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Wave Period

Howard (Luhao) Wang edited this page May 30, 2019 · 3 revisions

Creating a logistic regression model in Python!

# Reference: https://github.com/susanli2016/Machine-Learning-with-Python/blob/master/Logistic%20Regression%20balanced.ipynb

Import necessary libraries:

import pandas as pd
import numpy as np
from sklearn import preprocessing
import matplotlib.pyplot as plt

plt.rc("font", size=14) 

from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import train_test_split
import seaborn as sns
sns.set(style="white")
sns.set(style="whitegrid", color_codes=True)

import matplotlib
import matplotlib.pyplot as plt
import matplotlib.dates as mdates

#from mpl_toolkits.basemap import Basemap


import os
import datetime
import pytz
import re

import peakutils
import statsmodels.api as sm

import requests

#Read data from a local csv file:

##Will change this to scrape files from the Smartfin.org website later.
#data = pd.read_csv('Motion_13735.CSV', header=0)   
#data = data.dropna()

#Print out the column headings:
#print(data.shape)
#print(list(data.columns))

Summary of specific ride IDs:

#Make sure the ride_id and the footage file match up:
ride_ids = ['15692']
footage_file = 'Footage3.txt'


#ride_ids = ['14827']
# 14743 - Motion Control July 10th
# 14750 - Magnetometer Control July 11th
# 14814 - Pool Displacement Control July 17th
# 14815 - Compass Orientation (Lying on Charger Side) July 19th
# 14816 - Orientation w Higher Sampling (Lying on Charger Side) July 20th
# 14827 - Pool Displacement Control w Higher Sampling (Jul 23)
# 14888 - First Buoy Calibration Experiment (July 30)
# 15218 - Jasmine's Second Ride Sesh filmed with GoPro (Aug 29) //no footage
# 15629 - Jasmine's First Ride Sesh filmed with VIRB (Oct. 24) //first labelled footage!
# 15669 - Jasmine's Second Ride Sesh filmed with VIRB (Nov. 7) //second labelled footage!
# 15692 - Jasmine's 3rd Ride Sesh filmed with VIRB (Nov. 9) //third labelled footage!
# 15686 - Jasmine's 4th Ride Sesh filmed with VIRB (Nov. 11) //fourth labelled footage!

Fin ID Scraper (pulls dataframes for specific ride id from website):

#%% Fin ID scraper
# Input fin ID, get all ride IDs
# base URL to which we'll append given fin IDs
fin_url_base = 'http://surf.smartfin.org/fin/'

# Look for the following text in the HTML contents in fcn below
str_id_ride = 'rideId = \'' # backslash allows us to look for single quote
str_id_date = 'var date = \'' # backslash allows us to look for single quote

#%% Ride ID scraper
# Input ride ID, get ocean and motion CSVs
# Base URL to which we'll append given ride IDs
ride_url_base = 'https://surf.smartfin.org/ride/'

# Look for the following text in the HTML contents in fcn below
str_id_csv = 'img id="temperatureChart" class="chart" src="' 

def get_csv_from_ride_id(rid):
    # Build URL for each individual ride
    ride_url = ride_url_base+str(rid)
    print(ride_url)
    
    # Get contents of ride_url
    html_contents = requests.get(ride_url).text
    
    # Find CSV identifier 
    loc_csv_id = html_contents.find(str_id_csv)
    
    # Different based on whether user logged in with FB or Google
    offset_googleOAuth = [46, 114]
    offset_facebkOAuth = [46, 112]
    if html_contents[loc_csv_id+59] == 'f': # Facebook login
        off0 = offset_facebkOAuth[0]
        off1 = offset_facebkOAuth[1]
    else: # Google login
        off0 = offset_googleOAuth[0]
        off1 = offset_googleOAuth[1]
        
    csv_id_longstr = html_contents[loc_csv_id+off0:loc_csv_id+off1]
    
#    print(csv_id_longstr)
    
    # Stitch together full URL for CSV
    if ("media" in csv_id_longstr) & ("Calibration" not in html_contents): # other junk URLs can exist and break everything
        
        ocean_csv_url = 'https://surf.smartfin.org/'+csv_id_longstr+'Ocean.CSV'
        motion_csv_url = 'https://surf.smartfin.org/'+csv_id_longstr+'Motion.CSV'
        
        print(ocean_csv_url)
        # Go to ocean_csv_url and grab contents (theoretically, a CSV)
        ocean_df_small = pd.read_csv(ocean_csv_url, parse_dates = [0])
        elapsed_timedelta = (ocean_df_small['UTC']-ocean_df_small['UTC'][0])
        ocean_df_small['elapsed'] = elapsed_timedelta/np.timedelta64(1, 's')
        
        motion_df_small = pd.read_csv(motion_csv_url, parse_dates = [0])
        
        # Reindex on timestamp if there are at least a few rows
        if len(ocean_df_small) > 1:
            ocean_df_small.set_index('UTC', drop = True, append = False, inplace = True)
            motion_df_small.set_index('UTC', drop = True, append = False, inplace = True)
            
            #print(ocean_df_small)
            #print(motion_df_small)
            
            #May need to change this sampling interval:
            sample_interval = '33ms'
            
            
            ocean_df_small_resample = ocean_df_small.resample(sample_interval).mean()
            motion_df_small_resample = motion_df_small.resample(sample_interval).mean()
            
            # No need to save many extra rows with no fix
            motion_df_small = motion_df_small[~np.isnan(motion_df_small.Latitude)]
            
            return ocean_df_small_resample, motion_df_small_resample

    else:
        ocean_df_small_resample = pd.DataFrame() # empty DF just so something is returned
        motion_df_small_resample = pd.DataFrame() 
        return ocean_df_small_resample, motion_df_small_resample
    
appended_ocean_list = [] # list of DataFrames from original CSVs
appended_motion_list = []
appended_multiIndex = [] # fin_id & ride_id used to identify each DataFrame

## Nested loops (for each fin ID, find all ride IDs, then build a DataFrame from all ride CSVs)
## (Here, ride IDS are either ocean or motion dataframes)
count_good_fins = 0
    
# Loop over ride_ids and find CSVs
for rid in ride_ids:
    try:
        new_ocean_df, new_motion_df = get_csv_from_ride_id(rid) # get given ride's CSV from its ride ID using function above
        #print(len(new_ocean_df))
        #print(len(new_motion_df))
        if not new_ocean_df.empty: # Calibration rides, for example
            # Append only if DF isn't empty. There may be a better way to control empty DFs which are created above
            appended_multiIndex.append(str(rid)) # build list to be multiIndex of future DataFrame
            appended_ocean_list.append(new_ocean_df)
            appended_motion_list.append(new_motion_df)
            print("Ride data has been uploaded.")
            #print("Ride: ", rid, "data has been uploaded.")
            count_good_fins += 1
        
    except: 
        print("Ride threw an exception!")
        #print("Ride ", rid, "threw an exception!")    

#%% Build the "Master" DataFrame

# appended_ocean_df.summary()
df_keys = tuple(appended_multiIndex) # keys gotta be a tuple, a list which data in it cannot be changed
ocean_df = pd.concat(appended_ocean_list, keys = df_keys, names=['ride_id'])
motion_df = pd.concat(appended_motion_list, keys = df_keys, names = ['ride_id'])


##Here, maybe just use info from the motion_df and don't worry about ocean_df data for now.
##If you do want ocean_df data, look at how Phil was getting it from "July 10th and 11th Calibration" jupyter notebook file.

#We can also check to see if the surfboard was recording "in-water-freq" or 
#"out-of-water-freq" based on how many NaN values we see. 
print(motion_df)
https://surf.smartfin.org/ride/15692
https://surf.smartfin.org/media/201811/google_105349665704999793400_0006667E229D_181109191556_Ocean.CSV
Ride data has been uploaded.
                                         Time  IMU A1  IMU A2  IMU A3  IMU G1  \
ride_id UTC                                                                     
15692   2018-11-09 19:16:03.789  1.414743e+09   493.0    48.0   110.0    75.0   
        2018-11-09 19:16:03.822           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.855           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.888           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.921           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.954           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.987           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.020           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.053  1.414743e+09   513.0    89.0    62.0    34.0   
        2018-11-09 19:16:04.086           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.119           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.152           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.185           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.218           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.251           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.284  1.414743e+09   494.0    92.0    80.0    69.0   
        2018-11-09 19:16:04.317           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.350           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.383           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.416           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.449           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.482           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.515           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.548  1.414744e+09   421.0   205.0  -104.0   192.0   
        2018-11-09 19:16:04.581           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.614           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.647           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.680           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.713           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.746           NaN     NaN     NaN     NaN     NaN   
...                                       ...     ...     ...     ...     ...   
        2018-11-09 20:38:14.121           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.154           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.187           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.220           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.253           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.286           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.319  1.419644e+09   501.0   -11.0    99.0     9.0   
        2018-11-09 20:38:14.352           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.385           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.418           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.451           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.484  1.419644e+09     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.517           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.550           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.583  1.419644e+09   502.0   -11.0    99.0    10.0   
        2018-11-09 20:38:14.616           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.649           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.682           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.715           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.748           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.781           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.814  1.419644e+09   501.0   -13.0    99.0    10.0   
        2018-11-09 20:38:14.847           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.880           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.913           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.946           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.979           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.012           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.045           NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.078  1.419644e+09   501.0   -11.0    98.0    10.0   

                                 IMU G2  IMU G3  IMU M1  IMU M2  IMU M3  \
ride_id UTC                                                               
15692   2018-11-09 19:16:03.789  -124.0   -86.0  -309.0   209.0    39.0   
        2018-11-09 19:16:03.822     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.855     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.888     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.921     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.954     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:03.987     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.020     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.053   -36.0   -92.0  -320.0   194.0    38.0   
        2018-11-09 19:16:04.086     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.119     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.152     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.185     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.218     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.251     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.284   -63.0   -42.0  -329.0   189.0    49.0   
        2018-11-09 19:16:04.317     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.350     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.383     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.416     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.449     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.482     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.515     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.548   -92.0   -37.0  -330.0   180.0    64.0   
        2018-11-09 19:16:04.581     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.614     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.647     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.680     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.713     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 19:16:04.746     NaN     NaN     NaN     NaN     NaN   
...                                 ...     ...     ...     ...     ...   
        2018-11-09 20:38:14.121     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.154     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.187     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.220     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.253     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.286     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.319    20.0     2.0  -303.0   267.0    37.0   
        2018-11-09 20:38:14.352     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.385     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.418     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.451     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.484     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.517     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.550     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.583    21.0     1.0  -308.0   262.0    32.0   
        2018-11-09 20:38:14.616     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.649     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.682     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.715     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.748     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.781     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.814    21.0     1.0  -310.0   260.0    38.0   
        2018-11-09 20:38:14.847     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.880     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.913     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.946     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:14.979     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.012     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.045     NaN     NaN     NaN     NaN     NaN   
        2018-11-09 20:38:15.078    20.0     2.0  -309.0   265.0    35.0   

                                  Latitude   Longitude  
ride_id UTC                                             
15692   2018-11-09 19:16:03.789  3285871.0 -11725690.0  
        2018-11-09 19:16:03.822        NaN         NaN  
        2018-11-09 19:16:03.855        NaN         NaN  
        2018-11-09 19:16:03.888        NaN         NaN  
        2018-11-09 19:16:03.921        NaN         NaN  
        2018-11-09 19:16:03.954        NaN         NaN  
        2018-11-09 19:16:03.987        NaN         NaN  
        2018-11-09 19:16:04.020        NaN         NaN  
        2018-11-09 19:16:04.053        NaN         NaN  
        2018-11-09 19:16:04.086        NaN         NaN  
        2018-11-09 19:16:04.119        NaN         NaN  
        2018-11-09 19:16:04.152        NaN         NaN  
        2018-11-09 19:16:04.185        NaN         NaN  
        2018-11-09 19:16:04.218        NaN         NaN  
        2018-11-09 19:16:04.251        NaN         NaN  
        2018-11-09 19:16:04.284        NaN         NaN  
        2018-11-09 19:16:04.317        NaN         NaN  
        2018-11-09 19:16:04.350        NaN         NaN  
        2018-11-09 19:16:04.383        NaN         NaN  
        2018-11-09 19:16:04.416        NaN         NaN  
        2018-11-09 19:16:04.449        NaN         NaN  
        2018-11-09 19:16:04.482        NaN         NaN  
        2018-11-09 19:16:04.515        NaN         NaN  
        2018-11-09 19:16:04.548        NaN         NaN  
        2018-11-09 19:16:04.581        NaN         NaN  
        2018-11-09 19:16:04.614        NaN         NaN  
        2018-11-09 19:16:04.647        NaN         NaN  
        2018-11-09 19:16:04.680        NaN         NaN  
        2018-11-09 19:16:04.713        NaN         NaN  
        2018-11-09 19:16:04.746        NaN         NaN  
...                                    ...         ...  
        2018-11-09 20:38:14.121        NaN         NaN  
        2018-11-09 20:38:14.154        NaN         NaN  
        2018-11-09 20:38:14.187        NaN         NaN  
        2018-11-09 20:38:14.220        NaN         NaN  
        2018-11-09 20:38:14.253        NaN         NaN  
        2018-11-09 20:38:14.286        NaN         NaN  
        2018-11-09 20:38:14.319        NaN         NaN  
        2018-11-09 20:38:14.352        NaN         NaN  
        2018-11-09 20:38:14.385        NaN         NaN  
        2018-11-09 20:38:14.418        NaN         NaN  
        2018-11-09 20:38:14.451        NaN         NaN  
        2018-11-09 20:38:14.484  3287082.0 -11722116.0  
        2018-11-09 20:38:14.517        NaN         NaN  
        2018-11-09 20:38:14.550        NaN         NaN  
        2018-11-09 20:38:14.583        NaN         NaN  
        2018-11-09 20:38:14.616        NaN         NaN  
        2018-11-09 20:38:14.649        NaN         NaN  
        2018-11-09 20:38:14.682        NaN         NaN  
        2018-11-09 20:38:14.715        NaN         NaN  
        2018-11-09 20:38:14.748        NaN         NaN  
        2018-11-09 20:38:14.781        NaN         NaN  
        2018-11-09 20:38:14.814        NaN         NaN  
        2018-11-09 20:38:14.847        NaN         NaN  
        2018-11-09 20:38:14.880        NaN         NaN  
        2018-11-09 20:38:14.913        NaN         NaN  
        2018-11-09 20:38:14.946        NaN         NaN  
        2018-11-09 20:38:14.979        NaN         NaN  
        2018-11-09 20:38:15.012        NaN         NaN  
        2018-11-09 20:38:15.045        NaN         NaN  
        2018-11-09 20:38:15.078        NaN         NaN  

[149434 rows x 12 columns]

Drop the NA values from the dataframe:

#Drop the latitude and longitude values since most of them are Nan:
motion_df_dropped = motion_df.drop(columns=['Latitude', 'Longitude'])


#Drop the NAN values from the motion data:
motion_df_dropped = motion_df_dropped.dropna(axis=0, how='any')
print(motion_df_dropped)
                                         Time  IMU A1  IMU A2  IMU A3  IMU G1  \
ride_id UTC                                                                     
15692   2018-11-09 19:16:03.789  1.414743e+09   493.0    48.0   110.0    75.0   
        2018-11-09 19:16:04.053  1.414743e+09   513.0    89.0    62.0    34.0   
        2018-11-09 19:16:04.284  1.414743e+09   494.0    92.0    80.0    69.0   
        2018-11-09 19:16:04.548  1.414744e+09   421.0   205.0  -104.0   192.0   
        2018-11-09 19:16:04.812  1.414744e+09   534.0   306.0   -32.0  -421.0   
        2018-11-09 19:16:05.043  1.414744e+09   455.0   149.0  -102.0  -355.0   
        2018-11-09 19:16:05.307  1.414744e+09   474.0   342.0  -219.0  -234.0   
        2018-11-09 19:16:05.571  1.414745e+09   363.0   323.0  -131.0    60.0   
        2018-11-09 19:16:05.802  1.414745e+09   -21.0   510.0  -447.0    78.0   
        2018-11-09 19:16:06.066  1.414745e+09    35.0   283.0  -132.0  -114.0   
        2018-11-09 19:16:06.330  1.414745e+09   130.0   323.0  -255.0   160.0   
        2018-11-09 19:16:06.561  1.414746e+09   -55.0   504.0  -173.0  -152.0   
        2018-11-09 19:16:06.825  1.414746e+09    58.0   420.0  -128.0   -77.0   
        2018-11-09 19:16:07.056  1.414746e+09  -179.0   454.0  -389.0    58.0   
        2018-11-09 19:16:07.320  1.414746e+09    13.0   181.0  -229.0   128.0   
        2018-11-09 19:16:07.551  1.414747e+09   -23.0   815.0  -258.0  -323.0   
        2018-11-09 19:16:07.815  1.414747e+09     5.0   254.0  -120.0   190.0   
        2018-11-09 19:16:08.079  1.414747e+09  -158.0   487.0  -291.0    -8.0   
        2018-11-09 19:16:08.310  1.414747e+09    37.0   207.0  -236.0   100.0   
        2018-11-09 19:16:08.574  1.414748e+09  -123.0   659.0  -206.0  -222.0   
        2018-11-09 19:16:08.838  1.414748e+09   -24.0   368.0  -187.0   106.0   
        2018-11-09 19:16:09.069  1.414748e+09  -200.0   516.0  -402.0     7.0   
        2018-11-09 19:16:09.333  1.414748e+09   -40.0   300.0  -298.0   126.0   
        2018-11-09 19:16:09.564  1.414749e+09   -62.0   556.0  -242.0  -249.0   
        2018-11-09 19:16:09.828  1.414749e+09    13.0   482.0  -212.0    92.0   
        2018-11-09 19:16:10.092  1.414749e+09  -158.0   583.0  -277.0   -73.0   
        2018-11-09 19:16:10.323  1.414749e+09  -102.0   315.0  -379.0    18.0   
        2018-11-09 19:16:10.587  1.414750e+09   -81.0   421.0   -70.0   -90.0   
        2018-11-09 19:16:10.851  1.414750e+09   -36.0   489.0  -226.0   111.0   
        2018-11-09 19:16:11.082  1.414750e+09    53.0   195.0  -107.0    20.0   
...                                       ...     ...     ...     ...     ...   
        2018-11-09 20:38:07.785  1.419637e+09   443.0   -13.0    84.0   -70.0   
        2018-11-09 20:38:08.016  1.419637e+09   509.0   -29.0    87.0   -58.0   
        2018-11-09 20:38:08.280  1.419638e+09   502.0    27.0    97.0     4.0   
        2018-11-09 20:38:08.544  1.419638e+09   501.0   -23.0   103.0    13.0   
        2018-11-09 20:38:08.775  1.419638e+09   499.0    -5.0   105.0    -9.0   
        2018-11-09 20:38:09.039  1.419638e+09   501.0   -10.0   104.0     6.0   
        2018-11-09 20:38:09.303  1.419639e+09   501.0    -8.0   104.0     9.0   
        2018-11-09 20:38:09.534  1.419639e+09   500.0    -9.0   104.0     8.0   
        2018-11-09 20:38:09.798  1.419639e+09   501.0    -8.0   104.0     8.0   
        2018-11-09 20:38:10.062  1.419639e+09   500.0    -8.0   103.0     8.0   
        2018-11-09 20:38:10.293  1.419640e+09   500.0    -9.0   105.0     9.0   
        2018-11-09 20:38:10.557  1.419640e+09   500.0    -8.0   105.0     8.0   
        2018-11-09 20:38:10.788  1.419640e+09   501.0   -20.0   102.0     7.0   
        2018-11-09 20:38:11.052  1.419640e+09   497.0     2.0   107.0    -4.0   
        2018-11-09 20:38:11.316  1.419641e+09   500.0    -7.0   106.0   -78.0   
        2018-11-09 20:38:11.547  1.419641e+09   503.0   -19.0    98.0    77.0   
        2018-11-09 20:38:11.811  1.419641e+09   497.0    17.0   110.0    21.0   
        2018-11-09 20:38:12.042  1.419641e+09   502.0   -13.0   103.0    18.0   
        2018-11-09 20:38:12.306  1.419642e+09   498.0    13.0   107.0   -26.0   
        2018-11-09 20:38:12.570  1.419642e+09   502.0   -23.0    96.0  -157.0   
        2018-11-09 20:38:12.801  1.419642e+09   502.0   -11.0    99.0    17.0   
        2018-11-09 20:38:13.065  1.419642e+09   501.0    -9.0   100.0    12.0   
        2018-11-09 20:38:13.296  1.419643e+09   501.0   -12.0    99.0    11.0   
        2018-11-09 20:38:13.560  1.419643e+09   502.0   -13.0    99.0     9.0   
        2018-11-09 20:38:13.824  1.419643e+09   502.0   -11.0    98.0     9.0   
        2018-11-09 20:38:14.055  1.419643e+09   501.0   -11.0    99.0     9.0   
        2018-11-09 20:38:14.319  1.419644e+09   501.0   -11.0    99.0     9.0   
        2018-11-09 20:38:14.583  1.419644e+09   502.0   -11.0    99.0    10.0   
        2018-11-09 20:38:14.814  1.419644e+09   501.0   -13.0    99.0    10.0   
        2018-11-09 20:38:15.078  1.419644e+09   501.0   -11.0    98.0    10.0   

                                 IMU G2  IMU G3  IMU M1  IMU M2  IMU M3  
ride_id UTC                                                              
15692   2018-11-09 19:16:03.789  -124.0   -86.0  -309.0   209.0    39.0  
        2018-11-09 19:16:04.053   -36.0   -92.0  -320.0   194.0    38.0  
        2018-11-09 19:16:04.284   -63.0   -42.0  -329.0   189.0    49.0  
        2018-11-09 19:16:04.548   -92.0   -37.0  -330.0   180.0    64.0  
        2018-11-09 19:16:04.812  -233.0  -229.0  -325.0   161.0    97.0  
        2018-11-09 19:16:05.043  -376.0  -397.0  -337.0   117.0   151.0  
        2018-11-09 19:16:05.307  -527.0  -465.0  -311.0    25.0   217.0  
        2018-11-09 19:16:05.571  -662.0  -305.0  -238.0    -8.0   272.0  
        2018-11-09 19:16:05.802  -643.0  -153.0  -159.0   -21.0   321.0  
        2018-11-09 19:16:06.066  -430.0   132.0   -86.0   -38.0   326.0  
        2018-11-09 19:16:06.330  -243.0   349.0   -62.0   -24.0   326.0  
        2018-11-09 19:16:06.561  -297.0   191.0   -39.0   -55.0   311.0  
        2018-11-09 19:16:06.825  -228.0   138.0   -14.0   -80.0   294.0  
        2018-11-09 19:16:07.056   -23.0    12.0    -3.0   -79.0   297.0  
        2018-11-09 19:16:07.320    19.0    10.0   -12.0   -76.0   296.0  
        2018-11-09 19:16:07.551  -117.0    46.0     6.0   -86.0   292.0  
        2018-11-09 19:16:07.815   -49.0    11.0    16.0   -90.0   266.0  
        2018-11-09 19:16:08.079   114.0   -28.0    15.0   -75.0   285.0  
        2018-11-09 19:16:08.310    71.0   -17.0    10.0   -82.0   282.0  
        2018-11-09 19:16:08.574  -103.0   -77.0    28.0   -88.0   268.0  
        2018-11-09 19:16:08.838   -26.0   -13.0    40.0   -80.0   268.0  
        2018-11-09 19:16:09.069    84.0   -68.0    36.0   -70.0   276.0  
        2018-11-09 19:16:09.333    77.0    38.0    33.0   -67.0   285.0  
        2018-11-09 19:16:09.564  -100.0   -22.0    37.0   -69.0   265.0  
        2018-11-09 19:16:09.828   -13.0    26.0    44.0   -80.0   270.0  
        2018-11-09 19:16:10.092    42.0   -45.0    53.0   -83.0   263.0  
        2018-11-09 19:16:10.323     7.0    39.0    38.0   -78.0   260.0  
        2018-11-09 19:16:10.587   -50.0   -95.0    52.0   -92.0   244.0  
        2018-11-09 19:16:10.851   101.0   -17.0    50.0   -88.0   250.0  
        2018-11-09 19:16:11.082   109.0   -51.0    54.0   -76.0   256.0  
...                                 ...     ...     ...     ...     ...  
        2018-11-09 20:38:07.785    57.0    15.0  -295.0   219.0     7.0  
        2018-11-09 20:38:08.016    55.0   -10.0  -294.0   226.0     0.0  
        2018-11-09 20:38:08.280    17.0     4.0  -290.0   232.0    -6.0  
        2018-11-09 20:38:08.544    20.0     0.0  -290.0   228.0   -10.0  
        2018-11-09 20:38:08.775    19.0    -3.0  -285.0   225.0     7.0  
        2018-11-09 20:38:09.039    21.0     0.0  -291.0   221.0    -3.0  
        2018-11-09 20:38:09.303    21.0     1.0  -297.0   221.0    -3.0  
        2018-11-09 20:38:09.534    21.0     1.0  -288.0   222.0    -6.0  
        2018-11-09 20:38:09.798    21.0     1.0  -286.0   222.0    -4.0  
        2018-11-09 20:38:10.062    21.0     0.0  -290.0   220.0     2.0  
        2018-11-09 20:38:10.293    21.0     1.0  -286.0   224.0     8.0  
        2018-11-09 20:38:10.557    21.0     1.0  -289.0   217.0     1.0  
        2018-11-09 20:38:10.788    21.0     1.0  -297.0   225.0     3.0  
        2018-11-09 20:38:11.052    20.0    -1.0  -294.0   222.0     4.0  
        2018-11-09 20:38:11.316    14.0    -9.0  -282.0   224.0     0.0  
        2018-11-09 20:38:11.547    25.0     6.0  -291.0   229.0     3.0  
        2018-11-09 20:38:11.811    21.0     1.0  -289.0   243.0     7.0  
        2018-11-09 20:38:12.042    22.0     0.0  -291.0   267.0    19.0  
        2018-11-09 20:38:12.306    19.0    -3.0  -302.0   256.0    14.0  
        2018-11-09 20:38:12.570     9.0   -20.0  -313.0   263.0    27.0  
        2018-11-09 20:38:12.801    22.0     2.0  -307.0   263.0    39.0  
        2018-11-09 20:38:13.065    21.0     1.0  -305.0   265.0    37.0  
        2018-11-09 20:38:13.296    20.0     1.0  -296.0   266.0    32.0  
        2018-11-09 20:38:13.560    21.0     1.0  -298.0   262.0    30.0  
        2018-11-09 20:38:13.824    21.0     1.0  -303.0   257.0    35.0  
        2018-11-09 20:38:14.055    21.0     2.0  -293.0   259.0    41.0  
        2018-11-09 20:38:14.319    20.0     2.0  -303.0   267.0    37.0  
        2018-11-09 20:38:14.583    21.0     1.0  -308.0   262.0    32.0  
        2018-11-09 20:38:14.814    21.0     1.0  -310.0   260.0    38.0  
        2018-11-09 20:38:15.078    20.0     2.0  -309.0   265.0    35.0  

[21645 rows x 10 columns]

Create an elapsed time field to sync Smartfin data with Video Footage:

#Create an elapsed_timedelta field:

#timedelta_values = (motion_df_dropped['Time']-motion_df_dropped['Time'][0])
#motion_df_dropped.insert(loc=1, column='TimeDelta', value=timedelta_values, drop=True)
motion_df_dropped['TimeDelta'] = (motion_df_dropped['Time']-motion_df_dropped['Time'][0])
#print(elapsed_timedelta)
#motion_df_dropped.head()
motion_df_dropped.head(10)
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Time IMU A1 IMU A2 IMU A3 IMU G1 IMU G2 IMU G3 IMU M1 IMU M2 IMU M3 TimeDelta
ride_id UTC
15692 2018-11-09 19:16:03.789 1.414743e+09 493.0 48.0 110.0 75.0 -124.0 -86.0 -309.0 209.0 39.0 0.0
2018-11-09 19:16:04.053 1.414743e+09 513.0 89.0 62.0 34.0 -36.0 -92.0 -320.0 194.0 38.0 252.5
2018-11-09 19:16:04.284 1.414743e+09 494.0 92.0 80.0 69.0 -63.0 -42.0 -329.0 189.0 49.0 501.5
2018-11-09 19:16:04.548 1.414744e+09 421.0 205.0 -104.0 192.0 -92.0 -37.0 -330.0 180.0 64.0 753.5
2018-11-09 19:16:04.812 1.414744e+09 534.0 306.0 -32.0 -421.0 -233.0 -229.0 -325.0 161.0 97.0 1003.5
2018-11-09 19:16:05.043 1.414744e+09 455.0 149.0 -102.0 -355.0 -376.0 -397.0 -337.0 117.0 151.0 1253.5
2018-11-09 19:16:05.307 1.414744e+09 474.0 342.0 -219.0 -234.0 -527.0 -465.0 -311.0 25.0 217.0 1504.5
2018-11-09 19:16:05.571 1.414745e+09 363.0 323.0 -131.0 60.0 -662.0 -305.0 -238.0 -8.0 272.0 1755.5
2018-11-09 19:16:05.802 1.414745e+09 -21.0 510.0 -447.0 78.0 -643.0 -153.0 -159.0 -21.0 321.0 2006.5
2018-11-09 19:16:06.066 1.414745e+09 35.0 283.0 -132.0 -114.0 -430.0 132.0 -86.0 -38.0 326.0 2258.5

Footage sync code written by Alina:

#Footage sync code written by Alina: (Miulti-Column)

import time

#simple method: only walking, paddling, floating, surfing
#complex method: columns created based on footage file labels
def label_data( footage_file = 'Footage.txt', labelling_method = 'simple', sync_threshold = 20000 ):
    
    #First, perform sync
    sync_buf = 0
    with open(footage_file) as file:
        for line in file:
            labelled_time = line.split(None, 2) 
            try:
                cur_time = time.strptime(labelled_time[0], '%M:%S')
            except:
                continue
            labelled_time[1] = labelled_time[1].rstrip()
            if labelled_time[1].lower() == 'sync': #Assumption that first word in sync line is "sync"
                sync_time = cur_time.tm_min * 60 * 1000 + cur_time.tm_sec * 1000
                index = 0
                start = 0
                end = 0
                #Syncing occurs when IMU A2 data is negative for a longer period than the provided threshold
                #Default is 20 seconds
                for data in motion_df_dropped['IMU A2']:
                    if data < 0 and start == 0:
                        start = motion_df_dropped['TimeDelta'][index]
                    elif data > 0 and start != 0:
                        end = motion_df_dropped['TimeDelta'][index]
                        if end - start > sync_threshold:
                            sync_buf = start - sync_time
                            break
                        start = 0
                    index += 1

    accepted_labels = set()
    if labelling_method == 'simple':
        accepted_labels = {'WALKING', 'PADDLING', 'FLOATING', 'SURFING'}

        #Create new DataFrame containing label info
        label_frame = pd.DataFrame(0, index = motion_df_dropped.index, columns = accepted_labels)
        for label in accepted_labels:
            label_frame[label] = [0] * len(motion_df_dropped['Time'])
    
    #Convention of labelled footage text: "MINUTE:SECOND LABEL"
    elapsed_time = 0
    cur_label = ''
    buffer = 0
    with open(footage_file) as file:
        for line in file:
            
            if labelling_method == 'simple':
                labelled_time = line.split(None, 2) #simple categorizes on a one-word basis
            else:
                labelled_time = line.split(None, 1) #complex requires the entire label
                
            #If the first word is not a properly formatted time, the line cannot be read
            try:
                cur_time = time.strptime(labelled_time[0], '%M:%S')
                cur_timeMS = cur_time.tm_min * 60 * 1000 + cur_time.tm_sec * 1000 + sync_buf
            except:
                continue
            labelled_time[1] = labelled_time[1].rstrip() #Remove potential newline
                
            #Check for end of video and modify buffer accordingly
            if labelled_time[1].lower() == 'end of video': #Assumption that label end video with "end of video"
                buffer += cur_timeMS
                
            #----Complex "mode" below: --------
                
            #Modify accepted labels list if reading a new label and in complex mode
            elif labelling_method == 'complex' and (labelled_time[1].upper() not in accepted_labels):
                accepted_labels.add(labelled_time[1].upper())
                if not cur_label:
                    label_frame = pd.DataFrame(0, index = motion_df_dropped.index, columns = accepted_labels)
                label_frame[labelled_time[1].upper()] = [0] * len(motion_df_dropped['Time'])
                
            if labelled_time[1].upper() in accepted_labels:
                while (elapsed_time < len(motion_df_dropped['Time']) and
                      (np.isnan(motion_df_dropped['TimeDelta'][elapsed_time]) or
                       motion_df_dropped['TimeDelta'][elapsed_time] < cur_timeMS + buffer)):
                    if cur_label != '':
                        label_frame[cur_label][elapsed_time] = 1
                    elapsed_time += 1
                if labelled_time[1].upper() != 'end of video':
                    cur_label = labelled_time[1].upper()

    labelled = pd.concat([motion_df_dropped, label_frame], axis = 1)

    return labelled

pd.options.display.max_rows = 5000
pd.options.display.max_columns = 5000
motion_df_simple = label_data(footage_file)
motion_df_simple.head(10)
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Time IMU A1 IMU A2 IMU A3 IMU G1 IMU G2 IMU G3 IMU M1 IMU M2 IMU M3 TimeDelta PADDLING FLOATING WALKING SURFING
ride_id UTC
15692 2018-11-09 19:16:03.789 1.414743e+09 493.0 48.0 110.0 75.0 -124.0 -86.0 -309.0 209.0 39.0 0.0 0 0 0 0
2018-11-09 19:16:04.053 1.414743e+09 513.0 89.0 62.0 34.0 -36.0 -92.0 -320.0 194.0 38.0 252.5 0 0 0 0
2018-11-09 19:16:04.284 1.414743e+09 494.0 92.0 80.0 69.0 -63.0 -42.0 -329.0 189.0 49.0 501.5 0 0 0 0
2018-11-09 19:16:04.548 1.414744e+09 421.0 205.0 -104.0 192.0 -92.0 -37.0 -330.0 180.0 64.0 753.5 0 0 0 0
2018-11-09 19:16:04.812 1.414744e+09 534.0 306.0 -32.0 -421.0 -233.0 -229.0 -325.0 161.0 97.0 1003.5 0 0 0 0
2018-11-09 19:16:05.043 1.414744e+09 455.0 149.0 -102.0 -355.0 -376.0 -397.0 -337.0 117.0 151.0 1253.5 0 0 0 0
2018-11-09 19:16:05.307 1.414744e+09 474.0 342.0 -219.0 -234.0 -527.0 -465.0 -311.0 25.0 217.0 1504.5 0 0 0 0
2018-11-09 19:16:05.571 1.414745e+09 363.0 323.0 -131.0 60.0 -662.0 -305.0 -238.0 -8.0 272.0 1755.5 0 0 0 0
2018-11-09 19:16:05.802 1.414745e+09 -21.0 510.0 -447.0 78.0 -643.0 -153.0 -159.0 -21.0 321.0 2006.5 0 0 0 0
2018-11-09 19:16:06.066 1.414745e+09 35.0 283.0 -132.0 -114.0 -430.0 132.0 -86.0 -38.0 326.0 2258.5 0 0 0 0
#motion_df_complex = label_data('Footage3.txt', 'complex')
#motion_df_complex.head(10)

Concatenate multiple footage files that we have so far to create a larger mass of data samples.

#df1_complex = label_data('Footage.txt', 'complex')
#df2_complex = label_data('Footage2.txt', 'complex')
#df3_complex = label_data('Footage3.txt', 'complex')
#df4_complex = label_data('Footage4.txt', 'complex')

#df_concatenated = pd.concat([df1_complex, df2_complex, df3_complex, df4_complex])

#print("Shape of first dataframe:", df1_complex.shape)
#print("Shape of all combined dataframes:", df_concatenated.shape)

#print("Printing dataframe...")
##print(df1_complex.head(10))
#print(df_concatenated.head(10))

Convert the Raw IMU data values to real units:

##correct IMU data

##make a deep copy of motion_df_labelled
#df_converted = motion_df_complex.copy(deep = 'true')
df_converted = motion_df_simple.copy(deep = 'true')


##for rows in df_corrected
for row in range(0, df_converted.shape[0]):
    
    #convert acceleromters (new: m/s^2)
    df_converted.iloc[row, df_converted.columns.get_loc('IMU A1')] *= -0.019141  #forwards/backwards
    df_converted.iloc[row, df_converted.columns.get_loc('IMU A2')] *= 0.019141   #upside down/right side up
    df_converted.iloc[row, df_converted.columns.get_loc('IMU A3')] *= 0.019141   #sideways: negative = left, positive = right
 
    #convert gyroscopes (new: deg/s)
    df_converted.iloc[row, df_converted.columns.get_loc('IMU G1')] /= 8.2        #roll
    df_converted.iloc[row, df_converted.columns.get_loc('IMU G2')] /= 8.2        #yaw
    df_converted.iloc[row, df_converted.columns.get_loc('IMU G3')] /= 8.2        #pitch (flipping forwards/backwards)
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Time IMU A1 IMU A2 IMU A3 IMU G1 IMU G2 IMU G3 IMU M1 IMU M2 IMU M3 TimeDelta PADDLING FLOATING WALKING SURFING
ride_id UTC
15692 2018-11-09 19:16:03.789 1.414743e+09 493.0 48.0 110.0 75.0 -124.0 -86.0 -309.0 209.0 39.0 0.0 0 0 0 0
2018-11-09 19:16:04.053 1.414743e+09 513.0 89.0 62.0 34.0 -36.0 -92.0 -320.0 194.0 38.0 252.5 0 0 0 0
2018-11-09 19:16:04.284 1.414743e+09 494.0 92.0 80.0 69.0 -63.0 -42.0 -329.0 189.0 49.0 501.5 0 0 0 0
2018-11-09 19:16:04.548 1.414744e+09 421.0 205.0 -104.0 192.0 -92.0 -37.0 -330.0 180.0 64.0 753.5 0 0 0 0
2018-11-09 19:16:04.812 1.414744e+09 534.0 306.0 -32.0 -421.0 -233.0 -229.0 -325.0 161.0 97.0 1003.5 0 0 0 0
2018-11-09 19:16:05.043 1.414744e+09 455.0 149.0 -102.0 -355.0 -376.0 -397.0 -337.0 117.0 151.0 1253.5 0 0 0 0
2018-11-09 19:16:05.307 1.414744e+09 474.0 342.0 -219.0 -234.0 -527.0 -465.0 -311.0 25.0 217.0 1504.5 0 0 0 0
2018-11-09 19:16:05.571 1.414745e+09 363.0 323.0 -131.0 60.0 -662.0 -305.0 -238.0 -8.0 272.0 1755.5 0 0 0 0
2018-11-09 19:16:05.802 1.414745e+09 -21.0 510.0 -447.0 78.0 -643.0 -153.0 -159.0 -21.0 321.0 2006.5 0 0 0 0
2018-11-09 19:16:06.066 1.414745e+09 35.0 283.0 -132.0 -114.0 -430.0 132.0 -86.0 -38.0 326.0 2258.5 0 0 0 0
df_converted.head(10)
<style scoped> .dataframe tbody tr th:only-of-type { vertical-align: middle; }
.dataframe tbody tr th {
    vertical-align: top;
}

.dataframe thead th {
    text-align: right;
}
</style>
Time IMU A1 IMU A2 IMU A3 IMU G1 IMU G2 IMU G3 IMU M1 IMU M2 IMU M3 TimeDelta PADDLING FLOATING WALKING SURFING
ride_id UTC
15692 2018-11-09 19:16:03.789 1.414743e+09 -9.436513 0.918768 2.105510 9.146341 -15.121951 -10.487805 -309.0 209.0 39.0 0.0 0 0 0 0
2018-11-09 19:16:04.053 1.414743e+09 -9.819333 1.703549 1.186742 4.146341 -4.390244 -11.219512 -320.0 194.0 38.0 252.5 0 0 0 0
2018-11-09 19:16:04.284 1.414743e+09 -9.455654 1.760972 1.531280 8.414634 -7.682927 -5.121951 -329.0 189.0 49.0 501.5 0 0 0 0
2018-11-09 19:16:04.548 1.414744e+09 -8.058361 3.923905 -1.990664 23.414634 -11.219512 -4.512195 -330.0 180.0 64.0 753.5 0 0 0 0
2018-11-09 19:16:04.812 1.414744e+09 -10.221294 5.857146 -0.612512 -51.341463 -28.414634 -27.926829 -325.0 161.0 97.0 1003.5 0 0 0 0
2018-11-09 19:16:05.043 1.414744e+09 -8.709155 2.852009 -1.952382 -43.292683 -45.853659 -48.414634 -337.0 117.0 151.0 1253.5 0 0 0 0
2018-11-09 19:16:05.307 1.414744e+09 -9.072834 6.546222 -4.191879 -28.536585 -64.268293 -56.707317 -311.0 25.0 217.0 1504.5 0 0 0 0
2018-11-09 19:16:05.571 1.414745e+09 -6.948183 6.182543 -2.507471 7.317073 -80.731707 -37.195122 -238.0 -8.0 272.0 1755.5 0 0 0 0
2018-11-09 19:16:05.802 1.414745e+09 0.401961 9.761910 -8.556027 9.512195 -78.414634 -18.658537 -159.0 -21.0 321.0 2006.5 0 0 0 0
2018-11-09 19:16:06.066 1.414745e+09 -0.669935 5.416903 -2.526612 -13.902439 -52.439024 16.097561 -86.0 -38.0 326.0 2258.5 0 0 0 0
## Drop data columns that we don't care about predicting/visualizing: 

drop_columns = ["FLIP BOARD RIGHT SIDE UP", "NEW", "DONE, OUT OF WATER"]
for dc in drop_columns: 
    if dc in df_converted.columns: 
        df_converted = df_converted.drop(dc)

##df_converted = df_converted.drop(columns!=["SURFING, FLOATING, PADDLING INTO WAVES, PADDLING FOR A WAVE, PADDLING FOR POSITION, PADDLING"])

Plot IMU Signals with Labels:

import matplotlib.pyplot as plt
%matplotlib inline
plt.rcParams['figure.figsize'] = [50, 10]

#define a function that plots a column of dataf in relation to time. color coded to match labels in dataf
#requires that:
#dataf has a 'TimeDelta' column
#labels: walking, surfing, floating, paddling

def createPlot (dataf, column):
    
        #create new data frame to be plotted
        #Only consider columns after Velocity
        dfPlot = pd.DataFrame(columns = ['TIME'] + list(dataf)[list(dataf).index('TimeDelta') + 1:], dtype = float)
        
        #add timedelta column from dataf to dfPlot
        dfPlot['TIME'] = dataf['TimeDelta']
        
        #get the index of the column to be graphed
        columnInd = dataf.columns.get_loc(column)
        
        #for each row in dfPlot (number of IMU readings)
        for row in range(0, dfPlot.shape[0]):
            
            #for the indexes of the label columns in dfPlot
            for col in range(1, dfPlot.shape[1]):
                
                #if a label in the row is 1 in dataf
                if dataf.iloc[row, dataf.columns.get_loc(dfPlot.columns[col])] == 1:
                    
                    #add the sensors value to the corresponding column in dfPlot
                    dfPlot.iloc[row, dfPlot.columns.get_loc(dfPlot.columns[col])] = dataf.iloc[row, columnInd]
                    #dfPlot.iloc[row, dfPlot.columns.get]
        
        #Set up colormap so that we don't see a repeat in color when graphing
        #plt.gca().set_prop_cycle('color',plt.cm.plasma(np.linspace(0,1,dfPlot.shape[1])))
        plt.gca().set_prop_cycle('color',plt.cm.tab20(np.linspace(0,1,dfPlot.shape[1])))
        for col in range (1, dfPlot.shape[1]):
            plt.plot(dfPlot['TIME'], dfPlot[list(dfPlot)[col]])
        
        plt.gca().legend(loc = 'lower left')
        plt.title(column)
        plt.xlabel("Time")
        plt.ylabel("IMU Data")

        #file_name = column
        #pdf_string = '.jpg'
        #file_name += pdf_string
        
        #plt.savefig(file_name)
        plt.show()
        
        return 
#For plotting, just comment out the "concatenation" lines. 

#Need to clear kernel and then only run all above so that it plots on axes directly below, rather than on another plot
print("Creating Plots...")
createPlot(df_converted,'IMU A1')
createPlot(df_converted,'IMU A2')
createPlot(df_converted,'IMU A3')
#createPlot(df_converted,'IMU G1')
#createPlot(df_converted,'IMU G2')
#createPlot(df_converted,'IMU G3')
createPlot(df_converted,'IMU M1')
createPlot(df_converted,'IMU M2')
createPlot(df_converted,'IMU M3')

print("Done")
Creating Plots...

png

png

png

png

png

png

Done

Instead of looking at all labels, just look at floating vs. not floating:

print(list(df_converted.columns))

drop_list = ['SYNC', 'WALKING IN WATER', 'PUSH-OFF', 'PADDLING INTO WAVES', 'SIT-UP', "TURNING TO SURFER'S LEFT", 'LAY-DOWN', 'PADDLING FOR A WAVE', 'POP-UP', 'SURFING', 'STEP-OFF', "TURNING TO SURFER'S RIGHT", 'SIT-BACK', 'OFF-BOARD', 'PADDLING', 'WIPE-OUT', 'PULL-BACK LEASH', 'PADDLING FOR POSITION', 'DISCARD', 'WALKING OUT OF WATER', 'PADDLING', 'WALKING']
for x in drop_list: 
    if x in df_converted.columns:
        df_converted = df_converted.drop(columns=[x])
                                          
                                          
                                          
                                          
['Time', 'IMU A1', 'IMU A2', 'IMU A3', 'IMU G1', 'IMU G2', 'IMU G3', 'IMU M1', 'IMU M2', 'IMU M3', 'TimeDelta', 'FLOATING', 'WALKING']
print("Creating Plots...")
createPlot(df_converted,'IMU A1')
createPlot(df_converted,'IMU A2')
createPlot(df_converted,'IMU A3')
Creating Plots...

png

png

png

#df_converted["IMU A2"]
df_converted["TimeDelta"]
ride_id  UTC                    
15692    2018-11-09 19:16:03.789          0.0
         2018-11-09 19:16:04.053        252.5
         2018-11-09 19:16:04.284        501.5
         2018-11-09 19:16:04.548        753.5
         2018-11-09 19:16:04.812       1003.5
         2018-11-09 19:16:05.043       1253.5
         2018-11-09 19:16:05.307       1504.5
         2018-11-09 19:16:05.571       1755.5
         2018-11-09 19:16:05.802       2006.5
         2018-11-09 19:16:06.066       2258.5
         2018-11-09 19:16:06.330       2507.5
         2018-11-09 19:16:06.561       2758.5
         2018-11-09 19:16:06.825       3009.5
         2018-11-09 19:16:07.056       3260.5
         2018-11-09 19:16:07.320       3501.5
         2018-11-09 19:16:07.551       3752.5
         2018-11-09 19:16:07.815       4003.5
         2018-11-09 19:16:08.079       4253.5
         2018-11-09 19:16:08.310       4503.5
         2018-11-09 19:16:08.574       4758.5
         2018-11-09 19:16:08.838       5009.5
         2018-11-09 19:16:09.069       5259.5
         2018-11-09 19:16:09.333       5509.5
         2018-11-09 19:16:09.564       5751.5
         2018-11-09 19:16:09.828       6001.5
         2018-11-09 19:16:10.092       6251.5
         2018-11-09 19:16:10.323       6503.5
         2018-11-09 19:16:10.587       6753.5
         2018-11-09 19:16:10.851       7003.5
         2018-11-09 19:16:11.082       7255.5
         2018-11-09 19:16:11.346       7507.5
         2018-11-09 19:16:11.610       7757.5
         2018-11-09 19:16:11.841       8007.5
         2018-11-09 19:16:12.105       8257.5
         2018-11-09 19:16:12.336       8508.5
         2018-11-09 19:16:12.600       8760.5
         2018-11-09 19:16:12.831       9001.5
         2018-11-09 19:16:13.095       9252.5
         2018-11-09 19:16:13.359       9503.5
         2018-11-09 19:16:13.590       9753.5
         2018-11-09 19:16:13.854      10003.5
         2018-11-09 19:16:14.118      10254.5
         2018-11-09 19:16:14.349      10504.5
         2018-11-09 19:16:14.613      10758.5
         2018-11-09 19:16:14.877      11009.5
         2018-11-09 19:16:15.108      11260.5
         2018-11-09 19:16:15.372      11501.5
         2018-11-09 19:16:15.603      11752.5
         2018-11-09 19:16:15.867      12003.5
         2018-11-09 19:16:16.131      12253.5
         2018-11-09 19:16:16.362      12503.5
         2018-11-09 19:16:16.626      12755.5
         2018-11-09 19:16:16.890      13005.5
         2018-11-09 19:16:17.121      13257.5
         2018-11-09 19:16:17.385      13509.5
         2018-11-09 19:16:17.649      13759.5
         2018-11-09 19:16:17.880      14009.5
         2018-11-09 19:16:18.144      14260.5
         2018-11-09 19:16:18.375      14502.5
         2018-11-09 19:16:18.639      14751.5
         2018-11-09 19:16:18.870      15001.5
         2018-11-09 19:16:19.134      15251.5
         2018-11-09 19:16:19.398      15503.5
         2018-11-09 19:16:19.629      15753.5
         2018-11-09 19:16:19.893      16005.5
         2018-11-09 19:16:20.157      16255.5
         2018-11-09 19:16:20.388      16508.5
         2018-11-09 19:16:20.652      16759.5
         2018-11-09 19:16:20.916      17010.5
         2018-11-09 19:16:21.147      17260.5
         2018-11-09 19:16:21.411      17501.5
         2018-11-09 19:16:21.642      17753.5
         2018-11-09 19:16:21.906      18003.5
         2018-11-09 19:16:22.170      18254.5
         2018-11-09 19:16:22.401      18504.5
         2018-11-09 19:16:22.665      18755.5
         2018-11-09 19:16:22.929      19006.5
         2018-11-09 19:16:23.160      19257.5
         2018-11-09 19:16:23.424      19508.5
         2018-11-09 19:16:23.655      19759.5
         2018-11-09 19:16:23.919      20010.5
         2018-11-09 19:16:24.150      20251.5
         2018-11-09 19:16:24.414      20501.5
         2018-11-09 19:16:24.678      20751.5
         2018-11-09 19:16:24.909      21001.5
         2018-11-09 19:16:25.173      21252.5
         2018-11-09 19:16:25.437      21502.5
         2018-11-09 19:16:25.668      21754.5
         2018-11-09 19:16:25.932      22003.5
         2018-11-09 19:16:26.196      22253.5
         2018-11-09 19:16:26.427      22504.5
         2018-11-09 19:16:26.691      22759.5
         2018-11-09 19:16:26.955      23009.5
         2018-11-09 19:16:27.186      23259.5
         2018-11-09 19:16:27.450      23509.5
         2018-11-09 19:16:27.681      23754.5
         2018-11-09 19:16:27.945      24006.5
         2018-11-09 19:16:28.209      24257.5
         2018-11-09 19:16:28.440      24508.5
         2018-11-09 19:16:28.704      24758.5
         2018-11-09 19:16:28.968      25009.5
         2018-11-09 19:16:29.199      25259.5
         2018-11-09 19:16:29.463      25510.5
         2018-11-09 19:16:29.694      25759.5
         2018-11-09 19:16:29.958      26010.5
         2018-11-09 19:16:30.189      26251.5
         2018-11-09 19:16:30.453      26502.5
         2018-11-09 19:16:30.717      26753.5
         2018-11-09 19:16:30.948      27004.5
         2018-11-09 19:16:31.212      27255.5
         2018-11-09 19:16:31.476      27506.5
         2018-11-09 19:16:31.707      27756.5
         2018-11-09 19:16:31.971      28007.5
         2018-11-09 19:16:32.235      28257.5
         2018-11-09 19:16:32.466      28507.5
         2018-11-09 19:16:32.730      28751.5
         2018-11-09 19:16:32.961      29001.5
         2018-11-09 19:16:33.225      29254.5
         2018-11-09 19:16:33.489      29505.5
         2018-11-09 19:16:33.720      29756.5
         2018-11-09 19:16:33.984      30005.5
         2018-11-09 19:16:34.248      30257.5
         2018-11-09 19:16:34.479      30507.5
         2018-11-09 19:16:34.743      30758.5
         2018-11-09 19:16:34.974      31008.5
         2018-11-09 19:16:35.238      31259.5
         2018-11-09 19:16:35.502      31511.5
         2018-11-09 19:16:35.733      31761.5
         2018-11-09 19:16:35.997      32004.5
         2018-11-09 19:16:36.228      32252.5
         2018-11-09 19:16:36.492      32501.5
         2018-11-09 19:16:36.756      32751.5
         2018-11-09 19:16:36.987      33002.5
         2018-11-09 19:16:37.251      33252.5
         2018-11-09 19:16:37.482      33503.5
         2018-11-09 19:16:37.746      33754.5
         2018-11-09 19:16:38.010      34005.5
         2018-11-09 19:16:38.241      34257.5
         2018-11-09 19:16:38.505      34507.5
         2018-11-09 19:16:38.769      34760.5
         2018-11-09 19:16:39.000      35010.5
         2018-11-09 19:16:39.264      35260.5
         2018-11-09 19:16:39.495      35501.5
         2018-11-09 19:16:39.759      35753.5
         2018-11-09 19:16:40.023      36003.5
         2018-11-09 19:16:40.254      36253.5
         2018-11-09 19:16:40.518      36503.5
         2018-11-09 19:16:40.782      36755.5
         2018-11-09 19:16:41.013      37005.5
         2018-11-09 19:16:41.277      37255.5
         2018-11-09 19:16:41.541      37506.5
         2018-11-09 19:16:41.772      37757.5
         2018-11-09 19:16:42.036      38008.5
         2018-11-09 19:16:42.267      38259.5
         2018-11-09 19:16:42.531      38510.5
         2018-11-09 19:16:42.795      38760.5
         2018-11-09 19:16:43.026      39001.5
         2018-11-09 19:16:43.290      39251.5
         2018-11-09 19:16:43.521      39501.5
         2018-11-09 19:16:43.785      39751.5
         2018-11-09 19:16:44.049      40002.5
         2018-11-09 19:16:44.280      40253.5
         2018-11-09 19:16:44.544      40504.5
         2018-11-09 19:16:44.808      40759.5
         2018-11-09 19:16:45.039      41009.5
         2018-11-09 19:16:45.303      41259.5
         2018-11-09 19:16:45.567      41511.5
         2018-11-09 19:16:45.798      41752.5
         2018-11-09 19:16:46.062      42003.5
         2018-11-09 19:16:46.293      42253.5
         2018-11-09 19:16:46.557      42504.5
         2018-11-09 19:16:46.821      42755.5
         2018-11-09 19:16:47.052      43006.5
         2018-11-09 19:16:47.316      43257.5
         2018-11-09 19:16:47.580      43508.5
         2018-11-09 19:16:47.811      43759.5
         2018-11-09 19:16:48.075      44010.5
         2018-11-09 19:16:48.306      44260.5
         2018-11-09 19:16:48.570      44501.5
         2018-11-09 19:16:48.801      44753.5
         2018-11-09 19:16:49.065      45003.5
         2018-11-09 19:16:49.329      45254.5
         2018-11-09 19:16:49.560      45505.5
         2018-11-09 19:16:49.824      45756.5
         2018-11-09 19:16:50.088      46005.5
         2018-11-09 19:16:50.319      46255.5
         2018-11-09 19:16:50.583      46506.5
         2018-11-09 19:16:50.847      46759.5
         2018-11-09 19:16:51.078      47008.5
         2018-11-09 19:16:51.342      47258.5
         2018-11-09 19:16:51.540      47459.5
         2018-11-09 19:16:51.738      47659.5
         2018-11-09 19:16:51.936      47853.5
         2018-11-09 19:16:52.134      48053.5
         2018-11-09 19:16:52.332      48254.5
         2018-11-09 19:16:52.530      48455.5
         2018-11-09 19:16:52.728      48657.5
         2018-11-09 19:16:52.959      48857.5
         2018-11-09 19:16:53.157      49057.5
         2018-11-09 19:16:53.355      49257.5
         2018-11-09 19:16:53.553      49458.5
         2018-11-09 19:16:53.751      49660.5
         2018-11-09 19:16:53.949      49859.5
         2018-11-09 19:16:54.147      50059.5
         2018-11-09 19:16:54.345      50259.5
         2018-11-09 19:16:54.543      50460.5
         2018-11-09 19:16:54.774      50660.5
         2018-11-09 19:16:54.939      50851.5
         2018-11-09 19:16:55.137      51051.5
         2018-11-09 19:16:55.368      51252.5
         2018-11-09 19:16:55.566      51453.5
         2018-11-09 19:16:55.764      51653.5
         2018-11-09 19:16:55.962      51853.5
         2018-11-09 19:16:56.160      52053.5
         2018-11-09 19:16:56.358      52253.5
         2018-11-09 19:16:56.556      52455.5
         2018-11-09 19:16:56.754      52655.5
         2018-11-09 19:16:56.985      52860.5
         2018-11-09 19:16:57.183      53060.5
         2018-11-09 19:16:57.381      53260.5
         2018-11-09 19:16:57.579      53451.5
         2018-11-09 19:16:57.777      53651.5
         2018-11-09 19:16:57.975      53853.5
         2018-11-09 19:16:58.173      54053.5
         2018-11-09 19:16:58.371      54253.5
         2018-11-09 19:16:58.569      54453.5
         2018-11-09 19:16:58.767      54653.5
         2018-11-09 19:16:58.965      54854.5
         2018-11-09 19:16:59.196      55054.5
         2018-11-09 19:16:59.394      55254.5
         2018-11-09 19:16:59.592      55455.5
         2018-11-09 19:16:59.790      55656.5
         2018-11-09 19:16:59.988      55857.5
         2018-11-09 19:17:00.186      56058.5
         2018-11-09 19:17:00.384      56257.5
         2018-11-09 19:17:00.582      56457.5
         2018-11-09 19:17:00.780      56657.5
         2018-11-09 19:17:01.011      56858.5
         2018-11-09 19:17:01.209      57059.5
         2018-11-09 19:17:01.407      57259.5
         2018-11-09 19:17:01.638      57511.5
         2018-11-09 19:17:01.902      57760.5
         2018-11-09 19:17:02.133      58002.5
         2018-11-09 19:17:02.397      58251.5
         2018-11-09 19:17:02.661      58501.5
         2018-11-09 19:17:02.892      58751.5
         2018-11-09 19:17:03.156      59002.5
         2018-11-09 19:17:03.387      59251.5
         2018-11-09 19:17:03.651      59502.5
         2018-11-09 19:17:03.915      59763.5
         2018-11-09 19:17:04.146      60003.5
         2018-11-09 19:17:04.410      60253.5
         2018-11-09 19:17:04.674      60505.5
         2018-11-09 19:17:04.905      60755.5
         2018-11-09 19:17:05.169      61006.5
         2018-11-09 19:17:05.433      61256.5
         2018-11-09 19:17:05.664      61507.5
         2018-11-09 19:17:05.928      61757.5
         2018-11-09 19:17:06.159      62007.5
         2018-11-09 19:17:06.423      62258.5
         2018-11-09 19:17:06.687      62508.5
         2018-11-09 19:17:06.918      62759.5
         2018-11-09 19:17:07.182      63009.5
         2018-11-09 19:17:07.413      63251.5
         2018-11-09 19:17:07.677      63501.5
         2018-11-09 19:17:07.941      63751.5
         2018-11-09 19:17:08.172      64001.5
         2018-11-09 19:17:08.436      64252.5
         2018-11-09 19:17:08.700      64502.5
         2018-11-09 19:17:08.931      64753.5
         2018-11-09 19:17:09.195      65001.5
         2018-11-09 19:17:09.426      65252.5
         2018-11-09 19:17:09.690      65503.5
         2018-11-09 19:17:09.954      65754.5
         2018-11-09 19:17:10.185      66003.5
         2018-11-09 19:17:10.449      66253.5
         2018-11-09 19:17:10.713      66503.5
         2018-11-09 19:17:10.944      66754.5
         2018-11-09 19:17:11.208      67004.5
         2018-11-09 19:17:11.439      67255.5
         2018-11-09 19:17:11.703      67506.5
         2018-11-09 19:17:11.967      67757.5
         2018-11-09 19:17:12.198      68008.5
         2018-11-09 19:17:12.462      68259.5
         2018-11-09 19:17:12.726      68509.5
         2018-11-09 19:17:12.957      68759.5
         2018-11-09 19:17:13.221      69011.5
         2018-11-09 19:17:13.452      69251.5
         2018-11-09 19:17:13.716      69502.5
         2018-11-09 19:17:13.980      69763.0
         2018-11-09 19:17:14.211      70003.5
         2018-11-09 19:17:14.475      70254.5
         2018-11-09 19:17:14.739      70504.5
         2018-11-09 19:17:14.970      70755.5
         2018-11-09 19:17:15.234      71010.5
         2018-11-09 19:17:15.465      71251.5
         2018-11-09 19:17:15.729      71501.5
         2018-11-09 19:17:15.993      71752.5
         2018-11-09 19:17:16.224      72003.5
         2018-11-09 19:17:16.488      72253.5
         2018-11-09 19:17:16.719      72503.5
         2018-11-09 19:17:16.983      72754.5
         2018-11-09 19:17:17.247      73005.5
         2018-11-09 19:17:17.478      73255.5
         2018-11-09 19:17:17.742      73505.5
         2018-11-09 19:17:18.006      73755.5
         2018-11-09 19:17:18.237      74005.5
         2018-11-09 19:17:18.501      74257.5
         2018-11-09 19:17:18.765      74506.5
         2018-11-09 19:17:18.996      74757.5
         2018-11-09 19:17:19.260      75007.5
         2018-11-09 19:17:19.491      75247.5
         2018-11-09 19:17:19.755      75507.5
         2018-11-09 19:17:20.019      75758.5
         2018-11-09 19:17:20.250      76009.5
         2018-11-09 19:17:20.514      76261.5
         2018-11-09 19:17:20.778      76510.5
         2018-11-09 19:17:21.009      76751.5
         2018-11-09 19:17:21.273      77001.5
         2018-11-09 19:17:21.504      77251.5
         2018-11-09 19:17:21.768      77501.5
         2018-11-09 19:17:21.999      77752.5
         2018-11-09 19:17:22.263      78003.5
         2018-11-09 19:17:22.527      78254.5
         2018-11-09 19:17:22.758      78504.5
         2018-11-09 19:17:23.022      78755.5
         2018-11-09 19:17:23.286      79005.5
         2018-11-09 19:17:23.517      79258.5
         2018-11-09 19:17:23.781      79509.5
         2018-11-09 19:17:24.045      79759.5
         2018-11-09 19:17:24.276      80009.5
         2018-11-09 19:17:24.540      80251.5
         2018-11-09 19:17:24.771      80501.5
         2018-11-09 19:17:25.035      80751.5
         2018-11-09 19:17:25.299      81002.5
         2018-11-09 19:17:25.530      81253.5
         2018-11-09 19:17:25.794      81503.5
         2018-11-09 19:17:26.058      81754.5
         2018-11-09 19:17:26.289      82005.5
         2018-11-09 19:17:26.553      82255.5
         2018-11-09 19:17:26.784      82505.5
         2018-11-09 19:17:27.048      82756.5
         2018-11-09 19:17:27.312      83010.5
         2018-11-09 19:17:27.543      83251.5
         2018-11-09 19:17:27.807      83501.5
         2018-11-09 19:17:28.038      83752.5
         2018-11-09 19:17:28.302      84003.5
         2018-11-09 19:17:28.566      84253.5
         2018-11-09 19:17:28.797      84505.5
         2018-11-09 19:17:29.061      84755.5
         2018-11-09 19:17:29.325      85007.5
         2018-11-09 19:17:29.523      85207.5
         2018-11-09 19:17:29.721      85407.5
         2018-11-09 19:17:29.919      85608.5
         2018-11-09 19:17:30.117      85808.5
         2018-11-09 19:17:30.315      86008.5
         2018-11-09 19:17:30.513      86209.5
         2018-11-09 19:17:30.711      86409.5
         2018-11-09 19:17:30.942      86611.5
         2018-11-09 19:17:31.107      86801.5
         2018-11-09 19:17:31.305      87002.5
         2018-11-09 19:17:31.536      87203.5
         2018-11-09 19:17:31.734      87403.5
         2018-11-09 19:17:31.932      87604.5
         2018-11-09 19:17:32.130      87805.5
         2018-11-09 19:17:32.328      88005.5
         2018-11-09 19:17:32.526      88205.5
         2018-11-09 19:17:32.724      88405.5
         2018-11-09 19:17:32.922      88605.5
         2018-11-09 19:17:33.153      88807.5
         2018-11-09 19:17:33.351      89009.5
         2018-11-09 19:17:33.549      89210.5
         2018-11-09 19:17:33.747      89409.5
         2018-11-09 19:17:33.945      89609.5
         2018-11-09 19:17:34.143      89801.5
         2018-11-09 19:17:34.341      90003.5
         2018-11-09 19:17:34.539      90205.5
         2018-11-09 19:17:34.737      90406.5
         2018-11-09 19:17:34.935      90606.5
         2018-11-09 19:17:35.133      90807.5
         2018-11-09 19:17:35.364      91007.5
         2018-11-09 19:17:35.562      91208.5
         2018-11-09 19:17:35.760      91409.5
         2018-11-09 19:17:35.958      91609.5
         2018-11-09 19:17:36.156      91809.5
         2018-11-09 19:17:36.354      92010.5
         2018-11-09 19:17:36.552      92201.5
         2018-11-09 19:17:36.750      92401.5
         2018-11-09 19:17:36.948      92601.5
         2018-11-09 19:17:37.212      92851.5
         2018-11-09 19:17:37.443      93102.5
         2018-11-09 19:17:37.707      93352.5
         2018-11-09 19:17:37.971      93603.5
         2018-11-09 19:17:38.202      93853.5
         2018-11-09 19:17:38.466      94105.5
         2018-11-09 19:17:38.730      94355.5
         2018-11-09 19:17:38.961      94607.5
         2018-11-09 19:17:39.225      94857.5
         2018-11-09 19:17:39.456      95101.5
         2018-11-09 19:17:39.720      95352.5
         2018-11-09 19:17:39.984      95603.5
         2018-11-09 19:17:40.215      95854.5
         2018-11-09 19:17:40.479      96103.5
         2018-11-09 19:17:40.743      96353.5
         2018-11-09 19:17:40.974      96605.5
         2018-11-09 19:17:41.238      96858.5
         2018-11-09 19:17:41.502      97109.5
         2018-11-09 19:17:41.733      97361.5
         2018-11-09 19:17:41.997      97601.5
         2018-11-09 19:17:42.228      97852.5
         2018-11-09 19:17:42.492      98103.5
         2018-11-09 19:17:42.756      98354.5
         2018-11-09 19:17:42.987      98605.5
         2018-11-09 19:17:43.251      98855.5
         2018-11-09 19:17:43.482      99105.5
         2018-11-09 19:17:43.746      99355.5
         2018-11-09 19:17:44.010      99606.5
         2018-11-09 19:17:44.241      99857.5
         2018-11-09 19:17:44.505     100108.5
         2018-11-09 19:17:44.769     100358.5
         2018-11-09 19:17:45.000     100609.5
         2018-11-09 19:17:45.264     100860.5
         2018-11-09 19:17:45.528     101110.5
         2018-11-09 19:17:45.759     101351.5
         2018-11-09 19:17:46.023     101601.5
         2018-11-09 19:17:46.254     101853.5
         2018-11-09 19:17:46.518     102103.5
         2018-11-09 19:17:46.749     102353.5
         2018-11-09 19:17:47.013     102604.5
         2018-11-09 19:17:47.277     102854.5
         2018-11-09 19:17:47.508     103105.5
         2018-11-09 19:17:47.772     103356.5
         2018-11-09 19:17:48.036     103605.5
         2018-11-09 19:17:48.267     103855.5
         2018-11-09 19:17:48.531     104106.5
         2018-11-09 19:17:48.795     104358.5
         2018-11-09 19:17:49.026     104608.5
         2018-11-09 19:17:49.290     104858.5
         2018-11-09 19:17:49.554     105109.5
         2018-11-09 19:17:49.785     105359.5
         2018-11-09 19:17:50.049     105609.5
         2018-11-09 19:17:50.280     105852.5
         2018-11-09 19:17:50.544     106101.5
         2018-11-09 19:17:50.775     106353.5
         2018-11-09 19:17:51.039     106603.5
         2018-11-09 19:17:51.303     106854.5
         2018-11-09 19:17:51.567     107110.5
         2018-11-09 19:17:51.798     107360.5
         2018-11-09 19:17:52.029     107601.5
         2018-11-09 19:17:52.293     107852.5
         2018-11-09 19:17:52.557     108101.5
         2018-11-09 19:17:52.788     108351.5
         2018-11-09 19:17:53.052     108604.5
         2018-11-09 19:17:53.316     108853.5
         2018-11-09 19:17:53.547     109105.5
         2018-11-09 19:17:53.811     109355.5
         2018-11-09 19:17:54.075     109607.5
         2018-11-09 19:17:54.306     109856.5
         2018-11-09 19:17:54.570     110107.5
         2018-11-09 19:17:54.834     110357.5
         2018-11-09 19:17:55.065     110609.5
         2018-11-09 19:17:55.329     110859.5
         2018-11-09 19:17:55.560     111110.5
         2018-11-09 19:17:55.824     111351.5
         2018-11-09 19:17:56.055     111601.5
         2018-11-09 19:17:56.319     111851.5
         2018-11-09 19:17:56.583     112103.5
         2018-11-09 19:17:56.814     112352.5
         2018-11-09 19:17:57.078     112603.5
         2018-11-09 19:17:57.342     112854.5
         2018-11-09 19:17:57.573     113107.5
         2018-11-09 19:17:57.837     113357.5
         2018-11-09 19:17:58.101     113608.5
         2018-11-09 19:17:58.332     113858.5
         2018-11-09 19:17:58.596     114101.5
         2018-11-09 19:17:58.827     114351.5
         2018-11-09 19:17:59.091     114602.5
         2018-11-09 19:17:59.355     114854.5
         2018-11-09 19:17:59.586     115103.5
         2018-11-09 19:17:59.850     115353.5
         2018-11-09 19:18:00.081     115603.5
         2018-11-09 19:18:00.345     115853.5
         2018-11-09 19:18:00.609     116104.5
         2018-11-09 19:18:00.840     116355.5
         2018-11-09 19:18:01.104     116606.5
         2018-11-09 19:18:01.368     116857.5
         2018-11-09 19:18:01.599     117108.5
         2018-11-09 19:18:01.863     117359.5
         2018-11-09 19:18:02.127     117609.5
         2018-11-09 19:18:02.358     117859.5
         2018-11-09 19:18:02.622     118109.5
         2018-11-09 19:18:02.853     118351.5
         2018-11-09 19:18:03.117     118601.5
         2018-11-09 19:18:03.381     118852.5
         2018-11-09 19:18:03.612     119108.5
         2018-11-09 19:18:03.876     119358.5
         2018-11-09 19:18:04.140     119609.5
         2018-11-09 19:18:04.371     119860.5
         2018-11-09 19:18:04.635     120103.5
         2018-11-09 19:18:04.866     120353.5
         2018-11-09 19:18:05.130     120604.5
         2018-11-09 19:18:05.394     120854.5
         2018-11-09 19:18:05.625     121106.5
         2018-11-09 19:18:05.889     121355.5
         2018-11-09 19:18:06.120     121606.5
         2018-11-09 19:18:06.384     121857.5
         2018-11-09 19:18:06.648     122108.5
         2018-11-09 19:18:06.879     122359.5
         2018-11-09 19:18:07.143     122610.5
         2018-11-09 19:18:07.374     122851.5
         2018-11-09 19:18:07.638     123101.5
         2018-11-09 19:18:07.902     123351.5
         2018-11-09 19:18:08.133     123603.5
         2018-11-09 19:18:08.397     123853.5
         2018-11-09 19:18:08.661     124104.5
         2018-11-09 19:18:08.892     124355.5
         2018-11-09 19:18:09.156     124606.5
         2018-11-09 19:18:09.420     124857.5
         2018-11-09 19:18:09.651     125101.5
         2018-11-09 19:18:09.915     125352.5
         2018-11-09 19:18:10.146     125602.5
         2018-11-09 19:18:10.410     125853.5
         2018-11-09 19:18:10.674     126102.5
         2018-11-09 19:18:10.905     126353.5
         2018-11-09 19:18:11.169     126604.5
         2018-11-09 19:18:11.400     126855.5
         2018-11-09 19:18:11.664     127106.5
         2018-11-09 19:18:11.928     127357.5
         2018-11-09 19:18:12.159     127608.5
         2018-11-09 19:18:12.423     127859.5
         2018-11-09 19:18:12.687     128109.5
         2018-11-09 19:18:12.918     128360.5
         2018-11-09 19:18:13.182     128601.5
         2018-11-09 19:18:13.413     128851.5
         2018-11-09 19:18:13.677     129102.5
         2018-11-09 19:18:13.941     129352.5
         2018-11-09 19:18:14.172     129603.5
         2018-11-09 19:18:14.436     129854.5
         2018-11-09 19:18:14.700     130106.5
         2018-11-09 19:18:14.931     130355.5
         2018-11-09 19:18:15.195     130606.5
         2018-11-09 19:18:15.426     130857.5
         2018-11-09 19:18:15.690     131109.5
         2018-11-09 19:18:15.954     131359.5
         2018-11-09 19:18:16.185     131609.5
         2018-11-09 19:18:16.449     131859.5
         2018-11-09 19:18:16.680     132102.5
         2018-11-09 19:18:16.944     132353.5
         2018-11-09 19:18:17.208     132604.5
         2018-11-09 19:18:17.439     132855.5
         2018-11-09 19:18:17.703     133106.5
         2018-11-09 19:18:17.967     133357.5
         2018-11-09 19:18:18.198     133607.5
         2018-11-09 19:18:18.462     133857.5
         2018-11-09 19:18:18.726     134109.5
         2018-11-09 19:18:18.957     134359.5
         2018-11-09 19:18:19.221     134611.5
         2018-11-09 19:18:19.452     134851.5
         2018-11-09 19:18:19.716     135101.5
         2018-11-09 19:18:19.980     135352.5
         2018-11-09 19:18:20.211     135602.5
         2018-11-09 19:18:20.475     135853.5
         2018-11-09 19:18:20.706     136103.5
         2018-11-09 19:18:20.970     136353.5
         2018-11-09 19:18:21.234     136603.5
         2018-11-09 19:18:21.465     136854.5
         2018-11-09 19:18:21.729     137108.5
         2018-11-09 19:18:21.993     137361.5
         2018-11-09 19:18:22.224     137601.5
         2018-11-09 19:18:22.488     137852.5
         2018-11-09 19:18:22.719     138101.5
         2018-11-09 19:18:22.983     138351.5
         2018-11-09 19:18:23.247     138601.5
         2018-11-09 19:18:23.478     138853.5
         2018-11-09 19:18:23.742     139103.5
         2018-11-09 19:18:24.006     139354.5
         2018-11-09 19:18:24.237     139605.5
         2018-11-09 19:18:24.501     139867.5
         2018-11-09 19:18:24.732     140106.5
         2018-11-09 19:18:24.996     140357.5
         2018-11-09 19:18:25.260     140607.5
         2018-11-09 19:18:25.491     140861.5
         2018-11-09 19:18:25.755     141102.5
         2018-11-09 19:18:25.986     141353.5
         2018-11-09 19:18:26.250     141603.5
         2018-11-09 19:18:26.514     141853.5
         2018-11-09 19:18:26.745     142103.5
         2018-11-09 19:18:27.009     142355.5
         2018-11-09 19:18:27.273     142605.5
         2018-11-09 19:18:27.504     142856.5
         2018-11-09 19:18:27.768     143107.5
         2018-11-09 19:18:28.032     143358.5
         2018-11-09 19:18:28.263     143609.5
         2018-11-09 19:18:28.527     143860.5
         2018-11-09 19:18:28.758     144101.5
         2018-11-09 19:18:29.022     144351.5
         2018-11-09 19:18:29.286     144601.5
         2018-11-09 19:18:29.517     144851.5
         2018-11-09 19:18:29.781     145103.5
         2018-11-09 19:18:30.012     145353.5
         2018-11-09 19:18:30.276     145605.5
         2018-11-09 19:18:30.540     145855.5
         2018-11-09 19:18:30.771     146108.5
         2018-11-09 19:18:31.035     146357.5
         2018-11-09 19:18:31.299     146607.5
         2018-11-09 19:18:31.530     146858.5
         2018-11-09 19:18:31.794     147108.5
         2018-11-09 19:18:32.058     147359.5
         2018-11-09 19:18:32.289     147609.5
         2018-11-09 19:18:32.553     147859.5
         2018-11-09 19:18:32.784     148101.5
         2018-11-09 19:18:33.048     148351.5
         2018-11-09 19:18:33.279     148601.5
         2018-11-09 19:18:33.543     148852.5
         2018-11-09 19:18:33.807     149107.5
         2018-11-09 19:18:34.071     149357.5
         2018-11-09 19:18:34.302     149607.5
         2018-11-09 19:18:34.566     149857.5
         2018-11-09 19:18:34.797     150101.5
         2018-11-09 19:18:35.061     150353.5
         2018-11-09 19:18:35.325     150604.5
         2018-11-09 19:18:35.556     150855.5
         2018-11-09 19:18:35.820     151105.5
         2018-11-09 19:18:36.051     151356.5
         2018-11-09 19:18:36.315     151605.5
         2018-11-09 19:18:36.579     151857.5
         2018-11-09 19:18:36.810     152107.5
         2018-11-09 19:18:37.074     152359.5
         2018-11-09 19:18:37.338     152609.5
         2018-11-09 19:18:37.569     152851.5
         2018-11-09 19:18:37.833     153101.5
         2018-11-09 19:18:38.064     153352.5
         2018-11-09 19:18:38.328     153603.5
         2018-11-09 19:18:38.592     153854.5
         2018-11-09 19:18:38.823     154104.5
         2018-11-09 19:18:39.087     154355.5
         2018-11-09 19:18:39.351     154606.5
         2018-11-09 19:18:39.582     154857.5
         2018-11-09 19:18:39.846     155110.5
         2018-11-09 19:18:40.077     155359.5
         2018-11-09 19:18:40.341     155609.5
         2018-11-09 19:18:40.605     155859.5
         2018-11-09 19:18:40.836     156110.5
         2018-11-09 19:18:41.100     156351.5
         2018-11-09 19:18:41.331     156604.5
         2018-11-09 19:18:41.595     156853.5
         2018-11-09 19:18:41.859     157103.5
         2018-11-09 19:18:42.090     157355.5
         2018-11-09 19:18:42.354     157607.5
         2018-11-09 19:18:42.618     157857.5
         2018-11-09 19:18:42.849     158109.5
         2018-11-09 19:18:43.113     158359.5
         2018-11-09 19:18:43.377     158611.5
         2018-11-09 19:18:43.608     158851.5
         2018-11-09 19:18:43.872     159101.5
         2018-11-09 19:18:44.103     159351.5
         2018-11-09 19:18:44.367     159602.5
         2018-11-09 19:18:44.598     159852.5
         2018-11-09 19:18:44.862     160103.5
         2018-11-09 19:18:45.126     160353.5
         2018-11-09 19:18:45.357     160603.5
         2018-11-09 19:18:45.621     160853.5
         2018-11-09 19:18:45.885     161107.5
         2018-11-09 19:18:46.116     161358.5
         2018-11-09 19:18:46.380     161609.5
         2018-11-09 19:18:46.611     161852.5
         2018-11-09 19:18:46.875     162110.5
         2018-11-09 19:18:47.139     162360.5
         2018-11-09 19:18:47.370     162601.5
         2018-11-09 19:18:47.634     162851.5
         2018-11-09 19:18:47.898     163101.5
         2018-11-09 19:18:48.129     163352.5
         2018-11-09 19:18:48.393     163603.5
         2018-11-09 19:18:48.624     163853.5
         2018-11-09 19:18:48.888     164104.5
         2018-11-09 19:18:49.152     164355.5
         2018-11-09 19:18:49.383     164606.5
         2018-11-09 19:18:49.647     164857.5
         2018-11-09 19:18:49.911     165108.5
         2018-11-09 19:18:50.142     165359.5
         2018-11-09 19:18:50.406     165609.5
         2018-11-09 19:18:50.670     165860.5
         2018-11-09 19:18:50.901     166110.5
         2018-11-09 19:18:51.165     166360.5
         2018-11-09 19:18:51.429     166611.5
         2018-11-09 19:18:51.660     166851.5
         2018-11-09 19:18:51.924     167107.5
         2018-11-09 19:18:52.155     167357.5
         2018-11-09 19:18:52.419     167608.5
         2018-11-09 19:18:52.683     167859.5
         2018-11-09 19:18:52.947     168120.5
         2018-11-09 19:18:53.178     168351.5
         2018-11-09 19:18:53.409     168602.5
         2018-11-09 19:18:53.673     168853.5
         2018-11-09 19:18:53.937     169105.5
         2018-11-09 19:18:54.168     169354.5
         2018-11-09 19:18:54.432     169605.5
         2018-11-09 19:18:54.663     169855.5
         2018-11-09 19:18:54.927     170105.5
         2018-11-09 19:18:55.191     170356.5
         2018-11-09 19:18:55.422     170607.5
         2018-11-09 19:18:55.686     170857.5
         2018-11-09 19:18:55.950     171108.5
         2018-11-09 19:18:56.181     171358.5
         2018-11-09 19:18:56.445     171610.5
         2018-11-09 19:18:56.709     171860.5
         2018-11-09 19:18:56.940     172101.5
         2018-11-09 19:18:57.204     172351.5
         2018-11-09 19:18:57.435     172601.5
         2018-11-09 19:18:57.699     172852.5
         2018-11-09 19:18:57.930     173103.5
         2018-11-09 19:18:58.194     173357.5
         2018-11-09 19:18:58.458     173608.5
         2018-11-09 19:18:58.689     173859.5
         2018-11-09 19:18:58.953     174109.5
         2018-11-09 19:18:59.217     174353.5
         2018-11-09 19:18:59.448     174604.5
         2018-11-09 19:18:59.712     174854.5
         2018-11-09 19:18:59.943     175105.5
         2018-11-09 19:19:00.207     175356.5
         2018-11-09 19:19:00.471     175605.5
         2018-11-09 19:19:00.702     175857.5
         2018-11-09 19:19:00.966     176107.5
         2018-11-09 19:19:01.230     176359.5
         2018-11-09 19:19:01.461     176609.5
         2018-11-09 19:19:01.725     176859.5
         2018-11-09 19:19:01.989     177109.5
         2018-11-09 19:19:02.220     177361.5
         2018-11-09 19:19:02.484     177601.5
         2018-11-09 19:19:02.715     177853.5
         2018-11-09 19:19:02.979     178105.0
         2018-11-09 19:19:03.243     178355.5
         2018-11-09 19:19:03.474     178606.5
         2018-11-09 19:19:03.738     178857.5
         2018-11-09 19:19:04.002     179108.5
         2018-11-09 19:19:04.233     179358.5
         2018-11-09 19:19:04.497     179609.5
         2018-11-09 19:19:04.728     179859.5
         2018-11-09 19:19:04.992     180109.5
         2018-11-09 19:19:05.256     180360.5
         2018-11-09 19:19:05.487     180602.5
         2018-11-09 19:19:05.751     180851.5
         2018-11-09 19:19:05.982     181102.5
         2018-11-09 19:19:06.246     181353.5
         2018-11-09 19:19:06.510     181605.5
         2018-11-09 19:19:06.741     181854.5
         2018-11-09 19:19:07.005     182105.5
         2018-11-09 19:19:07.269     182355.5
         2018-11-09 19:19:07.500     182608.5
         2018-11-09 19:19:07.764     182857.5
         2018-11-09 19:19:07.995     183107.5
         2018-11-09 19:19:08.259     183358.5
         2018-11-09 19:19:08.523     183608.5
         2018-11-09 19:19:08.754     183858.5
         2018-11-09 19:19:09.018     184109.5
         2018-11-09 19:19:09.282     184359.5
         2018-11-09 19:19:09.513     184609.5
         2018-11-09 19:19:09.777     184851.5
         2018-11-09 19:19:10.008     185101.5
         2018-11-09 19:19:10.272     185357.5
         2018-11-09 19:19:10.536     185608.5
         2018-11-09 19:19:10.767     185858.5
         2018-11-09 19:19:11.031     186109.5
         2018-11-09 19:19:11.295     186360.5
         2018-11-09 19:19:11.526     186601.5
         2018-11-09 19:19:11.790     186852.5
         2018-11-09 19:19:12.021     187103.5
         2018-11-09 19:19:12.285     187354.5
         2018-11-09 19:19:12.549     187605.5
         2018-11-09 19:19:12.780     187855.5
         2018-11-09 19:19:13.044     188105.5
         2018-11-09 19:19:13.275     188355.5
         2018-11-09 19:19:13.539     188606.5
         2018-11-09 19:19:13.803     188860.5
         2018-11-09 19:19:14.034     189109.5
         2018-11-09 19:19:14.298     189359.5
         2018-11-09 19:19:14.562     189610.5
         2018-11-09 19:19:14.793     189860.5
         2018-11-09 19:19:15.057     190101.5
         2018-11-09 19:19:15.288     190351.5
         2018-11-09 19:19:15.552     190601.5
         2018-11-09 19:19:15.816     190853.5
         2018-11-09 19:19:16.047     191103.5
         2018-11-09 19:19:16.311     191357.5
         2018-11-09 19:19:16.575     191608.5
         2018-11-09 19:19:16.806     191859.5
         2018-11-09 19:19:17.070     192110.5
         2018-11-09 19:19:17.301     192351.5
         2018-11-09 19:19:17.565     192602.5
         2018-11-09 19:19:17.829     192853.5
         2018-11-09 19:19:18.060     193105.5
         2018-11-09 19:19:18.324     193356.5
         2018-11-09 19:19:18.588     193607.5
         2018-11-09 19:19:18.819     193858.5
         2018-11-09 19:19:19.083     194109.5
         2018-11-09 19:19:19.314     194359.5
         2018-11-09 19:19:19.578     194610.5
         2018-11-09 19:19:19.809     194851.5
         2018-11-09 19:19:20.073     195101.5
         2018-11-09 19:19:20.337     195351.5
         2018-11-09 19:19:20.568     195603.5
         2018-11-09 19:19:20.832     195853.5
         2018-11-09 19:19:21.096     196104.5
         2018-11-09 19:19:21.327     196355.5
         2018-11-09 19:19:21.591     196606.5
         2018-11-09 19:19:21.855     196857.5
         2018-11-09 19:19:22.086     197108.5
         2018-11-09 19:19:22.350     197359.5
         2018-11-09 19:19:22.614     197609.5
         2018-11-09 19:19:22.845     197859.5
         2018-11-09 19:19:23.109     198109.5
         2018-11-09 19:19:23.340     198360.5
         2018-11-09 19:19:23.604     198611.5
         2018-11-09 19:19:23.835     198851.5
         2018-11-09 19:19:24.066     199051.5
         2018-11-09 19:19:24.264     199251.5
         2018-11-09 19:19:24.462     199453.5
         2018-11-09 19:19:24.660     199653.5
         2018-11-09 19:19:24.858     199854.5
         2018-11-09 19:19:25.056     200057.5
         2018-11-09 19:19:25.254     200258.5
         2018-11-09 19:19:25.452     200459.5
         2018-11-09 19:19:25.683     200659.5
         2018-11-09 19:19:25.848     200851.5
         2018-11-09 19:19:26.046     201051.5
         2018-11-09 19:19:26.277     201251.5
         2018-11-09 19:19:26.475     201451.5
         2018-11-09 19:19:26.673     201652.5
         2018-11-09 19:19:26.871     201853.5
         2018-11-09 19:19:27.069     202054.5
         2018-11-09 19:19:27.267     202255.5
         2018-11-09 19:19:27.465     202455.5
         2018-11-09 19:19:27.663     202655.5
         2018-11-09 19:19:27.894     202856.5
         2018-11-09 19:19:28.092     203057.5
         2018-11-09 19:19:28.290     203257.5
         2018-11-09 19:19:28.488     203458.5
         2018-11-09 19:19:28.686     203659.5
         2018-11-09 19:19:28.884     203859.5
         2018-11-09 19:19:29.082     204060.5
         2018-11-09 19:19:29.280     204261.5
         2018-11-09 19:19:29.478     204460.5
         2018-11-09 19:19:29.676     204651.5
         2018-11-09 19:19:29.874     204852.5
         2018-11-09 19:19:30.072     205053.5
         2018-11-09 19:19:30.303     205254.5
         2018-11-09 19:19:30.501     205456.5
         2018-11-09 19:19:30.699     205655.5
         2018-11-09 19:19:30.897     205855.5
         2018-11-09 19:19:31.095     206056.5
         2018-11-09 19:19:31.293     206257.5
         2018-11-09 19:19:31.491     206458.5
         2018-11-09 19:19:31.689     206657.5
         2018-11-09 19:19:31.887     206857.5
         2018-11-09 19:19:32.118     207058.5
         2018-11-09 19:19:32.316     207258.5
         2018-11-09 19:19:32.514     207459.5
         2018-11-09 19:19:32.712     207659.5
         2018-11-09 19:19:32.910     207860.5
         2018-11-09 19:19:33.108     208051.5
         2018-11-09 19:19:33.306     208252.5
         2018-11-09 19:19:33.504     208451.5
         2018-11-09 19:19:33.702     208651.5
         2018-11-09 19:19:33.900     208851.5
         2018-11-09 19:19:34.098     209052.5
         2018-11-09 19:19:34.329     209256.5
         2018-11-09 19:19:34.527     209457.5
         2018-11-09 19:19:34.725     209658.5
         2018-11-09 19:19:34.923     209857.5
         2018-11-09 19:19:35.121     210057.5
         2018-11-09 19:19:35.319     210259.5
         2018-11-09 19:19:35.517     210451.5
         2018-11-09 19:19:35.715     210651.5
         2018-11-09 19:19:35.913     210851.5
         2018-11-09 19:19:36.111     211051.5
         2018-11-09 19:19:36.309     211251.5
         2018-11-09 19:19:36.540     211452.5
         2018-11-09 19:19:36.738     211651.5
         2018-11-09 19:19:36.936     211852.5
         2018-11-09 19:19:37.134     212053.5
         2018-11-09 19:19:37.332     212253.5
         2018-11-09 19:19:37.530     212455.5
         2018-11-09 19:19:37.728     212655.5
         2018-11-09 19:19:37.926     212856.5
         2018-11-09 19:19:38.157     213057.5
         2018-11-09 19:19:38.355     213257.5
         2018-11-09 19:19:38.553     213459.5
         2018-11-09 19:19:38.751     213659.5
         2018-11-09 19:19:38.949     213860.5
         2018-11-09 19:19:39.147     214051.5
         2018-11-09 19:19:39.345     214251.5
         2018-11-09 19:19:39.543     214452.5
         2018-11-09 19:19:39.741     214652.5
         2018-11-09 19:19:39.939     214853.5
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         2018-11-09 19:19:40.335     215253.5
         2018-11-09 19:19:40.566     215455.5
         2018-11-09 19:19:40.764     215655.5
         2018-11-09 19:19:40.962     215855.5
         2018-11-09 19:19:41.160     216055.5
         2018-11-09 19:19:41.358     216255.5
         2018-11-09 19:19:41.556     216460.5
         2018-11-09 19:19:41.754     216660.5
         2018-11-09 19:19:41.952     216851.5
         2018-11-09 19:19:42.150     217051.5
         2018-11-09 19:19:42.348     217252.5
         2018-11-09 19:19:42.579     217452.5
         2018-11-09 19:19:42.777     217653.5
         2018-11-09 19:19:42.975     217854.5
         2018-11-09 19:19:43.173     218056.5
         2018-11-09 19:19:43.371     218257.5
         2018-11-09 19:19:43.569     218457.5
         2018-11-09 19:19:43.767     218657.5
         2018-11-09 19:19:43.965     218858.5
         2018-11-09 19:19:44.163     219059.5
         2018-11-09 19:19:44.394     219260.5
         2018-11-09 19:19:44.559     219452.5
         2018-11-09 19:19:44.790     219651.5
         2018-11-09 19:19:44.988     219852.5
         2018-11-09 19:19:45.186     220052.5
         2018-11-09 19:19:45.384     220253.5
         2018-11-09 19:19:45.582     220453.5
         2018-11-09 19:19:45.780     220654.5
         2018-11-09 19:19:45.978     220855.5
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         2018-11-09 19:19:46.374     221256.5
         2018-11-09 19:19:46.605     221458.5
         2018-11-09 19:19:46.803     221659.5
         2018-11-09 19:19:47.001     221861.5
         2018-11-09 19:19:47.199     222060.5
         2018-11-09 19:19:47.397     222260.5
         2018-11-09 19:19:47.595     222460.5
         2018-11-09 19:19:47.793     222652.5
         2018-11-09 19:19:47.991     222851.5
         2018-11-09 19:19:48.189     223052.5
         2018-11-09 19:19:48.387     223253.5
         2018-11-09 19:19:48.585     223453.5
         2018-11-09 19:19:48.816     223655.5
         2018-11-09 19:19:49.014     223855.5
         2018-11-09 19:19:49.212     224056.5
         2018-11-09 19:19:49.410     224257.5
         2018-11-09 19:19:49.608     224457.5
         2018-11-09 19:19:49.806     224657.5
         2018-11-09 19:19:50.004     224858.5
         2018-11-09 19:19:50.202     225058.5
         2018-11-09 19:19:50.400     225258.5
         2018-11-09 19:19:50.631     225459.5
         2018-11-09 19:19:50.829     225660.5
         2018-11-09 19:19:51.027     225859.5
         2018-11-09 19:19:51.225     226059.5
         2018-11-09 19:19:51.423     226259.5
         2018-11-09 19:19:51.621     226459.5
         2018-11-09 19:19:51.819     226660.5
         2018-11-09 19:19:52.017     226851.5
         2018-11-09 19:19:52.215     227051.5
         2018-11-09 19:19:52.413     227252.5
         2018-11-09 19:19:52.644     227459.5
         2018-11-09 19:19:52.842     227660.5
         2018-11-09 19:19:53.040     227851.5
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         2018-11-09 19:19:53.436     228251.5
         2018-11-09 19:19:53.634     228451.5
         2018-11-09 19:19:53.832     228651.5
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         2018-11-09 19:19:54.228     229052.5
         2018-11-09 19:19:54.426     229253.5
         2018-11-09 19:19:54.624     229453.5
         2018-11-09 19:19:54.855     229654.5
         2018-11-09 19:19:55.053     229855.5
         2018-11-09 19:19:55.251     230055.5
         2018-11-09 19:19:55.449     230255.5
         2018-11-09 19:19:55.647     230455.5
         2018-11-09 19:19:55.845     230655.5
         2018-11-09 19:19:56.043     230856.5
         2018-11-09 19:19:56.241     231057.5
         2018-11-09 19:19:56.439     231258.5
         2018-11-09 19:19:56.670     231459.5
         2018-11-09 19:19:56.868     231659.5
         2018-11-09 19:19:57.066     231859.5
         2018-11-09 19:19:57.264     232060.5
         2018-11-09 19:19:57.462     232252.5
         2018-11-09 19:19:57.660     232451.5
         2018-11-09 19:19:57.858     232651.5
         2018-11-09 19:19:58.056     232851.5
         2018-11-09 19:19:58.254     233053.5
         2018-11-09 19:19:58.452     233254.5
         2018-11-09 19:19:58.650     233458.5
         2018-11-09 19:19:58.881     233660.5
         2018-11-09 19:19:59.079     233859.5
         2018-11-09 19:19:59.277     234060.5
         2018-11-09 19:19:59.475     234251.5
         2018-11-09 19:19:59.673     234451.5
         2018-11-09 19:19:59.871     234651.5
         2018-11-09 19:20:00.069     234852.5
         2018-11-09 19:20:00.267     235053.5
         2018-11-09 19:20:00.465     235253.5
         2018-11-09 19:20:00.663     235454.5
         2018-11-09 19:20:00.861     235655.5
         2018-11-09 19:20:01.092     235855.5
         2018-11-09 19:20:01.290     236055.5
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         2018-11-09 19:20:01.686     236457.5
         2018-11-09 19:20:01.884     236658.5
         2018-11-09 19:20:02.082     236858.5
         2018-11-09 19:20:02.280     237059.5
         2018-11-09 19:20:02.478     237260.5
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         2018-11-09 19:20:02.874     237651.5
         2018-11-09 19:20:03.072     237851.5
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         2018-11-09 19:20:03.501     238251.5
         2018-11-09 19:20:03.699     238451.5
         2018-11-09 19:20:03.897     238652.5
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         2018-11-09 19:20:04.293     239052.5
         2018-11-09 19:20:04.491     239253.5
         2018-11-09 19:20:04.689     239457.5
         2018-11-09 19:20:04.887     239658.5
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         2018-11-09 19:20:05.712     240451.5
         2018-11-09 19:20:05.910     240651.5
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         2018-11-09 19:20:07.329     242055.5
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         2018-11-09 19:20:07.725     242455.5
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         2018-11-09 19:20:08.121     242856.5
         2018-11-09 19:20:08.319     243057.5
         2018-11-09 19:20:08.517     243257.5
         2018-11-09 19:20:08.715     243458.5
         2018-11-09 19:20:08.913     243658.5
         2018-11-09 19:20:09.144     243858.5
         2018-11-09 19:20:09.342     244058.5
         2018-11-09 19:20:09.540     244260.5
         2018-11-09 19:20:09.738     244451.5
         2018-11-09 19:20:09.936     244651.5
         2018-11-09 19:20:10.134     244851.5
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         2018-11-09 19:20:10.893     245607.5
         2018-11-09 19:20:11.124     245857.5
         2018-11-09 19:20:11.388     246107.5
         2018-11-09 19:20:11.652     246358.5
         2018-11-09 19:20:11.883     246601.5
         2018-11-09 19:20:12.147     246853.5
         2018-11-09 19:20:12.378     247103.5
         2018-11-09 19:20:12.642     247356.5
         2018-11-09 19:20:12.906     247605.5
         2018-11-09 19:20:13.137     247857.5
         2018-11-09 19:20:13.401     248107.5
         2018-11-09 19:20:13.665     248358.5
         2018-11-09 19:20:13.896     248608.5
         2018-11-09 19:20:14.160     248851.5
         2018-11-09 19:20:14.391     249102.5
         2018-11-09 19:20:14.655     249352.5
         2018-11-09 19:20:14.919     249603.5
         2018-11-09 19:20:15.150     249853.5
         2018-11-09 19:20:15.414     250104.5
         2018-11-09 19:20:15.678     250354.5
         2018-11-09 19:20:15.909     250605.5
         2018-11-09 19:20:16.173     250855.5
         2018-11-09 19:20:16.404     251105.5
         2018-11-09 19:20:16.668     251357.5
         2018-11-09 19:20:16.932     251609.5
         2018-11-09 19:20:17.163     251859.5
         2018-11-09 19:20:17.427     252101.5
         2018-11-09 19:20:17.658     252351.5
         2018-11-09 19:20:17.922     252604.5
         2018-11-09 19:20:18.186     252853.5
         2018-11-09 19:20:18.417     253105.5
         2018-11-09 19:20:18.681     253355.5
         2018-11-09 19:20:18.945     253607.5
         2018-11-09 19:20:19.176     253857.5
         2018-11-09 19:20:19.440     254107.5
         2018-11-09 19:20:19.704     254358.5
         2018-11-09 19:20:19.935     254609.5
         2018-11-09 19:20:20.199     254859.5
         2018-11-09 19:20:20.463     255110.5
         2018-11-09 19:20:20.694     255360.5
         2018-11-09 19:20:20.958     255601.5
         2018-11-09 19:20:21.189     255851.5
         2018-11-09 19:20:21.453     256103.5
         2018-11-09 19:20:21.684     256353.5
         2018-11-09 19:20:21.948     256603.5
         2018-11-09 19:20:22.212     256853.5
         2018-11-09 19:20:22.443     257105.5
         2018-11-09 19:20:22.707     257355.5
         2018-11-09 19:20:22.971     257609.5
         2018-11-09 19:20:23.202     257859.5
         2018-11-09 19:20:23.466     258110.5
         2018-11-09 19:20:23.697     258353.5
         2018-11-09 19:20:23.961     258603.5
         2018-11-09 19:20:24.225     258856.5
         2018-11-09 19:20:24.456     259107.5
         2018-11-09 19:20:24.720     259357.5
         2018-11-09 19:20:24.984     259607.5
         2018-11-09 19:20:25.215     259858.5
         2018-11-09 19:20:25.479     260107.5
         2018-11-09 19:20:25.743     260357.5
         2018-11-09 19:20:25.974     260607.5
         2018-11-09 19:20:26.238     260857.5
         2018-11-09 19:20:26.469     261108.5
         2018-11-09 19:20:26.733     261358.5
         2018-11-09 19:20:26.997     261609.5
         2018-11-09 19:20:27.228     261859.5
         2018-11-09 19:20:27.492     262109.5
         2018-11-09 19:20:27.756     262359.5
         2018-11-09 19:20:27.987     262610.5
         2018-11-09 19:20:28.251     262860.5
         2018-11-09 19:20:28.482     263101.5
         2018-11-09 19:20:28.746     263351.5
         2018-11-09 19:20:28.977     263601.5
         2018-11-09 19:20:29.241     263851.5
         2018-11-09 19:20:29.505     264103.5
         2018-11-09 19:20:29.736     264352.5
         2018-11-09 19:20:30.000     264602.5
         2018-11-09 19:20:30.264     264853.5
         2018-11-09 19:20:30.495     265105.5
         2018-11-09 19:20:30.759     265354.5
         2018-11-09 19:20:31.023     265605.5
         2018-11-09 19:20:31.254     265855.5
         2018-11-09 19:20:31.518     266105.5
         2018-11-09 19:20:31.749     266356.5
         2018-11-09 19:20:32.013     266607.5
         2018-11-09 19:20:32.277     266858.5
         2018-11-09 19:20:32.508     267109.5
         2018-11-09 19:20:32.772     267359.5
         2018-11-09 19:20:33.003     267602.5
         2018-11-09 19:20:33.267     267851.5
         2018-11-09 19:20:33.531     268101.5
         2018-11-09 19:20:33.762     268351.5
         2018-11-09 19:20:34.026     268602.5
         2018-11-09 19:20:34.257     268851.5
         2018-11-09 19:20:34.521     269102.5
         2018-11-09 19:20:34.785     269353.5
         2018-11-09 19:20:35.049     269610.5
         2018-11-09 19:20:35.280     269860.5
         2018-11-09 19:20:35.544     270101.5
         2018-11-09 19:20:35.775     270351.5
         2018-11-09 19:20:36.039     270604.5
         2018-11-09 19:20:36.303     270855.5
         2018-11-09 19:20:36.534     271106.5
         2018-11-09 19:20:36.798     271357.5
         2018-11-09 19:20:37.062     271608.5
         2018-11-09 19:20:37.293     271859.5
         2018-11-09 19:20:37.557     272109.5
         2018-11-09 19:20:37.788     272359.5
         2018-11-09 19:20:38.052     272609.5
         2018-11-09 19:20:38.316     272859.5
         2018-11-09 19:20:38.547     273110.5
         2018-11-09 19:20:38.811     273361.5
         2018-11-09 19:20:39.042     273601.5
         2018-11-09 19:20:39.306     273852.5
         2018-11-09 19:20:39.570     274104.5
         2018-11-09 19:20:39.801     274354.5
         2018-11-09 19:20:40.065     274606.5
         2018-11-09 19:20:40.329     274857.5
         2018-11-09 19:20:40.560     275107.5
         2018-11-09 19:20:40.824     275357.5
         2018-11-09 19:20:41.088     275609.5
         2018-11-09 19:20:41.319     275859.5
         2018-11-09 19:20:41.583     276101.5
         2018-11-09 19:20:41.814     276351.5
         2018-11-09 19:20:42.078     276604.5
         2018-11-09 19:20:42.342     276855.5
         2018-11-09 19:20:42.573     277105.5
         2018-11-09 19:20:42.837     277355.5
         2018-11-09 19:20:43.068     277607.5
         2018-11-09 19:20:43.332     277857.5
         2018-11-09 19:20:43.596     278108.5
         2018-11-09 19:20:43.827     278358.5
         2018-11-09 19:20:44.091     278609.5
         2018-11-09 19:20:44.355     278860.5
         2018-11-09 19:20:44.586     279101.5
         2018-11-09 19:20:44.850     279352.5
         2018-11-09 19:20:45.081     279603.5
         2018-11-09 19:20:45.345     279854.5
         2018-11-09 19:20:45.609     280105.5
         2018-11-09 19:20:45.840     280356.5
         2018-11-09 19:20:46.104     280607.5
         2018-11-09 19:20:46.368     280858.5
         2018-11-09 19:20:46.599     281109.5
         2018-11-09 19:20:46.863     281361.5
         2018-11-09 19:20:47.094     281602.5
         2018-11-09 19:20:47.358     281853.5
         2018-11-09 19:20:47.622     282104.5
         2018-11-09 19:20:47.853     282355.5
         2018-11-09 19:20:48.117     282606.5
         2018-11-09 19:20:48.348     282857.5
         2018-11-09 19:20:48.612     283107.5
         2018-11-09 19:20:48.876     283357.5
         2018-11-09 19:20:49.107     283609.5
         2018-11-09 19:20:49.371     283859.5
         2018-11-09 19:20:49.635     284110.5
         2018-11-09 19:20:49.866     284360.5
         2018-11-09 19:20:50.130     284602.5
         2018-11-09 19:20:50.361     284851.5
         2018-11-09 19:20:50.625     285101.5
         2018-11-09 19:20:50.889     285352.5
         2018-11-09 19:20:51.120     285603.5
         2018-11-09 19:20:51.384     285853.5
         2018-11-09 19:20:51.648     286105.5
         2018-11-09 19:20:51.879     286355.5
         2018-11-09 19:20:52.143     286605.5
         2018-11-09 19:20:52.374     286855.5
         2018-11-09 19:20:52.638     287106.5
         2018-11-09 19:20:52.902     287356.5
         2018-11-09 19:20:53.133     287602.5
         2018-11-09 19:20:53.397     287854.5
         2018-11-09 19:20:53.628     288104.5
         2018-11-09 19:20:53.892     288355.5
         2018-11-09 19:20:54.156     288605.5
         2018-11-09 19:20:54.387     288857.5
         2018-11-09 19:20:54.651     289107.5
         2018-11-09 19:20:54.915     289359.5
         2018-11-09 19:20:55.146     289609.5
         2018-11-09 19:20:55.410     289859.5
         2018-11-09 19:20:55.674     290110.5
         2018-11-09 19:20:55.905     290351.5
         2018-11-09 19:20:56.169     290601.5
         2018-11-09 19:20:56.400     290852.5
         2018-11-09 19:20:56.664     291103.5
         2018-11-09 19:20:56.928     291354.5
         2018-11-09 19:20:57.159     291604.5
         2018-11-09 19:20:57.423     291857.5
         2018-11-09 19:20:57.654     292107.5
         2018-11-09 19:20:57.918     292358.5
         2018-11-09 19:20:58.182     292608.5
         2018-11-09 19:20:58.413     292860.5
         2018-11-09 19:20:58.677     293110.5
         2018-11-09 19:20:58.908     293351.5
         2018-11-09 19:20:59.172     293601.5
         2018-11-09 19:20:59.436     293853.5
         2018-11-09 19:20:59.667     294103.5
         2018-11-09 19:20:59.931     294353.5
         2018-11-09 19:21:00.195     294604.5
         2018-11-09 19:21:00.426     294855.5
         2018-11-09 19:21:00.690     295105.5
         2018-11-09 19:21:00.954     295356.5
         2018-11-09 19:21:01.185     295606.5
         2018-11-09 19:21:01.449     295857.5
         2018-11-09 19:21:01.680     296107.5
         2018-11-09 19:21:01.944     296358.5
         2018-11-09 19:21:02.208     296607.5
         2018-11-09 19:21:02.439     296858.5
         2018-11-09 19:21:02.703     297109.5
         2018-11-09 19:21:02.967     297359.5
         2018-11-09 19:21:03.198     297609.5
         2018-11-09 19:21:03.462     297859.5
         2018-11-09 19:21:03.693     298109.5
         2018-11-09 19:21:03.957     298363.0
         2018-11-09 19:21:04.221     298609.5
         2018-11-09 19:21:04.452     298859.5
         2018-11-09 19:21:04.716     299110.5
         2018-11-09 19:21:04.980     299360.5
         2018-11-09 19:21:05.211     299601.5
         2018-11-09 19:21:05.475     299852.5
         2018-11-09 19:21:05.706     300102.5
         2018-11-09 19:21:05.970     300353.5
         2018-11-09 19:21:06.234     300605.5
         2018-11-09 19:21:06.465     300856.5
         2018-11-09 19:21:06.729     301106.5
         2018-11-09 19:21:06.960     301357.5
         2018-11-09 19:21:07.224     301608.5
         2018-11-09 19:21:07.488     301859.5
         2018-11-09 19:21:07.719     302109.5
         2018-11-09 19:21:07.983     302352.5
         2018-11-09 19:21:08.214     302601.5
         2018-11-09 19:21:08.478     302851.5
         2018-11-09 19:21:08.742     303102.5
         2018-11-09 19:21:08.973     303354.5
         2018-11-09 19:21:09.237     303603.5
         2018-11-09 19:21:09.501     303853.5
         2018-11-09 19:21:09.732     304103.5
         2018-11-09 19:21:09.996     304353.5
         2018-11-09 19:21:10.227     304603.5
         2018-11-09 19:21:10.491     304854.5
         2018-11-09 19:21:10.755     305105.5
         2018-11-09 19:21:10.986     305355.5
         2018-11-09 19:21:11.250     305602.5
         2018-11-09 19:21:11.514     305853.5
         2018-11-09 19:21:11.745     306103.5
         2018-11-09 19:21:12.009     306353.5
         2018-11-09 19:21:12.273     306606.5
         2018-11-09 19:21:12.504     306856.5
         2018-11-09 19:21:12.768     307108.5
         2018-11-09 19:21:12.999     307359.5
         2018-11-09 19:21:13.263     307609.5
         2018-11-09 19:21:13.527     307859.5
         2018-11-09 19:21:13.758     308110.5
         2018-11-09 19:21:14.022     308360.5
         2018-11-09 19:21:14.286     308610.5
         2018-11-09 19:21:14.517     308851.5
         2018-11-09 19:21:14.781     309103.5
         2018-11-09 19:21:15.012     309354.5
         2018-11-09 19:21:15.276     309606.5
         2018-11-09 19:21:15.540     309856.5
         2018-11-09 19:21:15.771     310106.5
         2018-11-09 19:21:16.035     310357.5
         2018-11-09 19:21:16.299     310607.5
         2018-11-09 19:21:16.530     310857.5
         2018-11-09 19:21:16.794     311109.5
         2018-11-09 19:21:17.025     311359.5
         2018-11-09 19:21:17.289     311603.5
         2018-11-09 19:21:17.520     311853.5
         2018-11-09 19:21:17.784     312104.5
         2018-11-09 19:21:18.048     312354.5
         2018-11-09 19:21:18.279     312607.5
         2018-11-09 19:21:18.543     312858.5
         2018-11-09 19:21:18.807     313109.5
         2018-11-09 19:21:19.038     313359.5
         2018-11-09 19:21:19.302     313609.5
         2018-11-09 19:21:19.566     313859.5
         2018-11-09 19:21:19.797     314109.5
         2018-11-09 19:21:20.061     314359.5
         2018-11-09 19:21:20.325     314610.5
         2018-11-09 19:21:20.556     314860.5
         2018-11-09 19:21:20.820     315101.5
         2018-11-09 19:21:21.051     315351.5
         2018-11-09 19:21:21.315     315601.5
         2018-11-09 19:21:21.546     315853.5
         2018-11-09 19:21:21.810     316104.5
         2018-11-09 19:21:22.074     316355.5
         2018-11-09 19:21:22.305     316606.5
         2018-11-09 19:21:22.569     316858.5
         2018-11-09 19:21:22.833     317107.5
         2018-11-09 19:21:23.064     317357.5
         2018-11-09 19:21:23.328     317614.5
         2018-11-09 19:21:23.559     317854.5
         2018-11-09 19:21:23.823     318106.5
         2018-11-09 19:21:24.087     318357.5
         2018-11-09 19:21:24.318     318609.5
         2018-11-09 19:21:24.582     318857.5
         2018-11-09 19:21:24.846     319108.5
         2018-11-09 19:21:25.077     319358.5
         2018-11-09 19:21:25.341     319609.5
         2018-11-09 19:21:25.605     319860.5
         2018-11-09 19:21:25.836     320103.5
         2018-11-09 19:21:26.100     320353.5
         2018-11-09 19:21:26.331     320603.5
         2018-11-09 19:21:26.595     320854.5
         2018-11-09 19:21:26.859     321105.5
         2018-11-09 19:21:27.090     321356.5
         2018-11-09 19:21:27.354     321607.5
         2018-11-09 19:21:27.585     321857.5
         2018-11-09 19:21:27.849     322108.5
         2018-11-09 19:21:28.113     322358.5
         2018-11-09 19:21:28.344     322609.5
         2018-11-09 19:21:28.608     322859.5
         2018-11-09 19:21:28.872     323110.5
         2018-11-09 19:21:29.103     323359.5
         2018-11-09 19:21:29.367     323610.5
         2018-11-09 19:21:29.598     323855.5
         2018-11-09 19:21:29.862     324105.5
         2018-11-09 19:21:30.126     324356.5
         2018-11-09 19:21:30.357     324607.5
         2018-11-09 19:21:30.621     324858.5
         2018-11-09 19:21:30.885     325108.5
         2018-11-09 19:21:31.116     325359.5
         2018-11-09 19:21:31.380     325610.5
         2018-11-09 19:21:31.611     325851.5
         2018-11-09 19:21:31.875     326101.5
         2018-11-09 19:21:32.106     326351.5
         2018-11-09 19:21:32.370     326601.5
         2018-11-09 19:21:32.634     326853.5
         2018-11-09 19:21:32.865     327103.5
         2018-11-09 19:21:33.129     327356.5
         2018-11-09 19:21:33.393     327605.5
         2018-11-09 19:21:33.624     327858.5
         2018-11-09 19:21:33.888     328109.5
         2018-11-09 19:21:34.152     328360.5
         2018-11-09 19:21:34.383     328601.5
         2018-11-09 19:21:34.647     328851.5
         2018-11-09 19:21:34.878     329103.5
         2018-11-09 19:21:35.142     329353.5
         2018-11-09 19:21:35.406     329605.5
         2018-11-09 19:21:35.637     329855.5
         2018-11-09 19:21:35.901     330106.5
         2018-11-09 19:21:36.165     330356.5
         2018-11-09 19:21:36.396     330607.5
         2018-11-09 19:21:36.660     330859.5
         2018-11-09 19:21:36.924     331110.5
         2018-11-09 19:21:37.155     331359.5
         2018-11-09 19:21:37.419     331610.5
         2018-11-09 19:21:37.650     331860.5
         2018-11-09 19:21:37.914     332101.5
         2018-11-09 19:21:38.145     332351.5
         2018-11-09 19:21:38.409     332601.5
         2018-11-09 19:21:38.673     332851.5
         2018-11-09 19:21:38.904     333102.5
         2018-11-09 19:21:39.168     333352.5
         2018-11-09 19:21:39.432     333603.5
         2018-11-09 19:21:39.663     333853.5
         2018-11-09 19:21:39.927     334103.5
         2018-11-09 19:21:40.191     334355.5
         2018-11-09 19:21:40.422     334605.5
         2018-11-09 19:21:40.686     334856.5
         2018-11-09 19:21:40.917     335107.5
         2018-11-09 19:21:41.181     335357.5
         2018-11-09 19:21:41.445     335607.5
         2018-11-09 19:21:41.676     335853.5
         2018-11-09 19:21:41.940     336104.5
         2018-11-09 19:21:42.171     336355.5
         2018-11-09 19:21:42.435     336605.5
         2018-11-09 19:21:42.699     336857.5
         2018-11-09 19:21:42.930     337107.5
         2018-11-09 19:21:43.194     337361.5
         2018-11-09 19:21:43.425     337601.5
         2018-11-09 19:21:43.689     337852.5
         2018-11-09 19:21:43.953     338101.5
         2018-11-09 19:21:44.184     338351.5
         2018-11-09 19:21:44.448     338602.5
         2018-11-09 19:21:44.712     338852.5
         2018-11-09 19:21:44.943     339103.5
         2018-11-09 19:21:45.207     339354.5
         2018-11-09 19:21:45.471     339605.5
         2018-11-09 19:21:45.702     339855.5
         2018-11-09 19:21:45.966     340105.5
         2018-11-09 19:21:46.197     340355.5
         2018-11-09 19:21:46.461     340606.5
         2018-11-09 19:21:46.725     340856.5
         2018-11-09 19:21:46.956     341106.5
         2018-11-09 19:21:47.220     341357.5
         2018-11-09 19:21:47.484     341607.5
         2018-11-09 19:21:47.715     341853.5
         2018-11-09 19:21:47.979     342104.0
         2018-11-09 19:21:48.210     342353.5
         2018-11-09 19:21:48.474     342604.5
         2018-11-09 19:21:48.738     342857.5
         2018-11-09 19:21:48.969     343109.5
         2018-11-09 19:21:49.233     343359.5
         2018-11-09 19:21:49.464     343601.5
         2018-11-09 19:21:49.728     343851.5
         2018-11-09 19:21:49.992     344104.5
         2018-11-09 19:21:50.223     344353.5
         2018-11-09 19:21:50.487     344603.5
         2018-11-09 19:21:50.751     344853.5
         2018-11-09 19:21:50.982     345106.5
         2018-11-09 19:21:51.246     345355.5
         2018-11-09 19:21:51.510     345606.5
         2018-11-09 19:21:51.741     345857.5
         2018-11-09 19:21:52.005     346107.5
         2018-11-09 19:21:52.236     346357.5
         2018-11-09 19:21:52.500     346607.5
         2018-11-09 19:21:52.764     346857.5
         2018-11-09 19:21:52.995     347108.5
         2018-11-09 19:21:53.259     347359.5
         2018-11-09 19:21:53.523     347610.5
         2018-11-09 19:21:53.754     347853.5
         2018-11-09 19:21:54.018     348104.5
         2018-11-09 19:21:54.249     348354.5
         2018-11-09 19:21:54.513     348605.5
         2018-11-09 19:21:54.777     348856.5
         2018-11-09 19:21:55.008     349107.5
         2018-11-09 19:21:55.272     349358.5
         2018-11-09 19:21:55.536     349609.5
         2018-11-09 19:21:55.767     349859.5
         2018-11-09 19:21:56.031     350109.5
         2018-11-09 19:21:56.262     350359.5
         2018-11-09 19:21:56.526     350610.5
         2018-11-09 19:21:56.790     350860.5
         2018-11-09 19:21:57.021     351101.5
         2018-11-09 19:21:57.285     351352.5
         2018-11-09 19:21:57.516     351603.5
         2018-11-09 19:21:57.780     351853.5
         2018-11-09 19:21:58.044     352104.5
         2018-11-09 19:21:58.275     352355.5
         2018-11-09 19:21:58.539     352605.5
         2018-11-09 19:21:58.803     352855.5
         2018-11-09 19:21:59.034     353107.5
         2018-11-09 19:21:59.298     353357.5
         2018-11-09 19:21:59.529     353608.5
         2018-11-09 19:21:59.793     353852.5
         2018-11-09 19:22:00.057     354104.5
         2018-11-09 19:22:00.288     354355.5
         2018-11-09 19:22:00.552     354606.5
         2018-11-09 19:22:00.783     354855.5
         2018-11-09 19:22:01.047     355105.5
         2018-11-09 19:22:01.311     355355.5
         2018-11-09 19:22:01.542     355606.5
         2018-11-09 19:22:01.806     355857.5
         2018-11-09 19:22:02.070     356109.5
         2018-11-09 19:22:02.301     356359.5
         2018-11-09 19:22:02.565     356609.5
         2018-11-09 19:22:02.829     356860.5
         2018-11-09 19:22:03.060     357101.5
         2018-11-09 19:22:03.324     357351.5
         2018-11-09 19:22:03.555     357601.5
         2018-11-09 19:22:03.819     357851.5
         2018-11-09 19:22:04.050     358101.5
         2018-11-09 19:22:04.314     358351.5
         2018-11-09 19:22:04.578     358601.5
         2018-11-09 19:22:04.809     358853.5
         2018-11-09 19:22:05.073     359103.5
         2018-11-09 19:22:05.337     359353.5
         2018-11-09 19:22:05.568     359604.5
         2018-11-09 19:22:05.832     359855.5
         2018-11-09 19:22:06.096     360107.5
         2018-11-09 19:22:06.327     360358.5
         2018-11-09 19:22:06.591     360607.5
         2018-11-09 19:22:06.822     360856.5
         2018-11-09 19:22:07.086     361106.5
         2018-11-09 19:22:07.350     361356.5
         2018-11-09 19:22:07.581     361607.5
         2018-11-09 19:22:07.845     361858.5
         2018-11-09 19:22:08.109     362109.5
         2018-11-09 19:22:08.340     362359.5
         2018-11-09 19:22:08.604     362610.5
         2018-11-09 19:22:08.835     362851.5
         2018-11-09 19:22:09.099     363101.5
         2018-11-09 19:22:09.330     363351.5
         2018-11-09 19:22:09.594     363603.5
         2018-11-09 19:22:09.858     363853.5
         2018-11-09 19:22:10.089     364104.5
         2018-11-09 19:22:10.353     364355.5
         2018-11-09 19:22:10.617     364605.5
         2018-11-09 19:22:10.848     364855.5
         2018-11-09 19:22:11.112     365106.5
         2018-11-09 19:22:11.376     365357.5
         2018-11-09 19:22:11.607     365607.5
         2018-11-09 19:22:11.871     365853.5
         2018-11-09 19:22:12.102     366103.5
         2018-11-09 19:22:12.366     366355.5
         2018-11-09 19:22:12.630     366605.5
         2018-11-09 19:22:12.861     366856.5
         2018-11-09 19:22:13.125     367107.5
         2018-11-09 19:22:13.389     367357.5
         2018-11-09 19:22:13.620     367608.5
         2018-11-09 19:22:13.884     367859.5
         2018-11-09 19:22:14.148     368109.5
         2018-11-09 19:22:14.379     368360.5
         2018-11-09 19:22:14.643     368610.5
         2018-11-09 19:22:14.874     368851.5
         2018-11-09 19:22:15.138     369101.5
         2018-11-09 19:22:15.369     369352.5
         2018-11-09 19:22:15.633     369603.5
         2018-11-09 19:22:15.897     369854.5
         2018-11-09 19:22:16.128     370106.5
         2018-11-09 19:22:16.392     370355.5
         2018-11-09 19:22:16.656     370605.5
         2018-11-09 19:22:16.887     370856.5
         2018-11-09 19:22:17.151     371106.5
         2018-11-09 19:22:17.415     371357.5
         2018-11-09 19:22:17.646     371607.5
         2018-11-09 19:22:17.910     371852.5
         2018-11-09 19:22:18.141     372102.5
         2018-11-09 19:22:18.405     372353.5
         2018-11-09 19:22:18.669     372604.5
         2018-11-09 19:22:18.900     372856.5
         2018-11-09 19:22:19.164     373106.5
         2018-11-09 19:22:19.428     373357.5
         2018-11-09 19:22:19.659     373607.5
         2018-11-09 19:22:19.923     373857.5
         2018-11-09 19:22:20.154     374109.5
         2018-11-09 19:22:20.418     374359.5
         2018-11-09 19:22:20.682     374609.5
         2018-11-09 19:22:20.913     374859.5
         2018-11-09 19:22:21.177     375110.5
         2018-11-09 19:22:21.408     375351.5
         2018-11-09 19:22:21.672     375601.5
         2018-11-09 19:22:21.936     375851.5
         2018-11-09 19:22:22.167     376102.5
         2018-11-09 19:22:22.431     376352.5
         2018-11-09 19:22:22.662     376602.5
         2018-11-09 19:22:22.926     376853.5
         2018-11-09 19:22:23.190     377105.5
         2018-11-09 19:22:23.421     377355.5
         2018-11-09 19:22:23.685     377606.5
         2018-11-09 19:22:23.949     377853.5
         2018-11-09 19:22:24.180     378104.5
         2018-11-09 19:22:24.444     378355.5
         2018-11-09 19:22:24.708     378605.5
         2018-11-09 19:22:24.939     378856.5
         2018-11-09 19:22:25.203     379107.5
         2018-11-09 19:22:25.434     379357.5
         2018-11-09 19:22:25.698     379607.5
         2018-11-09 19:22:25.962     379858.5
         2018-11-09 19:22:26.193     380108.5
         2018-11-09 19:22:26.457     380354.0
         2018-11-09 19:22:26.721     380609.5
         2018-11-09 19:22:26.952     380860.5
         2018-11-09 19:22:27.216     381109.5
         2018-11-09 19:22:27.480     381359.5
         2018-11-09 19:22:27.711     381609.5
         2018-11-09 19:22:27.975     381860.5
         2018-11-09 19:22:28.206     382101.5
         2018-11-09 19:22:28.470     382352.5
         2018-11-09 19:22:28.701     382602.5
         2018-11-09 19:22:28.965     382853.5
         2018-11-09 19:22:29.229     383103.5
         2018-11-09 19:22:29.460     383353.5
         2018-11-09 19:22:29.724     383604.5
         2018-11-09 19:22:29.988     383855.5
         2018-11-09 19:22:30.219     384105.5
         2018-11-09 19:22:30.483     384357.5
         2018-11-09 19:22:30.714     384606.5
         2018-11-09 19:22:30.978     384857.5
         2018-11-09 19:22:31.242     385107.5
         2018-11-09 19:22:31.506     385361.5
         2018-11-09 19:22:31.737     385601.5
         2018-11-09 19:22:31.968     385852.5
         2018-11-09 19:22:32.232     386101.5
         2018-11-09 19:22:32.496     386352.5
         2018-11-09 19:22:32.727     386602.5
         2018-11-09 19:22:32.991     386853.5
         2018-11-09 19:22:33.255     387103.5
         2018-11-09 19:22:33.486     387353.5
         2018-11-09 19:22:33.750     387603.5
         2018-11-09 19:22:34.014     387857.5
         2018-11-09 19:22:34.245     388107.5
         2018-11-09 19:22:34.509     388357.5
         2018-11-09 19:22:34.740     388607.5
         2018-11-09 19:22:35.004     388858.5
         2018-11-09 19:22:35.268     389108.5
         2018-11-09 19:22:35.499     389359.5
         2018-11-09 19:22:35.763     389609.5
         2018-11-09 19:22:35.994     389854.5
         2018-11-09 19:22:36.258     390104.5
         2018-11-09 19:22:36.522     390354.5
         2018-11-09 19:22:36.753     390604.5
         2018-11-09 19:22:37.017     390867.5
         2018-11-09 19:22:37.281     391108.5
         2018-11-09 19:22:37.512     391358.5
         2018-11-09 19:22:37.776     391609.5
         2018-11-09 19:22:38.040     391860.5
         2018-11-09 19:22:38.271     392110.5
         2018-11-09 19:22:38.535     392351.5
         2018-11-09 19:22:38.766     392602.5
         2018-11-09 19:22:39.030     392853.5
         2018-11-09 19:22:39.294     393105.5
         2018-11-09 19:22:39.525     393355.5
         2018-11-09 19:22:39.789     393606.5
         2018-11-09 19:22:40.053     393857.5
         2018-11-09 19:22:40.284     394108.5
         2018-11-09 19:22:40.548     394357.5
         2018-11-09 19:22:40.779     394609.5
         2018-11-09 19:22:41.043     394859.5
         2018-11-09 19:22:41.307     395110.5
         2018-11-09 19:22:41.538     395360.5
         2018-11-09 19:22:41.802     395601.5
         2018-11-09 19:22:42.033     395851.5
         2018-11-09 19:22:42.297     396104.5
         2018-11-09 19:22:42.561     396355.5
         2018-11-09 19:22:42.792     396605.5
         2018-11-09 19:22:43.056     396855.5
         2018-11-09 19:22:43.320     397108.5
         2018-11-09 19:22:43.551     397359.5
         2018-11-09 19:22:43.815     397610.5
         2018-11-09 19:22:44.046     397851.5
         2018-11-09 19:22:44.310     398101.5
         2018-11-09 19:22:44.574     398351.5
         2018-11-09 19:22:44.805     398601.5
         2018-11-09 19:22:45.069     398853.5
         2018-11-09 19:22:45.300     399103.5
         2018-11-09 19:22:45.564     399354.5
         2018-11-09 19:22:45.828     399604.5
         2018-11-09 19:22:46.059     399855.5
         2018-11-09 19:22:46.323     400106.5
         2018-11-09 19:22:46.587     400358.5
         2018-11-09 19:22:46.818     400608.5
         2018-11-09 19:22:47.082     400859.5
         2018-11-09 19:22:47.346     401110.5
         2018-11-09 19:22:47.577     401351.5
         2018-11-09 19:22:47.841     401602.5
         2018-11-09 19:22:48.072     401853.5
         2018-11-09 19:22:48.336     402105.5
         2018-11-09 19:22:48.600     402356.5
         2018-11-09 19:22:48.831     402607.5
         2018-11-09 19:22:49.095     402857.5
         2018-11-09 19:22:49.359     403108.5
         2018-11-09 19:22:49.590     403358.5
         2018-11-09 19:22:49.854     403609.5
         2018-11-09 19:22:50.085     403859.5
         2018-11-09 19:22:50.349     404101.5
         2018-11-09 19:22:50.580     404351.5
         2018-11-09 19:22:50.844     404604.5
         2018-11-09 19:22:51.108     404853.5
         2018-11-09 19:22:51.339     405103.5
         2018-11-09 19:22:51.603     405354.5
         2018-11-09 19:22:51.867     405606.5
         2018-11-09 19:22:52.098     405855.5
         2018-11-09 19:22:52.362     406106.5
         2018-11-09 19:22:52.626     406356.5
         2018-11-09 19:22:52.857     406606.5
         2018-11-09 19:22:53.121     406857.5
         2018-11-09 19:22:53.385     407109.5
         2018-11-09 19:22:53.616     407359.5
         2018-11-09 19:22:53.814     407559.5
         2018-11-09 19:22:54.012     407759.5
         2018-11-09 19:22:54.210     407954.5
         2018-11-09 19:22:54.408     408154.5
         2018-11-09 19:22:54.639     408355.5
         2018-11-09 19:22:54.837     408555.5
         2018-11-09 19:22:55.035     408756.5
         2018-11-09 19:22:55.233     408957.5
         2018-11-09 19:22:55.431     409158.5
         2018-11-09 19:22:55.629     409358.5
         2018-11-09 19:22:55.827     409558.5
         2018-11-09 19:22:56.025     409759.5
         2018-11-09 19:22:56.223     409959.5
         2018-11-09 19:22:56.454     410159.5
         2018-11-09 19:22:56.652     410360.5
         2018-11-09 19:22:56.817     410551.5
         2018-11-09 19:22:57.048     410751.5
         2018-11-09 19:22:57.246     410952.5
         2018-11-09 19:22:57.444     411153.5
         2018-11-09 19:22:57.642     411354.5
         2018-11-09 19:22:57.840     411555.5
         2018-11-09 19:22:58.038     411755.5
         2018-11-09 19:22:58.236     411955.5
         2018-11-09 19:22:58.434     412156.5
         2018-11-09 19:22:58.632     412355.5
         2018-11-09 19:22:58.863     412555.5
         2018-11-09 19:22:59.061     412755.5
         2018-11-09 19:22:59.259     412955.5
         2018-11-09 19:22:59.457     413151.0
         2018-11-09 19:22:59.655     413355.5
         2018-11-09 19:22:59.853     413555.5
         2018-11-09 19:23:00.051     413756.5
         2018-11-09 19:23:00.249     413955.5
         2018-11-09 19:23:00.447     414155.5
         2018-11-09 19:23:00.645     414355.5
         2018-11-09 19:23:00.876     414557.5
         2018-11-09 19:23:01.074     414757.5
         2018-11-09 19:23:01.272     414957.5
         2018-11-09 19:23:01.470     415157.5
         2018-11-09 19:23:01.668     415357.5
         2018-11-09 19:23:01.866     415558.5
         2018-11-09 19:23:02.064     415758.5
         2018-11-09 19:23:02.262     415958.5
         2018-11-09 19:23:02.460     416159.5
         2018-11-09 19:23:02.691     416359.5
         2018-11-09 19:23:02.889     416559.5
         2018-11-09 19:23:03.087     416759.5
         2018-11-09 19:23:03.285     416959.5
         2018-11-09 19:23:03.483     417160.5
         2018-11-09 19:23:03.681     417360.5
         2018-11-09 19:23:03.879     417560.5
         2018-11-09 19:23:04.077     417751.5
         2018-11-09 19:23:04.275     417952.5
         2018-11-09 19:23:04.473     418153.5
         2018-11-09 19:23:04.671     418353.5
         2018-11-09 19:23:04.869     418554.5
         2018-11-09 19:23:05.100     418754.5
         2018-11-09 19:23:05.298     418955.5
         2018-11-09 19:23:05.496     419155.5
         2018-11-09 19:23:05.694     419357.5
         2018-11-09 19:23:05.892     419558.5
         2018-11-09 19:23:06.090     419758.5
         2018-11-09 19:23:06.288     419953.5
         2018-11-09 19:23:06.486     420154.5
         2018-11-09 19:23:06.684     420353.5
         2018-11-09 19:23:06.882     420553.5
         2018-11-09 19:23:07.113     420755.5
         2018-11-09 19:23:07.311     420967.5
         2018-11-09 19:23:07.509     421156.5
         2018-11-09 19:23:07.707     421357.5
         2018-11-09 19:23:07.905     421557.5
         2018-11-09 19:23:08.103     421757.5
         2018-11-09 19:23:08.301     421958.5
         2018-11-09 19:23:08.499     422159.5
         2018-11-09 19:23:08.697     422359.5
         2018-11-09 19:23:08.928     422560.5
         2018-11-09 19:23:09.126     422760.5
         2018-11-09 19:23:09.324     422960.5
         2018-11-09 19:23:09.522     423160.5
         2018-11-09 19:23:09.720     423351.5
         2018-11-09 19:23:09.918     423551.5
         2018-11-09 19:23:10.116     423753.5
         2018-11-09 19:23:10.314     423954.5
         2018-11-09 19:23:10.512     424154.5
         2018-11-09 19:23:10.710     424355.5
         2018-11-09 19:23:10.908     424555.5
         2018-11-09 19:23:11.139     424755.5
         2018-11-09 19:23:11.337     424956.5
         2018-11-09 19:23:11.535     425157.5
         2018-11-09 19:23:11.733     425357.5
         2018-11-09 19:23:11.931     425558.5
         2018-11-09 19:23:12.129     425758.5
         2018-11-09 19:23:12.327     425959.5
         2018-11-09 19:23:12.525     426153.5
         2018-11-09 19:23:12.723     426354.5
         2018-11-09 19:23:12.921     426555.5
         2018-11-09 19:23:13.119     426755.5
         2018-11-09 19:23:13.350     426955.5
         2018-11-09 19:23:13.548     427156.5
         2018-11-09 19:23:13.746     427357.5
         2018-11-09 19:23:13.944     427560.5
         2018-11-09 19:23:14.142     427751.5
         2018-11-09 19:23:14.340     427951.5
         2018-11-09 19:23:14.538     428151.5
         2018-11-09 19:23:14.736     428351.5
         2018-11-09 19:23:14.934     428551.5
         2018-11-09 19:23:15.132     428753.5
         2018-11-09 19:23:15.330     428953.5
         2018-11-09 19:23:15.561     429153.5
         2018-11-09 19:23:15.759     429354.5
         2018-11-09 19:23:15.957     429550.5
         2018-11-09 19:23:16.155     429756.5
         2018-11-09 19:23:16.353     429957.5
         2018-11-09 19:23:16.551     430157.5
         2018-11-09 19:23:16.749     430358.5
         2018-11-09 19:23:16.947     430559.5
         2018-11-09 19:23:17.178     430760.5
         2018-11-09 19:23:17.343     430951.5
         2018-11-09 19:23:17.574     431151.5
         2018-11-09 19:23:17.772     431351.5
         2018-11-09 19:23:17.970     431551.5
         2018-11-09 19:23:18.168     431751.5
         2018-11-09 19:23:18.366     431953.5
         2018-11-09 19:23:18.564     432153.5
         2018-11-09 19:23:18.762     432353.5
         2018-11-09 19:23:18.960     432554.5
         2018-11-09 19:23:19.158     432754.5
         2018-11-09 19:23:19.389     432956.5
         2018-11-09 19:23:19.587     433157.5
         2018-11-09 19:23:19.785     433357.5
         2018-11-09 19:23:19.983     433558.5
         2018-11-09 19:23:20.181     433758.5
         2018-11-09 19:23:20.379     433960.5
         2018-11-09 19:23:20.577     434160.5
         2018-11-09 19:23:20.775     434360.5
         2018-11-09 19:23:20.973     434551.5
         2018-11-09 19:23:21.171     434752.5
         2018-11-09 19:23:21.369     434952.5
         2018-11-09 19:23:21.600     435153.5
         2018-11-09 19:23:21.798     435354.5
         2018-11-09 19:23:21.996     435555.5
         2018-11-09 19:23:22.194     435755.5
         2018-11-09 19:23:22.392     435956.5
         2018-11-09 19:23:22.590     436158.5
         2018-11-09 19:23:22.788     436359.5
         2018-11-09 19:23:22.986     436551.5
         2018-11-09 19:23:23.184     436753.5
         2018-11-09 19:23:23.382     436953.5
         2018-11-09 19:23:23.580     437153.5
         2018-11-09 19:23:23.811     437353.5
         2018-11-09 19:23:24.009     437553.5
         2018-11-09 19:23:24.207     437753.5
         2018-11-09 19:23:24.405     437954.5
         2018-11-09 19:23:24.603     438155.5
         2018-11-09 19:23:24.801     438355.5
         2018-11-09 19:23:24.999     438556.5
         2018-11-09 19:23:25.197     438756.5
         2018-11-09 19:23:25.395     438957.5
         2018-11-09 19:23:25.626     439159.5
         2018-11-09 19:23:25.824     439359.5
         2018-11-09 19:23:26.022     439559.5
         2018-11-09 19:23:26.220     439761.5
         2018-11-09 19:23:26.418     439951.5
         2018-11-09 19:23:26.616     440151.5
         2018-11-09 19:23:26.814     440352.5
         2018-11-09 19:23:27.012     440553.5
         2018-11-09 19:23:27.210     440753.5
         2018-11-09 19:23:27.408     440953.5
         2018-11-09 19:23:27.606     441154.5
         2018-11-09 19:23:27.837     441355.5
         2018-11-09 19:23:28.035     441555.5
         2018-11-09 19:23:28.233     441757.5
         2018-11-09 19:23:28.431     441958.5
         2018-11-09 19:23:28.629     442157.5
         2018-11-09 19:23:28.827     442357.5
         2018-11-09 19:23:29.025     442558.5
         2018-11-09 19:23:29.223     442758.5
         2018-11-09 19:23:29.421     442959.5
         2018-11-09 19:23:29.652     443159.5
         2018-11-09 19:23:29.850     443359.5
         2018-11-09 19:23:30.048     443559.5
         2018-11-09 19:23:30.246     443759.5
         2018-11-09 19:23:30.444     443960.5
         2018-11-09 19:23:30.642     444156.5
         2018-11-09 19:23:30.840     444355.5
         2018-11-09 19:23:31.038     444555.5
         2018-11-09 19:23:31.236     444755.5
         2018-11-09 19:23:31.434     444955.5
         2018-11-09 19:23:31.665     445160.5
         2018-11-09 19:23:31.830     445351.5
         2018-11-09 19:23:32.061     445551.5
         2018-11-09 19:23:32.259     445751.5
         2018-11-09 19:23:32.457     445950.5
         2018-11-09 19:23:32.655     446152.5
         2018-11-09 19:23:32.853     446353.5
         2018-11-09 19:23:33.051     446553.5
         2018-11-09 19:23:33.249     446753.5
         2018-11-09 19:23:33.447     446954.5
         2018-11-09 19:23:33.645     447155.5
         2018-11-09 19:23:33.876     447356.5
         2018-11-09 19:23:34.074     447557.5
         2018-11-09 19:23:34.272     447757.5
         2018-11-09 19:23:34.470     447958.5
         2018-11-09 19:23:34.668     448158.5
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         2018-11-09 19:23:35.262     448759.5
         2018-11-09 19:23:35.460     448959.5
         2018-11-09 19:23:35.691     449160.5
         2018-11-09 19:23:35.856     449351.5
         2018-11-09 19:23:36.054     449551.5
         2018-11-09 19:23:36.285     449751.5
         2018-11-09 19:23:36.483     449952.5
         2018-11-09 19:23:36.681     450156.5
         2018-11-09 19:23:36.879     450357.5
         2018-11-09 19:23:37.077     450558.5
         2018-11-09 19:23:37.275     450759.5
         2018-11-09 19:23:37.539     451009.5
         2018-11-09 19:23:37.770     451251.5
         2018-11-09 19:23:38.034     451502.5
         2018-11-09 19:23:38.298     451753.5
         2018-11-09 19:23:38.529     452003.5
         2018-11-09 19:23:38.793     452253.5
         2018-11-09 19:23:39.024     452504.5
         2018-11-09 19:23:39.288     452755.5
         2018-11-09 19:23:39.552     453005.5
         2018-11-09 19:23:39.783     453256.5
         2018-11-09 19:23:40.047     453507.5
         2018-11-09 19:23:40.311     453757.5
         2018-11-09 19:23:40.542     454008.5
         2018-11-09 19:23:40.806     454259.5
         2018-11-09 19:23:41.070     454510.5
         2018-11-09 19:23:41.301     454751.5
         2018-11-09 19:23:41.565     455001.5
         2018-11-09 19:23:41.796     455251.5
         2018-11-09 19:23:42.060     455502.5
         2018-11-09 19:23:42.324     455752.5
         2018-11-09 19:23:42.555     456002.5
         2018-11-09 19:23:42.819     456257.5
         2018-11-09 19:23:43.083     456508.5
         2018-11-09 19:23:43.314     456757.5
         2018-11-09 19:23:43.578     457007.5
         2018-11-09 19:23:43.809     457254.5
         2018-11-09 19:23:44.073     457505.5
         2018-11-09 19:23:44.337     457757.5
         2018-11-09 19:23:44.568     458007.5
         2018-11-09 19:23:44.832     458259.5
         2018-11-09 19:23:45.096     458509.5
         2018-11-09 19:23:45.327     458759.5
         2018-11-09 19:23:45.591     459009.5
         2018-11-09 19:23:45.822     459260.5
         2018-11-09 19:23:46.086     459510.5
         2018-11-09 19:23:46.317     459751.5
         2018-11-09 19:23:46.581     460001.5
         2018-11-09 19:23:46.845     460251.5
         2018-11-09 19:23:47.076     460501.5
         2018-11-09 19:23:47.340     460753.5
         2018-11-09 19:23:47.604     461002.5
         2018-11-09 19:23:47.835     461252.5
         2018-11-09 19:23:48.099     461503.5
         2018-11-09 19:23:48.363     461756.5
         2018-11-09 19:23:48.594     462005.5
         2018-11-09 19:23:48.858     462260.5
         2018-11-09 19:23:49.089     462502.5
         2018-11-09 19:23:49.353     462752.5
         2018-11-09 19:23:49.617     463003.5
         2018-11-09 19:23:49.848     463254.5
         2018-11-09 19:23:50.112     463507.5
         2018-11-09 19:23:50.376     463757.5
         2018-11-09 19:23:50.607     464009.5
         2018-11-09 19:23:50.871     464252.5
         2018-11-09 19:23:51.102     464501.5
         2018-11-09 19:23:51.366     464751.5
         2018-11-09 19:23:51.597     465001.5
         2018-11-09 19:23:51.861     465252.5
         2018-11-09 19:23:52.125     465503.5
         2018-11-09 19:23:52.356     465754.5
         2018-11-09 19:23:52.620     466004.5
         2018-11-09 19:23:52.884     466255.5
         2018-11-09 19:23:53.115     466505.5
         2018-11-09 19:23:53.379     466755.5
         2018-11-09 19:23:53.643     467006.5
         2018-11-09 19:23:53.841     467207.5
         2018-11-09 19:23:54.039     467409.5
         2018-11-09 19:23:54.237     467610.5
         2018-11-09 19:23:54.435     467807.5
         2018-11-09 19:23:54.633     468001.5
         2018-11-09 19:23:54.831     468202.5
         2018-11-09 19:23:55.029     468402.5
         2018-11-09 19:23:55.293     468654.5
         2018-11-09 19:23:55.557     468905.5
         2018-11-09 19:23:55.788     469154.5
         2018-11-09 19:23:56.052     469405.5
         2018-11-09 19:23:56.283     469655.5
         2018-11-09 19:23:56.547     469906.5
         2018-11-09 19:23:56.811     470156.5
         2018-11-09 19:23:57.042     470407.5
         2018-11-09 19:23:57.306     470658.5
         2018-11-09 19:23:57.570     470909.5
         2018-11-09 19:23:57.801     471159.5
         2018-11-09 19:23:58.065     471410.5
         2018-11-09 19:23:58.296     471651.5
         2018-11-09 19:23:58.560     471901.5
         2018-11-09 19:23:58.791     472151.5
         2018-11-09 19:23:59.055     472402.5
         2018-11-09 19:23:59.319     472651.5
         2018-11-09 19:23:59.550     472901.5
         2018-11-09 19:23:59.814     473151.5
         2018-11-09 19:24:00.078     473402.5
         2018-11-09 19:24:00.309     473651.5
         2018-11-09 19:24:00.573     473902.5
         2018-11-09 19:24:00.804     474153.5
         2018-11-09 19:24:01.068     474404.5
         2018-11-09 19:24:01.332     474655.5
         2018-11-09 19:24:01.563     474905.5
         2018-11-09 19:24:01.827     475154.5
         2018-11-09 19:24:02.091     475405.5
         2018-11-09 19:24:02.322     475656.5
         2018-11-09 19:24:02.586     475907.5
         2018-11-09 19:24:02.850     476157.5
         2018-11-09 19:24:03.081     476407.5
         2018-11-09 19:24:03.345     476658.5
         2018-11-09 19:24:03.609     476909.5
         2018-11-09 19:24:03.840     477160.5
         2018-11-09 19:24:04.104     477401.5
         2018-11-09 19:24:04.335     477651.5
         2018-11-09 19:24:04.599     477901.5
         2018-11-09 19:24:04.830     478151.5
         2018-11-09 19:24:05.094     478402.5
         2018-11-09 19:24:05.358     478654.5
         2018-11-09 19:24:05.589     478905.5
         2018-11-09 19:24:05.853     479156.5
         2018-11-09 19:24:06.117     479407.5
         2018-11-09 19:24:06.348     479658.5
         2018-11-09 19:24:06.612     479910.5
         2018-11-09 19:24:06.876     480161.5
         2018-11-09 19:24:07.107     480401.5
         2018-11-09 19:24:07.371     480652.5
         2018-11-09 19:24:07.602     480903.5
         2018-11-09 19:24:07.866     481153.5
         2018-11-09 19:24:08.130     481406.5
         2018-11-09 19:24:08.361     481657.5
         2018-11-09 19:24:08.625     481907.5
         2018-11-09 19:24:08.889     482158.5
         2018-11-09 19:24:09.120     482408.5
         2018-11-09 19:24:09.384     482659.5
         2018-11-09 19:24:09.615     482909.5
         2018-11-09 19:24:09.879     483151.5
         2018-11-09 19:24:10.110     483401.5
         2018-11-09 19:24:10.374     483653.5
         2018-11-09 19:24:10.638     483903.5
         2018-11-09 19:24:10.869     484156.5
         2018-11-09 19:24:11.133     484405.5
         2018-11-09 19:24:11.397     484657.5
         2018-11-09 19:24:11.628     484907.5
         2018-11-09 19:24:11.892     485159.5
         2018-11-09 19:24:12.156     485409.5
         2018-11-09 19:24:12.387     485651.5
         2018-11-09 19:24:12.651     485901.5
         2018-11-09 19:24:12.882     486152.5
         2018-11-09 19:24:13.146     486404.5
         2018-11-09 19:24:13.410     486654.5
         2018-11-09 19:24:13.641     486905.5
         2018-11-09 19:24:13.905     487156.5
         2018-11-09 19:24:14.169     487406.5
         2018-11-09 19:24:14.400     487657.5
         2018-11-09 19:24:14.664     487907.5
         2018-11-09 19:24:14.895     488157.5
         2018-11-09 19:24:15.159     488408.5
         2018-11-09 19:24:15.423     488659.5
         2018-11-09 19:24:15.654     488909.5
         2018-11-09 19:24:15.918     489159.5
         2018-11-09 19:24:16.182     489409.5
         2018-11-09 19:24:16.413     489660.5
         2018-11-09 19:24:16.677     489901.5
         2018-11-09 19:24:16.908     490152.5
         2018-11-09 19:24:17.172     490402.5
         2018-11-09 19:24:17.436     490653.5
         2018-11-09 19:24:17.667     490903.5
         2018-11-09 19:24:17.931     491153.5
         2018-11-09 19:24:18.162     491404.5
         2018-11-09 19:24:18.426     491655.5
         2018-11-09 19:24:18.690     491905.5
         2018-11-09 19:24:18.921     492156.5
         2018-11-09 19:24:19.185     492403.5
         2018-11-09 19:24:19.449     492654.5
         2018-11-09 19:24:19.680     492905.5
         2018-11-09 19:24:19.944     493156.5
         2018-11-09 19:24:20.175     493407.5
         2018-11-09 19:24:20.439     493658.5
         2018-11-09 19:24:20.703     493909.5
         2018-11-09 19:24:20.934     494161.5
         2018-11-09 19:24:21.198     494410.5
         2018-11-09 19:24:21.429     494652.5
         2018-11-09 19:24:21.693     494901.5
         2018-11-09 19:24:21.957     495151.5
         2018-11-09 19:24:22.188     495401.5
         2018-11-09 19:24:22.452     495652.5
         2018-11-09 19:24:22.716     495903.5
         2018-11-09 19:24:22.947     496154.5
         2018-11-09 19:24:23.211     496405.5
         2018-11-09 19:24:23.475     496657.5
         2018-11-09 19:24:23.706     496907.5
         2018-11-09 19:24:23.970     497159.5
         2018-11-09 19:24:24.234     497410.5
         2018-11-09 19:24:24.465     497651.5
         2018-11-09 19:24:24.729     497902.5
         2018-11-09 19:24:24.960     498153.5
         2018-11-09 19:24:25.224     498404.5
         2018-11-09 19:24:25.455     498655.5
         2018-11-09 19:24:25.719     498906.5
         2018-11-09 19:24:25.983     499157.5
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         2018-11-09 19:24:26.478     499658.5
         2018-11-09 19:24:26.742     499907.5
         2018-11-09 19:24:26.973     500158.5
         2018-11-09 19:24:27.237     500409.5
         2018-11-09 19:24:27.501     500660.5
         2018-11-09 19:24:27.732     500910.5
         2018-11-09 19:24:27.996     501151.5
         2018-11-09 19:24:28.227     501401.5
         2018-11-09 19:24:28.491     501651.5
         2018-11-09 19:24:28.722     501901.5
         2018-11-09 19:24:28.986     502152.5
         2018-11-09 19:24:29.250     502403.5
         2018-11-09 19:24:29.481     502654.5
         2018-11-09 19:24:29.745     502905.5
         2018-11-09 19:24:30.009     503156.5
         2018-11-09 19:24:30.240     503406.5
         2018-11-09 19:24:30.504     503657.5
         2018-11-09 19:24:30.768     503907.5
         2018-11-09 19:24:30.999     504157.5
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         2018-11-09 19:24:31.494     504653.5
         2018-11-09 19:24:31.758     504903.5
         2018-11-09 19:24:32.022     505154.5
         2018-11-09 19:24:32.253     505407.5
         2018-11-09 19:24:32.517     505657.5
         2018-11-09 19:24:32.781     505908.5
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         2018-11-09 19:24:33.276     506409.5
         2018-11-09 19:24:33.540     506660.5
         2018-11-09 19:24:33.771     506901.5
         2018-11-09 19:24:34.035     507153.5
         2018-11-09 19:24:34.266     507403.5
         2018-11-09 19:24:34.530     507654.5
         2018-11-09 19:24:34.761     507905.5
         2018-11-09 19:24:35.025     508156.5
         2018-11-09 19:24:35.289     508407.5
         2018-11-09 19:24:35.520     508658.5
         2018-11-09 19:24:35.784     508909.5
         2018-11-09 19:24:36.048     509160.5
         2018-11-09 19:24:36.279     509410.5
         2018-11-09 19:24:36.543     509651.5
         2018-11-09 19:24:36.774     509901.5
         2018-11-09 19:24:37.038     510152.5
         2018-11-09 19:24:37.302     510404.5
         2018-11-09 19:24:37.533     510654.5
         2018-11-09 19:24:37.797     510904.5
         2018-11-09 19:24:38.061     511155.5
         2018-11-09 19:24:38.292     511407.5
         2018-11-09 19:24:38.556     511659.5
         2018-11-09 19:24:38.787     511901.5
         2018-11-09 19:24:39.051     512151.5
         2018-11-09 19:24:39.315     512401.5
         2018-11-09 19:24:39.546     512651.5
         2018-11-09 19:24:39.810     512902.5
         2018-11-09 19:24:40.041     513153.5
         2018-11-09 19:24:40.305     513404.5
         2018-11-09 19:24:40.569     513655.5
         2018-11-09 19:24:40.800     513906.5
         2018-11-09 19:24:41.064     514157.5
         2018-11-09 19:24:41.328     514408.5
         2018-11-09 19:24:41.559     514658.5
         2018-11-09 19:24:41.823     514908.5
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         2018-11-09 19:24:42.318     515411.5
         2018-11-09 19:24:42.582     515651.5
         2018-11-09 19:24:42.813     515903.5
         2018-11-09 19:24:43.077     516154.5
         2018-11-09 19:24:43.341     516405.5
         2018-11-09 19:24:43.572     516657.5
         2018-11-09 19:24:43.836     516907.5
         2018-11-09 19:24:44.100     517159.5
         2018-11-09 19:24:44.331     517407.5
         2018-11-09 19:24:44.595     517657.5
         2018-11-09 19:24:44.826     517907.5
         2018-11-09 19:24:45.090     518159.5
         2018-11-09 19:24:45.354     518409.5
         2018-11-09 19:24:45.585     518660.5
         2018-11-09 19:24:45.849     518910.5
         2018-11-09 19:24:46.080     519151.5
         2018-11-09 19:24:46.344     519402.5
         2018-11-09 19:24:46.608     519654.5
         2018-11-09 19:24:46.839     519904.5
         2018-11-09 19:24:47.103     520155.5
         2018-11-09 19:24:47.367     520405.5
         2018-11-09 19:24:47.598     520655.5
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         2018-11-09 19:24:48.357     521407.5
         2018-11-09 19:24:48.621     521658.5
         2018-11-09 19:24:48.852     521907.5
         2018-11-09 19:24:49.116     522158.5
         2018-11-09 19:24:49.380     522406.5
         2018-11-09 19:24:49.611     522656.5
         2018-11-09 19:24:49.875     522907.5
         2018-11-09 19:24:50.106     523157.5
         2018-11-09 19:24:50.370     523409.5
         2018-11-09 19:24:50.634     523658.5
         2018-11-09 19:24:50.865     523909.5
         2018-11-09 19:24:51.129     524159.5
         2018-11-09 19:24:51.393     524409.5
         2018-11-09 19:24:51.624     524659.5
         2018-11-09 19:24:51.888     524910.5
         2018-11-09 19:24:52.119     525151.5
         2018-11-09 19:24:52.383     525402.5
         2018-11-09 19:24:52.647     525652.5
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         2018-11-09 19:24:53.406     526406.5
         2018-11-09 19:24:53.637     526657.5
         2018-11-09 19:24:53.901     526908.5
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         2018-11-09 19:24:54.396     527407.5
         2018-11-09 19:24:54.660     527657.5
         2018-11-09 19:24:54.891     527908.5
         2018-11-09 19:24:55.155     528159.5
         2018-11-09 19:24:55.386     528404.5
         2018-11-09 19:24:55.650     528654.5
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         2018-11-09 19:24:56.145     529155.5
         2018-11-09 19:24:56.409     529406.5
         2018-11-09 19:24:56.673     529656.5
         2018-11-09 19:24:56.904     529907.5
         2018-11-09 19:24:57.168     530158.5
         2018-11-09 19:24:57.432     530409.5
         2018-11-09 19:24:57.663     530660.5
         2018-11-09 19:24:57.927     530901.5
         2018-11-09 19:24:58.158     531153.5
         2018-11-09 19:24:58.422     531402.5
         2018-11-09 19:24:58.686     531654.5
         2018-11-09 19:24:58.917     531905.5
         2018-11-09 19:24:59.181     532156.5
         2018-11-09 19:24:59.412     532405.5
         2018-11-09 19:24:59.676     532657.5
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         2018-11-09 19:25:00.435     533409.5
         2018-11-09 19:25:00.666     533651.5
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         2018-11-09 19:25:01.425     534403.5
         2018-11-09 19:25:01.689     534653.5
         2018-11-09 19:25:01.953     534904.5
         2018-11-09 19:25:02.184     535155.5
         2018-11-09 19:25:02.448     535405.5
         2018-11-09 19:25:02.679     535655.5
         2018-11-09 19:25:02.943     535905.5
         2018-11-09 19:25:03.207     536157.5
         2018-11-09 19:25:03.438     536407.5
         2018-11-09 19:25:03.702     536658.5
         2018-11-09 19:25:03.966     536908.5
         2018-11-09 19:25:04.197     537158.5
         2018-11-09 19:25:04.461     537409.5
         2018-11-09 19:25:04.725     537660.5
         2018-11-09 19:25:04.956     537901.5
         2018-11-09 19:25:05.220     538151.5
         2018-11-09 19:25:05.451     538401.5
         2018-11-09 19:25:05.715     538651.5
         2018-11-09 19:25:05.946     538902.5
         2018-11-09 19:25:06.210     539153.5
         2018-11-09 19:25:06.474     539404.5
         2018-11-09 19:25:06.705     539654.5
         2018-11-09 19:25:06.969     539905.5
         2018-11-09 19:25:07.233     540156.5
         2018-11-09 19:25:07.464     540402.5
         2018-11-09 19:25:07.728     540654.5
         2018-11-09 19:25:07.992     540905.5
         2018-11-09 19:25:08.223     541155.5
         2018-11-09 19:25:08.487     541407.5
         2018-11-09 19:25:08.751     541658.5
         2018-11-09 19:25:08.982     541909.5
         2018-11-09 19:25:09.246     542159.5
         2018-11-09 19:25:09.477     542409.5
         2018-11-09 19:25:09.741     542659.5
         2018-11-09 19:25:10.005     542910.5
         2018-11-09 19:25:10.236     543151.5
         2018-11-09 19:25:10.500     543401.5
         2018-11-09 19:25:10.731     543652.5
         2018-11-09 19:25:10.995     543903.5
         2018-11-09 19:25:11.259     544153.5
         2018-11-09 19:25:11.490     544403.5
         2018-11-09 19:25:11.754     544655.5
         2018-11-09 19:25:12.018     544905.5
         2018-11-09 19:25:12.249     545155.5
         2018-11-09 19:25:12.513     545406.5
         2018-11-09 19:25:12.744     545656.5
         2018-11-09 19:25:13.008     545907.5
         2018-11-09 19:25:13.272     546157.5
         2018-11-09 19:25:13.503     546403.5
         2018-11-09 19:25:13.767     546653.5
         2018-11-09 19:25:13.998     546904.5
         2018-11-09 19:25:14.262     547155.5
         2018-11-09 19:25:14.526     547406.5
         2018-11-09 19:25:14.757     547656.5
         2018-11-09 19:25:15.021     547907.5
         2018-11-09 19:25:15.285     548158.5
         2018-11-09 19:25:15.516     548409.5
         2018-11-09 19:25:15.780     548660.5
         2018-11-09 19:25:16.011     548902.5
         2018-11-09 19:25:16.275     549152.5
         2018-11-09 19:25:16.539     549403.5
         2018-11-09 19:25:16.770     549654.5
         2018-11-09 19:25:17.034     549905.5
         2018-11-09 19:25:17.298     550156.5
         2018-11-09 19:25:17.529     550407.5
         2018-11-09 19:25:17.793     550658.5
         2018-11-09 19:25:18.057     550909.5
         2018-11-09 19:25:18.288     551159.5
         2018-11-09 19:25:18.552     551410.5
         2018-11-09 19:25:18.783     551651.5
         2018-11-09 19:25:19.047     551901.5
         2018-11-09 19:25:19.278     552151.5
         2018-11-09 19:25:19.542     552403.5
         2018-11-09 19:25:19.806     552653.5
         2018-11-09 19:25:20.037     552904.5
         2018-11-09 19:25:20.301     553155.5
         2018-11-09 19:25:20.565     553416.5
         2018-11-09 19:25:20.796     553657.5
         2018-11-09 19:25:21.060     553909.5
         2018-11-09 19:25:21.324     554160.5
         2018-11-09 19:25:21.555     554401.5
         2018-11-09 19:25:21.753     554602.5
         2018-11-09 19:25:21.951     554803.5
         2018-11-09 19:25:22.149     555004.5
         2018-11-09 19:25:22.347     555203.5
         2018-11-09 19:25:22.578     555404.5
         2018-11-09 19:25:22.776     555605.5
         2018-11-09 19:25:22.974     555805.5
         2018-11-09 19:25:23.172     556007.5
         2018-11-09 19:25:23.370     556207.5
         2018-11-09 19:25:23.568     556408.5
         2018-11-09 19:25:23.766     556609.5
         2018-11-09 19:25:23.964     556809.5
         2018-11-09 19:25:24.195     557011.5
         2018-11-09 19:25:24.360     557201.5
         2018-11-09 19:25:24.558     557402.5
         2018-11-09 19:25:24.789     557603.5
         2018-11-09 19:25:24.987     557803.5
         2018-11-09 19:25:25.185     558004.5
         2018-11-09 19:25:25.383     558205.5
         2018-11-09 19:25:25.581     558406.5
         2018-11-09 19:25:25.779     558604.5
         2018-11-09 19:25:25.977     558805.5
         2018-11-09 19:25:26.175     559005.5
         2018-11-09 19:25:26.406     559207.5
         2018-11-09 19:25:26.604     559407.5
         2018-11-09 19:25:26.802     559606.5
         2018-11-09 19:25:27.000     559806.5
         2018-11-09 19:25:27.198     560006.5
         2018-11-09 19:25:27.396     560207.5
         2018-11-09 19:25:27.594     560407.5
         2018-11-09 19:25:27.792     560608.5
         2018-11-09 19:25:27.990     560809.5
         2018-11-09 19:25:28.188     561010.5
         2018-11-09 19:25:28.386     561201.5
         2018-11-09 19:25:28.584     561402.5
         2018-11-09 19:25:28.815     561601.5
         2018-11-09 19:25:29.013     561801.5
         2018-11-09 19:25:29.211     562001.5
         2018-11-09 19:25:29.409     562202.5
         2018-11-09 19:25:29.607     562403.5
         2018-11-09 19:25:29.805     562603.5
         2018-11-09 19:25:30.003     562804.5
         2018-11-09 19:25:30.201     563005.5
         2018-11-09 19:25:30.399     563206.5
         2018-11-09 19:25:30.630     563406.5
         2018-11-09 19:25:30.828     563606.5
         2018-11-09 19:25:31.026     563807.5
         2018-11-09 19:25:31.224     564007.5
         2018-11-09 19:25:31.422     564207.5
         2018-11-09 19:25:31.620     564408.5
         2018-11-09 19:25:31.818     564604.5
         2018-11-09 19:25:32.016     564803.5
         2018-11-09 19:25:32.214     565003.5
         2018-11-09 19:25:32.412     565203.5
         2018-11-09 19:25:32.610     565405.5
         2018-11-09 19:25:32.841     565607.5
         2018-11-09 19:25:33.039     565806.5
         2018-11-09 19:25:33.237     566007.5
         2018-11-09 19:25:33.435     566207.5
         2018-11-09 19:25:33.633     566408.5
         2018-11-09 19:25:33.831     566609.5
         2018-11-09 19:25:34.029     566810.5
         2018-11-09 19:25:34.227     567001.5
         2018-11-09 19:25:34.425     567201.5
         2018-11-09 19:25:34.623     567402.5
         2018-11-09 19:25:34.821     567603.5
         2018-11-09 19:25:35.052     567804.5
         2018-11-09 19:25:35.250     568003.5
         2018-11-09 19:25:35.448     568204.5
         2018-11-09 19:25:35.646     568405.5
         2018-11-09 19:25:35.844     568605.5
         2018-11-09 19:25:36.042     568807.5
         2018-11-09 19:25:36.240     569006.5
         2018-11-09 19:25:36.438     569207.5
         2018-11-09 19:25:36.636     569407.5
         2018-11-09 19:25:36.867     569608.5
         2018-11-09 19:25:37.065     569810.5
         2018-11-09 19:25:37.263     570009.5
         2018-11-09 19:25:37.461     570209.5
         2018-11-09 19:25:37.659     570409.5
         2018-11-09 19:25:37.857     570602.5
         2018-11-09 19:25:38.055     570803.5
         2018-11-09 19:25:38.253     571004.5
         2018-11-09 19:25:38.451     571203.5
         2018-11-09 19:25:38.649     571404.5
         2018-11-09 19:25:38.880     571607.5
         2018-11-09 19:25:39.078     571808.5
         2018-11-09 19:25:39.276     572009.5
         2018-11-09 19:25:39.474     572209.5
         2018-11-09 19:25:39.672     572409.5
         2018-11-09 19:25:39.870     572610.5
         2018-11-09 19:25:40.068     572810.5
         2018-11-09 19:25:40.266     573011.5
         2018-11-09 19:25:40.464     573201.5
         2018-11-09 19:25:40.662     573402.5
         2018-11-09 19:25:40.860     573603.5
         2018-11-09 19:25:41.091     573803.5
         2018-11-09 19:25:41.289     574003.5
         2018-11-09 19:25:41.487     574204.5
         2018-11-09 19:25:41.685     574405.5
         2018-11-09 19:25:41.883     574605.5
         2018-11-09 19:25:42.081     574806.5
         2018-11-09 19:25:42.279     575008.5
         2018-11-09 19:25:42.477     575209.5
         2018-11-09 19:25:42.675     575409.5
         2018-11-09 19:25:42.906     575609.5
         2018-11-09 19:25:43.104     575810.5
         2018-11-09 19:25:43.302     576010.5
         2018-11-09 19:25:43.500     576210.5
         2018-11-09 19:25:43.698     576410.5
         2018-11-09 19:25:43.896     576603.5
         2018-11-09 19:25:44.094     576803.5
         2018-11-09 19:25:44.292     577003.5
         2018-11-09 19:25:44.556     577255.5
         2018-11-09 19:25:44.787     577507.5
         2018-11-09 19:25:45.051     577757.5
         2018-11-09 19:25:45.315     578007.5
         2018-11-09 19:25:45.546     578258.5
         2018-11-09 19:25:45.810     578508.5
         2018-11-09 19:25:46.074     578759.5
         2018-11-09 19:25:46.305     579010.5
         2018-11-09 19:25:46.569     579251.5
         2018-11-09 19:25:46.800     579502.5
         2018-11-09 19:25:47.064     579754.5
         2018-11-09 19:25:47.328     580006.5
         2018-11-09 19:25:47.559     580255.5
         2018-11-09 19:25:47.823     580505.5
         2018-11-09 19:25:48.054     580755.5
         2018-11-09 19:25:48.318     581007.5
         2018-11-09 19:25:48.582     581257.5
         2018-11-09 19:25:48.813     581507.5
         2018-11-09 19:25:49.077     581757.5
         2018-11-09 19:25:49.341     582008.5
         2018-11-09 19:25:49.572     582258.5
         2018-11-09 19:25:49.836     582504.5
         2018-11-09 19:25:50.067     582756.5
         2018-11-09 19:25:50.331     583007.5
         2018-11-09 19:25:50.595     583258.5
         2018-11-09 19:25:50.859     583518.5
         2018-11-09 19:25:51.090     583761.5
         2018-11-09 19:25:51.321     584001.5
         2018-11-09 19:25:51.585     584252.5
         2018-11-09 19:25:51.849     584503.5
         2018-11-09 19:25:52.080     584754.5
         2018-11-09 19:25:52.344     585005.5
         2018-11-09 19:25:52.608     585256.5
         2018-11-09 19:25:52.839     585507.5
         2018-11-09 19:25:53.103     585757.5
         2018-11-09 19:25:53.367     586007.5
         2018-11-09 19:25:53.598     586259.5
         2018-11-09 19:25:53.862     586509.5
         2018-11-09 19:25:54.093     586759.5
         2018-11-09 19:25:54.357     587009.5
         2018-11-09 19:25:54.621     587260.5
         2018-11-09 19:25:54.852     587509.5
         2018-11-09 19:25:55.116     587752.5
         2018-11-09 19:25:55.347     588003.5
         2018-11-09 19:25:55.611     588253.5
         2018-11-09 19:25:55.875     588503.5
         2018-11-09 19:25:56.106     588755.5
         2018-11-09 19:25:56.370     589005.5
         2018-11-09 19:25:56.634     589256.5
         2018-11-09 19:25:56.865     589507.5
         2018-11-09 19:25:57.129     589758.5
         2018-11-09 19:25:57.393     590009.5
         2018-11-09 19:25:57.624     590259.5
         2018-11-09 19:25:57.888     590510.5
         2018-11-09 19:25:58.119     590760.5
         2018-11-09 19:25:58.383     591001.5
         2018-11-09 19:25:58.614     591251.5
         2018-11-09 19:25:58.878     591501.5
         2018-11-09 19:25:59.142     591752.5
         2018-11-09 19:25:59.373     592003.5
                                      ...    
         2018-11-09 20:29:38.826    4388404.5
         2018-11-09 20:29:39.024    4388605.5
         2018-11-09 20:29:39.222    4388805.5
         2018-11-09 20:29:39.420    4389005.5
         2018-11-09 20:29:39.618    4389206.5
         2018-11-09 20:29:39.816    4389407.5
         2018-11-09 20:29:40.014    4389608.5
         2018-11-09 20:29:40.212    4389809.5
         2018-11-09 20:29:40.410    4390009.5
         2018-11-09 20:29:40.641    4390210.5
         2018-11-09 20:29:40.806    4390401.5
         2018-11-09 20:29:41.037    4390601.5
         2018-11-09 20:29:41.235    4390802.5
         2018-11-09 20:29:41.433    4391002.5
         2018-11-09 20:29:41.631    4391203.5
         2018-11-09 20:29:41.829    4391403.5
         2018-11-09 20:29:42.027    4391603.5
         2018-11-09 20:29:42.225    4391804.5
         2018-11-09 20:29:42.423    4392005.5
         2018-11-09 20:29:42.621    4392205.5
         2018-11-09 20:29:42.852    4392406.5
         2018-11-09 20:29:43.050    4392607.5
         2018-11-09 20:29:43.248    4392807.5
         2018-11-09 20:29:43.446    4393007.5
         2018-11-09 20:29:43.644    4393201.5
         2018-11-09 20:29:43.842    4393402.5
         2018-11-09 20:29:44.040    4393601.5
         2018-11-09 20:29:44.238    4393801.5
         2018-11-09 20:29:44.436    4394003.5
         2018-11-09 20:29:44.667    4394215.5
         2018-11-09 20:29:44.832    4394404.5
         2018-11-09 20:29:45.063    4394605.5
         2018-11-09 20:29:45.261    4394805.5
         2018-11-09 20:29:45.459    4395006.5
         2018-11-09 20:29:45.657    4395207.5
         2018-11-09 20:29:45.855    4395407.5
         2018-11-09 20:29:46.053    4395607.5
         2018-11-09 20:29:46.251    4395808.5
         2018-11-09 20:29:46.449    4396008.5
         2018-11-09 20:29:46.680    4396209.5
         2018-11-09 20:29:46.878    4396410.5
         2018-11-09 20:29:47.076    4396609.5
         2018-11-09 20:29:47.274    4396809.5
         2018-11-09 20:29:47.472    4397011.5
         2018-11-09 20:29:47.670    4397201.5
         2018-11-09 20:29:47.868    4397401.5
         2018-11-09 20:29:48.066    4397601.5
         2018-11-09 20:29:48.264    4397802.5
         2018-11-09 20:29:48.462    4398002.5
         2018-11-09 20:29:48.660    4398203.5
         2018-11-09 20:29:48.858    4398403.5
         2018-11-09 20:29:49.089    4398604.5
         2018-11-09 20:29:49.287    4398806.5
         2018-11-09 20:29:49.485    4399006.5
         2018-11-09 20:29:49.683    4399208.5
         2018-11-09 20:29:49.881    4399403.5
         2018-11-09 20:29:50.079    4399604.5
         2018-11-09 20:29:50.277    4399805.5
         2018-11-09 20:29:50.475    4400006.5
         2018-11-09 20:29:50.673    4400208.5
         2018-11-09 20:29:50.871    4400406.5
         2018-11-09 20:29:51.102    4400607.5
         2018-11-09 20:29:51.300    4400807.5
         2018-11-09 20:29:51.498    4401007.5
         2018-11-09 20:29:51.696    4401208.5
         2018-11-09 20:29:51.894    4401409.5
         2018-11-09 20:29:52.092    4401609.5
         2018-11-09 20:29:52.290    4401810.5
         2018-11-09 20:29:52.488    4402010.5
         2018-11-09 20:29:52.686    4402201.5
         2018-11-09 20:29:52.884    4402401.5
         2018-11-09 20:29:53.082    4402601.5
         2018-11-09 20:29:53.280    4402801.5
         2018-11-09 20:29:53.511    4403001.5
         2018-11-09 20:29:53.709    4403202.5
         2018-11-09 20:29:53.907    4403402.5
         2018-11-09 20:29:54.105    4403603.5
         2018-11-09 20:29:54.303    4403803.5
         2018-11-09 20:29:54.501    4404004.5
         2018-11-09 20:29:54.699    4404205.5
         2018-11-09 20:29:54.897    4404405.5
         2018-11-09 20:29:55.095    4404605.5
         2018-11-09 20:29:55.326    4404805.5
         2018-11-09 20:29:55.524    4405005.5
         2018-11-09 20:29:55.722    4405206.5
         2018-11-09 20:29:55.920    4405401.5
         2018-11-09 20:29:56.118    4405601.5
         2018-11-09 20:29:56.316    4405801.5
         2018-11-09 20:29:56.514    4406001.5
         2018-11-09 20:29:56.712    4406202.5
         2018-11-09 20:29:56.910    4406406.5
         2018-11-09 20:29:57.141    4406607.5
         2018-11-09 20:29:57.339    4406807.5
         2018-11-09 20:29:57.537    4407007.5
         2018-11-09 20:29:57.735    4407207.5
         2018-11-09 20:29:57.933    4407407.5
         2018-11-09 20:29:58.131    4407608.5
         2018-11-09 20:29:58.329    4407808.5
         2018-11-09 20:29:58.527    4408008.5
         2018-11-09 20:29:58.725    4408210.5
         2018-11-09 20:29:58.923    4408409.5
         2018-11-09 20:29:59.154    4408609.5
         2018-11-09 20:29:59.352    4408809.5
         2018-11-09 20:29:59.550    4409009.5
         2018-11-09 20:29:59.748    4409209.5
         2018-11-09 20:29:59.946    4409410.5
         2018-11-09 20:30:00.144    4409601.5
         2018-11-09 20:30:00.342    4409801.5
         2018-11-09 20:30:00.540    4410003.5
         2018-11-09 20:30:00.738    4410203.5
         2018-11-09 20:30:00.936    4410404.5
         2018-11-09 20:30:01.134    4410605.5
         2018-11-09 20:30:01.332    4410805.5
         2018-11-09 20:30:01.563    4411005.5
         2018-11-09 20:30:01.761    4411205.5
         2018-11-09 20:30:01.959    4411405.5
         2018-11-09 20:30:02.157    4411606.5
         2018-11-09 20:30:02.355    4411807.5
         2018-11-09 20:30:02.553    4412008.5
         2018-11-09 20:30:02.751    4412208.5
         2018-11-09 20:30:02.949    4412408.5
         2018-11-09 20:30:03.147    4412609.5
         2018-11-09 20:30:03.378    4412809.5
         2018-11-09 20:30:03.576    4413011.5
         2018-11-09 20:30:03.774    4413202.5
         2018-11-09 20:30:03.972    4413401.5
         2018-11-09 20:30:04.170    4413601.5
         2018-11-09 20:30:04.368    4413802.5
         2018-11-09 20:30:04.566    4414003.5
         2018-11-09 20:30:04.764    4414204.5
         2018-11-09 20:30:04.962    4414405.5
         2018-11-09 20:30:05.160    4414605.5
         2018-11-09 20:30:05.358    4414805.5
         2018-11-09 20:30:05.589    4415005.5
         2018-11-09 20:30:05.787    4415207.5
         2018-11-09 20:30:05.985    4415407.5
         2018-11-09 20:30:06.183    4415608.5
         2018-11-09 20:30:06.381    4415809.5
         2018-11-09 20:30:06.579    4416009.5
         2018-11-09 20:30:06.777    4416211.5
         2018-11-09 20:30:06.975    4416401.5
         2018-11-09 20:30:07.173    4416602.5
         2018-11-09 20:30:07.371    4416802.5
         2018-11-09 20:30:07.569    4417002.5
         2018-11-09 20:30:07.800    4417203.5
         2018-11-09 20:30:07.998    4417404.5
         2018-11-09 20:30:08.196    4417605.5
         2018-11-09 20:30:08.394    4417805.5
         2018-11-09 20:30:08.592    4418005.5
         2018-11-09 20:30:08.790    4418205.5
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         2018-11-09 20:30:10.011    4419407.5
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         2018-11-09 20:30:11.199    4420598.0
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         2018-11-09 20:30:14.433    4423807.5
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         2018-11-09 20:30:15.027    4424407.5
         2018-11-09 20:30:15.225    4424607.5
         2018-11-09 20:30:15.423    4424807.5
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         2018-11-09 20:30:16.842    4426210.5
         2018-11-09 20:30:17.040    4426410.5
         2018-11-09 20:30:17.238    4426601.5
         2018-11-09 20:30:17.436    4426801.5
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         2018-11-09 20:30:18.063    4427403.5
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         2018-11-09 20:30:19.251    4428607.5
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         2018-11-09 20:30:21.462    4430807.5
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         2018-11-09 20:30:24.300    4433606.5
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         2018-11-09 20:30:26.511    4435805.5
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         2018-11-09 20:30:27.303    4436608.5
         2018-11-09 20:30:27.501    4436809.5
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         2018-11-09 20:30:28.293    4437601.5
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         2018-11-09 20:30:29.316    4438604.5
         2018-11-09 20:30:29.514    4438805.5
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         2018-11-09 20:30:30.108    4439407.5
         2018-11-09 20:30:30.339    4439608.5
         2018-11-09 20:30:30.537    4439809.5
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         2018-11-09 20:30:31.329    4440601.5
         2018-11-09 20:30:31.527    4440801.5
         2018-11-09 20:30:31.725    4441002.5
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         2018-11-09 20:30:32.748    4442007.5
         2018-11-09 20:30:32.946    4442207.5
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         2018-11-09 20:30:33.342    4442608.5
         2018-11-09 20:30:33.540    4442808.5
         2018-11-09 20:30:33.738    4443009.5
         2018-11-09 20:30:33.936    4443209.5
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         2018-11-09 20:30:34.332    4443602.5
         2018-11-09 20:30:34.530    4443801.5
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         2018-11-09 20:30:35.355    4444604.5
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         2018-11-09 20:30:36.345    4445607.5
         2018-11-09 20:30:36.576    4445806.5
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         2018-11-09 20:30:36.972    4446207.5
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         2018-11-09 20:30:37.368    4446609.5
         2018-11-09 20:30:37.566    4446810.5
         2018-11-09 20:30:37.764    4447010.5
         2018-11-09 20:30:37.962    4447210.5
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         2018-11-09 20:30:38.358    4447605.5
         2018-11-09 20:30:38.589    4447805.5
         2018-11-09 20:30:38.787    4448006.5
         2018-11-09 20:30:38.985    4448207.5
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         2018-11-09 20:30:39.381    4448608.5
         2018-11-09 20:30:39.579    4448809.5
         2018-11-09 20:30:39.777    4449010.5
         2018-11-09 20:30:39.975    4449201.5
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         2018-11-09 20:30:40.371    4449602.5
         2018-11-09 20:30:40.569    4449803.5
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         2018-11-09 20:30:41.394    4450605.5
         2018-11-09 20:30:41.592    4450805.5
         2018-11-09 20:30:41.790    4451006.5
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         2018-11-09 20:30:42.384    4451608.5
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         2018-11-09 20:30:42.813    4452009.5
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         2018-11-09 20:30:43.605    4452801.5
         2018-11-09 20:30:43.803    4453001.5
         2018-11-09 20:30:44.001    4453203.5
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         2018-11-09 20:30:44.397    4453607.5
         2018-11-09 20:30:44.595    4453806.5
         2018-11-09 20:30:44.826    4454006.5
         2018-11-09 20:30:45.024    4454206.5
         2018-11-09 20:30:45.222    4454419.5
         2018-11-09 20:30:45.420    4454611.5
         2018-11-09 20:30:45.618    4454801.5
         2018-11-09 20:30:45.816    4455002.5
         2018-11-09 20:30:46.014    4455203.5
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         2018-11-09 20:30:46.410    4455603.5
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         2018-11-09 20:30:47.433    4456605.5
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         2018-11-09 20:30:48.423    4457609.5
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         2018-11-09 20:30:49.446    4458610.5
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         2018-11-09 20:30:49.842    4459002.5
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         2018-11-09 20:30:50.238    4459401.5
         2018-11-09 20:30:50.436    4459606.5
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         2018-11-09 20:30:51.459    4460610.5
         2018-11-09 20:30:51.657    4460801.5
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         2018-11-09 20:30:58.488    4467605.5
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         2018-11-09 20:31:14.592    4483609.5
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         2018-11-09 20:31:16.605    4485606.5
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         2018-11-09 20:31:18.420    4487401.5
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         2018-11-09 20:31:19.212    4488203.5
         2018-11-09 20:31:19.410    4488403.5
         2018-11-09 20:31:19.608    4488605.5
         2018-11-09 20:31:19.806    4488806.5
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         2018-11-09 20:31:20.433    4489407.5
         2018-11-09 20:31:20.631    4489608.5
         2018-11-09 20:31:20.829    4489809.5
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         2018-11-09 20:31:21.225    4490201.5
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         2018-11-09 20:31:21.621    4490602.5
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         2018-11-09 20:31:23.238    4492206.5
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         2018-11-09 20:31:24.459    4493409.5
         2018-11-09 20:31:24.657    4493609.5
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         2018-11-09 20:31:25.449    4494410.5
         2018-11-09 20:31:25.647    4494611.5
         2018-11-09 20:31:25.845    4494801.5
         2018-11-09 20:31:26.043    4495002.5
         2018-11-09 20:31:26.274    4495203.5
         2018-11-09 20:31:26.472    4495403.5
         2018-11-09 20:31:26.670    4495609.5
         2018-11-09 20:31:26.868    4495809.5
         2018-11-09 20:31:27.066    4496009.5
         2018-11-09 20:31:27.264    4496210.5
         2018-11-09 20:31:27.462    4496410.5
         2018-11-09 20:31:27.660    4496603.5
         2018-11-09 20:31:27.858    4496804.5
         2018-11-09 20:31:28.056    4497005.5
         2018-11-09 20:31:28.287    4497205.5
         2018-11-09 20:31:28.485    4497406.5
         2018-11-09 20:31:28.683    4497607.5
         2018-11-09 20:31:28.881    4497807.5
         2018-11-09 20:31:29.079    4498007.5
         2018-11-09 20:31:29.277    4498208.5
         2018-11-09 20:31:29.475    4498408.5
         2018-11-09 20:31:29.673    4498609.5
         2018-11-09 20:31:29.871    4498810.5
         2018-11-09 20:31:30.102    4499009.5
         2018-11-09 20:31:30.300    4499209.5
         2018-11-09 20:31:30.498    4499411.5
         2018-11-09 20:31:30.696    4499601.5
         2018-11-09 20:31:30.894    4499801.5
         2018-11-09 20:31:31.092    4500001.5
         2018-11-09 20:31:31.290    4500202.5
         2018-11-09 20:31:31.488    4500403.5
         2018-11-09 20:31:31.686    4500604.5
         2018-11-09 20:31:31.884    4500804.5
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         2018-11-09 20:31:32.280    4501205.5
         2018-11-09 20:31:32.511    4501405.5
         2018-11-09 20:31:32.709    4501609.5
         2018-11-09 20:31:32.907    4501810.5
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         2018-11-09 20:31:33.303    4502201.5
         2018-11-09 20:31:33.501    4502402.5
         2018-11-09 20:31:33.699    4502602.5
         2018-11-09 20:31:33.897    4502803.5
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         2018-11-09 20:31:34.293    4503203.5
         2018-11-09 20:31:34.524    4503403.5
         2018-11-09 20:31:34.722    4503603.5
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         2018-11-09 20:31:35.316    4504204.5
         2018-11-09 20:31:35.514    4504404.5
         2018-11-09 20:31:35.712    4504605.5
         2018-11-09 20:31:35.910    4504806.5
         2018-11-09 20:31:36.108    4505006.5
         2018-11-09 20:31:36.339    4505207.5
         2018-11-09 20:31:36.537    4505407.5
         2018-11-09 20:31:36.735    4505607.5
         2018-11-09 20:31:36.933    4505807.5
         2018-11-09 20:31:37.131    4506007.5
         2018-11-09 20:31:37.329    4506208.5
         2018-11-09 20:31:37.527    4506408.5
         2018-11-09 20:31:37.725    4506609.5
         2018-11-09 20:31:37.923    4506810.5
         2018-11-09 20:31:38.121    4507009.5
         2018-11-09 20:31:38.352    4507209.5
         2018-11-09 20:31:38.550    4507411.5
         2018-11-09 20:31:38.748    4507602.5
         2018-11-09 20:31:38.946    4507802.5
         2018-11-09 20:31:39.144    4508003.5
         2018-11-09 20:31:39.342    4508203.5
         2018-11-09 20:31:39.540    4508403.5
         2018-11-09 20:31:39.738    4508603.5
         2018-11-09 20:31:39.936    4508802.5
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         2018-11-09 20:31:40.332    4509203.5
         2018-11-09 20:31:40.530    4509403.5
         2018-11-09 20:31:40.761    4509605.5
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         2018-11-09 20:31:41.553    4510406.5
         2018-11-09 20:31:41.751    4510607.5
         2018-11-09 20:31:41.949    4510807.5
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         2018-11-09 20:31:42.345    4511209.5
         2018-11-09 20:31:42.576    4511410.5
         2018-11-09 20:31:42.741    4511601.5
         2018-11-09 20:31:42.972    4511802.5
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         2018-11-09 20:31:43.566    4512401.5
         2018-11-09 20:31:43.764    4512602.5
         2018-11-09 20:31:43.962    4512803.5
         2018-11-09 20:31:44.160    4513003.5
         2018-11-09 20:31:44.358    4513204.5
         2018-11-09 20:31:44.556    4513405.5
         2018-11-09 20:31:44.787    4513609.5
         2018-11-09 20:31:44.985    4513811.5
         2018-11-09 20:31:45.183    4514001.5
         2018-11-09 20:31:45.381    4514201.5
         2018-11-09 20:31:45.579    4514401.5
         2018-11-09 20:31:45.777    4514598.5
         2018-11-09 20:31:45.975    4514803.5
         2018-11-09 20:31:46.173    4515004.5
         2018-11-09 20:31:46.371    4515205.5
         2018-11-09 20:31:46.569    4515405.5
         2018-11-09 20:31:46.800    4515606.5
         2018-11-09 20:31:46.998    4515806.5
         2018-11-09 20:31:47.196    4516007.5
         2018-11-09 20:31:47.394    4516207.5
         2018-11-09 20:31:47.592    4516407.5
         2018-11-09 20:31:47.790    4516607.5
         2018-11-09 20:31:47.988    4516808.5
         2018-11-09 20:31:48.186    4517009.5
         2018-11-09 20:31:48.384    4517210.5
         2018-11-09 20:31:48.582    4517401.5
         2018-11-09 20:31:48.780    4517601.5
         2018-11-09 20:31:48.978    4517801.5
         2018-11-09 20:31:49.209    4518002.5
         2018-11-09 20:31:49.407    4518204.5
         2018-11-09 20:31:49.605    4518403.5
         2018-11-09 20:31:49.803    4518604.5
         2018-11-09 20:31:50.001    4518804.5
         2018-11-09 20:31:50.199    4519005.5
         2018-11-09 20:31:50.397    4519206.5
         2018-11-09 20:31:50.595    4519406.5
         2018-11-09 20:31:50.826    4519607.5
         2018-11-09 20:31:51.024    4519809.5
         2018-11-09 20:31:51.222    4520009.5
         2018-11-09 20:31:51.420    4520210.5
         2018-11-09 20:31:51.618    4520409.5
         2018-11-09 20:31:51.816    4520609.5
         2018-11-09 20:31:52.014    4520804.5
         2018-11-09 20:31:52.212    4521005.5
         2018-11-09 20:31:52.410    4521205.5
         2018-11-09 20:31:52.608    4521405.5
         2018-11-09 20:31:52.806    4521606.5
         2018-11-09 20:31:53.037    4521807.5
         2018-11-09 20:31:53.235    4522007.5
         2018-11-09 20:31:53.433    4522207.5
         2018-11-09 20:31:53.631    4522408.5
         2018-11-09 20:31:53.829    4522609.5
         2018-11-09 20:31:54.027    4522809.5
         2018-11-09 20:31:54.225    4523010.5
         2018-11-09 20:31:54.423    4523210.5
         2018-11-09 20:31:54.621    4523411.5
         2018-11-09 20:31:54.819    4523601.5
         2018-11-09 20:31:55.017    4523802.5
         2018-11-09 20:31:55.248    4524003.5
         2018-11-09 20:31:55.446    4524203.5
         2018-11-09 20:31:55.644    4524403.5
         2018-11-09 20:31:55.842    4524604.5
         2018-11-09 20:31:56.040    4524805.5
         2018-11-09 20:31:56.238    4525005.5
         2018-11-09 20:31:56.436    4525205.5
         2018-11-09 20:31:56.634    4525405.5
         2018-11-09 20:31:56.832    4525607.5
         2018-11-09 20:31:57.063    4525810.5
         2018-11-09 20:31:57.228    4526001.5
         2018-11-09 20:31:57.459    4526202.5
         2018-11-09 20:31:57.657    4526401.5
         2018-11-09 20:31:57.855    4526601.5
         2018-11-09 20:31:58.053    4526804.5
         2018-11-09 20:31:58.251    4527004.5
         2018-11-09 20:31:58.449    4527206.5
         2018-11-09 20:31:58.647    4527406.5
         2018-11-09 20:31:58.845    4527608.5
         2018-11-09 20:31:59.076    4527809.5
         2018-11-09 20:31:59.274    4528009.5
         2018-11-09 20:31:59.472    4528211.5
         2018-11-09 20:31:59.670    4528401.5
         2018-11-09 20:31:59.868    4528602.5
         2018-11-09 20:32:00.066    4528803.5
         2018-11-09 20:32:00.264    4529003.5
         2018-11-09 20:32:00.462    4529203.5
         2018-11-09 20:32:00.660    4529404.5
         2018-11-09 20:32:00.858    4529604.5
         2018-11-09 20:32:01.056    4529804.5
         2018-11-09 20:32:01.287    4530005.5
         2018-11-09 20:32:01.485    4530205.5
         2018-11-09 20:32:01.683    4530407.5
         2018-11-09 20:32:01.881    4530607.5
         2018-11-09 20:32:02.079    4530807.5
         2018-11-09 20:32:02.277    4531007.5
         2018-11-09 20:32:02.475    4531207.5
         2018-11-09 20:32:02.673    4531409.5
         2018-11-09 20:32:02.871    4531608.5
         2018-11-09 20:32:03.069    4531802.5
         2018-11-09 20:32:03.267    4532003.5
         2018-11-09 20:32:03.498    4532203.5
         2018-11-09 20:32:03.696    4532403.5
         2018-11-09 20:32:03.894    4532604.5
         2018-11-09 20:32:04.092    4532805.5
         2018-11-09 20:32:04.290    4533005.5
         2018-11-09 20:32:04.488    4533205.5
         2018-11-09 20:32:04.686    4533405.5
         2018-11-09 20:32:04.884    4533607.5
         2018-11-09 20:32:05.082    4533806.5
         2018-11-09 20:32:05.313    4534007.5
         2018-11-09 20:32:05.511    4534207.5
         2018-11-09 20:32:05.709    4534407.5
         2018-11-09 20:32:05.907    4534609.5
         2018-11-09 20:32:06.105    4534809.5
         2018-11-09 20:32:06.303    4535009.5
         2018-11-09 20:32:06.501    4535209.5
         2018-11-09 20:32:06.699    4535410.5
         2018-11-09 20:32:06.897    4535610.5
         2018-11-09 20:32:07.095    4535810.5
         2018-11-09 20:32:07.293    4536001.5
         2018-11-09 20:32:07.491    4536201.5
         2018-11-09 20:32:07.722    4536401.5
         2018-11-09 20:32:07.920    4536602.5
         2018-11-09 20:32:08.118    4536803.5
         2018-11-09 20:32:08.316    4537003.5
         2018-11-09 20:32:08.514    4537204.5
         2018-11-09 20:32:08.712    4537405.5
         2018-11-09 20:32:08.910    4537605.5
         2018-11-09 20:32:09.108    4537810.5
         2018-11-09 20:32:09.306    4538001.5
         2018-11-09 20:32:09.504    4538202.5
         2018-11-09 20:32:09.735    4538403.5
         2018-11-09 20:32:09.933    4538603.5
         2018-11-09 20:32:10.131    4538803.5
         2018-11-09 20:32:10.329    4539004.5
         2018-11-09 20:32:10.527    4539205.5
         2018-11-09 20:32:10.725    4539405.5
         2018-11-09 20:32:10.923    4539606.5
         2018-11-09 20:32:11.121    4539807.5
         2018-11-09 20:32:11.319    4540008.5
         2018-11-09 20:32:11.550    4540209.5
         2018-11-09 20:32:11.748    4540409.5
         2018-11-09 20:32:11.946    4540609.5
         2018-11-09 20:32:12.144    4540809.5
         2018-11-09 20:32:12.342    4541011.5
         2018-11-09 20:32:12.540    4541201.5
         2018-11-09 20:32:12.738    4541402.5
         2018-11-09 20:32:12.936    4541602.5
         2018-11-09 20:32:13.134    4541802.5
         2018-11-09 20:32:13.332    4542003.5
         2018-11-09 20:32:13.530    4542204.5
         2018-11-09 20:32:13.728    4542403.5
         2018-11-09 20:32:13.959    4542604.5
         2018-11-09 20:32:14.157    4542805.5
         2018-11-09 20:32:14.355    4543005.5
         2018-11-09 20:32:14.553    4543206.5
         2018-11-09 20:32:14.751    4543406.5
         2018-11-09 20:32:14.949    4543606.5
         2018-11-09 20:32:15.147    4543810.5
         2018-11-09 20:32:15.345    4544001.5
         2018-11-09 20:32:15.543    4544201.5
         2018-11-09 20:32:15.741    4544401.5
         2018-11-09 20:32:15.972    4544601.5
         2018-11-09 20:32:16.170    4544802.5
         2018-11-09 20:32:16.368    4545002.5
         2018-11-09 20:32:16.566    4545203.5
         2018-11-09 20:32:16.764    4545405.5
         2018-11-09 20:32:16.962    4545606.5
         2018-11-09 20:32:17.160    4545807.5
         2018-11-09 20:32:17.358    4546007.5
         2018-11-09 20:32:17.556    4546207.5
         2018-11-09 20:32:17.787    4546408.5
         2018-11-09 20:32:17.985    4546607.5
         2018-11-09 20:32:18.183    4546808.5
         2018-11-09 20:32:18.381    4547009.5
         2018-11-09 20:32:18.579    4547209.5
         2018-11-09 20:32:18.777    4547410.5
         2018-11-09 20:32:18.975    4547610.5
         2018-11-09 20:32:19.173    4547801.5
         2018-11-09 20:32:19.371    4548001.5
         2018-11-09 20:32:19.569    4548202.5
         2018-11-09 20:32:19.767    4548403.5
         2018-11-09 20:32:19.998    4548604.5
         2018-11-09 20:32:20.196    4548803.5
         2018-11-09 20:32:20.394    4549003.5
         2018-11-09 20:32:20.592    4549203.5
         2018-11-09 20:32:20.790    4549405.5
         2018-11-09 20:32:20.988    4549607.5
         2018-11-09 20:32:21.186    4549809.5
         2018-11-09 20:32:21.384    4550010.5
         2018-11-09 20:32:21.582    4550209.5
         2018-11-09 20:32:21.813    4550409.5
         2018-11-09 20:32:22.011    4550611.5
         2018-11-09 20:32:22.209    4550802.5
         2018-11-09 20:32:22.407    4551003.5
         2018-11-09 20:32:22.605    4551204.5
         2018-11-09 20:32:22.803    4551405.5
         2018-11-09 20:32:23.001    4551605.5
         2018-11-09 20:32:23.199    4551806.5
         2018-11-09 20:32:23.397    4552007.5
         2018-11-09 20:32:23.595    4552209.5
         2018-11-09 20:32:23.826    4552409.5
         2018-11-09 20:32:24.024    4552609.5
         2018-11-09 20:32:24.222    4552809.5
         2018-11-09 20:32:24.420    4553010.5
         2018-11-09 20:32:24.618    4553201.5
         2018-11-09 20:32:24.816    4553402.5
         2018-11-09 20:32:25.014    4553601.5
         2018-11-09 20:32:25.212    4553801.5
         2018-11-09 20:32:25.410    4554002.5
         2018-11-09 20:32:25.608    4554202.5
         2018-11-09 20:32:25.806    4554403.5
         2018-11-09 20:32:26.004    4554603.5
         2018-11-09 20:32:26.235    4554804.5
         2018-11-09 20:32:26.433    4555005.5
         2018-11-09 20:32:26.631    4555205.5
         2018-11-09 20:32:26.829    4555405.5
         2018-11-09 20:32:27.027    4555606.5
         2018-11-09 20:32:27.225    4555809.5
         2018-11-09 20:32:27.423    4556010.5
         2018-11-09 20:32:27.621    4556201.5
         2018-11-09 20:32:27.819    4556401.5
         2018-11-09 20:32:28.017    4556601.5
         2018-11-09 20:32:28.248    4556803.5
         2018-11-09 20:32:28.446    4557003.5
         2018-11-09 20:32:28.644    4557203.5
         2018-11-09 20:32:28.842    4557405.5
         2018-11-09 20:32:29.040    4557606.5
         2018-11-09 20:32:29.238    4557806.5
         2018-11-09 20:32:29.436    4558007.5
         2018-11-09 20:32:29.634    4558207.5
         2018-11-09 20:32:29.832    4558408.5
         2018-11-09 20:32:30.063    4558609.5
         2018-11-09 20:32:30.261    4558809.5
         2018-11-09 20:32:30.459    4559009.5
         2018-11-09 20:32:30.657    4559210.5
         2018-11-09 20:32:30.855    4559401.5
         2018-11-09 20:32:31.053    4559601.5
         2018-11-09 20:32:31.251    4559801.5
         2018-11-09 20:32:31.449    4560001.5
         2018-11-09 20:32:31.647    4560201.5
         2018-11-09 20:32:31.845    4560402.5
         2018-11-09 20:32:32.043    4560602.5
         2018-11-09 20:32:32.241    4560803.5
         2018-11-09 20:32:32.472    4561003.5
         2018-11-09 20:32:32.670    4561203.5
         2018-11-09 20:32:32.868    4561404.5
         2018-11-09 20:32:33.066    4561603.5
         2018-11-09 20:32:33.264    4561808.5
         2018-11-09 20:32:33.462    4562001.5
         2018-11-09 20:32:33.660    4562202.5
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         2018-11-09 20:32:34.254    4562803.5
         2018-11-09 20:32:34.485    4563004.5
         2018-11-09 20:32:34.683    4563205.5
         2018-11-09 20:32:34.881    4563405.5
         2018-11-09 20:32:35.079    4563605.5
         2018-11-09 20:32:35.277    4563805.5
         2018-11-09 20:32:35.475    4564006.5
         2018-11-09 20:32:35.673    4564206.5
         2018-11-09 20:32:35.871    4564406.5
         2018-11-09 20:32:36.069    4564607.5
         2018-11-09 20:32:36.300    4564808.5
         2018-11-09 20:32:36.498    4565009.5
         2018-11-09 20:32:36.696    4565209.5
         2018-11-09 20:32:36.894    4565409.5
         2018-11-09 20:32:37.092    4565610.5
         2018-11-09 20:32:37.290    4565801.5
         2018-11-09 20:32:37.488    4566002.5
         2018-11-09 20:32:37.686    4566204.5
         2018-11-09 20:32:37.884    4566403.5
         2018-11-09 20:32:38.082    4566603.5
         2018-11-09 20:32:38.280    4566805.5
         2018-11-09 20:32:38.478    4567003.5
         2018-11-09 20:32:38.709    4567204.5
         2018-11-09 20:32:38.907    4567405.5
         2018-11-09 20:32:39.105    4567605.5
         2018-11-09 20:32:39.303    4567802.5
         2018-11-09 20:32:39.501    4568001.5
         2018-11-09 20:32:39.699    4568201.5
         2018-11-09 20:32:39.897    4568402.5
         2018-11-09 20:32:40.095    4568602.5
         2018-11-09 20:32:40.293    4568805.5
         2018-11-09 20:32:40.524    4569005.5
         2018-11-09 20:32:40.722    4569205.5
         2018-11-09 20:32:40.920    4569406.5
         2018-11-09 20:32:41.118    4569607.5
         2018-11-09 20:32:41.316    4569810.5
         2018-11-09 20:32:41.514    4570009.5
         2018-11-09 20:32:41.712    4570209.5
         2018-11-09 20:32:41.910    4570409.5
         2018-11-09 20:32:42.108    4570610.5
         2018-11-09 20:32:42.339    4570810.5
         2018-11-09 20:32:42.537    4571010.5
         2018-11-09 20:32:42.702    4571201.5
         2018-11-09 20:32:42.933    4571401.5
         2018-11-09 20:32:43.131    4571601.5
         2018-11-09 20:32:43.329    4571802.5
         2018-11-09 20:32:43.527    4572002.5
         2018-11-09 20:32:43.725    4572202.5
         2018-11-09 20:32:43.923    4572403.5
         2018-11-09 20:32:44.121    4572604.5
         2018-11-09 20:32:44.319    4572803.5
         2018-11-09 20:32:44.517    4573003.5
         2018-11-09 20:32:44.715    4573203.5
         2018-11-09 20:32:44.946    4573405.5
         2018-11-09 20:32:45.144    4573606.5
         2018-11-09 20:32:45.342    4573812.5
         2018-11-09 20:32:45.540    4574002.5
         2018-11-09 20:32:45.738    4574204.5
         2018-11-09 20:32:45.936    4574403.5
         2018-11-09 20:32:46.134    4574603.5
         2018-11-09 20:32:46.332    4574803.5
         2018-11-09 20:32:46.530    4575007.5
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         2018-11-09 20:32:46.959    4575408.5
         2018-11-09 20:32:47.157    4575608.5
         2018-11-09 20:32:47.355    4575809.5
         2018-11-09 20:32:47.553    4576009.5
         2018-11-09 20:32:47.751    4576211.5
         2018-11-09 20:32:47.949    4576402.5
         2018-11-09 20:32:48.147    4576601.5
         2018-11-09 20:32:48.345    4576801.5
         2018-11-09 20:32:48.543    4577002.5
         2018-11-09 20:32:48.741    4577203.5
         2018-11-09 20:32:48.972    4577404.5
         2018-11-09 20:32:49.170    4577603.5
         2018-11-09 20:32:49.368    4577804.5
         2018-11-09 20:32:49.566    4578005.5
         2018-11-09 20:32:49.764    4578205.5
         2018-11-09 20:32:49.962    4578407.5
         2018-11-09 20:32:50.160    4578606.5
         2018-11-09 20:32:50.358    4578809.5
         2018-11-09 20:32:50.589    4579010.5
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         2018-11-09 20:32:50.952    4579401.5
         2018-11-09 20:32:51.183    4579603.5
         2018-11-09 20:32:51.381    4579803.5
         2018-11-09 20:32:51.579    4580003.5
         2018-11-09 20:32:51.777    4580203.5
         2018-11-09 20:32:51.975    4580403.5
         2018-11-09 20:32:52.173    4580604.5
         2018-11-09 20:32:52.371    4580804.5
         2018-11-09 20:32:52.569    4581007.5
         2018-11-09 20:32:52.800    4581207.5
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         2018-11-09 20:32:53.394    4581810.5
         2018-11-09 20:32:53.592    4582001.5
         2018-11-09 20:32:53.790    4582201.5
         2018-11-09 20:32:53.988    4582402.5
         2018-11-09 20:32:54.186    4582603.5
         2018-11-09 20:32:54.384    4582803.5
         2018-11-09 20:32:54.582    4583003.5
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         2018-11-09 20:32:54.978    4583404.5
         2018-11-09 20:32:55.209    4583604.5
         2018-11-09 20:32:55.407    4583805.5
         2018-11-09 20:32:55.605    4584005.5
         2018-11-09 20:32:55.803    4584205.5
         2018-11-09 20:32:56.001    4584405.5
         2018-11-09 20:32:56.199    4584605.5
         2018-11-09 20:32:56.397    4584807.5
         2018-11-09 20:32:56.595    4585007.5
         2018-11-09 20:32:56.793    4585208.5
         2018-11-09 20:32:57.024    4585409.5
         2018-11-09 20:32:57.222    4585609.5
         2018-11-09 20:32:57.420    4585810.5
         2018-11-09 20:32:57.618    4586003.5
         2018-11-09 20:32:57.816    4586204.5
         2018-11-09 20:32:58.014    4586406.5
         2018-11-09 20:32:58.212    4586606.5
         2018-11-09 20:32:58.410    4586806.5
         2018-11-09 20:32:58.608    4587007.5
         2018-11-09 20:32:58.806    4587207.5
         2018-11-09 20:32:59.037    4587409.5
         2018-11-09 20:32:59.235    4587609.5
         2018-11-09 20:32:59.433    4587809.5
         2018-11-09 20:32:59.631    4588010.5
         2018-11-09 20:32:59.829    4588201.5
         2018-11-09 20:33:00.027    4588402.5
         2018-11-09 20:33:00.225    4588604.5
         2018-11-09 20:33:00.423    4588803.5
         2018-11-09 20:33:00.621    4589003.5
         2018-11-09 20:33:00.819    4589203.5
         2018-11-09 20:33:01.017    4589403.5
         2018-11-09 20:33:01.248    4589604.5
         2018-11-09 20:33:01.446    4589805.5
         2018-11-09 20:33:01.644    4590005.5
         2018-11-09 20:33:01.842    4590206.5
         2018-11-09 20:33:02.040    4590407.5
         2018-11-09 20:33:02.238    4590609.5
         2018-11-09 20:33:02.436    4590809.5
         2018-11-09 20:33:02.634    4591009.5
         2018-11-09 20:33:02.832    4591210.5
         2018-11-09 20:33:03.063    4591410.5
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         2018-11-09 20:33:03.459    4591802.5
         2018-11-09 20:33:03.657    4592005.5
         2018-11-09 20:33:03.855    4592205.5
         2018-11-09 20:33:04.053    4592405.5
         2018-11-09 20:33:04.251    4592605.5
         2018-11-09 20:33:04.449    4592807.5
         2018-11-09 20:33:04.647    4593007.5
         2018-11-09 20:33:04.845    4593208.5
         2018-11-09 20:33:05.076    4593409.5
         2018-11-09 20:33:05.274    4593609.5
         2018-11-09 20:33:05.472    4593809.5
         2018-11-09 20:33:05.670    4594010.5
         2018-11-09 20:33:05.868    4594210.5
         2018-11-09 20:33:06.066    4594401.5
         2018-11-09 20:33:06.264    4594602.5
         2018-11-09 20:33:06.462    4594802.5
         2018-11-09 20:33:06.660    4595004.5
         2018-11-09 20:33:06.858    4595204.5
         2018-11-09 20:33:07.056    4595405.5
         2018-11-09 20:33:07.254    4595606.5
         2018-11-09 20:33:07.485    4595807.5
         2018-11-09 20:33:07.683    4596008.5
         2018-11-09 20:33:07.881    4596209.5
         2018-11-09 20:33:08.079    4596409.5
         2018-11-09 20:33:08.277    4596610.5
         2018-11-09 20:33:08.475    4596801.5
         2018-11-09 20:33:08.673    4597001.5
         2018-11-09 20:33:08.871    4597203.5
         2018-11-09 20:33:09.069    4597403.5
         2018-11-09 20:33:09.267    4597604.5
         2018-11-09 20:33:09.465    4597804.5
         2018-11-09 20:33:09.696    4598004.5
         2018-11-09 20:33:09.894    4598205.5
         2018-11-09 20:33:10.092    4598406.5
         2018-11-09 20:33:10.290    4598607.5
         2018-11-09 20:33:10.488    4598807.5
         2018-11-09 20:33:10.686    4599007.5
         2018-11-09 20:33:10.884    4599207.5
         2018-11-09 20:33:11.082    4599407.5
         2018-11-09 20:33:11.280    4599608.5
         2018-11-09 20:33:11.511    4599808.5
         2018-11-09 20:33:11.709    4600008.5
         2018-11-09 20:33:11.907    4600210.5
         2018-11-09 20:33:12.105    4600409.5
         2018-11-09 20:33:12.303    4600609.5
         2018-11-09 20:33:12.501    4600809.5
         2018-11-09 20:33:12.699    4601010.5
         2018-11-09 20:33:12.897    4601201.5
         2018-11-09 20:33:13.095    4601401.5
         2018-11-09 20:33:13.293    4601602.5
         2018-11-09 20:33:13.491    4601802.5
         2018-11-09 20:33:13.722    4602003.5
         2018-11-09 20:33:13.920    4602203.5
         2018-11-09 20:33:14.118    4602404.5
         2018-11-09 20:33:14.316    4602605.5
         2018-11-09 20:33:14.514    4602805.5
         2018-11-09 20:33:14.712    4603006.5
         2018-11-09 20:33:14.910    4603207.5
         2018-11-09 20:33:15.108    4603407.5
         2018-11-09 20:33:15.306    4603607.5
         2018-11-09 20:33:15.537    4603808.5
         2018-11-09 20:33:15.702    4604003.5
         2018-11-09 20:33:15.933    4604203.5
         2018-11-09 20:33:16.131    4604403.5
         2018-11-09 20:33:16.329    4604604.5
         2018-11-09 20:33:16.527    4604804.5
         2018-11-09 20:33:16.725    4605007.5
         2018-11-09 20:33:16.923    4605207.5
         2018-11-09 20:33:17.121    4605407.5
         2018-11-09 20:33:17.319    4605608.5
         2018-11-09 20:33:17.550    4605809.5
         2018-11-09 20:33:17.748    4606009.5
         2018-11-09 20:33:17.946    4606210.5
         2018-11-09 20:33:18.144    4606401.5
         2018-11-09 20:33:18.342    4606601.5
         2018-11-09 20:33:18.540    4606801.5
         2018-11-09 20:33:18.738    4607002.5
         2018-11-09 20:33:18.936    4607203.5
         2018-11-09 20:33:19.134    4607403.5
         2018-11-09 20:33:19.332    4607604.5
         2018-11-09 20:33:19.530    4607804.5
         2018-11-09 20:33:19.728    4608005.5
         2018-11-09 20:33:19.959    4608205.5
         2018-11-09 20:33:20.157    4608406.5
         2018-11-09 20:33:20.355    4608607.5
         2018-11-09 20:33:20.553    4608807.5
         2018-11-09 20:33:20.751    4609007.5
         2018-11-09 20:33:20.949    4609208.5
         2018-11-09 20:33:21.147    4609409.5
         2018-11-09 20:33:21.345    4609609.5
         2018-11-09 20:33:21.543    4609809.5
         2018-11-09 20:33:21.741    4610002.5
         2018-11-09 20:33:21.939    4610202.5
         2018-11-09 20:33:22.170    4610403.5
         2018-11-09 20:33:22.368    4610603.5
         2018-11-09 20:33:22.566    4610803.5
         2018-11-09 20:33:22.764    4611006.5
         2018-11-09 20:33:22.962    4611208.5
         2018-11-09 20:33:23.160    4611409.5
         2018-11-09 20:33:23.358    4611601.5
         2018-11-09 20:33:23.556    4611802.5
         2018-11-09 20:33:23.754    4612003.5
         2018-11-09 20:33:23.952    4612203.5
         2018-11-09 20:33:24.183    4612404.5
         2018-11-09 20:33:24.381    4612605.5
         2018-11-09 20:33:24.579    4612805.5
         2018-11-09 20:33:24.777    4613005.5
         2018-11-09 20:33:24.975    4613205.5
         2018-11-09 20:33:25.173    4613405.5
         2018-11-09 20:33:25.371    4613607.5
         2018-11-09 20:33:25.569    4613806.5
         2018-11-09 20:33:25.767    4614007.5
         2018-11-09 20:33:25.998    4614207.5
         2018-11-09 20:33:26.196    4614407.5
         2018-11-09 20:33:26.394    4614607.5
         2018-11-09 20:33:26.592    4614807.5
         2018-11-09 20:33:26.790    4615008.5
         2018-11-09 20:33:26.988    4615208.5
         2018-11-09 20:33:27.186    4615409.5
         2018-11-09 20:33:27.384    4615609.5
         2018-11-09 20:33:27.582    4615810.5
         2018-11-09 20:33:27.780    4616002.5
         2018-11-09 20:33:27.978    4616202.5
         2018-11-09 20:33:28.209    4616403.5
         2018-11-09 20:33:28.407    4616603.5
         2018-11-09 20:33:28.605    4616803.5
         2018-11-09 20:33:28.803    4617005.5
         2018-11-09 20:33:29.001    4617205.5
         2018-11-09 20:33:29.199    4617406.5
         2018-11-09 20:33:29.397    4617607.5
         2018-11-09 20:33:29.595    4617807.5
         2018-11-09 20:33:29.793    4618007.5
         2018-11-09 20:33:30.024    4618208.5
         2018-11-09 20:33:30.222    4618409.5
         2018-11-09 20:33:30.420    4618609.5
         2018-11-09 20:33:30.618    4618809.5
         2018-11-09 20:33:30.816    4619016.5
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         2018-11-09 20:33:31.212    4619401.5
         2018-11-09 20:33:31.410    4619602.5
         2018-11-09 20:33:31.608    4619802.5
         2018-11-09 20:33:31.806    4620003.5
         2018-11-09 20:33:32.004    4620203.5
         2018-11-09 20:33:32.202    4620403.5
         2018-11-09 20:33:32.433    4620604.5
         2018-11-09 20:33:32.631    4620803.5
         2018-11-09 20:33:32.829    4621004.5
         2018-11-09 20:33:33.027    4621204.5
         2018-11-09 20:33:33.225    4621405.5
         2018-11-09 20:33:33.423    4621606.5
         2018-11-09 20:33:33.621    4621806.5
         2018-11-09 20:33:33.819    4622002.5
         2018-11-09 20:33:34.017    4622202.5
         2018-11-09 20:33:34.215    4622402.5
         2018-11-09 20:33:34.446    4622605.5
         2018-11-09 20:33:34.644    4622806.5
         2018-11-09 20:33:34.842    4623006.5
         2018-11-09 20:33:35.040    4623207.5
         2018-11-09 20:33:35.238    4623407.5
         2018-11-09 20:33:35.436    4623607.5
         2018-11-09 20:33:35.634    4623807.5
         2018-11-09 20:33:35.832    4624008.5
         2018-11-09 20:33:36.030    4624209.5
         2018-11-09 20:33:36.261    4624409.5
         2018-11-09 20:33:36.459    4624609.5
         2018-11-09 20:33:36.657    4624810.5
         2018-11-09 20:33:36.855    4625002.5
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         2018-11-09 20:33:37.251    4625401.5
         2018-11-09 20:33:37.449    4625601.5
         2018-11-09 20:33:37.647    4625801.5
         2018-11-09 20:33:37.845    4626002.5
         2018-11-09 20:33:38.043    4626202.5
         2018-11-09 20:33:38.241    4626403.5
         2018-11-09 20:33:38.439    4626603.5
         2018-11-09 20:33:38.670    4626803.5
         2018-11-09 20:33:38.868    4627004.5
         2018-11-09 20:33:39.066    4627203.5
         2018-11-09 20:33:39.264    4627404.5
         2018-11-09 20:33:39.462    4627604.5
         2018-11-09 20:33:39.660    4627805.5
         2018-11-09 20:33:39.858    4628003.5
         2018-11-09 20:33:40.056    4628203.5
         2018-11-09 20:33:40.254    4628404.5
         2018-11-09 20:33:40.485    4628605.5
         2018-11-09 20:33:40.683    4628805.5
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         2018-11-09 20:33:41.277    4629407.5
         2018-11-09 20:33:41.475    4629608.5
         2018-11-09 20:33:41.673    4629809.5
         2018-11-09 20:33:41.871    4630009.5
         2018-11-09 20:33:42.069    4630210.5
         2018-11-09 20:33:42.267    4630401.5
         2018-11-09 20:33:42.465    4630601.5
         2018-11-09 20:33:42.663    4630801.5
         2018-11-09 20:33:42.894    4631001.5
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         2018-11-09 20:33:43.290    4631402.5
         2018-11-09 20:33:43.488    4631603.5
         2018-11-09 20:33:43.686    4631804.5
         2018-11-09 20:33:43.884    4632003.5
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         2018-11-09 20:33:44.280    4632403.5
         2018-11-09 20:33:44.478    4632604.5
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         2018-11-09 20:33:45.303    4633406.5
         2018-11-09 20:33:45.501    4633607.5
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         2018-11-09 20:33:46.095    4634202.5
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         2018-11-09 20:33:46.491    4634603.5
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         2018-11-09 20:33:47.514    4635607.5
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         2018-11-09 20:33:48.537    4636609.5
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         2018-11-09 20:33:50.517    4638602.5
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         2018-11-09 20:33:51.540    4639604.5
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         2018-11-09 20:33:52.530    4640602.5
         2018-11-09 20:33:52.728    4640803.5
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         2018-11-09 20:33:54.939    4643002.5
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         2018-11-09 20:33:55.566    4643601.5
         2018-11-09 20:33:55.764    4643802.5
         2018-11-09 20:33:55.962    4644003.5
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         2018-11-09 20:33:56.358    4644404.5
         2018-11-09 20:33:56.556    4644604.5
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         2018-11-09 20:33:56.985    4645005.5
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         2018-11-09 20:33:57.381    4645405.5
         2018-11-09 20:33:57.579    4645607.5
         2018-11-09 20:33:57.777    4645807.5
         2018-11-09 20:33:57.975    4646007.5
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         2018-11-09 20:33:58.371    4646402.5
         2018-11-09 20:33:58.569    4646602.5
         2018-11-09 20:33:58.767    4646803.5
         2018-11-09 20:33:58.965    4647003.5
         2018-11-09 20:33:59.196    4647204.5
         2018-11-09 20:33:59.394    4647405.5
         2018-11-09 20:33:59.592    4647605.5
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         2018-11-09 20:34:00.582    4648606.5
         2018-11-09 20:34:00.780    4648807.5
         2018-11-09 20:34:01.011    4649007.5
         2018-11-09 20:34:01.209    4649207.5
         2018-11-09 20:34:01.407    4649407.5
         2018-11-09 20:34:01.605    4649608.5
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         2018-11-09 20:34:07.017    4655006.5
         2018-11-09 20:34:07.248    4655207.5
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         2018-11-09 20:34:10.845    4658801.5
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         2018-11-09 20:34:11.868    4659805.5
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         2018-11-09 20:34:12.462    4660407.5
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         2018-11-09 20:34:12.858    4660803.5
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         2018-11-09 20:34:14.277    4662201.5
         2018-11-09 20:34:14.475    4662402.5
         2018-11-09 20:34:14.673    4662603.5
         2018-11-09 20:34:14.871    4662803.5
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         2018-11-09 20:34:15.465    4663405.5
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         2018-11-09 20:34:15.894    4663806.5
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         2018-11-09 20:34:16.290    4664210.5
         2018-11-09 20:34:16.488    4664410.5
         2018-11-09 20:34:16.686    4664601.5
         2018-11-09 20:34:16.884    4664801.5
         2018-11-09 20:34:17.082    4665001.5
         2018-11-09 20:34:17.280    4665203.5
         2018-11-09 20:34:17.478    4665404.5
         2018-11-09 20:34:17.709    4665605.5
         2018-11-09 20:34:17.907    4665805.5
         2018-11-09 20:34:18.105    4666006.5
         2018-11-09 20:34:18.303    4666207.5
         2018-11-09 20:34:18.501    4666408.5
         2018-11-09 20:34:18.699    4666609.5
         2018-11-09 20:34:18.897    4666810.5
         2018-11-09 20:34:19.095    4667009.5
         2018-11-09 20:34:19.293    4667209.5
         2018-11-09 20:34:19.524    4667409.5
         2018-11-09 20:34:19.722    4667610.5
         2018-11-09 20:34:19.887    4667801.5
         2018-11-09 20:34:20.118    4668001.5
         2018-11-09 20:34:20.316    4668201.5
         2018-11-09 20:34:20.514    4668401.5
         2018-11-09 20:34:20.712    4668601.5
         2018-11-09 20:34:20.910    4668802.5
         2018-11-09 20:34:21.108    4669002.5
         2018-11-09 20:34:21.306    4669203.5
         2018-11-09 20:34:21.504    4669403.5
         2018-11-09 20:34:21.702    4669603.5
         2018-11-09 20:34:21.933    4669803.5
         2018-11-09 20:34:22.131    4670003.5
         2018-11-09 20:34:22.329    4670210.5
         2018-11-09 20:34:22.527    4670401.5
         2018-11-09 20:34:22.725    4670601.5
         2018-11-09 20:34:22.923    4670802.5
         2018-11-09 20:34:23.121    4671002.5
         2018-11-09 20:34:23.319    4671203.5
         2018-11-09 20:34:23.517    4671403.5
         2018-11-09 20:34:23.715    4671604.5
         2018-11-09 20:34:23.946    4671805.5
         2018-11-09 20:34:24.144    4672005.5
         2018-11-09 20:34:24.342    4672205.5
         2018-11-09 20:34:24.540    4672405.5
         2018-11-09 20:34:24.738    4672605.5
         2018-11-09 20:34:24.936    4672807.5
         2018-11-09 20:34:25.134    4673007.5
         2018-11-09 20:34:25.332    4673208.5
         2018-11-09 20:34:25.530    4673408.5
         2018-11-09 20:34:25.761    4673608.5
         2018-11-09 20:34:25.959    4673809.5
         2018-11-09 20:34:26.157    4674010.5
         2018-11-09 20:34:26.355    4674202.5
         2018-11-09 20:34:26.553    4674401.5
         2018-11-09 20:34:26.751    4674601.5
         2018-11-09 20:34:26.949    4674802.5
         2018-11-09 20:34:27.147    4675004.5
         2018-11-09 20:34:27.345    4675203.5
         2018-11-09 20:34:27.543    4675404.5
         2018-11-09 20:34:27.741    4675605.5
         2018-11-09 20:34:27.939    4675805.5
         2018-11-09 20:34:28.170    4676007.5
         2018-11-09 20:34:28.368    4676210.5
         2018-11-09 20:34:28.566    4676401.5
         2018-11-09 20:34:28.764    4676601.5
         2018-11-09 20:34:28.962    4676801.5
         2018-11-09 20:34:29.160    4677001.5
         2018-11-09 20:34:29.358    4677203.5
         2018-11-09 20:34:29.556    4677403.5
         2018-11-09 20:34:29.754    4677604.5
         2018-11-09 20:34:29.952    4677805.5
         2018-11-09 20:34:30.183    4678005.5
         2018-11-09 20:34:30.381    4678206.5
         2018-11-09 20:34:30.579    4678406.5
         2018-11-09 20:34:30.777    4678607.5
         2018-11-09 20:34:30.975    4678807.5
         2018-11-09 20:34:31.173    4679007.5
         2018-11-09 20:34:31.371    4679207.5
         2018-11-09 20:34:31.569    4679407.5
         2018-11-09 20:34:31.767    4679608.5
         2018-11-09 20:34:31.998    4679808.5
         2018-11-09 20:34:32.196    4680009.5
         2018-11-09 20:34:32.394    4680211.5
         2018-11-09 20:34:32.592    4680401.5
         2018-11-09 20:34:32.790    4680602.5
         2018-11-09 20:34:32.988    4680802.5
         2018-11-09 20:34:33.186    4681002.5
         2018-11-09 20:34:33.384    4681203.5
         2018-11-09 20:34:33.582    4681404.5
         2018-11-09 20:34:33.780    4681603.5
         2018-11-09 20:34:33.978    4681804.5
         2018-11-09 20:34:34.209    4682005.5
         2018-11-09 20:34:34.374    4682201.5
         2018-11-09 20:34:34.605    4682401.5
         2018-11-09 20:34:34.803    4682602.5
         2018-11-09 20:34:35.001    4682803.5
         2018-11-09 20:34:35.199    4683004.5
         2018-11-09 20:34:35.397    4683204.5
         2018-11-09 20:34:35.595    4683405.5
         2018-11-09 20:34:35.793    4683606.5
         2018-11-09 20:34:35.991    4683806.5
         2018-11-09 20:34:36.222    4684007.5
         2018-11-09 20:34:36.420    4684207.5
         2018-11-09 20:34:36.618    4684407.5
         2018-11-09 20:34:36.816    4684607.5
         2018-11-09 20:34:37.014    4684809.5
         2018-11-09 20:34:37.212    4685011.5
         2018-11-09 20:34:37.410    4685202.5
         2018-11-09 20:34:37.608    4685401.5
         2018-11-09 20:34:37.806    4685601.5
         2018-11-09 20:34:38.004    4685801.5
         2018-11-09 20:34:38.202    4686002.5
         2018-11-09 20:34:38.433    4686204.5
         2018-11-09 20:34:38.631    4686405.5
         2018-11-09 20:34:38.829    4686605.5
         2018-11-09 20:34:39.027    4686806.5
         2018-11-09 20:34:39.225    4687007.5
         2018-11-09 20:34:39.423    4687208.5
         2018-11-09 20:34:39.621    4687409.5
         2018-11-09 20:34:39.819    4687609.5
         2018-11-09 20:34:40.017    4687809.5
         2018-11-09 20:34:40.248    4688009.5
         2018-11-09 20:34:40.413    4688201.5
         2018-11-09 20:34:40.644    4688401.5
         2018-11-09 20:34:40.842    4688602.5
         2018-11-09 20:34:41.040    4688803.5
         2018-11-09 20:34:41.238    4689003.5
         2018-11-09 20:34:41.436    4689204.5
         2018-11-09 20:34:41.634    4689404.5
         2018-11-09 20:34:41.832    4689605.5
         2018-11-09 20:34:42.030    4689805.5
         2018-11-09 20:34:42.228    4690005.5
         2018-11-09 20:34:42.459    4690205.5
         2018-11-09 20:34:42.657    4690407.5
         2018-11-09 20:34:42.855    4690607.5
         2018-11-09 20:34:43.053    4690807.5
         2018-11-09 20:34:43.251    4691007.5
         2018-11-09 20:34:43.449    4691208.5
         2018-11-09 20:34:43.647    4691409.5
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         2018-11-09 20:34:44.043    4691809.5
         2018-11-09 20:34:44.274    4692009.5
         2018-11-09 20:34:44.472    4692209.5
         2018-11-09 20:34:44.670    4692409.5
         2018-11-09 20:34:44.868    4692610.5
         2018-11-09 20:34:45.066    4692801.5
         2018-11-09 20:34:45.264    4693001.5
         2018-11-09 20:34:45.462    4693202.5
         2018-11-09 20:34:45.660    4693402.5
         2018-11-09 20:34:45.858    4693603.5
         2018-11-09 20:34:46.056    4693803.5
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         2018-11-09 20:34:46.485    4694211.5
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         2018-11-09 20:34:46.881    4694603.5
         2018-11-09 20:34:47.079    4694803.5
         2018-11-09 20:34:47.277    4695003.5
         2018-11-09 20:34:47.475    4695203.5
         2018-11-09 20:34:47.673    4695404.5
         2018-11-09 20:34:47.871    4695604.5
         2018-11-09 20:34:48.069    4695804.5
         2018-11-09 20:34:48.267    4696005.5
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         2018-11-09 20:34:48.696    4696406.5
         2018-11-09 20:34:48.894    4696607.5
         2018-11-09 20:34:49.092    4696808.5
         2018-11-09 20:34:49.290    4697009.5
         2018-11-09 20:34:49.488    4697209.5
         2018-11-09 20:34:49.686    4697410.5
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         2018-11-09 20:34:50.280    4698003.5
         2018-11-09 20:34:50.478    4698203.5
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         2018-11-09 20:34:50.907    4698603.5
         2018-11-09 20:34:51.105    4698804.5
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         2018-11-09 20:34:51.501    4699206.5
         2018-11-09 20:34:51.699    4699407.5
         2018-11-09 20:34:51.897    4699607.5
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         2018-11-09 20:34:53.514    4701203.5
         2018-11-09 20:34:53.712    4701403.5
         2018-11-09 20:34:53.910    4701603.5
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         2018-11-09 20:34:56.946    4704609.5
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         2018-11-09 20:34:57.738    4705410.5
         2018-11-09 20:34:57.936    4705601.5
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         2018-11-09 20:34:58.530    4706203.5
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         2018-11-09 20:35:17.043    4724610.5
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         2018-11-09 20:35:17.868    4725403.5
         2018-11-09 20:35:18.066    4725603.5
         2018-11-09 20:35:18.264    4725803.5
         2018-11-09 20:35:18.462    4726004.5
         2018-11-09 20:35:18.660    4726204.5
         2018-11-09 20:35:18.858    4726405.5
         2018-11-09 20:35:19.056    4726605.5
         2018-11-09 20:35:19.254    4726805.5
         2018-11-09 20:35:19.452    4727005.5
         2018-11-09 20:35:19.683    4727206.5
         2018-11-09 20:35:19.881    4727406.5
         2018-11-09 20:35:20.079    4727607.5
         2018-11-09 20:35:20.277    4727807.5
         2018-11-09 20:35:20.475    4728008.5
         2018-11-09 20:35:20.673    4728209.5
         2018-11-09 20:35:20.871    4728410.5
         2018-11-09 20:35:21.069    4728601.5
         2018-11-09 20:35:21.267    4728801.5
         2018-11-09 20:35:21.465    4729002.5
         2018-11-09 20:35:21.663    4729202.5
         2018-11-09 20:35:21.894    4729404.5
         2018-11-09 20:35:22.092    4729603.5
         2018-11-09 20:35:22.290    4729803.5
         2018-11-09 20:35:22.488    4730003.5
         2018-11-09 20:35:22.686    4730205.5
         2018-11-09 20:35:22.884    4730409.5
         2018-11-09 20:35:23.082    4730609.5
         2018-11-09 20:35:23.280    4730809.5
         2018-11-09 20:35:23.478    4731001.5
         2018-11-09 20:35:23.676    4731202.5
         2018-11-09 20:35:23.874    4731402.5
         2018-11-09 20:35:24.105    4731603.5
         2018-11-09 20:35:24.303    4731803.5
         2018-11-09 20:35:24.501    4732003.5
         2018-11-09 20:35:24.699    4732203.5
         2018-11-09 20:35:24.897    4732404.5
         2018-11-09 20:35:25.095    4732604.5
         2018-11-09 20:35:25.293    4732805.5
         2018-11-09 20:35:25.491    4733005.5
         2018-11-09 20:35:25.689    4733205.5
         2018-11-09 20:35:25.920    4733405.5
         2018-11-09 20:35:26.118    4733606.5
         2018-11-09 20:35:26.316    4733806.5
         2018-11-09 20:35:26.514    4734008.5
         2018-11-09 20:35:26.712    4734209.5
         2018-11-09 20:35:26.910    4734409.5
         2018-11-09 20:35:27.108    4734611.5
         2018-11-09 20:35:27.306    4734801.5
         2018-11-09 20:35:27.504    4735002.5
         2018-11-09 20:35:27.702    4735203.5
         2018-11-09 20:35:27.900    4735403.5
         2018-11-09 20:35:28.131    4735603.5
         2018-11-09 20:35:28.329    4735804.5
         2018-11-09 20:35:28.527    4736004.5
         2018-11-09 20:35:28.725    4736204.5
         2018-11-09 20:35:28.923    4736409.5
         2018-11-09 20:35:29.121    4736609.5
         2018-11-09 20:35:29.319    4736809.5
         2018-11-09 20:35:29.517    4737009.5
         2018-11-09 20:35:29.748    4737209.5
         2018-11-09 20:35:29.913    4737405.5
         2018-11-09 20:35:30.144    4737606.5
         2018-11-09 20:35:30.342    4737807.5
         2018-11-09 20:35:30.540    4738007.5
         2018-11-09 20:35:30.738    4738208.5
         2018-11-09 20:35:30.936    4738409.5
         2018-11-09 20:35:31.134    4738610.5
         2018-11-09 20:35:31.332    4738801.5
         2018-11-09 20:35:31.530    4739001.5
         2018-11-09 20:35:31.728    4739202.5
         2018-11-09 20:35:31.926    4739403.5
         2018-11-09 20:35:32.124    4739603.5
         2018-11-09 20:35:32.355    4739803.5
         2018-11-09 20:35:32.553    4740003.5
         2018-11-09 20:35:32.751    4740203.5
         2018-11-09 20:35:32.949    4740404.5
         2018-11-09 20:35:33.147    4740604.5
         2018-11-09 20:35:33.345    4740805.5
         2018-11-09 20:35:33.543    4741005.5
         2018-11-09 20:35:33.741    4741205.5
         2018-11-09 20:35:33.939    4741405.5
         2018-11-09 20:35:34.170    4741606.5
         2018-11-09 20:35:34.368    4741806.5
         2018-11-09 20:35:34.566    4742006.5
         2018-11-09 20:35:34.764    4742206.5
         2018-11-09 20:35:34.962    4742402.5
         2018-11-09 20:35:35.160    4742603.5
         2018-11-09 20:35:35.358    4742803.5
         2018-11-09 20:35:35.556    4743005.5
         2018-11-09 20:35:35.754    4743206.5
         2018-11-09 20:35:35.952    4743405.5
         2018-11-09 20:35:36.183    4743605.5
         2018-11-09 20:35:36.381    4743806.5
         2018-11-09 20:35:36.579    4744007.5
         2018-11-09 20:35:36.777    4744209.5
         2018-11-09 20:35:36.975    4744408.5
         2018-11-09 20:35:37.173    4744609.5
         2018-11-09 20:35:37.371    4744810.5
         2018-11-09 20:35:37.569    4745010.5
         2018-11-09 20:35:37.767    4745201.5
         2018-11-09 20:35:37.965    4745402.5
         2018-11-09 20:35:38.163    4745601.5
         2018-11-09 20:35:38.361    4745801.5
         2018-11-09 20:35:38.592    4746003.5
         2018-11-09 20:35:38.790    4746205.5
         2018-11-09 20:35:38.988    4746405.5
         2018-11-09 20:35:39.186    4746605.5
         2018-11-09 20:35:39.384    4746805.5
         2018-11-09 20:35:39.582    4747006.5
         2018-11-09 20:35:39.780    4747207.5
         2018-11-09 20:35:39.978    4747407.5
         2018-11-09 20:35:40.209    4747607.5
         2018-11-09 20:35:40.407    4747808.5
         2018-11-09 20:35:40.605    4748009.5
         2018-11-09 20:35:40.803    4748210.5
         2018-11-09 20:35:41.001    4748402.5
         2018-11-09 20:35:41.199    4748604.5
         2018-11-09 20:35:41.397    4748803.5
         2018-11-09 20:35:41.595    4749004.5
         2018-11-09 20:35:41.793    4749205.5
         2018-11-09 20:35:41.991    4749406.5
         2018-11-09 20:35:42.222    4749608.5
         2018-11-09 20:35:42.420    4749809.5
         2018-11-09 20:35:42.618    4750009.5
         2018-11-09 20:35:42.816    4750210.5
         2018-11-09 20:35:43.014    4750410.5
         2018-11-09 20:35:43.212    4750601.5
         2018-11-09 20:35:43.410    4750803.5
         2018-11-09 20:35:43.608    4751003.5
         2018-11-09 20:35:43.806    4751204.5
         2018-11-09 20:35:44.004    4751404.5
         2018-11-09 20:35:44.202    4751604.5
         2018-11-09 20:35:44.400    4751805.5
         2018-11-09 20:35:44.631    4752005.5
         2018-11-09 20:35:44.829    4752205.5
         2018-11-09 20:35:45.027    4752405.5
         2018-11-09 20:35:45.225    4752605.5
         2018-11-09 20:35:45.423    4752808.5
         2018-11-09 20:35:45.621    4753009.5
         2018-11-09 20:35:45.819    4753209.5
         2018-11-09 20:35:46.017    4753410.5
         2018-11-09 20:35:46.215    4753601.5
         2018-11-09 20:35:46.413    4753801.5
         2018-11-09 20:35:46.644    4754003.5
         2018-11-09 20:35:46.842    4754203.5
         2018-11-09 20:35:47.040    4754404.5
         2018-11-09 20:35:47.238    4754605.5
         2018-11-09 20:35:47.436    4754805.5
         2018-11-09 20:35:47.634    4755005.5
         2018-11-09 20:35:47.832    4755206.5
         2018-11-09 20:35:48.030    4755407.5
         2018-11-09 20:35:48.228    4755607.5
         2018-11-09 20:35:48.459    4755808.5
         2018-11-09 20:35:48.657    4756008.5
         2018-11-09 20:35:48.855    4756209.5
         2018-11-09 20:35:49.053    4756410.5
         2018-11-09 20:35:49.251    4756609.5
         2018-11-09 20:35:49.449    4756809.5
         2018-11-09 20:35:49.647    4757009.5
         2018-11-09 20:35:49.845    4757210.5
         2018-11-09 20:35:50.043    4757410.5
         2018-11-09 20:35:50.241    4757610.5
         2018-11-09 20:35:50.439    4757801.5
         2018-11-09 20:35:50.637    4758001.5
         2018-11-09 20:35:50.835    4758201.5
         2018-11-09 20:35:51.066    4758401.5
         2018-11-09 20:35:51.264    4758601.5
         2018-11-09 20:35:51.462    4758802.5
         2018-11-09 20:35:51.660    4759002.5
         2018-11-09 20:35:51.858    4759203.5
         2018-11-09 20:35:52.056    4759403.5
         2018-11-09 20:35:52.254    4759603.5
         2018-11-09 20:35:52.452    4759804.5
         2018-11-09 20:35:52.650    4760003.5
         2018-11-09 20:35:52.881    4760214.0
         2018-11-09 20:35:53.079    4760405.5
         2018-11-09 20:35:53.277    4760605.5
         2018-11-09 20:35:53.475    4760805.5
         2018-11-09 20:35:53.673    4761005.5
         2018-11-09 20:35:53.871    4761205.5
         2018-11-09 20:35:54.069    4761406.5
         2018-11-09 20:35:54.267    4761607.5
         2018-11-09 20:35:54.465    4761809.5
         2018-11-09 20:35:54.696    4762009.5
         2018-11-09 20:35:54.894    4762209.5
         2018-11-09 20:35:55.092    4762410.5
         2018-11-09 20:35:55.290    4762601.5
         2018-11-09 20:35:55.488    4762802.5
         2018-11-09 20:35:55.686    4763004.5
         2018-11-09 20:35:55.884    4763203.5
         2018-11-09 20:35:56.082    4763403.5
         2018-11-09 20:35:56.280    4763603.5
         2018-11-09 20:35:56.478    4763804.5
         2018-11-09 20:35:56.676    4764004.5
         2018-11-09 20:35:56.907    4764205.5
         2018-11-09 20:35:57.105    4764405.5
         2018-11-09 20:35:57.303    4764605.5
         2018-11-09 20:35:57.501    4764805.5
         2018-11-09 20:35:57.699    4765005.5
         2018-11-09 20:35:57.897    4765206.5
         2018-11-09 20:35:58.095    4765406.5
         2018-11-09 20:35:58.293    4765607.5
         2018-11-09 20:35:58.491    4765807.5
         2018-11-09 20:35:58.689    4766007.5
         2018-11-09 20:35:58.920    4766207.5
         2018-11-09 20:35:59.118    4766407.5
         2018-11-09 20:35:59.316    4766604.5
         2018-11-09 20:35:59.514    4766805.5
         2018-11-09 20:35:59.712    4767005.5
         2018-11-09 20:35:59.910    4767207.5
         2018-11-09 20:36:00.108    4767406.5
         2018-11-09 20:36:00.306    4767607.5
         2018-11-09 20:36:00.504    4767807.5
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         2018-11-09 20:36:00.933    4768209.5
         2018-11-09 20:36:01.131    4768410.5
         2018-11-09 20:36:01.329    4768601.5
         2018-11-09 20:36:01.527    4768801.5
         2018-11-09 20:36:01.725    4769002.5
         2018-11-09 20:36:01.923    4769203.5
         2018-11-09 20:36:02.121    4769404.5
         2018-11-09 20:36:02.319    4769605.5
         2018-11-09 20:36:02.517    4769805.5
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         2018-11-09 20:36:02.913    4770205.5
         2018-11-09 20:36:03.144    4770406.5
         2018-11-09 20:36:03.342    4770606.5
         2018-11-09 20:36:03.540    4770807.5
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         2018-11-09 20:36:05.553    4772804.5
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         2018-11-09 20:36:06.543    4773807.5
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         2018-11-09 20:36:06.939    4774207.5
         2018-11-09 20:36:07.170    4774408.5
         2018-11-09 20:36:07.368    4774609.5
         2018-11-09 20:36:07.566    4774810.5
         2018-11-09 20:36:07.764    4775001.5
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         2018-11-09 20:36:08.160    4775402.5
         2018-11-09 20:36:08.358    4775603.5
         2018-11-09 20:36:08.556    4775804.5
         2018-11-09 20:36:08.754    4776003.5
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         2018-11-09 20:36:09.381    4776605.5
         2018-11-09 20:36:09.579    4776807.5
         2018-11-09 20:36:09.777    4777007.5
         2018-11-09 20:36:09.975    4777210.5
         2018-11-09 20:36:10.173    4777409.5
         2018-11-09 20:36:10.371    4777609.5
         2018-11-09 20:36:10.569    4777810.5
         2018-11-09 20:36:10.767    4778009.5
         2018-11-09 20:36:10.965    4778209.5
         2018-11-09 20:36:11.196    4778410.5
         2018-11-09 20:36:11.394    4778605.5
         2018-11-09 20:36:11.592    4778805.5
         2018-11-09 20:36:11.790    4779005.5
         2018-11-09 20:36:11.988    4779206.5
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         2018-11-09 20:36:12.384    4779607.5
         2018-11-09 20:36:12.582    4779807.5
         2018-11-09 20:36:12.780    4780008.5
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         2018-11-09 20:36:13.209    4780408.5
         2018-11-09 20:36:13.407    4780609.5
         2018-11-09 20:36:13.605    4780809.5
         2018-11-09 20:36:13.803    4781011.5
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         2018-11-09 20:36:14.199    4781402.5
         2018-11-09 20:36:14.397    4781603.5
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         2018-11-09 20:36:14.793    4782004.5
         2018-11-09 20:36:14.991    4782205.5
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         2018-11-09 20:36:15.420    4782608.5
         2018-11-09 20:36:15.618    4782807.5
         2018-11-09 20:36:15.816    4783007.5
         2018-11-09 20:36:16.014    4783207.5
         2018-11-09 20:36:16.212    4783407.5
         2018-11-09 20:36:16.410    4783608.5
         2018-11-09 20:36:16.608    4783809.5
         2018-11-09 20:36:16.806    4784009.5
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         2018-11-09 20:36:17.235    4784410.5
         2018-11-09 20:36:17.400    4784605.5
         2018-11-09 20:36:17.631    4784808.5
         2018-11-09 20:36:17.829    4785009.5
         2018-11-09 20:36:18.027    4785210.5
         2018-11-09 20:36:18.225    4785409.5
         2018-11-09 20:36:18.423    4785607.5
         2018-11-09 20:36:18.621    4785807.5
         2018-11-09 20:36:18.819    4786007.5
         2018-11-09 20:36:19.017    4786209.5
         2018-11-09 20:36:19.215    4786410.5
         2018-11-09 20:36:19.413    4786601.5
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         2018-11-09 20:36:19.842    4787004.5
         2018-11-09 20:36:20.040    4787203.5
         2018-11-09 20:36:20.238    4787404.5
         2018-11-09 20:36:20.436    4787605.5
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         2018-11-09 20:36:21.228    4788408.5
         2018-11-09 20:36:21.459    4788609.5
         2018-11-09 20:36:21.657    4788809.5
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         2018-11-09 20:36:22.251    4789409.5
         2018-11-09 20:36:22.449    4789610.5
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         2018-11-09 20:36:23.241    4790402.5
         2018-11-09 20:36:23.439    4790603.5
         2018-11-09 20:36:23.637    4790803.5
         2018-11-09 20:36:23.868    4791005.5
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         2018-11-09 20:36:25.452    4792608.5
         2018-11-09 20:36:25.683    4792809.5
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         2018-11-09 20:36:26.475    4793601.5
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         2018-11-09 20:36:27.267    4794404.5
         2018-11-09 20:36:27.465    4794605.5
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         2018-11-09 20:36:28.488    4795607.5
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         2018-11-09 20:36:29.478    4796604.5
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         2018-11-09 20:36:30.303    4797405.5
         2018-11-09 20:36:30.501    4797607.5
         2018-11-09 20:36:30.699    4797807.5
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         2018-11-09 20:36:31.491    4798610.5
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         2018-11-09 20:36:32.514    4799601.5
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         2018-11-09 20:36:32.910    4800002.5
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         2018-11-09 20:36:33.504    4800604.5
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         2018-11-09 20:36:34.329    4801405.5
         2018-11-09 20:36:34.527    4801606.5
         2018-11-09 20:36:34.725    4801807.5
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         2018-11-09 20:36:35.121    4802207.5
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         2018-11-09 20:36:35.715    4802804.5
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         2018-11-09 20:36:36.342    4803407.5
         2018-11-09 20:36:36.540    4803606.5
         2018-11-09 20:36:36.738    4803806.5
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         2018-11-09 20:36:39.543    4806605.5
         2018-11-09 20:36:39.741    4806805.5
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         2018-11-09 20:36:41.358    4808409.5
         2018-11-09 20:36:41.556    4808603.5
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         2018-11-09 20:36:49.212    4816209.5
         2018-11-09 20:36:49.410    4816409.5
         2018-11-09 20:36:49.608    4816609.5
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         2018-11-09 20:36:50.202    4817202.5
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         2018-11-09 20:36:51.423    4818407.5
         2018-11-09 20:36:51.621    4818607.5
         2018-11-09 20:36:51.819    4818808.5
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         2018-11-09 20:36:52.215    4819202.5
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         2018-11-09 20:36:52.611    4819603.5
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         2018-11-09 20:36:54.426    4821407.5
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         2018-11-09 20:36:56.637    4823601.5
         2018-11-09 20:36:56.835    4823801.5
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         2018-11-09 20:36:57.462    4824403.5
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         2018-11-09 20:36:58.452    4825405.5
         2018-11-09 20:36:58.650    4825605.5
         2018-11-09 20:36:58.881    4825805.5
         2018-11-09 20:36:59.079    4826005.5
         2018-11-09 20:36:59.277    4826205.5
         2018-11-09 20:36:59.475    4826407.5
         2018-11-09 20:36:59.673    4826606.5
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         2018-11-09 20:37:00.465    4827409.5
         2018-11-09 20:37:00.696    4827609.5
         2018-11-09 20:37:00.894    4827809.5
         2018-11-09 20:37:01.092    4828009.5
         2018-11-09 20:37:01.290    4828210.5
         2018-11-09 20:37:01.488    4828410.5
         2018-11-09 20:37:01.686    4828610.5
         2018-11-09 20:37:01.884    4828801.5
         2018-11-09 20:37:02.082    4829001.5
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         2018-11-09 20:37:02.478    4829401.5
         2018-11-09 20:37:02.676    4829601.5
         2018-11-09 20:37:02.874    4829801.5
         2018-11-09 20:37:03.072    4830002.5
         2018-11-09 20:37:03.303    4830204.5
         2018-11-09 20:37:03.501    4830403.5
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         2018-11-09 20:37:03.897    4830805.5
         2018-11-09 20:37:04.095    4831005.5
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         2018-11-09 20:37:04.491    4831405.5
         2018-11-09 20:37:04.689    4831605.5
         2018-11-09 20:37:04.887    4831806.5
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         2018-11-09 20:37:05.316    4832207.5
         2018-11-09 20:37:05.514    4832407.5
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         2018-11-09 20:37:05.976    4832857.5
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         2018-11-09 20:37:06.471    4833359.5
         2018-11-09 20:37:06.702    4833609.5
         2018-11-09 20:37:06.966    4833852.5
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         2018-11-09 20:37:07.725    4834603.5
         2018-11-09 20:37:07.956    4834856.5
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         2018-11-09 20:37:08.715    4835609.5
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         2018-11-09 20:37:09.738    4836601.5
         2018-11-09 20:37:09.969    4836852.5
         2018-11-09 20:37:10.233    4837102.5
         2018-11-09 20:37:10.497    4837353.5
         2018-11-09 20:37:10.728    4837604.5
         2018-11-09 20:37:10.992    4837855.5
         2018-11-09 20:37:11.256    4838106.5
         2018-11-09 20:37:11.487    4838357.5
         2018-11-09 20:37:11.751    4838609.5
         2018-11-09 20:37:11.982    4838858.5
         2018-11-09 20:37:12.246    4839110.5
         2018-11-09 20:37:12.477    4839351.5
         2018-11-09 20:37:12.741    4839601.5
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         2018-11-09 20:37:13.236    4840102.5
         2018-11-09 20:37:13.500    4840352.5
         2018-11-09 20:37:13.764    4840603.5
         2018-11-09 20:37:13.995    4840854.5
         2018-11-09 20:37:14.259    4841105.5
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         2018-11-09 20:37:14.754    4841606.5
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         2018-11-09 20:37:15.282    4842110.5
         2018-11-09 20:37:15.513    4842351.5
         2018-11-09 20:37:15.777    4842601.5
         2018-11-09 20:37:16.008    4842852.5
         2018-11-09 20:37:16.272    4843103.5
         2018-11-09 20:37:16.536    4843354.5
         2018-11-09 20:37:16.767    4843605.5
         2018-11-09 20:37:17.031    4843855.5
         2018-11-09 20:37:17.262    4844105.5
         2018-11-09 20:37:17.526    4844357.5
         2018-11-09 20:37:17.790    4844607.5
         2018-11-09 20:37:18.021    4844860.5
         2018-11-09 20:37:18.285    4845109.5
         2018-11-09 20:37:18.516    4845351.5
         2018-11-09 20:37:18.780    4845601.5
         2018-11-09 20:37:19.044    4845851.5
         2018-11-09 20:37:19.275    4846101.5
         2018-11-09 20:37:19.539    4846353.5
         2018-11-09 20:37:19.803    4846603.5
         2018-11-09 20:37:20.034    4846854.5
         2018-11-09 20:37:20.298    4847105.5
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         2018-11-09 20:37:20.793    4847607.5
         2018-11-09 20:37:21.057    4847857.5
         2018-11-09 20:37:21.288    4848107.5
         2018-11-09 20:37:21.552    4848359.5
         2018-11-09 20:37:21.816    4848609.5
         2018-11-09 20:37:22.047    4848860.5
         2018-11-09 20:37:22.311    4849110.5
         2018-11-09 20:37:22.542    4849351.5
         2018-11-09 20:37:22.806    4849602.5
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         2018-11-09 20:37:23.301    4850103.5
         2018-11-09 20:37:23.565    4850353.5
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         2018-11-09 20:37:23.961    4850759.5
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         2018-11-09 20:37:24.555    4851351.5
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         2018-11-09 20:37:25.314    4852104.5
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         2018-11-09 20:37:26.337    4853107.5
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         2018-11-09 20:37:27.327    4854101.5
         2018-11-09 20:37:27.591    4854353.5
         2018-11-09 20:37:27.822    4854603.5
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         2018-11-09 20:37:28.350    4855105.5
         2018-11-09 20:37:28.581    4855356.5
         2018-11-09 20:37:28.845    4855607.5
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         2018-11-09 20:37:29.340    4856107.5
         2018-11-09 20:37:29.604    4856359.5
         2018-11-09 20:37:29.868    4856609.5
         2018-11-09 20:37:30.099    4856851.5
         2018-11-09 20:37:30.363    4857101.5
         2018-11-09 20:37:30.594    4857351.5
         2018-11-09 20:37:30.858    4857602.5
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         2018-11-09 20:37:31.617    4858354.5
         2018-11-09 20:37:31.848    4858605.5
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         2018-11-09 20:37:32.376    4859107.5
         2018-11-09 20:37:32.607    4859357.5
         2018-11-09 20:37:32.871    4859609.5
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         2018-11-09 20:37:33.630    4860360.5
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         2018-11-09 20:37:35.379    4862106.5
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         2018-11-09 20:37:36.897    4863609.5
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         2018-11-09 20:37:39.669    4866357.5
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         2018-11-09 20:38:05.508    4892055.5
         2018-11-09 20:38:05.772    4892305.5
         2018-11-09 20:38:06.036    4892555.5
         2018-11-09 20:38:06.267    4892806.5
         2018-11-09 20:38:06.531    4893058.5
         2018-11-09 20:38:06.795    4893309.5
         2018-11-09 20:38:07.026    4893560.5
         2018-11-09 20:38:07.290    4893810.5
         2018-11-09 20:38:07.521    4894051.5
         2018-11-09 20:38:07.785    4894301.5
         2018-11-09 20:38:08.016    4894551.5
         2018-11-09 20:38:08.280    4894803.5
         2018-11-09 20:38:08.544    4895053.5
         2018-11-09 20:38:08.775    4895303.5
         2018-11-09 20:38:09.039    4895555.5
         2018-11-09 20:38:09.303    4895805.5
         2018-11-09 20:38:09.534    4896056.5
         2018-11-09 20:38:09.798    4896307.5
         2018-11-09 20:38:10.062    4896557.5
         2018-11-09 20:38:10.293    4896807.5
         2018-11-09 20:38:10.557    4897057.5
         2018-11-09 20:38:10.788    4897307.5
         2018-11-09 20:38:11.052    4897558.5
         2018-11-09 20:38:11.316    4897809.5
         2018-11-09 20:38:11.547    4898059.5
         2018-11-09 20:38:11.811    4898310.5
         2018-11-09 20:38:12.042    4898551.5
         2018-11-09 20:38:12.306    4898802.5
         2018-11-09 20:38:12.570    4899058.5
         2018-11-09 20:38:12.801    4899309.5
         2018-11-09 20:38:13.065    4899560.5
         2018-11-09 20:38:13.296    4899801.5
         2018-11-09 20:38:13.560    4900051.5
         2018-11-09 20:38:13.824    4900301.5
         2018-11-09 20:38:14.055    4900552.5
         2018-11-09 20:38:14.319    4900803.5
         2018-11-09 20:38:14.583    4901054.5
         2018-11-09 20:38:14.814    4901305.5
         2018-11-09 20:38:15.078    4901557.5
Name: TimeDelta, Length: 21645, dtype: float64

Now we can try analyzing a "floating" time-slice in the middle of this data:

#Look at IMU A2 time-slice from 1,050,000 to 1,300,000:

keys = df_converted["TimeDelta"].values
values = df_converted["IMU A2"].values
imu_a2_time_dict = dict(zip(keys, values))

print(type(keys))
print(type(values))

#Now need to slice the dictionary into 2 new lists: 
time_slice = []
imu_a2_slice = []
for time in imu_a2_time_dict:
    if time > 1050000.0 and time < 1300000.0:
        time_slice.append(float(time))
        #print(imu_a2_time_dict[time] - 9.80665)
        #Need to also subtract gravity from IMU A2 value:
        imu_a2_slice.append(float(imu_a2_time_dict[time]) - 9.80665)
        
#print(type(time_slice))
#print(imu_a2_slice)
<class 'numpy.ndarray'>
<class 'numpy.ndarray'>
#import matplotlib.pyplot as plt
#import pylab
#%matplotlib inline

print("Plot not showing up for some reason - axis tick issue?")

plt.plot(time_slice, imu_a2_slice)
#plt.xticks=(np.arange(1050000, 1300000, step=50000))
plt.xlabel('Time Elapsed [ms]')
plt.ylabel('IMU A2')

plt.show()
Plot not showing up for some reason - axis tick issue?

png

Perform Wave Train Analysis on Floating Data

Steps 1 & 2: Detrend and filter the data

#Step 1. Detrend data
from scipy import signal
dacc_array = signal.detrend(imu_a2_slice)
time_array = time_slice
f_s = 4.0 #sampling frequency
#First integral of acc to get velocity:
from scipy import integrate

def calculate_new_range(time_array, array_of_values, low_time, high_time):
    new_time_array = []
    new_value_array = []
    for t,v in zip(time_array, array_of_values):
        if (t > low_time and t < high_time):
            new_time_array.append(t)
            new_value_array.append(v)
    return new_time_array, new_value_array

    
## Butter Filters for Bandpass:
def butter_bandpass(lowcut, highcut, fs, order=5):
    nyq = 0.5 * fs
    low = lowcut / nyq
    high = highcut / nyq
    b, a = signal.butter(order, [low, high], btype='band')
    return b, a

def butter_bandpass_lfilter(data, lowcut, highcut, fs, order=5):
    b, a = butter_bandpass(lowcut, highcut, fs, order=order)
    y = signal.lfilter(b, a, data)
    return y

def butter_bandpass_filtfilt(data, lowcut, highcut, fs, order=5):
    b, a = butter_bandpass(lowcut, highcut, fs, order=order)
    y = signal.filtfilt(b, a, data)
    return y



##Butter Filters for Highpass:
def butter_highpass(highcut, fs, order=5):
    nyq = 0.5 * fs
    high = highcut / nyq
    b, a = signal.butter(order, high, btype='high')
    return b, a

def butter_highpass_lfilter(data, highcut, fs, order=5):
    b, a = butter_lowpass(highcut, fs, order=order)
    y = signal.lfilter(b, a, data)
    return y



##Butter Filters for Lowpass:
def butter_lowpass(lowcut, fs, order=5):
    nyq = 0.5 * fs
    low = lowcut / nyq
    b, a = signal.butter(order, low, btype='low')
    return b, a

def butter_lowpass_lfilter(data, lowcut, fs, order=5):
    b, a = butter_lowpass(lowcut, fs, order=order)
    y = signal.lfilter(b, a, data)
    return y

Step 3. Remove outliers larger than 3x the standard deviation:

#Removes outliers from the array (outliers = values larger than 3x the standard deviation) and replaces them with the mean value.

def func_remove_outliers(acc_array):
    updated_acc_array = []
    std = np.std(acc_array)
    #print("Std: ", std)
    mean = np.median(acc_array)
    #print("Mean: ", mean)
    for value in acc_array:
        if value > mean + 3*std:
            #print("Value is:", value)
            value = mean
        elif value < -mean - 3*std:
            value = -mean
        updated_acc_array.append(value)
    
    return updated_acc_array
# Define the sample rate and the Low and High Cutoff frequencies

fs = 4.0 #redefine the sampling frequency

order= 6
lowcut = 0.09
highcut = 1.0

def double_integral_bandpass(time_array, acc_array, dacc_array, lowcut, highcut, fs, order):
    
    butter_lfilter = butter_bandpass_lfilter(dacc_array, lowcut, highcut, fs, order=5)

    
    #First integral is the velocity:
    v_integral = integrate.cumtrapz(x=time_array, y=butter_lfilter, initial=0)
    detrend_v_integral = signal.detrend(v_integral)
    
    v_butter_filter_integral = butter_bandpass_lfilter(detrend_v_integral, lowcut, highcut, fs, order=5)
    detrend_v_integral = signal.detrend(v_butter_filter_integral)


    #Second integral is the displacment:
    disp_integral = integrate.cumtrapz(x=time_array, y=v_butter_filter_integral, initial=0)
    detrend_disp_integral = signal.detrend(disp_integral)
    
    disp_butter_filter_integral = butter_bandpass_lfilter(detrend_disp_integral, lowcut, highcut, fs, order=5)
    detrend_disp_butter_integral = signal.detrend(disp_butter_filter_integral)



    f1 = plt.figure(figsize=(12,5))
    ax1 = f1.add_subplot(121)
    ax2 = f1.add_subplot(122)

    f2 = plt.figure(figsize=(12,5))
    ax3 = f2.add_subplot(121)
    ax4 = f2.add_subplot(122)
    
    f3 = plt.figure(figsize=(12,5))
    ax5 = f3.add_subplot(121)
    ax6 = f3.add_subplot(122)

    #Acceleration graphs:
    ax1.plot(time_array, dacc_array)
    ax1.set_title('Detrended Acceleration vs. Time')
    ax1.set_xlabel('Time [s]')
    ax1.set_ylabel('Acceleration [m/s^2]')
    ax1.axhline(0, color="orange", ls='--')
    
    ax2.plot(time_array, butter_lfilter)
    ax2.set_title('Butter Filtered Detrended Acceleration vs. Time')
    ax2.set_xlabel('Time [s]')
    ax2.set_ylabel('Acceleration [m/s^2]')
    ax2.axhline(0, color="orange", ls='--')
    
    #Velocity graphs:
    ax3.plot(time_array, v_butter_filter_integral)
    ax3.set_title('Butter Filtered Velocity vs. Time')
    ax3.set_xlabel('Time [s]')
    ax3.set_ylabel('Velocity [m/s]')
    ax3.axhline(0, color="orange", ls='--')


    ax4.plot(time_array, detrend_v_integral)
    ax4.set_title('Butter Filtered Detrended Velocity vs. Time')
    ax4.set_xlabel('Time [s]')
    ax4.set_ylabel('Velocity [m/s]')
    ax4.axhline(0, color="orange",ls='--')

    
    #Displacement graphs:
    ax5.plot(time_array, disp_butter_filter_integral)
    ax5.set_title('Butter Filtered Displacement vs. Time')
    ax5.set_xlabel('Time [s]')
    ax5.set_ylabel('Displacement [m]')               
    
    ax6.plot(time_array, detrend_disp_butter_integral)
    ax6.set_title('Detrended Butter Filtered Displacement vs. Time')
    ax6.set_xlabel('Time [s]')
    ax6.set_ylabel('Displacement [m]')


    plt.show()
    
    return detrend_disp_butter_integral

print(dacc_array)
    
    
##For subexperiment1:
print("Starting subexperiment 1 analysis:")
#Get as close to just the signal (don't want noise)    
new_t1, new_acc1 = calculate_new_range(df_converted["TimeDelta"].values, df_converted["IMU A2"].values, 1050000.0, 1300000.0)    
#new_t1, new_dacc1 = calculate_new_range(time_slice, dacc_array1, 0, 800)
new_acc1 = func_remove_outliers(new_acc1)
new_dacc1 = signal.detrend(new_acc1)

for i in range(0, len(new_t1)):
    t = new_t1[i] - 1050000.0
    new_t1[i] = t*.001

disp_butter_integral1 = double_integral_bandpass(new_t1, new_acc1, new_dacc1, lowcut, highcut, fs, order)
print("Done.")

print(new_acc1[0:10])
print(new_dacc1[0:10])
print(new_t1[0:10])


## Using butterworth filter bc it is designed to have a flat frequency response, i.e. most accurately reproducing input through output.
print("Using butterworth filter bc it is designed to have a flat frequency response, i.e. most accurately reproducing input through output.")
[-0.00220229 -0.01093901 -0.0252306  ...  0.0647823   0.09156903
  0.11876466]
Starting subexperiment 1 analysis:

png

png

png

Done.
[8.919706, 9.015410999999999, 9.417371999999999, 9.819332999999999, 9.800192, 9.187679999999999, 9.398231, 9.723628, 9.685346, 9.647063999999999]
[-0.58069961 -0.48498812 -0.08302062  0.31894687  0.29981236 -0.31269314
 -0.10213565  0.22326785  0.18499234  0.14671683]
[0.1525, 0.3535, 0.5535, 0.7545000000000001, 0.9555, 1.1555, 1.3555, 1.5565, 1.7575, 1.9575]
Using butterworth filter bc it is designed to have a flat frequency response, i.e. most accurately reproducing input through output.
new_dacc1 = disp_butter_integral1

Peak Picking Algorithm:

#First, find peaks and valleys of the waveforms:
#(Found that this works better when the data has been detrended.)

#Need to convert to numpy array types: 
new_dacc1 = np.array(new_dacc1)
new_t1 = np.array(new_t1)


indexes0 = peakutils.indexes(new_dacc1, thres=0.02/max(new_dacc1), min_dist=100)

col_0t = new_t1 # First column data
col_0a = new_dacc1 # Second column data


#Index1 gets the peaks, while index2 gets the valleys
index_max0 = peakutils.indexes(col_0a, thres=0.66, min_dist=25)
index_min0 = peakutils.indexes(-col_0a, thres=0.66, min_dist=25)



##Plotting:
f1 = plt.figure(figsize=(12,5))
ax1 = f1.add_subplot(111)



ax1.plot(col_0t,col_0a, lw=0.4, alpha=1.0, color='black' )
#ax1.plot(col_0t[index_max0],col_0a[index_max0], marker="o", ls="", ms=3, color="red" )
#ax1.plot(col_0t[index_min0],col_0a[index_min0], color ="orange", marker="o", ls="", ms=3 )
ax1.set_title("Vertical Displacement vs. Time")
ax1.set_xlabel("Time [s]")
ax1.set_ylabel('Displacement [m]')
#ax1.axhline(0, color="orange", ls='--')
#ax1.axhline(0.3, color="green", ls='-')
#ax1.axhline(-0.3, color="green", ls='-')
#ax1.axhline(0.6, color="red", ls='-')
#ax1.axhline(-0.6, color="red", ls='-')




plt.show()

png

#According to historic CDIP data: 
#http://cdip.ucsd.edu/offline/wavecdf/wnc_browse.php?ARCHIVE/201p1/201p1_historic+waveHs+201811
print("Expecting significant wave height between 0.5 and 0.7m")
print("Expecting wave period between 7s and 12s")
Expecting significant wave height between 0.5 and 0.7m
Expecting wave period between 7s and 12s
### Choose the tallest 1/3 of waves to observe, then take the mean of that subset: 
#Calculating significant wave height by doing analysis over entire wave (not just max peaks picked):
print("Number of datapoints: ", len(new_dacc1))

n = int(len(new_dacc1)/3)

print("Number of datapoints divided by 3: ", n)
print("\n")

x0 = new_dacc1
#print (x0[np.argsort(x0)[-n:]])
largest_third = (x0[np.argsort(x0)[-n:]])

#print(largest_third)

print("Mean of largest third of waves: ", np.mean(largest_third))
wave_height = 2*np.mean(largest_third)

expected_SWH = 0.6
print("Expecting Significant wave height between 0.5 and 0.7m.")
print("Significant wave height calculated as: ", wave_height)
print("SWH Percentage Error: ", abs(expected_SWH-wave_height)/expected_SWH)
Number of datapoints:  1193
Number of datapoints divided by 3:  397


Mean of largest third of waves:  0.111178257707184
Expecting Significant wave height between 0.5 and 0.7m.
Significant wave height calculated as:  0.222356515414368
SWH Percentage Error:  0.62940580764272

Starting Spectral Analysis

Using Displacement Data:

from scipy import signal
f_s = 4.0

##PSD Step 2: Detrend the data 
#dacc_array = signal.detrend(new_dacc1)
dacc_array = new_dacc1

#Taking the FFT of acceleration:
fft_acc = np.fft.fft(dacc_array)
len_fft_acc = len(fft_acc)
freq_acc = np.fft.fftfreq(len_fft_acc, 1/f_s)

#Shifting the FFT of acceleration:
fft_acc_shifted = np.fft.fftshift(fft_acc)
freq_acc_shifted = np.fft.fftshift(freq_acc)

#Normalize:
fft_acc_normal = np.abs(fft_acc_shifted/len_fft_acc)*2


#Now, multiply the accelerations by 1/w^2 to get the displacement in the frequency domain:

f = abs(freq_acc_shifted[np.argmax(fft_acc_normal)])
#print(f)

w = 2*np.pi*f
omega = 1/w**2

disp_normal = []

for a in fft_acc_normal:
    new_a = a*omega
    disp_normal.append(new_a)

#So now disp_normal should have the new values, 
#representing displacement in the frequency domain.

print("\n")

#Calculating wave statistics
peak_freq = np.abs(freq_acc_shifted[np.argmax(fft_acc_normal)])
print("Smartfin Peak Frequnecy: ", peak_freq)

CDIP_peak_freq = 1.0/9.5
print("CDIP Peak Frequnecy: ", CDIP_peak_freq)

print("Frequency Standard Error: ", abs(CDIP_peak_freq-peak_freq)/CDIP_peak_freq)

peak_period = float(1/peak_freq)
CDIP_peak_period = 9.5

print("\n")

print("Smartfin Peak Period: ", peak_period)
print("CDIP Peak Period: ", CDIP_peak_period)
print("Period Standard Error: ", abs(CDIP_peak_period-peak_period)/CDIP_peak_period)



#representing displacement in the frequency domain.
fig = plt.figure(num=None, figsize=(6,3), dpi=80, facecolor='w', edgecolor='k')

# Returns the Axes instance
ax = fig.add_subplot(111) 


ax.plot(freq_acc_shifted, fft_acc_normal)
ax.set_title("Displacement in the Frequency Domain")
ax.set_xlabel('Frequency [Hz]')
plt.xlim(0,1)
plt.ylim(0,)
plt.xticks(np.arange(0,1, step=.1))

plt.show()
Smartfin Peak Frequnecy:  0.10058675607711651
CDIP Peak Frequnecy:  0.10526315789473684
Frequency Standard Error:  0.04442581726739313


Smartfin Peak Period:  9.941666666666666
CDIP Peak Period:  9.5
Period Standard Error:  0.04649122807017542

png