGjV3lKqn\nmjQRESmERneMn1z7J1NNmki5KEiTqqcgTUREChHFQEZBWmbJ4Ku5mjQ1d5SoUJAmVU9BmoiIFKKS\na9Ki2N+uGPnsl7gMHCLVQUGaVD2dgKVQw4cP59ZbbwXgjjvu4JhjjtnzWW1trQbREKlw5a5tylR+\nqSYtN7/NHXWNIOWiIE2qnmrSKs8zzzzDsGHDaN++PQcccADHHHMMCxcubHa5Xr168dRTTxW83dSB\nM7Zu3UrPnj0BmDhxIlOnTi14val27tzJtGnT6Nu3L7W1tfTu3ZtJkyaxYsWKQNafzdNPP80hhxwS\n6jZE4ibI2qao1aRVWpDW3P5VXzSJGgVpUvUUpFWWrVu3Mnr0aCZPnsymTZtYtWoVl19+Oa1bty53\n0gIxduxY5s6dyz333MPmzZtZvHgxRx11FPPnzw91u845jd4okqbcgYxq0vzL1SdNNWkSJQrSpOop\nSKssb7zxBmbGqaeeipnRunVrRo4cyec//3mWLVvGiBEjOOCAA+jUqRPjx49ny5YtAJx55pmsWLGC\n0aNH065dO2bMmAHA888/z7Bhw+jQoQMDBw7k6aefzisdNTU1LFu2jJtuuom77rqLa665hnbt2jFm\nzBgA1qxZwymnnEKnTp3o06cP119//Z5lFyxYwNFHH81+++3HQQcdxAUXXADAk08+yfz583n44YcZ\nNGgQNTU11NbWcs455zBx4sQ96x0zZgz7778/ffv25eabb96z3vQavfTasV69enHddddx5JFH0qFD\nB8aNG8cnn3zC9u3bGTVqFKtXr6a2tpZ27dqxdu3aQn4ekYpS7kBGQVo41CdNokBBmkiCTsSVoW/f\nvrRo0YIJEybw+OOP88EHH+z5zDnHlClTWLt2La+//jorV65k2rRpAMyePZvu3bszd+5ctmzZwgUX\nXMDq1as54YQTmDp1Kps2bWLGjBmMHTuWDRs2NJuOZK3T2Wefzemnn85FF13Eli1beOihh3DOMXr0\naAYOHMiaNWuYP38+s2bN4oknngBg8uTJnHvuuWzevJm33nqLU089FYD58+czePBgunbtmnW7p512\nGt27d2ft2rXcd999TJkyhfr6+mbTmXTfffcxb9483n77bV555RVuv/122rRpw2OPPUbXrl3ZunUr\nW7ZsoUuXLs3uA5FKF8VARkFabuqTJnGhIE2qnk7AlaW2tpZnnnmGmpoavve979GpUyfGjBnD+vXr\n6dOPMhvKAAAgAElEQVSnDyNGjKBly5bsv//+nHfeeU1qxlIf0n3nnXfyjW98g+OOOw6AESNGcNRR\nR/Hoo482m45cD/tesGAB77//PpdeeiktWrSgZ8+eTJo0iXvuuQeAVq1a8eabb7JhwwbatGnD4MGD\nAdiwYQMHHXRQ1vWuXLmS5557jquvvppWrVpx5JFHMmnSJGbPnt1sepMmT55M586dad++PaNHj2bR\nokV5LytSbco9uqNq0vxrbv+oVbdEhYI0qXpq7hg8s2D+CtWvXz9uvfVWVqxYwWuvvcbq1as599xz\nee+99xg3bhzdunWjffv2jB8/nvfffz/repYvX869995Lx44d6dixIx06dODZZ58tuqnf8uXLWbVq\nVaP1XnXVVbz33nsA3HrrrSxdupRDDz2UIUOG8Oc//xmA/fffnzVr1mRd7+rVq+nYsSNt2rTZM61H\njx6sWrUq77R17tx5z+s2bdqwbds2v19PpGqUO5BRkOZfc33S8p1fJGwK0qTqKUgLnnPB/AWhb9++\nTJgwgVdffZUpU6bQokULlixZwgcffMCdd97ZqMYrvenfIYccwplnnsnGjRvZuHEjmzZtYuvWrVx4\n4YW+0pBpvb1792603s2bN/PII48A0KdPH+bMmcP69eu56KKLOOWUU/joo48YOXIkL7zwAqtXr864\nna5du7Jx40Y+/PDDPdNWrFjBwQcfDMC+++7L9u3b93yWK+Br7juIiEZ3jKNsZX7qwCHqkyZRoCBN\nqp6CtMqydOlSZs6cuaf26N133+Xuu+/mS1/6Etu2baNt27bU1tayatUqrr322kbLdunShWXLlu15\nP378eB555BHmzZvH7t272bFjB08//XTWICmbzp07N1rv4MGDqa2t5ZprrmHHjh3s2rWLJUuW8OKL\nLwJw11137anh22+//TAzampqGDFiBMceeywnnXQSL730Ert27WLbtm3ceOON3H777XTr1o2hQ4dy\nySWX8PHHH/PKK69wyy23cMYZZwAwYMAAHn30UTZt2sTatWuZNWuWr++wYcOGPQOtiEj5AxnVpPnn\nt8zXtYGUi4I0qXoK0ipLbW0tf//73xkyZAi1tbUMHTqU/v37c9111zF16lQWLly4p7/V2LFjGy17\n8cUXc8UVV9CxY0dmzpxJt27deOihh7jyyis58MAD6dGjBzNmzGB34uolV+1S6mdnnXUWS5YsoWPH\njpx88snU1NQwd+5cFi1aRK9evejUqRNnn332ngDo8ccf5/DDD6ddu3acd955/OEPf9jzCIH777+f\nUaNGcdppp9G+fXuOOOIIFi5cyMiRIwG4++67efvtt+natStjx47liiuuYPjw4QCcccYZ9O/fn549\ne3L88cczbty4rGlO169fP771rW/Ru3dvOnbsqNEdRSh/IBNmkBZkLWGUJH+zXDVpIlFguTq3h7ph\nM1eubYukWrECevSAUaMg0fVHmmFmOQfGkOqULV8kpuvSJ08qH6Pv0kvhyith4UL4whe8acX8ZGbw\n7LMwdKi/5T7+GPbeu/G0X/4SpkwpPC3Tp8O0afDgg/DNbxa+nqgZMAAWL4a//hWGD4dPPoFWrRqC\nsn79oHt3uPBC2LYNTj7Zm3733ZB2P2uPShgJUk07yy9bGamaNKl6OimJiEghNLpj/GSrSfMzTaQU\nFKSJJOhELCIifpQ7kFGQ5l8+zR1VuyRRoCBNqp76pImISCE0umP85KpJy0TXBlIuCtKk6ilIExGR\nQpQ7kFFNmn/5DMEvEgUK0qTqKUgTEZFClDuQUZDmn2rSJC4UpEnV0wlYREQKUe5ARkGaf7luzKpP\nmkSJgjSpeqpJE5GgmdktZrbOzF5JmXaKmb1mZrvMbFA50yfBKPfojpkoSMvN73PSdG0g5dKy3AkQ\nKTcFaf716NEj54OPpTr16NGj3EmIktuA64HZKdNeBU4CbixLiiRw5Q5kVJOWv2SRlatPmkiUKEiT\nqqcgzb933nmn3EkQiTTn3DNm1iNt2lIA0x2OilHu0R3DDNKC/G5R0txz0lSTJlGh5o4iCToRi4iI\nH1GsbVJNWm75DByiPmkSBQrSpOqpJk1ERFJt2NAwgMQnn3jTfv97OOssOPdceOwxb9rMmQ3LmHmf\nn3UWPP98w/SPPmpY12GHwW23wauvNkxLBgRDhsBee/lLZ/fuTaflW5Zdfz387GfZl7/9drj5Zn/p\nCdvmzQ377Fe/8va1GTz1VO7lFiyARYu81yef7P1v3x4mTmyYZ8kS+Oc/m9akTZwIn/tcw/udO+EH\nP4C//73pdlJ/0+9+1/v/xz96/4cPh9dfz53O5LL9+3v55rLLGq8z09+YMbBtG7z1lvd+8ODs658z\np/GyF12UefuzZsFvf+vt39/8piFfJ/9+/vPc3yOqNmyA//f/4H//13v//vve+7POgu9/H7Zu9fJJ\n+vf9/ve9fZxq1y6YPNn7/JVXmm4rCArSpOopOBORqJk2bdqev/r6+nInp+o8/HDD602bvP933+1d\nOM+aBTt2eBffp53WeLnBg2HNGvjrXxumrV7d8Pr11+Guu+ChhzJvd+dOf+ncvNkL/JL698+/TPvt\nb+EXv2g63TmYMAGGDYPZs5t+Xk6pwdi118JnPuO9HjEi93LnnJN5+mc+A1dd1fB+yBA4+uim8/3z\nnw2vN22C//7vxr/xWWdBTdoV9W23ef9POcX7X18PL7yQO51Jr74Ka9fCL3/Z/LwPPwyrVjXcMFiw\nIPu8p5/e+P2113r/Tz65cXB67rlegP7aa3D55d73HzrU+zviCO8YiKO33oLf/Q6eeMJ7/+ab3uuh\nQ+HBB739+H//B2+/3fB9Uz9LtWUL3HSTt85nn/WXjvr6+kbn+GwK7pNmZrcAJwDrnHP9E9OuAUYD\nHwNvAROdc1sK3YZIKagmTURCYom/bJ9llavglvIZOtQL1rp1a6iR2bIFzj/fe/3d70J6l930ssW5\nYJsSTp7s1QZ06gTjxnnpyUe2gNA5L/AbMgSeey64dAbNOTj1VJgyJb95Mzn9dPj0U7jkEu/9EUdA\nmzb5rSv1N7z5ZujSpfmgys91hp95d+8ufOCTPn3g6qth8WIv4Ehd52c/C//6F/Tr5wWi4NU+xbUm\nLSl133bq5H23ZMC6e7eXD5LfF2DGjKbHrHPQurVXy+r3+rGuro66uro976dPn55xvmJq0m4Djkub\nNg843Dk3APgXcEkR6xcpCQVpIhI0M5sD/A3oa2YrzGyimX3TzN4FvgjMNbPHyptKyYefsiHThXKm\nIC3I8iZZg5NsqhZEn7Sg1hUVQQbF2frs5bOvohik5VpnixZN1x3nfJHP9d7u3U1rRWtqMv/eYQ8B\nVXBNWpaRq55Mefs8MLbQ9YuUioI0EQmac+7bWT76U0kTIqFobmCJ1GmZPg8yaEi9oKz0IC19v+d7\nkZzte6Q/uDr5Otd6SzWwit8grVDZvmsyWMn2PLlK5SdIq6kJd3+EOQT/d4F7Qly/hOiTT2DdusbT\nunb17qrka9u2hrb8NTXe8oXcddi922sLvO++3vsPP4SDD256EGXy8cfw3nu551mzxvu/Ywe8+27D\n9AMOgH328Z/eKEr/Pc28fZjt93Cuof118uSz//7NNwMJy+bNXhMev/koiHwsItXNb01a+vkp08Vd\nkBd1qYFFpQdpqYII0tLls76o1qQVKleQ1qJF0/0c9XyRj4qvScvFzC4Fdjrn5uSaL7XNfXr7TCmv\nK66A//ovaNfOe79pE1xzjTeiUb5Gj/ZGS2rdGtavh7lzYeRI/2m5916vnX/Llt7fjh1w441wxhnN\nL3vJJV7n3bZtc893xBHexfzQod777dth1ChvNK9KcPnlXkfn2lrv/fvve53eR43KPP8TT8BxicbM\nXbt6we7IkXBPmW67DBvmpfmDD+CRR+DYY/Nb7he/8Do4p+bjmTPhe98LL63idYrWYBdSjfJt7qia\ntNIK8nsUU5MWVuBVTHPH9Id8p66zUps7ZnsP/oO0WNWkmdkEYBTwb83Nq47R0bVjhzc07wUXeO/P\nP9+b5sdHH3kjWH3pS3DCCd77Qmzf7nXQ/sMfvBPGv/97/uv66CO48kpv+FQ/7rvPCw4rxUcfeYHa\need5708+Ofc+3LHDq0X86CP4xz+8UamSI1WVw/bt3uhJ557rLx/t2OENYXzhhd77H//Yfz4W//Lt\nFC0SVc096Dhbc8dMF7xhPHA6VbUGacnmZvnOm49iatKCVsqatEzfOxmspK876vkiH5mO2aRduyqn\nJq3RyFVmdjxwIfAV59zHRa5byiiIAzA9Axe6TucaqtxTX+e7rGQ+mcRp3yQL40zt45tbTkSkGLku\n6Pwun3yvmrTi+blIzra/MzXlS/2fbZlM6yx3c8dia9IyrbNamzumd4koV01awaM7Zhq5CrgeaAs8\nYWYvmdkNAaVTYijbXUe/du/2mjnu3t34td80VLNsBVEuUdpvyTt6mU6UIiKllu38WI4+aemjOxZ7\njoxykFbojd8wmjvu2uV/G2GlOT0tfmTLy7t2eddblRSk5ZPubM0d0/dxGCNqpitmdMdMI1eVsUGU\nBK3YzJcepBV6UKfezUmeNBSk+VPISTaIADsohQZp+v1FpFhB1EylC6MmTQOH5J43n+lhN3eMY01a\nJfVJS/I7cEhyP6SvI7I1aVLZgm7uGESQllxHpoMlnzRUs2KCtChIFhJB1KTFvXARkfJr7vyYq09a\nWDVpyXRVS5DmRykGDgl6X5U6SMs0cEimLgZ+ux1EUTL92ZoiR6VPmoI0CU16O/5i+qSlNiHxE6Ql\nt13oditF3GvSkn3SCmnKE4X0i0i8FHP+L1dzx+S2qyVIq/SaNL+jOxYq18AhldYnrZjmjqpJk8gI\n4g5BUAOHpB8wfu7iFPo9Ku3C3u/AIVEbaCS1uWMxzUUq7XcVkXBkqgkrtJ91prv1xfQhSlfoBXSu\nwCUOQRoUH6Slr6OYgUOKTUcx86q5oz/plQip/1WTJlUhyIFD0oM0NXf0p5iBQ6Kw/zRwiIiUUpD9\n0NQnLTjpN36DGN3Rr6g2dyx0+7mCtEw3RqOYL/zy2yctW5CWbOGjmjSJnSD7pClIK0619knT7y8i\nhUg9z2S6656quXNptn4vQSk0SMt2boxykJbKT+1Rsfsk07qiNgR/GEFacij6SqlJyyfdUXpOmoI0\nySjo5o5B9klTkOZfpfRJU02aiJRCMTexiu2T5resrNY+aX7k2yfNz7qi1txRQVr+mqtJi/1z0kSa\nE3SftOTyfgaPKObAiftJKFWxfczKHagl84DfgUOi1rdOROKhueaKha4rKdd5zO/2Um+oVVOQFsTA\nIVDaPml+lHLgEGi6j1JbMVVqkJbt2MynJq0Uz0lTkCZZBZH5wuqTFvbAIZWmmD5pUVDowCHpovSd\nRCR+8i3TcgV5zTV3LDRIS76uliAN1NwxKczRHTPNH/V8kU2mdGeq+dbojhJpQWS4oPuklbK5Y6Vd\nzFdCc0f1SRORUinmYrq52vugg7Rqbe5YqiAm23Yrvbnjrl3V29wxU5CWPiKr+qRJrAUZpKUeCOqT\n5p/fIC3ZBywqNLqjiJRSppqw5gYQySbTOSsKfdJy9dOKapCW/rsE0Xc+lZ+atEwX7X63F9S8QT7S\nISlXn7S4KyRIU02aREbUBg7R6I7FKeQ5J+k1aeUsrBWkiUgpFXueKUdzx2rok1ZokFaKPmlB76ty\n16Tlau4I0csb+cgnzZmCtOTz4tLXpZo0ia2gBw5J8ltwKEiL/wAaySDT728f9+8tIuWRLcgqpDwp\nVXNHv+fIbN8lTkFavkrxnDQ/ywY9b1gDh2SqSUuKWt7wI9vAIcljUzVpUvHSa9IKVa7npMX5BJSu\nmIFDohDkJmtTVZMmIqWQb0uD9NeZ3mdaVxSaO+baflSDtFR+yvd8y41iBg7JR1iBV9gDh2TK41HO\nG8Xw85y0sLuFKEiTjKLU3FF90opXzMAhUVBoc8dCglMRkWznx0LOIZku7sJ4mDVUfpBWziaF6ctU\nQ3PHTEPwJ9/H8YZprv6lyf96TprEkt9MGOc+aZV2MV9MkBaFfaE+aSJSSs01q2uuKX8p+6SFFaQV\n+8iTMITRJy1VlGrSSt3cMZNsNUVRDOD9CGLgED0nTcomiBqIIGvSignSpPiatHIHasmToYbgF5Go\ny6e5Y9QHDkk+9iZqZWh6eooN0rJd64Q1cEicgrTURx9VU3NH9UmTqhCFgUN0ke7xO4BGUP0Jg5BM\nZ1Sb34hI5clUE1boACKZatKi3Cet0IGaSqGY64ig01DpzR3T81X6MlHLG/nINmBIKr9BWpgUpElo\n4j5wSCUpZuCQcku9W1VITVo+00REUmU7z+Q7yl3qNL990goN0oKsSYtqkJYuiJo0v+urxIFDoGna\nUmvSMi0T9byRS65gTTVpEnlRGjgkPS0a3dG/IAYOKdf+SD1hFtInLUrNNqV6mNktZrbOzF5JmdbB\nzOaZ2VIz+4uZ7VfONEp22fqU5ROkNXfuDLNPWhD9yKIcpBVzHRHU+qLaJ62YmrRM+bpamjumfzfV\npElViEqfNA0cEu+BQ1I75wZRkyZSIrcBx6VNuxh40jnXD3gKuKTkqZK8+L2J5Xddu3YVvu1caQm6\nJi1qAzUF3SctfR1h90nzQ33SgldMc8f0Y1Y1aVI2QWS4sII0PwWHmjt6gqhJK5dkJ3Yo7KIhKt9D\nqotz7hlgU9rkMcAdidd3AN8saaIkb0EEOkmZLuaD6JOWnK+amjuGMXCI3/Ull8kVaPtNR7Hz7tql\nPml+5Eq7n+ekqSZNyibI5o7J94XIVJOmgUP88TtwSKpy77/05o5xLhik6nVyzq0DcM6tBTqVOT2S\nRbbmjknFDhwSRHPH5Hxh1qRVyvk2yO9RTE1aVJs7ZtKiReX2Scsl03PSWrTI/jDrMPdFy3BWKxLc\nwCHF9EkrdtuVIs4DhxTTJ00Dh0jE5cyNL78Ms2bB4sXQrx/ccAN07OhvA489BvX1sGYNTJ0KnTvD\nT34CbdvC1q3QqhUcfjj88If5rW/7djjvPPj4Y9hvP/j1r7M/SynqevWCd97xXqefF264oeH1O+/A\nlVfCggUwblzT9bRu3fh9c+Xexo3w6qvZ09W5M3z72/Czn0Hv3rB2LRx0EHznO97vNmuWd9H45JPe\n/C0TV3KffOL9Fs895/1GM2d6aXj5Zbj+eu/379mzYTvJ7zxpEnz6qZcXLr4Y/vhHOPVUb13vvgt/\n+QusWgWvvQY/+IG3L849F/r3z/4dwnDhhTBjRuNpxfY5Tg9Ecv12//d/MGeO9zsAzJvX+PN9921+\ne3/5CyxZ4r3ee2+48UYYPTrzcf3rXze/vqTvf7/x+9T0L18Oe+3l5aFM8hk4JFNN2i23wKJF3vuW\nLb180SnDbac1a2DKFJg+Hbp3z+/7hCX5HZ96CiZMaDj+k59NngxLl3qfpaqpgdtvh+ef9963agXv\nvw/btnnvr7/eO5+uXdv8NUqLFvDLX0KXLs2nV0GaZBTl5o4a3dE/v80d05sYllMxfdKg/OkXSbHO\nzDo759aZWRfgvWwzTps2jRdegNdfh3feqWPRojouvNB/kHb++fDPf3qvTzzRC8huuqnxPAMH5h+k\nrVkDDzwA114LZ58Nv/oV7LOPvzRFReoFWrp33214vXgx3Hab9/rgg+Huu+Fzn2v4fPRoLyi6+ebs\n65s61Ztv7Vrvf4sWjZvLPfkkjBzpvf7kE2+br7ziBWl33ulNr6uDc86Bq66C2tqGYOGII+Dxx6Fd\nOzj0UC+AnjjRC2hatIBnn/XSf9JJjYO0pKee8tJ32WUweLB3wX3ssd76RozwAv0XXvCCv6FDvXV9\n8YulD9LSAzTw0piv5Hc691wvuDDzbn44Bw8+6F1kJ3+DoUPhjju87zhwoDdt/nz4n/+BsWO942jl\nSti8uWH9U6fC1VfnTsP8+V6gv9deXoAGsGkTnHwyPPRQ43kfe6zh9YQJ8Mwz8OabTdd54IGwfn32\nbd5xBxx9dObPrr0WvvKVzOXknDmwbp33OlOQNmeOt+znPw+/+IWXtkxB2uuvewHOKaeUP0gDOOww\nL+Dfts3bN1/+sjf9k0+84/COO2D48MbLTJ7s5f+kqVO9c8Qdd3jfb80a77g84gjvnJvLlVfCvffW\ns3FjfbNpVZAmWUVldMdkkFbIhbpGd/RUSp+0YmvSovKdpGpY4i/pYWACcDXwHeChDMsAXpD2m994\ntT3JWp1Czkmfftr4vd9BLNLt3g3t23sXjT/8YfQGlghanz6N39fUNK1NS55XzjqrYVr6fp4+3fuf\nrEEbMAAWLmz4fNCgxvN37950HRMmwI9+1HTwAzM4LmWImu98x6sdS2+2le182KmTt+6ZM715Bg70\nfmOAE06At99uqC2MUrnYu7e/+VNrvpIX5uDth2+m9Q5t2xbOPLPxtGRe37XLqzUbPBieeKLh8zZt\n8kvH4MHe+mfP9t6PHOnt/xUr4E9/apivfXv44APv9W23eTXgM2dmXt+f/5zfttOdeCL07ettO9Wg\nQXD88Q1pTJe8hjjuOC/4vfnm7OeCYkbDDEMyv2/c6B1P6bWF6b87eMF8v34N7//rv7wgbdgwL0hL\nOuSQprVw6W69FQYOrOOYY+r2TJuePEGkiWkjBQlb0DVpxawzGaSlFkh+grRCVNrFfLF90srZ/jy1\nJlUDh0hcmNkc4G9AXzNbYWYTgV8Bx5rZUmBE4n1WQZxD0/tWFXscF/tIjLgp5NwXRHPyfLab6/PU\n38ZvP6h8RjasRqlBWrZh6/Nhll8T4Ux9GUst39Edc50LohSkBbUP0wfrSZ8eVDpUkyZZBXFxG0Sf\ntNTmbqCBQwpRSX3S0msGcqnmCwopL+fct7N8NLLwdRa3jIK0wgR5HslWJubaRrZWELn2fbbR6JpT\nSKuLcil1GRVWkJZtPWHku6CWT78Oi0uQlqqYfZJ6DgxqnRm3E+zqRBoE1dwxtbkbqE9aIeLc3DHo\nPmlRveAQSRdGTVqxqi1IK7TsyrZMvjcu89mu3yAtH82VFelNLatJuWvSCpUrnfnkw0zzxbUmDYK5\ntslWkxb0DXAFaZJRFAcOKXWftEpSTJBW7v0XZJ80kTgrJD+nHi+qSStMMc0Osyk0SMs3aC+0Ji3f\ndFSj9CCtUEE3d2wuLX5aHqW/zrbuuAZpqWkOoiYtU/DqNx05t5N/ktITYreY2TozeyVl2ilm9pqZ\n7TKzQbmWl+iL2sAhSRo4xL/02si41aQFdVEYle8kkg/1SSu/oPuk+bn5lW27+dRmZeqTVkxzx2qu\nQUuKa01acpuFfF6JNWnpCvkdi6lJ87WdIpa9DTgubdqrwEnA00WsVyIgagOHpJ4Q/BSaqknz+B04\nJD3ALqf0gUPC6MQvEkXpx22hzddSXytIK05QfXuKvWgG/zVp+Wwr3+aO1Sg5CmoQQVr6w5IzKaQG\nLNv2ipVPkJZtlNioBWlBXNtkq0nLJ/j2s92CBw5xzj1jZj3Spi31EqDLIgnuQr8cfdIqLQfHfeCQ\nQvukVfMFhVQeNXcMT66yopDmjn77pKXPn+uGVDkHDonSObVcA4d8+mmwzR3zzRPl2PeV3NyxGKnn\nwEJq0kJv7iiVL2rNHQu9UI9KsFFOcRqxK10xfdJAv7/EV6kGDvFzjFRqkJZNWLX3fvqkZbsI9Nvc\nMR/5NneMS/kRpHI3dwzi+M1Xet5rriatRYt4BGlBKbZPWr7KOgT/1q3wH/8BXbvCqlUN081gypTG\nD46TcPzsZ7B8eeMn1tfWQn1944drmsG993qvFy/2/nfoAP/5nw2Z8ve/9x7s2L8/vPYabNnSOLC6\n/Xbvie1f/Wrjh37mcsEF8H//5z3sca+9vDtYNTXwt781fuBgixbwq19B586Nl49Dc8ef/xzefNPb\nf6lOO837zrmOh2HDvH3x/9k773C7inL/f+achBI46QkhhDQghBaSGBKK0YMJCEhooRuagCI/JKKA\nFMUElA4KXvEKCggEEILSLlUg3AvSBSnSJEI6JY2EEkrm98eclb32OquXvWft836eZz977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UbBs+HC65BP7rv4yw+Mtf4MADq+Pp29fcgwEDTP6OGlXJ40MPDb7Gnj2NYBw+3PwfMQIu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\nR46ErbeGE06ALbaod6ras9Za5nlYsgS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_column('SatellitesCount')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This gives me little information. Maybe the number of satellites descreases during long stops, as less presicion is required. And more satellites are necessary when the car is driving." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Car data analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I analyse the data for each car. I take the following steps:\n", "- Find when a car stops and starts/continues driving. At first I wanted to use column \"EngineOn\" to determine the \"state\" of the car, but often cars stayed at the same place for a long time with the engine turned on. So I decided to use Speed. If car's speed is greater than 0, it moves. But car could make short stops due to traffic lights or traffic jams or for some other reasons. So I think that car does a meaningfull stop if it stays motionless for more than 3 minutes;\n", "- Now I can get information about the time at which the car stops or moves;\n", "- I use folium module to plot car's driving path and to shows stops. Markers show the place and the time of the stops as well as the stop's length. Clicking on the map shows a popup with the coordinates;\n", "- Then I plot several graphs: speed and EngineRPM, speed and EngineRPM when the speed is greater than zero (this makes it easier to see the high values);\n", "- At last I show detailed text information about each part of the travel. For each segment I show start and end time. When a car drives, I show mileage and average speed, EngineRPM and temperature. For a motionless car I show whether Trunk, Hood, Driver door, Passenger door, Left rear door and Right rear door were opened.\n", "- Based on these information I analyse the cars.\n", "- The function below performs all the necessary steps, so I just need to call it and to specify the device number.\n", "- I can't analyse some of the stops, as there are no notable places near them. I usually omit these stops from analysis.\n", "- I don't know the gender of the driver, so I'll 'he/she' pronoun.\n", "- As the data covers only one day and the day is weekend, conclusions are made based only on this day. Usual behavious can't be derived, so data shows only how a driver spends one of his weekends. If we need to create a behavioral profile of the driver, data for more days is necessary." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def car_data(device):\n", " #Use the data only for the current device.\n", " data_device = data.loc[data.DeviceNumber == str(device)]\n", " #Starting coordinates, coordinates of all stops will be added to this list.\n", " loc = [(data_device.iloc[0,3], data_device.iloc[0,4])]\n", " #Time of stops.\n", " stop_time = [data_device.iloc[0,1]]\n", " #Length of stops.\n", " stop_length = []\n", " #Time of the last stop. Mainly to check that the length of the stop is greater than 3 minutes.\n", " last_stop = str(data_device.iloc[0,1])\n", " #Time of leaving the stops.\n", " move_time = []\n", " #I go through each row to determine whether the car stops or starts moving (speed becomes 0 or becomes > 0 respectively).\n", " #If the car moves for the first time, I write first moving time and the length of the initial stops.\n", " #Then if a car stops and the length of the stop is > 180 seconds, I add information about the coordinates and the time.\n", " for i in range(1, len(data_device)): \n", " if data_device.iloc[i,5] > 0 and data_device.iloc[i-1,5] == 0:\n", " if last_stop == str(data_device.iloc[0,1]):\n", " stop_length.append(data_device.iloc[i,1])\n", " move_time.append(data_device.iloc[i,1])\n", " else:\n", " if (datetime.strptime(str(data_device.iloc[i,1]), \"%H:%M:%S\") \\\n", " - datetime.strptime(str(last_stop), \"%H:%M:%S\")).seconds < 180:\n", " pass\n", " else:\n", " stop_length.append(datetime.strptime(str(data_device.iloc[i,1]), \"%H:%M:%S\") \\\n", " - datetime.strptime(str(last_stop), \"%H:%M:%S\"))\n", " loc.append(loc_temp)\n", " stop_time.append(stop_time_temp)\n", " move_time.append(data_device.iloc[i,1])\n", " if data_device.iloc[i,5] == 0 and data_device.iloc[i-1,5] > 0:\n", " last_stop = data_device.iloc[i,1]\n", " loc_temp = (data_device.iloc[i,3], data_device.iloc[i,4])\n", " stop_time_temp = data_device.iloc[i,1]\n", " \n", " #Adding information about the final stop.\n", " loc.append(loc_temp)\n", " stop_time.append(stop_time_temp)\n", " stop_length.append('the rest of the day')\n", " \n", " #Writing information about distinct latitudes and longitudes for plotting.\n", " lat_device = list(data_device['Latitude'])\n", " lon_device = list(data_device['Longitude'])\n", " lat = [lat_device[0]]\n", " lon = [lon_device[0]]\n", " for i in range(1, len(lat_device)):\n", " if lat_device[i] != lat_device[i-1] or lon_device[i] != lon_device[i-1]:\n", " lat.append(lat_device[i])\n", " lon.append(lon_device[i]) \n", " \n", " #Plotting the car path on the map with markers for stops. First line centers map on the mean coordinates.\n", " cars_map = folium.Map(location=[np.mean(lat), np.mean(lon)], zoom_start=10)\n", " marker_cluster = folium.MarkerCluster().add_to(cars_map)\n", " #Adding markers for each stop with information about the stop.\n", " for i in range(len(loc)):\n", " folium.Marker([loc[i][1], loc[i][0]], popup=\"Stopped at {0} for {1}\".format(stop_time[i],\n", " stop_length[i])).add_to(marker_cluster)\n", " #Plotting car path.\n", " folium.PolyLine(zip(lat, lon), color=\"blue\", weight=2.5, opacity=1).add_to(cars_map)\n", " folium.LatLngPopup().add_to(cars_map)\n", " \n", " #Plotting graphs for various variables.