In [1]:
import emission.storage.decorations.location_queries as lq

In [2]:
reload(lq)


Out[2]:
<module 'emission.storage.decorations.location_queries' from '/Users/shankari/e-mission/e-mission-server/emission/storage/decorations/location_queries.pyc'>

In [3]:
import logging
logging.getLogger().setLevel(logging.DEBUG)

In [4]:
import emission.analysis.classification.cleaning.location_smoothing as ls

In [5]:
%matplotlib inline

In [6]:
lq.get_uuid_list()


Out[6]:
[UUID('0763de67-f61e-3f5d-90e7-518e69793954'),
 UUID('f955cff1-8fb8-3b42-8776-6d8874e5b90a'),
 UUID('b0d937d0-70ef-305e-9563-440369012b39')]

In [7]:
import datetime as pydt

In [8]:
import pytz

In [9]:
get_jan_dt = lambda date: pydt.datetime(2015,1,date,tzinfo=pytz.timezone("America/Los_Angeles"))

In [10]:
get_jul_dt = lambda date: pydt.datetime(2015,7,date,tzinfo=pytz.timezone("America/Los_Angeles"))

In [11]:
get_aug_dt = lambda date: pydt.datetime(2015,8,date,tzinfo=pytz.timezone("America/Los_Angeles"))

In [12]:
import emission.analysis.plotting.leaflet_osm.our_plotter as lo

In [13]:
reload(lo)


Out[13]:
<module 'emission.analysis.plotting.leaflet_osm.our_plotter' from '/Users/shankari/e-mission/e-mission-server/emission/analysis/plotting/leaflet_osm/our_plotter.pyc'>

In [14]:
import emission.core.get_database as edb

In [15]:
from attrdict import AttrDict

In [16]:
import pandas as pd

In [17]:
import emission.analysis.plotting.leaflet_osm.ipython_helper as ipy

In the previous data collection, it looks like the last entries before a trip end detection all had high accuracies. This means that simply filtering by accuracy is not good enough. Let us take a look at the newer data to see if we still see that behavior.


In [18]:
import emission.core.get_database as edb
from uuid import UUID
import attrdict as ad
import datetime as pydt
import emission.analysis.point_features as pf

In [19]:
myUUID = UUID('0763de67-f61e-3f5d-90e7-518e69793954')

In [20]:
tomUUID = UUID('b0d937d0-70ef-305e-9563-440369012b39')

In [21]:
reload(lq)


Out[21]:
<module 'emission.storage.decorations.location_queries' from '/Users/shankari/e-mission/e-mission-server/emission/storage/decorations/location_queries.pyc'>

Our algorithm:

  1. Remove all low accuracy points
  2. Remove all points that are identical to the previous one (distance == 0 meters)
  3. Get all points in the past 5 mins, and the last 10 points
  4. Pick the set with the oldest point
  5. See if all points in the set are within 100m of the last point
  6. If so, end trip, otherwise continue trip

In [22]:
import emission.analysis.classification.segmentation.trip_segmentation as ts

In [40]:
reload(ts)


Out[40]:
<module 'emission.analysis.classification.segmentation.trip_segmentation' from '/Users/shankari/e-mission/e-mission-server/emission/analysis/classification/segmentation/trip_segmentation.py'>

In [24]:
import emission.analysis.classification.segmentation.section_segmentation as ss

In [25]:
reload(ss)


Out[25]:
<module 'emission.analysis.classification.segmentation.section_segmentation' from '/Users/shankari/e-mission/e-mission-server/emission/analysis/classification/segmentation/section_segmentation.pyc'>

In [26]:
import emission.analysis.classification.cleaning.speed_outlier_detection as cso
import emission.analysis.classification.cleaning.jump_smoothing as cjs

In [27]:
reload(cjs)


Out[27]:
<module 'emission.analysis.classification.cleaning.jump_smoothing' from '/Users/shankari/e-mission/e-mission-server/emission/analysis/classification/cleaning/jump_smoothing.pyc'>

In [28]:
my_points_time_df_aug_24 = lq.get_plottable_df(myUUID, "time", get_aug_dt(24), get_aug_dt(25))


final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440403200000.0}}, {'data.mTime': {'$lt': 1440489600000.0}}], 'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'metadata.filter': 'time'} 

In [50]:
my_points_time_df_aug_24.iloc[42].name


Out[50]:
42

In [55]:
reload(ts)


Out[55]:
<module 'emission.analysis.classification.segmentation.trip_segmentation' from '/Users/shankari/e-mission/e-mission-server/emission/analysis/classification/segmentation/trip_segmentation.py'>

In [56]:
my_segment_points_aug_24 = ts.segment_into_trips(my_points_time_df_aug_24)


DEBUG:root:filtering points Int64Index([30, 31, 86], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (103, 29) to (100, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
------------------------------2015-08-24 15:58:19------------------------------
Appending currPoint because the current start point is None
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 11.493785929870793, 'formatted_time': Timestamp('2015-08-24 15:58:19'), u'mHasAccuracy': True, u'mHasAltitude': True, u'write_ts': 1440457100492, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 10.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.3930953, u'mAltitude': -6.20001220703125, u'mExtras': {u'mAllowFds': True, u'mFdsKnown': True, u'mHasFds': False, u'mParcelledData': {u'mNativePtr': 1468722744, u'mOwnsNativeParcelObject': True}}, u'mSpeed': 11.259, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': True, 'distance': 115.35163559218327, u'read_ts': 0, u'mElapsedRealtimeNanos': 352630294003013, u'mResults': [0, 0], 'idx': 0, u'mBearing': 17, u'mLongitude': -122.0849125, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440457099385, u'mHasBearing': True}) with idx 0
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:24------------------------------
last5MinsDistances = [ 53.30377258] with length 1
last10PointsDistances = [ 53.30377258   0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:30------------------------------
last5MinsDistances = [ 139.54759995   87.55134746] with length 2
last10PointsDistances = [ 139.54759995   87.55134746    0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:35------------------------------
last5MinsDistances = [ 211.29283674  158.86596429   71.81015994] with length 3
last10PointsDistances = [ 211.29283674  158.86596429   71.81015994    0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:41------------------------------
last5MinsDistances = [ 272.58657349  219.58494542  133.93766572   63.0542565 ] with length 4
last10PointsDistances = [ 272.58657349  219.58494542  133.93766572   63.0542565     0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:46------------------------------
last5MinsDistances = [ 271.54593291  218.46787372  133.218938     62.8513798     3.69215108] with length 5
last10PointsDistances = [ 271.54593291  218.46787372  133.218938     62.8513798     3.69215108
    0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:51------------------------------
last5MinsDistances = [ 327.52535262  274.37597261  189.32074665  118.49154845   55.48113289
   56.11103568] with length 6
last10PointsDistances = [ 327.52535262  274.37597261  189.32074665  118.49154845   55.48113289
   56.11103568    0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 15:58:56------------------------------
last5MinsDistances = [ 398.97319212  345.83371305  260.53650893  189.26204789  126.60348199
  127.46513849   71.45865461] with length 7
last10PointsDistances = [ 398.97319212  345.83371305  260.53650893  189.26204789  126.60348199
  127.46513849   71.45865461    0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 7
Too few points to make a decision, continuing
------------------------------2015-08-24 15:59:02------------------------------
last5MinsDistances = [ 478.66565261  425.60565906  339.82523473  268.22089826  206.08819771
  207.13809967  151.35879871   80.04180677] with length 8
last10PointsDistances = [ 478.66565261  425.60565906  339.82523473  268.22089826  206.08819771
  207.13809967  151.35879871   80.04180677    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 478.665652615, last10PointsDistance.max() = 478.665652615
------------------------------2015-08-24 15:59:08------------------------------
last5MinsDistances = [ 575.89216031  522.77465008  437.1802496   365.60138435  303.37102755
  304.34836202  248.40475334  176.9468915    97.38375034] with length 9
last10PointsDistances = [ 522.77465008  437.1802496   365.60138435  303.37102755  304.34836202
  248.40475334  176.9468915    97.38375034    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 575.89216031, last10PointsDistance.max() = 522.77465008
------------------------------2015-08-24 15:59:13------------------------------
last5MinsDistances = [ 646.5285311   593.37105831  507.94189667  436.40057147  374.08427095
  375.01386455  319.00375871  247.55767374  168.2027233    70.83442126] with length 10
last10PointsDistances = [ 507.94189667  436.40057147  374.08427095  375.01386455  319.00375871
  247.55767374  168.2027233    70.83442126    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 646.528531104, last10PointsDistance.max() = 507.941896669
------------------------------2015-08-24 15:59:18------------------------------
last5MinsDistances = [ 659.73026294  606.96590784  520.31362368  448.50398669  387.53321858
  388.85612504  333.65528853  262.77901401  182.92675718   90.86940137
   44.788791  ] with length 11
last10PointsDistances = [ 448.50398669  387.53321858  388.85612504  333.65528853  262.77901401
  182.92675718   90.86940137   44.788791      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 11
last5MinsDistances.max() = 659.730262938, last10PointsDistance.max() = 448.503986692
------------------------------2015-08-24 15:59:23------------------------------
last5MinsDistances = [ 606.73394858  554.26827669  467.18896963  395.46603862  335.50148484
  337.04546017  282.73929865  213.11523492  135.02894556   61.46055673
   73.4662366    56.98266504] with length 12
last10PointsDistances = [ 335.50148484  337.04546017  282.73929865  213.11523492  135.02894556
   61.46055673   73.4662366    56.98266504    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 12
last5MinsDistances.max() = 606.73394858, last10PointsDistance.max() = 337.045460172
------------------------------2015-08-24 15:59:28------------------------------
last5MinsDistances = [ 561.84390975  509.30811713  422.31266362  350.5545111   290.41363694
  291.94027991  237.62135646  168.1859332    91.07267321   48.73926423
  100.80026377   99.08148101   45.12607903] with length 13
last10PointsDistances = [ 291.94027991  237.62135646  168.1859332    91.07267321   48.73926423
  100.80026377   99.08148101   45.12607903    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 13
last5MinsDistances.max() = 561.843909748, last10PointsDistance.max() = 291.940279907
------------------------------2015-08-24 15:59:33------------------------------
last5MinsDistances = [ 537.86383062  484.80313049  398.985166    327.34023877  265.28383826
  266.33606877  210.52341724  139.12920676   59.19869353   38.52000632
  109.28375695  124.88850457   82.31505931   45.82377194] with length 14
last10PointsDistances = [ 210.52341724  139.12920676   59.19869353   38.52000632  109.28375695
  124.88850457   82.31505931   45.82377194    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 14
last5MinsDistances.max() = 537.863830621, last10PointsDistance.max() = 210.523417236
------------------------------2015-08-24 15:59:39------------------------------
last5MinsDistances = [ 546.66507462  493.9125445   416.05303341  349.83797545  288.31700517
  287.75349043  235.8503873   177.15725503  134.33581363  124.67550977
  158.6613569   198.88464092  185.75167389  165.51567856  123.38605001] with length 15
last10PointsDistances = [ 177.15725503  134.33581363  124.67550977  158.6613569   198.88464092
  185.75167389  165.51567856  123.38605001    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 15
last5MinsDistances.max() = 546.665074617, last10PointsDistance.max() = 198.884640924
------------------------------2015-08-24 15:59:44------------------------------
last5MinsDistances = [ 575.89351488  525.57371267  457.9677017   400.23516381  344.65844959
  343.07086134  300.07998508  257.7840317   235.19281101  228.95649035
  247.68730452  291.61741205  288.52367366  272.0587665   230.43682381
  107.05081582] with length 16
last10PointsDistances = [ 235.19281101  228.95649035  247.68730452  291.61741205  288.52367366
  272.0587665   230.43682381  107.05081582    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 16
last5MinsDistances.max() = 575.893514878, last10PointsDistance.max() = 291.617412054
------------------------------2015-08-24 15:59:50------------------------------
last5MinsDistances = [ 626.81186095  581.29834385  527.78319481  481.58975416  434.93772001
  432.56492361  400.04360555  372.43779004  363.22386629  361.33162444
  374.27414301  418.92828827  420.2359276   404.76883304  362.8879512
  239.58172857  132.71022331] with length 17
last10PointsDistances = [ 361.33162444  374.27414301  418.92828827  420.2359276   404.76883304
  362.8879512   239.58172857  132.71022331    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 17
last5MinsDistances.max() = 626.811860946, last10PointsDistance.max() = 420.235927604
------------------------------2015-08-24 15:59:55------------------------------
last5MinsDistances = [ 683.87613117  642.69751932  599.54967859  561.41677025  520.90585528
  518.17639795  491.82765234  471.59553868  468.12140649  467.97532985
  478.54417601  523.31720458  526.57404562  511.54230606  469.55762047
  346.30970741  239.48380914  106.77359079] with length 18
last10PointsDistances = [ 478.54417601  523.31720458  526.57404562  511.54230606  469.55762047
  346.30970741  239.48380914  106.77359079    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 18
last5MinsDistances.max() = 683.876131165, last10PointsDistance.max() = 526.574045621
------------------------------2015-08-24 16:00:01------------------------------
last5MinsDistances = [ 763.69305904  727.46791089  694.75286692  664.40565437  629.70271999
  626.71395394  605.72439048  591.45436146  592.42648448  593.82373815
  602.86537342  647.65241462  652.23873937  637.42220947  595.31162934
  472.13400528  365.36716484  232.65958234  125.89153572] with length 19
last10PointsDistances = [ 647.65241462  652.23873937  637.42220947  595.31162934  472.13400528
  365.36716484  232.65958234  125.89153572    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 19
last5MinsDistances.max() = 763.693059041, last10PointsDistance.max() = 652.238739365
------------------------------2015-08-24 16:00:07------------------------------
last5MinsDistances = [ 850.74036913  818.56780426  793.58519542  768.78521394  738.11280644
  734.97801744  717.46041196  706.81353197  710.28895065  712.30608086
  720.1533537   764.91537473  770.53695032  755.99643951  713.86817676
  590.70940141  483.93912946  351.22935466  244.45629938  118.57789069] with length 20
last10PointsDistances = [ 770.53695032  755.99643951  713.86817676  590.70940141  483.93912946
  351.22935466  244.45629938  118.57789069    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 20
last5MinsDistances.max() = 850.740369133, last10PointsDistance.max() = 770.536950316
------------------------------2015-08-24 16:00:12------------------------------
last5MinsDistances = [ 927.01995533  897.5939267   877.52503192  856.15233586  827.91707929
  824.70539895  809.1905327   800.53290757  805.27119642  807.38765502
  814.3345931   859.06136782  865.452803    851.18932316  809.09872063
  685.92898275  579.13067952  446.42124494  339.64897365  213.79567363
   95.2319911 ] with length 21
last10PointsDistances = [ 851.18932316  809.09872063  685.92898275  579.13067952  446.42124494
  339.64897365  213.79567363   95.2319911     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 21
last5MinsDistances.max() = 927.019955334, last10PointsDistance.max() = 851.189323157
------------------------------2015-08-24 16:00:18------------------------------
last5MinsDistances = [ 1022.65136266   996.07723324   980.90328901   962.90560064   937.05547932
   933.77558875   920.17844206   913.40146429   919.3328518    921.56854161
   927.69670488   972.37800141   979.48036865   965.46720848   923.40705977
   800.22981213   693.41105567   560.70490763   453.93680725   328.10024725
   209.54062755   114.30876814] with length 22
last10PointsDistances = [ 923.40705977  800.22981213  693.41105567  560.70490763  453.93680725
  328.10024725  209.54062755  114.30876814    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 22
last5MinsDistances.max() = 1022.65136266, last10PointsDistance.max() = 923.407059774
------------------------------2015-08-24 16:00:23------------------------------
last5MinsDistances = [ 1104.53168308  1079.94375953  1068.05909077  1052.29864072  1028.01226957
  1024.69133664  1012.31997235  1006.71332186  1013.34896129  1015.56992639
  1021.09396243  1065.73511102  1073.35950815  1059.55143279  1017.52840875
   894.3393098    787.50055425   654.79948073   548.03715187   422.21783219
   303.66623088   208.43442526    94.12837475] with length 23
last10PointsDistances = [ 894.3393098   787.50055425  654.79948073  548.03715187  422.21783219
  303.66623088  208.43442526   94.12837475    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 23
last5MinsDistances.max() = 1104.53168308, last10PointsDistance.max() = 894.339309797
------------------------------2015-08-24 16:00:28------------------------------
last5MinsDistances = [ 1184.0825651   1161.18868875  1152.05454114  1138.16410599  1115.18847438
  1111.8350566   1100.48652741  1095.8634241   1103.11480488  1105.39196234
  1110.48317383  1155.09032716  1163.09661084  1149.42488202  1107.4191595
   984.22605636   877.3780422    744.68021546   637.92111043   512.10812664
   393.55720186   298.32529136   184.01782342    89.89113877] with length 24
last10PointsDistances = [ 877.3780422   744.68021546  637.92111043  512.10812664  393.55720186
  298.32529136  184.01782342   89.89113877    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 24
last5MinsDistances.max() = 1184.0825651, last10PointsDistance.max() = 877.378042195
------------------------------2015-08-24 16:00:34------------------------------
last5MinsDistances = [ 1285.47439191  1264.31365843  1257.91382099  1245.84799963  1224.12536828
  1220.74288173  1210.33911428  1206.57606989  1214.28586095  1216.40534676
  1220.89323191  1265.45171526  1273.97450705  1260.53628492  1218.58851149
  1095.37580584   988.50247993   855.81485698   749.06626367   623.27819751
   504.74148766   409.51167488   295.21046026   201.08282838   111.2062568 ] with length 25
last10PointsDistances = [ 855.81485698  749.06626367  623.27819751  504.74148766  409.51167488
  295.21046026  201.08282838  111.2062568     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 25
last5MinsDistances.max() = 1285.47439191, last10PointsDistance.max() = 855.814856975
------------------------------2015-08-24 16:00:39------------------------------
last5MinsDistances = [ 1369.49787881  1349.43491837  1344.70739058  1333.71808418  1312.70193378
  1309.3041721   1299.39696176  1296.02369101  1303.82553821  1305.56961901
  1309.45236854  1353.9609825   1362.98604837  1349.82230627  1307.96460682
  1184.7216263   1077.81434149   945.14591302   838.41688354   712.67217897
   594.16556095   498.94595607   384.66640521   290.55298101   200.71687336
    89.55053653] with length 26
last10PointsDistances = [ 838.41688354  712.67217897  594.16556095  498.94595607  384.66640521
  290.55298101  200.71687336   89.55053653    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 1369.49787881, last10PointsDistance.max() = 838.41688354
------------------------------2015-08-24 16:00:44------------------------------
last5MinsDistances = [ 1443.79623909  1424.70985607  1421.48454978  1411.49482723  1391.16437245
  1387.75180491  1378.35601741  1375.44697048  1383.49915386  1385.16736094
  1388.73376134  1433.21143771  1442.51047875  1429.46983142  1387.64221089
  1264.39084477  1157.47329005  1024.81234989   918.09017531   792.35730352
   673.85679241   578.63896527   464.36119983   370.24744627   280.40388417
   169.21363317    79.69486382] with length 27
last10PointsDistances = [ 792.35730352  673.85679241  578.63896527  464.36119983  370.24744627
  280.40388417  169.21363317   79.69486382    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 27
last5MinsDistances.max() = 1443.79623909, last10PointsDistance.max() = 792.357303522
------------------------------2015-08-24 16:01:24------------------------------
last5MinsDistances = [ 1789.99670917  1775.37045779  1779.07152568  1773.9408056   1757.16734591
  1753.68237086  1747.12843094  1747.19173584  1757.61961488  1760.86092559
  1764.65366401  1809.11747395  1818.35448824  1804.95667063  1762.88980812
  1639.73572456  1532.90766335  1400.20633561  1293.44181015  1167.60266851
  1049.03089984   953.80705893   839.50683239   745.40721301   655.53201117
   544.45707003   455.37396954   375.93620937] with length 28
last10PointsDistances = [ 1049.03089984   953.80705893   839.50683239   745.40721301   655.53201117
   544.45707003   455.37396954   375.93620937     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 28
last5MinsDistances.max() = 1818.35448824, last10PointsDistance.max() = 1049.03089984
------------------------------2015-08-24 16:02:54------------------------------
last5MinsDistances = [ 2858.77728203  2836.94482954  2826.73407333  2809.12585281  2781.11175903
  2777.93518088  2760.1991731   2744.76190389  2736.46008625  2715.24412879
  2700.00418224  2741.31753563  2765.12642873  2763.1853461   2727.05421579
  2606.13109734  2501.43958144  2374.67680682  2273.19506936  2154.79699889
  2043.21675912  1953.42387688  1846.45673639  1758.70450353  1675.85176875
  1573.31472441  1490.20405804  1418.20259784  1113.50356664] with length 29
last10PointsDistances = [ 1953.42387688  1846.45673639  1758.70450353  1675.85176875  1573.31472441
  1490.20405804  1418.20259784  1113.50356664     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 29
last5MinsDistances.max() = 2858.77728203, last10PointsDistance.max() = 1953.42387688
------------------------------2015-08-24 16:03:24------------------------------
last5MinsDistances = [ 3025.98113338  2999.47437818  2964.21962667  2961.32369632  2936.56125068
  2911.68922077  2892.35012937  2857.8179264   2832.7033      2871.06407747
  2902.04882087  2906.5219156   2874.75861844  2758.68437957  2658.55762601
  2539.50404071  2444.75976975  2335.25514418  2232.41735586  2149.85538609
  2052.34190563  1972.86556671  1898.65875617  1807.22779029  1733.15838162
  1670.41152329  1423.94721432   426.56484781] with length 28
last10PointsDistances = [ 2052.34190563  1972.86556671  1898.65875617  1807.22779029  1733.15838162
  1670.41152329  1423.94721432   426.56484781     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 28
last5MinsDistances.max() = 3025.98113338, last10PointsDistance.max() = 2052.34190563
------------------------------2015-08-24 16:03:54------------------------------
last5MinsDistances = [ 2885.71660469  2867.34213992  2833.97564489  2809.73326485  2848.39661612
  2878.75516186  2882.6517404   2850.46888393  2733.86012685  2633.23483117
  2513.38377349  2417.95143371  2307.55629785  2203.85077274  2120.57607315
  2022.14807429  1941.88389333  1866.87277229  1774.42522665  1699.53860716
  1635.98787523  1385.0723306    383.27807133    43.97191793] with length 24
last10PointsDistances = [ 1941.88389333  1866.87277229  1774.42522665  1699.53860716  1635.98787523
  1385.0723306    383.27807133    43.97191793     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 24
last5MinsDistances.max() = 2885.71660469, last10PointsDistance.max() = 1941.88389333
------------------------------2015-08-24 16:04:24------------------------------
last5MinsDistances = [ 2875.35652636  2843.03104964  2726.24337454  2625.45087462  2505.33044022
  2409.66504996  2298.96721462  2194.96596468  2111.44779886  2012.70623677
  1932.17094946  1856.881864    1764.08158328  1688.91029591  1625.07774586
  1372.56728174   368.89335075    58.51019465    14.54698907] with length 19
last10PointsDistances = [ 1856.881864    1764.08158328  1688.91029591  1625.07774586  1372.56728174
   368.89335075    58.51019465    14.54698907     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 19
last5MinsDistances.max() = 2875.35652636, last10PointsDistance.max() = 1856.881864
------------------------------2015-08-24 16:04:54------------------------------
last5MinsDistances = [ 2420.11412135  2309.18795639  2204.95297886  2121.23405863  2022.22203265
  1941.44145755  1865.88896804  1772.73585561  1697.26339234  1633.11632598
  1378.41657284   365.67121753    61.06024518    20.99237511    13.7148564 ] with length 15
last10PointsDistances = [ 1772.73585561  1697.26339234  1633.11632598  1378.41657284   365.67121753
    61.06024518    20.99237511    13.7148564      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 15
last5MinsDistances.max() = 2420.11412135, last10PointsDistance.max() = 1772.73585561
------------------------------2015-08-24 16:05:24------------------------------
last5MinsDistances = [ 1866.1099853   1772.96848787  1697.50549126  1633.36790845  1378.72449739
   366.08537072    60.64505203    20.63307318    13.60182408     0.41520816] with length 10
last10PointsDistances = [ 1697.50549126  1633.36790845  1378.72449739   366.08537072    60.64505203
    20.63307318    13.60182408     0.41520816     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 1866.1099853, last10PointsDistance.max() = 1697.50549126
------------------------------2015-08-24 16:05:54------------------------------
last5MinsDistances = [ 1600.78073589   512.74957418   245.90040504   260.90240239   266.75553658
   255.10479477   254.99056899] with length 7
last10PointsDistances = [ 1873.12256221  1600.78073589   512.74957418   245.90040504   260.90240239
   266.75553658   255.10479477   254.99056899     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 1600.78073589, last10PointsDistance.max() = 1873.12256221
------------------------------2015-08-24 16:06:36------------------------------
last5MinsDistances = [ 514.40778282  292.90628094  302.82316083  306.87036648  294.32949998
  294.27357559   55.55174616] with length 7
last10PointsDistances = [ 1614.77273899   514.40778282   292.90628094   302.82316083   306.87036648
   294.32949998   294.27357559    55.55174616     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 514.407782824, last10PointsDistance.max() = 1614.77273899
------------------------------2015-08-24 16:07:24------------------------------
last5MinsDistances = [ 434.24262427  331.28419236  325.14673391  323.82526849  310.11880265
  310.22362047  158.29826674  118.24736297] with length 8
last10PointsDistances = [ 434.24262427  331.28419236  325.14673391  323.82526849  310.11880265
  310.22362047  158.29826674  118.24736297    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 434.242624265, last10PointsDistance.max() = 434.242624265
------------------------------2015-08-24 16:07:54------------------------------
last5MinsDistances = [ 449.92961235  438.84530443  435.52342658  421.89619072  422.06004847
  276.29107766  227.46984636  124.33237804] with length 8
last10PointsDistances = [ 449.92961235  438.84530443  435.52342658  421.89619072  422.06004847
  276.29107766  227.46984636  124.33237804    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 449.929612352, last10PointsDistance.max() = 449.929612352
------------------------------2015-08-24 16:08:24------------------------------
last5MinsDistances = [ 434.28966539  431.04266422  417.40705905  417.56877518  271.27438808
  222.56011222  119.28752399    5.06953063] with length 8
last10PointsDistances = [ 434.28966539  431.04266422  417.40705905  417.56877518  271.27438808
  222.56011222  119.28752399    5.06953063    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 434.289665387, last10PointsDistance.max() = 434.289665387
------------------------------2015-08-24 16:08:54------------------------------
last5MinsDistances = [ 439.16722668  425.55640236  425.72417688  281.80611495  233.10319034
  129.37389536    5.69449273   10.5528956 ] with length 8
last10PointsDistances = [ 439.16722668  425.55640236  425.72417688  281.80611495  233.10319034
  129.37389536    5.69449273   10.5528956     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 439.167226684, last10PointsDistance.max() = 439.167226684
------------------------------2015-08-24 16:09:24------------------------------
last5MinsDistances = [ 426.0873648   426.25684997  283.35202958  234.77169866  130.60780947
    7.54781024   12.22668733    1.99251101] with length 8
last10PointsDistances = [ 426.0873648   426.25684997  283.35202958  234.77169866  130.60780947
    7.54781024   12.22668733    1.99251101    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 426.256849965, last10PointsDistance.max() = 426.256849965
------------------------------2015-08-24 16:09:54------------------------------
last5MinsDistances = [ 425.01509313  282.20860413  233.69061067  129.37619758    6.72248353
   11.19943675    1.83278591    1.26238386] with length 8
last10PointsDistances = [ 425.01509313  282.20860413  233.69061067  129.37619758    6.72248353
   11.19943675    1.83278591    1.26238386    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 425.015093126, last10PointsDistance.max() = 425.015093126
------------------------------2015-08-24 16:10:24------------------------------
last5MinsDistances = [ 282.40646134  233.89101094  129.56203821    6.91371466   11.4001371
    1.91955569    1.10399991    0.20086199] with length 8
last10PointsDistances = [ 282.40646134  233.89101094  129.56203821    6.91371466   11.4001371
    1.91955569    1.10399991    0.20086199    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 282.40646134, last10PointsDistance.max() = 282.40646134
------------------------------2015-08-24 16:10:54------------------------------
last5MinsDistances = [ 234.11638789  130.02198148    6.88519479   11.56693403    1.40600482
    0.66501236    0.87447603    0.80976776] with length 8
last10PointsDistances = [ 234.11638789  130.02198148    6.88519479   11.56693403    1.40600482
    0.66501236    0.87447603    0.80976776    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 234.11638789, last10PointsDistance.max() = 234.11638789
------------------------------2015-08-24 16:11:24------------------------------
last5MinsDistances = [ 234.19273231  130.09965319    6.95478512   11.6425324     1.45108133
    0.59334579    0.92810445    0.84986826    0.07813162] with length 9
last10PointsDistances = [ 130.09965319    6.95478512   11.6425324     1.45108133    0.59334579
    0.92810445    0.84986826    0.07813162    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 234.192732306, last10PointsDistance.max() = 130.099653195
------------------------------2015-08-24 16:11:54------------------------------
last5MinsDistances = [ 130.34158675    7.424642     12.04433232    1.98865865    0.31875379
    0.97079187    0.79980196    0.58443374    0.53839159] with length 9
last10PointsDistances = [  7.424642    12.04433232   1.98865865   0.31875379   0.97079187
   0.79980196   0.58443374   0.53839159   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 130.341586754, last10PointsDistance.max() = 12.0443323248
------------------------------2015-08-24 16:12:24------------------------------
last5MinsDistances = [  7.60535312  12.20901242   2.17491923   0.35574753   1.08345806
   0.89726564   0.77220075   0.72387248   0.18834664] with length 9
last10PointsDistances = [ 12.20901242   2.17491923   0.35574753   1.08345806   0.89726564
   0.77220075   0.72387248   0.18834664   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 12.2090124202, last10PointsDistance.max() = 12.2090124202
last5MinPoints.median = 42.0 (Int64Index([38, 39, 40, 41, 42, 43, 44, 45, 46], dtype='int64')), last10Points_df = 43.0 (Int64Index([39, 40, 41, 42, 43, 44, 45, 46, 47], dtype='int64')), sel index = 42
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 16:09:54
key                      background/location
mAccuracy                               37.5
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        353325766000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.41642
mLon1                                      0
mLon2                                      0
mLongitude                         -122.1083
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440457794733
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440457795054
distance                            1.262384
speed                             0.04204302
Name: 42, dtype: object with index 42 
Found trip end at 2015-08-24 16:09:54
------------------------------2015-08-24 16:12:54------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.009068049267514273, 'formatted_time': Timestamp('2015-08-24 16:12:54'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440457975433, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 37.5, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.4164237, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0.0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 0.27207775022249825, u'read_ts': 0, u'mElapsedRealtimeNanos': 353505897000000, u'mResults': [0, 0], 'idx': 48, u'mBearing': 0, u'mLongitude': -122.1082884, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440457974864, u'mHasBearing': False}) with idx 48
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 16:49:42------------------------------
last5MinsDistances = [] with length 0
last10PointsDistances = [ 158.791131    0.      ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 16:50:15------------------------------
last5MinsDistances = [ 88.83340551] with length 1
last10PointsDistances = [ 238.87949608   88.83340551    0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 16:50:45------------------------------
last5MinsDistances = [ 103.90542289   67.32939093] with length 2
last10PointsDistances = [ 262.07507832  103.90542289   67.32939093    0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 16:51:15------------------------------
last5MinsDistances = [ 283.02982441  268.54253178  202.07334674] with length 3
last10PointsDistances = [ 417.69083853  283.02982441  268.54253178  202.07334674    0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 16:51:45------------------------------
last5MinsDistances = [ 284.45165411  271.38765084  204.73890501    4.98165797] with length 4
last10PointsDistances = [ 417.89809447  284.45165411  271.38765084  204.73890501    4.98165797
    0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 16:52:15------------------------------
last5MinsDistances = [ 296.74841371  286.82626625  219.8957533    21.88276157   17.32486066] with length 5
last10PointsDistances = [ 426.737272    296.74841371  286.82626625  219.8957533    21.88276157
   17.32486066    0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 16:52:45------------------------------
last5MinsDistances = [ 285.78641523  270.61217676  204.26046682    3.26935397    6.69418816
   21.87530067] with length 6
last10PointsDistances = [ 420.78991997  285.78641523  270.61217676  204.26046682    3.26935397
    6.69418816   21.87530067    0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 16:53:08------------------------------
last5MinsDistances = [ 282.11025582  270.11723775  203.33022505    7.84046054    3.83665883
   17.20978566   10.26010837] with length 7
last10PointsDistances = [ 414.87092703  282.11025582  270.11723775  203.33022505    7.84046054
    3.83665883   17.20978566   10.26010837    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 282.110255817, last10PointsDistance.max() = 414.870927027
------------------------------2015-08-24 16:53:14------------------------------
last5MinsDistances = [ 322.12040304  309.11147616  242.65148262   40.58331424   38.11875049
   26.32603614   38.53384385   40.09334271] with length 8
last10PointsDistances = [ 322.12040304  309.11147616  242.65148262   40.58331424   38.11875049
   26.32603614   38.53384385   40.09334271    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 322.120403041, last10PointsDistance.max() = 322.120403041
------------------------------2015-08-24 16:53:20------------------------------
last5MinsDistances = [ 399.02291558  388.79495829  322.24946892  120.2524724   117.51483592
  103.00514883  118.21933914  119.04524286   79.69231741] with length 9
last10PointsDistances = [ 388.79495829  322.24946892  120.2524724   117.51483592  103.00514883
  118.21933914  119.04524286   79.69231741    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 399.022915585, last10PointsDistance.max() = 388.79495829
------------------------------2015-08-24 16:53:26------------------------------
last5MinsDistances = [ 473.36188156  464.7648483   398.19029621  196.22231665  193.45221382
  178.64087638  194.18109477  194.91007284  155.65978521   75.97000055] with length 10
last10PointsDistances = [ 398.19029621  196.22231665  193.45221382  178.64087638  194.18109477
  194.91007284  155.65978521   75.97000055    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 473.36188156, last10PointsDistance.max() = 398.19029621
------------------------------2015-08-24 16:53:31------------------------------
last5MinsDistances = [ 532.65251043  525.49411733  458.84775744  256.95982071  254.13271293
  239.1197176   254.94357128  255.52439092  216.41457688  136.72430849
   60.78999079] with length 11
last10PointsDistances = [ 256.95982071  254.13271293  239.1197176   254.94357128  255.52439092
  216.41457688  136.72430849   60.78999079    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 11
last5MinsDistances.max() = 532.652510425, last10PointsDistance.max() = 256.959820711
------------------------------2015-08-24 16:53:37------------------------------
last5MinsDistances = [ 604.22609544  600.02444108  533.15304278  331.68130611  328.68193966
  313.25735717  329.76859667  329.90720742  291.24730413  211.69248999
  136.10413497   75.65750609] with length 12
last10PointsDistances = [ 328.68193966  313.25735717  329.76859667  329.90720742  291.24730413
  211.69248999  136.10413497   75.65750609    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 12
last5MinsDistances.max() = 604.226095437, last10PointsDistance.max() = 329.907207422
------------------------------2015-08-24 16:53:42------------------------------
last5MinsDistances = [ 672.02925306  671.50096143  604.38931185  403.8261175   400.6195674
  384.76496962  402.05188679  401.64170745  363.63682653  284.51150388
  209.64770061  149.85904304   74.60279813] with length 13
last10PointsDistances = [ 384.76496962  402.05188679  401.64170745  363.63682653  284.51150388
  209.64770061  149.85904304   74.60279813    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 13
last5MinsDistances.max() = 672.02925306, last10PointsDistance.max() = 402.051886794
------------------------------2015-08-24 16:53:48------------------------------
last5MinsDistances = [ 765.09829604  768.52602153  701.25594813  501.98144174  498.593756
  482.39632151  500.33775756  499.42803232  462.10877878  383.55330385
  309.4138202   250.11756851  175.05334732  100.45145135] with length 14
last10PointsDistances = [ 500.33775756  499.42803232  462.10877878  383.55330385  309.4138202
  250.11756851  175.05334732  100.45145135    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 14
last5MinsDistances.max() = 768.526021528, last10PointsDistance.max() = 500.337757565
------------------------------2015-08-24 16:53:53------------------------------
last5MinsDistances = [ 847.56365494  853.1228304   785.81089147  587.24326224  583.7850391
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  395.2524072   335.9883969   260.82896686  186.23925201   85.87728713] with length 15
last10PointsDistances = [ 584.54195063  547.51647944  469.19443821  395.2524072   335.9883969
  260.82896686  186.23925201   85.87728713    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 15
last5MinsDistances.max() = 853.122830403, last10PointsDistance.max() = 584.54195063
------------------------------2015-08-24 16:53:58------------------------------
last5MinsDistances = [ 936.44588141  942.09671059  874.79135614  675.94029848  672.52558949
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  483.1362495   423.39443089  347.88149808  273.56714001  173.99963331
   89.04244227] with length 16
last10PointsDistances = [ 636.10279984  557.52280793  483.1362495   423.39443089  347.88149808
  273.56714001  173.99963331   89.04244227    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 16
last5MinsDistances.max() = 942.096710589, last10PointsDistance.max() = 636.102799843
------------------------------2015-08-24 16:54:04------------------------------
last5MinsDistances = [ 1033.23416696  1036.89414478   969.66388222   769.69433843   766.43205357
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   575.24585657   514.85337676   439.2169267    365.93383362   268.59561011
   186.01516029    98.4099368 ] with length 17
last10PointsDistances = [ 650.41917608  575.24585657  514.85337676  439.2169267   365.93383362
  268.59561011  186.01516029   98.4099368     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 17
last5MinsDistances.max() = 1036.89414478, last10PointsDistance.max() = 650.419176079
------------------------------2015-08-24 16:54:10------------------------------
last5MinsDistances = [ 1122.93980137  1123.00442523  1056.00650935   854.77864584   851.74939239
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   279.52988361   194.8959372     98.21289361] with length 18
last10PointsDistances = [ 658.9516258   598.18215752  523.1013382   451.83545042  358.2955251
  279.52988361  194.8959372    98.21289361    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 18
last5MinsDistances.max() = 1123.00442523, last10PointsDistance.max() = 658.951625802
------------------------------2015-08-24 16:54:15------------------------------
last5MinsDistances = [ 1196.12134327  1192.73248737  1126.07644488   924.19017317   921.37939956
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   359.06840164   277.19656206   182.26667582    84.5055105 ] with length 19
last10PointsDistances = [ 667.24728119  593.16532027  524.0999379   434.32884273  359.06840164
  277.19656206  182.26667582   84.5055105     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 19
last5MinsDistances.max() = 1196.12134327, last10PointsDistance.max() = 667.247281192
------------------------------2015-08-24 16:54:21------------------------------
last5MinsDistances = [ 1283.09199778  1276.3018792   1210.09999113  1008.02820126  1005.4336814
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last10PointsDistances = [ 678.92139986  612.13366228  525.89553443  453.55100819  373.70472825
  279.76745575  182.11344988   97.61386776    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 20
last5MinsDistances.max() = 1283.09199778, last10PointsDistance.max() = 678.921399858
------------------------------2015-08-24 16:54:26------------------------------
last5MinsDistances = [ 1358.09338647  1348.85859834  1283.05557593  1081.12196729  1078.68269607
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   534.32919895   455.56677856   362.04383793   264.38901458   179.89976996
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last10PointsDistances = [ 688.83621559  604.92661019  534.32919895  455.56677856  362.04383793
  264.38901458  179.89976996   82.29207703    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 21
last5MinsDistances.max() = 1358.09338647, last10PointsDistance.max() = 688.836215586
------------------------------2015-08-24 16:54:32------------------------------
last5MinsDistances = [ 1462.18616238  1451.63414571  1386.08762476  1184.32719361  1181.97327612
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last10PointsDistances = [ 710.48110162  639.75592904  560.26214249  465.66204437  367.55720106
  283.47844806  186.58269301  105.58508697    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 22
last5MinsDistances.max() = 1462.18616238, last10PointsDistance.max() = 710.481101622
------------------------------2015-08-24 16:54:38------------------------------
last5MinsDistances = [ 1558.52565177  1547.93249537  1482.41780754  1280.67537169  1278.32685126
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   733.81379867   652.89351695   557.02178296   458.82931157   375.70322139
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last10PointsDistances = [ 733.81379867  652.89351695  557.02178296  458.82931157  375.70322139
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len(last10PointsDistances) = 9, len(last5MinsDistances) = 23
last5MinsDistances.max() = 1558.52565177, last10PointsDistance.max() = 733.813798674
------------------------------2015-08-24 16:54:44------------------------------
last5MinsDistances = [ 1633.40384804  1567.93509113  1366.22424482  1363.88668114  1349.76183017
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  1111.59281946  1040.26802966   975.38507013   890.79580413   818.19554066
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last10PointsDistances = [ 736.45573098  639.94040504  541.89807029  459.48661457  365.02231598
  286.54923246  181.96696078   85.61785036    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 23
last5MinsDistances.max() = 1633.40384804, last10PointsDistance.max() = 736.455730976
------------------------------2015-08-24 16:54:49------------------------------
last5MinsDistances = [ 1698.26438379  1632.82955739  1431.14277613  1428.81327216  1414.7044845
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last10PointsDistances = [ 703.33864482  605.4502404   523.49608824  429.57093422  351.46259447
  246.93377664  150.59071089   64.97303339    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 24
last5MinsDistances.max() = 1698.26438379, last10PointsDistance.max() = 703.338644824
------------------------------2015-08-24 16:54:54------------------------------
last5MinsDistances = [ 1767.05311491  1701.62593876  1499.94093586  1497.61096094  1483.49873745
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last10PointsDistances = [ 672.49214774  591.05351693  497.73613966  420.07896057  315.70943058
  219.35284432  133.74338532   68.79818024    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 25
last5MinsDistances.max() = 1767.05311491, last10PointsDistance.max() = 672.49214774
------------------------------2015-08-24 16:55:00------------------------------
last5MinsDistances = [ 1857.17534498  1791.82238419  1590.1963834   1587.88634486  1573.81715631
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   510.60528617   406.12169065   309.79132427   224.17500831   159.20269907
    90.5349049 ] with length 26
last10PointsDistances = [ 681.21783393  588.19562953  510.60528617  406.12169065  309.79132427
  224.17500831  159.20269907   90.5349049     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 1857.17534498, last10PointsDistance.max() = 681.217833935
------------------------------2015-08-24 16:55:15------------------------------
last5MinsDistances = [ 1981.24007823  1780.03297977  1777.84273156  1764.04725457  1777.63382201
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last10PointsDistances = [ 782.07722204  703.40276336  598.19109329  502.33159528  417.10360411
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len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 1981.24007823, last10PointsDistance.max() = 782.077222041
------------------------------2015-08-24 16:55:45------------------------------
last5MinsDistances = [ 2221.62881988  2219.40118449  2205.50940983  2219.24750484  2221.23303756
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last10PointsDistances = [ 1143.04201758  1038.39718386   942.14066992   856.55149579   791.5988545
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len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 2221.62881988, last10PointsDistance.max() = 1143.04201758
------------------------------2015-08-24 16:56:15------------------------------
last5MinsDistances = [ 2435.33933571  2421.44247287  2435.18665429  2437.17000869  2397.22061694
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last10PointsDistances = [ 1254.22861832  1157.94421878  1072.34028798  1007.3757558    938.69961427
   848.18467962   657.75796118   215.93915244     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 2437.17000869, last10PointsDistance.max() = 1254.22861832
------------------------------2015-08-24 16:56:45------------------------------
last5MinsDistances = [ 2539.61151724  2554.03146292  2555.60880145  2515.82986466  2436.63033146
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last10PointsDistances = [ 1275.83592125  1190.41709685  1125.63043212  1056.88267767   967.0738184
   783.10323759   348.14019132   155.32288157     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 26
last5MinsDistances.max() = 2555.60880145, last10PointsDistance.max() = 1275.83592125
------------------------------2015-08-24 16:57:45------------------------------
last5MinsDistances = [ 2740.20566211  2702.96207911  2624.14611365  2549.20126346  2488.86592858
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last10PointsDistances = [ 1469.69128639  1414.92367878  1356.35835988  1285.29495413  1167.8110215
   887.65030255   811.92853982   690.89217818     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 25
last5MinsDistances.max() = 2740.20566211, last10PointsDistance.max() = 1469.69128639
------------------------------2015-08-24 16:58:15------------------------------
last5MinsDistances = [ 2792.12666614  2719.88016841  2661.38692421  2586.44927669  2511.84792831
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  1740.42206509  1694.32402278  1644.87782611  1587.6463938   1505.78980702
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last10PointsDistances = [ 1694.32402278  1644.87782611  1587.6463938   1505.78980702  1292.39349524
  1239.79967728  1124.23079038   434.24067697     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 24
last5MinsDistances.max() = 2792.12666614, last10PointsDistance.max() = 1694.32402278
------------------------------2015-08-24 16:58:45------------------------------
last5MinsDistances = [ 2399.75446193  2313.96280405  2227.81438239  2142.40604072  2074.9178076
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  1725.86193162  1679.55085873  1629.88744548  1572.35029435  1489.82613941
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last10PointsDistances = [ 1629.88744548  1572.35029435  1489.82613941  1275.70063837  1223.29027455
  1108.00633849   418.25409451    16.69537383     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 20
last5MinsDistances.max() = 2399.75446193, last10PointsDistance.max() = 1629.88744548
------------------------------2015-08-24 16:59:15------------------------------
last5MinsDistances = [ 2186.70414035  2154.41755958  2094.61858728  2028.97624023  1974.40298438
  1934.64950653  1891.81922007  1844.05810616  1784.32073329  1609.97946867
  1570.3668924   1458.7396076    770.22683329   336.49736867   352.17006066] with length 15
last10PointsDistances = [ 1844.05810616  1784.32073329  1609.97946867  1570.3668924   1458.7396076
   770.22683329   336.49736867   352.17006066     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 15
last5MinsDistances.max() = 2186.70414035, last10PointsDistance.max() = 1844.05810616
------------------------------2015-08-24 16:59:45------------------------------
last5MinsDistances = [ 1987.03350867  1945.19357179  1898.80300754  1842.06600655  1672.39022289
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    63.64875988] with length 11
last10PointsDistances = [ 1842.06600655  1672.39022289  1633.87512161  1522.38797731   833.77798018
   399.8839004    415.63633255    63.64875988     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 11
last5MinsDistances.max() = 1987.03350867, last10PointsDistance.max() = 1842.06600655
------------------------------2015-08-24 17:00:15------------------------------
last5MinsDistances = [ 1893.7220078   1860.43493954  1750.38584208  1062.22723331   628.36332239
   644.1215296    292.00040096   228.48628921] with length 8
last10PointsDistances = [ 1893.7220078   1860.43493954  1750.38584208  1062.22723331   628.36332239
   644.1215296    292.00040096   228.48628921     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1893.7220078, last10PointsDistance.max() = 1893.7220078
------------------------------2015-08-24 17:00:49------------------------------
last5MinsDistances = [ 1843.47020008  1733.14103926  1044.81793798   610.88759245   626.67200182
   274.60569936   211.04313694    17.71884726] with length 8
last10PointsDistances = [ 1843.47020008  1733.14103926  1044.81793798   610.88759245   626.67200182
   274.60569936   211.04313694    17.71884726     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1843.47020008, last10PointsDistance.max() = 1843.47020008
------------------------------2015-08-24 17:01:19------------------------------
last5MinsDistances = [ 1757.02598166  1068.85556009   634.98104219   650.74380219   298.6289614
   235.10767192     6.64112421    24.21182249] with length 8
last10PointsDistances = [ 1757.02598166  1068.85556009   634.98104219   650.74380219   298.6289614
   235.10767192     6.64112421    24.21182249     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1757.02598166, last10PointsDistance.max() = 1757.02598166
------------------------------2015-08-24 17:01:49------------------------------
last5MinsDistances = [ 1053.44194684   619.50111285   635.29047017   283.23333105   219.66534671
     9.55025812     8.63474365    15.7727026 ] with length 8
last10PointsDistances = [ 1053.44194684   619.50111285   635.29047017   283.23333105   219.66534671
     9.55025812     8.63474365    15.7727026      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1053.44194684, last10PointsDistance.max() = 1053.44194684
------------------------------2015-08-24 17:02:11------------------------------
last5MinsDistances = [ 1055.49048244   622.75007906   638.1912561    286.69737651   224.29200377
    34.32407474    38.18784443    36.69269619    37.30602654] with length 9
last10PointsDistances = [ 622.75007906  638.1912561   286.69737651  224.29200377   34.32407474
   38.18784443   36.69269619   37.30602654    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1055.49048244, last10PointsDistance.max() = 638.1912561
------------------------------2015-08-24 17:02:49------------------------------
last5MinsDistances = [ 629.47949908  645.23118764  293.10028506  229.59861808    1.34282153
   18.94947266    5.6548983    10.86693101   33.82526592] with length 9
last10PointsDistances = [ 645.23118764  293.10028506  229.59861808    1.34282153   18.94947266
    5.6548983    10.86693101   33.82526592    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 645.231187639, last10PointsDistance.max() = 645.231187639
------------------------------2015-08-24 17:03:49------------------------------
last5MinsDistances = [ 291.53086051  227.99333419    1.60374432   17.02968643    7.18950755
    8.60357117   35.72986414    2.78945499] with length 8
last10PointsDistances = [ 291.53086051  227.99333419    1.60374432   17.02968643    7.18950755
    8.60357117   35.72986414    2.78945499    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 291.53086051, last10PointsDistance.max() = 291.53086051
------------------------------2015-08-24 17:04:19------------------------------
last5MinsDistances = [ 232.16909703    3.77652537   21.4905994     3.23967758   13.29209161
   34.42745932    2.57171856    4.80319945] with length 8
last10PointsDistances = [ 232.16909703    3.77652537   21.4905994     3.23967758   13.29209161
   34.42745932    2.57171856    4.80319945    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 232.169097028, last10PointsDistance.max() = 232.169097028
------------------------------2015-08-24 17:04:49------------------------------
last5MinsDistances = [  3.71357106  21.41317098   3.4250886   13.24949712  34.21236739
   2.47182101   4.80242909   0.22118589] with length 8
last10PointsDistances = [  3.71357106  21.41317098   3.4250886   13.24949712  34.21236739
   2.47182101   4.80242909   0.22118589   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 34.2123673945, last10PointsDistance.max() = 34.2123673945
last5MinPoints.median = 89.5 (Int64Index([86, 87, 88, 89, 90, 91, 92, 93], dtype='int64')), last10Points_df = 90.0 (Int64Index([86, 87, 88, 89, 90, 91, 92, 93, 94], dtype='int64')), sel index = 89
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 17:01:49
key                      background/location
mAccuracy                               40.5
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        356440623000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.39103
mLon1                                      0
mLon2                                      0
mLongitude                         -122.0862
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440460909591
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440460909999
distance                             15.7727
speed                              0.5255991
Name: 89, dtype: object with index 89 
Found trip end at 2015-08-24 17:01:49
------------------------------2015-08-24 17:05:19------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.08231994571311431, 'formatted_time': Timestamp('2015-08-24 17:05:19'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440461120095, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 36.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.3909718, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0.0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 2.4718210099276834, u'read_ts': 0, u'mElapsedRealtimeNanos': 356650802000000, u'mResults': [0, 0], 'idx': 95, u'mBearing': 0, u'mLongitude': -122.0862607, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440461119769, u'mHasBearing': False}) with idx 95
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing

In [57]:
ipy.inline_map(lo.get_map(my_points_time_df_aug_24))


Out[57]:

In [58]:
ipy.inline_map(lo.get_map(pd.DataFrame(my_segment_points_aug_24)))


Out[58]:

In [59]:
def make_trip(startDict, endDict):
    start = ad.AttrDict(startDict)
    end = ad.AttrDict(endDict)
    print "-" * 20 + str(start.formatted_time) + " -> " + str(end.formatted_time) + "-" * 20
    trip = ad.AttrDict({'user_id': myUUID, 'loc_filter': 'time',
                           'start_ts': start.mTime, 'end_ts': end.mTime,
                           'start_time': start.formatted_time, 'end_time': end.formatted_time})
    return trip

In [60]:
my_trips_list_aug_24 = [make_trip(s1, s2) for s1, s2 in zip(my_segment_points_aug_24, my_segment_points_aug_24[1:])]


--------------------2015-08-24 15:58:19 -> 2015-08-24 16:09:54--------------------
--------------------2015-08-24 16:09:54 -> 2015-08-24 17:01:49--------------------

In [61]:
trip_section_map = []
for trip in my_trips_list_aug_24:
    trip_section_map.append((trip, ss.segment_into_sections(trip)))


At 2015-08-24 15:58:46, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 15:58:57, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 15:59:26, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 15:59:56, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:00:15, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:00:57, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:01:27, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:01:57, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:02:27, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:02:57, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:03:27, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:04:14, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:04:57, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:05:27, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:06:22, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:07:22, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:08:19, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:08:29, found new activity Activities.ON_FOOT compared to current Activities.IN_VEHICLE - creating new section with start_time 2015-08-24 16:08:19
At 2015-08-24 16:09:26, retained existing activity Activities.ON_FOOT because of low confidence
Detected trip end! Ending section at 2015-08-24 16:09:54
At 2015-08-24 16:09:57, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:10:52, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:11:12, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:11:27, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:11:57, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:12:27, retained existing activity Activities.STILL because of no change
At 2015-08-24 16:50:03, found new activity Activities.IN_VEHICLE compared to current Activities.STILL - creating new section with start_time 2015-08-24 16:12:27
At 2015-08-24 16:50:17, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:50:47, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:51:34, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:52:18, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:52:48, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:53:35, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:54:18, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:54:48, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:55:18, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:55:48, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:56:48, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:57:18, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:57:48, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 16:58:35, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 16:59:18, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 17:00:05, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 17:01:10, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 17:01:21, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 17:01:25, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 17:01:29, retained existing activity Activities.IN_VEHICLE because of no change
Detected trip end! Ending section at 2015-08-24 17:01:49

In [62]:
section_map_list_24 = lo.get_map_list_after_segmentation(trip_section_map,
                                                         cso.BoxplotOutlier(ignore_zeros=True),
                                                         cjs.SmoothZigzag())


DEBUG:root:==================== 2015-08-24 15:58:19 -> 2015-08-24 16:09:54 ====================
DEBUG:root:-------------------- 0: 2015-08-24 15:58:19 -> 2015-08-24 16:08:19 --------------------
DEBUG:root:filtering points Int64Index([28, 29], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (41, 28) to (39, 28)
DEBUG:root:quartile values are 0.25     8.918517
0.75    18.617163
Name: speed, dtype: float64
DEBUG:root:iqr 9.69864600043
DEBUG:root:For cluster 0 - 38, distance = 3250.82768034, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 38, 3250.82768034)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'start_time': Timestamp('2015-08-24 15:58:19'), 'end_ts': 1440457699760, 'start_ts': 1440457099385, 'end_time': '2015-08-24 16:08:19', 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (39, 28), formatted_time.head() = 0   2015-08-24 15:58:24
1   2015-08-24 15:58:30
2   2015-08-24 15:58:35
3   2015-08-24 15:58:41
4   2015-08-24 15:58:46
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 16:08:19 -> 2015-08-24 16:09:54 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 28) to (3, 28)
DEBUG:root:quartile values are 0.25    0.137586
0.75    0.279918
Name: speed, dtype: float64
DEBUG:root:iqr 0.142332587848
DEBUG:root:For cluster 0 - 2, distance = 10.5528956014, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 2, 10.5528956014)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'start_time': datetime.datetime(2015, 8, 24, 16, 8, 19), 'end_ts': 1440457794733, 'start_ts': 1440457699760, 'end_time': Timestamp('2015-08-24 16:09:54'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (3, 28), formatted_time.head() = 0   2015-08-24 16:08:24
1   2015-08-24 16:08:54
2   2015-08-24 16:09:24
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:==================== 2015-08-24 16:09:54 -> 2015-08-24 17:01:49 ====================
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440457099385}}, {'data.mTime': {'$lt': 1440457794733}}], 'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'metadata.filter': 'time'} 
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440457794733}}, {'data.mTime': {'$lt': 1440460909591}}], 'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'metadata.filter': 'time'} 
DEBUG:root:-------------------- 0: 2015-08-24 16:09:54 -> 2015-08-24 16:12:27 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (5, 29) to (5, 29)
DEBUG:root:quartile values are 0.25    0.005351
0.75    0.020192
Name: speed, dtype: float64
DEBUG:root:iqr 0.0148407571621
DEBUG:root:For cluster 0 - 4, distance = 0.79980195943, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 4, 0.79980195943)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'start_time': Timestamp('2015-08-24 16:09:54'), 'end_ts': 1440457947471, 'start_ts': 1440457794733, 'end_time': '2015-08-24 16:12:27', 'activity': <Activities.STILL: 3>, 'loc_filter': 'time'}), section_df.shape = (5, 29), formatted_time.head() = 0   2015-08-24 16:10:24
1   2015-08-24 16:10:54
2   2015-08-24 16:11:24
3   2015-08-24 16:11:54
4   2015-08-24 16:12:24
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 16:12:27 -> 2015-08-24 17:01:49 --------------------
DEBUG:root:filtering points Int64Index([39], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (43, 29) to (42, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25     2.619003
0.75    15.414133
Name: speed, dtype: float64
DEBUG:root:iqr 12.7951307213
DEBUG:root:For cluster 0 - 41, distance = 3429.1349887, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 41, 3429.1349887)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('0763de67-f61e-3f5d-90e7-518e69793954'), 'start_time': datetime.datetime(2015, 8, 24, 16, 12, 27), 'end_ts': 1440460909591, 'start_ts': 1440457947471, 'end_time': Timestamp('2015-08-24 17:01:49'), 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (42, 29), formatted_time.head() = 0   2015-08-24 16:12:54
1   2015-08-24 16:49:42
2   2015-08-24 16:49:42
3   2015-08-24 16:50:15
4   2015-08-24 16:50:45
Name: formatted_time, dtype: datetime64[ns]


In [63]:
ipy.inline_maps([[map] for map in section_map_list_24], len(section_map_list_24), 1)


Out[63]:

In [64]:
tom_points_time_df_aug_24 = lq.get_plottable_df(tomUUID, "time", get_aug_dt(24), get_aug_dt(25))


final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440403200000.0}}, {'data.mTime': {'$lt': 1440489600000.0}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 

In [65]:
tom_points_time_df_aug_24[["mLatitude", "mLongitude", "mAccuracy", "formatted_time"]][0:12]


Out[65]:
mLatitude mLongitude mAccuracy formatted_time
0 37.390959 -122.086233 715.144 2015-08-24 08:06:57
1 37.390959 -122.086233 715.144 2015-08-24 08:06:57
2 37.390968 -122.086224 36.000 2015-08-24 08:07:07
3 37.390986 -122.086215 30.000 2015-08-24 08:07:38
4 37.390981 -122.086253 30.000 2015-08-24 08:08:08
5 37.390957 -122.086239 30.000 2015-08-24 08:08:41
6 37.390999 -122.086199 31.500 2015-08-24 08:09:11
7 37.390922 -122.086277 36.000 2015-08-24 08:09:42
8 37.390972 -122.086260 37.500 2015-08-24 08:10:13
9 37.390954 -122.086278 40.500 2015-08-24 08:10:44
10 37.390960 -122.086243 43.500 2015-08-24 08:11:16
11 37.390990 -122.086217 30.000 2015-08-24 08:11:46

In [66]:
tom_segment_points_aug_24 = ts.segment_into_trips(tom_points_time_df_aug_24)


DEBUG:root:filtering points Int64Index([0, 1, 62, 63, 123, 135, 152, 205, 206, 231, 232, 239, 263, 279, 299, 311], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (321, 29) to (305, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
------------------------------2015-08-24 08:07:38------------------------------
Appending currPoint because the current start point is None
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.06856450654200345, 'formatted_time': Timestamp('2015-08-24 08:07:38'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440428858896, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 30.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.390986, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 2.143326474503028, u'read_ts': 0, u'mElapsedRealtimeNanos': 209062660000000, u'mResults': [0, 0], 'idx': 0, u'mBearing': 0, u'mLongitude': -122.0862147, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440428858486, u'mHasBearing': False}) with idx 0
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 08:08:08------------------------------
last5MinsDistances = [ 3.46939129] with length 1
last10PointsDistances = [ 3.46939129  0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 08:08:41------------------------------
last5MinsDistances = [ 3.86033651  2.90245094] with length 2
last10PointsDistances = [ 3.86033651  2.90245094  0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 08:09:11------------------------------
last5MinsDistances = [ 2.05991521  5.26898306  5.90092327] with length 3
last10PointsDistances = [ 2.05991521  5.26898306  5.90092327  0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 08:09:42------------------------------
last5MinsDistances = [  9.03174757   6.89443456   5.18470092  11.08208857] with length 4
last10PointsDistances = [  9.03174757   6.89443456   5.18470092  11.08208857   0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 08:10:13------------------------------
last5MinsDistances = [ 4.35152784  1.19051885  2.47754117  6.28180488  5.74766674] with length 5
last10PointsDistances = [ 4.35152784  1.19051885  2.47754117  6.28180488  5.74766674  0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 08:10:44------------------------------
last5MinsDistances = [ 6.64349263  3.71407542  3.4436374   8.66064473  3.54782221  2.52717437] with length 6
last10PointsDistances = [ 6.64349263  3.71407542  3.4436374   8.66064473  3.54782221  2.52717437
  0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 08:11:16------------------------------
last5MinsDistances = [ 3.85958727  2.47270238  0.49116121  5.91829633  5.18615228  1.98700172
  3.1126947 ] with length 7
last10PointsDistances = [ 3.85958727  2.47270238  0.49116121  5.91829633  5.18615228  1.98700172
  3.1126947   0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 7
Too few points to make a decision, continuing
------------------------------2015-08-24 08:11:46------------------------------
last5MinsDistances = [ 0.51289652  3.37644102  4.15238745  1.92814706  9.28386428  4.35644444
  6.73873543  4.09771578] with length 8
last10PointsDistances = [ 0.51289652  3.37644102  4.15238745  1.92814706  9.28386428  4.35644444
  6.73873543  4.09771578  0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 9.28386428198, last10PointsDistance.max() = 9.28386428198
last5MinPoints.median = 3.5 (Int64Index([0, 1, 2, 3, 4, 5, 6, 7], dtype='int64')), last10Points_df = 4.0 (Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8], dtype='int64')), sel index = 3
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 08:09:11
key                      background/location
mAccuracy                               31.5
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        209155328000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                             37.391
mLon1                                      0
mLon2                                      0
mLongitude                         -122.0862
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440428951154
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440428951618
distance                            5.900923
speed                              0.1958878
Name: 3, dtype: object with index 3 
Found trip end at 2015-08-24 08:09:11
------------------------------2015-08-24 08:12:19------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.08091823946466255, 'formatted_time': Timestamp('2015-08-24 08:12:19'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440429139494, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 30.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.3909838, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 2.6249876882336527, u'read_ts': 0, u'mElapsedRealtimeNanos': 209343465000000, u'mResults': [0, 0], 'idx': 9, u'mBearing': 0, u'mLongitude': -122.0861885, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440429139292, u'mHasBearing': False}) with idx 9
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 08:17:10------------------------------
last5MinsDistances = [ 139.26245513] with length 1
last10PointsDistances = [ 139.26245513    0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 08:17:36------------------------------
last5MinsDistances = [ 92.63608625] with length 1
last10PointsDistances = [ 231.38218778   92.63608625    0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 08:17:51------------------------------
last5MinsDistances = [ 104.01149317   12.42245868] with length 2
last10PointsDistances = [ 243.05676637  104.01149317   12.42245868    0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 08:18:21------------------------------
last5MinsDistances = [ 117.34655917   26.33021129   13.92741269] with length 3
last10PointsDistances = [ 256.53243345  117.34655917   26.33021129   13.92741269    0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 08:18:53------------------------------
last5MinsDistances = [ 311.91608564  220.06427571  208.17041897  194.61512787] with length 4
last10PointsDistances = [ 451.14339134  311.91608564  220.06427571  208.17041897  194.61512787
    0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 08:19:24------------------------------
last5MinsDistances = [ 433.80692371  341.78583738  329.97620808  316.47856478  121.91785421] with length 5
last10PointsDistances = [ 573.00845224  433.80692371  341.78583738  329.97620808  316.47856478
  121.91785421    0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 08:19:57------------------------------
last5MinsDistances = [ 428.80698495  336.6111286   324.88207985  311.46048551  117.19000953
    8.48789133] with length 6
last10PointsDistances = [ 567.93856347  428.80698495  336.6111286   324.88207985  311.46048551
  117.19000953    8.48789133    0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 08:20:28------------------------------
last5MinsDistances = [ 445.4757633   353.40012656  341.61482359  328.1383915   133.62585429
   11.82120449   17.42268801] with length 7
last10PointsDistances = [ 584.66039733  445.4757633   353.40012656  341.61482359  328.1383915
  133.62585429   11.82120449   17.42268801    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 445.475763297, last10PointsDistance.max() = 584.660397328
------------------------------2015-08-24 08:20:58------------------------------
last5MinsDistances = [ 488.59030686  396.26592417  384.61382713  371.25751961  177.21307254
   56.32174153   60.05626709   44.55577882] with length 8
last10PointsDistances = [ 488.59030686  396.26592417  384.61382713  371.25751961  177.21307254
   56.32174153   60.05626709   44.55577882    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 488.590306855, last10PointsDistance.max() = 488.590306855
------------------------------2015-08-24 08:21:30------------------------------
last5MinsDistances = [ 785.81102161  715.06331233  703.21615258  690.33106097  545.69082673
  477.73385826  486.14993795  473.88208177  466.57327441] with length 9
last10PointsDistances = [ 715.06331233  703.21615258  690.33106097  545.69082673  477.73385826
  486.14993795  473.88208177  466.57327441    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 785.81102161, last10PointsDistance.max() = 715.063312329
------------------------------2015-08-24 08:22:01------------------------------
last5MinsDistances = [ 784.03355759  713.60059584  701.77469491  688.92022687  545.16155469
  478.049339    486.45540547  474.29714101  467.38150965    4.25030408] with length 10
last10PointsDistances = [ 701.77469491  688.92022687  545.16155469  478.049339    486.45540547
  474.29714101  467.38150965    4.25030408    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 784.033557591, last10PointsDistance.max() = 701.774694907
------------------------------2015-08-24 08:22:32------------------------------
last5MinsDistances = [ 791.31815628  779.49859473  765.97041465  571.35604097  449.53245582
  454.81455216  437.92826374  395.62916291  460.50459291  464.23451371] with length 10
last10PointsDistances = [ 765.97041465  571.35604097  449.53245582  454.81455216  437.92826374
  395.62916291  460.50459291  464.23451371    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 791.318156278, last10PointsDistance.max() = 765.970414649
------------------------------2015-08-24 08:23:03------------------------------
last5MinsDistances = [ 861.86662194  667.41997699  545.50841784  550.40614093  533.79520507
  490.69526892  535.08484632  539.05212295   99.84349116] with length 9
last10PointsDistances = [ 667.41997699  545.50841784  550.40614093  533.79520507  490.69526892
  535.08484632  539.05212295   99.84349116    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 861.866621936, last10PointsDistance.max() = 667.419976985
------------------------------2015-08-24 08:23:34------------------------------
last5MinsDistances = [ 664.77299088  542.86062089  547.76369117  531.14862253  488.05848715
  533.15447573  537.11645376   97.17903929    2.67858808] with length 9
last10PointsDistances = [ 542.86062089  547.76369117  531.14862253  488.05848715  533.15447573
  537.11645376   97.17903929    2.67858808    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 664.77299088, last10PointsDistance.max() = 547.763691167
------------------------------2015-08-24 08:24:05------------------------------
last5MinsDistances = [ 559.93434235  564.84680868  548.22480564  505.14828216  542.98882968
  546.98928407  113.59107477   14.48185323   17.09527326] with length 9
last10PointsDistances = [ 564.84680868  548.22480564  505.14828216  542.98882968  546.98928407
  113.59107477   14.48185323   17.09527326    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 564.846808678, last10PointsDistance.max() = 564.846808678
------------------------------2015-08-24 08:24:37------------------------------
last5MinsDistances = [ 494.30277566  479.05514568  434.545015    582.89319341  586.50356888
  125.72636713  115.92335017  114.81803222  125.49783237] with length 9
last10PointsDistances = [ 479.05514568  434.545015    582.89319341  586.50356888  125.72636713
  115.92335017  114.81803222  125.49783237    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 586.503568882, last10PointsDistance.max() = 586.503568882
------------------------------2015-08-24 08:25:08------------------------------
last5MinsDistances = [ 498.06779333  455.30440325  707.90966825  711.16891943  271.60289691
  266.17486541  265.56546157  273.10047403  154.3501148 ] with length 9
last10PointsDistances = [ 455.30440325  707.90966825  711.16891943  271.60289691  266.17486541
  265.56546157  273.10047403  154.3501148     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 711.168919434, last10PointsDistance.max() = 711.168919434
------------------------------2015-08-24 08:25:39------------------------------
last5MinsDistances = [ 521.01008342  826.17883008  829.24436137  400.28140867  392.47036715
  392.08008175  398.20253934  283.16473505  129.23486578] with length 9
last10PointsDistances = [ 826.17883008  829.24436137  400.28140867  392.47036715  392.08008175
  398.20253934  283.16473505  129.23486578    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 829.24436137, last10PointsDistance.max() = 829.24436137
------------------------------2015-08-24 08:26:10------------------------------
last5MinsDistances = [ 902.75579405  906.07573866  456.15895375  424.82053322  425.11778939
  426.97373371  331.11098461  195.71241209  109.79804767] with length 9
last10PointsDistances = [ 906.07573866  456.15895375  424.82053322  425.11778939  426.97373371
  331.11098461  195.71241209  109.79804767    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 906.075738655, last10PointsDistance.max() = 906.075738655
------------------------------2015-08-24 08:26:42------------------------------
last5MinsDistances = [ 999.08957814  539.02680005  490.04211555  490.9030571   489.03764386
  413.84827651  299.72229125  227.97105115  118.23535906] with length 9
last10PointsDistances = [ 539.02680005  490.04211555  490.9030571   489.03764386  413.84827651
  299.72229125  227.97105115  118.23535906    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 999.089578135, last10PointsDistance.max() = 539.026800053
------------------------------2015-08-24 08:27:12------------------------------
last5MinsDistances = [ 546.13445645  488.24068294  489.3781263   485.63369593  423.08101105
  324.93544101  270.27004854  161.67602469   54.51508948] with length 9
last10PointsDistances = [ 488.24068294  489.3781263   485.63369593  423.08101105  324.93544101
  270.27004854  161.67602469   54.51508948    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 546.134456449, last10PointsDistance.max() = 489.378126299
------------------------------2015-08-24 08:27:43------------------------------
last5MinsDistances = [ 518.59469518  519.84934223  515.27749717  457.86915266  363.54685241
  308.55762533  199.3922352    85.74708634   39.14013487] with length 9
last10PointsDistances = [ 519.84934223  515.27749717  457.86915266  363.54685241  308.55762533
  199.3922352    85.74708634   39.14013487    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 519.849342226, last10PointsDistance.max() = 519.849342226
------------------------------2015-08-24 08:28:14------------------------------
last5MinsDistances = [ 533.48805321  528.03675441  476.7589269   388.87821682  338.4795869
  229.7144314   116.88615612   68.21096365   31.13920501] with length 9
last10PointsDistances = [ 528.03675441  476.7589269   388.87821682  338.4795869   229.7144314
  116.88615612   68.21096365   31.13920501    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 533.488053208, last10PointsDistance.max() = 528.036754406
------------------------------2015-08-24 08:28:45------------------------------
last5MinsDistances = [ 498.99794546  461.43111582  392.55794981  362.05017414  258.12560128
  159.17787447  104.67702543   82.76165177   61.53267451] with length 9
last10PointsDistances = [ 461.43111582  392.55794981  362.05017414  258.12560128  159.17787447
  104.67702543   82.76165177   61.53267451    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 498.997945462, last10PointsDistance.max() = 461.431115818
------------------------------2015-08-24 08:29:16------------------------------
last5MinsDistances = [ 465.91920624  394.48894203  361.13647347  256.26786481  154.82583396
  100.49197302   76.24965225   53.56515543    8.58451123] with length 9
last10PointsDistances = [ 394.48894203  361.13647347  256.26786481  154.82583396  100.49197302
   76.24965225   53.56515543    8.58451123    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 465.919206241, last10PointsDistance.max() = 394.488942026
------------------------------2015-08-24 08:29:47------------------------------
last5MinsDistances = [ 391.96171325  363.39182892  260.12881895  162.81860895  108.30736609
   87.72295127   67.19161971    5.8222699    14.38719494] with length 9
last10PointsDistances = [ 363.39182892  260.12881895  162.81860895  108.30736609   87.72295127
   67.19161971    5.8222699    14.38719494    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 391.961713248, last10PointsDistance.max() = 363.39182892
------------------------------2015-08-24 08:30:18------------------------------
last5MinsDistances = [ 313.88416602  208.78862725  110.77749578   56.52367004   47.45223688
   47.56380268   49.80270839   47.48543601   52.66474795] with length 9
last10PointsDistances = [ 208.78862725  110.77749578   56.52367004   47.45223688   47.56380268
   49.80270839   47.48543601   52.66474795    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 313.884166021, last10PointsDistance.max() = 208.788627247
------------------------------2015-08-24 08:30:49------------------------------
last5MinsDistances = [ 219.0731563   107.46753366   57.4138793    22.37201194   11.36522891
   62.73300082   55.52936523   68.06750825   39.29322298] with length 9
last10PointsDistances = [ 107.46753366   57.4138793    22.37201194   11.36522891   62.73300082
   55.52936523   68.06750825   39.29322298    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 219.073156303, last10PointsDistance.max() = 107.467533661
------------------------------2015-08-24 08:31:20------------------------------
last5MinsDistances = [ 65.58673218  11.18631466  31.26699759  58.43517983  93.59487764
  89.32538926  97.30463074  45.93398761  47.36229758] with length 9
last10PointsDistances = [ 11.18631466  31.26699759  58.43517983  93.59487764  89.32538926
  97.30463074  45.93398761  47.36229758   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 97.3046307384, last10PointsDistance.max() = 97.3046307384
last5MinPoints.median = 33.0 (Int64Index([29, 30, 31, 32, 33, 34, 35, 36, 37], dtype='int64')), last10Points_df = 34.0 (Int64Index([30, 31, 32, 33, 34, 35, 36, 37, 38], dtype='int64')), sel index = 33
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 08:28:45
key                      background/location
mAccuracy                             93.616
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        210330076000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.40365
mLon1                                      0
mLon2                                      0
mLongitude                          -122.084
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440430125903
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440430126323
distance                            61.53267
speed                               1.965272
Name: 33, dtype: object with index 33 
Found trip end at 2015-08-24 08:28:45
------------------------------2015-08-24 08:31:50------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 4.174127579933798, 'formatted_time': Timestamp('2015-08-24 08:31:50'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440430311111, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 112.973, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.4028433, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 125.29478756687281, u'read_ts': 0, u'mElapsedRealtimeNanos': 210515030000000, u'mResults': [0, 0], 'idx': 39, u'mBearing': 0, u'mLongitude': -122.083262, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440430310857, u'mHasBearing': False}) with idx 39
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 08:33:27------------------------------
last5MinsDistances = [ 423.17845233] with length 1
last10PointsDistances = [ 423.17845233    0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 08:34:04------------------------------
last5MinsDistances = [ 582.72040634  202.3742903 ] with length 2
last10PointsDistances = [ 582.72040634  202.3742903     0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 08:34:35------------------------------
last5MinsDistances = [ 634.00917037  307.8966672   123.59995286] with length 3
last10PointsDistances = [ 634.00917037  307.8966672   123.59995286    0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 08:35:06------------------------------
last5MinsDistances = [ 745.51283952  417.65699141  220.43641421  114.96086709] with length 4
last10PointsDistances = [ 745.51283952  417.65699141  220.43641421  114.96086709    0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 08:35:37------------------------------
last5MinsDistances = [ 919.72428687  665.24657299  481.42476252  360.44390652  268.93657655] with length 5
last10PointsDistances = [ 919.72428687  665.24657299  481.42476252  360.44390652  268.93657655
    0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 08:36:08------------------------------
last5MinsDistances = [ 924.59896421  671.37233785  487.72296275  366.68943757  275.26351525
    6.33579528] with length 6
last10PointsDistances = [ 924.59896421  671.37233785  487.72296275  366.68943757  275.26351525
    6.33579528    0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 08:36:39------------------------------
last5MinsDistances = [ 855.50931214  545.63526429  348.83279936  239.53207528  128.48886593
  159.58385735  165.48299821] with length 7
last10PointsDistances = [ 855.50931214  545.63526429  348.83279936  239.53207528  128.48886593
  159.58385735  165.48299821    0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 7
Too few points to make a decision, continuing
------------------------------2015-08-24 08:37:10------------------------------
last5MinsDistances = [ 691.973585    507.52069926  386.87164542  293.79149141   26.8365478
   21.00202203  180.43633465] with length 7
last10PointsDistances = [ 945.03620084  691.973585    507.52069926  386.87164542  293.79149141
   26.8365478    21.00202203  180.43633465    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 691.973584996, last10PointsDistance.max() = 945.036200837
------------------------------2015-08-24 08:37:44------------------------------
last5MinsDistances = [ 676.46818168  492.38119023  371.53870907  279.34559827   11.26354081
    5.72392765  168.1659004    15.57326359] with length 8
last10PointsDistances = [ 676.46818168  492.38119023  371.53870907  279.34559827   11.26354081
    5.72392765  168.1659004    15.57326359    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 676.468181679, last10PointsDistance.max() = 676.468181679
------------------------------2015-08-24 08:38:14------------------------------
last5MinsDistances = [ 670.12927907  485.79793089  365.0416365   272.6568584     5.77856711
    4.88906313  161.73215942   21.85619671    6.69098574] with length 9
last10PointsDistances = [ 485.79793089  365.0416365   272.6568584     5.77856711    4.88906313
  161.73215942   21.85619671    6.69098574    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 670.129279068, last10PointsDistance.max() = 485.797930888
------------------------------2015-08-24 08:38:46------------------------------
last5MinsDistances = [ 504.9574613   384.17844932  291.57125354   23.88093567   17.88929189
  178.97768527    3.40430843   12.65776349   19.16071875] with length 9
last10PointsDistances = [ 384.17844932  291.57125354   23.88093567   17.88929189  178.97768527
    3.40430843   12.65776349   19.16071875    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 504.9574613, last10PointsDistance.max() = 384.178449319
------------------------------2015-08-24 08:39:18------------------------------
last5MinsDistances = [ 376.04247374  283.9072146    15.64551301    9.63408173  172.47039488
   11.38428773    4.56649808   11.25040697    8.2635387 ] with length 9
last10PointsDistances = [ 283.9072146    15.64551301    9.63408173  172.47039488   11.38428773
    4.56649808   11.25040697    8.2635387     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 376.04247374, last10PointsDistance.max() = 283.907214604
------------------------------2015-08-24 08:39:49------------------------------
last5MinsDistances = [ 297.96980129   63.15740579   60.79333381  174.46658086   48.19427367
   55.85117116   57.69172105   50.82534046   54.70392925] with length 9
last10PointsDistances = [  63.15740579   60.79333381  174.46658086   48.19427367   55.85117116
   57.69172105   50.82534046   54.70392925    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 297.969801285, last10PointsDistance.max() = 174.466580863
------------------------------2015-08-24 08:40:22------------------------------
last5MinsDistances = [  24.42751331   19.62078822  173.98338346    7.26976168   13.92099107
   18.80788022    8.08234387   11.35946196   43.69867288] with length 9
last10PointsDistances = [  19.62078822  173.98338346    7.26976168   13.92099107   18.80788022
    8.08234387   11.35946196   43.69867288    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 173.983383455, last10PointsDistance.max() = 173.983383455
------------------------------2015-08-24 08:40:54------------------------------
last5MinsDistances = [   7.90399295  167.36354384   14.74383555    2.77320361    7.16890642
   12.2287569     5.23859956   53.16879925   11.92454446] with length 9
last10PointsDistances = [ 167.36354384   14.74383555    2.77320361    7.16890642   12.2287569
    5.23859956   53.16879925   11.92454446    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 167.363543844, last10PointsDistance.max() = 167.363543844
------------------------------2015-08-24 08:41:27------------------------------
last5MinsDistances = [ 173.73315992    7.59533966    8.15769546   14.26680205    5.27213954
    4.6633414    50.40936556    6.79666532    7.1510616 ] with length 9
last10PointsDistances = [  7.59533966   8.15769546  14.26680205   5.27213954   4.6633414
  50.40936556   6.79666532   7.1510616    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 173.733159918, last10PointsDistance.max() = 50.4093655611
------------------------------2015-08-24 08:41:58------------------------------
last5MinsDistances = [ 198.04146943  211.9197108   216.28131871  201.44573049  208.76540142
  164.30305584  198.00616754  209.85551589  204.16108158] with length 9
last10PointsDistances = [ 211.9197108   216.28131871  201.44573049  208.76540142  164.30305584
  198.00616754  209.85551589  204.16108158    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 216.281318708, last10PointsDistance.max() = 216.281318708
------------------------------2015-08-24 08:43:30------------------------------
last5MinsDistances = [  11.94863085    4.51280592   53.97835766   12.31024486    0.99862759
    7.04923582  210.30730602] with length 7
last10PointsDistances = [   7.23764546   11.94863085    4.51280592   53.97835766   12.31024486
    0.99862759    7.04923582  210.30730602    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 210.307306024, last10PointsDistance.max() = 210.307306024
------------------------------2015-08-24 08:44:02------------------------------
last5MinsDistances = [   4.80476457   52.79476348   11.29837708    0.68521443    6.4716412
  209.25961727    1.1836015 ] with length 7
last10PointsDistances = [  11.57090561    4.80476457   52.79476348   11.29837708    0.68521443
    6.4716412   209.25961727    1.1836015     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 209.259617265, last10PointsDistance.max() = 209.259617265
------------------------------2015-08-24 08:44:32------------------------------
last5MinsDistances = [ 138.65498618  171.67868844  183.54070102  177.80889758   26.38867055
  183.98379821  182.94146512] with length 7
last10PointsDistances = [ 182.40798429  138.65498618  171.67868844  183.54070102  177.80889758
   26.38867055  183.98379821  182.94146512    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 183.983798215, last10PointsDistance.max() = 183.983798215
------------------------------2015-08-24 08:45:03------------------------------
last5MinsDistances = [ 197.46057423  209.30641691  203.62312525    0.76029417  209.76044276
  208.71137086   25.88308742] with length 7
last10PointsDistances = [ 163.6825374   197.46057423  209.30641691  203.62312525    0.76029417
  209.76044276  208.71137086   25.88308742    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 209.760442757, last10PointsDistance.max() = 209.760442757
------------------------------2015-08-24 08:45:34------------------------------
last5MinsDistances = [   3.66197799   10.68563068  211.96477188    4.23000562    4.28969857
  185.68277532  211.40824842] with length 7
last10PointsDistances = [  14.59169904    3.66197799   10.68563068  211.96477188    4.23000562
    4.28969857  185.68277532  211.40824842    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 211.964771877, last10PointsDistance.max() = 211.964771877
------------------------------2015-08-24 08:46:05------------------------------
last5MinsDistances = [ 204.19338319    0.33379582  210.34512918  209.29831211   26.40646862
    1.03948078  212.00869881] with length 7
last10PointsDistances = [ 209.89474506  204.19338319    0.33379582  210.34512918  209.29831211
   26.40646862    1.03948078  212.00869881    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 212.008698812, last10PointsDistance.max() = 212.008698812
------------------------------2015-08-24 08:46:37------------------------------
last5MinsDistances = [ 201.45879073    8.90292989    7.9474095   175.12651966  200.91448849
   11.54875659  201.49504155] with length 7
last10PointsDistances = [   3.62095728  201.45879073    8.90292989    7.9474095   175.12651966
  200.91448849   11.54875659  201.49504155    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 201.495041553, last10PointsDistance.max() = 201.495041553
------------------------------2015-08-24 08:47:08------------------------------
last5MinsDistances = [   1.36770935    1.80872984  184.63386858  210.39564014    2.87032501
  210.98526008    9.731372  ] with length 7
last10PointsDistances = [ 210.94553382    1.36770935    1.80872984  184.63386858  210.39564014
    2.87032501  210.98526008    9.731372      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 210.985260083, last10PointsDistance.max() = 210.985260083
------------------------------2015-08-24 08:47:40------------------------------
last5MinsDistances = [   8.72156908    8.04486932  176.03147384  201.84771419   12.15361833
  202.41707926    2.76563577    9.83378626] with length 8
last10PointsDistances = [   8.72156908    8.04486932  176.03147384  201.84771419   12.15361833
  202.41707926    2.76563577    9.83378626    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 202.417079263, last10PointsDistance.max() = 202.417079263
------------------------------2015-08-24 08:48:11------------------------------
last5MinsDistances = [  16.14719511   15.33756961  168.6169439   194.44704617   19.15081567
  195.00992372    7.62790487   17.14618024    7.54969348] with length 9
last10PointsDistances = [  15.33756961  168.6169439   194.44704617   19.15081567  195.00992372
    7.62790487   17.14618024    7.54969348    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 195.009923725, last10PointsDistance.max() = 195.009923725
------------------------------2015-08-24 08:48:42------------------------------
last5MinsDistances = [  20.68094978  163.09842098  188.93256209   24.3061674   189.49336129
   12.78614353   22.48247678   13.06136653    5.53436874] with length 9
last10PointsDistances = [ 163.09842098  188.93256209   24.3061674   189.49336129   12.78614353
   22.48247678   13.06136653    5.53436874    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 189.493361289, last10PointsDistance.max() = 189.493361289
------------------------------2015-08-24 08:49:13------------------------------
last5MinsDistances = [ 184.33714629  210.1098523     3.79733017  210.69588159    9.29087724
    0.92753447    9.17694406   16.58162446   21.97110318] with length 9
last10PointsDistances = [ 210.1098523     3.79733017  210.69588159    9.29087724    0.92753447
    9.17694406   16.58162446   21.97110318    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 210.695881591, last10PointsDistance.max() = 210.695881591
------------------------------2015-08-24 08:49:43------------------------------
last5MinsDistances = [   1.22765257  212.61883486    0.8890674   202.1199929   211.60353923
  203.05012566  195.64756946  190.1324611   211.31682305] with length 9
last10PointsDistances = [ 212.61883486    0.8890674   202.1199929   211.60353923  203.05012566
  195.64756946  190.1324611   211.31682305    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 212.618834855, last10PointsDistance.max() = 212.618834855
------------------------------2015-08-24 08:50:13------------------------------
last5MinsDistances = [ 299.7727649   159.22083066  293.19084299  300.2500793   295.3199439
  289.71852679  285.24640383  300.44538798  158.42499097] with length 9
last10PointsDistances = [ 159.22083066  293.19084299  300.2500793   295.3199439   289.71852679
  285.24640383  300.44538798  158.42499097    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 300.445387983, last10PointsDistance.max() = 300.445387983
------------------------------2015-08-24 08:50:44------------------------------
last5MinsDistances = [ 534.70726475  721.17597899  729.43881429  722.88614467  716.31711915
  711.22014258  729.45396394  533.86861454  438.74841175] with length 9
last10PointsDistances = [ 721.17597899  729.43881429  722.88614467  716.31711915  711.22014258
  729.45396394  533.86861454  438.74841175    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 729.453963942, last10PointsDistance.max() = 729.453963942
------------------------------2015-08-24 08:51:15------------------------------
last5MinsDistances = [ 1287.72947864  1295.46006189  1289.63661924  1283.43991797  1278.56057372
  1295.56515902  1106.59405019   997.06255114   573.89509386] with length 9
last10PointsDistances = [ 1295.46006189  1289.63661924  1283.43991797  1278.56057372  1295.56515902
  1106.59405019   997.06255114   573.89509386     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1295.56515902, last10PointsDistance.max() = 1295.56515902
------------------------------2015-08-24 08:51:47------------------------------
last5MinsDistances = [ 2052.185143    2046.52899479  2040.41648575  2035.58577168  2052.31041498
  1864.08341413  1752.93397138  1330.79950845   757.57885712] with length 9
last10PointsDistances = [ 2046.52899479  2040.41648575  2035.58577168  2052.31041498  1864.08341413
  1752.93397138  1330.79950845   757.57885712     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 2052.31041498, last10PointsDistance.max() = 2052.31041498
------------------------------2015-08-24 08:52:18------------------------------
last5MinsDistances = [ 2987.99186809  2981.98020731  2977.20979959  2993.60597775  2807.00410292
  2693.65067331  2273.9082462   1700.41060358   943.13965313] with length 9
last10PointsDistances = [ 2981.98020731  2977.20979959  2993.60597775  2807.00410292  2693.65067331
  2273.9082462   1700.41060358   943.13965313     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 2993.60597775, last10PointsDistance.max() = 2993.60597775
------------------------------2015-08-24 08:52:47------------------------------
last5MinsDistances = [ 3866.19491423  3861.42700625  3877.80355451  3690.99987738  3577.80323977
  3157.6875346   2584.42909136  1826.93000349   884.22119193] with length 9
last10PointsDistances = [ 3861.42700625  3877.80355451  3690.99987738  3577.80323977  3157.6875346
  2584.42909136  1826.93000349   884.22119193     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 3877.80355451, last10PointsDistance.max() = 3877.80355451
------------------------------2015-08-24 08:53:18------------------------------
last5MinsDistances = [ 4986.30175922  5002.58850038  4816.14838114  4702.47772853  4282.83225807
  3709.57051754  2952.0821395   2009.24691846  1125.15214613] with length 9
last10PointsDistances = [ 5002.58850038  4816.14838114  4702.47772853  4282.83225807  3709.57051754
  2952.0821395   2009.24691846  1125.15214613     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 5002.58850038, last10PointsDistance.max() = 5002.58850038
------------------------------2015-08-24 08:53:50------------------------------
last5MinsDistances = [ 6137.35613557  5949.76149952  5837.39622059  5416.14034366  4843.4025946
  4085.82751204  3143.75481852  2259.60515602  1136.03601124] with length 9
last10PointsDistances = [ 5949.76149952  5837.39622059  5416.14034366  4843.4025946   4085.82751204
  3143.75481852  2259.60515602  1136.03601124     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 6137.35613557, last10PointsDistance.max() = 5949.76149952
------------------------------2015-08-24 08:54:33------------------------------
last5MinsDistances = [ 7422.60618591  7303.47547225  6891.02792579  6317.13836573  5561.59928951
  4619.36566278  3739.72176876  2621.15850441  1526.23421383] with length 9
last10PointsDistances = [ 7303.47547225  6891.02792579  6317.13836573  5561.59928951  4619.36566278
  3739.72176876  2621.15850441  1526.23421383     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 7422.60618591, last10PointsDistance.max() = 7303.47547225
------------------------------2015-08-24 08:55:04------------------------------
last5MinsDistances = [ 8323.5022479   7917.78621179  7344.55798254  6592.49205493  5653.72233881
  4780.86377898  3672.64856598  2596.9456888   1073.08657245] with length 9
last10PointsDistances = [ 7917.78621179  7344.55798254  6592.49205493  5653.72233881  4780.86377898
  3672.64856598  2596.9456888   1073.08657245     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 8323.5022479, last10PointsDistance.max() = 7917.78621179
------------------------------2015-08-24 08:55:35------------------------------
last5MinsDistances = [ 8921.2938902   8348.94089399  7599.51837946  6663.57496353  5794.99343727
  4692.23350115  3621.32734912  2096.56545802  1024.40868875] with length 9
last10PointsDistances = [ 8348.94089399  7599.51837946  6663.57496353  5794.99343727  4692.23350115
  3621.32734912  2096.56545802  1024.40868875     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 8921.2938902, last10PointsDistance.max() = 8348.94089399
------------------------------2015-08-24 08:56:06------------------------------
last5MinsDistances = [ 9437.66679566  8685.71393499  7746.74708481  6872.72254079  5760.50716177
  4665.1042993   3142.5488101   2093.22314643  1107.8881828 ] with length 9
last10PointsDistances = [ 8685.71393499  7746.74708481  6872.72254079  5760.50716177  4665.1042993
  3142.5488101   2093.22314643  1107.8881828      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 9437.66679566, last10PointsDistance.max() = 8685.71393499
------------------------------2015-08-24 08:57:11------------------------------
last5MinsDistances = [ 9968.67074699  9088.85065929  7968.00712785  6850.67770877  5349.36520965
  4332.68538467  3369.09415932  2261.30446526] with length 8
last10PointsDistances = [ 9968.67074699  9088.85065929  7968.00712785  6850.67770877  5349.36520965
  4332.68538467  3369.09415932  2261.30446526     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 9968.67074699, last10PointsDistance.max() = 9968.67074699
------------------------------2015-08-24 08:58:21------------------------------
last5MinsDistances = [ 8994.86506108  7521.10092624  6534.42060475  5594.07305187  4488.5953542
  2234.78125095] with length 6
last10PointsDistances = [ 11248.88677987  10124.13351689   8994.86506108   7521.10092624
   6534.42060475   5594.07305187   4488.5953542    2234.78125095      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 8994.86506108, last10PointsDistance.max() = 11248.8867799
------------------------------2015-08-24 08:58:52------------------------------
last5MinsDistances = [ 7943.96374154  6958.90865453  6018.6544769   4912.96783695  2657.65588267
   424.76145869] with length 6
last10PointsDistances = [ 10545.32205586   9415.3421908    7943.96374154   6958.90865453
   6018.6544769    4912.96783695   2657.65588267    424.76145869      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 7943.96374154, last10PointsDistance.max() = 10545.3220559
------------------------------2015-08-24 08:59:24------------------------------
last5MinsDistances = [ 8368.21513709  7374.54898644  6423.55915423  5316.11506383  3055.24445085
   853.20963795   448.97785948] with length 7
last10PointsDistances = [ 9845.70801341  8368.21513709  7374.54898644  6423.55915423  5316.11506383
  3055.24445085   853.20963795   448.97785948     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 8368.21513709, last10PointsDistance.max() = 9845.70801341
------------------------------2015-08-24 08:59:57------------------------------
last5MinsDistances = [ 7853.26013445  6915.34423694  5809.74770299  3553.81935689  1321.27144604
   896.78236409   539.26447606] with length 7
last10PointsDistances = [ 8833.35673422  7853.26013445  6915.34423694  5809.74770299  3553.81935689
  1321.27144604   896.78236409   539.26447606     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 7853.26013445, last10PointsDistance.max() = 8833.35673422
------------------------------2015-08-24 09:00:27------------------------------
last5MinsDistances = [ 7055.78613364  5953.08199765  3706.21715135  1473.63602221  1057.77040631
   761.68862473   251.74777568] with length 7
last10PointsDistances = [ 7981.52656039  7055.78613364  5953.08199765  3706.21715135  1473.63602221
  1057.77040631   761.68862473   251.74777568     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 7055.78613364, last10PointsDistance.max() = 7981.52656039
------------------------------2015-08-24 09:00:59------------------------------
last5MinsDistances = [ 6207.29713907  3956.82374727  1722.1776183   1301.43226523   962.4017558
   423.26316661   262.8628481 ] with length 7
last10PointsDistances = [ 7310.9997109   6207.29713907  3956.82374727  1722.1776183   1301.43226523
   962.4017558    423.26316661   262.8628481      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 6207.29713907, last10PointsDistance.max() = 7310.9997109
------------------------------2015-08-24 09:01:31------------------------------
last5MinsDistances = [ 4329.68474166  2097.13781071  1679.78100477  1347.88714599   808.92782384
   623.59473962   385.71688035] with length 7
last10PointsDistances = [ 6575.04064182  4329.68474166  2097.13781071  1679.78100477  1347.88714599
   808.92782384   623.59473962   385.71688035     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 4329.68474166, last10PointsDistance.max() = 6575.04064182
------------------------------2015-08-24 09:02:02------------------------------
last5MinsDistances = [ 4265.57804172  2039.93315055  1629.69844161  1328.83648873   792.8102875
   575.93515205   383.11509879   149.22779628] with length 8
last10PointsDistances = [ 4265.57804172  2039.93315055  1629.69844161  1328.83648873   792.8102875
   575.93515205   383.11509879   149.22779628     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4265.57804172, last10PointsDistance.max() = 4265.57804172
------------------------------2015-08-24 09:02:32------------------------------
last5MinsDistances = [ 2059.2336546   1650.97757346  1356.60554891   822.13603226   600.52078787
   416.61246349   175.57072442    37.81754689] with length 8
last10PointsDistances = [ 2059.2336546   1650.97757346  1356.60554891   822.13603226   600.52078787
   416.61246349   175.57072442    37.81754689     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2059.2336546, last10PointsDistance.max() = 2059.2336546
------------------------------2015-08-24 09:03:03------------------------------
last5MinsDistances = [ 2050.11488957  1639.01560309  1334.6009155    797.68753232   583.94169857
   384.88029701   132.34359972    17.53162451    47.81891161] with length 9
last10PointsDistances = [ 1639.01560309  1334.6009155    797.68753232   583.94169857   384.88029701
   132.34359972    17.53162451    47.81891161     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 2050.11488957, last10PointsDistance.max() = 1639.01560309
------------------------------2015-08-24 09:04:38------------------------------
last5MinsDistances = [ 911.581735    673.06434376  532.11891756  318.44221713  185.19952248
  149.00573861  196.82232158] with length 7
last10PointsDistances = [ 1434.66396264   911.581735     673.06434376   532.11891756   318.44221713
   185.19952248   149.00573861   196.82232158     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 911.581734996, last10PointsDistance.max() = 1434.66396264
------------------------------2015-08-24 09:05:10------------------------------
last5MinsDistances = [ 708.94175721  573.70835471  354.38465366  225.89946895  189.02423863
  236.66980803   42.42683293] with length 7
last10PointsDistances = [ 949.47644284  708.94175721  573.70835471  354.38465366  225.89946895
  189.02423863  236.66980803   42.42683293    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 708.941757205, last10PointsDistance.max() = 949.476442839
------------------------------2015-08-24 09:05:45------------------------------
last5MinsDistances = [ 574.4937518   355.08299957  226.67752615  189.79378732  237.43484584
   43.22882778    0.80205899] with length 7
last10PointsDistances = [ 709.62158796  574.4937518   355.08299957  226.67752615  189.79378732
  237.43484584   43.22882778    0.80205899    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 574.493751804, last10PointsDistance.max() = 709.621587957
------------------------------2015-08-24 09:06:17------------------------------
last5MinsDistances = [ 368.91489146  243.22441393  206.04771852  253.48795053   61.31355242
   19.14813328   18.36479739] with length 7
last10PointsDistances = [ 592.85594992  368.91489146  243.22441393  206.04771852  253.48795053
   61.31355242   19.14813328   18.36479739    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 368.914891457, last10PointsDistance.max() = 592.855949921
------------------------------2015-08-24 09:06:48------------------------------
last5MinsDistances = [ 267.01081171  229.46269122  276.3996545    88.52420458   47.10071971
   46.33825911   28.11632886] with length 7
last10PointsDistances = [ 387.80789126  267.01081171  229.46269122  276.3996545    88.52420458
   47.10071971   46.33825911   28.11632886    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 276.399654496, last10PointsDistance.max() = 387.807891255
------------------------------2015-08-24 09:07:19------------------------------
last5MinsDistances = [ 230.52557103  276.3688442    99.10591105   62.02906553   61.40125785
   45.62055596   24.22433893] with length 7
last10PointsDistances = [ 268.33406097  230.52557103  276.3688442    99.10591105   62.02906553
   61.40125785   45.62055596   24.22433893    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 276.368844202, last10PointsDistance.max() = 276.368844202
------------------------------2015-08-24 09:07:26------------------------------
last5MinsDistances = [ 240.33748554  286.45212898  105.65416703   66.34423689   65.64344192
   48.33001357   22.02926914   11.28342894] with length 8
last10PointsDistances = [ 240.33748554  286.45212898  105.65416703   66.34423689   65.64344192
   48.33001357   22.02926914   11.28342894    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 286.452128976, last10PointsDistance.max() = 286.452128976
------------------------------2015-08-24 09:08:17------------------------------
last5MinsDistances = [ 92.3696463   50.98326946  50.22074267  31.99064705   3.88255091
  22.71803287  18.98661914] with length 7
last10PointsDistances = [ 279.77822303   92.3696463    50.98326946   50.22074267   31.99064705
    3.88255091   22.71803287   18.98661914    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 92.369646299, last10PointsDistance.max() = 279.778223032
------------------------------2015-08-24 09:08:47------------------------------
last5MinsDistances = [ 104.8227001    63.59778569   62.83706247   44.61044277   16.50224853
   21.75781625   12.28215332   12.62197092] with length 8
last10PointsDistances = [ 104.8227001    63.59778569   62.83706247   44.61044277   16.50224853
   21.75781625   12.28215332   12.62197092    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 104.822700104, last10PointsDistance.max() = 104.822700104
------------------------------2015-08-24 09:09:18------------------------------
last5MinsDistances = [ 118.92973079   77.63974619   76.87410606   58.59215026   30.54753846
   29.73524214   18.47390554   26.66692363   14.10852143] with length 9
last10PointsDistances = [ 77.63974619  76.87410606  58.59215026  30.54753846  29.73524214
  18.47390554  26.66692363  14.10852143   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 118.929730786, last10PointsDistance.max() = 77.6397461856
------------------------------2015-08-24 09:09:49------------------------------
last5MinsDistances = [ 62.3673859   61.7549701   46.30697387  25.74920265   1.90460883
  13.00773927  24.39540576  23.65917409  31.40010036] with length 9
last10PointsDistances = [ 61.7549701   46.30697387  25.74920265   1.90460883  13.00773927
  24.39540576  23.65917409  31.40010036   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 62.367385895, last10PointsDistance.max() = 61.7549701038
last5MinPoints.median = 98.0 (Int64Index([94, 95, 96, 97, 98, 99, 100, 101, 102], dtype='int64')), last10Points_df = 99.0 (Int64Index([95, 96, 97, 98, 99, 100, 101, 102, 103], dtype='int64')), sel index = 98
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 09:07:19
key                      background/location
mAccuracy                             33.231
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        212642686000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.32847
mLon1                                      0
mLon2                                      0
mLongitude                         -121.9036
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440432439533
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440432439781
distance                            24.22434
speed                              0.7807251
Name: 98, dtype: object with index 98 
Found trip end at 2015-08-24 09:07:19
------------------------------2015-08-24 09:12:27------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 2.3842984129134552, 'formatted_time': Timestamp('2015-08-24 09:12:27'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440432748866, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 40.5, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.3261552, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 375.615219075147, u'read_ts': 0, u'mElapsedRealtimeNanos': 212950680000000, u'mResults': [0, 0], 'idx': 104, u'mBearing': 0, u'mLongitude': -121.9005237, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440432747528, u'mHasBearing': False}) with idx 104
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 09:13:03------------------------------
last5MinsDistances = [ 565.55895295] with length 1
last10PointsDistances = [ 565.55895295    0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 09:13:35------------------------------
last5MinsDistances = [ 999.43252031  447.34108528] with length 2
last10PointsDistances = [ 999.43252031  447.34108528    0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 09:14:07------------------------------
last5MinsDistances = [ 1391.30479479   839.433898     393.01299665] with length 3
last10PointsDistances = [ 1391.30479479   839.433898     393.01299665     0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 09:14:37------------------------------
last5MinsDistances = [ 1563.02504278  1007.81465552   563.68889957   173.54817187] with length 4
last10PointsDistances = [ 1563.02504278  1007.81465552   563.68889957   173.54817187     0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 09:15:09------------------------------
last5MinsDistances = [ 2192.67969505  1638.6828358   1194.05636458   801.41035203   630.89411744] with length 5
last10PointsDistances = [ 2192.67969505  1638.6828358   1194.05636458   801.41035203   630.89411744
     0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 09:16:11------------------------------
last5MinsDistances = [ 2647.13736039  2092.91581528  1648.57921412  1255.91797559  1085.27284828
   454.52789341] with length 6
last10PointsDistances = [ 2647.13736039  2092.91581528  1648.57921412  1255.91797559  1085.27284828
   454.52789341     0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 09:16:42------------------------------
last5MinsDistances = [ 3166.36151792  2612.24749728  2167.96956913  1775.24693146  1604.67141063
   973.91371065   519.40615995] with length 7
last10PointsDistances = [ 3166.36151792  2612.24749728  2167.96956913  1775.24693146  1604.67141063
   973.91371065   519.40615995     0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 7
Too few points to make a decision, continuing
------------------------------2015-08-24 09:17:14------------------------------
last5MinsDistances = [ 3749.72076532  3194.62929877  2751.01422167  2358.47444165  2187.48732573
  1557.064127    1102.58399215   583.62493145] with length 8
last10PointsDistances = [ 3749.72076532  3194.62929877  2751.01422167  2358.47444165  2187.48732573
  1557.064127    1102.58399215   583.62493145     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3749.72076532, last10PointsDistance.max() = 3749.72076532
------------------------------2015-08-24 09:17:45------------------------------
last5MinsDistances = [ 3307.83338724  2863.77509926  2471.06594815  2300.40811226  1669.72003297
  1215.19619623   695.81908562   115.50155639] with length 8
last10PointsDistances = [ 3307.83338724  2863.77509926  2471.06594815  2300.40811226  1669.72003297
  1215.19619623   695.81908562   115.50155639     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3307.83338724, last10PointsDistance.max() = 3307.83338724
------------------------------2015-08-24 09:18:16------------------------------
last5MinsDistances = [ 2861.06787444  2468.38777937  2297.66575617  1667.01971691  1212.49196725
   693.15147593   111.89559651     5.57874299] with length 8
last10PointsDistances = [ 2861.06787444  2468.38777937  2297.66575617  1667.01971691  1212.49196725
   693.15147593   111.89559651     5.57874299     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2861.06787444, last10PointsDistance.max() = 2861.06787444
------------------------------2015-08-24 09:18:48------------------------------
last5MinsDistances = [ 2471.08244728  2300.38416671  1669.72209738  1215.1951789    695.83928577
   114.88638028     3.06787057     3.25603166] with length 8
last10PointsDistances = [ 2471.08244728  2300.38416671  1669.72209738  1215.1951789    695.83928577
   114.88638028     3.06787057     3.25603166     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2471.08244728, last10PointsDistance.max() = 2471.08244728
------------------------------2015-08-24 09:19:18------------------------------
last5MinsDistances = [ 2293.94725503  1663.23918355  1208.71936582   689.329397     109.75634115
     6.93275964     8.24950368     8.51718453] with length 8
last10PointsDistances = [ 2293.94725503  1663.23918355  1208.71936582   689.329397     109.75634115
     6.93275964     8.24950368     8.51718453     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2293.94725503, last10PointsDistance.max() = 2293.94725503
------------------------------2015-08-24 09:19:50------------------------------
last5MinsDistances = [ 1666.40202039  1211.87448726   692.52821192   111.4084326      5.36908345
     0.90331289     3.51567162     7.38418583] with length 8
last10PointsDistances = [ 1666.40202039  1211.87448726   692.52821192   111.4084326      5.36908345
     0.90331289     3.51567162     7.38418583     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1666.40202039, last10PointsDistance.max() = 1666.40202039
------------------------------2015-08-24 09:20:21------------------------------
last5MinsDistances = [ 1247.03221772   728.45458844   145.24761236    53.7257699     51.56460606
    51.25643036    59.60937761    52.46738768] with length 8
last10PointsDistances = [ 1247.03221772   728.45458844   145.24761236    53.7257699     51.56460606
    51.25643036    59.60937761    52.46738768     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1247.03221772, last10PointsDistance.max() = 1247.03221772
------------------------------2015-08-24 09:20:52------------------------------
last5MinsDistances = [ 1411.25316678   892.10028715   308.74142845   197.29118557   199.4657896
   196.95038547   204.02703972   200.14152678   166.01191946] with length 9
last10PointsDistances = [ 892.10028715  308.74142845  197.29118557  199.4657896   196.95038547
  204.02703972  200.14152678  166.01191946    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1411.25316678, last10PointsDistance.max() = 892.100287153
------------------------------2015-08-24 09:21:22------------------------------
last5MinsDistances = [ 1388.61339224   805.36099545   692.96965175   695.51554211   692.86551907
   699.54098594   696.15080133   661.64656307   496.62444397] with length 9
last10PointsDistances = [ 805.36099545  692.96965175  695.51554211  692.86551907  699.54098594
  696.15080133  661.64656307  496.62444397    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1388.61339224, last10PointsDistance.max() = 805.360995452
------------------------------2015-08-24 09:22:27------------------------------
last5MinsDistances = [ 1276.83475028  1279.02905992  1276.51920816  1283.53954584  1279.70826279
  1241.9673322   1079.56917477   587.36407023] with length 8
last10PointsDistances = [ 1276.83475028  1279.02905992  1276.51920816  1283.53954584  1279.70826279
  1241.9673322   1079.56917477   587.36407023     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1283.53954584, last10PointsDistance.max() = 1283.53954584
------------------------------2015-08-24 09:22:58------------------------------
last5MinsDistances = [ 1803.56308994  1800.79783563  1807.10470082  1804.15652726  1771.51230402
  1605.90402465  1110.28532307   562.64674072] with length 8
last10PointsDistances = [ 1803.56308994  1800.79783563  1807.10470082  1804.15652726  1771.51230402
  1605.90402465  1110.28532307   562.64674072     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1807.10470082, last10PointsDistance.max() = 1807.10470082
------------------------------2015-08-24 09:23:30------------------------------
last5MinsDistances = [ 1980.42136402  1986.78632721  1983.76908686  1950.65315044  1785.20840086
  1289.12688758   731.14044959   180.68738811] with length 8
last10PointsDistances = [ 1980.42136402  1986.78632721  1983.76908686  1950.65315044  1785.20840086
  1289.12688758   731.14044959   180.68738811     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1986.78632721, last10PointsDistance.max() = 1986.78632721
------------------------------2015-08-24 09:24:00------------------------------
last5MinsDistances = [ 2355.61830544  2352.71795934  2320.2371687   2154.60422292  1658.99253434
  1100.43931872   548.73100709   370.77720292] with length 8
last10PointsDistances = [ 2355.61830544  2352.71795934  2320.2371687   2154.60422292  1658.99253434
  1100.43931872   548.73100709   370.77720292     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2355.61830544, last10PointsDistance.max() = 2355.61830544
------------------------------2015-08-24 09:24:32------------------------------
last5MinsDistances = [ 2729.92186448  2698.68577349  2532.79052168  2038.52652389  1485.22821959
   929.5032042    754.44115713   385.2488352 ] with length 8
last10PointsDistances = [ 2729.92186448  2698.68577349  2532.79052168  2038.52652389  1485.22821959
   929.5032042    754.44115713   385.2488352      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2729.92186448, last10PointsDistance.max() = 2729.92186448
------------------------------2015-08-24 09:25:04------------------------------
last5MinsDistances = [ 2839.44578452  2673.5945861   2178.96019319  1622.72380318  1069.25554427
   892.90912309   522.38796706   141.86351626] with length 8
last10PointsDistances = [ 2839.44578452  2673.5945861   2178.96019319  1622.72380318  1069.25554427
   892.90912309   522.38796706   141.86351626     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2839.44578452, last10PointsDistance.max() = 2839.44578452
------------------------------2015-08-24 09:25:35------------------------------
last5MinsDistances = [ 2677.45589225  2182.75605329  1626.13898338  1072.96846491   896.4712624
   525.87787823   146.14975248     5.24793486] with length 8
last10PointsDistances = [ 2677.45589225  2182.75605329  1626.13898338  1072.96846491   896.4712624
   525.87787823   146.14975248     5.24793486     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2677.45589225, last10PointsDistance.max() = 2677.45589225
------------------------------2015-08-24 09:26:06------------------------------
last5MinsDistances = [ 2187.54128635  1625.93595847  1077.26520223   898.96128879   528.55154835
   166.38145518    56.36335166    52.34329707] with length 8
last10PointsDistances = [ 2187.54128635  1625.93595847  1077.26520223   898.96128879   528.55154835
   166.38145518    56.36335166    52.34329707     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2187.54128635, last10PointsDistance.max() = 2187.54128635
------------------------------2015-08-24 09:26:38------------------------------
last5MinsDistances = [ 1645.25531529  1099.38171856   920.32911219   550.86418584   198.57407823
    89.0435381     84.4183358     35.32723564] with length 8
last10PointsDistances = [ 1645.25531529  1099.38171856   920.32911219   550.86418584   198.57407823
    89.0435381     84.4183358     35.32723564     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1645.25531529, last10PointsDistance.max() = 1645.25531529
------------------------------2015-08-24 09:27:09------------------------------
last5MinsDistances = [ 1641.15221245  1089.21126354   912.14462652   541.38321809   165.09826605
    27.20160155    21.95675258    39.60425287    66.6188836 ] with length 9
last10PointsDistances = [ 1089.21126354   912.14462652   541.38321809   165.09826605    27.20160155
    21.95675258    39.60425287    66.6188836      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1641.15221245, last10PointsDistance.max() = 1089.21126354
------------------------------2015-08-24 09:27:40------------------------------
last5MinsDistances = [ 1240.51135472  1062.45758222   691.89448755   319.1666037    178.0580605
   173.43844607   163.62776821   146.92076822   154.10921711] with length 9
last10PointsDistances = [ 1062.45758222   691.89448755   319.1666037    178.0580605    173.43844607
   163.62776821   146.92076822   154.10921711     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1240.51135472, last10PointsDistance.max() = 1062.45758222
------------------------------2015-08-24 09:28:16------------------------------
last5MinsDistances = [ 1062.24716502   691.82725142   320.91153208   180.39062021   175.66064298
   163.29075866   144.91175041   155.8321718      8.50421257] with length 9
last10PointsDistances = [ 691.82725142  320.91153208  180.39062021  175.66064298  163.29075866
  144.91175041  155.8321718     8.50421257    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1062.24716502, last10PointsDistance.max() = 691.827251418
------------------------------2015-08-24 09:28:28------------------------------
last5MinsDistances = [ 1048.46546444   678.05479185   307.62935839   167.48853282   162.69708436
   149.51245798   131.3307556    142.61966037    16.52577502    13.78606773] with length 10
last10PointsDistances = [ 307.62935839  167.48853282  162.69708436  149.51245798  131.3307556
  142.61966037   16.52577502   13.78606773    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 1048.46546444, last10PointsDistance.max() = 307.629358386
------------------------------2015-08-24 09:29:00------------------------------
last5MinsDistances = [ 684.22718994  311.33650088  170.24561431  165.61920066  156.06275931
  139.93257266  146.27963268    7.83018429   12.59646689   12.22634251] with length 10
last10PointsDistances = [ 170.24561431  165.61920066  156.06275931  139.93257266  146.27963268
    7.83018429   12.59646689   12.22634251    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 684.227189942, last10PointsDistance.max() = 170.245614305
------------------------------2015-08-24 09:29:31------------------------------
last5MinsDistances = [ 302.3809645   161.46914354  156.8005433   146.824561    130.97273471
  137.29408381   16.94867754   19.40217038   10.60431711    9.24158197] with length 10
last10PointsDistances = [ 156.8005433   146.824561    130.97273471  137.29408381   16.94867754
   19.40217038   10.60431711    9.24158197    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 302.380964498, last10PointsDistance.max() = 156.800543297
------------------------------2015-08-24 09:30:01------------------------------
last5MinsDistances = [ 151.82521315  146.96096378  132.85736458  115.15938384  126.58792956
   31.77456442   30.43450405   16.65594721   25.09727287   16.89334792] with length 10
last10PointsDistances = [ 132.85736458  115.15938384  126.58792956   31.77456442   30.43450405
   16.65594721   25.09727287   16.89334792    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 10
last5MinsDistances.max() = 151.825213151, last10PointsDistance.max() = 132.857364582
------------------------------2015-08-24 09:31:04------------------------------
last5MinsDistances = [ 221.25836932  217.64946169  195.74745923   96.29563499  104.3076093
  110.09124214   97.90434522  102.55782372  118.23377521] with length 9
last10PointsDistances = [ 217.64946169  195.74745923   96.29563499  104.3076093   110.09124214
   97.90434522  102.55782372  118.23377521    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 221.258369319, last10PointsDistance.max() = 217.649461686
------------------------------2015-08-24 09:31:34------------------------------
last5MinsDistances = [ 151.50584496  155.09582007    8.71183023   17.06797374   23.76919873
   12.1330732    20.5663089    37.10961066   87.62598892] with length 9
last10PointsDistances = [ 155.09582007    8.71183023   17.06797374   23.76919873   12.1330732
   20.5663089    37.10961066   87.62598892    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 155.095820066, last10PointsDistance.max() = 155.095820066
------------------------------2015-08-24 09:32:06------------------------------
last5MinsDistances = [ 193.5929779    91.02109895   98.99093011  104.97122037   92.76778743
   97.59356674  113.40957171    5.48142105   82.36729673] with length 9
last10PointsDistances = [  91.02109895   98.99093011  104.97122037   92.76778743   97.59356674
  113.40957171    5.48142105   82.36729673    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 193.592977898, last10PointsDistance.max() = 113.40957171
------------------------------2015-08-24 09:32:36------------------------------
last5MinsDistances = [  36.67613728   37.10761529   23.80549513   29.16380767   19.96595013
    9.16292431  116.21949843   40.33080597  111.61294073] with length 9
last10PointsDistances = [  37.10761529   23.80549513   29.16380767   19.96595013    9.16292431
  116.21949843   40.33080597  111.61294073    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 116.219498435, last10PointsDistance.max() = 116.219498435
------------------------------2015-08-24 09:33:07------------------------------
last5MinsDistances = [  97.75463142  103.69734746   91.49573057   96.30606179  112.11667351
    6.61898835   81.11575683    1.29420539  110.31954605] with length 9
last10PointsDistances = [ 103.69734746   91.49573057   96.30606179  112.11667351    6.61898835
   81.11575683    1.29420539  110.31954605    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 112.116673511, last10PointsDistance.max() = 112.116673511
------------------------------2015-08-24 09:33:38------------------------------
last5MinsDistances = [  99.36870023  104.33132127  120.21565211    4.27562533   88.81930216
    6.8922302   118.48276131    8.17881597] with length 8
last10PointsDistances = [  99.36870023  104.33132127  120.21565211    4.27562533   88.81930216
    6.8922302   118.48276131    8.17881597    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 120.215652107, last10PointsDistance.max() = 120.215652107
------------------------------2015-08-24 09:34:09------------------------------
last5MinsDistances = [ 106.64837671  122.33643401    4.10390866   91.62514852    9.28340654
  120.31821896   10.5147455     4.30956167] with length 8
last10PointsDistances = [ 106.64837671  122.33643401    4.10390866   91.62514852    9.28340654
  120.31821896   10.5147455     4.30956167    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 122.336434013, last10PointsDistance.max() = 122.336434013
------------------------------2015-08-24 09:34:41------------------------------
last5MinsDistances = [ 118.7386566     1.15510294   87.90934621    5.56139582  116.80197472
    6.79463973    3.12078017    3.72244569] with length 8
last10PointsDistances = [ 118.7386566     1.15510294   87.90934621    5.56139582  116.80197472
    6.79463973    3.12078017    3.72244569    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 118.738656598, last10PointsDistance.max() = 118.738656598
------------------------------2015-08-24 09:35:12------------------------------
last5MinsDistances = [ 100.52516874   13.32400026   95.32438788   30.93131818   94.06192349
  101.85072624  104.55351296  100.84719713] with length 8
last10PointsDistances = [ 100.52516874   13.32400026   95.32438788   30.93131818   94.06192349
  101.85072624  104.55351296  100.84719713    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 104.553512959, last10PointsDistance.max() = 104.553512959
------------------------------2015-08-24 09:35:42------------------------------
last5MinsDistances = [ 109.41634213   23.16821027  104.29910103   23.77756565  103.02488379
  110.91509924  113.47510208  109.78720211   10.0579423 ] with length 9
last10PointsDistances = [  23.16821027  104.29910103   23.77756565  103.02488379  110.91509924
  113.47510208  109.78720211   10.0579423     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 113.475102079, last10PointsDistance.max() = 113.475102079
------------------------------2015-08-24 09:36:14------------------------------
last5MinsDistances = [  10.09519915   91.94317139   32.32793365   90.68024165   98.47398554
  101.17085452   97.46498279    3.38488795   13.08096354] with length 9
last10PointsDistances = [  91.94317139   32.32793365   90.68024165   98.47398554  101.17085452
   97.46498279    3.38488795   13.08096354    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 101.170854515, last10PointsDistance.max() = 101.170854515
------------------------------2015-08-24 09:36:45------------------------------
last5MinsDistances = [ 100.09417493   21.78537943   98.81279297  106.77230552  109.21845448
  105.54870511    9.19109184    5.51401604   11.11352256] with length 9
last10PointsDistances = [  21.78537943   98.81279297  106.77230552  109.21845448  105.54870511
    9.19109184    5.51401604   11.11352256    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 109.218454484, last10PointsDistance.max() = 109.218454484
------------------------------2015-08-24 09:37:15------------------------------
last5MinsDistances = [ 149.87570315   41.83791644   34.18662451   34.61627193   36.91292648
  129.89914399  139.54216072  126.61248324  135.98540568] with length 9
last10PointsDistances = [  41.83791644   34.18662451   34.61627193   36.91292648  129.89914399
  139.54216072  126.61248324  135.98540568    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 149.875703153, last10PointsDistance.max() = 139.542160723
------------------------------2015-08-24 09:37:47------------------------------
last5MinsDistances = [  98.67529375   93.83161929   96.3572811    96.9499397   157.65446948
  167.62600439  155.02133346  166.02023118   67.62552316] with length 9
last10PointsDistances = [  93.83161929   96.3572811    96.9499397   157.65446948  167.62600439
  155.02133346  166.02023118   67.62552316    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 167.626004392, last10PointsDistance.max() = 167.626004392
------------------------------2015-08-24 09:38:18------------------------------
last5MinsDistances = [ 173.48895627  172.83954745  175.82495249  267.43218229  277.37519263
  264.29592246  274.35947791  140.1556874   124.73164007] with length 9
last10PointsDistances = [ 172.83954745  175.82495249  267.43218229  277.37519263  264.29592246
  274.35947791  140.1556874   124.73164007    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 277.375192633, last10PointsDistance.max() = 277.375192633
------------------------------2015-08-24 09:38:49------------------------------
last5MinsDistances = [ 348.59257333  351.8288405   445.83206659  455.74620592  442.67329266
  452.62868392  317.42556956  299.32705496  178.49715925] with length 9
last10PointsDistances = [ 351.8288405   445.83206659  455.74620592  442.67329266  452.62868392
  317.42556956  299.32705496  178.49715925    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 455.746205917, last10PointsDistance.max() = 455.746205917
------------------------------2015-08-24 09:39:20------------------------------
last5MinsDistances = [ 478.24766658  569.29021581  579.30500059  566.23527878  576.53555696
  442.9202015   417.27761879  302.78376354  129.51353668] with length 9
last10PointsDistances = [ 569.29021581  579.30500059  566.23527878  576.53555696  442.9202015
  417.27761879  302.78376354  129.51353668    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 579.305000587, last10PointsDistance.max() = 579.305000587
------------------------------2015-08-24 09:39:52------------------------------
last5MinsDistances = [ 671.10332482  681.11900308  668.0497046   678.35061186  544.62070313
  518.73914266  404.51732998  229.35599171  101.81535932] with length 9
last10PointsDistances = [ 681.11900308  668.0497046   678.35061186  544.62070313  518.73914266
  404.51732998  229.35599171  101.81535932    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 681.119003079, last10PointsDistance.max() = 681.119003079
------------------------------2015-08-24 09:40:23------------------------------
last5MinsDistances = [ 697.1707095   684.10877096  694.4575616   561.04000433  534.21780009
  420.89461704  246.46556     118.13058948   17.93321522] with length 9
last10PointsDistances = [ 684.10877096  694.4575616   561.04000433  534.21780009  420.89461704
  246.46556     118.13058948   17.93321522    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 697.170709504, last10PointsDistance.max() = 694.457561596
------------------------------2015-08-24 09:40:57------------------------------
last5MinsDistances = [ 764.18866702  774.94062301  645.84925237  610.31653189  507.06700235
  343.55245017  215.86838686  133.77246693  117.22518593] with length 9
last10PointsDistances = [ 774.94062301  645.84925237  610.31653189  507.06700235  343.55245017
  215.86838686  133.77246693  117.22518593    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 774.940623009, last10PointsDistance.max() = 774.940623009
------------------------------2015-08-24 09:41:28------------------------------
last5MinsDistances = [ 783.95000264  656.51631773  618.6219854   518.73882567  359.58069852
  233.9991875   158.1978001   142.37551608   27.96714413] with length 9
last10PointsDistances = [ 656.51631773  618.6219854   518.73882567  359.58069852  233.9991875
  158.1978001   142.37551608   27.96714413    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 783.950002644, last10PointsDistance.max() = 656.516317727
------------------------------2015-08-24 09:41:59------------------------------
last5MinsDistances = [ 1031.9863304    991.97558188   894.60602954   732.75944128   604.20277841
   511.8366536    493.90458317   389.37296354   375.89321703] with length 9
last10PointsDistances = [ 991.97558188  894.60602954  732.75944128  604.20277841  511.8366536
  493.90458317  389.37296354  375.89321703    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1031.9863304, last10PointsDistance.max() = 991.975581875
------------------------------2015-08-24 09:42:31------------------------------
last5MinsDistances = [ 995.21800967  898.13623708  736.58443608  608.09833959  515.94398153
  498.01318494  393.14319273  379.46140331    4.85472839] with length 9
last10PointsDistances = [ 898.13623708  736.58443608  608.09833959  515.94398153  498.01318494
  393.14319273  379.46140331    4.85472839    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 995.218009666, last10PointsDistance.max() = 898.136237075
------------------------------2015-08-24 09:43:02------------------------------
last5MinsDistances = [ 890.52822911  728.91305889  600.42149816  508.28030175  490.34978818
  385.47813833  371.84031905    4.67512347    7.67793918] with length 9
last10PointsDistances = [ 728.91305889  600.42149816  508.28030175  490.34978818  385.47813833
  371.84031905    4.67512347    7.67793918    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 890.528229107, last10PointsDistance.max() = 728.913058889
------------------------------2015-08-24 09:43:32------------------------------
last5MinsDistances = [ 801.6055881   689.62894778  625.87490202  610.13473648  493.4026997
  467.77310616  293.11664733  289.97042972  290.6728353 ] with length 9
last10PointsDistances = [ 689.62894778  625.87490202  610.13473648  493.4026997   467.77310616
  293.11664733  289.97042972  290.6728353     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 801.605588105, last10PointsDistance.max() = 689.628947775
------------------------------2015-08-24 09:44:03------------------------------
last5MinsDistances = [ 756.33931988  714.42151698  701.37260951  592.16884558  564.33622578
  480.02565866  477.29554757  477.1483258   191.4006368 ] with length 9
last10PointsDistances = [ 714.42151698  701.37260951  592.16884558  564.33622578  480.02565866
  477.29554757  477.1483258   191.4006368     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 756.339319883, last10PointsDistance.max() = 714.42151698
------------------------------2015-08-24 09:44:34------------------------------
last5MinsDistances = [ 715.86547126  702.83507458  593.69774464  565.86063189  481.80584215
  479.07333079  478.93060394  193.10925427    1.80196733] with length 9
last10PointsDistances = [ 702.83507458  593.69774464  565.86063189  481.80584215  479.07333079
  478.93060394  193.10925427    1.80196733    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 715.865471262, last10PointsDistance.max() = 702.83507458
------------------------------2015-08-24 09:45:05------------------------------
last5MinsDistances = [ 698.88438462  589.29543632  561.49176833  474.05523533  471.30446099
  471.19731956  185.10049478    6.46419336    8.05812104] with length 9
last10PointsDistances = [ 589.29543632  561.49176833  474.05523533  471.30446099  471.19731956
  185.10049478    6.46419336    8.05812104    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 698.884384619, last10PointsDistance.max() = 589.29543632
------------------------------2015-08-24 09:45:35------------------------------
last5MinsDistances = [ 592.15992733  564.36318791  475.34845272  472.57338275  472.513028
  185.91556377    7.12481232    8.23258175    3.15279143] with length 9
last10PointsDistances = [ 564.36318791  475.34845272  472.57338275  472.513028    185.91556377
    7.12481232    8.23258175    3.15279143    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 592.159927325, last10PointsDistance.max() = 564.363187915
------------------------------2015-08-24 09:46:06------------------------------
last5MinsDistances = [ 700.64750435  526.9122962   523.02221635  525.38932791  249.32445702
  172.11644516  171.65752426  170.41718904  167.38190879] with length 9
last10PointsDistances = [ 526.9122962   523.02221635  525.38932791  249.32445702  172.11644516
  171.65752426  170.41718904  167.38190879    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 700.647504355, last10PointsDistance.max() = 526.912296199
------------------------------2015-08-24 09:46:36------------------------------
last5MinsDistances = [ 615.20839342  611.51307904  613.40058275  328.84703748  197.70680682
  196.45998764  199.22177346  196.1524053    95.63261456] with length 9
last10PointsDistances = [ 611.51307904  613.40058275  328.84703748  197.70680682  196.45998764
  199.22177346  196.1524053    95.63261456    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 615.208393424, last10PointsDistance.max() = 613.400582754
------------------------------2015-08-24 09:47:08------------------------------
last5MinsDistances = [ 602.05112668  603.85347575  318.49217683  185.96418448  184.72317095
  187.45892987  184.38804594   89.70911952   11.77059703] with length 9
last10PointsDistances = [ 603.85347575  318.49217683  185.96418448  184.72317095  187.45892987
  184.38804594   89.70911952   11.77059703    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 603.85347575, last10PointsDistance.max() = 603.85347575
------------------------------2015-08-24 09:47:40------------------------------
last5MinsDistances = [ 613.36353781  332.03008129  211.97603653  210.83922896  212.96940695
  209.85050697   89.62175661   21.94518275   30.19358877] with length 9
last10PointsDistances = [ 332.03008129  211.97603653  210.83922896  212.96940695  209.85050697
   89.62175661   21.94518275   30.19358877    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 613.363537814, last10PointsDistance.max() = 332.030081293
------------------------------2015-08-24 09:48:11------------------------------
last5MinsDistances = [ 306.79950365  213.84817937  213.03985088  213.44311682  210.29843848
   57.47586258   63.24336969   64.77929861   46.15530238] with length 9
last10PointsDistances = [ 213.84817937  213.03985088  213.44311682  210.29843848   57.47586258
   63.24336969   64.77929861   46.15530238    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 306.799503655, last10PointsDistance.max() = 213.848179375
------------------------------2015-08-24 09:48:42------------------------------
last5MinsDistances = [ 262.43725426  261.54338498  262.35712347  259.2052286   105.74208774
   85.43600442   93.13043943   63.54731222   50.18966187] with length 9
last10PointsDistances = [ 261.54338498  262.35712347  259.2052286   105.74208774   85.43600442
   93.13043943   63.54731222   50.18966187    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 262.437254264, last10PointsDistance.max() = 262.35712347
------------------------------2015-08-24 09:49:12------------------------------
last5MinsDistances = [ 262.79874636  263.52477389  260.37390259  105.70208267   88.07475049
   95.59179048   66.15628901   50.82544862    3.1161958 ] with length 9
last10PointsDistances = [ 263.52477389  260.37390259  105.70208267   88.07475049   95.59179048
   66.15628901   50.82544862    3.1161958     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 263.524773888, last10PointsDistance.max() = 263.524773888
------------------------------2015-08-24 09:49:43------------------------------
last5MinsDistances = [ 265.53240319  262.3806396   108.49541182   88.28890178   96.11239261
   66.43409717   53.22000866    3.20602632    3.17731122] with length 9
last10PointsDistances = [ 262.3806396   108.49541182   88.28890178   96.11239261   66.43409717
   53.22000866    3.20602632    3.17731122    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 265.532403187, last10PointsDistance.max() = 262.380639596
------------------------------2015-08-24 09:50:14------------------------------
last5MinsDistances = [ 259.94457906  105.85008659   86.89125021   94.50314654   64.9873997
   50.63772331    1.64098861    1.48787267    2.64536932] with length 9
last10PointsDistances = [ 105.85008659   86.89125021   94.50314654   64.9873997    50.63772331
    1.64098861    1.48787267    2.64536932    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 259.944579056, last10PointsDistance.max() = 105.850086593
------------------------------2015-08-24 09:50:45------------------------------
last5MinsDistances = [ 105.65261669   86.17141409   93.80745344   64.27150803   50.29033807
    0.91800229    2.20178732    2.93166638    0.74914617] with length 9
last10PointsDistances = [ 86.17141409  93.80745344  64.27150803  50.29033807   0.91800229
   2.20178732   2.93166638   0.74914617   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 105.652616692, last10PointsDistance.max() = 93.8074534398
------------------------------2015-08-24 09:51:16------------------------------
last5MinsDistances = [ 88.00697993  95.59979784  66.10053086  51.32036104   2.72421119
   0.77078884   2.41672373   1.12432312   1.86807575] with length 9
last10PointsDistances = [ 95.59979784  66.10053086  51.32036104   2.72421119   0.77078884
   2.41672373   1.12432312   1.86807575   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 95.5997978358, last10PointsDistance.max() = 95.5997978358
last5MinPoints.median = 171.0 (Int64Index([167, 168, 169, 170, 171, 172, 173, 174, 175], dtype='int64')), last10Points_df = 172.0 (Int64Index([168, 169, 170, 171, 172, 173, 174, 175, 176], dtype='int64')), sel index = 171
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 09:48:42
key                      background/location
mAccuracy                                 30
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        215124572000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.26742
mLon1                                      0
mLon2                                      0
mLongitude                          -121.958
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440434922747
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440434923790
distance                            50.18966
speed                                1.61076
Name: 171, dtype: object with index 171 
Found trip end at 2015-08-24 09:48:42
------------------------------2015-08-24 09:51:48------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.0509455388845588, 'formatted_time': Timestamp('2015-08-24 09:51:48'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440435108924, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 30.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.2674122, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 1.6113564493797103, u'read_ts': 0, u'mElapsedRealtimeNanos': 215310027000000, u'mResults': [0, 0], 'idx': 177, u'mBearing': 0, u'mLongitude': -121.958017, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440435108203, u'mHasBearing': False}) with idx 177
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 18:49:24------------------------------
last5MinsDistances = [] with length 0
last10PointsDistances = [ 233.21524056    0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 18:49:58------------------------------
last5MinsDistances = [ 27.51637411] with length 1
last10PointsDistances = [ 260.13029658   27.51637411    0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 18:50:33------------------------------
last5MinsDistances = [ 29.64402648   2.735751  ] with length 2
last10PointsDistances = [ 261.82130446   29.64402648    2.735751      0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 18:51:05------------------------------
last5MinsDistances = [ 37.81382399  21.99394781  19.98635565] with length 3
last10PointsDistances = [ 260.1507787    37.81382399   21.99394781   19.98635565    0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 18:51:24------------------------------
last5MinsDistances = [ 232.48327046  219.44289169  216.94898377  198.41550335] with length 4
last10PointsDistances = [ 378.26963525  232.48327046  219.44289169  216.94898377  198.41550335
    0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 18:52:07------------------------------
last5MinsDistances = [ 491.26744025  475.47257808  472.8383175   455.58373786  260.48271625] with length 5
last10PointsDistances = [ 622.68199604  491.26744025  475.47257808  472.8383175   455.58373786
  260.48271625    0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 18:52:38------------------------------
last5MinsDistances = [ 494.58231875  479.00679431  476.3798269   459.02529403  263.43634013
    5.82029649] with length 6
last10PointsDistances = [ 624.15279256  494.58231875  479.00679431  476.3798269   459.02529403
  263.43634013    5.82029649    0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 6
Too few points to make a decision, continuing
------------------------------2015-08-24 18:53:41------------------------------
last5MinsDistances = [ 593.26138151  566.90013624  564.39522531  557.59577945  449.8066569
  360.62191514  365.60785554] with length 7
last10PointsDistances = [ 805.27315186  593.26138151  566.90013624  564.39522531  557.59577945
  449.8066569   360.62191514  365.60785554    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 593.261381508, last10PointsDistance.max() = 805.273151861
------------------------------2015-08-24 18:54:12------------------------------
last5MinsDistances = [ 660.63622145  634.01112952  631.54861048  625.41780738  520.46269736
  419.13286946  423.78698105   70.68579116] with length 8
last10PointsDistances = [ 660.63622145  634.01112952  631.54861048  625.41780738  520.46269736
  419.13286946  423.78698105   70.68579116    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 660.636221447, last10PointsDistance.max() = 660.636221447
------------------------------2015-08-24 18:55:45------------------------------
last5MinsDistances = [ 714.00929374  631.59858096  547.55431017  552.25968781  190.81464098
  128.64575548] with length 6
last10PointsDistances = [ 719.67253748  717.40397291  714.00929374  631.59858096  547.55431017
  552.25968781  190.81464098  128.64575548    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 714.009293744, last10PointsDistance.max() = 719.672537475
------------------------------2015-08-24 18:56:16------------------------------
last5MinsDistances = [ 772.32832708  712.99046712  717.87460414  352.72061077  296.40755938
  168.98375692] with length 6
last10PointsDistances = [ 826.70421897  826.60845957  772.32832708  712.99046712  717.87460414
  352.72061077  296.40755938  168.98375692    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 772.32832708, last10PointsDistance.max() = 826.704218967
------------------------------2015-08-24 18:56:48------------------------------
last5MinsDistances = [ 830.95936888  835.98205586  470.40672754  417.54925158  291.46454801
  123.12718342] with length 6
last10PointsDistances = [ 908.52865896  873.01863691  830.95936888  835.98205586  470.40672754
  417.54925158  291.46454801  123.12718342    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 835.982055862, last10PointsDistance.max() = 908.528658958
------------------------------2015-08-24 18:57:19------------------------------
last5MinsDistances = [ 979.56933134  616.59086883  570.06333504  448.02361152  283.4646854
  162.91537227] with length 6
last10PointsDistances = [ 988.92667761  974.31369923  979.56933134  616.59086883  570.06333504
  448.02361152  283.4646854   162.91537227    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 979.569331342, last10PointsDistance.max() = 988.926677605
------------------------------2015-08-24 18:57:49------------------------------
last5MinsDistances = [ 696.65384601  650.48313013  528.2827885   362.90412282  241.01646473
   80.42405433] with length 6
last10PointsDistances = [ 1053.79237905  1059.07766036   696.65384601   650.48313013   528.2827885
   362.90412282   241.01646473    80.42405433     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 696.653846015, last10PointsDistance.max() = 1059.07766036
------------------------------2015-08-24 18:58:19------------------------------
last5MinsDistances = [ 801.15175732  754.87478967  632.14662617  465.76806508  343.05508912
  184.85624375  104.52606548] with length 7
last10PointsDistances = [ 1163.29214247   801.15175732   754.87478967   632.14662617   465.76806508
   343.05508912   184.85624375   104.52606548     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 801.151757323, last10PointsDistance.max() = 1163.29214247
------------------------------2015-08-24 18:58:31------------------------------
last5MinsDistances = [ 832.43017385  784.98867775  661.25419767  493.89211537  370.81961854
  215.87190579  136.38139584   35.32316856] with length 8
last10PointsDistances = [ 832.43017385  784.98867775  661.25419767  493.89211537  370.81961854
  215.87190579  136.38139584   35.32316856    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 832.430173849, last10PointsDistance.max() = 832.430173849
------------------------------2015-08-24 18:59:16------------------------------
last5MinsDistances = [ 765.23868193  596.26286827  474.3211029   332.95904217  258.43799842
  165.72524905  130.6036193 ] with length 7
last10PointsDistances = [ 891.8679875   765.23868193  596.26286827  474.3211029   332.95904217
  258.43799842  165.72524905  130.6036193     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 765.238681932, last10PointsDistance.max() = 891.867987496
------------------------------2015-08-24 19:00:18------------------------------
last5MinsDistances = [ 734.04978643  565.12543591  444.13047713  309.12939842  238.59329301
  156.15835613  123.30419901   39.26338415] with length 8
last10PointsDistances = [ 734.04978643  565.12543591  444.13047713  309.12939842  238.59329301
  156.15835613  123.30419901   39.26338415    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 734.049786434, last10PointsDistance.max() = 734.049786434
------------------------------2015-08-24 19:00:38------------------------------
last5MinsDistances = [ 733.74143295  564.84502452  444.01890097  309.91618456  239.88142324
  158.49842715  125.89829636   41.84628338    3.64200691] with length 9
last10PointsDistances = [ 564.84502452  444.01890097  309.91618456  239.88142324  158.49842715
  125.89829636   41.84628338    3.64200691    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 733.741432951, last10PointsDistance.max() = 564.845024518
------------------------------2015-08-24 19:01:09------------------------------
last5MinsDistances = [ 568.03064351  446.26271832  306.74477301  233.69798326  145.69071145
  111.55051801   28.60731544   19.07310137   22.71031839] with length 9
last10PointsDistances = [ 446.26271832  306.74477301  233.69798326  145.69071145  111.55051801
   28.60731544   19.07310137   22.71031839    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 568.03064351, last10PointsDistance.max() = 446.262718318
------------------------------2015-08-24 19:01:40------------------------------
last5MinsDistances = [ 456.25962412  323.08959943  253.22913084  171.23610064  138.2309005
   39.17238677   15.11555915   13.3506136    29.96610879] with length 9
last10PointsDistances = [ 323.08959943  253.22913084  171.23610064  138.2309005    39.17238677
   15.11555915   13.3506136    29.96610879    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 456.25962412, last10PointsDistance.max() = 323.089599435
------------------------------2015-08-24 19:02:11------------------------------
last5MinsDistances = [ 309.81720674  240.4036153   160.39602237  128.1590398    45.6109653
    7.81228533    4.23319516   26.86745545   13.44595902] with length 9
last10PointsDistances = [ 240.4036153   160.39602237  128.1590398    45.6109653     7.81228533
    4.23319516   26.86745545   13.44595902    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 309.817206742, last10PointsDistance.max() = 240.403615301
------------------------------2015-08-24 19:02:44------------------------------
last5MinsDistances = [ 239.75935141  154.33863098  120.70850514   30.75473565    9.24512931
   12.61066882   11.18983704   18.88353236   16.83398903] with length 9
last10PointsDistances = [ 154.33863098  120.70850514   30.75473565    9.24512931   12.61066882
   11.18983704   18.88353236   16.83398903    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 239.759351405, last10PointsDistance.max() = 154.338630982
------------------------------2015-08-24 19:03:15------------------------------
last5MinsDistances = [ 158.3062153   123.82379211   17.53098086   21.9682911    24.82919665
   13.59751545   25.36396863   28.82087326   13.23061602] with length 9
last10PointsDistances = [ 123.82379211   17.53098086   21.9682911    24.82919665   13.59751545
   25.36396863   28.82087326   13.23061602    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 158.306215302, last10PointsDistance.max() = 123.823792114
------------------------------2015-08-24 19:03:46------------------------------
last5MinsDistances = [ 41.99125619   2.99727337   1.38119651  21.94185422  14.6855679
   4.94733205  12.23327822  24.80953566] with length 8
last10PointsDistances = [ 41.99125619   2.99727337   1.38119651  21.94185422  14.6855679
   4.94733205  12.23327822  24.80953566   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 41.9912561922, last10PointsDistance.max() = 41.9912561922
last5MinPoints.median = 197.5 (Int64Index([194, 195, 196, 197, 198, 199, 200, 201], dtype='int64')), last10Points_df = 198.0 (Int64Index([194, 195, 196, 197, 198, 199, 200, 201, 202], dtype='int64')), sel index = 197
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 19:01:09
key                      background/location
mAccuracy                                 45
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        248263785000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.27926
mLon1                                      0
mLon2                                      0
mLongitude                         -121.9488
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440468069592
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440468069803
distance                            22.71032
speed                              0.7243428
Name: 197, dtype: object with index 197 
Found trip end at 2015-08-24 19:01:09
------------------------------2015-08-24 19:04:17------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.30223581704709884, 'formatted_time': Timestamp('2015-08-24 19:04:17'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440468258124, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 42.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.279231, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 9.577853042222563, u'read_ts': 0, u'mElapsedRealtimeNanos': 248452096000000, u'mResults': [0, 0], 'idx': 203, u'mBearing': 0, u'mLongitude': -121.9486687, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440468257902, u'mHasBearing': False}) with idx 203
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 19:04:49------------------------------
last5MinsDistances = [ 0.94556724] with length 1
last10PointsDistances = [ 0.94556724  0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 19:15:31------------------------------
last5MinsDistances = [] with length 0
last10PointsDistances = [ 603.42230436  603.185388      0.        ] with length 3, shape (3,)
len(last10PointsDistances) = 3, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 19:16:08------------------------------
last5MinsDistances = [ 313.95837893] with length 1
last10PointsDistances = [ 915.85168442  915.65283836  313.95837893    0.        ] with length 4, shape (4,)
len(last10PointsDistances) = 4, len(last5MinsDistances) = 1
Too few points to make a decision, continuing
------------------------------2015-08-24 19:16:40------------------------------
last5MinsDistances = [ 336.79484907   25.60853544] with length 2
last10PointsDistances = [ 937.5429639   937.35770897  336.79484907   25.60853544    0.        ] with length 5, shape (5,)
len(last10PointsDistances) = 5, len(last5MinsDistances) = 2
Too few points to make a decision, continuing
------------------------------2015-08-24 19:17:11------------------------------
last5MinsDistances = [ 648.81911663  335.14344135  313.55148543] with length 3
last10PointsDistances = [ 1250.94093027  1250.74716776   648.81911663   335.14344135   313.55148543
     0.        ] with length 6, shape (6,)
len(last10PointsDistances) = 6, len(last5MinsDistances) = 3
Too few points to make a decision, continuing
------------------------------2015-08-24 19:17:42------------------------------
last5MinsDistances = [ 1074.62163535   760.96729313   737.82726202   429.51818746] with length 4
last10PointsDistances = [ 1673.17810514  1673.03490435  1074.62163535   760.96729313   737.82726202
   429.51818746     0.        ] with length 7, shape (7,)
len(last10PointsDistances) = 7, len(last5MinsDistances) = 4
Too few points to make a decision, continuing
------------------------------2015-08-24 19:19:15------------------------------
last5MinsDistances = [ 1906.61558346  1595.87882888  1575.48306221  1262.75894186   866.02025147] with length 5
last10PointsDistances = [ 2510.01772369  2509.7737643   1906.61558346  1595.87882888  1575.48306221
  1262.75894186   866.02025147     0.        ] with length 8, shape (8,)
len(last10PointsDistances) = 8, len(last5MinsDistances) = 5
Too few points to make a decision, continuing
------------------------------2015-08-24 19:19:47------------------------------
last5MinsDistances = [ 2271.25830214  1962.17483864  1942.29186223  1630.48666055  1236.98274384
   370.96905383] with length 6
last10PointsDistances = [ 2874.25685708  2873.98903691  2271.25830214  1962.17483864  1942.29186223
  1630.48666055  1236.98274384   370.96905383     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 2271.25830214, last10PointsDistance.max() = 2874.25685708
------------------------------2015-08-24 19:20:20------------------------------
last5MinsDistances = [ 2394.15338961  2084.50543193  2064.42415349  1752.17646697  1354.7871145
   490.1384771    124.74626756] with length 7
last10PointsDistances = [ 2997.05207753  2394.15338961  2084.50543193  2064.42415349  1752.17646697
  1354.7871145    490.1384771    124.74626756     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 2394.15338961, last10PointsDistance.max() = 2997.05207753
------------------------------2015-08-24 19:21:22------------------------------
last5MinsDistances = [ 3356.8675338   3045.19568065  2646.79698958  1783.67328029  1414.70911958
  1293.54725433] with length 6
last10PointsDistances = [ 3684.76929249  3376.59913659  3356.8675338   3045.19568065  2646.79698958
  1783.67328029  1414.70911958  1293.54725433     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 3356.8675338, last10PointsDistance.max() = 3684.76929249
------------------------------2015-08-24 19:21:53------------------------------
last5MinsDistances = [ 3188.48537356  2788.94686708  1926.57114669  1558.05241302  1436.5259347
   144.28712781] with length 6
last10PointsDistances = [ 3520.12657682  3500.32333814  3188.48537356  2788.94686708  1926.57114669
  1558.05241302  1436.5259347    144.28712781     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 3188.48537356, last10PointsDistance.max() = 3520.12657682
------------------------------2015-08-24 19:22:28------------------------------
last5MinsDistances = [ 2887.98767868  2025.75504495  1657.26893276  1535.72289561   243.16582147
    99.21666851] with length 6
last10PointsDistances = [ 3599.53979877  3287.69917246  2887.98767868  2025.75504495  1657.26893276
  1535.72289561   243.16582147    99.21666851     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 2887.98767868, last10PointsDistance.max() = 3599.53979877
------------------------------2015-08-24 19:23:30------------------------------
last5MinsDistances = [ 2837.22905368  2468.73556338  2347.22456935  1054.11036531   910.71661274
   811.50875015] with length 6
last10PointsDistances = [ 4099.19364231  3698.87198367  2837.22905368  2468.73556338  2347.22456935
  1054.11036531   910.71661274   811.50875015     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 2837.22905368, last10PointsDistance.max() = 4099.19364231
------------------------------2015-08-24 19:24:01------------------------------
last5MinsDistances = [ 2825.50896243  2457.21163193  2335.56219477  1042.74170401   899.16086925
   799.94422219    16.61766596] with length 7
last10PointsDistances = [ 3686.83384205  2825.50896243  2457.21163193  2335.56219477  1042.74170401
   899.16086925   799.94422219    16.61766596     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 2825.50896243, last10PointsDistance.max() = 3686.83384205
------------------------------2015-08-24 19:24:31------------------------------
last5MinsDistances = [ 2883.952335    2762.47215126  1469.28088786  1325.95868495  1226.7534378
   415.24799414   427.12102463] with length 7
last10PointsDistances = [ 3252.4755118   2883.952335    2762.47215126  1469.28088786  1325.95868495
  1226.7534378    415.24799414   427.12102463     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 2883.952335, last10PointsDistance.max() = 3252.4755118
------------------------------2015-08-24 19:25:05------------------------------
last5MinsDistances = [ 3236.47536251  1943.26331683  1799.96451141  1700.75882605   889.25118056
   901.00800716   474.00586975] with length 7
last10PointsDistances = [ 3357.94981029  3236.47536251  1943.26331683  1799.96451141  1700.75882605
   889.25118056   901.00800716   474.00586975     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 3236.47536251, last10PointsDistance.max() = 3357.94981029
------------------------------2015-08-24 19:25:35------------------------------
last5MinsDistances = [ 2449.28830168  2306.16846692  2206.98154984  1395.54931862  1407.45262635
   980.34650133   506.5733664 ] with length 7
last10PointsDistances = [ 3742.68943837  2449.28830168  2306.16846692  2206.98154984  1395.54931862
  1407.45262635   980.34650133   506.5733664      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 2449.28830168, last10PointsDistance.max() = 3742.68943837
------------------------------2015-08-24 19:26:06------------------------------
last5MinsDistances = [ 2438.06760258  2293.8073435   2195.42750763  1397.73078107  1406.41692938
   998.86265845   571.42649958   347.40500497] with length 8
last10PointsDistances = [ 2438.06760258  2293.8073435   2195.42750763  1397.73078107  1406.41692938
   998.86265845   571.42649958   347.40500497     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2438.06760258, last10PointsDistance.max() = 2438.06760258
------------------------------2015-08-24 19:26:37------------------------------
last5MinsDistances = [ 2400.11486178  2302.23597844  1511.28612359  1519.2900277   1118.77937122
   702.01142837   444.52574473   132.6923555 ] with length 8
last10PointsDistances = [ 2400.11486178  2302.23597844  1511.28612359  1519.2900277   1118.77937122
   702.01142837   444.52574473   132.6923555      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2400.11486178, last10PointsDistance.max() = 2400.11486178
------------------------------2015-08-24 19:27:07------------------------------
last5MinsDistances = [ 2299.01391314  1512.37247988  1519.96790044  1124.44867307   718.41159146
   483.72449011   158.34690438    42.20532682] with length 8
last10PointsDistances = [ 2299.01391314  1512.37247988  1519.96790044  1124.44867307   718.41159146
   483.72449011   158.34690438    42.20532682     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 2299.01391314, last10PointsDistance.max() = 2299.01391314
------------------------------2015-08-24 19:27:31------------------------------
last5MinsDistances = [ 1591.16327759  1599.12959469  1198.61540097   778.47370205   485.04013411
   207.08030227    79.95984188    88.20743036] with length 8
last10PointsDistances = [ 1591.16327759  1599.12959469  1198.61540097   778.47370205   485.04013411
   207.08030227    79.95984188    88.20743036     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1599.12959469, last10PointsDistance.max() = 1599.12959469
------------------------------2015-08-24 19:28:39------------------------------
last5MinsDistances = [ 1757.87792381  1355.14576361   925.7532474    573.3168133    357.59107911
   238.77592614   244.15496704   159.40331662] with length 8
last10PointsDistances = [ 1757.87792381  1355.14576361   925.7532474    573.3168133    357.59107911
   238.77592614   244.15496704   159.40331662     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1757.87792381, last10PointsDistance.max() = 1757.87792381
------------------------------2015-08-24 19:29:11------------------------------
last5MinsDistances = [ 1369.77799994   935.78156758   569.1128948    371.02418297   257.39339952
   266.23596548   179.50793676    29.24140341] with length 8
last10PointsDistances = [ 1369.77799994   935.78156758   569.1128948    371.02418297   257.39339952
   266.23596548   179.50793676    29.24140341     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 1369.77799994, last10PointsDistance.max() = 1369.77799994
------------------------------2015-08-24 19:29:43------------------------------
last5MinsDistances = [ 912.61685507  565.64770759  343.74179011  223.92665468  228.93579362
  144.40707387   15.23547401   41.996674  ] with length 8
last10PointsDistances = [ 912.61685507  565.64770759  343.74179011  223.92665468  228.93579362
  144.40707387   15.23547401   41.996674      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 912.616855072, last10PointsDistance.max() = 912.616855072
------------------------------2015-08-24 19:30:02------------------------------
last5MinsDistances = [ 909.83597081  559.51860747  341.74938617  223.6100127   230.09077454
  144.54100318   15.91812327   37.73207871    7.98727659] with length 9
last10PointsDistances = [ 559.51860747  341.74938617  223.6100127   230.09077454  144.54100318
   15.91812327   37.73207871    7.98727659    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 909.835970805, last10PointsDistance.max() = 559.518607473
------------------------------2015-08-24 19:30:45------------------------------
last5MinsDistances = [ 362.84385318  243.04825082  247.43344467  163.43627802    6.90205786
   31.79111419   19.20713288   21.91658425] with length 8
last10PointsDistances = [ 362.84385318  243.04825082  247.43344467  163.43627802    6.90205786
   31.79111419   19.20713288   21.91658425    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 362.843853181, last10PointsDistance.max() = 362.843853181
------------------------------2015-08-24 19:31:04------------------------------
last5MinsDistances = [ 429.15905957  324.09271158  336.67708941  248.81738136  101.9038756
   73.83206793  115.70420937  111.49690864  102.34663673] with length 9
last10PointsDistances = [ 324.09271158  336.67708941  248.81738136  101.9038756    73.83206793
  115.70420937  111.49690864  102.34663673    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 429.159059572, last10PointsDistance.max() = 336.677089406
------------------------------2015-08-24 19:31:48------------------------------
last5MinsDistances = [ 486.59033148  443.17345251  350.01766874  363.12835011  354.53983184
  361.57862785  343.20234035  382.35863017] with length 8
last10PointsDistances = [ 486.59033148  443.17345251  350.01766874  363.12835011  354.53983184
  361.57862785  343.20234035  382.35863017    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 486.590331475, last10PointsDistance.max() = 486.590331475
------------------------------2015-08-24 19:32:21------------------------------
last5MinsDistances = [ 631.72216866  565.45353987  581.83984217  567.70467044  575.24812979
  558.86924377  606.47829677  224.95337022] with length 8
last10PointsDistances = [ 631.72216866  565.45353987  581.83984217  567.70467044  575.24812979
  558.86924377  606.47829677  224.95337022    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 631.722168657, last10PointsDistance.max() = 631.722168657
------------------------------2015-08-24 19:32:53------------------------------
last5MinsDistances = [ 860.68785264  872.12299912  865.63529236  872.59655763  853.83207319
  881.28208006  511.18344074  322.80252484] with length 8
last10PointsDistances = [ 860.68785264  872.12299912  865.63529236  872.59655763  853.83207319
  881.28208006  511.18344074  322.80252484    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 881.28208006, last10PointsDistance.max() = 881.28208006
------------------------------2015-08-24 19:33:27------------------------------
last5MinsDistances = [ 1475.75510808  1487.96647365  1480.13630482  1487.25373603  1468.93198282
  1497.502828    1125.74598401   920.77678475   616.37616187] with length 9
last10PointsDistances = [ 1487.96647365  1480.13630482  1487.25373603  1468.93198282  1497.502828
  1125.74598401   920.77678475   616.37616187     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 1497.502828, last10PointsDistance.max() = 1497.502828
------------------------------2015-08-24 19:33:59------------------------------
last5MinsDistances = [ 2102.22013896  2093.66646057  2100.85941493  2082.7792167   2112.21648048
  1739.59796198  1530.95269936  1231.06044171   614.71557054] with length 9
last10PointsDistances = [ 2093.66646057  2100.85941493  2082.7792167   2112.21648048  1739.59796198
  1530.95269936  1231.06044171   614.71557054     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 2112.21648048, last10PointsDistance.max() = 2112.21648048
------------------------------2015-08-24 19:34:31------------------------------
last5MinsDistances = [ 2458.19652749  2465.92749379  2450.59875285  2498.08479167  2115.80966844
  1893.01938873  1636.94812473  1062.34471801   574.70545819] with length 9
last10PointsDistances = [ 2465.92749379  2450.59875285  2498.08479167  2115.80966844  1893.01938873
  1636.94812473  1062.34471801   574.70545819     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 2498.08479167, last10PointsDistance.max() = 2498.08479167
------------------------------2015-08-24 19:35:03------------------------------
last5MinsDistances = [ 3118.01844679  3170.3092384   2788.14942929  2563.86799414  2318.8526119
  1748.62724665  1219.8991694    686.49061393] with length 8
last10PointsDistances = [ 3118.01844679  3170.3092384   2788.14942929  2563.86799414  2318.8526119
  1748.62724665  1219.8991694    686.49061393     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3170.3092384, last10PointsDistance.max() = 3170.3092384
------------------------------2015-08-24 19:35:50------------------------------
last5MinsDistances = [ 3962.30056262  3580.53538707  3355.88077377  3114.67106067  2542.64217948
  1994.0669101   1481.72368423   796.07574607] with length 8
last10PointsDistances = [ 3962.30056262  3580.53538707  3355.88077377  3114.67106067  2542.64217948
  1994.0669101   1481.72368423   796.07574607     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3962.30056262, last10PointsDistance.max() = 3962.30056262
------------------------------2015-08-24 19:36:37------------------------------
last5MinsDistances = [ 3586.3824233   3361.75658471  3119.97787829  2547.21965293  1997.48724123
  1486.57072532   801.22566116    10.25570492] with length 8
last10PointsDistances = [ 3586.3824233   3361.75658471  3119.97787829  2547.21965293  1997.48724123
  1486.57072532   801.22566116    10.25570492     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3586.3824233, last10PointsDistance.max() = 3586.3824233
------------------------------2015-08-24 19:37:08------------------------------
last5MinsDistances = [ 3430.48626964  3194.62789215  2628.78233731  2088.33979519  1566.56791921
   880.15534167   111.62232785   114.51619472] with length 8
last10PointsDistances = [ 3430.48626964  3194.62789215  2628.78233731  2088.33979519  1566.56791921
   880.15534167   111.62232785   114.51619472     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3430.48626964, last10PointsDistance.max() = 3430.48626964
------------------------------2015-08-24 19:37:25------------------------------
last5MinsDistances = [ 3510.34905745  2939.38892868  2388.15619438  1878.37653407  1192.40818608
   396.74893767   392.26243675   320.16952706] with length 8
last10PointsDistances = [ 3510.34905745  2939.38892868  2388.15619438  1878.37653407  1192.40818608
   396.74893767   392.26243675   320.16952706     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3510.34905745, last10PointsDistance.max() = 3510.34905745
------------------------------2015-08-24 19:38:09------------------------------
last5MinsDistances = [ 3810.08000439  3255.51016165  2748.90932528  2062.67715873  1267.43838362
  1262.90028645  1184.57897874   870.69113961] with length 8
last10PointsDistances = [ 3810.08000439  3255.51016165  2748.90932528  2062.67715873  1267.43838362
  1262.90028645  1184.57897874   870.69113961     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3810.08000439, last10PointsDistance.max() = 3810.08000439
------------------------------2015-08-24 19:38:41------------------------------
last5MinsDistances = [ 4173.0162387   3664.43967579  2977.95757294  2183.97498666  2179.6654757
  2098.21287435  1787.42469485   917.57300827] with length 8
last10PointsDistances = [ 4173.0162387   3664.43967579  2977.95757294  2183.97498666  2179.6654757
  2098.21287435  1787.42469485   917.57300827     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4173.0162387, last10PointsDistance.max() = 4173.0162387
------------------------------2015-08-24 19:39:12------------------------------
last5MinsDistances = [ 4601.26215642  3914.96234792  3119.7701882   3115.15969606  3035.99107963
  2723.02372933  1852.3667781    939.49921736] with length 8
last10PointsDistances = [ 4601.26215642  3914.96234792  3119.7701882   3115.15969606  3035.99107963
  2723.02372933  1852.3667781    939.49921736     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4601.26215642, last10PointsDistance.max() = 4601.26215642
------------------------------2015-08-24 19:39:44------------------------------
last5MinsDistances = [ 4808.81841804  4016.1209147   4011.95321845  3928.66982157  3619.81323896
  2750.34297466  1832.77016503   912.36179544] with length 8
last10PointsDistances = [ 4808.81841804  4016.1209147   4011.95321845  3928.66982157  3619.81323896
  2750.34297466  1832.77016503   912.36179544     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4808.81841804, last10PointsDistance.max() = 4808.81841804
------------------------------2015-08-24 19:40:16------------------------------
last5MinsDistances = [ 4742.8774615   4739.34981776  4650.82070461  4348.8537875   3485.84972283
  2573.01715708  1682.83036409   784.1709274 ] with length 8
last10PointsDistances = [ 4742.8774615   4739.34981776  4650.82070461  4348.8537875   3485.84972283
  2573.01715708  1682.83036409   784.1709274      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4742.8774615, last10PointsDistance.max() = 4742.8774615
------------------------------2015-08-24 19:41:18------------------------------
last5MinsDistances = [ 5571.06535551  5477.91000529  5183.9020901   4331.46255727  3429.35467953
  2566.81063504  1679.06071509   895.72893842] with length 8
last10PointsDistances = [ 5571.06535551  5477.91000529  5183.9020901   4331.46255727  3429.35467953
  2566.81063504  1679.06071509   895.72893842     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 5571.06535551, last10PointsDistance.max() = 5571.06535551
------------------------------2015-08-24 19:41:49------------------------------
last5MinsDistances = [ 5461.79324444  5167.88533418  4315.62186809  3413.74730494  2552.0417356
  1665.14762532   882.11491403    16.60622805] with length 8
last10PointsDistances = [ 5461.79324444  5167.88533418  4315.62186809  3413.74730494  2552.0417356
  1665.14762532   882.11491403    16.60622805     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 5461.79324444, last10PointsDistance.max() = 5461.79324444
------------------------------2015-08-24 19:42:06------------------------------
last5MinsDistances = [ 5587.05252098  5291.30526493  4436.08421234  3530.64559544  2657.35130111
  1760.68515791   977.00614536   131.76125897   147.42774929] with length 9
last10PointsDistances = [ 5291.30526493  4436.08421234  3530.64559544  2657.35130111  1760.68515791
   977.00614536   131.76125897   147.42774929     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 5587.05252098, last10PointsDistance.max() = 5291.30526493
------------------------------2015-08-24 19:42:49------------------------------
last5MinsDistances = [ 4867.19483927  3963.47177691  3091.82175979  2193.58506875  1410.6803487
   536.57567036   552.70144969   434.5383107 ] with length 8
last10PointsDistances = [ 4867.19483927  3963.47177691  3091.82175979  2193.58506875  1410.6803487
   536.57567036   552.70144969   434.5383107      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4867.19483927, last10PointsDistance.max() = 4867.19483927
------------------------------2015-08-24 19:43:07------------------------------
last5MinsDistances = [ 5159.85756076  4260.09018866  3396.91076868  2502.45046977  1718.59418416
   831.71070137   847.01954898   741.79041689   313.17162394] with length 9
last10PointsDistances = [ 4260.09018866  3396.91076868  2502.45046977  1718.59418416   831.71070137
   847.01954898   741.79041689   313.17162394     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 5159.85756076, last10PointsDistance.max() = 4260.09018866
------------------------------2015-08-24 19:44:21------------------------------
last5MinsDistances = [ 4100.33014451  3321.74350389  2449.40638948  2465.08477697  2349.75000194
  1915.74533422  1620.33510462] with length 7
last10PointsDistances = [ 5004.56254467  4100.33014451  3321.74350389  2449.40638948  2465.08477697
  2349.75000194  1915.74533422  1620.33510462     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 4100.33014451, last10PointsDistance.max() = 5004.56254467
------------------------------2015-08-24 19:44:53------------------------------
last5MinsDistances = [ 3933.34281762  3068.97186086  3084.82516133  2966.10115295  2533.50016114
  2242.80388587   626.49397129] with length 7
last10PointsDistances = [ 4708.0453273   3933.34281762  3068.97186086  3084.82516133  2966.10115295
  2533.50016114  2242.80388587   626.49397129     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 3933.34281762, last10PointsDistance.max() = 4708.0453273
------------------------------2015-08-24 19:45:28------------------------------
last5MinsDistances = [ 3350.94624444  3366.85965658  3246.94387996  2815.03990291  2526.05626377
   911.2835794    284.81097359] with length 7
last10PointsDistances = [ 4212.01923721  3350.94624444  3366.85965658  3246.94387996  2815.03990291
  2526.05626377   911.2835794    284.81097359     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 3366.85965658, last10PointsDistance.max() = 4212.01923721
------------------------------2015-08-24 19:45:39------------------------------
last5MinsDistances = [ 3348.038661    3363.94971616  3244.07810573  2812.14706733  2523.08978852
   908.19136273   281.70769893     3.35198097] with length 8
last10PointsDistances = [ 3348.038661    3363.94971616  3244.07810573  2812.14706733  2523.08978852
   908.19136273   281.70769893     3.35198097     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3363.94971616, last10PointsDistance.max() = 3363.94971616
------------------------------2015-08-24 19:46:28------------------------------
last5MinsDistances = [ 3458.02590518  3337.56904931  2906.01318028  2617.87715459  1004.24344529
   377.90220585    93.35131687    96.5592567 ] with length 8
last10PointsDistances = [ 3458.02590518  3337.56904931  2906.01318028  2617.87715459  1004.24344529
   377.90220585    93.35131687    96.5592567      0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3458.02590518, last10PointsDistance.max() = 3458.02590518
------------------------------2015-08-24 19:46:59------------------------------
last5MinsDistances = [ 3755.33096659  3324.60821748  3038.10535006  1425.51011031   799.0652947
   514.25517026   517.36659645   421.29614438] with length 8
last10PointsDistances = [ 3755.33096659  3324.60821748  3038.10535006  1425.51011031   799.0652947
   514.25517026   517.36659645   421.29614438     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 3755.33096659, last10PointsDistance.max() = 3755.33096659
------------------------------2015-08-24 19:47:42------------------------------
last5MinsDistances = [ 4285.38158275  4001.07820513  2389.37664818  1762.88269956  1478.10723709
  1481.19171954  1385.28670924   964.01437755] with length 8
last10PointsDistances = [ 4285.38158275  4001.07820513  2389.37664818  1762.88269956  1478.10723709
  1481.19171954  1385.28670924   964.01437755     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4285.38158275, last10PointsDistance.max() = 4285.38158275
------------------------------2015-08-24 19:48:34------------------------------
last5MinsDistances = [ 3919.40995438  3292.9992424   3008.35351185  3011.41303983  2915.71430204
  2494.56239448  1530.73785995] with length 7
last10PointsDistances = [ 5531.68868061  3919.40995438  3292.9992424   3008.35351185  3011.41303983
  2915.71430204  2494.56239448  1530.73785995     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 3919.40995438, last10PointsDistance.max() = 5531.68868061
------------------------------2015-08-24 19:49:18------------------------------
last5MinsDistances = [ 4866.94943613  4240.54682533  3955.90277607  3958.96249232  3863.2559408
  3442.08545242  2478.18649831   947.54949584] with length 8
last10PointsDistances = [ 4866.94943613  4240.54682533  3955.90277607  3958.96249232  3863.2559408
  3442.08545242  2478.18649831   947.54949584     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4866.94943613, last10PointsDistance.max() = 4866.94943613
------------------------------2015-08-24 19:49:40------------------------------
last5MinsDistances = [ 4451.6340148   4166.86080078  4169.94545189  4074.01413712  3652.72149396
  2688.75376077  1160.41997473   224.09196604] with length 8
last10PointsDistances = [ 4451.6340148   4166.86080078  4169.94545189  4074.01413712  3652.72149396
  2688.75376077  1160.41997473   224.09196604     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4451.6340148, last10PointsDistance.max() = 4451.6340148
------------------------------2015-08-24 19:50:27------------------------------
last5MinsDistances = [ 4155.72635166  4158.82164682  4062.80255556  3641.51120537  2677.70416029
  1151.33931632   227.48450258    35.87734096] with length 8
last10PointsDistances = [ 4155.72635166  4158.82164682  4062.80255556  3641.51120537  2677.70416029
  1151.33931632   227.48450258    35.87734096     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 4158.82164682, last10PointsDistance.max() = 4158.82164682
------------------------------2015-08-24 19:50:58------------------------------
last5MinsDistances = [ 4191.11542306  3769.8243768   2806.01824733  1279.38749204   346.31277007
   122.28630479   128.31434468] with length 7
last10PointsDistances = [ 4287.13563531  4191.11542306  3769.8243768   2806.01824733  1279.38749204
   346.31277007   122.28630479   128.31434468     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 4191.11542306, last10PointsDistance.max() = 4287.13563531
------------------------------2015-08-24 19:52:03------------------------------
last5MinsDistances = [ 2739.14140776  1209.10772695   263.16120612    67.68333164   100.50961373
   105.17173198] with length 6
last10PointsDistances = [ 4124.39034146  3703.14619685  2739.14140776  1209.10772695   263.16120612
    67.68333164   100.50961373   105.17173198     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 6
last5MinsDistances.max() = 2739.14140776, last10PointsDistance.max() = 4124.39034146
------------------------------2015-08-24 19:52:34------------------------------
last5MinsDistances = [ 2742.20083371  1212.1744608    266.23740219    69.79947089   102.19333281
   103.03042787     3.07665076] with length 7
last10PointsDistances = [ 3706.20605378  2742.20083371  1212.1744608    266.23740219    69.79947089
   102.19333281   103.03042787     3.07665076     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 2742.20083371, last10PointsDistance.max() = 3706.20605378
------------------------------2015-08-24 19:53:05------------------------------
last5MinsDistances = [ 1378.26604861   440.53693827   218.58209246   227.80424805    99.60641968
   182.890437     179.99011546] with length 7
last10PointsDistances = [ 2905.41252586  1378.26604861   440.53693827   218.58209246   227.80424805
    99.60641968   182.890437     179.99011546     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 1378.26604861, last10PointsDistance.max() = 2905.41252586
------------------------------2015-08-24 19:53:36------------------------------
last5MinsDistances = [ 435.84963575  213.32546189  221.68918703   93.38043373  179.56561828
  176.70843662    7.87962183] with length 7
last10PointsDistances = [ 1372.52002916   435.84963575   213.32546189   221.68918703    93.38043373
   179.56561828   176.70843662     7.87962183     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 435.849635747, last10PointsDistance.max() = 1372.52002916
------------------------------2015-08-24 19:53:55------------------------------
last5MinsDistances = [ 433.55388107  211.801928    221.47254745   93.44131717  175.72852109
  172.8268034     7.16674058    8.21429703] with length 8
last10PointsDistances = [ 433.55388107  211.801928    221.47254745   93.44131717  175.72852109
  172.8268034     7.16674058    8.21429703    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 433.553881073, last10PointsDistance.max() = 433.553881073
------------------------------2015-08-24 19:54:24------------------------------
last5MinsDistances = [ 160.43076641  190.71558217  130.33020711   93.46935053   91.01419303
  151.58396183  152.41690408  145.3328191 ] with length 8
last10PointsDistances = [ 160.43076641  190.71558217  130.33020711   93.46935053   91.01419303
  151.58396183  152.41690408  145.3328191     0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 190.715582171, last10PointsDistance.max() = 190.715582171
------------------------------2015-08-24 19:55:30------------------------------
last5MinsDistances = [ 355.59191708  280.26714351  279.92913509  366.81707791  369.85430209
  361.88690236  226.89589371] with length 7
last10PointsDistances = [ 373.31351182  355.59191708  280.26714351  279.92913509  366.81707791
  369.85430209  361.88690236  226.89589371    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 369.854302092, last10PointsDistance.max() = 373.313511824
------------------------------2015-08-24 19:56:16------------------------------
last5MinsDistances = [ 453.86789252  453.43465326  520.81221125  525.11252354  516.91587359
  393.66581787  173.91068124] with length 7
last10PointsDistances = [ 523.94081827  453.86789252  453.43465326  520.81221125  525.11252354
  516.91587359  393.66581787  173.91068124    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 7
last5MinsDistances.max() = 525.112523538, last10PointsDistance.max() = 525.112523538
------------------------------2015-08-24 19:56:30------------------------------
last5MinsDistances = [ 476.2268711   475.66413223  535.0866211   539.70676539  531.49355896
  412.55031029  197.69603415   29.83050628] with length 8
last10PointsDistances = [ 476.2268711   475.66413223  535.0866211   539.70676539  531.49355896
  412.55031029  197.69603415   29.83050628    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 539.70676539, last10PointsDistance.max() = 539.70676539
------------------------------2015-08-24 19:57:17------------------------------
last5MinsDistances = [ 626.77156385  671.18143567  676.51593466  668.34263283  559.12733128
  350.84794015  180.28120371  153.56805427] with length 8
last10PointsDistances = [ 626.77156385  671.18143567  676.51593466  668.34263283  559.12733128
  350.84794015  180.28120371  153.56805427    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 676.515934657, last10PointsDistance.max() = 676.515934657
------------------------------2015-08-24 19:57:34------------------------------
last5MinsDistances = [ 634.77101871  675.16513621  680.63221671  672.48005487  565.67464129
  360.31149269  191.56891768  163.99863908   16.13506747] with length 9
last10PointsDistances = [ 675.16513621  680.63221671  672.48005487  565.67464129  360.31149269
  191.56891768  163.99863908   16.13506747    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 680.632216707, last10PointsDistance.max() = 680.632216707
------------------------------2015-08-24 19:58:19------------------------------
last5MinsDistances = [ 691.8983429   683.74186103  576.32668774  369.75386535  199.89598376
  172.84525071   19.99378851   11.65015067] with length 8
last10PointsDistances = [ 691.8983429   683.74186103  576.32668774  369.75386535  199.89598376
  172.84525071   19.99378851   11.65015067    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 691.898342904, last10PointsDistance.max() = 691.898342904
------------------------------2015-08-24 19:58:50------------------------------
last5MinsDistances = [ 909.36248064  816.38422809  621.11764758  454.05703469  426.35135723
  274.23735048  262.49502555  254.38194675] with length 8
last10PointsDistances = [ 909.36248064  816.38422809  621.11764758  454.05703469  426.35135723
  274.23735048  262.49502555  254.38194675    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 909.362480642, last10PointsDistance.max() = 909.362480642
------------------------------2015-08-24 19:59:21------------------------------
last5MinsDistances = [ 818.47024483  623.89418223  457.19167633  429.39197703  277.51611682
  265.62328594  257.63036939    4.89287112] with length 8
last10PointsDistances = [ 818.47024483  623.89418223  457.19167633  429.39197703  277.51611682
  265.62328594  257.63036939    4.89287112    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 818.470244834, last10PointsDistance.max() = 818.470244834
------------------------------2015-08-24 19:59:52------------------------------
last5MinsDistances = [ 563.38455161  390.22648115  365.74774464  214.35187975  207.94687259
  197.09955664  111.90566255  116.79749798] with length 8
last10PointsDistances = [ 563.38455161  390.22648115  365.74774464  214.35187975  207.94687259
  197.09955664  111.90566255  116.79749798    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 563.384551612, last10PointsDistance.max() = 563.384551612
------------------------------2015-08-24 20:00:23------------------------------
last5MinsDistances = [ 752.51303699  621.20978484  591.55052856  474.20418412  458.16529581
  456.90606986  299.34765325  294.76183283  405.57408046] with length 9
last10PointsDistances = [ 621.20978484  591.55052856  474.20418412  458.16529581  456.90606986
  299.34765325  294.76183283  405.57408046    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 752.513036993, last10PointsDistance.max() = 621.209784842
------------------------------2015-08-24 20:00:32------------------------------
last5MinsDistances = [ 618.02648384  588.40440193  472.37548274  456.31137158  455.23476838
  301.69898446  297.15457254  407.18449868    7.40734504] with length 9
last10PointsDistances = [ 588.40440193  472.37548274  456.31137158  455.23476838  301.69898446
  297.15457254  407.18449868    7.40734504    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 9
last5MinsDistances.max() = 618.026483845, last10PointsDistance.max() = 588.404401934
------------------------------2015-08-24 20:01:50------------------------------
last5MinsDistances = [ 474.84105897  458.7700213   457.74826424  304.95577591  300.41427224
  410.37063501    9.40638373    3.29369344] with length 8
last10PointsDistances = [ 474.84105897  458.7700213   457.74826424  304.95577591  300.41427224
  410.37063501    9.40638373    3.29369344    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 474.841058967, last10PointsDistance.max() = 474.841058967
------------------------------2015-08-24 20:02:21------------------------------
last5MinsDistances = [ 452.61670909  452.24454214  313.9213927   309.53926833  416.45734047
   35.10113575   27.71307549   26.09361619] with length 8
last10PointsDistances = [ 452.61670909  452.24454214  313.9213927   309.53926833  416.45734047
   35.10113575   27.71307549   26.09361619    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 452.616709093, last10PointsDistance.max() = 452.616709093
------------------------------2015-08-24 20:02:52------------------------------
last5MinsDistances = [ 452.22764746  316.80632359  312.45568132  418.75975787   40.40934659
   33.02776466   31.35093995    5.32520781] with length 8
last10PointsDistances = [ 452.22764746  316.80632359  312.45568132  418.75975787   40.40934659
   33.02776466   31.35093995    5.32520781    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 452.227647464, last10PointsDistance.max() = 452.227647464
------------------------------2015-08-24 20:03:24------------------------------
last5MinsDistances = [ 317.23646206  312.87394787  419.39722949   39.16495511   31.80850716
   30.02738274    4.34580726    1.73101287] with length 8
last10PointsDistances = [ 317.23646206  312.87394787  419.39722949   39.16495511   31.80850716
   30.02738274    4.34580726    1.73101287    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 419.397229494, last10PointsDistance.max() = 419.397229494
------------------------------2015-08-24 20:03:57------------------------------
last5MinsDistances = [ 317.48579264  421.64684331   56.05051877   48.64413171   47.14599823
   21.06241697   15.90323262   17.41140322] with length 8
last10PointsDistances = [ 317.48579264  421.64684331   56.05051877   48.64413171   47.14599823
   21.06241697   15.90323262   17.41140322    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 421.646843306, last10PointsDistance.max() = 421.646843306
------------------------------2015-08-24 20:04:31------------------------------
last5MinsDistances = [ 419.11413374   47.98426717   40.57858631   39.08138761   13.01262428
    7.96488593    9.57718988    8.06964293] with length 8
last10PointsDistances = [ 419.11413374   47.98426717   40.57858631   39.08138761   13.01262428
    7.96488593    9.57718988    8.06964293    0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 419.114133737, last10PointsDistance.max() = 419.114133737
------------------------------2015-08-24 20:05:02------------------------------
last5MinsDistances = [ 43.86152334  36.50273492  34.7182764    8.90229178   3.66257756
   4.69682512  12.97092014   5.67317209] with length 8
last10PointsDistances = [ 43.86152334  36.50273492  34.7182764    8.90229178   3.66257756
   4.69682512  12.97092014   5.67317209   0.        ] with length 9, shape (9,)
len(last10PointsDistances) = 9, len(last5MinsDistances) = 8
last5MinsDistances.max() = 43.8615233428, last10PointsDistance.max() = 43.8615233428
last5MinPoints.median = 282.5 (Int64Index([279, 280, 281, 282, 283, 284, 285, 286], dtype='int64')), last10Points_df = 283.0 (Int64Index([279, 280, 281, 282, 283, 284, 285, 286, 287], dtype='int64')), sel index = 282
Appending last_trip_end_point filter                                  time
formatted_time           2015-08-24 20:02:21
key                      background/location
mAccuracy                                 36
mAltitude                                  0
mBearing                                   0
mDistance                                  0
mElapsedRealtimeNanos        251935308000000
mExtras                                  NaN
mHasAccuracy                            True
mHasAltitude                           False
mHasBearing                            False
mHasSpeed                              False
mInitialBearing                            0
mIsFromMockProvider                    False
mLat1                                      0
mLat2                                      0
mLatitude                           37.39088
mLon1                                      0
mLon2                                      0
mLongitude                         -122.0863
mProvider                              fused
mResults                              [0, 0]
mSpeed                                     0
mTime                          1440471741808
platform                             android
read_ts                                    0
type                                 message
write_ts                       1440471742199
distance                            26.09362
speed                              0.8279482
Name: 282, dtype: object with index 282 
Found trip end at 2015-08-24 20:02:21
------------------------------2015-08-24 20:05:34------------------------------
Setting new trip start point AttrDict({u'mProvider': u'fused', 'speed': 0.10959522457929963, 'formatted_time': Timestamp('2015-08-24 20:05:34'), u'mHasAccuracy': True, u'mHasAltitude': False, u'write_ts': 1440471935244, u'mLat1': 0, u'mDistance': 0, u'mLat2': 0, u'platform': u'android', u'mAccuracy': 36.0, u'mLon1': 0, u'mLon2': 0, u'type': u'message', u'mLatitude': 37.3909234, u'mAltitude': 0.0, u'mExtras': nan, u'mSpeed': 0, u'key': u'background/location', u'mInitialBearing': 0, u'mHasSpeed': False, 'distance': 3.4919230455456445, u'read_ts': 0, u'mElapsedRealtimeNanos': 252128226000000, u'mResults': [0, 0], 'idx': 288, u'mBearing': 0, u'mLongitude': -122.0862768, u'mIsFromMockProvider': False, u'filter': u'time', u'mTime': 1440471934726, u'mHasBearing': False}) with idx 288
last5MinsDistances = [] with length 0
last10PointsDistances = [ 0.] with length 1, shape (1,)
len(last10PointsDistances) = 1, len(last5MinsDistances) = 0
Too few points to make a decision, continuing
------------------------------2015-08-24 20:06:04------------------------------
last5MinsDistances = [ 1.30173034] with length 1
last10PointsDistances = [ 1.30173034  0.        ] with length 2, shape (2,)
len(last10PointsDistances) = 2, len(last5MinsDistances) = 1
Too few points to make a decision, continuing

In [67]:
ipy.inline_map(lo.get_map(tom_points_time_df_aug_24))


Out[67]:

In [68]:
ipy.inline_map(lo.get_map(pd.DataFrame(tom_segment_points_aug_24)))


Out[68]:

In [69]:
[pt.formatted_time for pt in tom_segment_points_aug_24[0:2]]


Out[69]:
[Timestamp('2015-08-24 08:07:38'), Timestamp('2015-08-24 08:09:11')]

In [70]:
def make_trip(startDict, endDict):
    start = ad.AttrDict(startDict)
    end = ad.AttrDict(endDict)
    print "-" * 20 + str(start.formatted_time) + " -> " + str(end.formatted_time) + "-" * 20
    if pf.calDistance(start, end) < 100:
        print "Skipping trip because all points are in a cluster"
        return None
    trip = ad.AttrDict({'user_id': tomUUID, 'loc_filter': 'time',
                           'start_ts': start.mTime, 'end_ts': end.mTime,
                           'start_time': start.formatted_time, 'end_time': end.formatted_time})
    return trip

In [71]:
tom_trips_list_aug_24 = [make_trip(s1, s2) for s1, s2 in zip(tom_segment_points_aug_24, tom_segment_points_aug_24[1:])]
tom_trips_list_aug_24 = [trip for trip in tom_trips_list_aug_24 if trip is not None]


--------------------2015-08-24 08:07:38 -> 2015-08-24 08:09:11--------------------
Skipping trip because all points are in a cluster
--------------------2015-08-24 08:09:11 -> 2015-08-24 08:28:45--------------------
--------------------2015-08-24 08:28:45 -> 2015-08-24 09:07:19--------------------
--------------------2015-08-24 09:07:19 -> 2015-08-24 09:48:42--------------------
--------------------2015-08-24 09:48:42 -> 2015-08-24 19:01:09--------------------
--------------------2015-08-24 19:01:09 -> 2015-08-24 20:02:21--------------------

In [72]:
trip_section_map = []
for trip in tom_trips_list_aug_24:
    trip_section_map.append((trip, ss.segment_into_sections(trip)))


At 2015-08-24 08:09:58, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:10:35, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:11:37, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:12:19, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:17:26, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 08:12:19
At 2015-08-24 08:18:05, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 08:18:41, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:18:59, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:19:24, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:20:25, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 08:20:55, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:21:30, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:22:01, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:22:32, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:23:03, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:23:35, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:24:14, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:24:37, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:25:09, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:26:05, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:27:08, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 08:27:50, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 08:27:08
At 2015-08-24 08:28:15, retained existing activity Activities.ON_FOOT because of no change
Detected trip end! Ending section at 2015-08-24 08:28:45
At 2015-08-24 08:29:12, retained existing activity Activities.UNKNOWN because of no change
At 2015-08-24 08:30:03, found new activity Activities.ON_FOOT compared to current Activities.UNKNOWN - creating new section with start_time 2015-08-24 08:29:12
At 2015-08-24 08:30:18, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:30:50, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:31:50, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:33:56, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:34:30, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 08:33:56
At 2015-08-24 08:35:06, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 08:35:45, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 08:35:06
At 2015-08-24 08:36:09, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:36:58, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 08:36:09
At 2015-08-24 08:38:02, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 08:38:53, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 08:38:02
At 2015-08-24 08:39:18, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:39:49, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:40:23, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:40:54, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:41:27, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 08:42:24, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:43:21, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:44:29, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:45:04, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:45:34, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:46:06, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:47:05, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:47:41, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:48:11, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:48:43, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:49:40, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:50:08, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 08:51:12, found new activity Activities.IN_VEHICLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 08:50:08
At 2015-08-24 08:51:47, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:52:19, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:52:53, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:53:19, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:53:50, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:54:33, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:55:05, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:55:36, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:56:07, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:56:41, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:57:11, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:57:49, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:58:26, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:58:52, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 08:59:24, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:00:24, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:00:59, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:01:31, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:02:28, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:03:10, found new activity Activities.ON_FOOT compared to current Activities.IN_VEHICLE - creating new section with start_time 2015-08-24 09:02:28
At 2015-08-24 09:03:35, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:04:06, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:04:38, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:05:10, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:05:45, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:06:16, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:06:48, retained existing activity Activities.ON_FOOT because of no change
Detected trip end! Ending section at 2015-08-24 09:07:19
At 2015-08-24 09:07:45, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:08:52, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:09:19, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:09:50, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:13:09, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:13:38, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:14:33, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:15:09, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:16:12, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:16:43, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:17:15, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:18:13, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:18:48, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:19:18, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:19:50, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:20:21, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 09:21:10, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:21:28, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:22:20, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:22:58, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:23:56, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:24:32, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 09:25:25, found new activity Activities.ON_FOOT compared to current Activities.IN_VEHICLE - creating new section with start_time 2015-08-24 09:24:32
At 2015-08-24 09:26:06, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:27:06, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 09:26:06
At 2015-08-24 09:27:13, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:28:05, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 09:27:13
At 2015-08-24 09:28:34, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:29:00, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:29:58, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:30:40, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:31:30, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:32:32, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:33:38, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:34:18, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:34:57, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:35:43, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:36:22, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:37:03, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 09:36:22
At 2015-08-24 09:37:47, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:38:19, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:38:50, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:39:21, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:39:52, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:40:24, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:40:57, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:41:29, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:42:00, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:42:31, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:43:02, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:43:32, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:44:03, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 09:44:50, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 09:44:03
At 2015-08-24 09:45:32, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 09:46:32, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 09:45:32
At 2015-08-24 09:47:15, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 09:46:32
At 2015-08-24 09:47:40, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 09:48:12, retained existing activity Activities.ON_FOOT because of no change
Detected trip end! Ending section at 2015-08-24 09:48:42
At 2015-08-24 09:49:08, retained existing activity Activities.STILL because of no change
At 2015-08-24 09:50:01, retained existing activity Activities.STILL because of no change
At 2015-08-24 09:50:46, retained existing activity Activities.STILL because of no change
At 2015-08-24 09:51:17, retained existing activity Activities.STILL because of no change
At 2015-08-24 09:51:48, retained existing activity Activities.STILL because of no change
At 2015-08-24 18:49:32, found new activity Activities.ON_BICYCLE compared to current Activities.STILL - creating new section with start_time 2015-08-24 09:51:48
At 2015-08-24 18:50:31, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 18:51:23, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:52:07, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:52:39, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:53:10, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:53:41, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:54:12, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:54:44, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:55:15, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:55:46, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:56:17, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:56:48, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:57:20, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:57:50, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:58:28, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:59:04, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 18:59:59, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 18:59:04
At 2015-08-24 19:00:48, retained existing activity Activities.ON_FOOT because of low confidence
Detected trip end! Ending section at 2015-08-24 19:01:09
At 2015-08-24 19:01:34, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:02:10, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:02:43, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:03:14, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:03:45, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:04:17, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:04:48, retained existing activity Activities.STILL because of no change
At 2015-08-24 19:16:00, found new activity Activities.IN_VEHICLE compared to current Activities.STILL - creating new section with start_time 2015-08-24 19:04:48
At 2015-08-24 19:17:08, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:17:42, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:18:40, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:19:32, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:20:26, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:20:51, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:21:22, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:22:25, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:22:57, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:23:30, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:24:22, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:25:21, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:26:14, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:26:56, found new activity Activities.ON_FOOT compared to current Activities.IN_VEHICLE - creating new section with start_time 2015-08-24 19:26:14
At 2015-08-24 19:27:48, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:28:16, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:29:05, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:29:21, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:30:02, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 19:31:03, found new activity Activities.IN_VEHICLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 19:30:02
At 2015-08-24 19:31:48, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:32:21, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:32:53, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:33:27, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:34:00, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:34:32, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:35:03, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:36:06, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:36:37, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:37:34, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:38:10, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:38:42, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:39:13, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:39:45, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:40:16, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:40:47, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:41:19, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:42:15, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:43:07, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:43:50, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:44:22, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:44:54, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:45:54, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:46:56, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:47:30, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:48:02, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:48:35, retained existing activity Activities.IN_VEHICLE because of no change
At 2015-08-24 19:49:38, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:50:11, retained existing activity Activities.IN_VEHICLE because of low confidence
At 2015-08-24 19:50:46, found new activity Activities.ON_FOOT compared to current Activities.IN_VEHICLE - creating new section with start_time 2015-08-24 19:50:11
At 2015-08-24 19:51:32, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:52:04, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:52:43, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:53:06, retained existing activity Activities.ON_FOOT because of no change
At 2015-08-24 19:53:55, retained existing activity Activities.ON_FOOT because of low confidence
At 2015-08-24 19:54:41, found new activity Activities.ON_BICYCLE compared to current Activities.ON_FOOT - creating new section with start_time 2015-08-24 19:53:55
At 2015-08-24 19:55:15, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 19:55:46, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 19:56:43, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 19:57:44, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 19:58:47, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 19:59:47, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 19:59:53, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 20:00:24, retained existing activity Activities.ON_BICYCLE because of no change
At 2015-08-24 20:01:18, retained existing activity Activities.ON_BICYCLE because of low confidence
At 2015-08-24 20:02:17, found new activity Activities.ON_FOOT compared to current Activities.ON_BICYCLE - creating new section with start_time 2015-08-24 20:01:18
Detected trip end! Ending section at 2015-08-24 20:02:21

In [73]:
section_map_list_24 = lo.get_map_list_after_segmentation(trip_section_map,
                                                         cso.BoxplotOutlier(ignore_zeros=True),
                                                         cjs.SmoothZigzag())


DEBUG:root:==================== 2015-08-24 08:09:11 -> 2015-08-24 08:28:45 ====================
DEBUG:root:-------------------- 0: 2015-08-24 08:09:11 -> 2015-08-24 08:12:19 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (6, 29) to (6, 29)
DEBUG:root:quartile values are 0.25    0.081817
0.75    0.135929
Name: speed, dtype: float64
DEBUG:root:iqr 0.0541116528477
DEBUG:root:For cluster 0 - 5, distance = 9.28386428198, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 5, 9.28386428198)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': Timestamp('2015-08-24 08:09:11'), 'end_ts': 1440429139321, 'start_ts': 1440428951154, 'end_time': '2015-08-24 08:12:19', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (6, 29), formatted_time.head() = 0   2015-08-24 08:09:42
1   2015-08-24 08:10:13
2   2015-08-24 08:10:44
3   2015-08-24 08:11:16
4   2015-08-24 08:11:46
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 08:12:19 -> 2015-08-24 08:27:08 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (21, 29) to (21, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25    0.552686
0.75    4.060010
Name: speed, dtype: float64
DEBUG:root:iqr 3.50732444849
DEBUG:root:For cluster 0 - 10, distance = 488.590306855, is_cluster = False
DEBUG:root:For cluster 10 - 12, distance = 4.25030407674, is_cluster = True
DEBUG:root:For cluster 12 - 20, distance = 456.158953746, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 10, 488.590306855), Segment(10, 12, 4.25030407674), Segment(12, 20, 456.158953746)] with size 3
DEBUG:root:shortest_non_cluster_segment = 2
DEBUG:root:Finished marking segment states for direction IterationDirection.RIGHT 
DEBUG:root:Processing segment 1: Segment(10, 12, 4.25030407674), expecting state Segment_State.BAD
DEBUG:root:At the end of the loop for direction IterationDirection.LEFT, i = 0
DEBUG:root:Processing segment 0: Segment(0, 10, 488.590306855), expecting state Segment_State.GOOD
DEBUG:root:At the end of the loop for direction IterationDirection.LEFT, i = -1
DEBUG:root:Finished marking segment states for direction IterationDirection.LEFT 
DEBUG:root:unknown_segments = []
DEBUG:root:bad_segments = [Segment(10, 12, 4.25030407674)]
DEBUG:root:after setting values, outlier_mask = [10 11]
DEBUG:root:point details are     mLatitude  mLongitude  mAccuracy      formatted_time
10  37.395729 -122.077811       40.5 2015-08-24 08:21:30
11  37.395691 -122.077806       37.5 2015-08-24 08:22:01
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25    0.557972
0.75    3.964425
Name: speed, dtype: float64
DEBUG:root:iqr 3.40645243405
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 12, 19), 'end_ts': 1440430028890, 'start_ts': 1440429139321, 'end_time': '2015-08-24 08:27:08', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (19, 29), formatted_time.head() = 0   2015-08-24 08:17:10
1   2015-08-24 08:17:10
2   2015-08-24 08:17:36
3   2015-08-24 08:17:51
4   2015-08-24 08:18:21
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 2: 2015-08-24 08:27:08 -> 2015-08-24 08:28:45 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 29) to (3, 29)
DEBUG:root:quartile values are 0.25    1.066981
0.75    1.197519
Name: speed, dtype: float64
DEBUG:root:iqr 0.130538564437
DEBUG:root:For cluster 0 - 2, distance = 39.1401348714, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 2, 39.1401348714)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 27, 8), 'end_ts': 1440430125903, 'start_ts': 1440430028890, 'end_time': Timestamp('2015-08-24 08:28:45'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (3, 29), formatted_time.head() = 0   2015-08-24 08:27:12
1   2015-08-24 08:27:43
2   2015-08-24 08:28:14
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:==================== 2015-08-24 08:28:45 -> 2015-08-24 09:07:19 ====================
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440428951154}}, {'data.mTime': {'$lt': 1440430125903}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440430125903}}, {'data.mTime': {'$lt': 1440432439533}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 
DEBUG:root:-------------------- 0: 2015-08-24 08:28:45 -> 2015-08-24 08:29:12 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (0, 29) to (0, 0)
DEBUG:root:quartile values are 0.25   NaN
0.75   NaN
Name: speed, dtype: float64
DEBUG:root:iqr nan
Caught error Cannot assign nan to integer series while processing section, skipping...
INFO:root:Found empty df! skipping...
DEBUG:root:-------------------- 1: 2015-08-24 08:29:12 -> 2015-08-24 08:33:56 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (8, 29) to (8, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25    1.320381
0.75    3.552359
Name: speed, dtype: float64
DEBUG:root:iqr 2.23197847681
DEBUG:root:For cluster 0 - 7, distance = 523.516155725, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 7, 523.516155725)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 29, 12), 'end_ts': 1440430436086, 'start_ts': 1440430152748, 'end_time': '2015-08-24 08:33:56', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (8, 29), formatted_time.head() = 0   2015-08-24 08:29:16
1   2015-08-24 08:29:47
2   2015-08-24 08:30:18
3   2015-08-24 08:30:49
4   2015-08-24 08:31:20
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 2: 2015-08-24 08:33:56 -> 2015-08-24 08:35:06 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 29) to (3, 29)
DEBUG:root:quartile values are 0.25    3.769881
0.75    3.935865
Name: speed, dtype: float64
DEBUG:root:iqr 0.165984396444
DEBUG:root:For cluster 0 - 2, distance = 123.599952855, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 2, 123.599952855)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 33, 56), 'end_ts': 1440430506966, 'start_ts': 1440430436086, 'end_time': '2015-08-24 08:35:06', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (3, 29), formatted_time.head() = 0   2015-08-24 08:34:04
1   2015-08-24 08:34:35
2   2015-08-24 08:35:06
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 3: 2015-08-24 08:35:06 -> 2015-08-24 08:36:09 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (2, 29) to (2, 29)
DEBUG:root:quartile values are 0.25    0.203835
0.75    0.203835
Name: speed, dtype: float64
DEBUG:root:iqr 0.0
DEBUG:root:For cluster 0 - 1, distance = 0.0, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 1, 0.0)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 35, 6), 'end_ts': 1440430569073, 'start_ts': 1440430506966, 'end_time': '2015-08-24 08:36:09', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (2, 29), formatted_time.head() = 0   2015-08-24 08:35:37
1   2015-08-24 08:36:08
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 4: 2015-08-24 08:36:09 -> 2015-08-24 08:38:02 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 29) to (3, 29)
DEBUG:root:quartile values are 0.25    1.820176
0.75    4.544750
Name: speed, dtype: float64
DEBUG:root:iqr 2.72457370072
DEBUG:root:For cluster 0 - 2, distance = 180.436334651, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 2, 180.436334651)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 36, 9), 'end_ts': 1440430682168, 'start_ts': 1440430569073, 'end_time': '2015-08-24 08:38:02', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (3, 29), formatted_time.head() = 0   2015-08-24 08:36:39
1   2015-08-24 08:37:10
2   2015-08-24 08:37:44
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 5: 2015-08-24 08:38:02 -> 2015-08-24 08:50:08 --------------------
DEBUG:root:filtering points Int64Index([24, 25], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (23, 29) to (21, 29)
DEBUG:root:quartile values are 0.25    0.295478
0.75    6.132777
Name: speed, dtype: float64
DEBUG:root:iqr 5.83729874116
DEBUG:root:For cluster 0 - 20, distance = 6.76283857651, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 20, 6.76283857651)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 38, 2), 'end_ts': 1440431408887, 'start_ts': 1440430682168, 'end_time': '2015-08-24 08:50:08', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (21, 29), formatted_time.head() = 0   2015-08-24 08:38:14
1   2015-08-24 08:38:46
2   2015-08-24 08:39:18
3   2015-08-24 08:39:49
4   2015-08-24 08:40:22
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 6: 2015-08-24 08:50:08 -> 2015-08-24 09:02:28 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (22, 29) to (22, 29)
DEBUG:root:quartile values are 0.25    13.963650
0.75    34.248592
Name: speed, dtype: float64
DEBUG:root:iqr 20.2849418085
DEBUG:root:For cluster 0 - 21, distance = 16846.1018138, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 21, 16846.1018138)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 8, 50, 8), 'end_ts': 1440432148691, 'start_ts': 1440431408887, 'end_time': '2015-08-24 09:02:28', 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (22, 29), formatted_time.head() = 0   2015-08-24 08:50:13
1   2015-08-24 08:50:44
2   2015-08-24 08:51:15
3   2015-08-24 08:51:47
4   2015-08-24 08:52:18
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 7: 2015-08-24 09:02:28 -> 2015-08-24 09:07:19 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (9, 29) to (9, 29)
DEBUG:root:quartile values are 0.25    0.658704
0.75    1.483537
Name: speed, dtype: float64
DEBUG:root:iqr 0.824832661452
DEBUG:root:For cluster 0 - 4, distance = 47.8189116097, is_cluster = True
DEBUG:root:For cluster 4 - 8, distance = 61.3135524169, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 4, 47.8189116097), Segment(4, 8, 61.3135524169)] with size 2
DEBUG:root:Finished marking segment states for direction IterationDirection.RIGHT 
DEBUG:root:Processing segment 0: Segment(0, 4, 47.8189116097), expecting state Segment_State.BAD
DEBUG:root:At the end of the loop for direction IterationDirection.LEFT, i = -1
DEBUG:root:Finished marking segment states for direction IterationDirection.LEFT 
DEBUG:root:unknown_segments = []
DEBUG:root:bad_segments = [Segment(0, 4, 47.8189116097)]
DEBUG:root:after setting values, outlier_mask = [0 1 2 3]
DEBUG:root:point details are    mLatitude  mLongitude  mAccuracy      formatted_time
0  37.330480 -121.903009     40.500 2015-08-24 09:02:32
1  37.330845 -121.902722     42.000 2015-08-24 09:03:03
2  37.330845 -121.902722     83.474 2015-08-24 09:03:31
3  37.330845 -121.902722    131.211 2015-08-24 09:04:03
DEBUG:root:quartile values are 0.25    0.438924
0.75    1.005464
Name: speed, dtype: float64
DEBUG:root:iqr 0.566539994463
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 2, 28), 'end_ts': 1440432439533, 'start_ts': 1440432148691, 'end_time': Timestamp('2015-08-24 09:07:19'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (5, 29), formatted_time.head() = 4   2015-08-24 09:04:38
5   2015-08-24 09:05:10
6   2015-08-24 09:05:45
7   2015-08-24 09:06:17
8   2015-08-24 09:06:48
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:==================== 2015-08-24 09:07:19 -> 2015-08-24 09:48:42 ====================
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440432439533}}, {'data.mTime': {'$lt': 1440434922747}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 
DEBUG:root:-------------------- 0: 2015-08-24 09:07:19 -> 2015-08-24 09:24:32 --------------------
DEBUG:root:filtering points Int64Index([14, 26], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (32, 29) to (30, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25     0.698301
0.75    13.694391
Name: speed, dtype: float64
DEBUG:root:iqr 12.9960895392
DEBUG:root:For cluster 0 - 29, distance = 6230.98755341, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 29, 6230.98755341)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': Timestamp('2015-08-24 09:07:19'), 'end_ts': 1440433472688, 'start_ts': 1440432439533, 'end_time': '2015-08-24 09:24:32', 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (30, 29), formatted_time.head() = 0   2015-08-24 09:07:26
1   2015-08-24 09:07:45
2   2015-08-24 09:08:17
3   2015-08-24 09:08:47
4   2015-08-24 09:09:18
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 09:24:32 -> 2015-08-24 09:26:06 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 29) to (3, 29)
DEBUG:root:quartile values are 0.25    0.549224
0.75    1.308483
Name: speed, dtype: float64
DEBUG:root:iqr 0.759258840715
DEBUG:root:For cluster 0 - 2, distance = 5.24793486315, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 2, 5.24793486315)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 24, 32), 'end_ts': 1440433566827, 'start_ts': 1440433472688, 'end_time': '2015-08-24 09:26:06', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (3, 29), formatted_time.head() = 0   2015-08-24 09:25:04
1   2015-08-24 09:25:35
2   2015-08-24 09:26:06
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 2: 2015-08-24 09:26:06 -> 2015-08-24 09:27:13 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (2, 29) to (2, 29)
DEBUG:root:quartile values are 0.25    2.155253
0.75    2.155253
Name: speed, dtype: float64
DEBUG:root:iqr 0.0
DEBUG:root:For cluster 0 - 1, distance = 0.0, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 1, 0.0)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 26, 6), 'end_ts': 1440433633865, 'start_ts': 1440433566827, 'end_time': '2015-08-24 09:27:13', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (2, 29), formatted_time.head() = 0   2015-08-24 09:26:38
1   2015-08-24 09:27:09
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 3: 2015-08-24 09:27:13 -> 2015-08-24 09:36:22 --------------------
DEBUG:root:filtering points Int64Index([43], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (18, 29) to (17, 29)
DEBUG:root:quartile values are 0.25    0.291733
0.75    2.648584
Name: speed, dtype: float64
DEBUG:root:iqr 2.3568510187
DEBUG:root:For cluster 0 - 16, distance = 16.0286466559, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 16, 16.0286466559)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 27, 13), 'end_ts': 1440434182285, 'start_ts': 1440433633865, 'end_time': '2015-08-24 09:36:22', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (17, 29), formatted_time.head() = 0   2015-08-24 09:27:40
1   2015-08-24 09:28:16
2   2015-08-24 09:28:28
3   2015-08-24 09:29:00
4   2015-08-24 09:29:31
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 4: 2015-08-24 09:36:22 -> 2015-08-24 09:44:03 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (15, 29) to (15, 29)
DEBUG:root:quartile values are 0.25    1.210395
0.75    5.430995
Name: speed, dtype: float64
DEBUG:root:iqr 4.22060036397
DEBUG:root:For cluster 0 - 14, distance = 1158.94561545, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 14, 1158.94561545)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 36, 22), 'end_ts': 1440434643757, 'start_ts': 1440434182285, 'end_time': '2015-08-24 09:44:03', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (15, 29), formatted_time.head() = 0   2015-08-24 09:36:45
1   2015-08-24 09:37:15
2   2015-08-24 09:37:47
3   2015-08-24 09:38:18
4   2015-08-24 09:38:49
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 5: 2015-08-24 09:44:03 -> 2015-08-24 09:45:32 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (2, 29) to (2, 29)
DEBUG:root:quartile values are 0.25    0.259446
0.75    0.259446
Name: speed, dtype: float64
DEBUG:root:iqr 0.0
DEBUG:root:For cluster 0 - 1, distance = 0.0, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 1, 0.0)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 44, 3), 'end_ts': 1440434732265, 'start_ts': 1440434643757, 'end_time': '2015-08-24 09:45:32', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (2, 29), formatted_time.head() = 0   2015-08-24 09:44:34
1   2015-08-24 09:45:05
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 6: 2015-08-24 09:45:32 -> 2015-08-24 09:46:32 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (2, 29) to (2, 29)
DEBUG:root:quartile values are 0.25    5.39298
0.75    5.39298
Name: speed, dtype: float64
DEBUG:root:iqr 0.0
DEBUG:root:For cluster 0 - 1, distance = 0.0, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 1, 0.0)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 45, 32), 'end_ts': 1440434792982, 'start_ts': 1440434732265, 'end_time': '2015-08-24 09:46:32', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (2, 29), formatted_time.head() = 0   2015-08-24 09:45:35
1   2015-08-24 09:46:06
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 7: 2015-08-24 09:46:32 -> 2015-08-24 09:48:42 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (4, 29) to (4, 29)
DEBUG:root:quartile values are 0.25    0.660113
0.75    1.213278
Name: speed, dtype: float64
DEBUG:root:iqr 0.553164995257
DEBUG:root:For cluster 0 - 3, distance = 21.9451827453, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 3, 21.9451827453)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 46, 32), 'end_ts': 1440434922747, 'start_ts': 1440434792982, 'end_time': Timestamp('2015-08-24 09:48:42'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (4, 29), formatted_time.head() = 0   2015-08-24 09:46:36
1   2015-08-24 09:47:08
2   2015-08-24 09:47:40
3   2015-08-24 09:48:11
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:==================== 2015-08-24 09:48:42 -> 2015-08-24 19:01:09 ====================
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440434922747}}, {'data.mTime': {'$lt': 1440468069592}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 
DEBUG:root:-------------------- 0: 2015-08-24 09:48:42 -> 2015-08-24 09:51:48 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (6, 29) to (6, 29)
DEBUG:root:quartile values are 0.25    0.050946
0.75    0.086731
Name: speed, dtype: float64
DEBUG:root:iqr 0.0357850376553
DEBUG:root:For cluster 0 - 5, distance = 0.770788835317, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 5, 0.770788835317)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': Timestamp('2015-08-24 09:48:42'), 'end_ts': 1440435108698, 'start_ts': 1440434922747, 'end_time': '2015-08-24 09:51:48', 'activity': <Activities.STILL: 3>, 'loc_filter': 'time'}), section_df.shape = (6, 29), formatted_time.head() = 0   2015-08-24 09:49:12
1   2015-08-24 09:49:43
2   2015-08-24 09:50:14
3   2015-08-24 09:50:45
4   2015-08-24 09:51:16
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 09:51:48 -> 2015-08-24 18:59:04 --------------------
DEBUG:root:filtering points Int64Index([17, 18], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (20, 29) to (18, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25    1.101025
0.75    5.341057
Name: speed, dtype: float64
DEBUG:root:iqr 4.24003190674
DEBUG:root:For cluster 0 - 17, distance = 1176.3683454, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 17, 1176.3683454)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 9, 51, 48), 'end_ts': 1440467944483, 'start_ts': 1440435108698, 'end_time': '2015-08-24 18:59:04', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (18, 29), formatted_time.head() = 0   2015-08-24 18:49:24
1   2015-08-24 18:49:24
2   2015-08-24 18:49:58
3   2015-08-24 18:50:33
4   2015-08-24 18:51:05
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 2: 2015-08-24 18:59:04 -> 2015-08-24 19:01:09 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (3, 29) to (3, 29)
DEBUG:root:quartile values are 0.25    0.296947
0.75    0.518617
Name: speed, dtype: float64
DEBUG:root:iqr 0.221670935635
DEBUG:root:For cluster 0 - 2, distance = 39.2633841541, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 2, 39.2633841541)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 18, 59, 4), 'end_ts': 1440468069592, 'start_ts': 1440467944483, 'end_time': Timestamp('2015-08-24 19:01:09'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (3, 29), formatted_time.head() = 0   2015-08-24 18:59:16
1   2015-08-24 19:00:18
2   2015-08-24 19:00:38
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:==================== 2015-08-24 19:01:09 -> 2015-08-24 20:02:21 ====================
final query = {'metadata.key': 'background/location', '$and': [{'data.mTime': {'$gt': 1440468069592}}, {'data.mTime': {'$lt': 1440471741808}}], 'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'metadata.filter': 'time'} 
DEBUG:root:-------------------- 0: 2015-08-24 19:01:09 -> 2015-08-24 19:04:48 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (6, 29) to (6, 29)
DEBUG:root:quartile values are 0.25    0.424971
0.75    0.511874
Name: speed, dtype: float64
DEBUG:root:iqr 0.0869028558666
DEBUG:root:For cluster 0 - 4, distance = 25.3639686251, is_cluster = True
DEBUG:root:For cluster 4 - 5, distance = 0.0, is_cluster = True
DEBUG:root:After splitting, segment list is [Segment(0, 4, 25.3639686251), Segment(4, 5, 0.0)] with size 2
DEBUG:root:Processing segment 1: Segment(4, 5, 0.0), expecting state Segment_State.BAD
DEBUG:root:At the end of the loop for direction IterationDirection.RIGHT, i = 2
DEBUG:root:Finished marking segment states for direction IterationDirection.RIGHT 
DEBUG:root:Finished marking segment states for direction IterationDirection.LEFT 
DEBUG:root:unknown_segments = []
DEBUG:root:bad_segments = [Segment(4, 5, 0.0)]
DEBUG:root:after setting values, outlier_mask = [4]
DEBUG:root:point details are    mLatitude  mLongitude  mAccuracy      formatted_time
4  37.279212 -121.948563       40.5 2015-08-24 19:03:46
DEBUG:root:quartile values are 0.25    0.38994
0.75    0.45320
Name: speed, dtype: float64
DEBUG:root:iqr 0.0632601102769
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': Timestamp('2015-08-24 19:01:09'), 'end_ts': 1440468288726, 'start_ts': 1440468069592, 'end_time': '2015-08-24 19:04:48', 'activity': <Activities.STILL: 3>, 'loc_filter': 'time'}), section_df.shape = (5, 29), formatted_time.head() = 0   2015-08-24 19:01:40
1   2015-08-24 19:02:11
2   2015-08-24 19:02:44
3   2015-08-24 19:03:15
5   2015-08-24 19:04:17
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 1: 2015-08-24 19:04:48 -> 2015-08-24 19:26:14 --------------------
DEBUG:root:filtering points Int64Index([13, 14, 21], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (22, 29) to (19, 29)
DEBUG:root:timeDelta = 0, distanceDelta = %s, returning speed = 0
DEBUG:root:quartile values are 0.25     3.779388
0.75    13.797121
Name: speed, dtype: float64
DEBUG:root:iqr 10.0177331996
DEBUG:root:For cluster 0 - 18, distance = 6734.63471275, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 18, 6734.63471275)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 19, 4, 48), 'end_ts': 1440469574982, 'start_ts': 1440468288726, 'end_time': '2015-08-24 19:26:14', 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (19, 29), formatted_time.head() = 0   2015-08-24 19:04:49
1   2015-08-24 19:15:31
2   2015-08-24 19:15:31
3   2015-08-24 19:16:08
4   2015-08-24 19:16:40
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 2: 2015-08-24 19:26:14 -> 2015-08-24 19:30:02 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (8, 29) to (8, 29)
DEBUG:root:quartile values are 0.25    1.011857
0.75    3.085135
Name: speed, dtype: float64
DEBUG:root:iqr 2.07327850161
DEBUG:root:For cluster 0 - 7, distance = 223.926654684, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 7, 223.926654684)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 19, 26, 14), 'end_ts': 1440469802248, 'start_ts': 1440469574982, 'end_time': '2015-08-24 19:30:02', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (8, 29), formatted_time.head() = 0   2015-08-24 19:26:37
1   2015-08-24 19:27:07
2   2015-08-24 19:27:31
3   2015-08-24 19:28:06
4   2015-08-24 19:28:39
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 3: 2015-08-24 19:30:02 -> 2015-08-24 19:50:11 --------------------
DEBUG:root:filtering points Int64Index([45, 61], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (36, 29) to (34, 29)
DEBUG:root:quartile values are 0.25     8.388303
0.75    21.475777
Name: speed, dtype: float64
DEBUG:root:iqr 13.0874736753
DEBUG:root:For cluster 0 - 33, distance = 16610.1449899, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 33, 16610.1449899)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 19, 30, 2), 'end_ts': 1440471011264, 'start_ts': 1440469802248, 'end_time': '2015-08-24 19:50:11', 'activity': <Activities.IN_VEHICLE: 0>, 'loc_filter': 'time'}), section_df.shape = (34, 29), formatted_time.head() = 0   2015-08-24 19:30:45
1   2015-08-24 19:31:04
2   2015-08-24 19:31:48
3   2015-08-24 19:32:21
4   2015-08-24 19:32:53
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 4: 2015-08-24 19:50:11 -> 2015-08-24 19:53:55 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (7, 29) to (7, 29)
DEBUG:root:quartile values are 0.25    0.252941
0.75    4.206476
Name: speed, dtype: float64
DEBUG:root:iqr 3.95353490349
DEBUG:root:For cluster 0 - 6, distance = 227.804248045, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 6, 227.804248045)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 19, 50, 11), 'end_ts': 1440471235057, 'start_ts': 1440471011264, 'end_time': '2015-08-24 19:53:55', 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (7, 29), formatted_time.head() = 0   2015-08-24 19:50:27
1   2015-08-24 19:50:58
2   2015-08-24 19:51:29
3   2015-08-24 19:52:03
4   2015-08-24 19:52:34
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 5: 2015-08-24 19:53:55 -> 2015-08-24 20:01:18 --------------------
DEBUG:root:filtering points Int64Index([81, 93], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (15, 29) to (13, 29)
DEBUG:root:quartile values are 0.25    0.944608
0.75    4.094622
Name: speed, dtype: float64
DEBUG:root:iqr 3.15001397737
DEBUG:root:For cluster 0 - 12, distance = 944.40481716, is_cluster = False
DEBUG:root:After splitting, segment list is [Segment(0, 12, 944.40481716)] with size 1
INFO:root:No jumps, nothing to filter
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 19, 53, 55), 'end_ts': 1440471678731, 'start_ts': 1440471235057, 'end_time': '2015-08-24 20:01:18', 'activity': <Activities.ON_BICYCLE: 1>, 'loc_filter': 'time'}), section_df.shape = (13, 29), formatted_time.head() = 0   2015-08-24 19:53:55
1   2015-08-24 19:54:24
2   2015-08-24 19:55:30
3   2015-08-24 19:56:16
4   2015-08-24 19:56:30
Name: formatted_time, dtype: datetime64[ns]
DEBUG:root:-------------------- 6: 2015-08-24 20:01:18 -> 2015-08-24 20:02:21 --------------------
DEBUG:root:filtering points Int64Index([], dtype='int64')
DEBUG:root:after accuracy filtering, filtered list size went from (1, 29) to (1, 29)
DEBUG:root:quartile values are 0.25   NaN
0.75   NaN
Name: speed, dtype: float64
DEBUG:root:iqr nan
Caught error Cannot assign nan to integer series while processing section, skipping...
DEBUG:root:for section AttrDict({'user_id': UUID('b0d937d0-70ef-305e-9563-440369012b39'), 'start_time': datetime.datetime(2015, 8, 24, 20, 1, 18), 'end_ts': 1440471741808, 'start_ts': 1440471678731, 'end_time': Timestamp('2015-08-24 20:02:21'), 'activity': <Activities.ON_FOOT: 2>, 'loc_filter': 'time'}), section_df.shape = (1, 29), formatted_time.head() = 0   2015-08-24 20:01:50
Name: formatted_time, dtype: datetime64[ns]


In [74]:
ipy.inline_maps([[map] for map in section_map_list_24], len(section_map_list_24), 1)


Out[74]: