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Wave Direction Surf Data
Howard (Luhao) Wang edited this page Jun 11, 2019
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# Howard Wang 06/10/19
# CSE 145: Embedded systems and design
# Main Database: https://surf.smartfin.org/
# Analyzing data from real world categorized surf session data,
# Data is labeled into PUSHING BOARD INTO WATER',
#'SYNC (FLIP BOARD UPSIDE DOWN TO SYNC DATA/FOOTAGE)',
#'FLIP BOARD RIGHT SIDE UP',
#'WALKING IN WATER',
#'PUSH-OFF',
#'PADDLING INTO WAVES',
#'SIT-UP',
#'FLOATING',
#"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',
#'NEW',
#'DONE, OUT OF WATER',
#'WALKING OUT OF WATER'
# MATPLOTLIB
import matplotlib
import matplotlib.pyplot as plt
import matplotlib.dates as mdates
from mpl_toolkits.mplot3d import Axes3D
import matplotlib.animation as animation
#from mpl_toolkits.basemap import Basemap
# DATAFRAMES
import pandas as pd
import numpy as np
# SCIPY
from scipy import stats
from scipy import constants
from scipy import signal #added
from scipy.interpolate import CubicSpline
from scipy.interpolate import interp1d
from scipy.integrate import simps
from scipy.integrate import cumtrapz
import pylab as pylab
# SYSTEM and CONVERSION TOOLS
import math
import abc
import sys
import csv
import io
import os
import datetime
import pytz
import re
# MODELING AND GRAPHS
import peakutils
import statsmodels.api as sm
# URL REQUESTS
import requests
# VECTORS AND GRAPHICS
import mpld3
import folium
# import cmocean
import skinematics as skin
from skinematics import quat, vector, misc, rotmat, imus, view
import pygame
# PLOTTING TOOLS
from plotly import tools
import plotly.offline
import plotly.graph_objs as go
plt.rc("font", size=14)
#Scikit Learn
from sklearn import preprocessing
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)
%matplotlib notebook
%matplotlib inline
print("Done!")Done!
# 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!
ride_ids = ['15692']
print("Done!")Done!
#%% 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]
# 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)
oceanCSV = requests.get(ocean_csv_url).content
ocean_df_small = pd.read_csv(io.StringIO(oceanCSV.decode('utf-8')))
# Grab CSV from motion url
motionCSV = requests.get(motion_csv_url).content
motion_df_small = pd.read_csv(io.StringIO(motionCSV.decode('utf-8')))
return ocean_df_small, motion_df_small
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
print("Done!")Done!
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'])
print("done!")https://surf.smartfin.org/ride/15692
https://surf.smartfin.org/media/201811/google_105349665704999793400_0006667E229D_181109191556_Ocean.CSV
Ride data has been uploaded.
done!
#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) UTC Time IMU A1 IMU A2 \
ride_id
15692 1 2018-11-09T19:16:03.8090+00:00 1414742887 493.0 48.0
2 2018-11-09T19:16:04.0610+00:00 1414743138 513.0 89.0
3 2018-11-09T19:16:04.3120+00:00 1414743387 494.0 92.0
4 2018-11-09T19:16:04.5650+00:00 1414743639 421.0 205.0
5 2018-11-09T19:16:04.8170+00:00 1414743889 534.0 306.0
6 2018-11-09T19:16:05.0680+00:00 1414744139 455.0 149.0
7 2018-11-09T19:16:05.3210+00:00 1414744390 474.0 342.0
8 2018-11-09T19:16:05.5730+00:00 1414744641 363.0 323.0
9 2018-11-09T19:16:05.8260+00:00 1414744892 -21.0 510.0
10 2018-11-09T19:16:06.0790+00:00 1414745144 35.0 283.0
11 2018-11-09T19:16:06.3300+00:00 1414745393 130.0 323.0
12 2018-11-09T19:16:06.5820+00:00 1414745644 -55.0 504.0
13 2018-11-09T19:16:06.8350+00:00 1414745895 58.0 420.0
14 2018-11-09T19:16:07.0870+00:00 1414746146 -179.0 454.0
15 2018-11-09T19:16:07.3300+00:00 1414746387 13.0 181.0
16 2018-11-09T19:16:07.5820+00:00 1414746638 -23.0 815.0
17 2018-11-09T19:16:07.8350+00:00 1414746889 5.0 254.0
18 2018-11-09T19:16:08.0860+00:00 1414747139 -158.0 487.0
19 2018-11-09T19:16:08.3380+00:00 1414747389 37.0 207.0
20 2018-11-09T19:16:08.5950+00:00 1414747644 -123.0 659.0
21 2018-11-09T19:16:08.8470+00:00 1414747895 -24.0 368.0
23 2018-11-09T19:16:09.0990+00:00 1414748145 -200.0 516.0
24 2018-11-09T19:16:09.3500+00:00 1414748395 -40.0 300.0
25 2018-11-09T19:16:09.5940+00:00 1414748637 -62.0 556.0
26 2018-11-09T19:16:09.8450+00:00 1414748887 13.0 482.0
27 2018-11-09T19:16:10.0970+00:00 1414749137 -158.0 583.0
28 2018-11-09T19:16:10.3500+00:00 1414749389 -102.0 315.0
29 2018-11-09T19:16:10.6020+00:00 1414749639 -81.0 421.0
30 2018-11-09T19:16:10.8530+00:00 1414749889 -36.0 489.0
31 2018-11-09T19:16:11.1070+00:00 1414750141 53.0 195.0
32 2018-11-09T19:16:11.3600+00:00 1414750393 -118.0 799.0
33 2018-11-09T19:16:11.6120+00:00 1414750643 -44.0 275.0
34 2018-11-09T19:16:11.8630+00:00 1414750893 -245.0 688.0
35 2018-11-09T19:16:12.1150+00:00 1414751143 2.0 247.0
36 2018-11-09T19:16:12.3670+00:00 1414751394 -117.0 740.0
37 2018-11-09T19:16:12.6210+00:00 1414751646 -7.0 351.0
38 2018-11-09T19:16:12.8630+00:00 1414751887 -280.0 601.0
39 2018-11-09T19:16:13.1160+00:00 1414752138 -27.0 288.0
40 2018-11-09T19:16:13.3680+00:00 1414752389 -202.0 770.0
41 2018-11-09T19:16:13.6200+00:00 1414752639 -41.0 318.0
42 2018-11-09T19:16:13.8710+00:00 1414752889 -66.0 515.0
43 2018-11-09T19:16:14.1240+00:00 1414753140 38.0 329.0
44 2018-11-09T19:16:14.3750+00:00 1414753390 -62.0 381.0
46 2018-11-09T19:16:14.6310+00:00 1414753644 -116.0 399.0
47 2018-11-09T19:16:14.8830+00:00 1414753895 32.0 455.0
48 2018-11-09T19:16:15.1360+00:00 1414754146 -322.0 676.0
49 2018-11-09T19:16:15.3780+00:00 1414754387 -139.0 292.0
50 2018-11-09T19:16:15.6310+00:00 1414754638 -288.0 762.0
51 2018-11-09T19:16:15.8830+00:00 1414754889 -60.0 400.0
52 2018-11-09T19:16:16.1350+00:00 1414755139 -268.0 722.0
53 2018-11-09T19:16:16.3870+00:00 1414755389 -28.0 385.0
54 2018-11-09T19:16:16.6400+00:00 1414755641 -113.0 432.0
55 2018-11-09T19:16:16.8920+00:00 1414755891 -125.0 363.0
56 2018-11-09T19:16:17.1450+00:00 1414756143 -97.0 479.0
57 2018-11-09T19:16:17.3990+00:00 1414756395 -394.0 705.0
58 2018-11-09T19:16:17.6500+00:00 1414756645 -113.0 283.0
59 2018-11-09T19:16:17.9020+00:00 1414756895 -193.0 619.0
60 2018-11-09T19:16:18.1540+00:00 1414757146 -144.0 409.0
61 2018-11-09T19:16:18.3980+00:00 1414757388 -41.0 479.0
62 2018-11-09T19:16:18.6480+00:00 1414757637 -283.0 675.0
63 2018-11-09T19:16:18.9000+00:00 1414757887 -147.0 479.0
64 2018-11-09T19:16:19.1510+00:00 1414758137 -214.0 358.0
65 2018-11-09T19:16:19.4050+00:00 1414758389 -240.0 398.0
66 2018-11-09T19:16:19.6560+00:00 1414758639 -151.0 316.0
67 2018-11-09T19:16:19.9100+00:00 1414758891 -134.0 702.0
69 2018-11-09T19:16:20.1610+00:00 1414759141 -82.0 759.0
70 2018-11-09T19:16:20.4160+00:00 1414759394 -60.0 442.0
71 2018-11-09T19:16:20.6680+00:00 1414759645 -26.0 460.0
72 2018-11-09T19:16:20.9210+00:00 1414759896 -8.0 516.0
73 2018-11-09T19:16:21.1720+00:00 1414760146 -69.0 519.0
74 2018-11-09T19:16:21.4150+00:00 1414760387 -53.0 509.0
75 2018-11-09T19:16:21.6680+00:00 1414760639 -78.0 503.0
76 2018-11-09T19:16:21.9200+00:00 1414760889 -108.0 494.0
77 2018-11-09T19:16:22.1720+00:00 1414761140 -68.0 494.0
78 2018-11-09T19:16:22.4240+00:00 1414761390 -68.0 506.0
79 2018-11-09T19:16:22.6760+00:00 1414761641 -89.0 468.0
80 2018-11-09T19:16:22.9290+00:00 1414761892 -73.0 479.0
81 2018-11-09T19:16:23.1810+00:00 1414762143 -60.0 515.0
82 2018-11-09T19:16:23.4340+00:00 1414762394 -61.0 505.0
83 2018-11-09T19:16:23.6870+00:00 1414762645 -65.0 486.0
84 2018-11-09T19:16:23.9390+00:00 1414762896 -71.0 496.0
85 2018-11-09T19:16:24.1820+00:00 1414763137 -98.0 554.0
86 2018-11-09T19:16:24.4330+00:00 1414763387 -104.0 570.0
87 2018-11-09T19:16:24.6850+00:00 1414763637 -24.0 586.0
88 2018-11-09T19:16:24.9360+00:00 1414763887 -8.0 535.0
90 2018-11-09T19:16:25.1890+00:00 1414764138 -5.0 426.0
91 2018-11-09T19:16:25.4400+00:00 1414764388 -106.0 517.0
92 2018-11-09T19:16:25.6940+00:00 1414764640 -177.0 493.0
93 2018-11-09T19:16:25.9440+00:00 1414764889 -56.0 497.0
94 2018-11-09T19:16:26.1960+00:00 1414765139 15.0 517.0
95 2018-11-09T19:16:26.4480+00:00 1414765390 -73.0 513.0
96 2018-11-09T19:16:26.7050+00:00 1414765645 -83.0 466.0
97 2018-11-09T19:16:26.9560+00:00 1414765895 -64.0 530.0
98 2018-11-09T19:16:27.2080+00:00 1414766145 -80.0 449.0
99 2018-11-09T19:16:27.4590+00:00 1414766395 -69.0 490.0
100 2018-11-09T19:16:27.7060+00:00 1414766640 -90.0 474.0
101 2018-11-09T19:16:27.9590+00:00 1414766892 -88.0 465.0
102 2018-11-09T19:16:28.2120+00:00 1414767143 -91.0 475.0
103 2018-11-09T19:16:28.4640+00:00 1414767394 -79.0 480.0
104 2018-11-09T19:16:28.7160+00:00 1414767644 -83.0 482.0
105 2018-11-09T19:16:28.9680+00:00 1414767895 -97.0 492.0
106 2018-11-09T19:16:29.2200+00:00 1414768145 -57.0 472.0
107 2018-11-09T19:16:29.4720+00:00 1414768396 -45.0 473.0
108 2018-11-09T19:16:29.7230+00:00 1414768645 -62.0 517.0
109 2018-11-09T19:16:29.9750+00:00 1414768896 -88.0 501.0
110 2018-11-09T19:16:30.2180+00:00 1414769137 -93.0 488.0
111 2018-11-09T19:16:30.4700+00:00 1414769388 -83.0 524.0
113 2018-11-09T19:16:30.7230+00:00 1414769639 -79.0 496.0
114 2018-11-09T19:16:30.9750+00:00 1414769890 -56.0 498.0
115 2018-11-09T19:16:31.2280+00:00 1414770141 -60.0 508.0
116 2018-11-09T19:16:31.4810+00:00 1414770392 12.0 489.0
117 2018-11-09T19:16:31.7320+00:00 1414770642 -82.0 531.0
118 2018-11-09T19:16:31.9850+00:00 1414770893 -62.0 492.0
119 2018-11-09T19:16:32.2360+00:00 1414771143 -43.0 531.0
120 2018-11-09T19:16:32.4880+00:00 1414771393 -93.0 533.0
121 2018-11-09T19:16:32.7330+00:00 1414771637 44.0 492.0
122 2018-11-09T19:16:32.9850+00:00 1414771887 3.0 513.0
123 2018-11-09T19:16:33.2390+00:00 1414772140 -87.0 420.0
124 2018-11-09T19:16:33.4920+00:00 1414772391 -118.0 487.0
125 2018-11-09T19:16:33.7440+00:00 1414772642 -34.0 531.0
126 2018-11-09T19:16:33.9950+00:00 1414772891 1.0 543.0
127 2018-11-09T19:16:34.2480+00:00 1414773143 -58.0 511.0
128 2018-11-09T19:16:34.5000+00:00 1414773393 -44.0 451.0
129 2018-11-09T19:16:34.7520+00:00 1414773644 -44.0 473.0
130 2018-11-09T19:16:35.0040+00:00 1414773894 -17.0 511.0
131 2018-11-09T19:16:35.2560+00:00 1414774145 -191.0 406.0
132 2018-11-09T19:16:35.5100+00:00 1414774397 0.0 553.0
133 2018-11-09T19:16:35.7610+00:00 1414774647 -53.0 571.0
134 2018-11-09T19:16:36.0030+00:00 1414774887 -88.0 483.0
136 2018-11-09T19:16:36.2550+00:00 1414775138 -23.0 416.0
137 2018-11-09T19:16:36.5060+00:00 1414775387 33.0 505.0
138 2018-11-09T19:16:36.7570+00:00 1414775637 34.0 517.0
139 2018-11-09T19:16:37.0100+00:00 1414775888 -38.0 513.0
140 2018-11-09T19:16:37.2610+00:00 1414776138 -50.0 465.0
141 2018-11-09T19:16:37.5140+00:00 1414776389 -77.0 493.0
142 2018-11-09T19:16:37.7660+00:00 1414776640 -67.0 505.0
143 2018-11-09T19:16:38.0190+00:00 1414776891 -57.0 489.0
144 2018-11-09T19:16:38.2720+00:00 1414777143 -71.0 514.0
145 2018-11-09T19:16:38.5240+00:00 1414777393 -50.0 514.0
146 2018-11-09T19:16:38.7790+00:00 1414777646 -36.0 529.0
147 2018-11-09T19:16:39.0300+00:00 1414777896 0.0 568.0
148 2018-11-09T19:16:39.2820+00:00 1414778146 2.0 492.0
149 2018-11-09T19:16:39.5240+00:00 1414778387 3.0 432.0
150 2018-11-09T19:16:39.7780+00:00 1414778639 -62.0 424.0
151 2018-11-09T19:16:40.0290+00:00 1414778889 -47.0 520.0
152 2018-11-09T19:16:40.2810+00:00 1414779139 -54.0 520.0
153 2018-11-09T19:16:40.5320+00:00 1414779389 -52.0 505.0
154 2018-11-09T19:16:40.7860+00:00 1414779641 -82.0 502.0
155 2018-11-09T19:16:41.0370+00:00 1414779891 -75.0 490.0
156 2018-11-09T19:16:41.2890+00:00 1414780141 -73.0 513.0
158 2018-11-09T19:16:41.5410+00:00 1414780392 -55.0 498.0
159 2018-11-09T19:16:41.7940+00:00 1414780643 -44.0 540.0
160 2018-11-09T19:16:42.0460+00:00 1414780894 -67.0 457.0
161 2018-11-09T19:16:42.2990+00:00 1414781145 -78.0 486.0
162 2018-11-09T19:16:42.5510+00:00 1414781396 -60.0 509.0
163 2018-11-09T19:16:42.8030+00:00 1414781646 -63.0 519.0
164 2018-11-09T19:16:43.0450+00:00 1414781887 -49.0 499.0
165 2018-11-09T19:16:43.2970+00:00 1414782137 -42.0 450.0
166 2018-11-09T19:16:43.5480+00:00 1414782387 -17.0 502.0
167 2018-11-09T19:16:43.8000+00:00 1414782637 -50.0 531.0
168 2018-11-09T19:16:44.0520+00:00 1414782888 -59.0 486.0
169 2018-11-09T19:16:44.3050+00:00 1414783139 -68.0 467.0
170 2018-11-09T19:16:44.5570+00:00 1414783390 -43.0 466.0
171 2018-11-09T19:16:44.8140+00:00 1414783645 -185.0 463.0
172 2018-11-09T19:16:45.0650+00:00 1414783895 76.0 580.0
173 2018-11-09T19:16:45.3170+00:00 1414784145 7.0 548.0
174 2018-11-09T19:16:45.5700+00:00 1414784397 -2.0 443.0
175 2018-11-09T19:16:45.8130+00:00 1414784638 -8.0 453.0
176 2018-11-09T19:16:46.0650+00:00 1414784889 -63.0 466.0
177 2018-11-09T19:16:46.3170+00:00 1414785139 -69.0 532.0
178 2018-11-09T19:16:46.5690+00:00 1414785390 -2.0 528.0
179 2018-11-09T19:16:46.8220+00:00 1414785641 -45.0 487.0
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1782 2018-11-09T19:22:56.2530+00:00 1415152845 8.0 472.0
1783 2018-11-09T19:22:56.4540+00:00 1415153045 20.0 443.0
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1786 2018-11-09T19:22:57.0500+00:00 1415153637 2.0 516.0
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1793 2018-11-09T19:22:58.4630+00:00 1415155042 25.0 494.0
1794 2018-11-09T19:22:58.6640+00:00 1415155241 35.0 489.0
1795 2018-11-09T19:22:58.8650+00:00 1415155441 41.0 496.0
1796 2018-11-09T19:22:59.0660+00:00 1415155641 23.0 510.0
1797 2018-11-09T19:22:59.2670+00:00 1415155841 15.0 499.0
1799 2018-11-09T19:22:59.4680+00:00 1415156041 30.0 489.0
1800 2018-11-09T19:22:59.6700+00:00 1415156241 32.0 492.0
1801 2018-11-09T19:22:59.8710+00:00 1415156441 31.0 499.0
1802 2018-11-09T19:23:00.0730+00:00 1415156642 26.0 482.0
1803 2018-11-09T19:23:00.2730+00:00 1415156841 17.0 481.0
1804 2018-11-09T19:23:00.4750+00:00 1415157041 7.0 482.0
1805 2018-11-09T19:23:00.6760+00:00 1415157241 1.0 477.0
1806 2018-11-09T19:23:00.8790+00:00 1415157443 2.0 472.0
1807 2018-11-09T19:23:01.0800+00:00 1415157643 -1.0 475.0
1808 2018-11-09T19:23:01.2810+00:00 1415157843 -1.0 469.0
1809 2018-11-09T19:23:01.4830+00:00 1415158043 3.0 477.0
1810 2018-11-09T19:23:01.6840+00:00 1415158243 0.0 499.0
1811 2018-11-09T19:23:01.8860+00:00 1415158444 3.0 525.0
1812 2018-11-09T19:23:02.0870+00:00 1415158644 10.0 509.0
1813 2018-11-09T19:23:02.2880+00:00 1415158844 43.0 500.0
1814 2018-11-09T19:23:02.4910+00:00 1415159045 54.0 482.0
1815 2018-11-09T19:23:02.6920+00:00 1415159245 35.0 485.0
1816 2018-11-09T19:23:02.8930+00:00 1415159445 25.0 500.0
1817 2018-11-09T19:23:03.0940+00:00 1415159645 17.0 522.0
1818 2018-11-09T19:23:03.2960+00:00 1415159845 28.0 521.0
1819 2018-11-09T19:23:03.4980+00:00 1415160046 32.0 483.0
1820 2018-11-09T19:23:03.6990+00:00 1415160246 24.0 452.0
1821 2018-11-09T19:23:03.9000+00:00 1415160446 16.0 453.0
1822 2018-11-09T19:23:04.0920+00:00 1415160637 7.0 472.0
1823 2018-11-09T19:23:04.2950+00:00 1415160838 9.0 506.0
1824 2018-11-09T19:23:04.4970+00:00 1415161039 4.0 509.0
1825 2018-11-09T19:23:04.6980+00:00 1415161239 18.0 483.0
1826 2018-11-09T19:23:04.9000+00:00 1415161440 28.0 453.0
1828 2018-11-09T19:23:05.1010+00:00 1415161640 24.0 427.0
1829 2018-11-09T19:23:05.3040+00:00 1415161841 19.0 436.0
1830 2018-11-09T19:23:05.5050+00:00 1415162041 13.0 464.0
1831 2018-11-09T19:23:05.7080+00:00 1415162243 12.0 493.0
1832 2018-11-09T19:23:05.9100+00:00 1415162444 20.0 522.0
1833 2018-11-09T19:23:06.1120+00:00 1415162644 5.0 531.0
1834 2018-11-09T19:23:06.3080+00:00 1415162839 16.0 527.0
1835 2018-11-09T19:23:06.5100+00:00 1415163040 33.0 498.0
1836 2018-11-09T19:23:06.7100+00:00 1415163239 32.0 479.0
1837 2018-11-09T19:23:06.9110+00:00 1415163439 28.0 487.0
1838 2018-11-09T19:23:07.1150+00:00 1415163641 27.0 497.0
1839 2018-11-09T19:23:07.3280+00:00 1415163853 9.0 491.0
1840 2018-11-09T19:23:07.5180+00:00 1415164042 35.0 495.0
1841 2018-11-09T19:23:07.7200+00:00 1415164243 26.0 486.0
1842 2018-11-09T19:23:07.9210+00:00 1415164443 28.0 491.0
1843 2018-11-09T19:23:08.1230+00:00 1415164643 23.0 494.0
1844 2018-11-09T19:23:08.3250+00:00 1415164844 34.0 493.0
1845 2018-11-09T19:23:08.5270+00:00 1415165045 46.0 488.0
1846 2018-11-09T19:23:08.7280+00:00 1415165245 44.0 487.0
1847 2018-11-09T19:23:08.9310+00:00 1415165446 35.0 493.0
1848 2018-11-09T19:23:09.1320+00:00 1415165646 43.0 512.0
1849 2018-11-09T19:23:09.3330+00:00 1415165846 47.0 518.0
1850 2018-11-09T19:23:09.5340+00:00 1415166046 39.0 503.0
1851 2018-11-09T19:23:09.7260+00:00 1415166237 40.0 500.0
1852 2018-11-09T19:23:09.9280+00:00 1415166437 46.0 506.0
1853 2018-11-09T19:23:10.1310+00:00 1415166639 54.0 503.0
1854 2018-11-09T19:23:10.3330+00:00 1415166840 62.0 488.0
1856 2018-11-09T19:23:10.5340+00:00 1415167040 60.0 502.0
1857 2018-11-09T19:23:10.7360+00:00 1415167241 59.0 514.0
1858 2018-11-09T19:23:10.9380+00:00 1415167441 51.0 500.0
1859 2018-11-09T19:23:11.1390+00:00 1415167641 58.0 490.0
1860 2018-11-09T19:23:11.3410+00:00 1415167842 50.0 486.0
1861 2018-11-09T19:23:11.5430+00:00 1415168043 47.0 488.0
1862 2018-11-09T19:23:11.7440+00:00 1415168243 25.0 505.0
1863 2018-11-09T19:23:11.9470+00:00 1415168444 9.0 514.0
1864 2018-11-09T19:23:12.1480+00:00 1415168644 12.0 492.0
1865 2018-11-09T19:23:12.3500+00:00 1415168845 18.0 457.0
1866 2018-11-09T19:23:12.5450+00:00 1415169039 24.0 460.0
1867 2018-11-09T19:23:12.7480+00:00 1415169240 5.0 487.0
1868 2018-11-09T19:23:12.9500+00:00 1415169441 0.0 513.0
1869 2018-11-09T19:23:13.1510+00:00 1415169641 7.0 515.0
1870 2018-11-09T19:23:13.3520+00:00 1415169841 42.0 509.0
1871 2018-11-09T19:23:13.5540+00:00 1415170042 48.0 493.0
1872 2018-11-09T19:23:13.7570+00:00 1415170243 46.0 487.0
1873 2018-11-09T19:23:13.9610+00:00 1415170446 48.0 489.0
1874 2018-11-09T19:23:14.1530+00:00 1415170637 46.0 492.0
1875 2018-11-09T19:23:14.3540+00:00 1415170837 49.0 473.0
1876 2018-11-09T19:23:14.5550+00:00 1415171037 37.0 453.0
1877 2018-11-09T19:23:14.7570+00:00 1415171237 26.0 439.0
1878 2018-11-09T19:23:14.9580+00:00 1415171437 17.0 452.0
1879 2018-11-09T19:23:15.1610+00:00 1415171639 -3.0 463.0
1880 2018-11-09T19:23:15.3620+00:00 1415171839 -4.0 479.0
1881 2018-11-09T19:23:15.5640+00:00 1415172039 -1.0 501.0
1882 2018-11-09T19:23:15.7660+00:00 1415172240 0.0 513.0
1884 2018-11-09T19:23:15.9670+00:00 1415172440 5.0 505.0
1885 2018-11-09T19:23:16.1700+00:00 1415172642 3.0 496.0
1886 2018-11-09T19:23:16.3720+00:00 1415172843 23.0 484.0
1887 2018-11-09T19:23:16.5740+00:00 1415173043 27.0 474.0
1888 2018-11-09T19:23:16.7760+00:00 1415173244 27.0 478.0
1889 2018-11-09T19:23:16.9780+00:00 1415173445 32.0 492.0
1890 2018-11-09T19:23:17.1800+00:00 1415173646 13.0 502.0
1891 2018-11-09T19:23:17.3720+00:00 1415173837 8.0 499.0
1892 2018-11-09T19:23:17.5740+00:00 1415174037 11.0 493.0
1893 2018-11-09T19:23:17.7750+00:00 1415174237 30.0 484.0
1894 2018-11-09T19:23:17.9760+00:00 1415174437 28.0 485.0
1895 2018-11-09T19:23:18.1770+00:00 1415174637 25.0 511.0
1896 2018-11-09T19:23:18.3800+00:00 1415174839 30.0 532.0
1897 2018-11-09T19:23:18.5820+00:00 1415175039 24.0 523.0
1898 2018-11-09T19:23:18.7830+00:00 1415175239 43.0 497.0
1899 2018-11-09T19:23:18.9850+00:00 1415175440 60.0 497.0
1900 2018-11-09T19:23:19.1860+00:00 1415175640 68.0 503.0
1901 2018-11-09T19:23:19.3900+00:00 1415175842 73.0 513.0
1902 2018-11-09T19:23:19.5920+00:00 1415176043 68.0 472.0
1903 2018-11-09T19:23:19.7930+00:00 1415176243 45.0 481.0
1904 2018-11-09T19:23:19.9950+00:00 1415176444 29.0 479.0
1905 2018-11-09T19:23:20.1960+00:00 1415176644 1.0 484.0
1906 2018-11-09T19:23:20.4000+00:00 1415176846 9.0 501.0
1907 2018-11-09T19:23:20.6010+00:00 1415177046 25.0 505.0
1908 2018-11-09T19:23:20.8020+00:00 1415177246 -10.0 507.0
1909 2018-11-09T19:23:20.9940+00:00 1415177437 -3.0 513.0
1910 2018-11-09T19:23:21.1960+00:00 1415177638 6.0 473.0
1911 2018-11-09T19:23:21.3980+00:00 1415177838 9.0 459.0
1913 2018-11-09T19:23:21.6000+00:00 1415178039 6.0 483.0
1914 2018-11-09T19:23:21.8020+00:00 1415178240 0.0 511.0
1915 2018-11-09T19:23:22.0040+00:00 1415178441 10.0 494.0
1916 2018-11-09T19:23:22.2060+00:00 1415178641 19.0 476.0
1917 2018-11-09T19:23:22.4080+00:00 1415178842 13.0 485.0
1918 2018-11-09T19:23:22.6110+00:00 1415179044 15.0 513.0
1919 2018-11-09T19:23:22.8130+00:00 1415179245 26.0 524.0
1920 2018-11-09T19:23:23.0060+00:00 1415179437 36.0 523.0
1921 2018-11-09T19:23:23.2100+00:00 1415179639 45.0 511.0
1922 2018-11-09T19:23:23.4110+00:00 1415179839 53.0 489.0
1923 2018-11-09T19:23:23.6120+00:00 1415180039 61.0 477.0
1924 2018-11-09T19:23:23.8130+00:00 1415180239 57.0 480.0
1925 2018-11-09T19:23:24.0140+00:00 1415180439 41.0 500.0
1926 2018-11-09T19:23:24.2160+00:00 1415180639 17.0 521.0
1927 2018-11-09T19:23:24.4180+00:00 1415180840 16.0 514.0
1928 2018-11-09T19:23:24.6200+00:00 1415181041 22.0 512.0
1929 2018-11-09T19:23:24.8210+00:00 1415181241 29.0 505.0
1930 2018-11-09T19:23:25.0240+00:00 1415181442 24.0 504.0
1931 2018-11-09T19:23:25.2250+00:00 1415181642 24.0 513.0
1932 2018-11-09T19:23:25.4270+00:00 1415181843 22.0 497.0
1933 2018-11-09T19:23:25.6300+00:00 1415182045 27.0 471.0
1934 2018-11-09T19:23:25.8310+00:00 1415182245 33.0 453.0
1935 2018-11-09T19:23:26.0330+00:00 1415182445 19.0 469.0
1936 2018-11-09T19:23:26.2360+00:00 1415182647 8.0 483.0
1937 2018-11-09T19:23:26.4270+00:00 1415182837 -2.0 470.0
1938 2018-11-09T19:23:26.6280+00:00 1415183037 -2.0 445.0
1939 2018-11-09T19:23:26.8300+00:00 1415183238 -13.0 497.0
1941 2018-11-09T19:23:27.0330+00:00 1415183439 -9.0 515.0
1942 2018-11-09T19:23:27.2340+00:00 1415183639 -4.0 493.0
1943 2018-11-09T19:23:27.4350+00:00 1415183839 -9.0 493.0
1944 2018-11-09T19:23:27.6370+00:00 1415184040 2.0 505.0
1945 2018-11-09T19:23:27.8400+00:00 1415184241 25.0 498.0
1946 2018-11-09T19:23:28.0410+00:00 1415184441 25.0 496.0
1947 2018-11-09T19:23:28.2440+00:00 1415184643 26.0 509.0
1948 2018-11-09T19:23:28.4460+00:00 1415184844 35.0 526.0
1949 2018-11-09T19:23:28.6460+00:00 1415185043 55.0 526.0
1950 2018-11-09T19:23:28.8480+00:00 1415185243 73.0 493.0
1951 2018-11-09T19:23:29.0500+00:00 1415185444 67.0 474.0
1952 2018-11-09T19:23:29.2510+00:00 1415185644 69.0 462.0
1953 2018-11-09T19:23:29.4530+00:00 1415185845 54.0 434.0
1954 2018-11-09T19:23:29.6540+00:00 1415186045 51.0 457.0
1955 2018-11-09T19:23:29.8560+00:00 1415186245 23.0 480.0
1956 2018-11-09T19:23:30.0570+00:00 1415186445 3.0 487.0
1957 2018-11-09T19:23:30.2580+00:00 1415186645 -1.0 485.0
1958 2018-11-09T19:23:30.4600+00:00 1415186846 -15.0 527.0
1959 2018-11-09T19:23:30.6570+00:00 1415187042 -10.0 523.0
1960 2018-11-09T19:23:30.8580+00:00 1415187241 3.0 478.0
1961 2018-11-09T19:23:31.0590+00:00 1415187441 11.0 469.0
1962 2018-11-09T19:23:31.2600+00:00 1415187641 12.0 497.0
1963 2018-11-09T19:23:31.4610+00:00 1415187841 3.0 526.0
1964 2018-11-09T19:23:31.6680+00:00 1415188046 -1.0 537.0
1965 2018-11-09T19:23:31.8600+00:00 1415188237 16.0 506.0
1966 2018-11-09T19:23:32.0610+00:00 1415188437 36.0 463.0
1967 2018-11-09T19:23:32.2620+00:00 1415188637 36.0 470.0
1969 2018-11-09T19:23:32.4640+00:00 1415188838 34.0 489.0
1970 2018-11-09T19:23:32.6660+00:00 1415189038 35.0 511.0
1971 2018-11-09T19:23:32.8680+00:00 1415189239 17.0 521.0
1972 2018-11-09T19:23:33.0690+00:00 1415189439 25.0 494.0
1973 2018-11-09T19:23:33.2700+00:00 1415189639 24.0 482.0
1974 2018-11-09T19:23:33.4720+00:00 1415189840 29.0 476.0
1975 2018-11-09T19:23:33.6750+00:00 1415190041 20.0 493.0
1976 2018-11-09T19:23:33.8770+00:00 1415190242 13.0 498.0
1977 2018-11-09T19:23:34.0790+00:00 1415190443 16.0 509.0
1978 2018-11-09T19:23:34.2800+00:00 1415190643 5.0 495.0
1979 2018-11-09T19:23:34.4830+00:00 1415190844 13.0 494.0
1980 2018-11-09T19:23:34.6840+00:00 1415191044 19.0 500.0
1981 2018-11-09T19:23:34.8860+00:00 1415191245 19.0 495.0
1982 2018-11-09T19:23:35.0870+00:00 1415191445 21.0 489.0
1983 2018-11-09T19:23:35.2880+00:00 1415191645 33.0 501.0
1984 2018-11-09T19:23:35.4900+00:00 1415191845 29.0 519.0
1985 2018-11-09T19:23:35.6920+00:00 1415192046 24.0 523.0
1986 2018-11-09T19:23:35.8840+00:00 1415192237 28.0 511.0
1987 2018-11-09T19:23:36.0850+00:00 1415192437 36.0 495.0
1988 2018-11-09T19:23:36.2860+00:00 1415192637 42.0 494.0
1989 2018-11-09T19:23:36.4890+00:00 1415192838 46.0 507.0
1990 2018-11-09T19:23:36.6940+00:00 1415193042 46.0 532.0
1991 2018-11-09T19:23:36.8960+00:00 1415193243 47.0 537.0
1992 2018-11-09T19:23:37.0980+00:00 1415193444 58.0 520.0
1993 2018-11-09T19:23:37.3010+00:00 1415193645 79.0 495.0
1994 2018-11-09T19:23:37.5520+00:00 1415193895 120.0 433.0
1995 2018-11-09T19:23:37.7960+00:00 1415194137 107.0 388.0
1997 2018-11-09T19:23:38.0480+00:00 1415194388 54.0 447.0
1998 2018-11-09T19:23:38.3010+00:00 1415194639 16.0 499.0
1999 2018-11-09T19:23:38.5520+00:00 1415194889 -2.0 521.0
2000 2018-11-09T19:23:38.8040+00:00 1415195139 -12.0 525.0
2001 2018-11-09T19:23:39.0560+00:00 1415195390 -11.0 494.0
2002 2018-11-09T19:23:39.3090+00:00 1415195641 5.0 497.0
2003 2018-11-09T19:23:39.5600+00:00 1415195891 15.0 507.0
2004 2018-11-09T19:23:39.8130+00:00 1415196142 22.0 500.0
2005 2018-11-09T19:23:40.0650+00:00 1415196393 14.0 479.0
2006 2018-11-09T19:23:40.3170+00:00 1415196643 16.0 484.0
2007 2018-11-09T19:23:40.5690+00:00 1415196894 -1.0 482.0
2008 2018-11-09T19:23:40.8220+00:00 1415197145 -5.0 479.0
2009 2018-11-09T19:23:41.0740+00:00 1415197396 -1.0 493.0
2010 2018-11-09T19:23:41.3170+00:00 1415197637 7.0 496.0
2011 2018-11-09T19:23:41.5680+00:00 1415197887 8.0 481.0
2012 2018-11-09T19:23:41.8200+00:00 1415198137 10.0 451.0
2013 2018-11-09T19:23:42.0720+00:00 1415198388 10.0 496.0
2014 2018-11-09T19:23:42.3240+00:00 1415198638 -1.0 511.0
2015 2018-11-09T19:23:42.5750+00:00 1415198888 7.0 500.0
2016 2018-11-09T19:23:42.8320+00:00 1415199143 25.0 494.0
2017 2018-11-09T19:23:43.0840+00:00 1415199394 27.0 492.0
2018 2018-11-09T19:23:43.3350+00:00 1415199643 15.0 504.0
2020 2018-11-09T19:23:43.5860+00:00 1415199893 36.0 488.0
2021 2018-11-09T19:23:43.8350+00:00 1415200140 28.0 487.0
2022 2018-11-09T19:23:44.0870+00:00 1415200391 14.0 506.0
2023 2018-11-09T19:23:44.3410+00:00 1415200643 23.0 514.0
2024 2018-11-09T19:23:44.5930+00:00 1415200893 53.0 465.0
2025 2018-11-09T19:23:44.8460+00:00 1415201145 45.0 470.0
2026 2018-11-09T19:23:45.0980+00:00 1415201395 21.0 503.0
2027 2018-11-09T19:23:45.3490+00:00 1415201645 21.0 519.0
2028 2018-11-09T19:23:45.6010+00:00 1415201895 25.0 495.0
2029 2018-11-09T19:23:45.8530+00:00 1415202146 40.0 488.0
2030 2018-11-09T19:23:46.1050+00:00 1415202396 31.0 493.0
2031 2018-11-09T19:23:46.3470+00:00 1415202637 20.0 500.0
2032 2018-11-09T19:23:46.5990+00:00 1415202887 23.0 507.0
2033 2018-11-09T19:23:46.8500+00:00 1415203137 19.0 492.0
2034 2018-11-09T19:23:47.1020+00:00 1415203387 24.0 498.0
2035 2018-11-09T19:23:47.3550+00:00 1415203639 15.0 502.0
2036 2018-11-09T19:23:47.6060+00:00 1415203888 29.0 482.0
2037 2018-11-09T19:23:47.8570+00:00 1415204138 30.0 493.0
2038 2018-11-09T19:23:48.1100+00:00 1415204389 27.0 490.0
2039 2018-11-09T19:23:48.3640+00:00 1415204642 19.0 486.0
2040 2018-11-09T19:23:48.6150+00:00 1415204891 19.0 514.0
2041 2018-11-09T19:23:48.8710+00:00 1415205146 22.0 516.0
2043 2018-11-09T19:23:49.1150+00:00 1415205388 25.0 499.0
2044 2018-11-09T19:23:49.3660+00:00 1415205638 25.0 491.0
2045 2018-11-09T19:23:49.6190+00:00 1415205889 17.0 491.0
2046 2018-11-09T19:23:49.8710+00:00 1415206140 13.0 500.0
2047 2018-11-09T19:23:50.1260+00:00 1415206393 17.0 499.0
2048 2018-11-09T19:23:50.3770+00:00 1415206643 12.0 495.0
2049 2018-11-09T19:23:50.6310+00:00 1415206895 9.0 492.0
2050 2018-11-09T19:23:50.8750+00:00 1415207138 31.0 493.0
2051 2018-11-09T19:23:51.1260+00:00 1415207387 48.0 480.0
2052 2018-11-09T19:23:51.3770+00:00 1415207637 33.0 529.0
2053 2018-11-09T19:23:51.6290+00:00 1415207887 26.0 483.0
2054 2018-11-09T19:23:51.8810+00:00 1415208138 58.0 466.0
2055 2018-11-09T19:23:52.1340+00:00 1415208389 30.0 477.0
2056 2018-11-09T19:23:52.3860+00:00 1415208640 33.0 507.0
2057 2018-11-09T19:23:52.6380+00:00 1415208890 82.0 503.0
2058 2018-11-09T19:23:52.8910+00:00 1415209141 67.0 510.0
2059 2018-11-09T19:23:53.1420+00:00 1415209391 95.0 500.0
2060 2018-11-09T19:23:53.3940+00:00 1415209641 89.0 517.0
2061 2018-11-09T19:23:53.6460+00:00 1415209892 75.0 513.0
2062 2018-11-09T19:23:53.8480+00:00 1415210093 98.0 493.0
2063 2018-11-09T19:23:54.0520+00:00 1415210295 89.0 472.0
2064 2018-11-09T19:23:54.2540+00:00 1415210496 107.0 486.0
2065 2018-11-09T19:23:54.4460+00:00 1415210687 79.0 492.0
2067 2018-11-09T19:23:54.6470+00:00 1415210887 52.0 493.0
2068 2018-11-09T19:23:54.8490+00:00 1415211088 57.0 505.0
2069 2018-11-09T19:23:55.0510+00:00 1415211288 115.0 524.0
2070 2018-11-09T19:23:55.3040+00:00 1415211540 46.0 479.0
2071 2018-11-09T19:23:55.5570+00:00 1415211791 20.0 490.0
2072 2018-11-09T19:23:55.8070+00:00 1415212040 54.0 514.0
2073 2018-11-09T19:23:56.0600+00:00 1415212291 125.0 506.0
2074 2018-11-09T19:23:56.3110+00:00 1415212541 100.0 446.0
2075 2018-11-09T19:23:56.5640+00:00 1415212792 39.0 476.0
2076 2018-11-09T19:23:56.8150+00:00 1415213042 97.0 532.0
2077 2018-11-09T19:23:57.0680+00:00 1415213293 281.0 525.0
2078 2018-11-09T19:23:57.3200+00:00 1415213544 697.0 526.0
2079 2018-11-09T19:23:57.5730+00:00 1415213795 227.0 507.0
2080 2018-11-09T19:23:57.8240+00:00 1415214045 71.0 409.0
2081 2018-11-09T19:23:58.0770+00:00 1415214296 -58.0 551.0
2082 2018-11-09T19:23:58.3190+00:00 1415214537 -30.0 447.0
2083 2018-11-09T19:23:58.5710+00:00 1415214787 -4.0 446.0
2084 2018-11-09T19:23:58.8220+00:00 1415215037 -11.0 482.0
2085 2018-11-09T19:23:59.0750+00:00 1415215288 20.0 495.0
2086 2018-11-09T19:23:59.3250+00:00 1415215537 -55.0 491.0
2087 2018-11-09T19:23:59.5770+00:00 1415215787 49.0 544.0
2088 2018-11-09T19:23:59.8280+00:00 1415216037 -59.0 454.0
2090 2018-11-09T19:24:00.0810+00:00 1415216288 42.0 460.0
2091 2018-11-09T19:24:00.3310+00:00 1415216537 -68.0 545.0
2092 2018-11-09T19:24:00.5840+00:00 1415216788 9.0 492.0
2093 2018-11-09T19:24:00.8360+00:00 1415217039 14.0 521.0
2094 2018-11-09T19:24:01.0890+00:00 1415217290 -10.0 532.0
2095 2018-11-09T19:24:01.3410+00:00 1415217541 -23.0 553.0
2096 2018-11-09T19:24:01.5930+00:00 1415217791 53.0 487.0
2097 2018-11-09T19:24:01.8440+00:00 1415218040 72.0 456.0
2098 2018-11-09T19:24:02.0960+00:00 1415218291 -289.0 580.0
2099 2018-11-09T19:24:02.3490+00:00 1415218542 -208.0 572.0
2100 2018-11-09T19:24:02.6010+00:00 1415218793 -487.0 332.0
2101 2018-11-09T19:24:02.8530+00:00 1415219043 -39.0 479.0
2102 2018-11-09T19:24:03.1040+00:00 1415219293 -116.0 393.0
2103 2018-11-09T19:24:03.3570+00:00 1415219544 46.0 577.0
2104 2018-11-09T19:24:03.6090+00:00 1415219795 260.0 482.0
2105 2018-11-09T19:24:03.8620+00:00 1415220046 -26.0 500.0
2106 2018-11-09T19:24:04.1040+00:00 1415220287 44.0 498.0
2107 2018-11-09T19:24:04.3560+00:00 1415220537 -86.0 604.0
2108 2018-11-09T19:24:04.6070+00:00 1415220787 258.0 550.0
2109 2018-11-09T19:24:04.8590+00:00 1415221037 8.0 320.0
2110 2018-11-09T19:24:05.1110+00:00 1415221288 -11.0 370.0
2111 2018-11-09T19:24:05.3650+00:00 1415221540 274.0 176.0
2113 2018-11-09T19:24:05.6170+00:00 1415221791 -24.0 620.0
2114 2018-11-09T19:24:05.8700+00:00 1415222042 -67.0 422.0
2115 2018-11-09T19:24:06.1220+00:00 1415222293 -61.0 475.0
2116 2018-11-09T19:24:06.3750+00:00 1415222544 -60.0 507.0
2117 2018-11-09T19:24:06.6280+00:00 1415222796 -74.0 555.0
2118 2018-11-09T19:24:06.8810+00:00 1415223047 -65.0 534.0
2119 2018-11-09T19:24:07.1220+00:00 1415223287 -80.0 516.0
2120 2018-11-09T19:24:07.3750+00:00 1415223538 -199.0 509.0
2121 2018-11-09T19:24:07.6270+00:00 1415223789 -84.0 497.0
2122 2018-11-09T19:24:07.8790+00:00 1415224039 -23.0 537.0
2123 2018-11-09T19:24:08.1330+00:00 1415224292 -170.0 519.0
2124 2018-11-09T19:24:08.3860+00:00 1415224543 -205.0 613.0
2125 2018-11-09T19:24:08.6370+00:00 1415224793 -35.0 439.0
2126 2018-11-09T19:24:08.8900+00:00 1415225044 -119.0 303.0
2127 2018-11-09T19:24:09.1410+00:00 1415225294 -70.0 475.0
2128 2018-11-09T19:24:09.3940+00:00 1415225545 48.0 525.0
2129 2018-11-09T19:24:09.6460+00:00 1415225795 18.0 415.0
2130 2018-11-09T19:24:09.8890+00:00 1415226037 15.0 297.0
2131 2018-11-09T19:24:10.1410+00:00 1415226287 -81.0 519.0
2132 2018-11-09T19:24:10.3940+00:00 1415226539 -91.0 453.0
2134 2018-11-09T19:24:10.6460+00:00 1415226789 35.0 525.0
2135 2018-11-09T19:24:10.9000+00:00 1415227042 110.0 538.0
2136 2018-11-09T19:24:11.1510+00:00 1415227291 -248.0 482.0
2137 2018-11-09T19:24:11.4040+00:00 1415227543 78.0 550.0
2138 2018-11-09T19:24:11.6560+00:00 1415227793 8.0 470.0
2139 2018-11-09T19:24:11.9090+00:00 1415228045 -64.0 553.0
2140 2018-11-09T19:24:12.1610+00:00 1415228295 -106.0 523.0
2141 2018-11-09T19:24:12.4040+00:00 1415228537 70.0 513.0
2142 2018-11-09T19:24:12.6560+00:00 1415228787 -37.0 544.0
2143 2018-11-09T19:24:12.9080+00:00 1415229038 -16.0 570.0
2144 2018-11-09T19:24:13.1620+00:00 1415229290 42.0 289.0
2145 2018-11-09T19:24:13.4130+00:00 1415229540 -289.0 158.0
2146 2018-11-09T19:24:13.6660+00:00 1415229791 -85.0 888.0
2147 2018-11-09T19:24:13.9180+00:00 1415230042 -192.0 679.0
2148 2018-11-09T19:24:14.1700+00:00 1415230292 4.0 362.0
2149 2018-11-09T19:24:14.4220+00:00 1415230543 152.0 221.0
2150 2018-11-09T19:24:14.6740+00:00 1415230793 -83.0 457.0
2151 2018-11-09T19:24:14.9250+00:00 1415231043 -53.0 482.0
2152 2018-11-09T19:24:15.1780+00:00 1415231294 90.0 528.0
2153 2018-11-09T19:24:15.4300+00:00 1415231545 55.0 538.0
2154 2018-11-09T19:24:15.6820+00:00 1415231795 77.0 515.0
2155 2018-11-09T19:24:15.9330+00:00 1415232045 -40.0 504.0
2157 2018-11-09T19:24:16.1850+00:00 1415232295 -127.0 529.0
2158 2018-11-09T19:24:16.4370+00:00 1415232546 -76.0 536.0
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2161 2018-11-09T19:24:17.1840+00:00 1415233288 7.0 453.0
2162 2018-11-09T19:24:17.4370+00:00 1415233539 25.0 444.0
2163 2018-11-09T19:24:17.6880+00:00 1415233789 57.0 500.0
2164 2018-11-09T19:24:17.9400+00:00 1415234039 -82.0 513.0
2165 2018-11-09T19:24:18.1920+00:00 1415234290 -100.0 503.0
2166 2018-11-09T19:24:18.4450+00:00 1415234541 -23.0 504.0
2167 2018-11-09T19:24:18.6960+00:00 1415234791 -4.0 539.0
2168 2018-11-09T19:24:18.9490+00:00 1415235042 -10.0 551.0
2169 2018-11-09T19:24:19.1970+00:00 1415235289 -267.0 504.0
2170 2018-11-09T19:24:19.4500+00:00 1415235540 -45.0 495.0
2171 2018-11-09T19:24:19.7020+00:00 1415235791 211.0 388.0
2172 2018-11-09T19:24:19.9550+00:00 1415236042 -153.0 483.0
2173 2018-11-09T19:24:20.2070+00:00 1415236293 -143.0 475.0
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2184 2018-11-09T19:24:22.7180+00:00 1415238789 -35.0 528.0
2185 2018-11-09T19:24:22.9710+00:00 1415239040 22.0 501.0
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2187 2018-11-09T19:24:23.4770+00:00 1415239543 -38.0 496.0
2188 2018-11-09T19:24:23.7280+00:00 1415239793 56.0 543.0
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2190 2018-11-09T19:24:24.2340+00:00 1415240296 -35.0 498.0
2191 2018-11-09T19:24:24.4770+00:00 1415240537 13.0 468.0
2192 2018-11-09T19:24:24.7290+00:00 1415240788 -42.0 481.0
2193 2018-11-09T19:24:24.9820+00:00 1415241039 11.0 506.0
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2200 2018-11-09T19:24:26.4960+00:00 1415242544 13.0 515.0
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2202 2018-11-09T19:24:26.9990+00:00 1415243044 -60.0 540.0
2203 2018-11-09T19:24:27.2520+00:00 1415243295 1.0 479.0
2204 2018-11-09T19:24:27.5040+00:00 1415243546 -32.0 508.0
2205 2018-11-09T19:24:27.7560+00:00 1415243796 -63.0 470.0
2206 2018-11-09T19:24:27.9980+00:00 1415244037 35.0 522.0
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2208 2018-11-09T19:24:28.5010+00:00 1415244537 -50.0 502.0
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2210 2018-11-09T19:24:29.0050+00:00 1415245038 -69.0 535.0
2211 2018-11-09T19:24:29.2580+00:00 1415245289 -15.0 487.0
2212 2018-11-09T19:24:29.5100+00:00 1415245540 12.0 557.0
2213 2018-11-09T19:24:29.7630+00:00 1415245791 -82.0 499.0
2214 2018-11-09T19:24:30.0150+00:00 1415246042 -39.0 562.0
2215 2018-11-09T19:24:30.2670+00:00 1415246292 -17.0 422.0
2216 2018-11-09T19:24:30.5190+00:00 1415246543 -62.0 640.0
2217 2018-11-09T19:24:30.7710+00:00 1415246793 -51.0 520.0
2218 2018-11-09T19:24:31.0220+00:00 1415247043 -25.0 579.0
2219 2018-11-09T19:24:31.2700+00:00 1415247289 24.0 438.0
2220 2018-11-09T19:24:31.5210+00:00 1415247539 -43.0 291.0
2221 2018-11-09T19:24:31.7730+00:00 1415247789 -44.0 453.0
2223 2018-11-09T19:24:32.0250+00:00 1415248040 35.0 564.0
2224 2018-11-09T19:24:32.2800+00:00 1415248293 -55.0 557.0
2225 2018-11-09T19:24:32.5320+00:00 1415248543 -61.0 487.0
2226 2018-11-09T19:24:32.7840+00:00 1415248794 62.0 505.0
2227 2018-11-09T19:24:33.0370+00:00 1415249045 -39.0 527.0
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2230 2018-11-09T19:24:33.7830+00:00 1415249787 16.0 456.0
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2232 2018-11-09T19:24:34.2880+00:00 1415250289 -8.0 541.0
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2235 2018-11-09T19:24:35.0460+00:00 1415251042 -27.0 437.0
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22410 2018-11-09T20:37:40.4350+00:00 1419609994 302.0 -45.0
22411 2018-11-09T20:37:40.6870+00:00 1419610245 310.0 -100.0
22412 2018-11-09T20:37:40.9400+00:00 1419610496 254.0 -92.0
22413 2018-11-09T20:37:41.1910+00:00 1419610746 307.0 -122.0
22414 2018-11-09T20:37:41.4340+00:00 1419610987 304.0 -48.0
22415 2018-11-09T20:37:41.6850+00:00 1419611237 263.0 -64.0
22416 2018-11-09T20:37:41.9370+00:00 1419611487 408.0 -36.0
22417 2018-11-09T20:37:42.1880+00:00 1419611737 367.0 3.0
22418 2018-11-09T20:37:42.4400+00:00 1419611987 192.0 -70.0
22419 2018-11-09T20:37:42.6920+00:00 1419612238 435.0 -28.0
22420 2018-11-09T20:37:42.9450+00:00 1419612489 348.0 -55.0
22422 2018-11-09T20:37:43.1960+00:00 1419612739 394.0 84.0
22423 2018-11-09T20:37:43.4500+00:00 1419612991 418.0 160.0
22424 2018-11-09T20:37:43.7010+00:00 1419613241 449.0 135.0
22425 2018-11-09T20:37:43.9530+00:00 1419613491 507.0 71.0
22426 2018-11-09T20:37:44.2040+00:00 1419613741 437.0 59.0
22427 2018-11-09T20:37:44.4570+00:00 1419613992 503.0 118.0
22428 2018-11-09T20:37:44.7090+00:00 1419614243 514.0 59.0
22429 2018-11-09T20:37:44.9620+00:00 1419614494 498.0 64.0
22430 2018-11-09T20:37:45.2140+00:00 1419614745 547.0 101.0
22431 2018-11-09T20:37:45.4660+00:00 1419614995 534.0 11.0
22432 2018-11-09T20:37:45.7180+00:00 1419615246 500.0 17.0
22433 2018-11-09T20:37:45.9610+00:00 1419615487 483.0 11.0
22434 2018-11-09T20:37:46.2120+00:00 1419615737 494.0 7.0
22435 2018-11-09T20:37:46.4660+00:00 1419615989 479.0 -29.0
22436 2018-11-09T20:37:46.7180+00:00 1419616239 471.0 57.0
22437 2018-11-09T20:37:46.9710+00:00 1419616491 478.0 18.0
22438 2018-11-09T20:37:47.2230+00:00 1419616741 482.0 64.0
22439 2018-11-09T20:37:47.4770+00:00 1419616994 480.0 47.0
22440 2018-11-09T20:37:47.7280+00:00 1419617243 496.0 45.0
22441 2018-11-09T20:37:47.9810+00:00 1419617495 520.0 55.0
22442 2018-11-09T20:37:48.2330+00:00 1419617745 491.0 51.0
22444 2018-11-09T20:37:48.4850+00:00 1419617996 916.0 55.0
22445 2018-11-09T20:37:48.7370+00:00 1419618246 494.0 93.0
22446 2018-11-09T20:37:48.9880+00:00 1419618496 506.0 61.0
22447 2018-11-09T20:37:49.2320+00:00 1419618738 502.0 81.0
22448 2018-11-09T20:37:49.4840+00:00 1419618989 502.0 73.0
22449 2018-11-09T20:37:49.7360+00:00 1419619239 502.0 75.0
22450 2018-11-09T20:37:49.9890+00:00 1419619491 503.0 79.0
22451 2018-11-09T20:37:50.2410+00:00 1419619741 502.0 79.0
22452 2018-11-09T20:37:50.4920+00:00 1419619991 501.0 79.0
22453 2018-11-09T20:37:50.7440+00:00 1419620241 502.0 79.0
22454 2018-11-09T20:37:50.9950+00:00 1419620491 502.0 79.0
22455 2018-11-09T20:37:51.2470+00:00 1419620741 501.0 80.0
22456 2018-11-09T20:37:51.4990+00:00 1419620992 500.0 79.0
22457 2018-11-09T20:37:51.7520+00:00 1419621243 501.0 79.0
22458 2018-11-09T20:37:52.0050+00:00 1419621495 502.0 80.0
22459 2018-11-09T20:37:52.2570+00:00 1419621745 501.0 81.0
22460 2018-11-09T20:37:52.5080+00:00 1419621995 502.0 79.0
22461 2018-11-09T20:37:52.7600+00:00 1419622245 501.0 79.0
22462 2018-11-09T20:37:53.0110+00:00 1419622495 503.0 79.0
22463 2018-11-09T20:37:53.2640+00:00 1419622746 502.0 80.0
22465 2018-11-09T20:37:53.5070+00:00 1419622988 501.0 79.0
22466 2018-11-09T20:37:53.7590+00:00 1419623238 497.0 77.0
22467 2018-11-09T20:37:54.0110+00:00 1419623489 502.0 80.0
22468 2018-11-09T20:37:54.2680+00:00 1419623744 502.0 80.0
22469 2018-11-09T20:37:54.5210+00:00 1419623995 502.0 80.0
22470 2018-11-09T20:37:54.7740+00:00 1419624247 502.0 80.0
22471 2018-11-09T20:37:55.0160+00:00 1419624487 501.0 80.0
22472 2018-11-09T20:37:55.2670+00:00 1419624737 501.0 79.0
22473 2018-11-09T20:37:55.5190+00:00 1419624987 501.0 79.0
22474 2018-11-09T20:37:55.7700+00:00 1419625237 502.0 79.0
22475 2018-11-09T20:37:56.0230+00:00 1419625488 502.0 80.0
22476 2018-11-09T20:37:56.2740+00:00 1419625738 502.0 80.0
22477 2018-11-09T20:37:56.5270+00:00 1419625989 501.0 80.0
22478 2018-11-09T20:37:56.7790+00:00 1419626240 502.0 79.0
22479 2018-11-09T20:37:57.0320+00:00 1419626491 502.0 81.0
22480 2018-11-09T20:37:57.2850+00:00 1419626743 502.0 79.0
22481 2018-11-09T20:37:57.5370+00:00 1419626993 502.0 79.0
22482 2018-11-09T20:37:57.7880+00:00 1419627243 501.0 79.0
22483 2018-11-09T20:37:58.0400+00:00 1419627493 501.0 80.0
22484 2018-11-09T20:37:58.2910+00:00 1419627743 500.0 81.0
22485 2018-11-09T20:37:58.5440+00:00 1419627994 501.0 80.0
22486 2018-11-09T20:37:58.7950+00:00 1419628244 502.0 80.0
22488 2018-11-09T20:37:59.0480+00:00 1419628495 502.0 79.0
22489 2018-11-09T20:37:59.3000+00:00 1419628746 502.0 80.0
22490 2018-11-09T20:37:59.5430+00:00 1419628987 501.0 80.0
22491 2018-11-09T20:37:59.7940+00:00 1419629237 500.0 80.0
22492 2018-11-09T20:38:00.0460+00:00 1419629487 502.0 80.0
22493 2018-11-09T20:38:00.3030+00:00 1419629743 501.0 79.0
22494 2018-11-09T20:38:00.5570+00:00 1419629995 501.0 80.0
22495 2018-11-09T20:38:00.8080+00:00 1419630245 501.0 80.0
22496 2018-11-09T20:38:01.0520+00:00 1419630487 501.0 80.0
22497 2018-11-09T20:38:01.3030+00:00 1419630737 502.0 80.0
22498 2018-11-09T20:38:01.5570+00:00 1419630989 501.0 80.0
22499 2018-11-09T20:38:01.8080+00:00 1419631239 502.0 79.0
22500 2018-11-09T20:38:02.0620+00:00 1419631491 500.0 76.0
22501 2018-11-09T20:38:02.3140+00:00 1419631741 501.0 81.0
22502 2018-11-09T20:38:02.5160+00:00 1419631942 501.0 82.0
22503 2018-11-09T20:38:02.7180+00:00 1419632143 508.0 57.0
22504 2018-11-09T20:38:02.9200+00:00 1419632344 502.0 96.0
22505 2018-11-09T20:38:03.1230+00:00 1419632546 517.0 42.0
22506 2018-11-09T20:38:03.3240+00:00 1419632745 503.0 58.0
22507 2018-11-09T20:38:03.5260+00:00 1419632946 498.0 57.0
22508 2018-11-09T20:38:03.7770+00:00 1419633196 491.0 65.0
22510 2018-11-09T20:38:04.0200+00:00 1419633437 489.0 -78.0
22511 2018-11-09T20:38:04.2720+00:00 1419633688 487.0 6.0
22512 2018-11-09T20:38:04.5260+00:00 1419633940 560.0 -53.0
22513 2018-11-09T20:38:04.7770+00:00 1419634190 511.0 -47.0
22514 2018-11-09T20:38:05.0300+00:00 1419634441 493.0 80.0
22515 2018-11-09T20:38:05.2810+00:00 1419634691 510.0 30.0
22516 2018-11-09T20:38:05.5330+00:00 1419634941 465.0 20.0
22517 2018-11-09T20:38:05.7840+00:00 1419635191 541.0 98.0
22518 2018-11-09T20:38:06.0360+00:00 1419635441 473.0 47.0
22519 2018-11-09T20:38:06.2880+00:00 1419635692 532.0 35.0
22520 2018-11-09T20:38:06.5420+00:00 1419635944 510.0 43.0
22521 2018-11-09T20:38:06.7950+00:00 1419636195 552.0 -38.0
22522 2018-11-09T20:38:07.0470+00:00 1419636446 487.0 35.0
22523 2018-11-09T20:38:07.2990+00:00 1419636696 506.0 20.0
22524 2018-11-09T20:38:07.5410+00:00 1419636937 502.0 -10.0
22525 2018-11-09T20:38:07.7930+00:00 1419637187 443.0 -13.0
22526 2018-11-09T20:38:08.0440+00:00 1419637437 509.0 -29.0
22527 2018-11-09T20:38:08.2980+00:00 1419637689 502.0 27.0
22528 2018-11-09T20:38:08.5490+00:00 1419637939 501.0 -23.0
22529 2018-11-09T20:38:08.8010+00:00 1419638189 499.0 -5.0
22530 2018-11-09T20:38:09.0540+00:00 1419638441 501.0 -10.0
22531 2018-11-09T20:38:09.3060+00:00 1419638691 501.0 -8.0
22533 2018-11-09T20:38:09.5580+00:00 1419638942 500.0 -9.0
22534 2018-11-09T20:38:09.8110+00:00 1419639193 501.0 -8.0
22535 2018-11-09T20:38:10.0620+00:00 1419639443 500.0 -8.0
22536 2018-11-09T20:38:10.3140+00:00 1419639693 500.0 -9.0
22537 2018-11-09T20:38:10.5650+00:00 1419639943 500.0 -8.0
22538 2018-11-09T20:38:10.8170+00:00 1419640193 501.0 -20.0
22539 2018-11-09T20:38:11.0690+00:00 1419640444 497.0 2.0
22540 2018-11-09T20:38:11.3220+00:00 1419640695 500.0 -7.0
22541 2018-11-09T20:38:11.5730+00:00 1419640945 503.0 -19.0
22542 2018-11-09T20:38:11.8260+00:00 1419641196 497.0 17.0
22543 2018-11-09T20:38:12.0680+00:00 1419641437 502.0 -13.0
22544 2018-11-09T20:38:12.3210+00:00 1419641688 498.0 13.0
22545 2018-11-09T20:38:12.5780+00:00 1419641944 502.0 -23.0
22546 2018-11-09T20:38:12.8310+00:00 1419642195 502.0 -11.0
22547 2018-11-09T20:38:13.0830+00:00 1419642446 501.0 -9.0
22548 2018-11-09T20:38:13.3260+00:00 1419642687 501.0 -12.0
22549 2018-11-09T20:38:13.5770+00:00 1419642937 502.0 -13.0
22550 2018-11-09T20:38:13.8290+00:00 1419643187 502.0 -11.0
22551 2018-11-09T20:38:14.0810+00:00 1419643438 501.0 -11.0
22552 2018-11-09T20:38:14.3340+00:00 1419643689 501.0 -11.0
22554 2018-11-09T20:38:14.5870+00:00 1419643940 502.0 -11.0
22555 2018-11-09T20:38:14.8390+00:00 1419644191 501.0 -13.0
22556 2018-11-09T20:38:15.0930+00:00 1419644443 501.0 -11.0
IMU A3 IMU G1 IMU G2 IMU G3 IMU M1 IMU M2 IMU M3
ride_id
15692 1 110.0 75.0 -124.0 -86.0 -309.0 209.0 39.0
2 62.0 34.0 -36.0 -92.0 -320.0 194.0 38.0
3 80.0 69.0 -63.0 -42.0 -329.0 189.0 49.0
4 -104.0 192.0 -92.0 -37.0 -330.0 180.0 64.0
5 -32.0 -421.0 -233.0 -229.0 -325.0 161.0 97.0
6 -102.0 -355.0 -376.0 -397.0 -337.0 117.0 151.0
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9 -447.0 78.0 -643.0 -153.0 -159.0 -21.0 321.0
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11 -255.0 160.0 -243.0 349.0 -62.0 -24.0 326.0
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67 61.0 -118.0 -15.0 174.0 -9.0 -155.0 201.0
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108 98.0 36.0 241.0 79.0 36.0 -148.0 152.0
109 82.0 18.0 234.0 47.0 15.0 -153.0 167.0
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111 101.0 3.0 149.0 34.0 -15.0 -163.0 183.0
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1350 103.0 28.0 31.0 39.0 -71.0 -175.0 165.0
1351 135.0 32.0 -11.0 3.0 -71.0 -171.0 165.0
1352 163.0 19.0 14.0 3.0 -73.0 -175.0 167.0
1353 136.0 52.0 46.0 47.0 -76.0 -174.0 168.0
1354 107.0 86.0 36.0 21.0 -77.0 -169.0 183.0
1355 83.0 52.0 21.0 -28.0 -81.0 -167.0 189.0
1356 60.0 102.0 32.0 -12.0 -83.0 -161.0 205.0
1357 -8.0 201.0 -3.0 9.0 -76.0 -152.0 220.0
1359
Created by: Howard Wang, 05/08/19