\n", " fig, axes = plt.subplots(nrows=2, ncols=2)\n", " data_device.plot(x='TimeUtc', y='Speed', figsize=(18, 15), ax=axes[0,0]); axes[0,0].set_title('Speed');\n", " data_device.loc[data_device.Speed > 0].plot(\n", " x='TimeUtc', y='Speed', figsize=(18, 15), ax=axes[0,1]); axes[0,1].set_title('Non zero Speed');\n", " data_device.plot(x='TimeUtc', y='EngineRPM', figsize=(18, 15), ax=axes[1,0]); axes[1,0].set_title('EngineRPM');\n", " data_device.loc[data_device.Speed > 0].plot(\n", " x='TimeUtc', y='EngineRPM', figsize=(18, 15), ax=axes[1,1]); axes[1,1].set_title('EngineRPM at non zero Speed');\n", " \n", " #Showing car data.\n", " #Show mileage at the beginning of the day and driving distance for the day.\n", " mileage = int(data_device['Mileage'].min())\n", " distance = int(data_device['Mileage'].max()) - mileage\n", " print('Mileage at the beginning of the day:', str(mileage) + ' km.', 'Drove today', str(distance) + ' km',\n", " 'or increased mileage by', '{:.2f}%.'.format((distance / mileage) * 100))\n", "\n", " #Information about the car at all parts of the travel. Two main states of the car are driving and staying.\n", " #What can be opened in a car during a stop.\n", " actions_list = ['LockTrunk', 'LockHood', 'LockDriver', 'LockTPassenger', 'LockLeftRear', 'LockRightRear']\n", " objects = ['Trunk', 'Hood', 'Driver door', 'Passenger door', 'Left rear door', 'Right rear door']\n", " #I need a list of timepoints. Didn't find a better way to do it.\n", " time_points = [None]*(len(stop_time) + len(move_time))\n", " time_points[::2] = stop_time\n", " time_points[1::2] = move_time\n", "\n", " #I go through timepoints. For each part of travel I get starting and ending time and the difference between them.\n", " #For stops I see whether something was opened in a car(column has at leat one 1). And average temperature.\n", " #For travels I get travel distance and average values of speed, EngineRPM and temperature.\n", " #For the final stop I get data separately as it differs from usual stops.\n", " for i in range(0, len(time_points), 2):\n", " #Actions - temporal list for i.\n", " actions = []\n", " if i < len(time_points) - 1:\n", " for j in range(len(actions_list)):\n", " if (data_device.loc[(data_device.TimeUtc > time_points[i])\n", " & (data_device.TimeUtc < time_points[i+1])][actions_list[j]] > 0).any():\n", " actions.append(objects[j])\n", " #If nothing was opened, show \"nothing\"\n", " actions = actions if len(actions) > 0 else ['nothing']\n", " \n", " print(str(time_points[i]) + ' - ' + str(time_points[i+1]),\n", " 'Stayed for {0}.'.format((datetime.strptime(str(time_points[i+1]), \"%H:%M:%S\") \\\n", " - datetime.strptime(str(time_points[i]), \"%H:%M:%S\"))),\n", " 'Average temperature was {0}.'.format(round(data_device.loc[(data_device.TimeUtc > time_points[i])\n", " & (data_device.TimeUtc < time_points[i+1])]['Temperature'].mean())),\n", " 'Opened: {0}.'.format(', '.join(actions)))\n", "\n", " #Temporal data for the time interval.\n", " local_data = data_device.loc[(data_device.TimeUtc > time_points[i+1]) & (data_device.TimeUtc < time_points[i+2])]\n", " \n", " #There are cases when there is one strange line with nonzero speed among lines with zero speed. This is to check.\n", " if len(local_data) < 2:\n", " pass\n", " else:\n", " print(str(time_points[i+1]) + ' - ' + str(time_points[i+2]), 'Drove for {0}.'.format(\n", " (datetime.strptime(str(time_points[i+2]), \"%H:%M:%S\") \\\n", " - datetime.strptime(str(time_points[i+1]), \"%H:%M:%S\"))),\n", " 'Traveled {0} km, with average speed {1}, EngineRPM {2} and temperature {3}.'.format(\n", " local_data.Mileage.max()-local_data.Mileage.min(),\n", " round(local_data.Speed.mean()),\n", " round(local_data.EngineRPM.mean()), round(local_data.Temperature.mean())))\n", " \n", " elif i == len(time_points)-1:\n", " for j in range(len(actions_list)):\n", " if (data_device.loc[data_device.TimeUtc > time_points[i]][actions_list[j]] > 0).any():\n", " actions.append(objects[j])\n", " actions = actions if len(actions) > 0 else ['nothing']\n", " print(str(time_points[i]) + ' - ' + 'midnight', 'Stayed till the end of the day.',\n", " 'Average temperature was {0}.'.format(\n", " round(data_device.loc[data_device.TimeUtc > time_points[i]]['Temperature'].mean())),\n", " 'Opened: {0}.'.format(', '.join(actions)))\n", " \n", " return cars_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 1" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 639 km. Drove today 314 km or increased mileage by 49.14%.\n", "00:00:00 - 05:43:34 Stayed for 5:43:34. Average temperature was 36. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n", "05:43:34 - 06:28:07 Drove for 0:44:33. Traveled 68.0 km, with average speed 103, EngineRPM 1934 and temperature 33.\n", "06:28:07 - 07:34:43 Stayed for 1:06:36. Average temperature was 38. Opened: Trunk, Driver door, Passenger door, Left rear door.\n", "07:34:43 - 07:38:52 Drove for 0:04:09. Traveled 1.0 km, with average speed 24, EngineRPM 1192 and temperature 46.\n", "07:38:52 - 07:45:12 Stayed for 0:06:20. Average temperature was 44. Opened: Driver door.\n", "07:45:12 - 07:48:42 Drove for 0:03:30. Traveled 2.0 km, with average speed 42, EngineRPM 1573 and temperature 41.\n", "07:48:42 - 08:12:48 Stayed for 0:24:06. Average temperature was 37. Opened: Driver door.\n", "08:12:48 - 08:21:20 Drove for 0:08:32. Traveled 7.0 km, with average speed 57, EngineRPM 1704 and temperature 33.\n", "08:21:20 - 08:48:08 Stayed for 0:26:48. Average temperature was 37. Opened: Left rear door.\n", "08:48:08 - 08:56:19 Drove for 0:08:11. Traveled 4.0 km, with average speed 32, EngineRPM 1309 and temperature 41.\n", "08:56:19 - 10:06:16 Stayed for 1:09:57. Average temperature was 45. Opened: Driver door, Passenger door, Left rear door.\n", "10:06:16 - 11:26:43 Drove for 1:20:27. Traveled 145.0 km, with average speed 120, EngineRPM 2235 and temperature 37.\n", "11:26:43 - 13:22:51 Stayed for 1:56:08. Average temperature was 40. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n", "13:22:51 - 14:01:58 Drove for 0:39:07. Traveled 39.0 km, with average speed 65, EngineRPM 1594 and temperature 36.\n", "14:01:58 - 15:03:10 Stayed for 1:01:12. Average temperature was 36. Opened: Driver door.\n", "15:03:10 - 15:15:00 Drove for 0:11:50. Traveled 4.0 km, with average speed 24, EngineRPM 1334 and temperature 40.\n", "15:15:00 - 15:25:07 Stayed for 0:10:07. Average temperature was 37. Opened: nothing.\n", "15:25:07 - 15:48:38 Drove for 0:23:31. Traveled 8.0 km, with average speed 38, EngineRPM 1360 and temperature 35.\n", "15:48:38 - 16:27:05 Stayed for 0:38:27. Average temperature was 37. Opened: Driver door.\n", "16:27:05 - 16:35:23 Drove for 0:08:18. Traveled 8.0 km, with average speed 66, EngineRPM 1466 and temperature 40.\n", "16:35:23 - 16:41:36 Stayed for 0:06:13. Average temperature was 38. Opened: nothing.\n", "16:41:36 - 17:00:42 Drove for 0:19:06. Traveled 27.0 km, with average speed 93, EngineRPM 1729 and temperature 36.\n", "17:00:42 - midnight Stayed till the end of the day. Average temperature was 42. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
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wcTwA8dGPSuvWTZ6HjQAEGRBAe9AHBGpHZSu//faTzjmnPygR74k6SRR4oAkG\nANSDoDt8MCyb4OijJx7/3d+F/6dMmQgAZMlEmDq1/zkZEADiyIBA7aigVWPUhZsmGADgPoLyqFve\n/W3KlIkAQFp/DlFd49e/lt797v73quiEkgwIoD0IQKARVLaK2WqricfxdbjTTumfGcyAYBhOAHAH\nAQjULe/+9thjYWBBGh2AOOig/rrKsM/QBAPoJgIQqB2VrXw+8YmJx3fdNfE4fudgMMgQRxMMAAAQ\nidfBPvWp4dP++c/SnDkTz4vcxKgiAEETDKA9CEDAGoIM1dhll4nH8UyHUQEImmAAgPsIyqNJBxww\n/P1nPrO/T4dRGRBJyvYBMW0aGRBAmxCAQO2obOWTtq7ilYAsAYi3vz38TwACAKrHMJzwRd79LV5v\nKJIBUbQPiKicN91EBgTQJgQgYFVSRJxOKPPZddfk108/feJxUgAiurBH63v69P7XAQBA98QDENtv\nn2/6zZulRx+dqFNkUTQDIgjCOsx225EBAbQJAQg0grs92b3udaOnSQpARBfrKAARrXMCEABgR5EA\nOxkQqFt8f3v5y0dPH683bNokrVghbdjQP02WJhgPP5xejrTPGRM2ASEDAmgPAhCoHZWtfEZVaPfd\nV3rlK/tfiwckonUd/WcUDABwB9dENClL0GwwAyLpRsa++6Z/Pqp3DGZbZMmAmDJFGh8nAwJok/Gm\nCwCgnJtuCu8O/Nu/DZ8uuntABgQAAN2Vtx6QJQDxilekBxTi03/rW9If/jB5vknWr5/IgCAAAbQH\nAQjUjrs91Uq7ezG4js89N/xPAAIA3ME1EXVbsSLf9IOdUOatR8QzL+N1llHz2Wab8P/4eHgTJeoT\nAoDfaIIBa9IqVFw8qpW0PuPrfnA7EIAAAHcQgEDdoh/2WcX3z2XLpEceyff5ssNwTpkS/tGEFGgH\nAhBoBJWt6uQN6BCAAACgu/LWG445ZuLx978vveQl+T4/WO8Y7JsqCzqiBNqDAASsShuGkwBEdUZl\nQAwiAAEA1St6XeOaiLrlDUC84x3h/1mzii0vXu+ILzvPfk9HlEB7EIAAPDeqIhG/wM+ZQwACAGxh\nGE74INpPTzwx3/RJQ35nUaYJxgEHhP/JgADagwAEakdlqznz5tGGEgCALosCCh/8YL7PFQ1AxJcp\nTdQB44GJpHrhrrtKl18ePiYDAmgPAhCoHZ1QNmdsjAwIAHAJQXnULaqH5a2PjY0VX2YUvEhrgpF0\nDGzeHAakqAVuAAAgAElEQVQeJIbiBNqEAAQaQWWrPvF1PWUKAQgAcAkBCNQtbwCibBOMtM+O2u83\nbZoIekRDcQLwHwEIWMMwnPXaaqv+57vuOvE42hYEIAAA6LaiGRB5AhAXXSQddljyZ+OjYHzkI/2v\nxW3ePBGAIAMCaA8CELAq7eLG3Z7qve99/c+T1j0BCABwCxkQqFsdAYg3vEHaZZfw8U47SXvsMXmZ\nW7ZIz3pWON8sAQgyIIB2GG+6AOgeKlt23Xij9JznJL9HAAIA7ChzXeOaiDrV1QQj+tyVV4YBhEFB\nEE6TVo54AIJOKIH2IACB2tEEw65nP7v/eRD0N8FgFAwAsINhOOGDtWvD/zYzIOLzH7wpEm+CEU2T\npRNKMiCAdqAJBhpBZcu+wXVsDBkQAOAagvKo2803h/+ryIC4++7Rn0t7LZ4BkVQvHOyEkgwIoB0I\nQKAyH/qQdM01o6ejslWdadOSXx+8mEePGYYTAIq55prwOmcDQXnUacaM8H8VGRBz5uSbPi4Iwmmy\nNMGgE0qgPQhAoDJf/ar0rW9lm5bKVvXS1mn0OhkQAFDcGWeE17mq0QQDTckbgIiCAWXnH+3vW7ak\nN8EIgvB9huEE2ocABCqVdNd9EJWteiStYwIQAOAWsgJRt7o6oUyaPq0JxqAoOBG9RwYE0B4EIFCp\npH4HBlHZqk58XaY9lvo7oSQAAQBuISiPJtTVCWWaYZ1QRs0zInRCCbQHAQg0gspWfXxsgrF6NYEq\nAG4Zdd0qel0jKxB1y5sBEakqADE4CkaWY4BOKOvx9a9LJ5zQdCnQdgQgUKkslSh+WFZn2PpOa4Lh\nwzCcq1Y1XQIAqAfXRDTFdhOMLKNgpHVCOViHIQOiHv/2b9J3vtN0KdB2BCBQqax3cbjbU40NG5Jf\n930UDPYPAK6xGWDnnIcm2M6AGDX9sE4opf7ykQEBtAcBCFQqawWNylY1tt46/b14iqPkVxOMqIzc\n7QDQdlwTUbeinVBGI1IsXy4dffToz6UFIIo0waATynqsWRP+X7u22XKg3QhAoFJZRsFAdeLr+Igj\npLe+NXycVqnwJQDx2c+G///5n5stBwBEbF3TaIKBupXtA2JsLNtnDz9cev7zk5ctDR8FY/B4YxhO\n+1atku6+O3x84IGNFgUtRwAClfI1A2LtWmnlyqZLkV98PR58sHTeecOn8yUAceON4f/f/rbZcgBA\nHVy7Jvoi+rGEfMoGILI2xXjVq6Q//CH9/fhIF6OaYJABYd9jj008vumm5sqB9iMAgUr5Ogznq18t\n7bVX06XIb1gwIWlb+BKAiDrK5G4HgLZzMSjviz32kBYvbroU/iraCWXWDIg00f4e9QGRtQkGdQK7\n0voVA6o23nQB0A733Rf+z5pFcMst9spSxB13hG0a2yJ+MQ8C/zIgovJytwNA0x5/PLzTbnMYzqVL\ni30W4fZBMbYzIEYtM28TDOoEdrF+URcyIFCJ2bPD/1mi0wsWuDcUpItZGQccEN7dGSZPhTfKgHBt\n3SchAwKAK77+dWn//aVddrG7nL/8xe7828qHoLprDj00/J83kLDddtI//IM0bVo19aYoABE9HjTY\nBIM6gV1kQKAuBCBQqaiH5GFcPMG5GICYO1f66EeT39tpp/D/sABE9N4vfjHxmi/DcEYZMrfd1t7U\n5JtukhYtaroUAEaJshN22230tEWuJdFnuPtYjA9BddfsuKN06qn5m2DMmCF997th4KKKJhjxDIib\nb5ZuvXXyNBEyIOwKAunSS/tf+/73mykL7Fm5UrrqqqZLQQACDRh3sOGPiwGIYYbdMYi/L0n/+I/+\nNcGIe+CBpktgx7x50lve0nQpAGTFKBhu8u2a5oJ45kFRRT+f1gTjVa+SXv/69GnphNKuNWukz3xm\n4vnTny4df/zEsJxoh+9/XzrssKZLQR8QqNjghSVJliyJuvlaASzSBMO3ytrZZ0uf/GTTpajeihUT\nPbhfcon06KNhRsQee0jvfGejRQMQ4+v1oSt8u6a5oky2TtHPD5vnY48N71CUJhh2bdkSZrhEAYfT\nT5c+8Qnp4x8Ph+SMhnmH39Ky0O+4Q7r/fmnXXaWzzpp43RjphBMmmtpXhQwIWJV0gSIAUV6W8iYF\nJ3wLQPzN30inndZ0KeyJttEb3hAGHZYskU46qdEiAahZ0SEREaIJRn55s3mq3kezjJhGE4x6xYdE\nlcLHUTOdL36xuXKhWmn9vvzTP4WZuVddJf3859LWW4d/l18uXXNN9eUgAwK1IwCRTZYKwrAmGPH3\nfGqCEY/OvvrV0g03NFcW2wa33zHHSPPnN1MWAMPRBMNNrl/TXOVKE4z4a489lj7t1KnS2rXFlonR\nzj9fWrVq4vmUKWGTmGc8Q/rVr5orF6qVFoB49NHw//r1YcZLlHl8yy12rn1kQKBSWS5I9AGRXVq5\nRvUBkfYZH0bBuPfeiceubpeqDG6/GTOaKQeAdHWdh9ra4a5tBCDyqyIDouomGKOQAWHXu9/d/zz+\nQ5VzU3uMOt7WrZOmT594PmUKAQi0xMyZTZdgMt9+6OZtghE9XrNG+s537JTJBt+2S16DJ/Wtt+ZC\nD/iq6LEbZQXedVd1ZekSAhDFNNkHRHwUjLR5DR5PU6eGTTKXLCm+XGQXHVdtr4d1zajteeaZ4TC7\n8ekJQKAVXvvapkswmW8n2FHlHXw/6mn69tvtlakq8bLbiry6YrDi/LSnNVMOAOnyZJwVuZbMnClt\ntZW0enX+z8L9rD4XVXFdraIJxqh5xV+PsmevvrrYcpFNtH7jNwvbXA/rmrQmGNGxdued0tve1v+6\nje3vYDI82s4Y95phpPUK67IDDsh+5yc6ebjY/8YwvgWGyrJ1ogdQns1j82//lmO/qGXLmi6Bn/Jc\nX5OaYDzzmWHgrK5yTJ0a/ifjxa4DDgj/b711+L9r9bC2SwtARLbdNhyCNWKMnWOODAhY41NlqoqL\naNWGrT9jpN/+Vrr++myfj3dC6ZO2X/iy9AQOoP0IPhbn23XNBVXsax/+cH+fTUWWn7cJhkTGi21J\nwSbOTe0xKgNiy5bJTa3IgIDz1q/vf572g8q1k1m8vZNLhv0gHRY0GTxhRCcUHypqNjq5clVSVNm1\nYwPouug89NOf2ltG25ub2cR6yy9qlpnXYJOIWbPKzSPp+bDlSWRA2Batcx/qi8hv1HE/eG6gE0p4\nYccdR0/j4o9K3yoweTuhjPjYBMO3bZNHUgZEm78v4DOb1y5baa5dwHqzL+muuI35D0MGRD0GtzX1\nknbJkgERn4ZOKOEF337g+qpIJ5SSf9vHxWBVlbioA+6r4zxEJb841lt+RTMgqlx+/H+WJhhkQNTD\ndrAJzRqV2bJ2bT1NMAhAoFJZf+C6VmHw7USbt7xREwwfvmeXmmCQAQH4Y+PG4e+XOXY59otjvRVT\nthPKqpabtQlG/A4t7BlsgsG5qV2yHMMEIOCdLAGItv+orErZAz6pE0rf1r1v5c2Lizrgj02bRk9T\n9JxFHxDFsd7yK7rOmmyCEaEJhl1kQLRb2na95ZaJx4NNMBgFA86LByCoFJSXZWzstPeTOqH0jY9l\nzoMMCMB90XkoSwCizDK4s1sM58xifGuCEeE4sSv68UkGRDtFx9rgNn388cnTSHRCCU/41sdA1/jw\ng76OE58r2vzdgLYZ1QSjDCr5xbHe8su7zlxqgkEGhF1kQHTDYCAv/pwmGPBOFIBYt05ascKfYTh9\nk3cUDJpguIkMCMAfwzIggkC6/fbi8+bYL471VkzZYTirRAaEO5L6gEB7RMfVsEAeo2DAO1EA4jOf\nSZ+Gk1l5eUfB8LUJRtslndSpTANuydIEY/586f/9v3LL4Ngvhh+k+TW9r2VpgpH2OhkQdiVlQDS9\nv6A60bZcty59GjIg4J0oALF8ebPlaINhB3zRDIhRw++4oOujYABw07AmGGvXlpt325ub2cR6K8aH\nUTCSpiPgZNdgBgTaZTD4l4ROKOEdX4fhdFWZi30bmmBI7d5XBk/q3AUF3EMnlG7jnJmfa+ss6W47\nTTCaMRhsol7SLlm2JZ1QwjsMw1mPvE0wgsCP9f7oo9IvfjHx3Icyl8FFHfCHzWE4qeQXx3rLr2id\noKpr8rAmGPHtmbS8ttcL6rRunXTeef2v0QllN2TNsqYJBrwwPt50CZDElwraF78oHX/8xPO2XwDp\nhBLwh+0MCI79YlhvxbjaBCMtwyGabuuty5cBoeuvl97+9v7Xkjqh5BhrjyxNMOIIQMALvg7D6dsP\n3aJ9QLguqUlCm/myXYAuq6MJxpQppJYXxXk0P9fW2ZIlE49H/UDiRld1ks45ZEC0W5EheAlAwHmD\nw/ZwAiuuTCeUaU0wXN8erlWK6sadBsBdZEC4ifVWTFMZENLwIMOoJhioTtL6JwOi3YpkQNAJJZyX\nJTLt4gVl4cKmS5Csa51Q0iQBgKvKjnQxDKNg5Pftb4f/yRzJr+i+VkcTjLSyuV5/8dGwAATru90G\nt/2MGcnT0QklvOBrEwzfFGmCQQaE+wi4AO7J8gOp7LmVUTDye9e7wv+cM4txtT6Q9w4tiss6IgLb\noj3StuWHP5z8Ok0w4IU84wZzQiuuSBOMLJ9zjTHS6tXSt77VdEmql3ascFwAbrNSGSMDojDWW35F\n2oHH/1e1/KRyxANxvtVZfJN1P1iyRDrkELtlQT3Sjr2pU5OnJwABL3CxcEcbmmBEPv/5estRB4YX\nA/wQHZeHHWbvGCUDojgCEMU0NQwnTTDckTUDYv36/iHS4b/BbT/suCMAAW9woSjvrLPSOz0r2gml\n6047rf95VOZp0+ovi21pAYh4sOi+++otE4B0u+4a/i/TQXAaMiCKY73lc/HF0ne/22wZhm2zUU0w\n2N7VOeWU8P9nPzv5PR/qjMgv7/GTNELTfvtJy5eXKwcBCFQqqRNBFLdxY/LrRYfh9G17dC0AMegv\nf7FfDgDZ2bobRAZEcay3fKImjU2NghGfB6NgNOuXvwz/f/3rzZYD9UkL8OXJgLj1Vumhh8qVgwAE\nGkMU2674+v34x5srR1YrV05+Lap8rF9fb1nqkBRcorMnwD3xH1+2fhCRAVEc6y2fRx5pugT9Bo+p\npzwl23QoJ74+H30023TwX3S+HLzBRRMMdAIntOFGHex5m2D8+Mfha3k6Ca3bqlXp782cWV856vKk\nJzVdAgBFkAHhFgIQ+UTB7yIZEFXJss3Yrs2int5ugzfBCEDAa1wwqjFq1Ie8Fwbfm2B0BRkQgNvS\njtGy5yoyIIpjveVz003h/yL77Omnl1/+qCYYadOiGWyDdqmiCUYVCEDAirx9FKDfzTeXn8dgHxA+\nXkR8LDOAdrLZBIMMiOKoS/gt7ZiiT7H6/eQnE49Z3+2Ut3PXpE4oq0AAAo3gxDbcqIyFIqNguI59\nggwIwAdW7gaRAVEY6y27oh08NtEEI225bO96UTdrl7zHj5MZEMaYM40xS40xN8Zem2mMucoYc5sx\n5j+NMU+NvXeiMeYOY8yfjTGHllk20AVlxsNuwygYXfT448P7wwAwmc36yGAnlDaG4SQDojh+kGbn\nwrrK0wQD9YpvG+qL7ZanCcaSJdKyZeHzYR2W5lE2A+JsSYcNvPZxST8PgmBfSVdLOlGSjDH7Szpa\n0n6SDpd0hjHs3m1Dylw1qrgoD2uC4cNF/6ijpBe/uOlS1OfVr57YRnvuGf7n+AEyq6U+wigY7iFw\nk52LQ1xmbYKB+rziFdL224ePXdlPUI1hTTBe8xrpM5/pf90Y6cwzpbe9LXz+7ndXU45SAYggCK6V\nNDigz5GSzuk9PkfSUb3Hr5N0QRAEm4IguFvSHZJeVGb58BsXl9GqaoLhox/9SNphh6ZLUY/dduvv\neHT58ubKAviozvoIo2C4hbpEdvF1lWd4axeaYLShXuOLq6+Wpk9vuhSwYVgnlAcdJH3uc/2vR8fd\nn/8c/r/llmrKYaMPiKcHQbBUkoIgeFDS03uv7yLp3th0S3qvoYO4kJRTdBSMtOdoVloTGbYTUEol\n9ZE8TTCKIgOiONZbdvF19ZWvNFMG37Ixu4S6efsNy4BI2v5TepGCqgNSdXRCyemlQ+hrwB1taA7j\nY5mLstnDPgBJFdRHimalZZkvGRDF8CM2u/i6WreuuXLE0QTDbdRLuiNpW0ev3XFHtcfkeHWzesJS\nY8wOQRAsNcbsKOmh3utLJM2OTbdr77VEJ5100hOP582bp3nz5lVfUjSKi0u6smNjp92lc3mdd/ki\nV6azUbTbggULtGDBgqaL4atK6iMLFpwkSfr976XNm+cpCOZVXlAyIIpjvWVXdF251ASD7Q0UN6wJ\nRpL4MfjjHy/Q0qULJEnf+Ea5clQRgDC9v8jlko6V9EVJx0i6LPb6940xX1GY6ri3pN+lzTQegED7\n8MNquLIBiFEWLZL23rvcPFCdKPWN4wKDBgPwnxtsoIk4K/WRV7ziJP3qV9ILXxi2g6UPCLew3rJz\n4cd72SYYp50mvec90tSp1ZUJoWF3wNEOeZtgxF978MF5WrFiniTpve+VzjijeH2k7DCc/yHpvyTt\nY4y5xxhznKRTJL3KGHObpL/pPVcQBAsl/UDSQklXSHp3ELhwKgTcVeYIGdYEg/ieexjvHCiurvqI\nrQ6AyYAojvWWXdFRMGz+CM3bBOPee6U777RXHqALkjIgRgUgTjhB2rixmuWXyoAIguAtKW8dkjL9\nFyR9ocwy4bY29DvggyKV4IceSk+9clVX9h/6TgHKsVkfiXdCGX42b+myLYM7+cWw3rJz5dqfpRwn\nnCA9EhvXhutjM1jv7VK0E8qq2egDAsh0wnLlQuiyMh2eDVu/rHv3kPoIuM/WMUkGRHGst+xcWFdZ\nm2Bcdln6ey58jzYadX5L+5EKfww7duqsh9YxCgYwCSew4cpmKqR1Qsl6d0d8+5ABAbiPDAg33Xdf\n0yXwhyudUNY1b5TH9mmXMp1QVokABCpFVLoatjqhdLkJRtcvcl3//oCrknriHzZNEWRAFFf1+PRt\nVrQPiMhXv1p9ObLiGmlflgwItFOWPiCqRAAClcrTQTsnsnRVBCDa0ASjzRWOpDTUNn9foA1Wr5a+\nYKEnKzIgiuO8mV3Za//MmeXLUHYUDNSL46tdhmVAEIBA63FCsytvr9JoHscE4LboGD3lFHvzBmwq\n2wTDxn7Kvu8P6pD+c6UTSgIQsMLmxQqs1zagDwjAD3n6GOAYhsvK/oCsav+mCYabaILRfnkDEOee\na6ccBCAAB9EEo3uMoYIFuOjJTw7/2z4+OS/DNhcyIKpogsGxUh/qJe2U9Rj64x/tLJ8ABBrDBSRd\nFXcpCEC4LUsljAs/0Lw6jkOOddShbCeUNrhSDoxG3dF/eTMgbCEAgUZwwcnG1g9TFy8idXZ+44LB\nbZCUAeHidgK6ps3nIXRL2Y5OaYLRbqPqYdRJ/Je3E8qxMTvlIAABOIgmGADglmHn3Sp+HHFehm1F\nMyBca4IBoJi8GRAEIOCVsj+Qu+7xx8P/RS/2o0bBYN27JW17bNhQbzkATHbrrfaXwd1d1MHFa3/S\nvv/II/WXA6O5uP+gGnkDECtXllseAQg0gsrWcBdeOPz9NjbB6JrBbZi0TT/96XrKAiDdT34S/ue6\nBd/Nn1/u83U1wTjuOHvLRjpGwWi/YTci8zSFPvDAcuUgAAGruGCUU6YPiKTPRq+VbQeK8pKG4Rz0\n4IP1lAVA86jcF3PzzU2XwB/xu5YuNcF4+9v7p7nppuHz4FipD/X4bkg7pqZYihQQgABaiFEw/JN0\nkWc7AX6putkcRit7V79Lqhhhq2pJHTBzPDSDDIj2y9sJ5Ve+YqccBCDQGE5kxZWt5LLu/cB2AtzB\njyKgGoPXtmXL+p93bVQsX1Anaa+0AMRBB9lZHgEINIILiX3DmmC4eBHp8j5ha7hVAP5w8bwMSPab\nYFxxRfo0aBbbohvSAhA0wYBXXDlhXXGFtGhR06Wo3qj1O+p9X/qAcGU/qgNNMAC32RyGs+3nulNP\nlU4/velSwNUmGHmX40sdxjc0wWi/qjqhLIsABBpTx4nsiCOkT37S/nLqVnaYUy4ibmF7AGizj31M\nev/7my4Fil5rqv4RUqQcSZkTqBfrvb3q3rYEINCIxx+XzjmnnmWtXVvPcuqUJQPCtyYYXUcGBNBt\nv/qVdMEFTZcCSGerCUZeXBuBYvJ2Qjltmp1yEICAVcMuVu95Tz1l8PlCZavsPq+TNkrbHmwnwB02\nm0kYEw49+OY321sGUBZNMNpt1LagTtJeaQGIOXOkN76x+uURgEDrtfGEWbYJBhdv90TbdM6cZssB\noLi29+UAv8XrBXn21So7oRwsx7DlFf087GC9t0fWDAhJev7zq18+AQhY4VIlzOcTpq0x5V1cJy7t\nM65gnQDu4HhEmzS1P2e5o+5jHQbwwbCM2zrPCQQgAIfZGp6RDAi3pG1nthPQDQQ3UIdZsyYe77VX\n/s/TBKPdCPygLgQgAAcdeeTw94s2weDi4S5+gABuszkMJ1CHAw6YeHziidk/V3cTDNufR3b0AdFO\neZpg2EAAAq3n4wlzfHz4+0VHwfBNVyr18W2V9hgAgKqMjTWzXJpgAM2hCQY6wYUfkFyo4AMXjhUA\nAAZVnQGRNO9Rr8XRBMMOAj/dkScDwsZ2JwABK1z6MeXjCfOSS4a/X3YUDB/XSZsV7ZkcQH1sD8MJ\n2PbsZ088LrLP0QSj21jv/iMDAoA1PlZmfSxzlaLvzwUe8FfXz2Notyr2b5pguKtINgraY9S2/shH\nqlsWAQiUxoWgfmRAdAPbCXAHFXH47IEHin/WtewfmmA0gzpJeyQ1wagTAQi0ns8nzDLDcDIKhtvo\nbBJoj7I/0LoQ3Jg6tekSdNuaNeXnUVcTDDIg3MR691+RJhj0AQEnuX5Ccr18RWQZBWOYNq4T3yV1\n8tWFHyUAAPsGrydN9QFBEwx30QSjOxiGE63k0gnL5wtV1evR53WxebO0cGHTpahOWiXM520EtJlL\n1zWgTnU3wWAUDDcN1lV+//vmyoJiynRCWeV5gAAEShv2g4kKWzlVN8Hw2YUXSs96VtOlqM7g9uHO\nA9BdHOvwQd1NMP7xH4t9HnbE1/t990kvfGFzZUH1aIIBoJSkk8gpp/g30kJU3j/9Sbr44mbLAqDb\nCBKUw/prVtXNJ8rMI6qDDKuLTJ0qfeMbye/5Uofxzajtu3atdN110uOPS5ddVk+ZYAedUMJ7rl8I\nXC9fEV3shPJHP2q6BPYMS4kD4A9+ZMMXefbVpD6KqlpuWvbfsOsfTTDqE98+X/6ydOCB0jXXSO97\nX3NlQnFlmmBUiQAEWq+NP+KytNPKkuKP5lTRIRiAduD4h20u7WNZMiDq7pUfo61bF/6fMaPZcqA8\nOqGE95IuBC5e6Nqk7Pp1cZ24WCabsnQ86dJxBHQdxyN8Vmb/bSoDggBEvbKOPjJtmv2ywA46oQRg\n1bAmGFy8m3XffWEbyjg6oQQAuKzOTigHfxDFP0MTjGZQh/TbqadKixYlv1d3BsR4fYtCW3Eiql/W\nHqRHvYZmfOc7/c85hgD31T0UIdBGWTqhJAPCHUlBINa/nz72MelJTwof59mGjIIBL3zmM9LXvx4+\ndqFSNerAue22espRRJmDngtEdZYulf7lX8LHf/qT9J73lJvfxo2TX3PhWAGQzatfLZ1+evj4He+Q\n7rqr2fJ0zdlnN10C/5Tpd6juJhhJ76VlQ6A6WZtgxNf/pk32yuODLVukgw9Ofu+ww6Q1a+otzyhT\nUn750wcEvDN4ITj55GbKkWbUheqHP6ynHHUb1gklF+98rrsu7P1Zkr73PemMM8rNb1j6KNsGcFP8\nHDpjhjR/fvj4e9+TrriimTL5pMrK7fHHVzcvZFdnE4zB5dEEo3nReo9vi8HmpF2zbp30618nv3fV\nVdLixfWWZ5TomKITSnhvcCd2rXfcqn/QfelLYZZHHYqeDNpyN70t32PQ5s39zwk6AO6Ln4/22Sf5\nzl8V52zOB2748Iel889vuhTVceV6WsW+zjFiR5EMiK7zLRhWJgOCTiiBBn32s9LnP99sGYqcBFyp\nfKTp0gUt6YJFvx2AP6ZPt5d63KVzoctOO21yfz2oRnwfT7rOJf0YIkjXDPqAGM63dVEkAGFjuxOA\nQGlJaTwuGVWeu+/ON786o53Dhssp+tmsn8eEqtfX4D7E9gDcF6+cDQYgCBbCN03dyMg6j8HpaILR\nvKi5BXWWCb6tixUrwv9Fyk0AAk7zrSKWNiRNGh8ufL5tg64hAwLwz7AARJXz9q1CmxXns2a5tP7L\n3lFt6zHStKz7COt/wqh14cu6ytIEY7D5cBkEIFCa6weX7bvXrhrWCSXyqXrdRb3nR8pkugCoBxkQ\n5XA+g9Q/DGf0PG26NOxL9Ylvh+XLw/+vfOXEa13fFr58/8GOMvN0QhlNW+XvHwIQsMqFSlnV0Ulf\nAxBSeu+3aJ4LxwqAbOgDAr6ps/lEFfMYNp0v9bC22WqrpkvgHl/2xfvvH/5+lgwIAhBwiut9QFTN\nh5PNqHT+tm+jqrG+ANAEoxyCrIhkaYJBBkT9OEbz82VfHB/vf15kGM5rr62uPAQgUDnXTmC+nBzy\nKLqO27gu6mRr/aXNN623YgDNspkBAdTBlU4oizTBQDOoQ04WrZOoeYqrBgMQSUYdcxs2VFMWiQAE\nKtDFE1LTF8Yio2A0XeZRhjUZccWf/mRv3mlDkQFwz7RpyR1yVXHO4rh3B9vCjixNY8mAqNcuu0g7\n7TT5ddfqYa6JsqJf//pmyzHK2Njw98uOrpcXAQi0no0Llesn5MFOnga5fvEe7KSxadH2fuyxauYX\n78BJcn97AOhXdSeUrl9TumbNmqZL0F7x+smwDpg5Jup1++3S7NnDp6GuMlm0Tu65p9lyjDJq+Pe6\njzkCECjN9ROSjfL50A+E69vFJ9G6rOrknHUYTgDuqGsUjLaeu306xx1/fPjfpzLXwZUmGG09RpqU\nZTHJSKUAACAASURBVNuy3ifz4feANLqcWUbBIAMC3uDi3YxRnVC6bthJbv166Xe/q68sgy65ZKIc\nV11VbB4LFlRWHAANoA+Idnv44aZLYF+TdYLBa/z06ZOn8anO0gZVrO/LL09umtZmSfXVW26ZPOyl\nJD34oHT99fbLNCgIpAsumPza4PNR+wABCDjF9VEwqh6Gs05Vl60Nw3B+85vSi1/czLJXrpQWLw4f\n//KX0mGHVTPf+PbwedsAXcEoGPmtW9d0CbJrw7XSVUn7+uWXD59uENulPlnPTVu2SEce6X5ThKol\nZRYcf7x08MGTX//kJ6W5c+2XadCaNdKFFw6fhgAEvOdb1Nq38krFUuV8/J5JHn+8/mUmrbuiPz5u\nuCH7MtqyzYA2sDkMZ1xbf1xts03TJciujedeG80niorv48ZIhxxib1nIpmwTjK5mhCUFIFavnngc\nX2ePPGK/PIOWLpXe9a5y87DRBCPDoBzAcK5XluqM6NVlVJlHdULposEKSRrf0/ue//zJr2X97gDc\nQBOMbmjT+diVOkFS/STvkNOufJc2KbuvR+fDrm2bPN+3ifPJ+98v/eAHk1+nE0q0jm8nn6uvbroE\n6ao8GfiU4jusfE0EIOpYX6T8Av5I64Sy6Dnbp/NzUVV9rzvuqGY+WbR1WzQp677epuCPD4qu72gb\ndjUgG2VAZDlX5A201YkABLzT1lR/F5Sp/CR91rfKVNK+5EuPw3n4tl2ArrM5CgaG+/znmy5BOxTZ\nZ201wci7LK6Z1cuyHYat940bR0/TRnlGSWsiADFqZIv4c/qAAFBKG5udRGxlQCxZMjH0WhZV/+Dg\nBwzgtvgxOm1afwDissuqW47P5+dhbPx4taVsRouLXNmvsvY10KZ174Mu9wGxaZN0xBH2l9N0BsT4\nkI4XGIYT3hk2CgYXEHcY047tYSsAcdVV0tlnJ7/XVGXUlQojgH7TplV7LqIJRv3zGaYN10qXZflB\nQwZEvbrcB8TKldIVV9hfThPnlfgyyy6fAATQcWUj1T5rog+Io46yO/+0bUUlGHDT2Fh4LmrredZl\nP/5xfcti+/azMZJG0jzJgKhfliYYv/xl+uejJhhdcuSR0r33Zp++6QyIODqhhPdc7wPCtfJUocgo\nGK7fYctapjb2ASExDCfgE2MmghBVc/H87JI1a+wvo43nXpfqaln2cTIg6tXlDIiiLr9cuu227NO7\nFIAYRB8QACrzghc0XYLq2cqAyHLxbWOlFEA2g8f/+Hh17Z67cG6p6juOjVUzn2Ha2AeEK+I3SBgF\noz187gOiCmWDarbQCSVay/Vop+vlsyUIpC99aeK56xkQWdkKQGRZJzb7N0kahtPn7QS0XVIAoorz\nQluPe5/6gGhiWba58l3SmmCsXz98ujhXvgsm+DwKRpnzdp7v69IoGIMIQAB4QtGDPTqJuJzuVVTd\nfUDYvpj6eLEGUG0GRBznBLjK5kgm06ZJ++1X/bJQTtbt0PUMiCzryfUmxIyCAa9QWYItSSfDwbsk\nNpc1bJoNG5orB4D6DfYmThOM9urC9mjqOw7Lxrz22nrLgvKibRj1zcJvgn5BMNFh8VZb1b/8PE0w\n6kQAAqW53obPhTIUlaVX4jS+dUKZVdpQmXWIr8P/9b/sLMPnbQN0CRkQ7edz/WGQS/tVluaMNMHw\ny8EHh/993Da2j/Pxcen00+0uoyyaYMB7Pp58XJW2LrOOgpE18umCpsvU1PJdD+ABSDY2RtpxE+o4\nVyf1yYPqhuEctV4ZhtMfXT9Gsn7/q692a10xDCe859IBhQkuDbnlszoru1lfB9C88fHq+qRpS4Za\nHZo8J3ddVQGIyLB6ChkQbsh6V3z77fufd82o733ZZfWUY1C0/V772uHTZblpSQYEnMaFu3m+b4Nh\nJ7nnP9/OMptaZ8Pa4XX1Qg64yOYwnHEc9+7w/Voad++9TZdgQtkmGHBHtC3nzm22HE0bFTybMaOZ\nc3tUllEBEJpgwDtNd2TSNnfdZWe+3GFzFxUtwD+2huHEcAzDWczLX97/3IVOKIe9RwaEn9g2yetg\nbKz+ckgTZRk8npreTgQgAMesW1fNfJo+udgW9bjcNvyAAdxncxSMtp+7y2L9+G9USjd9QPgn2pb/\n/d/+9Y1TZl/L0p+JJE2Z4va5iwwIeKdoG766uFCGqo36Tlk6eXJZlm32rW/ZL4eULVW0qvknPQfg\nJltNMNrKp3NbG+sNrhisn6TVGcmAcMOoY2HatP7nxx4rXXKJteJ4IWmdTWnoF3fWzuwJQAAV8+1C\nlaW8Wb/T4MXcl0rVsO8XvbdyZT1libO1/nzZLkCX0QdE93Bu7lfFvpl1nbLu/RLfNzZubK4cdUs6\nJpJeIwOiHwEIlMYdXHvKrMthJ0UXt1FSmbpwB6Qt3wPoGppg5OPTD8roB1Rbt4XU7PZIq4uQAdEO\nPh3rVRm1T7qQATHsOsMoGABKSzqJdPGCUAWGfAOQhCYY6Jqqh+Gsap6wJ+v2sd1ctQ4263vLl0u/\n+pW9+WfhUuCOAARKc2mHbgPX+tCAXRw/gB8Gz8djYzTByMOn78W1N1lV2zBtPtF6H5UO7tO+BPdV\ncYc/SxbbnXcWn79tNMGA91y7MPz2t02XIJ/4+quyCUb8xHLjjcXn27Qbbgj/u7KfrV5dfh5UdgG/\n2BwFo63WrJFWrWq6FNl0YXs0Jd4J5bDr+LBt8KUvVVsmFPfFL0rXX9+ODIiqjKqfLltWTzmkappg\npH2mDAIQKI0+INwTXeDbfBGoej/Lsq6Splm4sNpyjFoeADeMj0ubN/e/VsUx2+Zr6E03NV2CfNq8\nLZoyrAlG1gzQ22+vtkwo7l//NQxCxPlWdymTAVHkM9dem/8zthGAgPeIgrqL7ZFf1jGeq5o/FV7A\nD4yCUb81a+pdXpu3hQudUA5DfcUNRbaDr9uuqqxjH84bZEDAe/yActOwJhgu6vJ+M6rnYQDuoQlG\n/ZYubboEKGtYGjh9YPmLm48TbN+4yiPPsuqsixKAQOW2bGm6BPD95J/lZNfEj/NDDql+ngQZAD+R\nAVG/wSYvtrEt+tnohDKpvtL2JqRt59u2q6ITyocekqZOTZ/3qNdsybqsus914/UuDm3EBdpNvmVA\n+KqK/T9t27DNAHcMHo8Mw5lf2XNa3eubGyrVG7YPkAHhr65mQETf+/HH83+mSTTBQOu4cGAh+WTi\n8raJ92rd5MXrjDP6n9teZy5vEwDJqh4FI45zQrq6AxD/9V/1Lq9OTbbtH3XH2bf6i28++tHs02bZ\n5j/6kXTVVfk+45Jo35o2TVq0qNhnR73WlDwZEAQg4JXBHZI7BuVU0ZGNbyd/SfrZz/JNb+sE/4tf\n1F8OH7cX0DU2MyCyjCGP+ppgsA2SVXW9y3K3nOuiPZdcYnf+4x7n1997r/1luHB+yZMBUUUTlUEE\nIICWogmGn1y4MAEYLSkAwXnWrrr7gED1sjTBSJqGY6s6ZHbaNepGoovrp+5+VwhAoLRho2BwwSin\n6Prz8Y5C3swPF0/gRQw7ftryHYG2uOuuicdjYzTBqBt9bjSrriYYScviuPCHb9uqyvKuWuVWPS5p\n+c94RnXzKspakowx5m5JKyVtkbQxCIIXGWNmSrpQ0hxJd0s6OgiClbbKAGCCy8EHqfmTdJo6hlNy\nfdsAPquyPhI/VhmGs35kQDTLxvUuqeNJRsFwR5Ht4Gp9rg5PferoaZoeBWOwGVQ0XVv6gNgiaV4Q\nBM8LguBFvdc+LunnQRDsK+lqSSdaXD5q4vOJxvWylymf699tUN7Mmaq/X9H5rV1rb7lUwIBKWKmP\njI/b+UHs27k7D19GwZjSgfzgJq8vWfbxYYEKlEMTjH42y5s073vusbe8QVmbM7UpAGES5n+kpHN6\nj8+RdJTF5aMmvp1o4traYWYU3eSCbd9b3lJ+Hmkd0LH9gEpUUh8xpr+NOsNw5le2vlBXBgTnXnvi\nd1+H9VVFEwx/tbVunaTIfvmRj1RfjjTDRpoZfN6WAEQgab4x5r+NMe/svbZDEARLJSkIggclPd3i\n8oGRupTO6VOFqok+IIqun+XLqy0HlSygcpXVR+pogsE5IF1d1+wuZEA0JWtmg091Ft/kOcfQBKMc\nF9dF3gwIG9/B5kApLw2C4AFjzNMkXWWMuU1hJSAu9SuddNJJTzyeN2+e5s2bZ6OMqICLB1dWbY7S\n+rxdXEKqIpq0YMECLViwoOli+K5UfUQ6SVI4zv3s2fMkzZNkLwOCc0I6mmC0Q9o+Hs8w4jjwl2/b\nzmbmqW/rYpiNGxdIWlDJvKwFIIIgeKD3/2FjzKWSXiRpqTFmhyAIlhpjdpT0UNrn4wEIwJa2BiB8\nHMLqL39pdvnRReKaa+pfdtrdzzZduFDMYAD+c5/7XHOF8VTZ+kgUgDj0UOklL5l4lWE48yu7fmiC\nUZ2m7mxnyfahCak9t98uLV5sdxk+111+9jPp4IObLkV1koIrRTuhHB+fpygAHypeH7ES4zXGbG2M\neXLv8ZMkHSrpJkmXSzq2N9kxki6zsXzUy+dO9NoagJD8vgBkYev7LVtmZ75p2r6dgCZVWR+J9wEh\n0QSjCWRAtEPaHWdGwbBv333tL8O3c1i8vKecYm/eTUi6qeVCJ5S2MiB2kPQjY0zQW8b3gyC4yhjz\ne0k/MMYcL2mxpKMtLR8dds014fjsL33p6Gkfe8x+efKq8gBv8wW8rpN6HcuhE0rAmkrrI4MBCBev\nIU368Y+l3XeXnv1sO/O/7jo78x0UD0A88og0c2Y9y3VdFdekrM0ruP65oYt9QDz+uLTVVtmmdf27\nujoMp5UARBAEf5H03ITXV0g6xMYy0RzXDr6//Vtp662lBx8cPe0jj9gvTxN8bILRVa4dP0CbVF0f\nibLmxsfDQPfGjWVLOJnP54TXvU561avC/jJsWLSo//kFF0hvelP1y4lfL2+/XXrxi6tfho9sN8EY\nNgoG/OHbOWywvAsWSIcfbmfeTYo3wRhUd9aRzU4ogUasXi2tW5dt2ngTDC52aAp9QADuM2aiCcCU\nKTTBSLN+vb15D16nd9lFesYzql9OF5pguFLnYRSM9vH9HJZn3xv1XZteF9OmZZ921CgYvgzDiY6I\n75A/+Ulz5SjCxWE4bV1023Yxb/qkXtR73iPNmpX+vq/fC+iCPfaQfvOb8PH4uJ0MCN+Njdmb9+A1\n29Z1rQsBiCaNGgVj8DGqU8d69b0e06Z97+Uvl575zP7X0ppgjEIAAs563vOaLkE+eTMg6ui0soo7\n4L6fPLfbbvQ0vvYB8ZSnSHvtlW3+vl/EgbYxZmIkjKQARBU/vn0/7oetg7LXpsFrsK1r3YUXTjz2\nfXu4pk3ZPj6qI7jmWwfvNvfDt73N3ryzmDp1cp94be6EEh2SNsTLT37S3A/hrMuNnySzHFguZkwM\nM7gefAlMvPWtTZfALl+3C4AJUROMsTHp2mulO+4I+yAqok3ngGE/cMpWYH27BmO0tKyHNh0TLpky\nZfJx9OUvV7sM3wNLVe57d91V3byq4kInlGRAwIq995Ze85qmSzGab1HaMrL2PO2CLqW/FkmDA1C/\nwcpZPANi7lzp7W+vZrQE388BNptgJGVA+L6+fFLVus7Sbp4AhB1J63W33apdhm/H5LDOUPN+1jVp\no2AkTTeqD4i//uvqytWhaj5s8XnYwLbeTfFtOxRR9Um/yYsIKamAf6IARNXnW9/PAcMCyL40wegC\nFzJUh+3rbFs76ANitLbte2kBh8Hnad87Ou/+4hfVlYkABCrl20GbNwPCt+8X53PZk/jaB0Se+Q8O\nOQfAHVUGINp0fraZwdbETQPff0xVqar9NO3GFU0w7Es6Pgmi9mv7vpf3+0Xn3TwjaoxCAAKlZU3v\ncVHeTih9Oan6sv5dUtc6S4oykwEB+IcMiGR1N8FAfarYN7NuM7atHXWsV9+aN/t+zh2miiYYVQ03\nHUcAApXy7YIRv5vS5hOQ5N+2qdPy5dJxxzVdilDTPSYDSJbWBwTn1n51joIhtf/a3WZpbe8XLpSu\nv77+8nRBHX1s+XRMGiMddNDk17KKvmuV2QFVS7rplacJxkEHSTvuWG2ZCECgNBf7gCgyCkYWPp1U\npXaPtlDltli1qrp55TX4Pb75Tekb32imLACyGxsL7wxV3QTDt+vMoDpHwaA9e3FN1gdcrDd2RdL6\n7noW1+LF/c+LrI8ddqimLHXImwFx9NHSAw9UWwYCEKhUfBhOH/iWJpaVL+vfB3VcSAe31+CYzQDc\nEw3DWTXfKu+DttrK3rxpguG/qoJtvh8nTVm9evJrVdeFfd82bTqvpG2LIsNwStJb31q+TBIBCFTA\n5xNN3g6tfP6ubTqhVq3O7Tp4kk9a9nOfW195AGRDE4xstt3W3rzbetOga6rIgPC5Puaapzyl2vn5\nvm3ylN+H71plNvR555UrS4QABCrlW0XMxcpM/GTmw4mtKT6vmzY3jQG6wtYoGD6f2yS7QysmZUD4\nvr66xsZIGiinTcOaV2Hduvyf8f07Z82AqAoBCJSWFMn25QfVmjX5pvflBJPWxs+X8tetyfXCNgH8\nMFgpJQOifitW9D+nDwi/lVm3Lt5AQjuMjzddguqkjYJRtAlGVQhAoNNcvIBVeQKgYlwelU8AknTy\nyf3PGYYzmc3rztq19ubdNb53Qun7cQJ3Fdm3XN4fB28O5+2E0gYCECjNxd6MbY0zXfcJxpX16SJf\n103WMZkBuGUwYy7qhJImGP1sns+23trevDFaFfsmTTDQRj7sj1EZyYBA6/jWBMPFE0YVfUCkNcHw\nZbtkUeW2azKw5OI+CGC0KAMC/WxeZwbPlzQt9FO0zWiC0U5dOibjP+pd5OpNLwIQKM3FDAhbunRS\nRcjGNqcTSsA/dY2CwXUmXVIAou5lopyqrn9sF3f5vm3a1AQjntmwfn226epAAAKluXrQZeFi2W2d\nANr2I7ct38fFfRDAaGNjdkbBQDruelfH932OaydssTmUcBOiYz3qXJMmGGidtjfBqOOC51IbS9jR\nxF08AOVMGagxkQGRbNj6KPvdaILRDjTBaDffj8k85a9iX7Yp60iFBCDgHRebYGQth6snjKoYI116\nadOlQFzb9zmgK6rshDKOc0S6wR+dNMHwz6gmGG9+c9jZ6D77DJ8P26U6rMt+RYJbrq7DpMACGRAA\nrNtpp/C/MdKsWc2WxVXDLhy2+4Bw9aIFYLgoAFEFV4L3Vag7AwLt8sIXSk9+svSCF/S//uQn9z8n\nA8JdvtdrfC//oCz9rhCAgHeypve4KF72sbF809tisz3xe99bft4oj04oAf/QCWU2dQYgUFyT150i\naetz50qf+tTkeQBVyxPccn0/dLV8BCBQKVd+SD3+eLbpXDwwqxiGM4kxEx3QoF+T+4GL+yCA0WwF\nIHz1sY+Nnqbs+S6pCQbn0PrY6KMq7W5s0uf22KPassCOD3yg6RKU07Z9a/DmME0w0Aou9gFhiy8n\npbZvh6rVuV1dHZMZwHBJGRBV9QHRhmZZp55qfxl1N8HYaSd/t4fLhq3T6MfRqG1LEwzY0rY+IAbR\nBAOt5csPqrzBkz33tFeWJGXXoy/bwWX0AQFAkp797P7n8SHNMMFmE4w6fnTGy7/33vaX1zVZrn9p\nr3PtRB3atG/RCSVay+cMiLwnmWXL7JQjTdVNMJCs7osNfUAA/nnXu/qf2wpA+F75pQ8I5JG2v5AB\ngaYU6QPC5XMTnVCi9Zr+IXXllfmmd/GE8d3vlp9H09vBN03tB099ajPLBVBelo6Ls/L9zu5vflPP\ncpKaYNheXz5uj0G33DL5NRc6ocz7vu/HiatYl/3atD6SvssOO9RfjkEEIFCaS23ab7qpmeVW6frr\n7cyXoIQb4sfL3nu360IHtFlSHxBJr5fl4znhttuyTWejE0qb2nLdXLy46RJMyBpESFr3BCBQh7b1\nATHYCeXOO9MEAy3j28XaxRPGqHV4yCHSG95Q3fwwnM0+IKJ5s40A/9gKQCxfXu386kYTDPesX19+\nHmNj0l57lZ+PNLrpbpbtTBOM8qrM4mqTPOcZH85JLjbBYFA+lOZSHxB5TwQulT0yqhzz52efhyvf\nyXWD+81DD0lPe1o968+HixeAyab0buFUPQrGtGnl59ckm+fNujMgVq6U1q2zu4w6bNxYfh6bNpWf\nhzR6mw0bBYMMiGpVNYpP20T71j33SLNn+72Osnb0SgYEvObbD9/4Adj2i5kv26QJg9t+hx2k886r\nb/lsG8A/xoRZEBy/2dnIgLB57f6f/5H+/u/tzb8uLjWVjcs7CsZBB008JgMCtkT71pw5yf2nJHH5\nN0TVGRBVjAhIAAKluXzQYbJddmm6BNV48EG783/oIbvzj3D8AP6yEYDw8ZyQNZuwigDEVVdlW1ZV\nVq60v4yuybK/JL2+557Sd74zeR5AleL71mOP5f+MjemLspHp/a//Wn4eBCBQKRci6nm42AQjrugJ\naljqoovfM+7YY7NNd9FF1S1z2HoetQ2OPLL4sqhAAX4br6ghq++p5VnLXEUnlPF15fr1zBUu7VNZ\ntlmWa7JL38ln73iH9KIXNV0Kt8Sza0btr3n3w3/6p8nLsCme2TCs/kkTDHgn6Uf8jTc2XxYb08O+\ns8+uf5ll0lNf8IL8y8uSDgfAfTTBqFcQTPS9gexcq+uMCiIM+zEUfYYmGNU45xxp1qymS+EWm8fL\nYYeF57A6j8mqm2BUUXZO42iVMhckVyqR3N2pX5OVM9cqhgCyownGZLabYMQDEFGHhRjOpXU06sdQ\n1m3q0ndCu9gMbhlT73krLdO7TAYEAQg4waVmDHlPGi6mw99xR/l5JDW38KUJRhOGZUDYHIYz7TkA\nP1QVgPC9CUZcmSZto2zZMjkAgdGS6hWurzsyINCUIsNw5vlM3QEIF4fhJACBSjV9QaurCcbTn17s\nc1nEx4D3vSLqizorMoNBL7Yx4K+xseavey6oszJdVxOMiy+uZzl1OOmkpkvQL0sTjKKfBcoqUifM\nuj/WnQERLXMQGRDwXlsyIPKU3ac2qIOZD1y0J0vab2zuy2RAAO1AE4x8bHRCaWt9HXCAnfm6oqn9\nLOv1b1QGRJuPExfNmNF0Cepje99qqglGfPlN8+hnFDBanb3KusxmG1z0+//Zu/NwOao6/+Ofb27I\nBlkJEJYsEHZkHVYDJAzIIrIoI2ZQlgQdZxDBQVEQf2yKMAqKDERREQOiwAASEGQTEpV9CwRE9oQk\nZCOJhhASktzz++NU59bt2+vtqq6l36/nuU/3ra7lnOrqqlPfOgv7E2gNpc6rUY2C0dbW8T6L55Rm\njYJRqg+IuKShkJ5X1Y6DWmpA0ASjubL04K1RcdaAkJKrAVHt3qCZNSAiunSilaWpsLRqVX3zdzft\nCxY0v70U4pNkHxBp+v0AqE/PntHcCK23XuPryLv2dumjj+K9Efroo/jWDa+W618t5SuunWhUuWPo\nwgulTTf176M+DpPshLLS9HruaaK45rVQPAtxSdNFYPny+uZvJO1pynexSp1QpjndSUmyDwiJQBaQ\nVVE1wejVq+N91s/RcXVCWQgOhPdV1OfORYviWzdKq3cUDGpAICrljrNXXpF++MP4tksnlAQgkDPN\n6oQy7ZYuLf/ZVls1Lx1ZkWQbubweg0AriCoAEa4BkedzQqNB/z59uu7vKPdXK93UJj389Le/LX3w\nQfl5yv2uCp2A5/l3kka9e9c3/29+E086ohTlMVRqXX36SIMHd51OJ5QEIBCBNF0EGklLvYXIZuS7\nu9uYObPrtEL+rrhCGjWquylqvq99Lf5tJF3o5EkbkE1xBCDyrJHrZnEHlFL0587wtYDzcjwK+/XS\nS8vPU+k4+exnpc02S1fZM+8WLZIGDapvmSuvjCctUYpzyGDJNxcrLl+moQlGGs5tBCCQK3HWgHjr\nrfrWnaRKJ5devaSBA5uXlkZtuGH822h2HxDVtg0gG6gB4TUrIF/c/0OUBek5c6Rtt41ufahNvaNg\nmElDhyb/4KCVDB1a/zJZOI+9/Xb5z/7wB/9a62gspYLIPXqUL18m0QQjqk4oozjvEoBAw9J0kokz\nAPHqq/WtOwpxRSnT9J1V04xIbbP3R3FwIw3RaAD1i2oUjKwHIGoVRQ2IuM6Xs2d37oSS83J8GhkF\nQyp/Y4f0yML38+abja+jkM++fbt+VimIlrYmGOXmiwsBCCQq6h9geH1r1kS7/TjbnTZDLRHQNGrG\nfi71JIXgD4Bq2tqirwHx6U83vr5mqzSyQbgzt0b7gChVAyKqc2orDTMoJXctqvZ7KXynleYzowZE\n2mWhrBPu0LZRteY3jU0w6n0YRg0IpEKpg3uffZqfjmJr1yadgsZ19wQVDjbUGvlsZc0uyDAMJ5AP\ncTTByOJQkJXOYw8/HM02StWAiDJQHGfzDnQWPl66U0Zp9hNk5LOT90YCEMVNMEopdw5pdg2ear+x\nJL5bAhBIVJw1IKKev/gHXKqjxzRLcw2IuDsC6s72mzlsaRq/EwDVxTEMZ95EFXAtVQMiSq1WAyIp\nUTxlpQlG+mXh+6mlP7Rqx2stgYhS62zWg69Swb40lDk53aJhjbbpjFK97TcbCUBUGuoyabWeMOE1\nWiiuVzi4wXcBZFdco2Bk7bywcmX5z6IKQMQ9CgY1ILKDJhjNl8aR4hpVqt+G7qq1T4UkmmDUck9Q\nz/dLEwxk3q9+Fe36fv3raNdXSZpPrtXaTqZN0vuymaOCJN3xD4DoxBWAOOww6Z13Gl9vs1QaLjmq\n81uhBkRc/TG1Wg2IJK+7jTbBoAZE8+WxCUaU6n2gmbYmGM0uh7bY6RZxaORHNG9edOnojnraQMU9\n/niU3nuv67Q09zuQdHr69Gnu9tL8XQCoXRyjYEjSdttJe+wh/eQn2evPKK4mdXHXgMjSNT7LzKQP\nP6w8D51QZl8WyjbOSaNHd3/Z8GsppQINae2EkhoQaClRX+DDJ5Kom2BkyerV/rVc9a8sSaoPPtw9\nrwAAIABJREFUiO606wOQP4ceWv6zuGpAnHuu9Oij0h13SB//uPTii41vIylx9gERZwAi79J6bavl\n5oxOKNMvK99PLaOyVNKdTijT0ASjkRoQdEKJVEjTSWb77Tve15KuNKU9bml+6p50eioFIJqx3VYr\n+AJZctpp5T+LKgBRah3bbSc98oj0pS9JhxzigxLVnhyn0d//Hs16CjUg4jo3l3pSiejVWtOETiiz\nrdW+n3qa1ybdBKPRGhBRIACBREV9wId/0H/6U7TrzkthJC/5iFuS1eMApEelc2ZUAYhy2+zRQ/ri\nF30NiLfeknbeOfprW9zeeKPjfRw1IKI6hxavJ88jk0jpvvbUUgOCJhjNRR8QnRXXki3Ob7mmvWlo\ngtEommAgFRo5uKMuuIUvSGvWVJ+/kXFwsyxteU06Pc0cBpROKIFsSSIAUWzYMOmWW6Qrr5QmTpQm\nTJAWL45/u1GLog+Iah0YdlerBSDSjhoQ2ZbmkeKiVC4A0bt3+mpAlKsJTQ0IoEHhAEQtPVrXcwLY\naKP605MGxSeeNN7sNjMAUOs24txumpvDAOis0jmzra2559RPfUp66SVpwADpYx+Tfvvb9J1D4jqf\nl6oBEaVWa4KRluOmO/uZGhDNV+/3tGBBPOlotu6eB3r3rrxOOqEEGnTTTUmnoEO9T0bqOQEkMUZ4\noyeocmlMS8Gj1dEHBJB+hd9ncUeRUnSjYJTbZin9+/vRMaZMkS67TPrkJ6WZM+NJR5qUqwERVxMM\nzsvxqBY4qOVhCZ1QNl+r7u9y+S6eXqoJRrmO4LPeCWUU1z0CEGjYddf515deqn/ZOPuAiHtM7/79\n411/1LJaAyKp7SfdPu/735f22685aQBQnpkfkWL8+K6fNasJRil77y09+6x04IHSnntKV1xRW9PD\nJEVRA6JZTTDSeK2MUlLX3fXXb3wdNMFAFKI4hsqto9Lw7lnvhPK44xpPEwEIRGannepfJuoqdOH1\nRV0Dolq0M0uynPY4hDtJK1ZtX3WnY6Zajs3Ro6Uttqhv3QCiZ+aHwixXAyLOTiirWW89PzrG449L\n994r7buv9Pzz0acnKlH0ARGXVgtApEV3RsGgCQai8Prrlct/Uu1lwHJ9QJRrApHEQ66ozmk9e/oO\nkRtBAAKJGjAg2vU10gSj3hvNZpw8kizYNlPSfUD8+tfN3W6tw5ARKAKSl4ZOKKvZZhvpoYek00+X\nDj9cOvtsacWKpFMVrVI1IKJe/y67dPyfhu81Tlm+vlADAlH47W+jW1crNcGQSgfk60EAAomKuv1s\nnJ1QVtpWXKI8QaW548O0padZnCufd9q4AumQhQCE5NNxyinSjBnSu+/6TiofeKD56YgroFyuBkSU\nfUCER75oa4tmvegeakCkSx7LI7X8xidMkG6+WXrvvc7Tq+2PcgEIqfkBtKibYEgEIIBO4mobWrzu\nUv9nRVoKy2mX5MWh3DQAzZdEAKKRdW68se8c+pprpC9/WTrxRGnRoujS1oio+4Boa4vuRjRcCH/i\nicptuPMgLWWYWmsEFs+TlvRDmj496RR0Ty0PQdes8TUlRo+W9tpLOu88ado06aOP/OeVmmCUUqgB\n0awAWi2daBKAQMuJuuA2Z07H+7hqQBQKJVm4+IX3LzUguudHP4p2fcUn+nJ5//DD1hlHG0izagGI\ntDriCN859MYb+9oQN9zQnHPtFVfEs95CDYhwwb2tLbqON8Pn5k02iWad6L5KvzuaYKTLxhsnnYLu\nuf766vN89rPSXXf5IO4VV/jj8uyzpY028p9X6oSyUv8mWa8B8cEHjaWJAAQSFXUAIhxxjDoAURzl\nzEr1v+48XUiTpPraKGz35z+Pf3ultt+/v9S3b/TbBlCfrNWACFt/fV9ovvde6corpUMPld58M5p1\nd0cUNSDCevaU1q5tLE0F7e3xj56VJlm+gacJRrrk+XdTaKbRq5cfceh735Oeesp3+BtWrgZEWjuh\nbHT7m27a2PI5PmTQirbeuuN9vdWD0tgJZVzSlvak07P99l2nFdIUx81FuSp7YWl+sgq0kkrngLa2\neM4RUQcf/+VffKH5sMOkffaRfvADafXq6NYf7juhkij6gChughFHDYhWkPR1t6A7o2BQAyIdttrK\nv7ZCAKJYIc/VRsEoloZOKKOoAdFoE7UcHzJoReGIZC2dy6S9E8ooFU4uWXty0IyT9AEHlN9uHH2J\n1DL6So8e2fqegLxKogbEBhtEv86ePaVvfMMHIh56yLdnfuaZaNa92WbSqadWny/NNSDChXBubtPN\nOWnVqqRT0dqGDesYijHPgbtyD4MK9xjlAhCFJhhpqAFR6vsJnze7E4Bo9CEZz9iQqKhPWuEbtlp+\n3I00wchqAeWf/5TeeivpVHSW9L6stP2oj9FJk2rbRo8e0RWsAXRfVkbBqNVWW0n33+87qvzUp6QT\nTpAuvrixoEel5gt9+/o+bRpFDYjWUKi9Wum7uOce/7f55tLIkV3/Rozwr3EE8tChX7+kUxC/ajUg\nyklLAOIHP/AdEYf16yf9+c8d/xOAQMuJMwBRy9Pj7gQgurNsdzW6jVKdUEZREIxaGgMQSbTPC6MG\nBJAOWe2EshIz6QtfkA4/XPr6130nlT/9qe+4sjvWri1fIO/Xr+O608h5de1afzMQXkehKn4U/TeE\nC+GtEIhI+rpbULyvhw+vbbkxY3wQbdasjr9nn5XuuMO/f+cdf+yVClAU/jbcsDW+6yiUOl4KAYg8\n78NaAxC19gHR7CYYkrRwYce2JV9b7eKLpcWL/W+AAATQoFqqtod15wYva51QFsvzhaK7Kh0r1Qq1\njVYplkp/J1EOLweg+/JWAyJs6FBp8mTpwQel//xPae+9fWeV9Y4CUSkA0K+fL+hK0QQgwsz8tEoB\nkFq1Wg2ItAQgio0a5V+rfRc9e3YEEkpxzt94hQMUb70lPfJIx/9r1nTUlij1t+mmtTXnbUXOtUZH\n2QcdVHp64bgo91AvjaNgFLY5aJD0yU9KN98sfeUryQzDSQACudJIE4xW6oQybZLel81sglHrtqkB\nAaRDngMQBZ/4hDRjhn8qtvPO0mWXSRMm1J63SgGAqGqJFIIcxefMQj8QjRaI6QMiHQoBhUavf2Y+\nkLbJJj6wVso//9k5QDFrljR9esf7JUvKN/MYOdLX1giPvtZq8tYEY8IE6fXXpb/+1Z8HZ8yQdt21\n9LyFAMTMmX4Y0pUrO39e6KQx6SYYUulz8ymnSN/5jg9AdAc1IJBpgwdHu756m2B05wI3YoQfxixr\nBZRWqlparySbYJRDHxBAOjQrAHH++T4AcOCB0ayvXv36+cDD+PHSl74k3XijH4Z4m22qL1upBkS9\nDwbKKVUDQoquH4hSTwFPOUX69a8bXzfKK97nhRu3efPi3/bAgdIuu/i/UlaulGbP7hygmDat4/27\n7/oq7JWaefTvH38+6jVqlL9xboRZ/ppgjBolvfZabfMWznczZ0pbbukDV2FpGQVD6khrOD2HHOKb\nYrz0kg/S0QQDLaXWobtqVW8TjO70AbH++n60DZ5ORyfpm/1Gtv/ii41vnyYYQHo1KwBx0UX+L2m7\n7SY98YT0v/8r7befdNZZfvSMStfrZgYgytWAaFSpAMQ110i/+13j606jpK+71TR6gxyFPn18AK5c\nEG7tWh+ECAcoXnhBuuuujv/79KkcoBg6tPk38IccIv3yl42vJ281IEaN6jq8ZjmF89rbb0tHHik9\n+WTnzysNU7lwoe+jZKedup3UupQ6N7e1SSed5AOs3/wmAQi0mKgvgPUWdOq5wQu312929LK7Cmkt\nvA+/pkmlfdmMm/BKNSCqnWTvvLOx7dIEA0i3VmiCUaytTfra16RPf1r6r//yN+G//KW0zz6l5y9X\nO0Hy57EjjpD++MfG0lQuABFnDYhSTT7yIi35Kvf7mTWruenojrY23wxj+HBp//27fu6c9N57XZt5\n/PnPHe9XrarcD8Vmm0XfD0V3zlmlfmN5CkB8/OPS0Uf72gyvveb7wqlk6FD/uny5X6ZYoQZE8XCx\nvXr5PnE++cnm/QbLBYdPOcXXuPvv/yYAgRYTZwCi3lEw6nmCkpVCSZ8+0kcfdZ6WtcJyM27CK21j\n002l+fPj3T7DcALplcdRMGo1cqQf7vCWW6Rjj5U++1npkku6VisvDJFZSnu7dN11/ilbozUgShWk\n46wBkZWHDZUUt01Pm1LHTa9eHT33Z5mZtNFG/m/PPUvP8/77XQMUd9/d8X7xYh+EKDfc6IgRlZ+2\nR2XFiq7T1l/fv2b9NyL55m+DBkkHHOD/qgUgxo715zWpdAAi3All+Dyy4YbRpblW5c7N224rjR7t\ng8MEINBSoj5pNToKRqWnOOH1mcV3Y7zXXtLTT/v3//Vfja2reLiytKr0XTXjJrxSDYi49xs1IIB0\nq1Qwa2vLXlC3Xma+X4hDD5XOPttXG77mGumoozrmqVYDokePxm/m29vL14CIMwCR9fPw3/8uDRgg\nLVvWMW277Xwne2n17LPpHDI8Dv37+2FwP/ax0p+vWtW1H4q//EX6zW/8+7lzfX9qlZp5DBzYeZ3d\nOWd98EHXaa38kGSDDfxrnz4dowbttJP08ssd0wv7ecSIjho9Q4Y0N51S6T4gCk45Rbr++vrXSQAC\nCGmkBkSpgk0pvXvHe3O49dYdAYhGT1Th/BR6CE9jYXn16vKfJdUEo7DdZuwv+oAA0qsVm2CUMmSI\nf+L3yCPSl7/sO6n8yU98LbFyfUC0t/taeFHso0KQozjQ0bNnNE0wStXiKNRE+/a3fXXzfv38U9/C\n++L/w+/79k1H4H/GDF/d++23O9qpT5iQ7to75W7GW1Hv3r5cuPXWpT9fu9bX0gwHKF5+Wbr33o7/\nqw1ZWovi31ivXh21a/JQA6LYe+9V/rwQgBg1quO8ccghHQGI8Ogo4QBE1J3v16JwHipVU+b446Uz\nz/RBynoQgECmpaEPiC9+0VeN++pXK9/wOedPOL//vXTCCfGdcKNcb3hdaS5sFE7YpSQVgCiMbx1H\nAXLAAOnSS33hvVINiFZ+ugCkBQGIzg46yHe0973v+dEDLrnEn6tK7Ycf/EDafvuOjvaiaIKx116+\n751CgTmqGhArVvgAwoMP+psKyX+/v/qVH5Hhgw98dfgVK/z7FSs6/sL/F96vXOkL/PUELcq9L/dZ\n+ClrOS+95G/o09CpY8Fdd/n29o1otd9dOW1tfqjQzTf3/RgUc84PJxpu3tHd2iX9+vlj+8knpWHD\n/O96l106l9M+9jF/zGVdtaa3hXNZuPlFoV8ISdpxR9+R71FH+T5CChodLrg7Ch0IP/FE1z4pBg70\nff08/HB96yQAgUxLugmGc77905e/LJ1xRuWb3Zdf9p3NbLZZfO1Cf/tb6Q9/aHw9Awf68a3D+Smc\nLNJ40a50IqtUsFy+vCMK3YhS3+WgQf41jgDE0KHSv/6rD0CUQxMMIB0qnTN79UrHU+5m69vXBx4K\nQ3auXt11P/z5z74d9dNPN94EY9Uq6dFHfeG9Z0/pmGM6PouiBsR77/m+LoYM8U8xwyZM6N4629v9\njV6pIEW5oMXy5dKCBbUv89FH5YMU/fr5IM0bb/ghXsNli6TLAVtt1fg6CtdoVGbm+x3YcENpjz38\ntPDT+Xqsv74/9rbfviMAeMABnfvrOPDAdAcgPvjAp++FF6rPW6nGSOFcVghWSp0DECtX+mCt1DkA\n0QwffuibMRVqPG22mX8tl58JE6SpU+vbBgEIZFrSnVCGq1xW61jy6qs73scVgPj856NZTyFtWakB\nMWJE+c8qfY8vveSHRG1Uqe+ycIGOo6BW/NS0XCeUBCCA5G2xRfnPxozpfG1oNTvv7AMDzz3XuR3x\nwoW+puCvf9258F3vdXPZMunaa30gY5ddfM2xYt2tAeGc9NRT0qRJ0pQpPqjx//5f/espp0cPf8NW\n6KgvDmvX+puNUsGMFSv8EKqvvuq/p0pNHZut0aDd228nU5U9D2680T+1784wnP37+1rAxdX1C7/r\n11/3TbImTeqYnlSwyzlpzhwfaAj/zZ7tAyi77uprcY0d64MoxZ59tnLnnuEaEIU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PMwSEFERERR/O9/wNtv61+uO7ARtVzCMiWR3dgHBFEDYnAhO3kWhPg7ExGR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\nICgRXTfNJp7Cm7ohLdMoGLbVgLBB0uMmyX5kEwwiIj2i5qf33gsccwzQt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the car was at home at first. Then the family got into the car (all doors were opened) and some baggage was put into the trunk. They drove for 68 km to a place near a supermarket and KFC. I think that the whole family left the car and went to eat or to the supermarket. After this the driver returned to the car and for some time drove around the area. He/she drove to barber (or to a little cafe), then visited Starbucks. At last car went back to the supermarket to get the family and possible some more things from supermarket. I may guess that during the first stop the products were bought, and then the family went to purchase other items and this was too boring for the driver. Also it is possible that the driver prefers Starbucks, and his family - KFC.\n", "\n", "Then they drove to a place in the city and the family left the car here. I suppose that this is their home in the city. After this the driver traveled alone. At first he/she stayed at National Galleria: there are shops, restaurants and other interesting places. Then he/she drove to some place, where he/she didn't even leave the car - maybe someone brought him something? After this he/she stopped near the ministry of foreign affairs (for some business maybe). At last he/she visited the gas station and went home after this at 17 hours.\n", "\n", "Average speed was okay, but there were peaks of high speed occasionally and sometimes engime prm was too high. Also he/she drove a lot - almost half of the mileage. This could mean that the car is quite new or is rarely used.\n", "\n", "So the driver is a family person. The family buys products on Sunday and eats breakfast in cafe. Then they go to their home in the city and stay their. The driver likes starbucks and deals with some matters in the ministry of foreign affairs. The speed is often risky and engine prm is sometimes pushed to high values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 2" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 55341 km. Drove today 345 km or increased mileage by 0.62%.\n", "00:00:06 - 06:57:06 Stayed for 6:57:00. Average temperature was 41. Opened: Driver door.\n", "06:57:06 - 07:12:32 Drove for 0:15:26. Traveled 20.0 km, with average speed 87, EngineRPM 1874 and temperature 42.\n", "07:12:32 - 07:16:01 Stayed for 0:03:29. Average temperature was 37. Opened: Driver door.\n", "07:16:01 - 07:22:33 Drove for 0:06:32. Traveled 4.0 km, with average speed 39, EngineRPM 1440 and temperature 36.\n", "07:22:33 - 08:25:38 Stayed for 1:03:05. Average temperature was 42. Opened: Driver door.\n", "08:25:38 - 08:31:43 Drove for 0:06:05. Traveled 2.0 km, with average speed 31, EngineRPM 1562 and temperature 48.\n", "08:31:43 - 08:53:53 Stayed for 0:22:10. Average temperature was 42. Opened: Driver door.\n", "08:53:53 - 09:09:54 Drove for 0:16:01. Traveled 20.0 km, with average speed 83, EngineRPM 2153 and temperature 37.\n", "09:09:54 - 13:49:42 Stayed for 4:39:48. Average temperature was 49. Opened: Driver door, Passenger door, Left rear door.\n", "13:49:42 - 13:50:17 Drove for 0:00:35. Traveled 0.0 km, with average speed 11, EngineRPM 834 and temperature 50.\n", "13:50:17 - 14:14:20 Stayed for 0:24:03. Average temperature was 50. Opened: Driver door, Passenger door, Left rear door.\n", "14:14:20 - 14:15:51 Drove for 0:01:31. Traveled 0.0 km, with average speed 4, EngineRPM 865 and temperature 50.\n", "14:15:51 - 14:23:27 Stayed for 0:07:36. Average temperature was 48. Opened: Driver door, Passenger door, Right rear door.\n", "14:23:27 - 15:03:51 Drove for 0:40:24. Traveled 28.0 km, with average speed 50, EngineRPM 1348 and temperature 38.\n", "15:03:51 - 15:24:04 Stayed for 0:20:13. Average temperature was 37. Opened: Driver door.\n", "15:24:04 - 15:37:13 Drove for 0:13:09. Traveled 6.0 km, with average speed 44, EngineRPM 1322 and temperature 37.\n", "15:37:13 - 15:48:21 Stayed for 0:11:08. Average temperature was 35. Opened: Driver door.\n", "15:48:21 - 18:16:33 Drove for 2:28:12. Traveled 260.0 km, with average speed 115, EngineRPM 2026 and temperature 32.\n", "18:16:33 - 18:33:46 Stayed for 0:17:13. Average temperature was 30. Opened: Driver door, Passenger door, Left rear door.\n", "18:33:46 - 18:34:38 Drove for 0:00:52. Traveled 0.0 km, with average speed 22, EngineRPM 1069 and temperature 29.\n", "18:34:38 - midnight Stayed till the end of the day. Average temperature was 44. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
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KQAOQAXez4Fu5sv36YAUwYUJzbuio9VGvk3jb21pfhyPgjNEA5MP0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SI337xyujGj4a671DyLFqn1ffGFmmbVzDSuPhqAct1Md0y5eDGw/fblDAa7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\nfrtsg7A/eLgFGsx23lm9Zw8/DOy5p79tvfIK8N3v+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The car was at home at first. Only the driver entered the car. He/she drove to a cafe and stayed there for an hour. Then he/she returned home for several hours and took passengers. I noticed that he/she reparked several times. The car visited a couple of places nearby and then drove to a hotel in Abu Dhabi. Maybe they are going to stay there for a weekend. It is worth noticing that there was no baggage, as trunk wasn't opened.\n", "\n", "It seems that the driver likes fast driving and pushing the engine to limits. Also he/she drives a lot - mileage of the car is quite high.\n", "\n", "So the driver has a family, he/she likes to have breakfast in cafe and goes to a big city for the weekend with the family." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Car 3" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 227 km. Drove today 29 km or increased mileage by 12.78%.\n", "00:00:18 - 13:46:26 Stayed for 13:46:08. Average temperature was 43. Opened: Driver door, Passenger door.\n", "13:46:26 - 13:50:12 Drove for 0:03:46. Traveled 0.0 km, with average speed 22, EngineRPM 1153 and temperature 42.\n", "13:50:12 - 14:33:40 Stayed for 0:43:28. Average temperature was 40. Opened: Driver door.\n", "14:33:40 - 14:37:04 Drove for 0:03:24. Traveled 1.0 km, with average speed 28, EngineRPM 1245 and temperature 41.\n", "14:37:04 - 15:06:15 Stayed for 0:29:11. Average temperature was 39. Opened: Driver door, Passenger door.\n", "15:06:15 - 15:24:46 Drove for 0:18:31. Traveled 5.0 km, with average speed 29, EngineRPM 1247 and temperature 35.\n", "15:24:46 - 15:32:25 Stayed for 0:07:39. Average temperature was 32. Opened: Driver door.\n", "15:32:25 - 15:42:20 Drove for 0:09:55. Traveled 7.0 km, with average speed 42, EngineRPM 1212 and temperature 32.\n", "15:42:20 - 18:36:10 Stayed for 2:53:50. Average temperature was 41. Opened: Driver door.\n", "18:36:10 - 18:39:32 Drove for 0:03:22. Traveled 0.0 km, with average speed 25, EngineRPM 1098 and temperature 45.\n", "18:39:32 - 21:42:13 Stayed for 3:02:41. Average temperature was 43. Opened: Driver door.\n", "21:42:13 - 21:59:30 Drove for 0:17:17. Traveled 13.0 km, with average speed 50, EngineRPM 1315 and temperature 40.\n", "21:59:30 - midnight Stayed till the end of the day. Average temperature was 39. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hkWAAAAAAAACh0UUCAAL44x+lffflzFkreW6WmAV0kcgG4pFseuYZafvtpe9/Xzr55LRL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\nUArs7NEMZ0TRSta3kbTquCA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Zb9o254YfcHIACpRLXv7zndSTBx8s7byz9OMfh//sG26Q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FuIDz6MM7PhwGDn3OxgvR8BH+lUGk86Cf7+d7jrrk7tMV8UYJA8U1mVvFELBhHJpXaDA3FMU6mW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\nuTlmNg2YE6w/WTNIR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_3')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The car was at home until ~ 14 hours. Then the driver and the passenger drove to eat in a nearby place. Strange, but passenger's door wasn't opened here. Maybe the passenger used the driver's door? After eating the car returned home and the passenger left. After this the car drove to Emirates Islamic bank for several minutes - maybe take cash from ATM? The next stop took almost three hours and it was near French international school - maybe learning French? Then one more stop for ~3 hours nearby - a lot of places there - indian high school, catholic church, supermarket, mosque... And then the driver returned home.\n", "\n", "Car mileage isn't high, but driving distance also isn't big. Maybe the car was bought several weeks ago? Average speed and Engine RPM are okay.\n", "\n", "The driver could be a young person, who likes sleeping late on weekend; he/she eats in a restaurant and visits high school for some courses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 4" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 354 km. Drove today 44 km or increased mileage by 12.43%.\n", "00:00:22 - 17:25:07 Stayed for 17:24:45. Average temperature was 45. Opened: Driver door, Passenger door, Left rear door, Right rear door.\n", "17:25:07 - 17:38:12 Drove for 0:13:05. Traveled 5.0 km, with average speed 35, EngineRPM 1506 and temperature 42.\n", "17:38:12 - 18:50:15 Stayed for 1:12:03. Average temperature was 40. Opened: Driver door, Passenger door.\n", "18:50:15 - 19:41:55 Drove for 0:51:40. Traveled 30.0 km, with average speed 49, EngineRPM 1723 and temperature 35.\n", "19:41:55 - 23:21:28 Stayed for 3:39:33. Average temperature was 41. Opened: Driver door, Passenger door.\n", "23:21:28 - 23:27:42 Drove for 0:06:14. Traveled 4.0 km, with average speed 41, EngineRPM 1465 and temperature 44.\n", "23:27:42 - 23:32:55 Stayed for 0:05:13. Average temperature was 41. Opened: Driver door.\n", "23:32:55 - 23:40:48 Drove for 0:07:53. Traveled 5.0 km, with average speed 52, EngineRPM 1606 and temperature 39.\n", "23:40:48 - 23:49:28 Stayed for 0:08:40. Average temperature was 37. Opened: Driver door.\n", "23:49:28 - 23:56:19 Drove for 0:06:51. Traveled 0.0 km, with average speed 5, EngineRPM 932 and temperature 37.\n", "23:56:19 - midnight Stayed till the end of the day. Average temperature was 35. Opened: nothing.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wJJ3fov+7rCIBICuX95zwlKyufllF4i2SHrPWrpEkY8x3JR0uadgYs5O1dtgY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\nJGllERfd7aZNC75c9g1gMJU9RUIKAgx33RXUYpg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QAAAg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\nXuoDDNFxLdK6SJj5W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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_4')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stayed at home until 17 hours! Took a passenger and drove. Interesting point is that back doors were opened, but other data indicates that there were no one there when the car started driving. So only one passenger.\n", "\n", "The car drove to the hospital and stayed there for an hour. Maybe the driver or the passenger had a medical check-up. Or they visited someone. Then they returned home for several hours.\n", "\n", "At night the car drove to the pharmacy. After this the car drove to a gas station near supermarket. It seems that the driver isn't going to sleep yet.\n", "\n", "Graphs show high speed when the car drove to hospital and back. It seems that the passenger could be relative who urgently needed the medical help.\n", "\n", "So the driver has someone, who needs medicine and hospital visits. Also he/she doesn't sleep at late night - maybe it is the stress of the day or it could be a usual situation. And he/she doesn't drive a lot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 5" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Plotting the path of the car.\n", "lat_device = list(data.loc[data.DeviceNumber == 'device_5']['Latitude'])\n", "lon_device = list(data.loc[data.DeviceNumber == 'device_5']['Longitude'])\n", "lat = [lat_device[0]]\n", "lon = [lon_device[0]]\n", "for i in range(1, len(lat_device)):\n", " if lat_device[i] != lat_device[i-1] or lon_device[i] != lon_device[i-1]:\n", " lat.append(lat_device[i])\n", " lon.append(lon_device[i]) \n", "\n", "cars_map = folium.Map(location=[np.mean(lat), np.mean(lon)], zoom_start=10)\n", "marker_cluster = folium.MarkerCluster().add_to(cars_map)\n", "folium.PolyLine(zip(lat, lon), color=\"blue\", weight=2.5, opacity=1).add_to(cars_map)\n", "folium.LatLngPopup().add_to(cars_map)\n", "cars_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This car differs from other cars: it speed is zero for all the day, but it still moves (a little), and it's doors, hood and trunk are opened. The only reason I could think of is that the car is being repaired." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 6" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 243 km. Drove today 303 km or increased mileage by 124.69%.\n", "00:00:29 - 07:19:15 Stayed for 7:18:46. Average temperature was 40. Opened: Driver door.\n", "07:19:15 - 08:09:35 Drove for 0:50:20. Traveled 70.0 km, with average speed 101, EngineRPM 1803 and temperature 42.\n", "08:09:35 - 08:18:03 Stayed for 0:08:28. Average temperature was 36. Opened: Driver door.\n", "08:18:03 - 08:32:13 Drove for 0:14:10. Traveled 25.0 km, with average speed 120, EngineRPM 2020 and temperature 37.\n", "08:32:13 - 09:02:06 Stayed for 0:29:53. Average temperature was 39. Opened: Driver door.\n", "09:02:06 - 09:36:08 Drove for 0:34:02. Traveled 22.0 km, with average speed 50, EngineRPM 1422 and temperature 41.\n", "09:36:08 - 10:11:28 Stayed for 0:35:20. Average temperature was 42. Opened: Driver door.\n", "10:11:28 - 11:30:23 Drove for 1:18:55. Traveled 118.0 km, with average speed 101, EngineRPM 1827 and temperature 37.\n", "11:30:23 - 12:25:04 Stayed for 0:54:41. Average temperature was 35. Opened: nothing.\n", "12:25:04 - 12:43:01 Drove for 0:17:57. Traveled 19.0 km, with average speed 74, EngineRPM 1592 and temperature 39.\n", "12:43:01 - 13:59:39 Stayed for 1:16:38. Average temperature was 40. Opened: Driver door, Passenger door.\n", "13:59:39 - 14:09:53 Drove for 0:10:14. Traveled 7.0 km, with average speed 37, EngineRPM 1273 and temperature 42.\n", "14:09:53 - 14:17:17 Stayed for 0:07:24. Average temperature was 38. Opened: Passenger door.\n", "14:17:23 - 14:48:14 Stayed for 0:30:51. Average temperature was 32. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n", "14:48:14 - 14:59:22 Drove for 0:11:08. Traveled 6.0 km, with average speed 41, EngineRPM 1439 and temperature 33.\n", "14:59:22 - 15:59:00 Stayed for 0:59:38. Average temperature was 37. Opened: Driver door, Passenger door, Left rear door, Right rear door.\n", "15:59:00 - 16:20:43 Drove for 0:21:43. Traveled 19.0 km, with average speed 59, EngineRPM 1468 and temperature 38.\n", "16:20:43 - 16:57:53 Stayed for 0:37:10. Average temperature was 36. Opened: Driver door, Left rear door, Right rear door.\n", "16:57:53 - 17:15:44 Drove for 0:17:51. Traveled 17.0 km, with average speed 64, EngineRPM 1477 and temperature 37.\n", "17:15:44 - midnight Stayed till the end of the day. Average temperature was 42. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AAQfgz3/+MwBg/PjxmDlzJr761a9iwoQJeP7553HIIYeUswOoFA8+WM7FPgMMRER2qmp7\nRGycJktElI3lIrf87GfAZz6TrnElAhx2GNAIABJRm0TEyWkYr7rqKlx++eWv/gpQlqj913iciVwF\nMdkeEfGC3nvsYWR1iY0fD6xezUADEdWPq20RwO32CHswUGWtW9fe6zgGAxER5aGvr/htOtq2JiIi\nRzHAQBTAAAMREZmkL/L7+8vbNhERUREYYKDKYqOKiNI6+eSTS++OSNVTZoCBiIjc43J7hAEGogq7\n5pr2U0WIiMgMHWBgigQV4YkngLvuKrsURFRXDDAQVdhJJwG//GXZpSAiqjemSFCRjj4aOPzwsktB\nRHXFAANRQNXGYGDjkoioXAwwUJH4mRNRmbrKLgAREVXPlClTIFWL1hVoypQpZReBcsAUCSoCP3Mi\nD9si2bXTHmGAgSigauchNjSoDPPmzSu7CETWYA8GKhI/cyIP2yLlYIoEERERUY4YYKAi8TMnojIx\nwEAUwB4MRERkEgMMVCR+5kRUJgYYiAKef77sEhARUZWUOU1lb2/x26RyMcBARGVigIEoYP78sktA\nRERVUmYPhq1bi98mlauM44yISOMgj0QVxUYlEZEdyuzBQPXQ1+fV+0OGlF0SIqo79mCgyhoxIvmy\nq1ZVa+yFhx4Chg717rOrJBFRufR5eObMYrYnAqxZU8y2yA5dXV67p6sLWLGi7NIQUZ0xwECVtfPO\nyZddvz6/cpTh6afLLgEREWk6wDBsWHHbfOml4rZFRESkMcBAlXfNNcDf/x6/TIfj34RHHgF+/nNg\n0ybgsMOAL3+5+Zxu2H7yk+zNQERUJv85+PTTgZUr89sW0zGqYfr0wT0S7r0XuOQSr33z6U+nq9sv\nvBB44gmjRSQiGsDxyyqi1k46aeAFdxjX0yO+8Q3g1FOBF14A7r4bWL588DK/+EXx5SIiouYFoP9C\n8Ec/8s7ZeeFAf9UwY4b3I4LfuecCX/gC8PvfA1dcAWzenHx9554L/PCHZstIROTHAAPVQm8vMHdu\n9POuBxh04yLsfaxdC7z4YrHlISKipmCAIXi7aZP51DYGGNynj48lS8Kf13X+K69Er2PjxsEBCtfb\nPERkNwYYqLL8FejSpcAee0Qv63qKxB13RD83Y4aXNgEwRYKIqAzBgIK++Ne3l1wCvPa1ZrfJFAn3\n6R8PTjll4OPBWUk2bYpexzXXAG96k/GiERFFcvyyiiiZDRvin3c9mq8bG1HvY968wopCREQBrQIM\neZyj2YPBfa0G6tQBhrAeDBMnererVpktExFRKwwwUC28/HL8864HGLTrriu7BEREFKQDC5dcAnzz\nmwMDDK+8kk9O/P77e79ea1Wp5+ok7MeRhx5qDlytAwxhPTSV8gIU5547+DkeC0SUp0wBBhG5XESW\niciskOf+TUT6RWSc77FzReRZEXlSRI7Msm0ik1xPkdAuuyz8cT1lJ1MkiKiKbG+P+M+955/fvDDs\n7/cG6d1rL2DPPc1vN89BJCl/YWku/s80Lg1GBxgAYOhQs+UiIoqT9bLqSgDvDT4oIpMBvAfAfN9j\n+wCYBmAfAEcBuESEMVSyQ1UCDFHvY+HCYstBRFQwq9sjweCu7sHwjncA//M/3kwAedRD3/ym+XVS\nccJ+FPAfqXFpMCtWAF//une/s9O7PfPMwesgIjItU3WmlLobwJqQpy4CcHbgsQ8BuE4p1auUmgfg\nWQBvzbJ9ojhhFWjUL/hVqWyr8j6IiNKwvT0SFWDQJk3yZjsybetW8+uk4rQKMLQayPPqq71bfbz9\n7/8OXgcRkWnG4+UicgyAhUqpxwNP7QTA/zvqosZjRIWJqoyrkjrQqtHAUcWJqC5sbo8Ez8VdXWbP\nz0OGAG9/u7n1kZ2SHjPBgNb8+dVp9xCRfbpMrkxERgD4GrzuiJlMnz791fvd3d3o7u7Oukqiyo+q\n3SrA8IMfAF/5SjFlIaLsenp60NPTU3YxnGNbe6RVD4bOTvM9GKpe39VBqyBA0gBDcD033QQ895w3\n9gcRURJp2iNGAwwA9gCwK4DHGvmMkwH8U0TeCu8Xgl18y05uPBbKX6ETmVL1X/BbBRhefLGYchCR\nGcEL2hkzZpRXGLdY1R7xX+CJDL74N92DQSkGGKqg3TEYOjsHHk/9/YOX3bIle/mIqD7StEdMpEhI\n4w9KqSeUUpOUUrsrpXYD8CKANyqllgP4A4CPishQEdkNwJ4AHjCwfaJQwYvtuAZcsBJvNa2lbfR7\nbRVgYN4lEVWYte0Rfx2j1OC6yHQPBqXCL06ffNLcNqgc/np8+fLwZYLHV39/PmN8EBGFyTpN5bUA\n/gFgbxFZICKnBhZRaFb2cwBcD2AOgJsBfF4pZoBRcTo7k/+isyZsqDCL6dHHGUAgojqyvT3iX/uk\nSeEpEqZ72IXVd3Pnmt0G5atVDwb/zCMrVgAf+ED0ujjgJxEVJVOKhFLqYy2e3z3w/3cAfCfLNona\n1dHRfr6i7diDgYjqzPb2iL9OWboU+Oc/Bz7f1WW+B0NYgIFpE25pFWDwpzlMmAAMGxa+HpHBAQbX\n2jlE5I4cZl0mslOaHFfXKt7Pfta71XNdExGRPYJ1yjHHDPzfdA8GpYCf/GTw4wwwuM9/LL3wQrLX\ndHRwzAUiKo7pQR6JrNXREd24ajXCt+0mT/ZuXQuMEBHVQfDcHPzfdA8GAHjrWwc/5lrdVmd6HI2u\nLmC33QY+HiWql6IIsHlz+DbYs5GITGMPBqqsL35x4P/r1gHLliV7rUsX6vffD3zta979Vo3Hiy92\nbwBLIiLXfSw2gQMYMsT7hfmmm8xsL6oOY4DBDatXez+KzJkTPiNEWh0dwKc+NfCxn/xk4BgORESm\n8NRClTVv3sD/998/+SBHLgUYnnuueT9JucN+xSAiovzcdVf8852dwKmnRs8K0I6wX6YZYHDDhg3e\n7bp1gweobqd90tExuP1z++3tl4+IKA4DDFQbaaapvOKK/Mtjir/sbDwSEdkvbLycYcOATZuyr1vX\nCWEBhttv54WlC3Rbpb8/XYAhKt2ho2NwCg6nrSSivDDAQLWRZhCt//zPfMtiUtoAA/MtiYjKM2EC\nsN12gx83FWCIc9llwHHH5bsNyk7X5XkGGExPi0pEpDHAQLWRxzzjtmGAgYjIbscf701VGTRsGLBy\nZfb1t+pCr7vfk738AYbgANXtpEh0dg5OkWAPBiLKCwMMVButpqkcNaq4spjkb2wkaXi4NL4EEVHV\nRA2s19/v5dxn5Z8Z4H/+J/v6qHgmUiT09NUAAwxEVCwGGKg24nowKAWMGFFseUzxNzaS9NBggIGI\nqDxRAYbJk8PHZmiHvtD8t38zsz4qVjBFwl+3B+vwHXYIX8dnPgMceKB3XwcYTj21+TwDDESUFwYY\nqHIWLgTGjh38uK6kf/Wr8BxUV1MHGGAgIrLLKacAr399+HNRAYZgV3jtxBOB885Lvm2e490X14Mh\neIz4g1L77Re+Ph1g8LeN9DZ4vBCRaQwwUOWsWAGsXTv48SFDvAr15puB3/+++HLlJWqQx098Inx5\nzjRBRJSvv/0NmDUr/LlggOG225qPh52fr7vOC4wn5U+RIDelGeTRfzx9/evABz/o3RdpLqsDDOPG\nNZfVKRMMMBCRaQwwUOVEVZa6B0PUr0euiurBsGVL6+WJiMi8YcOinwvWQUOGNB+PCgCnqbcYYHBf\nmjEY/D0YOjqA+fMHry8swKDbCGwTEJFpFbvUIopuoHV1eTmHYQ01XcG6PiCWP6fy178OX4Y9GIiI\n8hUXEAg+p4MBcQGGLH79a+C3vwWuvNL8uikfaWaReM1rBv6ve874g0x6mkp/ioRuL7BNQESmMcBA\nldNuDwYRNwfEikqRSLI8ERGZF9eDIO0YDGkFezBMm+aNO/SOd2RfNxUjzSCPUb1lWqVIBLdFRGQK\nAwxUOa0CDFXrOup/v4cemm55IiIyL66eefDB8GXzCjBoOhWD7JckRWLPPb3brq7W69MBhjFjmo/t\ntVdzG0REJjHAQJUTVVnG9WBw+aLbX/Y3vCF6OT2iORsTRET5igswbNwYvqzJFAkGGNzWapDHU04B\nDjnE+z+uV2awB0NXl/fYAQcAe+wxcFtERKYkiHsSuSVLioSLkqZI6OVcDqYQEblAD7z3rncBu+46\n8LnRo8NfY7IHQxgGGNyhezBcfnlz0EY9HoPuobJpk/d4XNslGGDQ7R8RDvJIRPlhgIEqh7NIJF+e\niIjM6+gALr0UmDjR+7XZL9ilnSkSFKSPAx1c6OgANmzwglP9/d7nO3Ro/Dr8x0Bnp3dc+Ns/OsDA\nHgxEZBoDDFQ5/f3ADjsAS5YMfLyqYzD4zZ4d/Zx+32xMEBHlq78feOtbgd12S37OjQswLF2abvsM\nMLgt+GPBxInAVVd5Yyjce6/3+W6zjfdckjaNDib4Awxbt3q3bBMQkWkV+y2XaHCUXqvDGAzbbZdu\neSIiMk93Z0/SKyFJD4b165NvmykS7gseB1/4AvDAA8Btt3nBgg98oPlcVIDBPwaDDkbo9k9HRzPF\nggEGIjKNPRiocloFGOIqYxf5Gwe/+AXwy18mX56IiMzT3dhNBRjSBAeiUiT0uBBkv+Bx8PWvD17m\n9tuTr2/qVG/2Et02GjIEWLPGu88fHYjINPZgoMrRoy4HvfwysHJl8eWxBQd5JCIqhg50hwUNghf/\no0Y1b6+/3sy2XQ2YkyfJeEpakh9N9LgfOsDQ1dWczYQ/OhCRaQwwUOVE9WAYP97rJhhWGbt80Z20\n7Pp9u/xeiYhcEJcioc/Fu+/u3b7udd7t4YcDI0aY2T4DDG4zfdGvf3Tx92B45ZV8tkVExAADVU5U\ngKFVg8vFBtn//R/ws5+FPxfVpTaPxsTf/gb88Y/m10tE5KI0YzBoccHvNPUTg8hu+u//Bk47DfjL\nX9L1YNDjKwSJALvsAgwbFh5gqGoPhv5+4Nxzm4NYElHxGGCgyolKkQCq13X0//0/4NFHBz8+ciRw\nzDHe/R/8YOBzeTQ+P/KR5vaIiOpOBxhE0gUYgudnfaE5aVLybVetnquLH/8YmDsXuPnmdBf9v/gF\n8NRT4c9deinw0EPhAQY9yGPVAlIbNwIXXgisXVt2SYjqi4M8UuW06sEQ1vDauhV46aV8y2XSK680\nGwdhDjqo2YPhsMMGPle1xgQRkW30RX5HR/Q5N/h4WIChnbFzVqxIN+sElWPVKq/3wbBh3v/9/cAB\nB3ifdZrPe/x47y9IBNhxR+8vLMCgVa0Hg953VXtfRC5hDwaqnKgAQ5wnnjCX+1qEj34UGDcu/LkZ\nM4Avfcnr3QAM7j7JSpeIKF/+Hgz+i8VDDgm/GATiAwxpztsXXOB1jSe7TZgAnHVW8//+fm/wxf7+\nZAGG978fOPnkwY8fd5x3u/32zcfqGGDgjylE5WEPBqqcdlMk3vKW/Mpk2ty50c994xvN+0oB8+cP\nfJ6VLhFRvvwBBn/g4O67gTPOCH9NXIAhTU5+f78XaCb7vfhi874OMGzZkqyePvpo7y/ot78d/Fgd\nAwxVe19ELmEPBqqco48OTx+IS5GIC0rYaPbs5Mvqnhm6QfH44+bLw6AFERFw3nnAt7/dDDAAg8+P\ne+wR/lpTPRh6e92qz+rsT39q3tftkKQ9GNIYOdK71ekYXb6fFy+/3Oy2ysYAA1H5GGCgSvKPp7DP\nPq2X7+tLn1bhiu23B5YvB8aM8f7XU1MREZFZ3/428M1vDuwtN3r0wGVOPx14+eV0YzCk6cHQ1zfw\nApLcoHswpB2DIYmvfc3rzajTc/QPDtOmAUuWmN1W2RhgICpfRS+pqO78vRRe85rm/agUCZd6MCxY\nkP41223XrHR7e82WB+CI5UREmlIDezAMHz7w+Y6O5i/KfmEBBn2RlLYHAwMMdlqzxpvh4LHHBj+X\ndgyGNEaMGDguhw4w7Lxz9S7EGWAgKh+rIKq0T3+6WZHHpUi41IPhkkvCH585M/51urLl3NBERPnp\n6xsYYNC306YNXC6vHgxMkbDXww8D554LLFs2+LmoAMMNN5gvhw4wDB+e7thyAQd5JCqfI5dUROno\nBt273z3wcf3LUpBLPRiiovKvf32y1+XRg0Fbty6/dRMRuSDYgyEqwBDEFInq0/VwVIAhbAyGD33I\nfDmqHGBDexYaAAAgAElEQVQI9vpZtQrYsKG88hDVEQMMVEm6l4K/V4J+7PvfH7y8vzFoOz2WQlCr\nNAU9L3oeAQbdGBozxpuDnYiojnSg2p+OF3VuDuvBEPTzn3u3TJGohv5+YOhQoKcn/Lm8xmAI2rLF\nux0xonoBBn+KxM03e9OBHnpouWUiqhtHLqmI2pM0aOBSisS227b3uokTvds8ezAA3uBlRER1pOsR\nf9A66Rg1ejn/xeWTT3q3TJGoBqWAd74TWLx48HN5jsEQ9NrXerdV7MHgDzC88IJ3f/Xq8spDVEeO\nXFIRpaOnZuzoAPbfH5g0yfs/Kq+xCikSrRqx+nXPPmu2PMFtFz3Gwze+Adx5Z7HbJCIKo7uer1s3\nsDcD4P1y7Td5cnhg219P6fP2li3eeVb3RIvDFAl7hfWW/Oxnm88VFWDQdfbIkd74TUmOK1f4Awwc\ngDreBRd4vTyITGOAgSrpV7/ybjs6gIsvBh58cHBF8y//0rzvUg+GdkdG1pVu3hVu0QGGb30L+N73\nit0mEVGYI44ATj0V+MtfgLFjvcf0ufe97x247C23AEuXDnwsOA5D8HwfXD4MUyTsFTaT1WWXebdR\nYzDkQZfhmGO82+XL891ekcJmkWCgIdzXvw7MmFF2KaiKHLmkIkpnjz28WxFvDvLJk+OXr1MPhjz4\nG0P33ZffdoiIbDZsmBdIOPzwwc8FezCMHu1NIewXDDAELzQ3b25dBqZI2CtuvKcix2DQ7YXRo4G9\n9qpWmoTed/50zZdfBq67DliypJwyEdVNpgCDiFwuIstEZJbvse+KyJMi8qiI/FZERvueO1dEnm08\nf2SWbROFCf5KH6zIoyptfw+GT30qn7KZ0m6gQL8uj4aLv9EbNogmEVGebGmPKJW83gnTKsCgB+eL\nE5ci8ba3AXvumbw8ZFZYDwatyBQJravLC0blPTZTkfS+8w84/f73e7/UX3VVOWUiqpusPRiuBBDo\n9IfbAOynlHoDgGcBnAsAIrIvgGkA9gFwFIBLRNhpiczSlXfcLBJh/D0YjjoK+PCH8ytjVu32YAjr\nNmjK+PHe7bhxwDbbmF8/EVELVrRHsuZ9t0qRSNqDISrAcPrpwFve0n75KJtWPRiKSpHQAQURb5tV\n7MEg0vz+XHUVcOyxxQVuiOouU4BBKXU3gDWBx+5QSukq8T4AunP6MQCuU0r1KqXmwavs35pl+0RB\nunEX1YOh1etst2kT8JWvtPfaPAMMafc3EZFJtrRHwn6hNtmD4eCDW68jbkyh4PqpOCLAcceFtzX2\n2MP7XDo7i0mR8I+VVLUAg27j9PfnmxpKRNHyvhz4FAA9PulOABb6nlvUeIzImLgeDPr5qNf5l7W1\nAbZpU/RzScdgyLPCdSFIQ0S1VEh7JO8UiWHDWq8j7ldyBhjKF7b/585t9iYosgcD4PV2qVKAwf9j\nCgMMROXIbZxhEfk6gK1KqV/ltQ2ioGCAwV+Jpp2L3EZZKss8x2DQVqwAdt89v/UTEaVVZHskrDfc\nsmXJX98qRSLJ+Tsuz58BhvJF7f+ODu+vr6/YAMOWLcDChcCBB+a7zaLofXfeecCCBeWWhaiucgkw\niMgpAI4G8C7fw4sA7Oz7f3LjsVDTp09/9X53dze6u7tNFpEqSjesRo70/rc5WNAOXXHuvz/wxBMD\nnytzDIYqDRBFZJOenh709PSUXQxnFd0eibu4T6JVD4Yk51oGGOym6+DZs4GvfhX405+8/zs6mp9P\nkQGG8eOB9evz3V6R9L6bNSt+OSJKJ017xESAQRp/3j8i7wNwNoDDlVL+4Yj+AOAaEbkIXlfEPQE8\nELVSf4VOlFSwB8Po0YOfj3pdkuXKphsmelDFNPIMMIRth4iyC17QzuCk5XFKb4+EpUgMHZps9gev\nzPE9GHS377jxbhhgsJP+YUDv/333Bb773WaAYetW73MtegyGnXeu1jER916q9D6JipamPZIpwCAi\n1wLoBjBeRBYAOB/A1wAMBXB7Y1Dm+5RSn1dKzRGR6wHMAbAVwOeV4ledzAo27pLOIuF/3uZeD/ob\nE/bNsWEMBiKiMtjSHjE9i0SwVDpfngEG94SlKerZqwBg+PDmzAdF9mDQQY2qqNJ7IXJVpgCDUupj\nIQ9fGbP8dwB8J8s2ieIEG3c2BwvakWUchTzHYGCFTkRlsqU9EtaDIY0kAYbeXmDIkPgyxAUYqBxh\nQX7/sfK5zxXXgyE4PlWVfniI2nc89omKw0nlqFKCDasso3nbKEsPhqJSJIiI6sp0D4bFiwc+39k5\nsHt7mFbjQLheD7qqVQ8GPQbDH/+Y/7hGwQBDlY6JKr0XIlcxwECVEmxYJe3N4MoYDHEBhqSvZYCB\niCgfpgd5DE5LmaQ7O1Mk7NSqB4OeRQJIPmZHu/xBqqqlSATbOO94RznlIKozBhioUuICDPr5KC6M\nwaArzuHDBz/HMRiIiMplOkUi7fO6DAww2EfXvX19zceCPRiyHDtp+AMMVU+RGDOmnHK4wuY2L7kr\nl2kqicrib1hdeinwxjc2n6vCSVRXnN/7HvCGN7T32rwbl2y8ElFdhaVI3HNP8i7vHR0DL/aC59Ok\nAYaoC1UGGMrT3w/8+78D73lP87GJE5v3dYpEEeo0yGNRQRtXVemzJ3swwEDO27LFmwYMGNiw+uxn\n21+nrSfc/n5vSqnXv37wc0l7MOSd20lEVEXr1wOjRsUvE9Z74M1vTr4NEz0Y4saBYIChPP39wBe/\nCEyZ0nzMP1invwdD0WMwVLkHgz/AwGOfqBiM65Hzhg0DHn3Uu99qgK2oysX/uM09HVr9MhXnhBO8\n21WrzJaJiKjqHnsMGD0aeOih+OWYIkFR+vvjjw1/D4Z//jPfshx9NPChD3n3q3ZMPPvswP9dSH8l\nqhoGGKgS1qzxbrNMz+VC5ZNlhPJzzgFuuQXYdluzZSIiqrqXX/Zu16+PX870LBLtpkgwwGCfVseG\nP/jwmtfkW5YTTgBuuKG53SodE8EgDlMkiIrHrx1VStYRvP3rsVGWHgx6GVvfGxGRrcIG6AtjugfD\nyJHxz0eVgQEG+7Q6Nnp7m5/b5ZcXUyag+ikSLvx4RFQ1DDBQJegKJMn830cdFb8um6P5Jn4dIyKi\ndJIGGEz3YHjXu4D3vS/6+TBx9WBnZ+v3QPlolSKxYUNxZfGrWtCJgzwSlY9fO6oE3Zjq74+upPUy\n2203+Dl/hRQcxdsmWXsw6HXkqUoNlayeeALYuLHsUhBRVvq8Fjf4nlLA00+bT5GYOjX6+ahyRJVh\nyJCBUxRScVoFGETK+RHA5h9V2sEeDGS7hx4qL6BYFAYYqFJefhnoanNuFF0J2RxgMP3rmClVapyY\n9LrXAT/6UdmlIKKskvRgWLIEWLEC2GOP9rcTdo72n/OTXAwywGAnWwMMdUqRYFuFbPCWtwCXXVZ2\nKfLFAANVgq5AenuBHXaIXk6p1hWMzQEGW8dgYKUdbcWKsktARFkl6cGwdSuwyy7Ajju2v50kgzy2\nqp9aBRg4VXE5kgQYylD1FAn2YCAbvfJK2SXIFwMMVAm6Atm6FRg6NH6ZVmwOMNjag4EVeLQqNdyI\n6ipJD4be3vZ70GlhAQb/+TXJOfzFF6OX6epiD4aytAowbNzIFAkTogIMbKeQTap+PDLAQJWgv6hb\ntni/0KRVhTEYkqj6Cc1GVWq4EdWVrhPifv3PI8CgH4t7PmjixOhAO1MkytMqwLD//sWVxa/qKRIc\n5JFsVPXjsuJvj6pOVyTPPuvdxvVg0MtHNc7qMAYDwBSJonHfELlPf4+vvTZ6mbx6MMQ9nxZTJMrT\nKsDQ2ckeDCYwRYJcwAADkcV0IEDnucf1YEhaydgczTc9x7opcQ3iuuP+IHKfrhNuuy16GVtSJPRy\nYZgiUZ5WAYayLjhsbvO0gwGGdLh/ysEAA5HFdKWoK5RWPRj8y0axOZpv6xgMFI37m8h9/f3A618P\njB8fvczGjdkv3sPqHxFg332b95PMIhGFKRLlSRJgKGsWiSrVUwwwkAuqflwywEBOCwswxP2C5K94\nhg8Pf9zmFAlbezBU/USZRZUabkR1pZTXhT3u+/zII60D3K0Ef03W2/vyl4Ezzsjeg4EBhvJEBRh0\n8IgpEvngNJXxuE/KUfV2MwMM5DTdEPMHGqK+tPpxpYCzzwb22iv8eZsDDP4eDN/+dvrX53VCYwUV\njfuGyH39/d4FYFzd0NXlzW+eRVSKxKc/DVx8sZkeDByDoRxRAYbZs73bzs6Bj8dNuW1SXVIkqn5B\nR25higSRxfQvMX/4A3DWWfEBBqBZ8cQ10mwOMPjfX7D8SS9kOchjsbhviNy3YoU3b7n+Pv/858BB\nBw1cplX9k4SJWSSCr/HjGAzlSTLIo1/clKgmMUWCqHgMMBBZTFfA99/v/bqTpAdD8H6Q7QEGfVJq\np0FQtYaEZnMDoor7m6huhg4Fxo1rfp8ffNCrd4JMBxjymEWCAYZytApABQMM++2Xb3m0qqVIcJpK\nckHVj8uKvz2qmyS/IOllohpxNgcY1qwBNm/27gcbI0lUNcBgs6z7+29/A158EejpKe4XLSIabORI\nYOVKYN688OdNnFtNzCLBFAn7PPecd9sqwOB/PmpGLNPqkiJBZBPbAwy/+Q3w8MPN/1euBP7yl+Sv\nt/ztEaWXNEUi6nU2BxheeaXZ6Pj0p4HPfCbd64sIMDCAMVDW/dHdDfzHfwDvfCdw551GikREKfl7\nj512WvQyTJGgMNddB0ydGv38T34CHHnkwMeKujCueg8GBhjIRrYfl8cfD0yf3vz/4ouBI45I/noG\nGMhpacYh8I9d4PIYDJMne/cnTgQ+/vF0r2cPhuKZOJY2bPBuba+QiKpMBxiWLQv/LuYRYGgnRYLT\nVNpHKeAjH4l+/nOfA8aMKWfGg6r3YCCyiUvHp7+n9EsvpXstAwxUKUkbeC6PwcCLzMFcOmG3Q1/Y\ntJMWQ0RmtBqNPq8Ag8keDPocwnSr4qVtmxQZYKhSHRp8LzpAH/YcUdFsvb4I429zpk2tY4CBKiXJ\nLBIuj8GQtQGbV0OClXY0U3nZgNe9mYiK50+RiMqdtSVFotXzHIeheO3UA0UFgaqeIrHnnt4tf5wh\nG+jj04XvHAMMRA1ZZpFwYQyGsF+z0qjaLxUuePDB7OvQnzN7MBCVp1WAAcg/RSJp/RRXDo7DULx2\nelcWdUFc9RQJtnnIRlde6Q3cbjN/mzNtwJMBBnJaWEWSZBaJOC4FGNJigKF4L7+cfR36goY9GIjK\n4w9Ca3HBgHa3kecsEgDHYShLmrr7j38Edt89v7L4Va1dUKX3QtWjj88lS4DFi8stS5SwayD2YKBa\nS5IiAbg7yCMQn/+b5LWcRSJ/GzcCCxd6900EBe6919y6iCg9f4qE/zwaFwxoR96zSABMkShD0npR\nf24HHcRZJNoVfC82t+dswNSR/C1e3BwLRCmvLTd6dLlliqPrB6WAp58GHn8cmD073ToYYKBKaTdF\nwqUxGLLIqyKpUuPEhLPPBnbZxbtvYp/Pm+fdDh+efV1E1B79/Xv55eY5z19XmAgwBC/2TM8iATBF\nogxpj40iL/qrniIxf3455SDSdtoJOOkk777/XGBr29kfYNh3X+CAA4CHHkq3Dv4eRpWTJEUi7lci\n2wMMWRuwtp7QqsQ/arVJcbnfRJQv/wwMuo7IowdDXNDCVA8GBhiKl2YMhqIDDFVqF8SNwVCl90lu\neeEF71af023uOaIDDP39zfro8MOBFSuSr4PNVXJa2sF8/CkSUVwKMEyc2Lw/YkTr11etIWFrF7O8\nAgFV+uyIXOL/7vX3h/dgAOxIkeAYDPZJeu7ebjvvduhQ4HWvy688flVPkajSezPhXe8CvvnNsktR\nP7NmefXFiBHAli3eY7YemzrA8JvfNB/r7Ex3bcQAA1VKkhSJqB4MmksBhqlTvRNVby8wZkzr11ct\nwLB+fdklCOcPfNgcpSai5PR32R9gKGKQx7jn49YThWMwFC9p75Y99vDq9JEjgdNPL2aqyqqnSGis\niz1//Stw663N/6vUJrTdqlXN+zYfj2H1Q2dnumOFAQaqlHamgtKv01wKMABeYzHp9IV5BRhYQUUz\nuW+4n4nKp1Szjti0aeDjeUxTaboHA8dgKEfSY2PIkObyRaTF2dzmaQd7MLRm88VtlT3zzMD/bT02\nwwIMXV3swUA1lmQWiVZjMNgczTcxTWXebD1hloX7g8h9USkSy5YNXMaGFInga4KYIlE8m+uBqqdI\nENli9eqyS5BMVA8GBhioNsIi1e3MIuFne2XLQR6JiIrnT5HQDS1/l9e8ejDEPR8myRgMTJEololj\nIy9V7MEweXLZpSAazJ/yZOv5AGCKBNEgaSpxV8dgyKJqYzC4gCkSRNXy5jc3v4uLFjUftyVFQi8X\nhSkS5bD1gsLmNk87gt8Z1ptki+CYKrYemyZ6MHCaSqqcpCkSwcc1mytbEykStp7Qqor7m8h9+ns8\nfbrXSJw/3/u/K9CKsiHAwFkk7GNzPWBzm6cdcQEGmz8Hqj72YCByVNzB36qR5p9/2tbK1tYAw7bb\nml+ny/73f5v3s+zv4HHIxhFRefTc5f5BHv3f0TxmkdCPxT0ftZ4oDDAUz/YUiSJmqyjSuHGDH7N1\n/1O1/fjHzfuu9GBYuHDwY4WOwSAil4vIMhGZ5XtsrIjcJiJPi8itIrKt77lzReRZEXlSRI7Msm0i\nIN0YDPr5VstUPcCQhze/OZ/1VkGWCoR50kTJFNUe0Rf4+nsdDDDYMAZDKxyDoRy2XuCmvXCwnVLA\nwQcDS5eWXRIi4KKLmvf93zNbzweAN1VuUNGDPF4J4L2Bx84BcIdSaiqAOwGcCwAisi+AaQD2AXAU\ngEtEbN695KI0gzy6OgaDjYM8sgtiNO4PokLk2h7R3+MyAgycptJ9NtcDNrd52qG/MxMnNv8nKsvQ\noc37rvRgCDsfFJoioZS6G8CawMMfAnBV4/5VAI5t3D8GwHVKqV6l1DwAzwJ4a5btEwUlaeBxDAZz\n5aF8cT5vomSKaI8kSZHIGmAIm8XIv86ksxwxRcIutqdI2NrmaQcHeUzH1uOyKqICDDbv97DvjA3T\nVG6vlFoGAEqppQC2bzy+EwB/VseixmNExiRJkQA4BoNprMCjcd8QlcZ4e0TESy/o6wvPXTfRgyFu\nXIfg82E4TaWdbL2gsLnN0w6bgzlUP3XtwVDELBJt7b7p06e/er+7uxvd3d2GikNVkmYMhmA30yi2\nV7YMMLiF01RSFj09Pejp6Sm7GFXRdnvk4Ye9KSlFuvGzn3UDAHbcMf9BHjlNZTXYfO6u2iCPce1A\nmz8Hqib/gKOufM+iAgybNvVg+vSeROvII8CwTEQmKqWWicgkAMsbjy8CsLNvucmNx0L5AwxESaVJ\nkXB1DIYs8orqs9IeaPx4YNUq736WfcP9SsEA+4wZM8orjHuMtUcuuwx44AFg992bj7/nPfmPwaAf\ni3s+iNNU2sfmX9WrOMijrfua6mfyZODII4FRo9wZ5DEqRaKrqxvTp3e/+lhce8REioQ0/rQ/ADil\ncf9kADf6Hj9BRIaKyG4A9gTwgIHtEw2QNEUi7HHA/gCD7YM8Un77g/uZKFZu7ZGwuiNYV9g0iwTH\nYLCPrRcUNrd52hE1BoOt+5+qTSnv4vz++4G//W3wczYqfZBHEbkWwD8A7C0iC0TkVAAXAniPiDwN\n4N2N/6GUmgPgegBzANwM4PNK2bpryVVxR5SuXKKW4RgMZvBbDRxwQPO+rccSUZUU0R7RgzxqRQUY\n8ujBwDEYimVzvWhzm6cdHOQxHe6ffCkFvPe9wIEHDgww2Bzw6u8HjjkGGD68+Vjank6ZUiSUUh+L\neOqIiOW/A+A7WbZJ5JdmDAY/l1MkbAwwsIIaaMiQ5n2mSBDlr6j2SFyAIfh8O0ykSLQqB8dgKJ7N\n3fZtbvO0w+Z9bQvun+L09wOjRwP77gvcfbd3oa7HYrC1jacU8JrXAAcfDNx5p/dYoT0YiGyTZBaJ\nVssE5zm3CQMMbsirscb9TFSOpCkSWZlIkeAYDHay9aKuToM8kodtieLo47Gjw+s51tnpPW7zMdrf\n75X3q18FDj/ce6yrq8AeDES2STOLRFQjzj/XuW0nABMBhjywshrI5EXH8OHApk3Z1kFE2bmSIqGX\ni8IUieLZXEdWfZBHm/c9VZ9SXl2hpzjWAQb9nI36+73yHnkkMGKEF2RIe55gDwaqlDQpEnGP2dpl\n8PzzgZ/+NNs62IMhf/5jJ8txFJYCRETl2bixeT/4y68rs0gwRaJYSgEXXQTMm1d2ScLZ2t5pV1yA\ngXUoFU1frHd0eOddf4DBVjooAjRvmSJBtZJ2DAZ/ikTcF8XWCnf58tbLxClikMcy2NbTxOSxY9t7\nI6ojfd6cOrX5WKveBu3gLBLVo4NQy5aVW44otrZ32uW/OPJjXUplCKZI6GPT5uNRB0WAZkCEPRio\n1tasaT1LRPB+mLQ5ibNmAY89lnz5suQRYHj8ceAf/zC7TteZakiyBwORPUS8X//9//u/k0uXmtlG\nEbNIlBFgmDsXuOee4rdbNtunSaxKgOGhh4Abb2zmj2usN6lM117r3Yp4x6apQcDzxB4MRAHDhwOb\nN8cvE9aDod1fibTXvx54wxuSL1+WPAIMJ54IrFzZ/N/WE2aR/I33Aw/Mti5bG6VEdaS/j/6xeoLP\nZV1/3rNI+EcxL9K0acChhxa/XVvYei6vyiCPZ54JHHvs4AADUdk6OprH5PHHA7/4hb3nA2Dgd8gf\nYGAPBqq1ceOin4v7JaGdRlzYa22WR4BhxQqz66uCkSOb97s4lC6R84J1R1iAAQAmTsy2nY6O/GeR\nqGqqnK1s39dVGeRRD4bc18ceDGm40n512aRJzWNyxx2Bk07y7tt6bPpTJBhgoFpK04Vcf1mSjMFQ\n1QZYHhVJFfeTLZgiQWQPf70QNt6CqTEY4mamMNGDoar1G7WnKikSWn+/GwPpUX3oWSQAN6apZIoE\nUYhWgzy2WkY/X8UeDAAblq5x6dgiqrq4oF8Rs0gEeziY2kYR6lr3cAyGYsWNwVDXYzDI1mOxqvQg\nj4AbvWuiUiQYYCAKEdeDIesYDEX48Y+zryOP92XbfrKNif2z667m1kVE6env3pYt3u073lHeLBKt\nLgaZImGHtWuBj3/c/n1d5QBDZyew++7llofIH2BwoQeDP0VCD0qpb5OezxhgoMrYYYfkB77pMRiK\ncMYZ2deR5/u67jrgrrvyWbdrTO1jvZ5//APYZRcz6ySi9ogAL7/s3f/d7/ILMPhVKUXCtjo1b3Pn\neiPI2/6+qzLIo+YPMMybB3zrW959my/oqNr8KRIu9GDwp0hMnQrcdx9wyinpgpEMMJDTwr6cSVIk\nol7rX4epFInnnweWL0++rigmfmHIswfD6NHen0sN10WLgAULzJbFNBEveLbddmWXhIj0DDFjx+YT\nYAhjeppKGwPoST3+OLBhQ9mlSGbu3IH/23qBW5VBHjV/gGHyZGDEiHLLYyObv/89PWWXwLywHgw2\nC6ZIvO1twDbbJOtBpzHAQLURTJFotaypAMOeewIf+EDydeUpzwaOHlXdJQce6H0+rrC5UUBUZfq7\n55+CNizAYHp6vHbT92zswWDCAQcA3/hG2aVI5vjjvVvb93VVUiT0fuY0le5auxZ45zvLLoV5YT0Y\nbG4v+1Mk/NKMAcSvIFVKmhSJIsdgWL/e3LqyyquxY/PJMsq6dQMvGPKQZX/7X+vi/iWqEpH4AENU\noyytuF4RLvdgMLVNPR2hKxhgKBYDDOnYdHzaVBaTonow2Pp+o4Ll7MFAtZRkpGalonswZBmDwZWL\nP5d/ucqDC5+bv4z87IjK1aoHg+kxGIKP1b0HA+DGedvP9n3NAAPZwrXvdlL+AIN+jza/16jvEHsw\nUG20GwRo1cAy3QCz5USS5xgMtrxHG+h9YjL3k/uXqDxJUyRMf0/b6V1naw8GU1w7F9peR1Z5kMcg\nl497cpc/ReLww5uP23o8xqVIsAcD1VKSL+uttw4efClo9WpgzRozZbJJRwewdGk+6y668WTixJx3\nmbu6sr0++B5trYyI6kAEGDp04P95BBiypkjo5aKsWWNm2uO06nr+0u/b1vff2QnMmgVs3lx2ScyI\nCjDYGuCh6vP3YBg2rPmYrZgiQQRg4kTgT39KniIBAJdeGv643513Ji9DkkEjbbD99ubXGdzvtjai\nwhQRYMi6P1zoTkdUF2eeCTz2mHff5hSJOLfdlu317TJVN7h6LswacM7La1/r3a5eXW45TGGKRGuu\nfodc5Q8w+IPUtraXTaRIWHq6I0quq8ubDaCVsPnF0zyfZt2m6bnXs+IsEsUSAebPL7sURJSVrg+G\nD/dmMgDC64y8z4GmxmAow8aN3m3W/WR7PbNhw8AekLb3YBgyBJg0yd7ypcUAA9nG3z7WAYa1a+0a\nAN4vKkWCPRioNtrtQp6kgZJm0KO8ezDo6a5sVFajxIXG0OrVwCOPtP96pkgQ2SPsPF5EikSwDHHn\ngazBhzzttZd3u3hxtvXYHmA4++yB0x+7cN52fVwOgNNUJhE2a5bt36cq6OgY3INhzhzg6KPLK1Oc\nqBQJDvJItRI8OSZJkQjeb7VsK7vtlnzZdrjwKzgrqXwwRYLITmEpElkvbIpIkSjLfvt5t1UaUDDM\nCy8AW7Y0/7d9kEfA7rKlxQBDNNtnC6nScejnH+TRnyJhq7hxTNiDgWpHT0EZJdhIC742KM2JOMmo\n3VW1dq136+J7zKvMpi4A2IOByA5h373gxX5Ut1KTXO7BUJcxGIIN8+5u79b287ft5Wvl0Ue9WwYY\notmerlNV22zTnFVMD/JoM84iQdQQFzyIWt7kGAw8WXMWiaD77wfe/Obs62EPBiI7hPWWs3GaSlvP\nFaYubmx9f1rw4nbWrHLKkYbLPWOCOE0l2UTEG+PkxBOBZcvc6MHAFAmqvbSVRZquijZ1JXOhUnRx\nFlqxMFUAACAASURBVIk8jRrFX1GIqix4UXbrrWYG5I0Lfrdq4LEHQ/lcPO/bvk/T4DSV7rvxRqC3\nt+xSmKF7LHR05DOTWx6YIkGEgZVG0hSJVssCTJFoh2vv0/ZgCFMkiOyQJEXipZeAH/0o23aSDBjc\nqm6yfdrkuvVgcEVV6pe+Pnc/A/Ice2y6qeJtZ/s5KyguRYI9GKh2kvROiFom7AtjsrKteoMKcC9F\nQqnmtGl5MbFPmCJBZIdWKRKA+QubdlIkbOVqudNy8eLW5eMqqL8f6OwsuxSUVrD3F9s85YlKkWAP\nBqqdpOMu+O8XOQbDE08kX1c7608qzxO2a5XBzJnNE6XphlVeo4ZXpQFIVAVJ6pF2xK2zzoM8Llni\n3do+C4WrAYaq4CCPrdn4eW+zDXDvvWWXgoDo7xB7MFBttNuF3PQYDLzws7PCivPcc/mu3/SFhmv7\nl6hKkqRIAPlMU9lqm2nXUZasgzy+8kq21xfF1Ytb2/drUgwwuGvlyrJLQABnkSACEN5tNUpwxO84\nDDCk41qKRF7rMi3pGCNElK8kKRKmu2anTZGocg8GV7h4cVu1FAnOIpEc90m+XNy/TJEg8knzq47p\nMRjyPoHY+otUGFdOpi7tU8C98hJVXdh3suwUiSRlcDXAwLolPy6WOQpnkSDbuHbscZBHooa0UyQG\nG2lPPTV4wD9OU5mOiFsn0SLKmnUbLnzuRHUQ9V00PQZD1hSJZcvsnd4ta4pEXmPbmObqr+e2ly8p\npkhEs/0ztr18dcEeDFR7UXmxrZYPLjNzJvDd77Zed5py1A1TJAYzOYsEwOOMqEwuzCJxyCGt12n7\nBXoUV85/Ls5gUJcUCSJqjYM8EiF574W0s0TY1IPBBa42WvOQR0ON+5eoPEkHeczje5omRWL16nTr\nK5ILsyGZEFU+m8ttc9nSYoChNQ4gXRwXA3cc5JGooZ0UiVamTEm+/bxPIMH0jay2287s+oByK6l2\ntp13z4A8crFdrKiIqqKoHgxx33MTvzQffHC217fLVIqE7efBrq7wx20vt1Le8bVoUdklyYYBhmqo\nUuDDtfcSlSKxbJn3lwS/glQ5SVMk4ir7N74ReN3rkm8z74bDzjubXV8VpgKyvbEGmE2RcK2CIqq6\nIqapTJsikeQ88ZnPAJMmpS9bVnUZ5HH8+LJLkJ4I0Nfn3d+wodyyZMUAA1E2Ud+h/fZL/t3iV5Cc\nluYX3rhZJEyXo45cuwB2cWwDV8pJVDVJUyTyuLBJO4tEmvUVqS6DPLp4nvYP3uZi+f04TWU029+/\n7eWri6gUiTTnXgYYyHnB9IikXwCeyMxKm6ZSByZnkbC9UU1UdUlSJPJIjWq1zbTKGtCPdYPdqjLu\nFKepJMomKkUiDQYYqBLSBhXy6sGgFLBkidl1u6LoaSptbqwGj7MsDTc2iojsZGOKRNJt2BRgeP75\nZOdI/frFi93vxm8bf4qE65gi0ZrN7aeqabWvkwzMWzQT36HcvoIi8iUReUJEZonINSIyVETGisht\nIvK0iNwqItvmtX2qJ5MpEu2cgP/0J2DHHdO/Lo+yFM21C+EiB3m89NL21sFBHomyMdUWsWUWiVbT\nhCXZftlTEga3veeewIMPJn/d9dcDZ55pvlx1VpcUibpzZaDUqok7L9s4ZktUikQauXwFRWRHAKcD\neJNS6gAAXQBOBHAOgDuUUlMB3Ang3Dy2T/UR1ehr97Vp1xFc16pV6V5H9bB8efuv5SCPRO0x3Rax\nZRaJrF3ZbevBAACbNqV7/aOPZi8PDVSFFIkdd2SAIQlbAwy2lqtu4lIkkn5GeX4FOwG8RkS6AIwA\nsAjAhwBc1Xj+KgDH5rh9qok0uf96md13N1sGRoWLvwA2OdCZK5+bK+UkskhubZGoecKzqGOKRDue\nesrcukxz8TztT5FwsfyaDsAxwBCObVVKwsQ4Jrl8BZVSiwF8D8ACeJX5OqXUHQAmKqWWNZZZCmD7\nPLZP9ZMkyKCXefObgS98wewJlidt/sIehoM8EpXHZFsk6txedIpEFQIMWWeRAIDOzuzloSYTPWNs\n0dfHWSRa4X6gODanSIyB9wvBFAA7wvv14OMAgoc0D3EyLu5LsWABMHJkssZJOydg/2vuv9/uX1lm\nzza7PtdmkXDlgt2VchLZxnRbpIgUid5e4JFH4svgeoAhqdtvB+67L/z1LgYYRowouwTxdIDh4YeB\nW28ttyztYg+GZPzfJZvabDaVxRQX35OJWSS6zBRlkCMAzFVKrQYAEfk9gIMBLBORiUqpZSIyCUBk\nZvL06dNfvd/d3Y3u7u6cikouS3OSHDECePnlZMu3OwaD3yGHAAcemG49SbzjHWbWc9JJ8Q3ZtFye\nRcJ0BZD3bCVUHz09Pejp6Sm7GK7K3BYBvPbIPfd49UdPT7M9EnahnnXwwd12A555pvl/nVMkjjwS\n2Htv4OmnB7/excDrN75Rdgmi+XswnHYasGWLu/VNf394AMrFY8Y09rYth2vHXlSQbt26HlxxRQ/u\nuKP1OvIKMCwAcJCIDAewGcC7ATwIYAOAUwD8F4CTAdwYtQJ/gIEojv/CNu6kueOOwNCh3mBSeV34\n9fY2H+vrMzNlpX+dAPD2t2dfJ5Bt4ME4wfLWlYljzPUGNWUXDLDPmDGjvMK4J3NbBPDaI9/9LrBi\nBeD/rSN4oX7AAcC4cdkK/Na3etMw+lU1RaK3t3VPhI0bwxu7tl0g9fV5+zXuV7+ddy6uPGn5Awxb\ntpRblixa9WDYvJk9HICB6TC2ti1sLVcdRKVIbLttNz71qW4ceqj3f1x7JK8xGB4A8BsAjwB4DIAA\n+Cm8yvw9IvI0vIr+wjy2T/XW6qSUZwT3c58b+P/ChdnXOWQIcM892deTN73fn38e+Nvfyi1LEkUM\n8miignRxMEoiG5hui7RKkSji+9kqOPDSS9nXUZQhQ4Af/zh+mRdfBA4+2LtvQ5mjTJwInH66d9/m\ncsbRgzy6Li5//Ac/AM4+u9jy2MjVY5SKYWIWibx6MEApNQNAMLSxGl6XRSIj2j1Jutx13VTZTe8D\n//pefNHsusNkbdi7Fh13rbxENsizLRIWYDDdc6mKKRL+bT/5ZOvX3X//4NfZZtUq4J//LLsU7avS\nII9A/Pfw7ruLK4dtbE+RsLVcWbj4nqydRYKoSP70iKRf5CQNrDQnBRdPIHmW2bWL4bw/PxOjpmdZ\nDxFlE/bdC6tHsp77wl5ftRSJsl6fN/05uVb/AV6Zly4tuxTZJdn3dU+PAOz/LlWNa+cEa2eRICpa\nsAEWJengeyYGeayzulfgJgd5dLnRSlQlLqRIFLWOdtSlnnT1fa5dW3YJiuHiDCSmuXqMUjFMzCJR\n88sAqpokM0PY3kWsFVtTJPzrLCLAYPvnV/SsGkRULKZIpJO17nXhnO8qW8blaFeSshfZPrGV6+1f\nKoaJgVBr/DWjKojqttqKy2Mw2Mq/T12owIscPLHd440pEkR2YIpEdnVJkdAmTiynHO1wfQwGXfb+\n/tbHiQvtk7zZ/l2icjFFggjJpqgMew1PsPlxoQIv4tcmE8cYUySI7FCVFImODgYY8hA8PnbfvZxy\ntMv2/Rsn+Mt8XH3pQvskL7b3YLC1XFm4+J6YIkHUkDbIkORireqDPObJtRQJDvJIRGkF6xGXUiTK\n/LXaX/4HHiivHKa5HAR2/UcXXfYkxzXHYHDjs3b5+xTk2nuJS5FIeuwwwECV02qQxyQRXJsHeXTh\nRFXnXwj8OMgjUTVEneOLTpFo1ftg772TbcOWHgxz5mR7vU3a6U1pi7KDTln5UyRaYfvEzWOUihOV\nIsFpKqk20qZFhN0vuhxJvfACMHOm+fVqpveBS2Mw/P73wOOPN/83/fnlVXmzUUBUHltSJOIuopKO\nQWRLgCFpXfHjHwMrV5otTxZ33QVce23ZpTDL5frF34OBYzBEsylF4qWXgIsuGviYDeUipkgQARj4\nq0GaFAnbT2Tf/jYwbdrgx00FBvJ4/67MInHcccDll5srSxj/LBImBnlkDwYiu9g4i0QZgxwnFXdx\n0+p8/sUvAtdcY75M7fryl4GPf3zgYy6fo11oE8UJpkhwDIZ4NvRWueUW73tUdS5+rzjII1FD2t4J\nLozBsHmz+XUWxbWGlg2VbRTX9iVRFbkyi4TNF09xsz651ggPq5/DxuRwhesBBl2H9/VFL6M/H47B\nYMdnHXau27KleX/16uLKkjfX2nHswUCUE9dOBu3I8z3a3MgN8/zz+azXdOPZhkYBUV3ZkiJhIsBQ\nZopEFXpmhQWlXX0vmsv1S5pBHl1rn5hkU4pE2PdlyZLm/eOPL64sNFDcII9J1fhrRlUQbNwlOWnq\nbqy2z0JgQwXQLttTJFxRhYY4UVUxRSKduHInrbttUbUAg+uDPDLAkI5N3yU/9i6xQ1yKBGeRoFo4\n5hhvMMSkKRJJ5khuh4uzSOQ5yOOmTWbX7RqTx4N/v9raKCCqshNPdCdFIun2bTuXJCmPf1DFsstf\npXQPwP0UCd2lu78fWLQI6O2NX7aubO/BMH164cWgEFEpEpxFgmrjmWfiKxK/PPMjXfv1Bci3PEOH\n5rduV/gHeTS1PiIq3nXXebdhKRJ+rqRIlN2DIaxnlm31YytJejC49p5cK69ff7/363d/PzBiBLDt\nttHLjh1bXLlsZcNnXZc2jQ37Oi2mSBAFpJlFwtS6knr0UbPrs1GRFYYLJ22Ts0gQkd1sSJFwYQwG\nvywBhmuvLe8cyRQJuyjVDDAMHer2Z1EEG9oWdeqd6drxyFkkiHySpj+EjcEwejTwrW81/0/7xUpy\ncnznO82vM4s8T3iuVRZ5lzfL+utUCRPZKuq7Z1uKxCGHANtvn34bRcg6BoPfxo3eNJHr1mUrU7uq\nGGBwuX5RCujq8j6XqPfh8udjiq0pEjaUh5pMBMsZYKBKSPsrSPCLc/DBwJve1P72k2w3bUPItUrS\n1nJVBfcvUblcSJHYdlvgi1/MvxztMJkiUfYFSdUCDED5+zQLf4pEq4sj1z8nE2z4rPk52IsBBqIQ\nSQZ5DN5v9TpKp4h9WYcZFoLHqA2NAiIKZ0OKRDvbKErYNnVKR/C5WbPSr6tIVRuDoUopEqa+h1Vm\n27FpW3mIs0gQJZZ0pgktzQmP01QO5HLZTTA5W0nWcRyIKDtXUiSSnHttSpGI6sHQqsdf2V29Xb4Y\nD1OFFAk9xSEDDNHSTOeZN6ZI2MtED2oGGKgylDI3m0PWMRj++7/TvZ7KlUfl5p9FwlRjh5UwUXlc\nSJHQy9goLCgwZMjAx7Zu9aaf3ro12brKoi/QbroJ+NGPvPsi3sxWP/hBeeXKoux9moUelK6jA+jr\nK7s09rPhs65TgMHWc3IUpkgQNaTtnWD6yx48OX7lK2bXnwfT+6DoE6hLFVK7Za1DGgiRC5IGr8tO\nkbC5B0OYCRO8W13u1auBP/4R2LIl/nVln//19s86Czj9dO++CPDnP5dXpiyqkCLhDzBwDIZwZX9v\n/OoUYHARAwxEbXB17m3A7l/D61xxhzGZIkFE5Qr7LtqWIpGmDEXXf0kCI/6eDDZbvdq79QdC9AWu\n5lL7ogopEh0dyQIMLr9PU2zYB2zb2MvE8cEAA1VG0hSJqNdm3bZpUev88IfNb4vsxEEeiexVRopE\nR4e754GwFIngY2kDDGXti82bvdtgTws9DkDQRz6Sb3lMcPW4ApopEronRqtAXd3Z8FnXoQeDq++L\nKRJEDUlTJIJBiLgu6LaeGHbbzcx6XK9sbf18ALNl4yCPROWzKUUirit72YMTp91e1GCNtvdg0GNH\nBAMMYZ9/Zydwzjn5lymLKqVItHofda5L46aKLVodAgwu4ywSRAm1GqAr6XNheHJ0m8nP77HHgPnz\nBw7yaAqPM6LyVClFooyLirCLm7VrvdsHHxz43HPPFVeuduj9FwwwdDjaqq5CikSrHgwUrqzPvQ4B\nhre/vewStIezSBAFJD1JmR6DgdNUskLXnniieT/rPrHhVwYiCmfrLBK2Civ3qFHebTC1YPhwYNKk\n9tZZBL1df4BBjwMQtaztXClnGL3vGWBIxobPug4BhvvvL7sE7WOKBFGDPkEl/VKYrIBs785ZRS5V\nSNdf3/5r61AJE9ku6rsXTGdwYRaJdpY1QW9v1ixg6dKBz/X2Dl4+ajwDm8SNweDvsWH7Ba/rKRIP\nPggsWMAAQytRKUllc/nYM2HmzLJLMBAHeSRqSFOZxDXebGKii1LRXJ6dI09PPpl9HTZ/7kR1kCTN\njikSrZ1yCvD97w8sR1+fd2vrBVCQf//5gwqunqdd7hkDAMcf790ywNCaLfvGX45W09JW3bRpZZdg\nIA7ySBTQqoKM6nIeN/hUVdlSyVC0qh+DRFViQ4qEzT0Y1q9v3g/+YqmnfXQlLcxfzqFDm/eZIlGu\nuO+HzcdT0Wz4rPl52I0BBqKAqC9Fq5kmks5EUZS8KwDT6y96n5ksf17rMrFPmCJBVD5XUiT0Mq2U\nUcfNmdO8H+yp8NOfDl4+SRltOCfqGSWUciOtI4zrKRKaiNcbxoY2nI30WBU2fG/4GdnLRBCbAQaq\njOAUlElfQ5QH05UnK2OicrmSIpFU0fXfuHHN+1EXs2nHLbChDvf3YIgKCNt+/nY9RULT01Tavr/L\nZNtn3U7bnfIVdf7lLBJUO2l6H6QdDNI2psrt6vu3ncmeMMFKl5Uwkb1cSpEo4/zvDyro+089Fb28\nKwEGf1DE1WkqAeDii8suQXZJxmCoc9vHpgFHXRlvpa6YIkGUgalcVipeXT4ffZK3pVFAVEdVS5Eo\ngx7IERj8Ht71rvbWaUM9oKfaBNwNMOhjxt8bw0W2/TpvI1v2kS5DVG+mT36yuLLQQJxFgiggza83\ntke4864A8ujCX+R+27y5uG2l4VK3WCJKzoUUCZsHeQzrwaCNHevdXn11++ssix53QcTtMRgAYPvt\nyy1HVkkC8jZcXJdlxQpvxgYb9sHy5d5t1HfY1WBdFXAWCSKfJKkPLnU5d22Qx6L9/Ofm1mXrvnDp\neCWqOxtSJPQySdZTNH8PhrCLCqWA//iP5n1XUiT80zO7OgaD5ko5o7DHX7xPfMK7teF7o2eV6e+v\n50xutmOAgQjpGlRhgQieyNyzdWvzvo2fn+mxMthgIiqPSykS7WynCP6gQti2gz0cXAswAO7+6lqV\neibufVTlPWaxbl3ZJWhqlSJB5eEsEkQBWWaRcKXS4SCPHhsalmH0LwQA8Pa3m123re+ZqA6qlCJh\nyyCPmlLuBhg016ep9N+6KkmAx6Zjpmhbtni3NrR9qxxgOPZY4N3vLrsU2XAWCaKGNLNDJBkvoM6V\nUDtcb5jk4aijsr3ehkYAESVTRJ2RZA77pOeKouu4VikS/seSjrFjQz2dZOYgV87frpQzSpJAievv\nMYuwAENZ/AEGG8pj0i23AHfeGb+MzbO2cJBHooZ2K4yoL5ENFVDeJ9x58/JbdxGVRdUqpDDnnw88\n+2zz/zq8ZyIbFZkiEbddPQ1fVmX3YAjbn/4AxKZN7vRgeOaZ8MdtmhKwlbAL86j3ZbOq9MTIiw7c\n2fC90arYg8HWcXBa2bABOPVUywd5FJFtRWSmiDwpIrNF5G0iMlZEbhORp0XkVhHZNq/tUz21Omkq\nla6nA6VT5D41WUHaVNn6/frXzfs8XonaY6o9UkSKBBAeVPDfd3V65bgeDMEUCZcCDHFcOW+HlTPt\njB424CwS8aIGVy1DlVMkXPneBz3xRHMAdWsDDAAuBnCzUmofAK8H8BSAcwDcoZSaCuBOAOfmuH2q\nqTRdFG2uaGwuWyuunlyJqJIKaY+YOGe3OneamkUCsGuayuBjLgYYbCpLu1wf/JoBhnj6vduwD1oF\nGGwoY7tcHezV5PGRyy4QkdEADlNKXQkASqlepdQ6AB8CcFVjsasAHJvH9qme0n4hXK1Ibb14b9X9\ntW7y+Jy4X4nSMdUesSlFwtVBHtOMweBigAGwO+0yCVfKGcX18ufN1gCDDeUxydUUCc3mFIndAKwU\nkStF5J8i8lMRGQlgolJqGQAopZYC2D6n7VPNBKegbGf54Jepaie8vA0ZUuz2XPh8TFYgNldGRBYz\n1h5xIUUiTRlsmqYymCKRdJBH27tXu3bedvWHFy3JNJV1ZtNnyhQJu0W9h7KnqewC8CYAP1ZKvQnA\ny/C6IwaLZdGhTlWR9IttapTh73wn+bJp2FQRkB14TBClZqQ9csEF4Y8HezBkZSJFwsR2TNmyxdvW\n3/8+sAdD2HuoQg8GP5cGedSee67sEmSju6YzRSKeTfugigGGDRtaL2PzucFET6wuM0UZ5EUAC5VS\nDzX+/y28Cn2ZiExUSi0TkUkAlketYPr06a/e7+7uRnd3d05FpSpJctI03SA877zs66D06jDIo5/N\nlRHlp6enBz09PWUXw2WZ2yPAdADAX/4CHHJIsz0S1uvNlRSJtMu2S/dE+Mc/Bm7P9RQJ/3bHjwdW\nrQovi8vnbRfqxSDOIhHP1hQJsoP/+Aj7Dq1Z04Orr+7B3Xe3XlcuAYZGhb1QRPZWSj0D4N0AZjf+\nTgHwXwBOBnBj1Dr8AQaiJJLMDhGXEmEbGyqAVtaubd4ven+6sH9Mq+N7rrtggH3GjBnlFcZBJtoj\nOsBwxBFAq986TKdI3HAD8NGPDly/iRSJos7Xejv9/QPLHryomD0b+OMfm/9v2pRs/TacE7t8LWnX\nx2Bw0YIFzfvcz/FsDTDYUJ6iBY/VDRuAbbYppyxhwr5LY8d245Of7MYRR3j/x7VH8urBAABnALhG\nRIYAmAvgVACdAK4XkU8BmA9gWo7bpxpJ26BKMmaDrSc8myrQyy4rb9u2fj6a6c/Jps+dyDG5tUeK\nSJH4+9+BE05oPm/q3FfEOVS/n74+oLMT6O31/g8GGJ59FjjttOb/fX1292BI255wkSvv55JLmvfZ\ngyGeTZ9plWeRaMfcucABB5RbBpMBqNwCDEqpxwC8JeSpI/LaJlGaL4WpMRiofPy8iChKXu2RIlIk\nwrbp4iwSfX0Dp25rVc6k78OGFIm4CyRX6iYd+PFz5QLPP7YHp6lMxoZ9UPcUCdvPDbbOIkFUuCQp\nEv7l/PeznGxtOFHbwPaTZZy8PsO887GJqDhFpR7Efc9NziJRBH+KRGdn8/Ek5zKbezAkZdNnEefO\nO8sugRlJZpGw/ZjJk00pElpdUySCbNgHSY6PsmeRICpUO5V4kinHymTDyaaVMsvowv4xybbjk4js\nm0XCtkEetf7+gT0Ykvxq6UqAIe4YcLnLvg37Nq0ks0jUWdgFZFn7ij0Yyi7BYK0GeUyToscAA1VK\n0m6XJr/YeZ0kXB4sqoiGiYuNHyKqDhtTJPQySdZTpGCKRJKehjYHGMLKxjqpfHHHzF13FVcOW9l0\njNrYm6JMNu2Hp59mgIFokKgKJm2DwPYcUNtwFon81fE9E9nClRQJE9sxJTjIozZyZPLXxinr188k\nPVdcGoMhjIv1TVyPkd/9rtiy2MyGz7buPRhslCR4zQAD1U7agAAHeTTP5e6gppneB6tXA/fea3ad\nRJRN0SkSHR1uDfKoy9PbO7AHQ9igglnWX6ZWASH/LeUryf72T69dVzZ9b6LGYLChjHmy/ZwQ1YNh\n5kzglVdav54BBqqEdgfvqfoJrCyuRaRdOA5uvx344Q/LLgURaUWlSASnRGx1fk1ahiLPe729A3sw\ntAow2J4iEVUGG8pjiivvJWzK0LhjZ8iQfMvjmrJnYnGtvZgXG75vrcbm2LIFuOIKYNas1utigIEq\nJ2k3Vv9yNnyxg1w76dq+P8tge4SaiJJzIUXC1h4MwTEY/FMLRrE1wBBV9rCyuFwHuFiP23rM2Mam\nfeBaW9cUl88NW7e2XoYBBqqV4Ek1LlpX5gl440bgllvCn7PppBSXe0r5YJoEkT1sm0UiyTrK0E4P\nhiSKrmv+P3t3Hm43Ve4P/PuWQqFAoaUT0IFRKFUGqQgW7IEqoECpVJELAgJ69SKCqAgo0IIoXsUJ\nvQ7XgV/BARCRQZFJOFyllBkZZbSlLXSgp1BKy2lp1++PlXRn52TcmdZKvp/nOc/ZQ3aykp2drLx5\n11pLlwL9+7eXn+c7c/T06P/efc0vr+Y5NjNhn2UGQzsTvhOvqKFeDzgA+M1voj/PAAPVhlLJ2kLa\n0AdDb2+1y8+Ko0gUZ9GiqktARIC5o0gkVeYx1J/BYGsTiZUro8vgf2xzHww2nmPfekv/7xdxdcMA\ngxni+mCoO9OPCVEBBgB49dXozzPAQLUQ1AYvibCDWnc38NRTmYrUCGHbvYyItIknJBPGliaiYtSp\nicTy5cCyZenK1QlvJ49pMhgAMwMMUZ3RsYlE9ZJs7yTNc6h4zGAwT5rsuNWro6dlgIEayd8HQxB2\nqJeeu01tO2HYWJEiourZ3ERi1qxk0+WhLqNINOlcYXNwJAozGLSq9+U6BxiOOy5+GpOaZQeVIe73\nzwADNUqeo0hU+WM34UCTRJV9MMydW/wy0rLleyOi9PwVLjaRSK4uo0ikHU6vrhfpJkmbwdrUAMNL\nL7U/N6W+EhZgMKV8nYjqA8Rm3t/XwoXR0zLAQLWQ5gQT1AeDTQcyUyssZW/P664rfhlp+dfb1O+K\niPJRxG8+ap55NZFIO22nwkaRyKuJRNl3P+MCDGGPeS4wR1ObSIwd23qcZ6CyU+yDof25CdsgzTEr\nrj8wBhioVuJ+oLaMImG7Oqa8ERF5FXHOKLOJRJUZDLYOU9mkPhhsxAyGZEzYL+vcRKIO1w9xnTxu\nuGH05xlgoNoJO3D67wKZcICtqzocXDvR1PUmaoIk2XFVN5Ew9RjUSQZDEmWvb9qLIdYzzNPUDAa/\nJCOqlbH8deuAvfaqpgxFMfU4HCfPcjPAQLWSZx8MVTK1XFHKHkUiT0W0aWbFkqj+ymgi4Z+/TRkM\n3lEk6jBMZdo+GFw8H5QjanhK15o1xZfDdKY1kViypNqy5K2TY0LV34dfXAZDXHkZYKBaSfIDYOOb\nfgAAIABJREFUrTpqm5XJ5XbLZtqBsixR671gQXnlIKLildVEwtu0gJ089p2uTEHLe/PN4PfLyGih\ndmwikYxJ+6VtN6SS6KSPsF/+Eujpyb8saeR5k4wBBqqdND8KG1NNTRK2jep4wsjq9NOrLgERZVFV\nE4njj28vg02dPLrWreubwXDzzcCYMdnma0KAIeo9ky7k0rK57FHYREKruo4b1wdD1eXLYtWq+Gn8\nv6///V/gzjuLKU9SabLjmMFA5JEmOmfzwa0Kto7KkSeOIkHULEU3kRgzBhg6tH3+NjaRWLu2bwbD\nzjsDe+wR/jlbMhjIHMxgSMa0JhJknqzXSAwwUK0kHY/an8qf5UBbxEG66gN/VraXv1McD52oOYr4\nTce1e+3Xz84mEv5OHteuBfr3j96GcdsCMCvAoFR4wInHf3Mwg4EBBhOYeEyIuwmbpswMMFBtuAfM\npFE3/3Qm/thNV5dtVsSJlvsXUb1E/YbL6ttHJLpCbmoTiaAMhroFGLJMS/ngeTYZEzJOmx5gCGLT\n/ssMBqIOJT3oln1wNukAxFET2rFCSdQsZWew2dpEYtasvn0w9O8PjB6drmz+dSv74iTtNuN5sVzc\n3smZUl8xpRxlM31f5SgSRB55DlPZyUHvjDPSf6ZOqh5PuWqmlIOIilfEXcC4Y6itnTwCwRkMl14K\nzJwZPL3tGQyA+RcRdRDU/JWisYkEFY0BBqqVpB1DiRRzIho4MJ/5VH3gz4oneY0VH6L6iGsiUcZv\nPM8MhrIFZTAMGAAMG9Z32ocfti/AENQHg8vU74SaIahvkKrrmXUeRSKJrH0cFCFNHwzMYKDGSNrj\ntH+c6jz1a/AvquoDownYySNRsxTRTCxrE4k8lpMX7zL8GQze50FsCzAE4XG/XElvMDXN8uXtz03Y\nBsxg6MuE78WVtSwNvhyiOkpzgVdEemuTAwxetkWei6iwm3SiIKL8ldFEIu2dR5ObSARlMADhx0rb\nAwy2nQeboonfS9DQnFVvBwYYzJMmO44ZDNQoadNUoy4IJ0xIv/yyUmTJTFWfsImoOFU1kfA3tcqr\niURQ04S8hWUwuMNUpmVygOHvf+/7ms3naxvLbmOZy+APMJjQRMLV1ACDjU0kwqYNwgAD1UaaA2Zc\nHwwf+xgwbVr6MuSVwWDKgT9O2MGo6oOkibhNiOrHtCYSSc8d++0HjByZrlxZ+TMY6thEIijjxPvf\nJrbUQyjemjXtz73Hkao7525qgMF0WQMgDDBQ7XSawdDpPPL4XF00ff1ZISNqDhNHkUgyj6TzyZs3\nwNCvX3xA3sQAQ9zFEM8B5Ut7c6OJ31FQBkPVmh5gMD2DIeu0DDBQo3g7ecya/hOEfTA0W9jdK/9j\nIrJP0G/Y/c2bNIpEmfOJE9ZEwts8Is12qzrAEMd7sVTWPlEUW8rOvo/i2dgHQ9XlazpmMBB5pO3F\nPyqDwdQAg6kn0CrLlXXZNp3ITP3+iZomquPgLMpoIlF1BkOS/heSVHDLvvsZt83Wrm1/bnMTCRtx\nOwczsQ8GZjAke61M7IOBKIB7wEyaHhqV3lp1E4mqD/zUmaiDc9UnDiIqDptIxPNmMMT1vxDGpgwG\nKgebSMQzsYmEi7+ZFpO+lyAcRYIooagLQlMzGMhcTay4EDUFm0ik511GWAZDnYap9F8smX7BQM1g\nYxOJujPx2BCXwcAmEtRYSQ6YSfpgqDqDwUZNXvckuH2I6qWMJhJB2XW2NpG4+urW47yaSJgWYDjp\npPZpedwvF7d3MDaRoDwwg4EaK+0J3cY+GExS9QkqL3mtR122BxGlU2QTCe9r/frZ20TCy9YAQ1rs\ng6FcbCIRLCrAUNX2aHqAwcQ+GLyylqVhl0NUZ2lOLP4+GKKmTaNpAQa/plemOIoEUX2Z0kQiqkJu\nWgZD2DI6bSKRdP5FaeLFqU14ng22Zk37cxO2E0eRME+aJhLMYKBGyXMUiU40rZNHXkC343BZRM1R\nRUeuNnfy6JUkgyGIbRkMNuM5rD5M7IPB1dQMBtsxwECNkuQuUpI+GLzTpdG0DIawbWTKicskTQs+\nETVJnr/LLMNUJlV1gCHJKBImNpFIsrxddmk1ZeFFerlMzHoxAftgME+am55lYSePRAAWLmx/3smJ\nPKwNWqcHX1Ymmq3qkwMRFaeMJhJZh6m0sYlEGFsDDF5NbzZIZmCAgdLKehO2sACDiPQTkYdF5Ebn\n+WARuU1EnhGRW0Vki6KWTc3Q29v3tTQHzKj01k4rA03LYPCyubmETZ082rZtiapWVH2ETSQ6l6QP\nhiD+aU29OKn64q1JbK57lCUowGCCfv3M/Q0XzfQMhiCm9MFwBoCnPM/PAXCHUmoXAHcCOLfAZVMD\ndNJ/QtLmEVHzj5JXgKHqgwzlz5QTOlEDFV4fKaqJRF7ZdX4mBRjCBB0zX321/bmJGQy84CXTRPXB\nUNU+qlSyUXGaxKRtYeQoEiIyCsCHAfzS8/KRAGY6j2cCmFrEsqk5gn6ISTp5jKq8+adNq+mViaav\nP0eRIDJLnvWRuDtORTWR8B9HbAow5N1EIun8q8RjfXVs3WeKZmoTiQ02aO4oEiYeJ2zIYPg+gLMA\neBc/Qim1SBdKLQQwvKBlU0O5B8ykP9qoH0qnB9+mN5Go+wkhDkeRIDJOYfWRNJWtvNgWYAjTaRMJ\nPxMzGF58sTUt+2AoF7dzMFObSEQFGJrIpDp01n2kw4GCwonIYQAWKaUeFZGuiEkjN+OMGTPWP+7q\n6kJXV9SsqIny+CFGXRCyk8fOmXSQJLJZd3c3uru7qy6GlfKqjwAzAAB/+QswfnxwfSTPEQM4ioRm\n4t3oJMvr7WVgoSrc3sFMHKbSbSLR1ACD6X0wBJVvyZJuAN0AgOeei55X7gEGABMBTBGRDwPYBMDm\nInIlgIUiMkIptUhERgJYHDUTb4CBKKk0PWhHnYiq7uSx6oNMUraUM04ZnTyy4kOd8AfYL7zwwuoK\nY59c6iNugOHwwwF/bKGMJhL+920KMDSxiQRgbrnqzuZ9pkhr1rQ/rzrA6GIGg1ni9onhw7sAdAEA\ndtwReOGF8PpI7gndSqmvKqXGKKV2AHAMgDuVUscDuAnAJ53JTgRwQ97LpmYJ+iH87nfAQw8l/1zY\nMJVhr8VpWhOJZ55pPS7zAtqEE2MQBhiIzFF0fcT7m/7wh4HXX89U3MTLtCnAECZJEwkTLxabNEyl\njWWOMn581SWojql9MDQ5gyFI1d+JV1x/QHHfW5mXQ98C8EEReQbAZOc5UW7cHf/ZZ8OnibrblEeH\nfHU7IceZM6ea5fKEREQZdFQfiUppvffe3MpWqyYSWTIYssy/LEcdBRx3XPB7eTaboWSitvd3v1te\nOUzDPhjKNW5c/DSmfAdeaTLy4o69RTSR8Cxc3Q3gbudxD4APFLk8apawnTssiyBNeyd28mg2U09I\n/oNzlhNIb2/8MogomSLqI0VUEOP6ArItwBDG1iYS/uXFnfNNvIhouiaeQ23sg6Hq8hVt1aq+r1W5\nzm+8AZx/fvQ0JowiQVSZJBf5SS7+quzk0cYDa5kVKVMDDH5Z2mc/9VS+ZSEiO9k8TKXXl77UelyX\nAAOZpYi+terA1CYSdc1gAID99ot+/5VX+r5W5Xfy/PPA00+3nme9RmKAgawVlX2Q9HNhfTBU3cmj\nLcLuthV9kMz7hFRUebMEGNaujZ8nEZWnrF6/69pEYvvtW4/zGqay6ouTTobFpnxxeOh4UQGGqkeT\nqfo3XJT9949+37S6XFBHoH7MYKBGCAsKJL3Ij+uDgU0kzGXqCcm/z2Q5gYQFGIjIDGU0kfDLq1O0\nqu9g1mWYyqhsSPbBUA7v78HEfcYEJvbBUOdOHt11i5smyWtl8QcY4jDAQI0T9aNOcwFYZRMJG7GJ\nRF9ZThZNbZdIROFsy2Dw8i7P1iYSfkmGFaViVb0P2MDEPhiAemcw2BZgWL26/TkzGKix0jaR8Gco\nFNFWL68MBhMO/CYz9YQUFcDKq4kEEVWDTSTSSzKKRJaL8KozGOIwwFA8NpGIF5T+XnU9s84ZDEAx\n/bwViRkMRCGSNpFI0gdD2GtJy0DFsuGE5D+Bsw8GonqpoomEbQGGMLZmMKTpr4kXvuVIWx9o4jk0\nqg+GqvbNuE4ebf6e6tBEIi6DIe53xwADWSvtMJV+cX0wdKJpfTCkbftYxHLzUNRBPUs5mcFAZJae\nnvKXyWEqo1V9EVLnPhhsKTsDOfFMHEUCYBMJkyTpp4NNJKjR0lzkRzWzYAZDvLBtZNsoEnkpo5NH\n005KRE3x4x/3fa2MJhI2D1MZlDEIdN5EYs89w+dfBjaRMA8DDPFMDDDUvYlE3LVI0HqblMEQhAEG\naoROhqn0poTF/VCqHEWi6gO/6Ww5IbGJBFF9rFzZ/tzEJhJJjw9VX2AkGUUiyG67tT+v+nhY52Eq\nV62qugTJcBSJeCYGGIB6ZzB00gcDO3kkMlBcHwzu+2F3VJrYROL117N93n9iL+vg6D8hmXCiBDhM\nJVGdmXCRmOQ4m6Scto4i4T/HVp3BUOcmEj/6EfDWW1WXIp4p53+TmRhgqHMGQ6d9MFQpSR8MXgww\nUG3l3QeD/70mNJHIWnmo6gBpwwmJnTwS1QtHkUgvySgSSYwdq//7z+9lnwuCAgxBdQ7b6gJhgoY3\nNE3SDIa6fCedMDHAANQ3wADY38ljEGYwUCOE7dxLl5ZbDi/bMhiynnDT9KidJ1M7eWQGA1FzmNhE\nIs1yTMlgSDq0NFB9BkOQsOYetmcw2IJNJOKZGGBw7/JX1ZdX0WwPMDCDgchn883jp/E3l8irp+68\nKhO2HFir6lzJloh3lu1Tx6GbiGxmwsWizQEGADj/fP0/bQaDq+oAQ1BdIao/CXefMWHf6YQN5xsb\nyli1oIvHqrdb3DCVtst6gV62tMNUMsBAtRV29zzpjzpqmMqg+SdhWwZDVmF9IZQ9ioSJlTelOEwl\nUZ1U0UTC9mEq/csYPVr/tzXA4BcVYKi6bE1R1XDZNjExgwGob4Ch0z4YTMpgiBP3vTXscoiaIMko\nEmHPk8wjim0Bhqwn44MPzqccaZl6Qorav9gHA5Hd4oLSRSzD/5ptAYYw3ovypJ1SBk1regYDFW+H\nHVqP2UQimIkBhjp38gjYH2BgBgM1VtbxqNnJY/byDh+e37zSMLUPhjznW9eTLlGdlF0htDnAkGUU\nCVP6YAhaXlCAwd2+NtUJ3v/+vq9VfRGaxMYbtx7btL3LFBVgqDrQWNe6ju2jSMRhgIEao5O2jlEH\n2CqbSJh24AnDUSTaldHJoy37BlHdlJHBANR7FAl3mzWhiYT7vve/yWwoI3WGGQzlqkMTCWYwUGNl\n+SEGjV0ddLekk/lS8Ww5IRXRRIKI6ivuOBHV63ra5ZiSwZBkFAlX1QGGTjt5tMmIEa3HVV+EpsUm\nEsGiAgxV7qNRGQy2f0+2ZzBwFAlqrE77T4jqQMs7jyZ08pjnicXmJhJ58e9b7IOBqD7K6uQxrgx5\nHP+qymBwpc1gMLWJBDt5rB63czx/gKGnB7joomrK4qpzBgMQX+cLWm+TMhiCMIOBKETYBV9eP2rb\nAgxZVTV+sS0npCxZCMxgIDILm0hkk7YPBq+wpgYmnAvq0geDy8Yyu2wue5H8AYZXXgGuvbaasrjq\nPkxl3PVAUB2vygDD6tXppmeAgWor7TCVcXef8uipO6+TW1kHmazlrUsfDEWth/+kngYzGIjMUsbF\nS9woCTYHGLzSdvLosimDwX3f+99kQWW17XwT13k3YN865SFtB35lqWuAIUkfDKbdREpSX2UGA1GM\noD4Y/JrQRCJPZVZYTT0h+dd/3LjW47QVTFPXkYhayjjm2TxMZdiNgLTDVLqqDjD4cZjK6iVtilj1\nvlKlLDc7ilL3JhJx1wPTpvV9rcp9NO0+Eve9NfhyiGxXdB8MnbDhLkWe8hw1IQ1bTkgjR7Ye25bd\nQkTt/BVGNpHoXFP6YLCpTmBTtkUnmnzuNDHAANQ3gwGI/x0dcEDf10zfR5nBQI2W9OQY9UNhJ4/J\n1KWJRF6SBK+IyE5VNJEIet/WAEPaPhiCRnYyLcAARPfB4H1ui7o2kbBtXfJkYoCh6RkMpkn7+2CA\ngWorbR8McfOIa/uaRF4HFBtPhBxFohw27htEdWDKKBI2BRiSjCKR5tyRx3k6T3UaptLWDIak+4A7\nXdX7TBVMDTDUdZjKJH0whH3OZMxgIArhHfc3SWdAadl2Ys5bWSdw/wnpxRezza/sdtREZB+OIpGN\nt8lA2iYSLtMyGOoUYKiDqO3d5BsTUQGG2bPLK4dfnZtIMIOByFJpfwxBPQhH9cHQhCYSWZnSB8PT\nT5ez3DhxFwZFL4OIimNDE4mkxwcb+mAwsYlEkLp08lj3USRsW5c8mZrBUOcmEp2cL0zfR5nBQI2Q\n9YdYxEnUtrsVWdfb38SEnTyGyys6bPoJiKiuggLIRf8eO+kfKMl5qOomEmlHkTAlwNBpJ4+21Q1s\nkrSvC7fe0MRzqIkBBqC+GQzr1qW74bjrrvq/UtXtn8xgIArhbf6Q9jP+z1WdwWDLCZCdPLaL2h4/\n+lF55SCi/FXVRMLmYSrDpM1gcPnPsWWfC5IGGKrevp2oQxCEGQzBTAww1DmDYc4cYNGi5NO7x5DZ\ns6vLhE7y+2AGAzVClju8cX0wJJ2PX9ObSJTFhhNS0LZJs72YwUDUPHUfRSJrHwzs5LFcVW/fJNJ2\n8thEa9ZUXYJgdQ0wAMAbbySf1j2GzJlTSFEKwQADkYc//SisU8KmdPJoaxOJ22/Pd355lTtuPnkE\nGIioGmGjSKxaVW4ZbAowJBlFIglTm0gA9Qkw2FTWMEkyGJp2bn3qKWDJkqpL0ZebwVDXmylp+mZx\np60y2JI2gyGurAwwkLWiOmhM8nrU8zSVrwkTWo+bnsFQ1gn8kkuKnX9R8jh52H7SJbKV//junjN6\nesorg20BBgDYfHP937u8tMNUmhJg8AvKYPjKV/T/pH0DmMamsqZR1zvlca64ov25Kc0144aptF2a\nIKp7DKn6eBaHTSSokar6YW62Wetx00YKqGoUCVulOZEuXFhcOYgovbBOHvM+7kXNL+qOXxplBhiG\nD9f/wwIMYZL0wVB1BkNQgGGbbVrb16aL9TQjbZkkaSDHhnUpgn+b7LRTNeUIUucAQ5oMhtdf1/+r\n3EdnzYqfhgEGaoQsP8SgE6n//U7a9dmWwZB3E4mmi9ueaU6k3/pWZ8sgonIUccxL0gdDHhXyqppI\nuOvX6dCONgQYDjus/X0qD0eR6MvUemmdO3kE0mUwPPec/l/lCBLPPpv+M1EM3e2I4nX6QwwabaKT\nocCCmHogL4r/xNC0E3eUoG1R1xMpUROEXbwUedzL69zkV2YGQ9B2q0sTCaBvgGH06L7T2BpoMGH7\npsEMhr5M3veYwWCGpN8BMxiIEsr7DrzJB/IybLFF1SXoTFmdPLIPBiJ7hXXymDd3nr29unO2Og5T\nmaTy7V9voPoAQ9JhKt1pm14nKEPSfWDs2GLLYSpT6wx1z2DoJMBQ1bZYuzb9ZxhgoNrqpP1/0oBC\np5Uv2/pgyLuJxPDhwCmnZJtnndX1RErUBGGdPOZ5vPaeQ956K/r9rMspu4lEHs0JbRqm0rYAg01l\nDRO1Du99L7B0afX7TNlM/l6jMhhs/546CTBUtc5vv51sOmYwEAVIe/eJYyvHq+uJoVMLFkS/30mU\n2K+p25aoahtuGPx6mb/JvIIaVTWRCDoPp7kA8gcmyg7aJslgEGmtk8kXd0nU7Xxj+/fRCVPXua4Z\nDE89pf9nCTCU/buzJoNBREaJyJ0i8qSIPC4ipzuvDxaR20TkGRG5VUQsTagmE2Tpg8FbAQial6kH\nZNMEfQdN3nZxw2fWrbJGZLo86yNBw7sV2USiyPbkVWcwJGFDEwkgfXMPU9lQxiDsbNpOdR2m8uyz\n9f9OsrTcC/2kGQV5SRpg8P6+4r63ojIY3gbwRaXUeAD7AficiOwK4BwAdyildgFwJ4BzC1o+NcDq\n1cGvp6lwhJ2YOh1FIi8rVuQ/zyBZy+5N4eWJPV4e+wqDFESp5FYf2Wqr9udFN5GImsaWAIO7rCSv\nJZlHlQGG3l7gzTfbX4tqIkHlWL689TjJftX0c6hJTXfqGGBwr0062cbuZ/PIdk3DmgwGpdRCpdSj\nzuMVAJ4GMArAkQBmOpPNBDC1iOVTM5x8cvvzLHdHTLPXXlWXIJnvfKfqEuSjyLuQRS+HiMLlWR8x\n5ZxhW4DBFba8NHf6qgww/PrXwPnnt79W9z4YbDhnffOb+v822yQb5rVp8gjwFaGuTSSyNI/q7dX/\nTQ0wGNUHg4hsB2BPALMBjFBKLQL0SR/A8KKXT/U1d276zyTtGLLqHrbJTnH7DDMYiKqTtT4SdgGW\n928ybn42BRiSND8M69siaNoqAwxvvaU7CfSK6oPBtgCD7X7zG27vICZvkzpmMLjHqCwBhrKbSHSy\nvEoDDCKyGYBrAZzh3DnwF4dVZepYpxkLSftgaMKFXNmpvXnZZpvylpVGd3fr8UYb9X2/CfsUkYny\nqI/4j3HLlwMPP5xXCYOXEfSaTQEGd1lRrwUdK8OmrzLAoFTwyB7sg8EuTTsPb7xx39dM+K7jMhhs\n/Z7++lf9f8st03+2ThkM/TsvTlwhpD/0yfxKpdQNzsuLRGSEUmqRiIwEsDjs8zNmzFj/uKurC11d\nXUUVlWomjz4YilpeUxS9Tc4+GzjjjGKXkdXgwX1fYwYDpdXd3Y1ub+SKUstaHwFmANCdPE6b1qqP\nuHezy/5N2hZgiJMmwFDlMJVhnRpHBRhMuJDLwpR9JAn/jaOwaZpmt92APfcEHn209ZoJ26GunTy6\n9twz2XS/+AXw6U/rxyYEGH7yE+DUU4OnmzevG0A3AGDlyuh5FhZgAPBrAE8ppX7oee1GAJ8E8N8A\nTgRwQ8DnALQHGIiCJG3uECbqAFt1J482K+PE1T/nI1fc8JJ5yWNf6e4GPvOZ7PMhO/gD7BdeeGF1\nhbFXpvqIG2A4/XRg5537vltUE4mwY6lNAYYko0iEBRiSNJHwN1kom0jfMhXR+SfFM+Gi2URKAWPG\ntAcYTBEVYLjxRn3ha2snqkn3x2HDWo/dDKkqAwybbRY+3ZgxXQC6ALhlDa+PFDVM5UQAxwE4SEQe\nEZGHReRQ6BP5B0XkGQCTAXyriOUTJVXVmLOmsLWJhN+UKdk+f+aZ+ZQjTifb+/e/b39+1VX5lIWo\nCfKsj4Qd44LS5jsvb7Jpwo4lSY8xNjSRSBJg6GQouE6Fba8knTwmydKomu0X6EkyGIBm1veCmlkB\nwMUXl18WV5JOHsu6+VOEpMcm73dz0EH6f5V9MBx6KPDDH4ZPm1QhGQxKqXsAhMWcPlDEMomSCuqD\nAeh8mEr/vKl4/u28227Z5rdqVbbPJ9VJKuAxx+RfDqKmyLM+Epae/9pr6cuVRVyAoayhLtMKK1vY\nxXdQE8awbIEypGki4W/SMWBAceXKW5KsE1OxiURfQb879/nkyTpToApudkJUvci2/c8r6b7Wr5/u\n6HbNGmDgQP1alRkMm2+us/WCpPn9lBj7JaoeR5GgKnGfIqqf11/Pd36xvXP3syfA4F2G277YL0kG\ngymdPPqFjSLhl3ezviLYfvE9Zoz961CEqHpvlXXdW27RHVDWNcDQSQaDu75VBhjyOlYxwECNEZWx\nkIX34GjbwdC28rqy9r9RFVvKSUR9hZ1D8gwwBF1UB00TVSk3LcDgVrRHjGhfvitLEwkTAwxBnymz\nKUdWtl6kb7ddsumadh6OymCoMsAwciSw++717eQx6e/IhACDu9wzzogOMDCDgSihsD4Ykh50Z84E\n7r03/3LZrmkn8KS4XYjsFVa5KrqJRJphKk3pg+H++4HvfldfPMRVStPcMavyQr2TPhjciydbL9pt\nO2exiURfpgYY1q3Tv52o5du2/3llyWAouw+GIoI8DDBQI+XVB8MnP5lrsaxz4YXAuHHtr1VxArfl\nJGRLOYmor7BjW9lNJGzog+Hii4Evf7k9g8FdblBZ4pgwTGWQsCYS7vYt+05kXh57DNh666pLQXnx\n129NCDAopYOLdW0i0UkGg7stqspgiMMMBmokDiuZzsiR2bfFoEHAO97R/tqiRfqvSGwiQURlK6OT\nxzyCAyYEGNyKclgGQ5qgQtRrJjaR8Jax7DuRWXgvOt/1Lv3YtnNWkv1qxQpg9eriy2IKf9DRlD4Y\n1q2rd4AhaQaDt0+dqppIuN9BntubAQaqnTTpVk3u5LGoTIMbbgCmTy9m3rar+z5F1ER5ZzD4pWnC\nZ0oTCW+FNc9mDd4L9qjOLotQ9wCDn43NCZI2kbjuuuLLYoqw/db9X3UTCfbB0HpcdR8McdyyfvOb\n8dMywECNEdUkghd+nakytc6EcqSVpZxuJf2jH82nLESUTll9MIT1DeQth+lNJNx5ezMY8ljekCGt\nx2VfHHXSB4NNTSRsDCj4JV2HFSuKLYdJTO2Doe5NJDrpg8HdFqb2weCW9dxzgbPOip6WAQZqpKAK\nTyd9MPjZdjDMo7x1qJRsv305y8lje9u2jxHVRRl9MAQtI20nxCYEGMIyGML6UggSNKJGklE2ipIm\nwGBjHwxB29i2803SfcK29crKv13efLP1uskZDDZ/T0n3xX79gK4u/bjqDIYk/f8EPQ7CAAPVRto+\nGKJ+HGwiYba8Mxi+8IVsn3fFdYpV11RAoiYoq5PHJOWwpYlEklEkknr77faLeRMyGNasiR6m0sYA\nQ9jzOql7/c4rKqvJ5AyGUaPKLU/e0mQw3HorcOaZ1ffBkAYDDEQRkkbtKFjSdNymiNuPmMFAVD9F\nNZEIY0MTiTvuaJXHrWhnPVdssEE+mYad6iTAYHMfDDZK2gdDk86jpgYYojIYttkG2GQTu7+nNH0w\n9OvX3qdM2ceNTjIY4gIoDDBQ7STt5DGPYSpd7nCVth0MbSuvK+8MhrK2g63bm4jCRzC6rDHWAAAg\nAElEQVQoqomErX0weOfrZjDccQdwyinty48Tl4676abVH1NXr653HwxVb9+i1HW9gsQ1pzIxg+Gv\nf21NY6u0fTB4vwtmMBBZJM3JM+1B97DDOitTleqUeWDLSYgZDET2qqqJhG19MHjn62YwTJ6s70jm\ned4ZMsTsDAZbAwxp+skwDftg6MvGDIbdd7e/qbKNo0iwDwaiAGn6YBCx8+SZtzzu/NdhO+Z1EmMT\nCaL6CjvW5d0jfdYmEkmUncEQtPxOeD83eHBn8+hUmgCDW06bmkjU4VyetIlE05gYYIjrg8H27ypp\nBoO3CZm7LUzNYGCAgSihsKhd2oOu7QdC2+TdRCIvZQQYiKi+so4iYUITCW9l1T+KRBpx61FFBsNm\nm7W/FtVEArArgyGIbecsZjD05T8meNfd2+6/bOvWxQcYbP6e0mYweNfX1D4YvNgHA9XWhhsGvz56\ndLLP59ljso0BhrzKbOO6+zGDgYjimDIsok1NJPwZDKtXdzbPoLT9KgIMQ4a0v1anTh6bNIrE//5v\n1SUoT1wTiapGt6r7MJVpMxiA6ptIxGEGAzXCOecEv37JJcnnkVcfDHHzM5WtF7xNzGCoc2WPyAZh\nv8ENNgDGjwcWLsxnOXHHiai7jqY1kfBnMIwY0Vp+VlUEGI47Djj88NZrdeyDwWZJm0i88krxZTGF\nDZ087rgjcPbZ5pQtD51kMFTdRCLPzG0GGMha/pO6+8MIy2xwp0nSBwObSCTDPhjSyXKnoJMUNiLK\nT9ixbtAg/Z578VzEMvzThB1LTGsi4c9gGDAg+XxMayIBABtv3N73Q1QfDEpVd3e4E0FZInU932y6\nadUlKJeJfTB4MxgGDQIGDuxbNpulHUUCsCuDgU0kiBxRbVvrehKNYnMTCVMzGOLYmjFCRH2PdYce\nCnzrW8AWWxRzHOy0j6CqAwxRGQxhZfv+95PNu+pOHv3lX706envb1ETCz8YLPBvLXDQTR5Fwl+kG\nGN5+uxWou+yyasuWF5v6YGAGA5FH1gNPVHvDTjMYbDsY1uWCN4/RMMoohwnbiojyscUWOq130KB8\n51vnUSTChkD8xCei5xNUma2iiYQ/+3HNmujP2BxgqKMmBiDiAgxVNONxf7duc6+VK/UwtgDw6U/3\nnc5GNg5TGYd9MFAjFHlxnPYk1MSTFlBdEwn/9/ajH6X7fP/++ZXFq4w+GGw+4RLZLOxYl2cGQ91H\nkUizneLKt/nm1QQYvKICDLYFF0SAyZOBo45qvWbb+aapdbEo/v12hx1aj0WAOXOA884rv0z9+rXK\n9cILuvmRWybvf1tlyWAwdZhKLwYYqLY6PfEF3YUImlcn87flgPjYY3Y3kcjK39bPhgwG2yp6RHUT\n1pnfFluUWw7TAwxRGQxR5fEL69vA+9jkDIZ+/fLPbimSCHDHHcCll7ae28bGMhfN+xuZOBEYN671\n3N1e3/gG8NJL5ZXJe1y47jr9381gCLrgrjNbMxjYBwPVVh6jPISlYNa9iYRt5bWFG4EPU5cmKURN\nFBVgyDNgO2+efmxrHwz+Th6DMhiSlDGuAlv2Bcj3vgc8/XR72cOG3RQBtt3Wzk4evWw738TtV00N\nQIT97tzn//VfwBe/WF55/JlNQCvA4L7etACDt/Peskc5YR8MRB5pO/obNAhYvrz1vKknGqC8O/ZF\nybvPhbzW4z/+I91y02BQiKhaYRe8eWYwjBmjf+OLF4dPY1MfDP6MijTnXW9Ax734cN1zT/kXIKtX\nA7/5Td/X3PL4bbutfc0kvGypI22/PfCHP+jHtpS5TN7fYFiAYfp04JFHgNtvL6dMQZlN/iYSgJ31\nna22Am69Nfn0Qeu70Ub5likO+2Ag8kh74Bk2DFiyJNkdhbpnMADNbiJRlLg7bjbtH0TULiyDwR2m\nMq9ldHUBDz0UPo1tTSQ67YPBu739TQ3e+95WB3FlC2oi8b739Z1u1Ci7Agy2nstHjQKGD6+6FOZK\nEmAYPBj4wQ+Az38+PCsn7zK5xwW3OYDbN5btfTAoBey9d/Lpg5qElH1cYwYDUQYbbQRsthnw2mt9\nAwJpU1D9bDsQ2hgQ8TI1gyFuPmnSZYcP13cz/fO29TsjstVFF+n/ZTSRAHTl9MEHw9+3qYlEWMAj\n7ELHyxuY2Hxz/d+9oN9gg/aU4rIcd1z786g+GLbdtpoe+jtlaxMJ7z722c8CZ5wRPq1tdbU8RAUY\n3P1zww2BI44Adtop+ZCxWXgDj2+91V422/tg8AdVzzwzenpvk5BOLvTz4C7vpJOip/vYx4BPflI/\nZh8MVFud/ABHjGgdUJNUcCiajQf/IuXZyeMhh7QubIioOl/5iv5fViePe++tMxg6CYCb1kQiaQZD\nUFm8n3MzGNyLEff9MgMMH/oQcOyxyftgsD2DwZY6kXffed/79J14agnrawwAenvbX//hD4Fvf7vV\nD0xRvE0k3N+0W07bm0j4j3lxfVuYsL7r1gFTpwL77hs93fjxwOWX68dxx4eCBmsjKl4nd6GHDwee\neSb+M2wiYTZbMxjSLCfszp9N+xhRHbi/uag+GPLOYPjSl8Lfjzo/rV0bf2cJ0J2I/fznwJ//3FkZ\no3jv2iftg8G7PkOHAq++GtxEwr0gAspvIhG0rPe8J3x62zIYbJb095fkt1FHYRkM/hG1dtwR+Nzn\n9PHnmmuKK4+3iYQ/yOGyKYPhpZeAv/0NuPNOYNUqnRHi6iToW0UGQ9rfBgMMVFud/AC97fSifhyd\nVhZtu2gv4iA2a5Y+QTVR3N2qLAEGNpEgqoZ7lzzs+J53BsMOOwArVgCLFunnaTIYXn1V9zcU5+WX\n9f/ZszsvZ5TRo/X/sAwG/4g73vW59FKdhhuXwVBFEwmR9v3g2mtbj3/72/YmFKNG2RVgsDWgnbTf\nEUC383/ySeCww4otk0mimkiMHQusXNn+2jnn6DvVd9wBfOADxZQpKIPB34+GyfXpxYuBu+7SAYW/\n/U13IH/QQfrvoovaAzdxvyET6nlJhxP2igtIMMBA1soSYBAB7r0X+Pe/9fNnnul7cdhJBoPJB0Sv\nvMoZdGLfcMPit0PYd/OHPwAf+Uirs6Cwz775ZrL5pRXVHjftcl54wZ79iajO4i5i8+zkEdDzcptJ\nBHn2WeC889rHs3c9/zwwcmT8MtyLilGjOi9nEm+/Hbxt/AEG7zZ2p/dmMLh9MPibSJRZEXezH73L\n9JbRv07bbqv/23LX3KYmEmvX6vrbE0/obJw0ZR04EJgzJ11gwgZKAa+/rjszX7JEBxuXLNEjQwwd\nGv45/wgtAwfqZiaf/Wz8yFidWrasNaqb+9v3H4tMymB4/XXg//6vlaXw0kvA+98PTJ4MnHaaDsiE\n/c6TBhhEgPvvT/aZvKxbBzz2GHDFFe1ZF0kwg4Fqq9MmEq433tBj/372s/r5Qw8B73ynfpz2wObt\npMUWeZQ1KK2qjJNC2PyPPhr4+9+B/fcP/6w/uJCnPAMMYXciTTnhEjXFppsCf/pT+Pt77w1cfHG+\ny4zr6HHWLGCPPfq+fv75yYIGRR4HAeC224CDD9YXgN7jWFgGQ1CAIaiTR28TibIzGP7971Z2SZDJ\nk1vDWF5+eSuLIyrgbRIT6y9K6Yu5J57QmQfu/3/9S9fnxo8HPv7xVt0tCXc9589vfUcmevttXQ9w\nAwX+wIH/8dKlOlgwbJj+GzpU/99xR92+/uc/T/4dT5mi5+1mOuXt9ddbj088UXcuOXIk8Mc/tk9X\nVX1n1So99Oydd+q/J5/UI9dMngz84hf6+Jzkd/2nP7V31h0kqIl1Ueu9di3w6KPA3Xfrv7//Xe8j\nkyalDyYxwECNkaSiETWUUZa7DLbcofDLehDzp78C5QQYotJO4w76QWUzMYNhk02Arbfu7LNElB8R\nXUEPM3AgcOih+S5zwgTd4VqYgw/WwYROFR1g+OAH9fn2qaf0sJsub6/1XkEd0QUFGKrs5HHTTYFt\ntmm/OPLaYotWE4mPfKT1eljnoDYo67yjlM5E8AcSnnxSZwi98536r6tL3zEeN661T3SyLEAvo8wA\nw8qVyQIF7vM33tDDR7oBA2/QYJdd9I0U97n73kYbRZch6ZCxIsApp+Sz3kFmzWoF44YPb/1ejjqq\nvQxl7X9r1gAPPNBq8vDAAzqAe9BBwCWXAPvt1zcomkTUecPlfg/LlrVey2u9334bePjhVkDhnnt0\nvbKrS3dY+7Oftdcz02CAgWorawaDn7cSkPbA5n7WxDsAfhts0PkBxS+oQ7GqAwxxlbkiK6R5BhiC\ngjdp50FEdvI2kQj6zcddSMQ59lhgyJBs80jiySeBU09tPfdmIHgFrWNQJ48TJ7aahpSdQt3bCwwY\n0ErtTsqGDIaurvagCFBcfWbJkr6BhCee0EGnd75TZyXss48eMm/8eH2RnSd3n3nsMT0ySCfWrdND\nnicJFLiPlWoPEngDA9tv3zeIMHhw/jevTBixIOmyi6xPu00D3CYP//iHzk466CDgrLOAAw7oPICV\nlvsdv/pq67VOv5s1a3TmmxtQmDVL97MxaZLu1+bXv46+DkqDfTBQbQX9AOMOSN4+GPySRnaD2HSH\nwu1rIo+Dd9BFcBntYvMOMOQZLY7CAAMRJbH99u136/0GDMg2/5NP1n9Fe/55YLfdWs/D1inouBzU\nB8O+++qsCKDcDIa1a/XfhhuGZzCEsSHAcNdd+c9z2bJWFoI3kLBmTSuQ8M536iYO48fnd+ETx91n\nHn+89drq1bqJQZJAwauv6mk33bRvUGDYMN33xh579H1v002rvwnl7d+kyg5IkwYY8hzh69lnW00e\n7roL2GorHVA46SRg5szofiqK5O/s8vzzk693b6/OtnADCrNn6yYxkyYB//mfwJVXFrdezGCg2oob\nNzvIiBHh7/k/20kfDLbJo4mE/4JeREeG587VkdMiRFUq4wIMRV6gx2UwpKkMhwUYiKj+RIA999Tt\nZYNkDTCUQUQHBrydToYFGLwZGe4d66AmEv75lxVgcLMXRNJnMNh0A8IvyflyxQod9PFnJbz+ug4c\nuIGEI47Q/7feutoLbXefuf56YOedddBgxQp9wRkUMNhtt75ZB1ttlT2LqEq77qqbYFQlaT0sS31t\n3rxWk4c779T73OTJej/8/veL7+A2KbfphXe4zrD1fust4L77dDChu1sHF3bZRQcUTjsNuPrq/DN+\nwjDAQLUVl1IZJGkfDEkip0E9SVcdnS5b0NA27vPZs4sLMJiawZBnE4mw8eyZwUDUDHvvrQMMQb/5\nTtoDV2G33drPEWFNJEaM0BcEIrqfAyB4mEqvMkeRcAMMQD2bSATxn9tXrdKdK/oDCYsW6QtWt5+E\ngw7S/0ePNjNI7tYBurt14GrYMGDLLc0sa97c7/Tee8sf4tWriCYSS5a0Dx352mvAgQfq/fH883VH\nkqbV0efNawU6ggIMK1fqurQbUHjoIR2wmzQJ+PKXdZOxvIdJTmrKFN1RfhhLD3tEnWUwbLll+Mne\n3wdDHG86vI13KPI40K5dG5zBABRbAfYGGDbeWEd13f2h7n0wEFEz7L038KtfBb9nQwYD0N48Aohu\n9uG/oxjURMKr6CYSb76pL54XL9bp1e45rSkZDD09+sKst1cHEubN0xdpbvOGT31K/99hB7vW0T0P\nT5hQbTmq4NbPyupfIEweTSSWL9dDR7oBhTlzdN8JkyfrC993vcv8OpT3mOcNvt58s16nRx8Fdt9d\n95Hy1a8C73tf9d+dyw0Eh2GAgazVSYBBBPjOd3SgIe6zcQdA78WkrRkMRTWRAMoLMLjr4L6WJvMk\n6rVO5B1gCKq0MYOBqBk++lHdQWJQRc6GAIOIvgD1OuII4OtfT/Z59/h35pnBGQxp22ivW6cvmt2g\nweLFrcdB/9et05kVI0bo7EdvZ5Vp2JrBcO65upnD7rvr73HnnfuO/mGj7bfXHfk1za9+Bbz73VWX\nIjn/73vVKp154TZ5ePxx3Rno5Ml6NIQJE+zeP93g68EH6/rspEl69IpNN622XJ2y9LBHFCxJtPIL\nXwh+Pe0oEt4MBne5tgUYsgobphIoNsAQdNfKvbiP+95sz2BggIGoGYYNC/+92xBgAPpmMAwdCpx3\nXrLPuse/730v/P3Vq/Wd9bhgweLFunO+QYN0sMANGrj/3/Me/d/72mab5XNOt+nuvteXv1x1CYox\nYADw7W9XXYryldGpa1JJ6zEPP6ybPfztb8D99+ushIMOAr7xDX3xvckmxZazTG4Gw/vep/9sxwAD\nWauTDIYoaT8blMFgk7yaSFQRYAjqg8EN+MQFEIrMYChjFAkior32qroE8bbfXt/97tTee0e/v+WW\nwNNP65El/AGDrbfWPfl7Xx86NJ+O+fbfX9/Nv/zy+GknTtTBCyJqSdLB4siRwC9+oQMKX/wi8P73\nB2cy1cWUKcB221VdivyUXn0VkUNF5F8i8qyInF328qvQ3d1ddRFyZ8I65R1geOKJ7vWPk2Qw2NBE\nIu57yqOJhH+buxf4RaWqdXd3BzaRSJrBUKROMxiCvifbMxhMOEbkrY7r1GS21keU0pXtKCbsq7Nm\ntY8gkYZS+kI+6ni36666E7QFC/Sdzltu0cPNfec7wIQJ3TjhBOCQQ3QwZptt8uv1/+9/1+PJJzkW\n/+Mfusf6spnw/VelyesO2LH+O+0U//u57jrgn//Uv5/DD08eXLBh/YN84xvATTdln48p619qgEFE\n+gH4MYBDAIwH8B8ismuZZaiCKV92nkxYp7wCDO58Hn+8e/1raTt5NLWJRNHfU1A/AW6aV1EXwmEB\nBhMyGPIMMISNImELE44ReavjOjVV3esjTd9Xuf7dVRehMk1ed4Drz/XvrroIAMrPYNgHwHNKqblK\nqTUArgJwZMlloJroZJjKIGEXpJ1kMNikqCYSYcOQ5cn0PhjCOvVKs2zbMxiIDMf6CBERUQHK7oNh\nWwDzPM/nQ5/k+7j77lLKU4o5c+q1PoAZ67RgQd/XoobACuMG+7wXbiLAyy9Hr+P8+a3HSQMMVW8z\nv/vuA155pfPPz5+v01S93ADDQw8BK1Z0Pu8wc+bo8Y797rlH/3/wwehhxBYt6vvav/+dz3fzxhv6\nf9j+8NhjwT0CB/2eenuDAwzLlpm3HwUx4RiRtzquU4Mlro8QERFRcqJKvB0mItMAHKKU+k/n+ScA\n7KOUOt03He/RERERBVBKGdYYyz6sjxAREWUTVh8pO4NhAYAxnuejnNfasPJEREREBWJ9hIiIqABl\n98HwAICdRGSsiGwE4BgAN5ZcBiIiImo21keIiIgKUGoGg1JqrYicBuA26ODGr5RST5dZBiIiImo2\n1keIiIiKUWofDERERERERERUTxaPsl4cETlURP4lIs+KyFec174tIk+LyKMi8kcRGRTx+X4i8rCI\n3Oh7/fPOPB4XkW+l+byIDBaR20TkGRG5VUS2yGGdpovIfGdZD4vIoQGfGyAi94nII065p3veu0hE\n/um8d4uIjAz4/CgRuVNEnnQ+f7rnvY7Xybc+Zzuv7SEi9zrluV9EJhRRnqBlZ10f5/O/EpFFIvKY\n57WPisgTIrJWRN6dZnt43qtyvwtap9j9xplujme6+9N8vqj9LmydnNcL384l73u7i8gsZ1vfICKb\nBXwudDuXtU1C5ucv1+ed1xMdxyO+40r3PaqnoN+1WH4+SyNi/SOPP57PBx0/rPithhx7rT7vpxGy\n/rHHaYmum9q079eujpRGyPrHXpuEfdbznrX7f1nlL3z/V0rxz/MHHXR5HsBYABsCeBTArgA+AKCf\nM823AFwSMY8zAfwGwI2e17qgUzH7O8+Hpvz8fwP4ivP4bADfyrBOjzjrNB3AFxN8fqDzfwMAs6F7\n2gaAzTzTfB7ATwM+OxLAnu70AJ4BsGuWdQpZn3EAbgVwsDPNhwDclXd5wvaPrN+R85n9AewJ4DHP\na7sA2BnAnQDenWafrXq/i1in2P3Gee9FAIMDXq9kv4tZp8K3cwX73v0A9ncefxLARSm3c2X7Xli5\nkPA4HrQ9TNj3+Fe/v4DfdS3OZzmsf+zxxzOPoOOHFb/VoGMNLD/v57D+SY/TYXVTK/b9iPW3uo6U\nw/onvTYJO0/bvv8XXv4y9n9mMPS1D4DnlFJzlVJrAFwF4Eil1B1KqXXONLOhe5zuQ0RGAfgwgF/6\n3vov6C/pbQBQSr2a8vNHApjpPJ4JYGrGdXI/H9tDtlJqpfNwAHS/Hcp5fYVnsk0BrPN9FEqphUqp\nRz3TPw09/niWdQr8jpzlu5G2LRHcI3jW8oQtO8v6uGX7B4BlvteeUUo9h+jvKapMVe53YesUu9+4\nxUJAllWF+5077z7rhHK2c6n7HoCdndcB4A4A0wI+F7WdK9v3wsqV9Dgesj0q3/eolmp5PkshrAyx\nxx8g/Phhy2+1juf9NELWP+lxOrBuCnv2/VrWkdIIO9ci2bVJ2Get3v9heX3SxQBDX9sCmOd5Ph+t\nH53rZAB/BQAR2VpE/ux57/sAzkLrQOd6B4D3i8hsEblLnHTHFJ8frpRaBOgDA4DhGdZpgfOaAnCa\nk4b2SxHZMqhMTgrOIwAWArhdKfWA572LReQlAMcCuCBkndxpt4OO1M3OuE5B67MNdCTvUqc83wZw\nbh7l8X0+av8YkeE7SiVFmarc76LKn2S/UQBuF5EHROTTHXzenXY75LPfRSlkO1e87z0pIlOcx0fD\nqeQl2M73OS8Zse8FlMsVdRyPmp9p+x7Zrenns7D6yZMi4lZ4o44/YceP2v1WbT/vdyj0OB1RN7Vl\n3w9VwzpSWrHXJhFs3/9rUZ9kgCElEfkagDVKqd8BgFLqFaXU4c57hwFY5EQFBe0RuP7QqUz7AvgK\ngGtSft6vz8k0JQXgpwB2UErtCX2A/q6/TM7zdUqpvaBP8O8Vkd08752nlBoD4LfQqVh9Pu+s22YA\nrgVwhlLqzQLWSaCjfmc45TkTwK/zKE/Q5xPK+h2Fzzh5mUzb7+AsP8l+M1Ep9W7oCO3nRGT/lJ8v\nY79zFbKdK973Tobe7g9A3wVZHVYm33Z2755Uvu+FlCvyOB7HwH2P6qdR57OQZZ0M4NSo40/c8aNu\nv1Xbz/tpxR2no+qmPjbt+3qB9asjpfETJLg2iWD7/l+L+iQDDH0tADDG83yU8xpE5JPQP+RjQz47\nEcAUEXkRwO8BHCgiVzjvzQdwHQA4UdZ1IrJVis8vEpERTjlGAlicdZ2UUkuUUu6O8wsA74maiVJq\nOYC7AAR1uPI7hKcw9oc+gF2plLrB81an6xT2HZ2glLreKeu10ClAeZcndP8AsDDDd5RFVJmq3O+S\nCN1vlFKvOP+XAPgTgr/PMve7KPNQ/HYudd9TSj2rlDpEKfUe6PS5F4Kmi9jOZWyTUGHlSnAcT8qU\nfY/s1vTzWVj9JMnxJ+r44VXH36rN5/1YaY7TAXVTW/b9JOpSR0os7bVJgErrHjmoRX2SAYa+HgCw\nk4iMFZGNABwD4EbRvZieBWCKUqo36INKqa8qpcYopXZwPnenUuoE5+0/ATgIAETkHQA2VEotTfH5\nG6E7OgKAEwF4DwadrpO3Z9mjADzh/6CIDBWnB1ER2QTABwH8y3m+k2fSqdBtuIL8GsBTSqkf+l7v\ndJ2C1ucGAC+LyCSnbJMBPFtAeQK3Zcb18YqKRIa9HlWm61Hdfuct9/qyJ9lvRGSgE1mHiGwK4GA4\n+2eF+11bEdH+fZSxnUvd90RkmPO/H4DzAPws5HNh27nqfa9PuZIcxz36/BYN2feoXup8PksirH4S\ne/yJOn5Y9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o8g2yQaptLpRGQvERkEPZ7qbtDD2lyklFIicjGA7wL4VB6FEpGsQ9YQERHV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fzjvP5+hoJxjVyv1v5jkYzGyEmY0MXq8NTAMWAbcBxwWzHQvcGry+DTjKzIaa2RbAJGBeu9sX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\nmDvX5xKReGZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_6')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The driver left home alone in the morning. He/she drove to Dubai and during the way stopped at Epco Gas Station. In Dubai he/she stopped near a supermarket and medical center. Then he/she drove to Town Centre Jumeirah - a shopping center. After this he/she drove back and parked near a big shopping center. Later he/she returned home. When the car left, there was a passenger. They arrived to a Tim Hortons - multinational fast food restaurant. Then they (and more passengers) drove back home - maybe they were guests. Some time later the car drove to a place at E11 and left passengers from back seats there. And this was the last destination, as the car returned home at ~ 17 hours.\n", "\n", "The car drove at high speeds, but mostly within limits. Maybe sometimes the speed was a bit too high between the speed cameras. It seems that the car is quite new and the driver may use it a lot.\n", "\n", "The driver shops a lot and drives many people. A social person." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 7" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 18 km. Drove today 278 km or increased mileage by 1544.44%.\n", "00:00:41 - 05:14:15 Stayed for 5:13:34. Average temperature was 44. Opened: Trunk, Hood, Driver door, Passenger door, Left rear door, Right rear door.\n", "05:14:15 - 05:20:39 Drove for 0:06:24. Traveled 1.0 km, with average speed 7, EngineRPM 992 and temperature 45.\n", "05:20:39 - 05:33:07 Stayed for 0:12:28. Average temperature was 43. Opened: Driver door.\n", "05:33:07 - 05:35:24 Drove for 0:02:17. Traveled 0.0 km, with average speed 8, EngineRPM 1044 and temperature 42.\n", "05:35:24 - 06:52:10 Stayed for 1:16:46. Average temperature was 44. Opened: Trunk, Hood, Driver door, Passenger door, Left rear door, Right rear door.\n", "06:52:10 - 06:55:51 Drove for 0:03:41. Traveled 1.0 km, with average speed 9, EngineRPM 1017 and temperature 46.\n", "06:55:51 - 08:02:29 Stayed for 1:06:38. Average temperature was 45. Opened: Trunk, Hood, Driver door, Passenger door, Left rear door.\n", "08:02:29 - 08:05:32 Drove for 0:03:03. Traveled 0.0 km, with average speed 5, EngineRPM 1058 and temperature 46.\n", "08:05:32 - 13:01:25 Stayed for 4:55:53. Average temperature was 57. Opened: Driver door.\n", "13:01:25 - 13:01:34 Drove for 0:00:09. Traveled 0.0 km, with average speed 6, EngineRPM 1081 and temperature 56.\n", "13:01:34 - 13:12:22 Stayed for 0:10:48. Average temperature was 55. Opened: Trunk, Driver door, Left rear door.\n", "13:12:22 - 13:13:57 Drove for 0:01:35. Traveled 1.0 km, with average speed 38, EngineRPM 1565 and temperature 54.\n", "13:13:57 - 14:18:28 Stayed for 1:04:31. Average temperature was 52. Opened: Driver door, Passenger door.\n", "14:18:28 - 14:21:28 Drove for 0:03:00. Traveled 2.0 km, with average speed 61, EngineRPM 1558 and temperature 52.\n", "14:21:28 - 14:26:56 Stayed for 0:05:28. Average temperature was 49. Opened: nothing.\n", "14:26:56 - 15:06:13 Drove for 0:39:17. Traveled 54.0 km, with average speed 96, EngineRPM 1700 and temperature 40.\n", "15:06:13 - 16:00:08 Stayed for 0:53:55. Average temperature was 39. Opened: Driver door.\n", "16:00:08 - 16:02:50 Drove for 0:02:42. Traveled 0.0 km, with average speed 11, EngineRPM 1074 and temperature 43.\n", "16:02:50 - 16:07:29 Stayed for 0:04:39. Average temperature was 42. Opened: Trunk, Driver door, Passenger door.\n", "16:07:29 - 18:01:47 Drove for 1:54:18. Traveled 168.0 km, with average speed 99, EngineRPM 1691 and temperature 33.\n", "18:01:47 - 19:03:37 Stayed for 1:01:50. Average temperature was 36. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n", "19:03:37 - 19:08:35 Drove for 0:04:58. Traveled 2.0 km, with average speed 18, EngineRPM 1216 and temperature 42.\n", "19:08:35 - 19:12:10 Stayed for 0:03:35. Average temperature was 40. Opened: Driver door.\n", "19:12:10 - 19:16:13 Drove for 0:04:03. Traveled 0.0 km, with average speed 15, EngineRPM 1235 and temperature 39.\n", "19:16:13 - 19:46:03 Stayed for 0:29:50. Average temperature was 34. Opened: Driver door, Passenger door.\n", "19:46:03 - 20:20:22 Drove for 0:34:19. Traveled 47.0 km, with average speed 90, EngineRPM 1702 and temperature 32.\n", "20:20:22 - midnight Stayed till the end of the day. Average temperature was 41. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BoM+zz078ORosTjgh3dC6MsWNYPjMZwa/55Zbxr9/3vPGvz/xxOArNRgAAGiO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\nflj64Ae7vlZIvhe6ZTXK229LL74oPfdcZyKh8Pzll6WhQ4Om+nvu2bl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4fXwumLJY2MLD4inFZuekkTJ07c8nzs2LEaO3ZszL0A0K7yWA4noVX3q911fV+nS5qu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\nyBtzW/4xyef6zG3ZqxmlFH9cP9BBl/cB9AfQBsCbADYEsBt0G08AuBjAR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_7')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A new car (very low mileage). It seems that there were some problems with the car - the hood was opened in the morning and then the car drove to something like a car shop. Probably there the car was repaired. Then there was a stop at a parking... well, not really. The car was taken to the Dubai - it seems the initial repair wasn't successful. Now the things got better - car became able to move and drove to a gas station.\n", "\n", "Then they ate at a restaurant and visited another gas station. Interesting point is that only a driver left the car at a long stop near the restaurant. Maybe the passenger was transported by a car company? Anyway he/she left a passenger at E11 and finished the travel in a place different from the initial. Second home?\n", "\n", "The car drove somewhere within the speed limits.\n", "\n", "So the new car with some technical problems. Maybe changing it is a good idea? By maybe it is normal for a car to visit the car shop during the first days after the purchase. I can't be sure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 8" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 11 km. Drove today 437 km or increased mileage by 3972.73%.\n", "00:00:44 - 05:04:47 Stayed for 5:04:03. Average temperature was 38. Opened: Driver door.\n", "05:04:47 - 05:07:15 Drove for 0:02:28. Traveled 0.0 km, with average speed 12, EngineRPM 1161 and temperature 36.\n", "05:07:15 - 05:43:40 Stayed for 0:36:25. Average temperature was 36. Opened: Driver door, Passenger door.\n", "05:43:40 - 05:46:54 Drove for 0:03:14. Traveled 0.0 km, with average speed 5, EngineRPM 968 and temperature 39.\n", "05:46:54 - 06:13:29 Stayed for 0:26:35. Average temperature was 34. Opened: Driver door.\n", "06:13:34 - 06:24:51 Stayed for 0:11:17. Average temperature was 31. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n", "06:24:51 - 06:27:29 Drove for 0:02:38. Traveled 0.0 km, with average speed 3, EngineRPM 931 and temperature 33.\n", "06:27:29 - 08:26:44 Stayed for 1:59:15. Average temperature was 40. Opened: Trunk, Hood, Driver door, Passenger door, Left rear door, Right rear door.\n", "08:26:44 - 08:29:26 Drove for 0:02:42. Traveled 1.0 km, with average speed 18, EngineRPM 1300 and temperature 37.\n", "08:29:26 - 08:36:03 Stayed for 0:06:37. Average temperature was 35. Opened: Driver door.\n", "08:36:03 - 08:45:37 Drove for 0:09:34. Traveled 7.0 km, with average speed 50, EngineRPM 1724 and temperature 33.\n", "08:45:37 - 13:07:34 Stayed for 4:21:57. Average temperature was 46. Opened: Trunk, Driver door, Passenger door, Right rear door.\n", "13:07:34 - 13:14:01 Drove for 0:06:27. Traveled 4.0 km, with average speed 49, EngineRPM 1795 and temperature 47.\n", "13:14:01 - 14:11:37 Stayed for 0:57:36. Average temperature was 44. Opened: Driver door.\n", "14:11:37 - 14:30:33 Drove for 0:18:56. Traveled 17.0 km, with average speed 63, EngineRPM 1651 and temperature 41.\n", "14:30:33 - 14:42:41 Stayed for 0:12:08. Average temperature was 35. Opened: Driver door.\n", "14:42:41 - 15:27:29 Drove for 0:44:48. Traveled 84.0 km, with average speed 132, EngineRPM 2135 and temperature 33.\n", "15:27:29 - 15:31:42 Stayed for 0:04:13. Average temperature was 36. Opened: nothing.\n", "15:31:42 - 16:19:32 Drove for 0:47:50. Traveled 71.0 km, with average speed 121, EngineRPM 2059 and temperature 35.\n", "16:19:32 - 16:46:09 Stayed for 0:26:37. Average temperature was 32. Opened: Trunk, Driver door.\n", "16:46:09 - 17:02:10 Drove for 0:16:01. Traveled 9.0 km, with average speed 58, EngineRPM 1590 and temperature 32.\n", "17:02:10 - 17:11:03 Stayed for 0:08:53. Average temperature was 30. Opened: nothing.\n", "17:11:03 - 17:41:56 Drove for 0:30:53. Traveled 40.0 km, with average speed 101, EngineRPM 1764 and temperature 33.\n", "17:41:56 - 17:50:35 Stayed for 0:08:39. Average temperature was 33. Opened: nothing.\n", "17:50:35 - 18:08:28 Drove for 0:17:53. Traveled 25.0 km, with average speed 104, EngineRPM 1987 and temperature 31.\n", "18:08:28 - 18:11:51 Stayed for 0:03:23. Average temperature was 30. Opened: Trunk, Driver door.\n", "18:11:51 - 18:24:37 Drove for 0:12:46. Traveled 10.0 km, with average speed 58, EngineRPM 1590 and temperature 30.\n", "18:24:37 - 18:38:59 Stayed for 0:14:22. Average temperature was 29. Opened: Driver door.\n", "18:38:59 - 18:52:07 Drove for 0:13:08. Traveled 15.0 km, with average speed 84, EngineRPM 1800 and temperature 30.\n", "18:52:07 - 19:02:57 Stayed for 0:10:50. Average temperature was 29. Opened: nothing.\n", "19:02:57 - 20:46:04 Drove for 1:43:07. Traveled 153.0 km, with average speed 111, EngineRPM 1965 and temperature 30.\n", "20:46:04 - midnight Stayed till the end of the day. Average temperature was 40. Opened: Driver door.\n" ] }, { "data": { "text/html": [ "
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eeT7PNtt4KYsnn5y+7dVXe/NghDHA0DRz5kzMnDmz6mrUDvsjRFRHv/iF9zOY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Be/+MXE+7nPPvto/fXXT7wcAAAoHuWRfFjSqiBlMDPnY7oAoG7MLHGVvzo6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\nNlkPMcICHXGaGETld67twMKiWscDYQGGY4+1OoXcZ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Nq1rR9q6ew7z2EqsyjL2DV2vWqw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_8')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems that this is also a new car with some technical problems: in the morning the hood was opened and then nearby car center was visited. Or the car simply was in the car center and it was driven to the owner's place later. Another possibility is that the car was bought in the morning, but not sure - it is quite early.\n", " \n", "Then the car drove to Abu Dhabi and visited a gas station on the way there. Also a stop was made at two more gas station. \n", "\n", "After this the car drove to some place called Village Center, but nobody left the car. Maybe there was a short meeting with someone? And then the car returned to the first city.\n", "\n", "Very high speed. A new car. And several visits to gas stations. Not sure what to conclude. Could this be an electrical car? Or maybe it is simply a new car and that's the reason for it's behavior." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 9" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 326 km. Drove today 13 km or increased mileage by 3.99%.\n", "00:00:45 - 12:28:30 Stayed for 12:27:45. Average temperature was 44. Opened: Driver door, Left rear door.\n", "12:28:30 - 12:42:21 Drove for 0:13:51. Traveled 6.0 km, with average speed 39, EngineRPM 1520 and temperature 45.\n", "12:42:21 - 13:11:36 Stayed for 0:29:15. Average temperature was 41. Opened: Trunk, Driver door, Left rear door, Right rear door.\n", "13:11:36 - 13:21:54 Drove for 0:10:18. Traveled 7.0 km, with average speed 59, EngineRPM 1810 and temperature 42.\n", "13:21:54 - midnight Stayed till the end of the day. Average temperature was 45. Opened: Trunk, Driver door, Passenger door, Left rear door, Right rear door.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ecWmJB/eYLz5cskjigVYLAAAADK2irRZ1zHiIt1qQeADQBGulF70o+n1dhQdJ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\nfSltKU0A6ATn3E1mFm+reJqkE1qXL5O0Q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_9')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very little data. A family drove the car at midday. They stayed at some place for half an hour and returned home. The car is quite new and is little used today. It seems that the driver likes to drive fast." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Car 10" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mileage at the beginning of the day: 151 km. Drove today 131 km or increased mileage by 86.75%.\n", "00:00:59 - 05:26:08 Stayed for 5:25:09. Average temperature was 44. Opened: Driver door.\n", "05:26:08 - 05:29:18 Drove for 0:03:10. Traveled 1.0 km, with average speed 26, EngineRPM 1216 and temperature 44.\n", "05:29:18 - 05:43:09 Stayed for 0:13:51. Average temperature was 41. Opened: Driver door, Passenger door, Left rear door.\n", "05:43:09 - 05:49:38 Drove for 0:06:29. Traveled 3.0 km, with average speed 34, EngineRPM 1385 and temperature 39.\n", "05:49:38 - 05:53:31 Stayed for 0:03:53. Average temperature was 38. Opened: Driver door.\n", "05:53:31 - 05:56:34 Drove for 0:03:03. Traveled 1.0 km, with average speed 41, EngineRPM 1501 and temperature 38.\n", "05:56:34 - 06:11:15 Stayed for 0:14:41. Average temperature was 37. Opened: Driver door.\n", "06:11:15 - 06:16:26 Drove for 0:05:11. Traveled 4.0 km, with average speed 49, EngineRPM 1317 and temperature 36.\n", "06:16:26 - 06:51:00 Stayed for 0:34:34. Average temperature was 40. Opened: Driver door, Left rear door.\n", "06:51:00 - 06:59:34 Drove for 0:08:34. Traveled 3.0 km, with average speed 40, EngineRPM 1391 and temperature 44.\n", "06:59:34 - 07:12:20 Stayed for 0:12:46. Average temperature was 43. Opened: Driver door, Passenger door.\n", "07:12:20 - 07:32:14 Drove for 0:19:54. Traveled 12.0 km, with average speed 50, EngineRPM 1373 and temperature 41.\n", "07:32:14 - 07:42:29 Stayed for 0:10:15. Average temperature was 40. Opened: Driver door, Passenger door.\n", "07:42:29 - 07:45:38 Drove for 0:03:09. Traveled 2.0 km, with average speed 55, EngineRPM 1400 and temperature 41.\n", "07:45:38 - 07:49:04 Stayed for 0:03:26. Average temperature was 41. Opened: nothing.\n", "07:49:04 - 08:05:01 Drove for 0:15:57. Traveled 5.0 km, with average speed 29, EngineRPM 1273 and temperature 40.\n", "08:05:01 - 08:23:50 Stayed for 0:18:49. Average temperature was 41. Opened: Driver door, Left rear door, Right rear door.\n", "08:23:50 - 08:26:54 Drove for 0:03:04. Traveled 0.0 km, with average speed 25, EngineRPM 1327 and temperature 43.\n", "08:26:54 - 08:45:25 Stayed for 0:18:31. Average temperature was 45. Opened: Driver door, Passenger door.\n", "08:45:25 - 08:51:56 Drove for 0:06:31. Traveled 0.0 km, with average speed 9, EngineRPM 852 and temperature 46.\n", "08:51:56 - 08:58:52 Stayed for 0:06:56. Average temperature was 45. Opened: nothing.\n", "08:58:52 - 09:01:51 Drove for 0:02:59. Traveled 2.0 km, with average speed 34, EngineRPM 1334 and temperature 44.\n", "09:01:51 - 12:30:44 Stayed for 3:28:53. Average temperature was 50. Opened: Trunk, Driver door, Passenger door, Left rear door.\n", "12:30:44 - 12:42:56 Drove for 0:12:12. Traveled 6.0 km, with average speed 39, EngineRPM 1305 and temperature 46.\n", "12:42:56 - 12:52:37 Stayed for 0:09:41. Average temperature was 42. Opened: Driver door, Passenger door, Right rear door.\n", "12:52:37 - 13:35:49 Drove for 0:43:12. Traveled 28.0 km, with average speed 47, EngineRPM 1282 and temperature 38.\n", "13:35:49 - 13:39:50 Stayed for 0:04:01. Average temperature was 36. Opened: Passenger door, Left rear door, Right rear door.\n", "13:39:50 - 13:47:50 Drove for 0:08:00. Traveled 1.0 km, with average speed 18, EngineRPM 1133 and temperature 36.\n", "13:47:50 - 13:57:19 Stayed for 0:09:29. Average temperature was 36. Opened: Driver door, Left rear door.\n", "13:57:19 - 14:00:30 Drove for 0:03:11. Traveled 0.0 km, with average speed 21, EngineRPM 1182 and temperature 37.\n", "14:00:30 - 14:21:47 Stayed for 0:21:17. Average temperature was 39. Opened: Driver door.\n", "14:21:47 - 14:27:00 Drove for 0:05:13. Traveled 2.0 km, with average speed 30, EngineRPM 1280 and temperature 41.\n", "14:27:00 - 14:51:19 Stayed for 0:24:19. Average temperature was 42. Opened: Driver door, Left rear door.\n", "14:51:19 - 14:53:30 Drove for 0:02:11. Traveled 0.0 km, with average speed 29, EngineRPM 1236 and temperature 43.\n", "14:53:30 - 14:57:27 Stayed for 0:03:57. Average temperature was 43. Opened: nothing.\n", "14:57:27 - 15:31:02 Drove for 0:33:35. Traveled 9.0 km, with average speed 22, EngineRPM 1093 and temperature 40.\n", "15:31:02 - 15:48:56 Stayed for 0:17:54. Average temperature was 39. Opened: Driver door, Left rear door.\n", "15:48:56 - 15:53:09 Drove for 0:04:13. Traveled 2.0 km, with average speed 35, EngineRPM 1313 and temperature 41.\n", "15:53:09 - 16:02:53 Stayed for 0:09:44. Average temperature was 41. Opened: Driver door, Passenger door.\n", "16:02:53 - 16:12:50 Drove for 0:09:57. Traveled 3.0 km, with average speed 24, EngineRPM 1212 and temperature 42.\n", "16:12:50 - 16:21:43 Stayed for 0:08:53. Average temperature was 40. Opened: nothing.\n", "16:21:43 - 16:53:16 Drove for 0:31:33. Traveled 19.0 km, with average speed 47, EngineRPM 1328 and temperature 39.\n", "16:53:16 - 16:58:49 Stayed for 0:05:33. Average temperature was 38. Opened: Left rear door.\n", "16:58:49 - 17:47:47 Drove for 0:48:58. Traveled 18.0 km, with average speed 28, EngineRPM 1190 and temperature 36.\n", "17:47:47 - 17:56:35 Stayed for 0:08:48. Average temperature was 36. Opened: nothing.\n", "17:56:35 - 18:03:07 Drove for 0:06:32. Traveled 1.0 km, with average speed 23, EngineRPM 1145 and temperature 36.\n", "18:03:07 - 18:07:20 Stayed for 0:04:13. Average temperature was 37. Opened: Passenger door, Right rear door.\n", "18:07:20 - 18:12:59 Drove for 0:05:39. Traveled 1.0 km, with average speed 22, EngineRPM 1124 and temperature 38.\n", "18:12:59 - midnight Stayed till the end of the day. Average temperature was 47. Opened: Driver door, Passenger door, Left rear door, Right rear door.\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2xnwhLsZIZ50l/eu/hs4JgF7GmEpOw3jRRRfp+9///ktPAUIZtP/ar/MsuSTUR1qMkT75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55BkFBBQA0V5JCAKKJy+vz+mDWsWfPM4Z6Ze05rvV/X9VzPWrNm7rnXrJl7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_data('device_10')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "This car drives actively. It drives around a town and makes stops at various places. Most of the time the speed is normal, except one time period with a high speed. The key is in the starting and ending point, which was also visited three times during the day: it is near Fujairah Police Station. So I conclude that this is a police car." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Data usage" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Insurance companies use telematic data a lot. Usage-based insurance provides lower costs for drivers and lower risks for insurance companies. Telematic data can uncover frauds (nonaccidental crashes) or find the real reason behind the crashes.\n", "\n", "Car companies also can gain profit from telematic data. If the car has high mileage, they can offer check-ups for the driver, for example. They may find problems in the car remotely and offer the repair before something breaks. Or maybe based on the information about how the cars are used, the companies will make modifications in future cars.\n", "\n", "One more possibility is combining telematic data with smart houses. For example, if the car arrives at home, the garade doors could open automatically.\n", "\n", "Another idea is using telematic data for advertising. If the driver often visits supermarkets, products could be offered. If the driver drives to cafes, cafes may be advertised and so on." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }