In [2]:
"""ALGORITHM STEPS:
1) The first (standing up detection) RF classifier prediction output sets the 'avg_stand'
feature in the dataframe passed to (2)
2) The main (position state) RF classifier runs and outputs predicted states
3) The "reconcile function" looks through the predicted states and for OCG and YMOUNT looks for any stand up
motions detected in the vicinity. It corrects accordingly
4) The HMM smooths the results to create clean sequences
** In future, step 1 could be replicated with other isolated movements (e.g. bridge, shrimp, sit up)
THOUGHT: is it possible to attempt to detect stand ups using a different time window?
"""
In [144]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import math
import os
from hmmlearn import hmm
from sklearn.ensemble import RandomForestClassifier
from sklearn import cross_validation
from sklearn.cross_validation import KFold
from sklearn.metrics import confusion_matrix
from sklearn.metrics import accuracy_score
from sklearn.grid_search import GridSearchCV, RandomizedSearchCV
from sklearn.preprocessing import PolynomialFeatures
from utilities import convert_to_words, print_full, get_position_stats, combine_csv, resolve_acc_gyro, blank_filter, concat_data
TIME_SEQUENCE_LENGTH = 50
DIR = os.path.dirname(os.path.realpath('__file__'))
polynomial_features = PolynomialFeatures(interaction_only=False, include_bias=True, degree=1)
In [185]:
def trial(df_train, test_data):
"""
Test 1: 1s followed by 3s
"""
my_test_data = test_data.drop(['avg_stand'], axis=1)
y = df_train['state'].values
X = df_train.drop(['avg_stand', 'stand', 'state', 'index'], axis=1)
if X.isnull().values.any() == False:
rf = RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features='auto', max_leaf_nodes=None,
min_samples_leaf=8, min_samples_split=4,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=None, verbose=0,
warm_start=False)
X = polynomial_features.fit_transform(X)
X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.1)
else:
print "Found NaN values"
rf.fit(X_train, y_train)
p_test_data = polynomial_features.fit_transform(my_test_data)
rf_pred2 = rf.predict(p_test_data)
print rf_pred2
test_data['state'] = rf_pred2
final_prediction = convert_to_words(rf_pred2)
print_full(final_prediction)
get_position_stats(final_prediction)
return test_data
#print 'parameter list: {}'.format(polynomial_features.get_params())
In [180]:
def trial_standup(df_train, test_data):
"""
Test 1: 1s followed by 3s
"""
y = df_train['avg_stand'].values
X = df_train.drop(['avg_stand', 'stand', 'state', 'index'], axis=1)
if X.isnull().values.any() == False:
rf = RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features='auto', max_leaf_nodes=None,
min_samples_leaf=8, min_samples_split=4,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=None, verbose=0,
warm_start=False)
X = polynomial_features.fit_transform(X)
X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.1)
else:
print "Found NaN values"
rf.fit(X_train, y_train)
p_test_data = polynomial_features.fit_transform(test_data)
print p_test_data
rf_pred2 = rf.predict(p_test_data)
print rf_pred2
# Now we have the estimated stand_up values, we use them to create a new feature
# in the original df
#rf_pred3 = rf_pred2.astype(int)
test_data['avg_stand'] = rf_pred2
return test_data
In [339]:
fixed = reconciler(bar)
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:13: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
avg_stand state shift-8 shift-7 shift-6 shift-5 shift-4 shift-3 \
459 1 7 0 0 7 7 5 5
499 1 5 0 0 0 0 7 7
shift-2 shift-1 shift0 shift1 shift2 shift3 shift4 shift5 shift6 \
459 5 5 7 7 5 5 5 5 5
499 5 5 5 5 7 7 5 5 5
shift7 shift8
459 5 7
499 5 5
[[7, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 7], [5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]]
[459, 499]
ymount in vicinity
[7, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 7]
new values
[7, 5, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 7]
index
0
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 7
459 -47.105342 1 7
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 7
579 -1.471395 0 7
599 4.104579 0 0
619 0.165237 0 0
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 7
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 7
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 7
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 7
619 0.165237 0 7
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
In [337]:
def reconciler(df):
relevant_df = df[['avg_stand', 'state']]
#print relevant_df.state
#print relevant_df.state.shift(0) # does nothing
#print relevant_df.state.shift(1) # moves forward 1
#print relevant_df.state.shift(-1) # moves back 1
# find any instance of a standup
# return a list of all the states around that standup
# check if any of those states are "ymount"
# if they are, change them to "ocg"
for i in range(-8, 9):
title = 'shift{}'.format(i)
relevant_df[title] = relevant_df.state.shift(i).fillna(False)
detected_standup_df = relevant_df.loc[relevant_df['avg_stand'] == 1].apply(lambda x: x.tolist(), axis=1)
#print detected_standup_df
surrounding_states = []
surrounding_indexes = []
for row in detected_standup_df.iterrows():
index, data = row
data_list = data.astype(int).tolist()
data_list.pop(0) # first value is the 'avg_stand' feature which is not what we want
data_list.pop(1) # 2nd value is the state which is not what we want
surrounding_states.append(data_list)
surrounding_indexes.append(index.tolist())
print surrounding_states
print surrounding_indexes
# Now we check the surrounding states to see if there are any "ymount" values we
# should convert to "ocg"
new_values = []
for index, sequence in enumerate(surrounding_states):
for values in sequence:
if (values == 0):
print 'ymount in vicinity'
print sequence
new_values = [5 if x == 0 else x for x in sequence]
print 'new values'
print new_values
print 'index'
print index
actual_index = surrounding_indexes[index]
relevant_df = update_df(df, actual_index, new_values)
return relevant_df
In [338]:
def update_df(df, index, new_values, reach=8):
#print new_values # This is the value at the index (i.e. the row when the stand_up event was 1)
# need to take this list and lay it over the values in the df at that index
# TODO: catch indexing error
lower5 = index - (5*20) # 5 because we shift 5 either way, 20 because we're sampling every 40 rows with 50% overlap
upper5 = index + (5*20)
#print df.ix[lower:upper]
for x in range(0,reach):
amount = reach - x
i = index - (amount*20)
df.loc[i, 'state'] = new_values[x]
for y in range(0,reach):
amount = reach - y
i = index + (amount*20)
df.loc[i, 'state'] = new_values[y+reach]
print df
return df
#for new_vals, old_vals in zip(new_values, df.ix[lower:upper].state):
# df.ix[]
In [148]:
def root_sum_square(x, y, z):
sum = ((x**2)+(y**2)+(z**2))
rss = math.sqrt(sum)
return rss
def root_mean_square(x, y, z):
mean = ((x**2)+(y**2)+(z**2))/3
rss = math.sqrt(mean)
return rss
def tiltx(x, y, z):
try:
prep = (x/(math.sqrt((y**2)+(z**2))))
tilt = math.atan(prep)
except ZeroDivisionError:
tilt = 0
return tilt
def tilty(x, y, z):
try:
prep = (y/(math.sqrt((x**2)+(z**2))))
tilt = math.atan(prep)
except ZeroDivisionError:
tilt = 0
return tilt
def max_min_diff(max, min):
diff = max - min
return diff
def magnitude(x, y, z):
magnitude = x + y + z
return magnitude
def create_features(df, _window=50, test=False):
accel_x = df['ACCEL_X'].astype(float)
accel_y = df['ACCEL_Y'].astype(float)
accel_z = df['ACCEL_Z'].astype(float)
gyro_x = df['GYRO_X'].astype(float)
gyro_y = df['GYRO_Y'].astype(float)
gyro_z = df['GYRO_Z'].astype(float)
df2 = pd.DataFrame()
# capture tilt here, then average later
df2['tiltx'] = df.apply(lambda x: tiltx(x['ACCEL_X'], x['ACCEL_Y'], x['ACCEL_Z']), axis=1)
df2['tilty'] = df.apply(lambda x: tilty(x['ACCEL_X'], x['ACCEL_Y'], x['ACCEL_Z']), axis=1)
# Capture stand state here, then average later
if (test==False):
df2['stand'] = df['stand'].astype(float)
TIME_SEQUENCE_LENGTH = _window
# Basics
df2['ACCEL_X'] = pd.rolling_mean(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['ACCEL_Y'] = pd.rolling_mean(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['ACCEL_Z'] = pd.rolling_mean(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['GYRO_X'] = pd.rolling_mean(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['GYRO_Y'] = pd.rolling_mean(gyro_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['GYRO_Z'] = pd.rolling_mean(gyro_z, TIME_SEQUENCE_LENGTH-2, center=True)
# rolling median
df2['rolling_median_x'] = pd.rolling_median(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_median_y'] = pd.rolling_median(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_median_z'] = pd.rolling_median(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_median_gx'] = pd.rolling_median(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_median_gy'] = pd.rolling_median(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_median_gz'] = pd.rolling_median(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
# rolling max
df2['rolling_max_x'] = pd.rolling_max(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_max_y'] = pd.rolling_max(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_max_z'] = pd.rolling_max(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_max_gx'] = pd.rolling_max(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_max_gy'] = pd.rolling_max(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_max_gz'] = pd.rolling_max(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
# rolling min
df2['rolling_min_x'] = pd.rolling_min(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_min_y'] = pd.rolling_min(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_min_z'] = pd.rolling_min(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_min_gx'] = pd.rolling_min(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_min_gy'] = pd.rolling_min(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_min_gz'] = pd.rolling_min(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
# rolling sum
df2['rolling_sum_x'] = pd.rolling_sum(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_sum_y'] = pd.rolling_sum(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_sum_z'] = pd.rolling_sum(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_sum_gx'] = pd.rolling_sum(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_sum_gy'] = pd.rolling_sum(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_sum_gz'] = pd.rolling_sum(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
# standard deviation
df2['rolling_std_x'] = pd.rolling_std(accel_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_std_y'] = pd.rolling_std(accel_y, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_std_z'] = pd.rolling_std(accel_z, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_std_gx'] = pd.rolling_std(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_std_gy'] = pd.rolling_std(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
df2['rolling_std_gz'] = pd.rolling_std(gyro_x, TIME_SEQUENCE_LENGTH-2, center=True)
# Tilt
df2['avg_tiltx'] = pd.rolling_mean(df2['tiltx'], TIME_SEQUENCE_LENGTH-2, center=True)
df2['avg_tilty'] = pd.rolling_mean(df2['tilty'], TIME_SEQUENCE_LENGTH-2, center=True)
if (test==False):
# standing up detection
df2['avg_stand'] = pd.rolling_mean(df2['stand'], TIME_SEQUENCE_LENGTH-2, center=True)
print df2['avg_stand']
# round standing up as we need it to be either '0' or '1' for training later
df2['avg_stand'] = df2['avg_stand'].apply(lambda x: math.ceil(x))
ol_upper = _window/2
ol_lower = ol_upper-1
new_df = df2[ol_lower::ol_upper] # 50% overlap with 30
new_df['max_min_x'] = df2.apply(lambda x: max_min_diff(x['rolling_max_x'], x['rolling_min_x']), axis=1)
new_df['max_min_y'] = df2.apply(lambda x: max_min_diff(x['rolling_max_y'], x['rolling_min_y']), axis=1)
new_df['max_min_z'] = df2.apply(lambda x: max_min_diff(x['rolling_max_z'], x['rolling_min_z']), axis=1)
new_df['max_min_gx'] = df2.apply(lambda x: max_min_diff(x['rolling_max_gx'], x['rolling_min_gx']), axis=1)
new_df['max_min_gy'] = df2.apply(lambda x: max_min_diff(x['rolling_max_gy'], x['rolling_min_gy']), axis=1)
new_df['max_min_gz'] = df2.apply(lambda x: max_min_diff(x['rolling_max_gz'], x['rolling_min_gz']), axis=1)
new_df['acc_rss'] = df2.apply(lambda x: root_sum_square(x['ACCEL_X'], x['ACCEL_Y'], x['ACCEL_Z']), axis=1)
new_df['gyro_rss'] = df2.apply(lambda x: root_sum_square(x['GYRO_X'], x['GYRO_Y'], x['GYRO_Z']), axis=1)
new_df['acc_rms'] = df2.apply(lambda x: root_mean_square(x['ACCEL_X'], x['ACCEL_Y'], x['ACCEL_Z']), axis=1)
new_df['gyro_rms'] = df2.apply(lambda x: root_mean_square(x['GYRO_X'], x['GYRO_Y'], x['GYRO_Z']), axis=1)
new_df['acc_magnitude'] = df2.apply(lambda x: magnitude(x['ACCEL_X'], x['ACCEL_Y'], x['ACCEL_Z']), axis=1)
new_df['gyro_magnitude'] = df2.apply(lambda x: magnitude(x['GYRO_X'], x['GYRO_Y'], x['GYRO_Z']), axis=1)
return new_df
# Test method:
# data = np.array([np.mean(training_data.ACCEL_X[0:30]), np.mean(training_data.ACCEL_X[30:45]), np.mean(training_data.ACCEL_X[30:60])])
# desired_df = pd.DataFrame(data, columns=columns)
# print desired_df
In [149]:
def set_state(df, state):
"""set the state for training"""
if state == 'your_mount':
df['state'] = 0
elif state == 'your_side_control':
df['state'] = 1
elif state =='your_closed_guard':
df['state'] = 2
elif state =='your_back_control':
df['state'] = 3
elif state =='opponent_mount_or_sc':
df['state'] = 4
elif state =='opponent_closed_guard':
df['state'] = 5
elif state == 'opponent_back_control':
df['state'] = 6
elif state =='non_jj':
df['state'] = 7
return df
In [150]:
def set_stand_state(df, stand_state):
if (stand_state == 1):
df['stand'] = 1
else:
df['stand'] = 0
print df
return df
In [151]:
def combine_setState_createFeatures(directory, state, window=50, stand=0):
"""
convenience method to combine three steps in one function:
(1) combine multiple csv files, (2) set their movement state for training,
(3) combine to create time sequences and add features
"""
combined_data = combine_csv(directory)
combined_data_updated = set_state(combined_data, state)
combined_data_updated2 = set_stand_state(combined_data_updated, stand)
feature_training_data = create_features(combined_data_updated2, window)
ready_training_data = set_state(feature_training_data, state)
return ready_training_data
In [152]:
def prep(window=30):
"""prepare the raw sensor data"""
#1 Your mount
ymount_td = combine_setState_createFeatures('your_mount_raw_data', 'your_mount', window, 0)
#2 Your side control
ysc_td = combine_setState_createFeatures('your_side_control_raw_data', 'your_side_control', window, 0)
#3 Your closed guard
ycg_td = combine_setState_createFeatures('your_closed_guard_raw_data', 'your_closed_guard', window, 0)
#4 Your back control
ybc_td = combine_setState_createFeatures('your_back_control_raw_data', 'your_back_control', window, 0)
#5 Opponent mount or opponent side control
omountsc_td = combine_setState_createFeatures('opponent_mount_and_opponent_side_control_raw_data', 'opponent_mount_or_sc', window, 0)
#6 Opponent closed guard
ocg_td = combine_setState_createFeatures('opponent_closed_guard_raw_data', 'opponent_closed_guard', window, 0)
#7 Opponent back control
obc_td = combine_setState_createFeatures('opponent_back_control_raw_data', 'opponent_back_control', window, 0)
#8 "Non jiu-jitsu" motion
nonjj_td = combine_setState_createFeatures('non_jj_raw_data', 'non_jj', window, 0)
#9 "stand up" motion
stand_up_td = combine_setState_createFeatures('standing_up_raw_data', 'opponent_closed_guard', window, 1)
training_data = concat_data([ymount_td, ysc_td, ycg_td, ybc_td, omountsc_td, ocg_td, obc_td, nonjj_td, stand_up_td])
# remove NaN
training_data = blank_filter(training_data)
return training_data
In [160]:
def prep_test(el_file):
el_file = 'data/test_cases/' + el_file
df = pd.DataFrame()
df = pd.read_csv(el_file, index_col=None, header=0)
df = resolve_acc_gyro(df)
df = create_features(df, _window=40, test=True)
test_data = blank_filter(df)
return test_data
In [111]:
def test_model_stand(df_train):
"""check model accuracy"""
y = df_train['avg_stand'].values
X = df_train.drop(['avg_stand', 'stand', 'state', 'index'], axis=1)
if X.isnull().values.any() == False:
rf = RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features='auto', max_leaf_nodes=None,
min_samples_leaf=8, min_samples_split=4,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=None, verbose=0,
warm_start=False)
X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.1)
rf.fit(X_train, y_train)
rf_pred = rf.predict(X_test)
rf_scores = cross_validation.cross_val_score(
rf, X, df_train.state, cv=10, scoring='accuracy')
print 'rf prediction: {}'.format(accuracy_score(y_test, rf_pred))
print("Random Forest Accuracy: %0.2f (+/- %0.2f)" % (rf_scores.mean(), rf_scores.std() * 2))
importances = rf.feature_importances_
std = np.std([tree.feature_importances_ for tree in rf.estimators_],
axis=0)
indices = np.argsort(importances)[::-1]
# Print the feature ranking
print("Feature ranking:")
for f in range(X.shape[1]):
print("%d. feature %s (%f)" % (f + 1, X.columns[indices[f]], importances[indices[f]]))
In [112]:
def test_model(df_train):
"""check model accuracy"""
y = df_train['state'].values
X = df_train.drop(['state', 'index'], axis=1)
if X.isnull().values.any() == False:
rf = RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features='auto', max_leaf_nodes=None,
min_samples_leaf=8, min_samples_split=4,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=None, verbose=0,
warm_start=False)
X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.1)
rf.fit(X_train, y_train)
rf_pred = rf.predict(X_test)
rf_scores = cross_validation.cross_val_score(
rf, X, df_train.state, cv=10, scoring='accuracy')
print 'rf prediction: {}'.format(accuracy_score(y_test, rf_pred))
print("Random Forest Accuracy: %0.2f (+/- %0.2f)" % (rf_scores.mean(), rf_scores.std() * 2))
importances = rf.feature_importances_
std = np.std([tree.feature_importances_ for tree in rf.estimators_],
axis=0)
indices = np.argsort(importances)[::-1]
# Print the feature ranking
print("Feature ranking:")
for f in range(X.shape[1]):
print("%d. feature %s (%f)" % (f + 1, X.columns[indices[f]], importances[indices[f]]))
In [59]:
training_data30 = prep(30)
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 0
16225 0
16226 0
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:129: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:130: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:131: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:132: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:133: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:134: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:136: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:137: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:139: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:140: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:142: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:143: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 0
9337 0
9338 0
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 0
12805 0
12806 0
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 0
5908 0
5909 0
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 0
18567 0
18568 0
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 0
16745 0
16746 0
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 0
8705 0
8706 0
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 0
48825 0
48826 0
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 1
15 1
16 1
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 1
20865 1
20866 1
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 625 NaN rows
In [15]:
#print training_data50.stand.describe()
In [84]:
training_data = prep(30)
training_data10 = prep(10)
training_data20 = prep(20)
training_data26 = prep(26) # need numbers that divide into 2 easily
training_data36 = prep(36) # need numbers that divide into 2 easily
training_data40 = prep(40)
training_data50 = prep(50)
training_data56 = prep(56)
training_data60 = prep(60)
training_data64 = prep(64)
training_data70 = prep(70)
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 0
16225 0
16226 0
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:129: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:130: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:131: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:132: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:133: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:134: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:136: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:137: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:139: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:140: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:142: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:143: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 0
9337 0
9338 0
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 0
12805 0
12806 0
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 0
5908 0
5909 0
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 0
18567 0
18568 0
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 0
16745 0
16746 0
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 0
8705 0
8706 0
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 0
48825 0
48826 0
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 1
15 1
16 1
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 1
20865 1
20866 1
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 625 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 0
16225 0
16226 0
16227 0
16228 0
16229 0
16230 0
16231 0
16232 0
16233 0
16234 0
16235 0
16236 0
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 0
9337 0
9338 0
9339 0
9340 0
9341 0
9342 0
9343 0
9344 0
9345 0
9346 0
9347 0
9348 0
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 0
12805 0
12806 0
12807 0
12808 0
12809 0
12810 0
12811 0
12812 0
12813 0
12814 0
12815 0
12816 0
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 0
5908 0
5909 0
5910 0
5911 0
5912 0
5913 0
5914 0
5915 0
5916 0
5917 0
5918 0
5919 0
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 0
18567 0
18568 0
18569 0
18570 0
18571 0
18572 0
18573 0
18574 0
18575 0
18576 0
18577 0
18578 0
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 0
16745 0
16746 0
16747 0
16748 0
16749 0
16750 0
16751 0
16752 0
16753 0
16754 0
16755 0
16756 0
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 0
8705 0
8706 0
8707 0
8708 0
8709 0
8710 0
8711 0
8712 0
8713 0
8714 0
8715 0
8716 0
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 0
48825 0
48826 0
48827 0
48828 0
48829 0
48830 0
48831 0
48832 0
48833 0
48834 0
48835 0
48836 0
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 1
5 1
6 1
7 1
8 1
9 1
10 1
11 1
12 1
13 1
14 1
15 1
16 1
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 1
20865 1
20866 1
20867 1
20868 1
20869 1
20870 1
20871 1
20872 1
20873 1
20874 1
20875 1
20876 1
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 763 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 0
16225 0
16226 0
16227 0
16228 0
16229 0
16230 0
16231 0
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 0
9337 0
9338 0
9339 0
9340 0
9341 0
9342 0
9343 0
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 0
12805 0
12806 0
12807 0
12808 0
12809 0
12810 0
12811 0
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 0
5908 0
5909 0
5910 0
5911 0
5912 0
5913 0
5914 0
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 0
18567 0
18568 0
18569 0
18570 0
18571 0
18572 0
18573 0
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 0
16745 0
16746 0
16747 0
16748 0
16749 0
16750 0
16751 0
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 0
8705 0
8706 0
8707 0
8708 0
8709 0
8710 0
8711 0
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 0
48825 0
48826 0
48827 0
48828 0
48829 0
48830 0
48831 0
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 1
10 1
11 1
12 1
13 1
14 1
15 1
16 1
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 1
20865 1
20866 1
20867 1
20868 1
20869 1
20870 1
20871 1
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 658 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 0
16225 0
16226 0
16227 0
16228 0
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 0
9337 0
9338 0
9339 0
9340 0
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 0
12805 0
12806 0
12807 0
12808 0
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 0
5908 0
5909 0
5910 0
5911 0
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 0
18567 0
18568 0
18569 0
18570 0
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 0
16745 0
16746 0
16747 0
16748 0
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 0
8705 0
8706 0
8707 0
8708 0
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 0
48825 0
48826 0
48827 0
48828 0
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 1
13 1
14 1
15 1
16 1
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 1
20865 1
20866 1
20867 1
20868 1
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 644 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 0
16223 0
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 0
9335 0
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 0
12803 0
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 0
5906 0
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 0
18565 0
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 0
16743 0
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 0
8703 0
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 0
48823 0
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 1
18 1
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 1
20863 1
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 615 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 0
16218 0
16219 0
16220 0
16221 0
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 0
9330 0
9331 0
9332 0
9333 0
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 0
12798 0
12799 0
12800 0
12801 0
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 0
5901 0
5902 0
5903 0
5904 0
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 0
18560 0
18561 0
18562 0
18563 0
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 0
16738 0
16739 0
16740 0
16741 0
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 0
8698 0
8699 0
8700 0
8701 0
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 0
48818 0
48819 0
48820 0
48821 0
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 1
20 1
21 1
22 1
23 1
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 1
20858 1
20859 1
20860 1
20861 1
20862 NaN
20863 NaN
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 612 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 NaN
48818 NaN
48819 NaN
48820 NaN
48821 NaN
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 1
25 1
26 1
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 1
20855 1
20856 1
20857 NaN
20858 NaN
20859 NaN
20860 NaN
20861 NaN
20862 NaN
20863 NaN
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 607 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 NaN
16215 NaN
16216 NaN
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 NaN
9327 NaN
9328 NaN
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 NaN
12795 NaN
12796 NaN
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 NaN
5898 NaN
5899 NaN
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 NaN
18557 NaN
18558 NaN
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 NaN
16735 NaN
16736 NaN
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 NaN
8695 NaN
8696 NaN
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 NaN
48815 NaN
48816 NaN
48817 NaN
48818 NaN
48819 NaN
48820 NaN
48821 NaN
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 1
28 1
29 1
..
20850 1
20851 1
20852 1
20853 1
20854 NaN
20855 NaN
20856 NaN
20857 NaN
20858 NaN
20859 NaN
20860 NaN
20861 NaN
20862 NaN
20863 NaN
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 595 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
16210 0
16211 0
16212 NaN
16213 NaN
16214 NaN
16215 NaN
16216 NaN
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
9322 0
9323 0
9324 NaN
9325 NaN
9326 NaN
9327 NaN
9328 NaN
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
12790 0
12791 0
12792 NaN
12793 NaN
12794 NaN
12795 NaN
12796 NaN
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
5893 0
5894 0
5895 NaN
5896 NaN
5897 NaN
5898 NaN
5899 NaN
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
18552 0
18553 0
18554 NaN
18555 NaN
18556 NaN
18557 NaN
18558 NaN
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
16730 0
16731 0
16732 NaN
16733 NaN
16734 NaN
16735 NaN
16736 NaN
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
8690 0
8691 0
8692 NaN
8693 NaN
8694 NaN
8695 NaN
8696 NaN
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 0
..
48810 0
48811 0
48812 NaN
48813 NaN
48814 NaN
48815 NaN
48816 NaN
48817 NaN
48818 NaN
48819 NaN
48820 NaN
48821 NaN
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 1
..
20850 1
20851 1
20852 NaN
20853 NaN
20854 NaN
20855 NaN
20856 NaN
20857 NaN
20858 NaN
20859 NaN
20860 NaN
20861 NaN
20862 NaN
20863 NaN
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 586 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
16210 NaN
16211 NaN
16212 NaN
16213 NaN
16214 NaN
16215 NaN
16216 NaN
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
9322 NaN
9323 NaN
9324 NaN
9325 NaN
9326 NaN
9327 NaN
9328 NaN
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
12790 NaN
12791 NaN
12792 NaN
12793 NaN
12794 NaN
12795 NaN
12796 NaN
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
5893 NaN
5894 NaN
5895 NaN
5896 NaN
5897 NaN
5898 NaN
5899 NaN
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
18552 NaN
18553 NaN
18554 NaN
18555 NaN
18556 NaN
18557 NaN
18558 NaN
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
16730 NaN
16731 NaN
16732 NaN
16733 NaN
16734 NaN
16735 NaN
16736 NaN
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
8690 NaN
8691 NaN
8692 NaN
8693 NaN
8694 NaN
8695 NaN
8696 NaN
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
48810 NaN
48811 NaN
48812 NaN
48813 NaN
48814 NaN
48815 NaN
48816 NaN
48817 NaN
48818 NaN
48819 NaN
48820 NaN
48821 NaN
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/CS_STAND9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 10.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 11.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 3.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 4.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 5.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 6.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 7.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 8.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy 9.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9 copy.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/standing_up_raw_data/URS_STAND9.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-05-01 13:22:01.80 -1.060 0.169 -0.090
1 1 2016-05-01 13:22:01.80 -1.083 0.177 -0.104
2 2 2016-05-01 13:22:01.80 -1.098 0.178 -0.128
3 3 2016-05-01 13:22:01.80 -1.083 0.197 -0.138
4 4 2016-05-01 13:22:01.80 -1.068 0.176 -0.114
5 5 2016-05-01 13:22:01.80 -1.078 0.176 -0.131
6 6 2016-05-01 13:22:01.80 -1.071 0.190 -0.136
7 7 2016-05-01 13:22:01.80 -1.072 0.180 -0.130
8 8 2016-05-01 13:22:01.80 -1.072 0.194 -0.125
9 9 2016-05-01 13:22:01.81 -1.078 0.188 -0.115
10 10 2016-05-01 13:22:01.81 -1.085 0.192 -0.092
11 11 2016-05-01 13:22:01.81 -1.076 0.186 -0.087
12 12 2016-05-01 13:22:01.81 -1.067 0.193 -0.090
13 13 2016-05-01 13:22:01.81 -1.060 0.197 -0.084
14 14 2016-05-01 13:22:01.81 -1.064 0.201 -0.080
15 15 2016-05-01 13:22:01.81 -1.078 0.203 -0.081
16 16 2016-05-01 13:22:01.81 -1.067 0.198 -0.079
17 17 2016-05-01 13:22:01.81 -1.064 0.195 -0.077
18 18 2016-05-01 13:22:01.81 -1.067 0.195 -0.064
19 19 2016-05-01 13:22:01.81 -1.068 0.205 -0.069
20 20 2016-05-01 13:22:01.81 -1.069 0.198 -0.081
21 21 2016-05-01 13:22:01.81 -1.080 0.190 -0.064
22 22 2016-05-01 13:22:01.81 -1.083 0.180 -0.054
23 23 2016-05-01 13:22:01.81 -1.068 0.191 -0.066
24 24 2016-05-01 13:22:01.81 -1.065 0.217 -0.073
25 25 2016-05-01 13:22:01.81 -1.000 0.185 -0.157
26 26 2016-05-01 13:22:01.81 -1.097 -0.023 -0.322
27 27 2016-05-01 13:22:01.81 -1.186 -0.012 0.354
28 28 2016-05-01 13:22:01.81 -1.170 -0.059 0.316
29 29 2016-05-01 13:22:01.81 -1.337 -0.103 0.068
... ... ... ... ... ...
20850 63 2016-05-01 12:56:53.42 -0.854 0.235 -0.673
20851 64 2016-05-01 12:56:53.42 -0.900 0.234 -0.680
20852 65 2016-05-01 12:56:53.42 -0.853 0.128 -0.632
20853 66 2016-05-01 12:56:53.42 -0.896 0.107 -0.721
20854 67 2016-05-01 12:56:53.42 -0.924 0.028 -0.602
20855 68 2016-05-01 12:56:53.42 -0.886 0.037 -0.442
20856 69 2016-05-01 12:56:53.42 -0.830 -0.019 -0.582
20857 70 2016-05-01 12:56:53.42 -0.919 -0.037 -0.599
20858 71 2016-05-01 12:56:53.42 -0.915 -0.017 -0.408
20859 72 2016-05-01 12:56:53.42 -0.949 -0.067 0.006
20860 73 2016-05-01 12:56:53.42 -0.945 -0.083 -0.385
20861 74 2016-05-01 12:56:53.42 -0.941 -0.080 -0.241
20862 75 2016-05-01 12:56:53.42 -1.000 -0.102 -0.250
20863 76 2016-05-01 12:56:53.42 -0.960 0.000 -0.143
20864 77 2016-05-01 12:56:53.42 -0.983 0.009 -0.210
20865 78 2016-05-01 12:56:53.42 -0.999 -0.030 -0.170
20866 79 2016-05-01 12:56:53.42 -1.020 -0.024 -0.122
20867 80 2016-05-01 12:56:53.42 -1.029 -0.008 -0.110
20868 81 2016-05-01 12:56:53.42 -1.023 -0.017 -0.062
20869 82 2016-05-01 12:56:53.42 -0.997 -0.009 -0.033
20870 83 2016-05-01 12:56:53.42 -0.970 -0.016 0.012
20871 84 2016-05-01 12:56:53.42 -0.930 -0.045 -0.046
20872 85 2016-05-01 12:56:53.42 -0.990 -0.034 -0.088
20873 86 2016-05-01 12:56:53.42 -1.017 -0.039 -0.029
20874 87 2016-05-01 12:56:53.42 -1.085 -0.061 -0.070
20875 88 2016-05-01 12:56:53.42 -1.195 -0.057 -0.067
20876 89 NaN NaN NaN NaN
20877 90 NaN NaN NaN NaN
20878 91 NaN NaN NaN NaN
20879 92 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-05-01 13:22:01.84 6.829 26.829 -3.415 5 1
1 2016-05-01 13:22:01.84 6.463 27.683 -3.171 5 1
2 2016-05-01 13:22:01.84 2.683 32.866 -3.171 5 1
3 2016-05-01 13:22:01.84 6.159 27.622 -1.524 5 1
4 2016-05-01 13:22:01.84 8.110 24.268 0.793 5 1
5 2016-05-01 13:22:01.84 4.451 26.098 -0.061 5 1
6 2016-05-01 13:22:01.84 2.012 19.817 -1.402 5 1
7 2016-05-01 13:22:01.84 4.146 13.720 -1.220 5 1
8 2016-05-01 13:22:01.84 3.902 9.329 -0.976 5 1
9 2016-05-01 13:22:01.84 1.037 5.183 1.463 5 1
10 2016-05-01 13:22:01.84 1.646 4.329 1.098 5 1
11 2016-05-01 13:22:01.84 4.512 3.171 0.732 5 1
12 2016-05-01 13:22:01.84 1.829 3.780 2.927 5 1
13 2016-05-01 13:22:01.84 0.122 0.854 2.500 5 1
14 2016-05-01 13:22:01.84 0.183 -1.037 1.890 5 1
15 2016-05-01 13:22:01.84 0.427 -3.049 1.829 5 1
16 2016-05-01 13:22:01.84 0.000 -5.610 1.646 5 1
17 2016-05-01 13:22:01.84 -0.366 -5.549 0.976 5 1
18 2016-05-01 13:22:01.84 0.000 -5.488 0.854 5 1
19 2016-05-01 13:22:01.84 1.463 -3.902 0.671 5 1
20 2016-05-01 13:22:01.84 -0.549 -3.720 0.488 5 1
21 2016-05-01 13:22:01.84 -1.463 -5.183 -0.061 5 1
22 2016-05-01 13:22:01.84 -2.927 -2.378 -0.915 5 1
23 2016-05-01 13:22:01.84 -0.976 -4.329 -1.951 5 1
24 2016-05-01 13:22:01.84 -1.585 -2.317 -2.622 5 1
25 2016-05-01 13:22:01.84 -3.841 -0.305 -2.073 5 1
26 2016-05-01 13:22:01.84 -2.500 -1.402 -2.073 5 1
27 2016-05-01 13:22:01.84 -1.098 -4.268 -2.134 5 1
28 2016-05-01 13:22:01.84 -3.902 -6.037 -2.927 5 1
29 2016-05-01 13:22:01.84 -5.305 -5.366 -3.110 5 1
... ... ... ... ... ... ...
20850 2016-05-01 12:56:53.44 57.256 -117.622 -56.524 5 1
20851 2016-05-01 12:56:53.44 -47.256 -75.488 -74.268 5 1
20852 2016-05-01 12:56:53.44 -60.549 -107.134 -78.110 5 1
20853 2016-05-01 12:56:53.44 19.756 -111.951 -81.463 5 1
20854 2016-05-01 12:56:53.44 -33.110 -1.890 -73.720 5 1
20855 2016-05-01 12:56:53.44 21.341 30.244 -56.585 5 1
20856 2016-05-01 12:56:53.44 24.451 -74.634 -48.293 5 1
20857 2016-05-01 12:56:53.44 25.671 -56.220 -39.878 5 1
20858 2016-05-01 12:56:53.44 56.220 -62.805 -32.256 5 1
20859 2016-05-01 12:56:53.44 47.805 -79.756 -24.878 5 1
20860 2016-05-01 12:56:53.44 46.585 -78.476 -16.159 5 1
20861 2016-05-01 12:56:53.44 68.720 -40.244 -9.024 5 1
20862 2016-05-01 12:56:53.44 24.268 -24.329 -4.390 5 1
20863 2016-05-01 12:56:53.44 71.585 -19.939 -4.207 5 1
20864 2016-05-01 12:56:53.44 -16.037 -60.244 10.854 5 1
20865 2016-05-01 12:56:53.44 15.732 -77.500 13.841 5 1
20866 2016-05-01 12:56:53.45 29.756 -58.659 14.207 5 1
20867 2016-05-01 12:56:53.45 44.085 -42.622 16.280 5 1
20868 2016-05-01 12:56:53.45 19.634 -51.341 17.073 5 1
20869 2016-05-01 12:56:53.45 22.683 -46.524 13.902 5 1
20870 2016-05-01 12:56:53.45 13.049 -44.329 8.049 5 1
20871 2016-05-01 12:56:53.45 5.122 -42.195 5.671 5 1
20872 2016-05-01 12:56:53.45 3.232 -38.902 3.963 5 1
20873 2016-05-01 12:56:53.45 0.427 -31.829 0.244 5 1
20874 2016-05-01 12:56:53.45 -0.793 -25.732 -1.585 5 1
20875 2016-05-01 12:56:53.45 -4.329 -20.793 -2.073 5 1
20876 2016-05-01 12:56:53.45 -5.000 -13.537 -0.793 5 1
20877 2016-05-01 12:56:53.45 -5.671 0.061 2.073 5 1
20878 2016-05-01 12:56:53.45 -3.902 2.439 4.024 5 1
20879 2016-05-01 12:56:53.45 -5.305 -10.610 3.415 5 1
[20880 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
20850 NaN
20851 NaN
20852 NaN
20853 NaN
20854 NaN
20855 NaN
20856 NaN
20857 NaN
20858 NaN
20859 NaN
20860 NaN
20861 NaN
20862 NaN
20863 NaN
20864 NaN
20865 NaN
20866 NaN
20867 NaN
20868 NaN
20869 NaN
20870 NaN
20871 NaN
20872 NaN
20873 NaN
20874 NaN
20875 NaN
20876 NaN
20877 NaN
20878 NaN
20879 NaN
Name: avg_stand, dtype: float64
Removed 579 NaN rows
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
16210 NaN
16211 NaN
16212 NaN
16213 NaN
16214 NaN
16215 NaN
16216 NaN
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
9322 NaN
9323 NaN
9324 NaN
9325 NaN
9326 NaN
9327 NaN
9328 NaN
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
12790 NaN
12791 NaN
12792 NaN
12793 NaN
12794 NaN
12795 NaN
12796 NaN
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
5893 NaN
5894 NaN
5895 NaN
5896 NaN
5897 NaN
5898 NaN
5899 NaN
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
18552 NaN
18553 NaN
18554 NaN
18555 NaN
18556 NaN
18557 NaN
18558 NaN
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
16730 NaN
16731 NaN
16732 NaN
16733 NaN
16734 NaN
16735 NaN
16736 NaN
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 NaN
25 NaN
26 NaN
27 NaN
28 NaN
29 NaN
..
8690 NaN
8691 NaN
8692 NaN
8693 NaN
8694 NaN
8695 NaN
8696 NaN
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
Traceback (most recent call last):
File "/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.py", line 970, in get_records
return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)
File "/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.py", line 233, in wrapped
return f(*args, **kwargs)
File "/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.py", line 267, in _fixed_getinnerframes
records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/inspect.py", line 1044, in getinnerframes
framelist.append((tb.tb_frame,) + getframeinfo(tb, context))
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/inspect.py", line 1004, in getframeinfo
filename = getsourcefile(frame) or getfile(frame)
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/inspect.py", line 454, in getsourcefile
if hasattr(getmodule(object, filename), '__loader__'):
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/inspect.py", line 491, in getmodule
if ismodule(module) and hasattr(module, '__file__'):
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/inspect.py", line 57, in ismodule
return isinstance(object, types.ModuleType)
KeyboardInterrupt
ERROR: Internal Python error in the inspect module.
Below is the traceback from this internal error.
Unfortunately, your original traceback can not be constructed.
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/interactiveshell.pyc in run_code(self, code_obj, result)
3081 if result is not None:
3082 result.error_in_exec = sys.exc_info()[1]
-> 3083 self.showtraceback()
3084 else:
3085 outflag = 0
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/interactiveshell.pyc in showtraceback(self, exc_tuple, filename, tb_offset, exception_only)
1878 except Exception:
1879 stb = self.InteractiveTB.structured_traceback(etype,
-> 1880 value, tb, tb_offset=tb_offset)
1881
1882 self._showtraceback(etype, value, stb)
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.pyc in structured_traceback(self, etype, value, tb, tb_offset, number_of_lines_of_context)
1240 self.tb = tb
1241 return FormattedTB.structured_traceback(
-> 1242 self, etype, value, tb, tb_offset, number_of_lines_of_context)
1243
1244
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.pyc in structured_traceback(self, etype, value, tb, tb_offset, number_of_lines_of_context)
1148 # Verbose modes need a full traceback
1149 return VerboseTB.structured_traceback(
-> 1150 self, etype, value, tb, tb_offset, number_of_lines_of_context
1151 )
1152 else:
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.pyc in structured_traceback(self, etype, evalue, etb, tb_offset, number_of_lines_of_context)
1000
1001 formatted_exception = self.format_exception_as_a_whole(etype, evalue, etb, number_of_lines_of_context,
-> 1002 tb_offset)
1003
1004 colors = self.Colors # just a shorthand + quicker name lookup
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.pyc in format_exception_as_a_whole(self, etype, evalue, etb, number_of_lines_of_context, tb_offset)
949 records = self.get_records(etb, number_of_lines_of_context, tb_offset)
950
--> 951 frames = self.format_records(records)
952 if records is None:
953 return ""
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/IPython/core/ultratb.pyc in format_records(self, records)
722
723 abspath = os.path.abspath
--> 724 for frame, file, lnum, func, lines, index in records:
725 #print '*** record:',file,lnum,func,lines,index # dbg
726 if not file:
TypeError: 'NoneType' object is not iterable
In [86]:
print training_data20
index tiltx tilty stand ACCEL_X ACCEL_Y ACCEL_Z \
0 9 -0.374351 -0.205611 0 -0.240000 -0.051056 -0.857222
1 19 -0.260666 0.357542 0 -0.413722 0.051000 -0.900833
2 29 -0.328777 -0.155572 0 -0.328000 0.050278 -0.947389
3 39 -0.187004 0.056524 0 -0.300667 0.159222 -0.949611
4 49 0.078648 0.178678 0 -0.219056 0.186778 -0.940833
5 59 -0.190364 0.252252 0 -0.237444 0.053333 -0.942222
6 69 -0.335886 0.218027 0 -0.302222 0.022389 -0.965222
7 79 -0.275254 0.042607 0 -0.145333 -0.003611 -0.958667
8 89 -0.233521 0.056673 0 -0.074389 0.172833 -0.937556
9 99 0.442236 0.669933 0 -0.023722 0.341556 -0.902556
10 109 -0.779327 -0.243355 0 -0.111889 0.210389 -0.981500
11 119 -0.253330 0.365558 0 -0.007111 0.187278 -0.959500
12 129 0.277978 -0.091599 0 0.092111 0.182444 -0.982833
13 139 0.044722 0.086329 0 0.113778 0.231389 -0.974500
14 149 -0.758348 0.332613 0 0.158667 0.284278 -0.947833
15 159 -0.468972 0.128312 0 -0.259778 0.254444 -0.859611
16 169 -0.034095 -0.298425 0 -0.222667 0.067833 -1.001278
17 179 -0.196384 -0.486311 0 -0.175944 0.055611 -0.960222
18 189 -0.593022 -0.102060 0 -0.493333 0.163278 -0.823389
19 199 -0.611937 0.220517 0 -0.365000 0.295722 -0.809833
20 209 -0.283673 0.728165 0 -0.200000 0.337444 -0.839500
21 219 -0.348618 -0.175220 0 -0.172944 0.089056 -1.010722
22 229 0.449428 0.385085 0 0.077333 0.242444 -0.951278
23 239 -0.346450 0.220219 0 -0.056111 0.255167 -0.908111
24 249 -0.482192 0.442244 0 -0.240611 0.308778 -0.865667
25 259 -0.360857 -0.156293 0 -0.344222 0.321944 -0.855778
26 269 -0.225012 0.291994 0 -0.347444 0.415111 -0.846000
27 279 -0.461525 1.011011 0 -0.310444 0.539611 -0.707111
28 289 -0.121137 -0.114031 0 -0.325778 0.151056 -0.842111
29 299 -0.659925 0.415087 0 -0.478111 0.120556 -0.814722
... ... ... ... ... ... ... ...
15770 20479 -0.896641 0.204544 1 -0.759500 0.130556 -0.710667
15771 20489 -1.307222 -0.082172 1 -0.948278 -0.010222 -0.317000
15774 20519 -0.941445 0.198788 1 -0.892944 0.189389 -0.457500
15775 20529 -0.596067 0.511482 1 -0.681722 0.539833 -0.647056
15776 20539 -0.544717 0.830490 1 -0.650889 0.508444 -0.601944
15777 20549 -0.539662 0.112718 1 -0.597611 0.256222 -0.782333
15778 20559 -0.335358 0.091793 1 -0.426111 0.181333 -0.921111
15779 20569 -0.709493 0.254877 1 -0.669444 0.165500 -0.771611
15780 20579 -1.151033 -0.016967 1 -0.925056 0.024444 -0.417056
15784 20619 -0.672406 0.562458 1 -0.742833 0.432444 -0.628167
15785 20629 -0.417705 0.826875 1 -0.616222 0.558278 -0.580889
15786 20639 -0.651472 0.246840 1 -0.642333 0.364778 -0.717278
15787 20649 -0.248430 0.145721 1 -0.471222 0.146889 -0.879667
15788 20659 -0.398698 0.435346 1 -0.556722 0.170222 -0.813556
15789 20669 -1.106656 0.037351 1 -0.888222 0.061500 -0.555278
15790 20679 -1.399687 -0.029596 1 -0.967611 -0.034333 -0.192222
15793 20709 -0.765758 0.524602 1 -0.803889 0.323167 -0.559778
15794 20719 -0.700814 0.438410 1 -0.652389 0.599444 -0.615222
15795 20729 -0.563086 0.290387 1 -0.640889 0.435444 -0.656444
15796 20739 -0.583741 0.333749 1 -0.544000 0.176833 -0.868944
15797 20749 -0.382866 0.197592 1 -0.475611 0.185778 -0.869667
15798 20759 -0.923493 0.119991 1 -0.794556 0.116778 -0.689722
15799 20769 -1.307078 -0.098633 1 -0.954778 -0.018222 -0.281222
15802 20799 -0.911291 0.247255 1 -0.874500 0.232111 -0.486000
15803 20809 -0.673158 0.423950 1 -0.673500 0.569556 -0.646389
15804 20819 -0.728966 0.665597 1 -0.659889 0.494944 -0.609111
15805 20829 -0.646493 0.095209 1 -0.565722 0.224389 -0.802000
15806 20839 -0.457309 0.140061 1 -0.439611 0.181611 -0.917667
15807 20849 -0.922666 0.110215 1 -0.697833 0.156278 -0.759389
15808 20859 -1.500032 -0.070482 1 -0.933500 0.017278 -0.386889
GYRO_X GYRO_Y GYRO_Z ... max_min_gx max_min_gy \
0 -8.058944 -11.070444 -15.751944 ... 287.927 287.927
1 -10.189722 -19.187000 -5.816333 ... 121.159 121.159
2 -3.631444 10.802833 -15.596278 ... 112.988 112.988
3 11.510778 -3.251889 36.663222 ... 119.451 119.451
4 21.432944 2.943944 34.498722 ... 63.110 63.110
5 10.081333 1.222889 -8.407778 ... 245.305 245.305
6 -6.426111 -7.181556 -36.642944 ... 295.853 295.853
7 -21.399000 23.560389 -18.573833 ... 121.036 121.036
8 -26.537889 -8.533056 41.768222 ... 99.146 99.146
9 -11.334667 -25.684222 33.472222 ... 146.768 146.768
10 12.672778 -7.137667 -0.857000 ... 99.146 99.146
11 16.659889 14.566333 9.193667 ... 92.683 92.683
12 14.962778 16.270278 3.384111 ... 121.768 121.768
13 -10.321778 11.639500 14.065056 ... 243.170 243.170
14 2.069889 -27.981000 4.684889 ... 243.170 243.170
15 36.046889 8.858556 -30.996056 ... 122.743 122.743
16 4.407167 -2.642167 -29.773111 ... 174.085 174.085
17 -16.480500 -29.254778 -1.988556 ... 185.914 185.914
18 -21.856389 4.895000 37.313556 ... 187.500 187.500
19 23.590833 3.208056 24.789944 ... 198.537 198.537
20 10.254111 25.931556 -71.944389 ... 280.610 280.610
21 -20.741833 21.155111 -16.121167 ... 194.025 194.025
22 17.486500 -19.458111 24.742611 ... 171.951 171.951
23 6.741333 -12.496667 -9.427556 ... 192.195 192.195
24 -8.533111 4.210722 -13.844889 ... 146.829 146.829
25 -23.150444 -7.672833 13.567056 ... 140.793 140.793
26 1.100944 3.733056 -10.535278 ... 162.317 162.317
27 28.584000 4.217500 -52.405167 ... 143.170 143.170
28 1.283889 2.954056 -24.271722 ... 266.036 266.036
29 8.716222 47.032611 -3.590833 ... 361.585 361.585
... ... ... ... ... ... ...
15770 -0.792722 -51.758111 -30.189667 ... 172.805 172.805
15771 23.810889 -53.556889 -21.267000 ... 132.134 132.134
15774 4.911889 29.092056 36.314278 ... 63.963 63.963
15775 3.726333 26.399056 44.806889 ... 93.353 93.353
15776 -18.766889 14.979667 -19.275000 ... 99.879 99.879
15777 0.311611 34.827222 -25.917944 ... 211.037 211.037
15778 26.856278 28.458667 34.918833 ... 211.037 211.037
15779 -0.620000 -31.852944 -15.799389 ... 175.854 175.854
15780 16.212667 -58.451944 -33.763500 ... 132.134 132.134
15784 6.900389 34.566333 47.892944 ... 63.963 63.963
15785 -15.779111 15.972167 0.501389 ... 97.013 97.013
15786 -11.192444 23.065667 -33.861667 ... 211.037 211.037
15787 32.703167 45.308222 21.714222 ... 211.037 211.037
15788 2.445722 -16.039944 5.982500 ... 175.854 175.854
15789 2.679500 -51.622611 -40.033833 ... 172.073 172.073
15790 27.943778 -51.697111 -4.166722 ... 87.622 87.622
15793 5.979000 34.952500 46.070389 ... 63.963 63.963
15794 -4.298778 20.511500 22.178222 ... 110.305 110.305
15795 -20.426833 22.909889 -32.442333 ... 184.817 184.817
15796 18.729611 48.980389 3.038722 ... 211.037 211.037
15797 17.527056 6.260167 26.805667 ... 218.537 218.537
15798 -1.490556 -56.375333 -32.943778 ... 172.805 172.805
15799 27.899667 -50.067722 -16.480389 ... 104.695 104.695
15802 5.220167 31.592056 39.369833 ... 63.963 63.963
15803 -0.501333 21.805556 42.686333 ... 93.353 93.353
15804 -13.543333 20.271000 -24.522278 ... 160.549 160.549
15805 2.713333 40.403111 -18.807500 ... 211.037 211.037
15806 29.549389 25.701222 34.664778 ... 187.195 187.195
15807 -1.548167 -38.949833 -21.642889 ... 175.854 175.854
15808 22.015500 -58.848278 -30.254056 ... 132.134 132.134
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
0 287.927 0.891648 20.871633 0.514793 12.050243 -1.148278
1 121.159 0.992607 22.490023 0.573082 12.984621 -1.263556
2 112.988 1.003821 19.316637 0.579557 11.152466 -1.225111
3 119.451 1.008719 38.565070 0.582384 22.265554 -1.091056
4 63.110 0.983890 40.720999 0.568049 23.510280 -0.973111
5 245.305 0.973143 13.184061 0.561844 7.611821 -1.126333
6 295.853 1.011679 37.888983 0.584093 21.875214 -1.245056
7 121.036 0.969627 36.851003 0.559814 21.275936 -1.107611
8 99.146 0.956251 50.216103 0.552092 28.992280 -0.839111
9 146.768 0.965313 43.686881 0.557324 25.222633 -0.584722
10 99.146 1.010012 14.569833 0.583131 8.411897 -0.883000
11 92.683 0.977632 23.963586 0.564436 13.835383 -0.779333
12 121.768 1.003858 22.361996 0.579578 12.910704 -0.708278
13 243.170 1.008036 20.972431 0.581990 12.108438 -0.629333
14 243.170 1.002186 28.445896 0.578612 16.423246 -0.504889
15 122.743 0.933358 48.359153 0.538875 27.920170 -0.864944
16 174.085 1.027978 30.213280 0.593503 17.443646 -1.156111
17 185.914 0.977791 33.636338 0.564528 19.419949 -1.080556
18 187.500 0.973656 43.519699 0.562141 25.126110 -1.153444
19 198.537 0.936219 34.370924 0.540526 19.844062 -0.879111
20 280.610 0.926622 77.159494 0.534986 44.548054 -0.702056
21 194.025 1.029272 33.729133 0.594250 19.473524 -1.094611
22 171.951 0.984728 36.008229 0.568533 20.789361 -0.631500
23 192.195 0.944947 17.043798 0.545565 9.840241 -0.709056
24 146.829 0.950061 16.799557 0.548518 9.699229 -0.797500
25 140.793 0.976981 27.908430 0.564061 16.112939 -0.878056
26 162.317 1.004366 11.231200 0.579871 6.484337 -0.778333
27 143.170 0.942105 59.842576 0.543925 34.550127 -0.477944
28 266.036 0.915478 24.484512 0.528552 14.136139 -1.016833
29 361.585 0.952311 47.968043 0.549817 27.694362 -1.172278
... ... ... ... ... ... ...
15770 172.805 1.048300 59.924506 0.605236 34.597430 -1.339611
15771 132.134 0.999912 62.350494 0.577300 35.998074 -1.275500
15774 63.963 1.021041 46.788900 0.589498 27.013584 -1.161056
15775 93.353 1.083903 52.138786 0.625792 30.102342 -0.788944
15776 99.879 1.022012 30.791430 0.590059 17.777440 -0.744389
15777 211.037 1.017268 43.413965 0.587320 25.065064 -1.123722
15778 211.037 1.030970 52.445022 0.595231 30.279147 -1.165889
15779 175.854 1.034857 35.561428 0.597475 20.531400 -1.275556
15780 132.134 1.015018 69.422290 0.586021 40.080978 -1.317667
15784 63.963 1.064614 59.465796 0.614655 34.332593 -0.938556
15785 97.013 1.014315 22.457557 0.585615 12.965876 -0.638833
15786 211.037 1.029632 42.472441 0.594458 24.521475 -0.994833
15787 211.037 1.008682 59.948641 0.582363 34.611364 -1.204000
15788 175.854 1.000394 17.293111 0.577578 9.984182 -1.200056
15789 172.073 1.049311 65.381813 0.605820 37.748208 -1.382000
15790 87.622 0.987117 58.913560 0.569912 34.013760 -1.194167
15793 63.963 1.031516 58.136963 0.595546 33.565391 -1.040500
15794 110.305 1.078630 30.513516 0.622747 17.616987 -0.668167
15795 184.817 1.015515 44.661208 0.586308 25.785161 -0.861889
15796 211.037 1.040322 52.527237 0.600630 30.326615 -1.236111
15797 218.537 1.008484 32.633283 0.582248 18.840834 -1.159500
15798 172.805 1.058618 65.312269 0.611193 37.708056 -1.367500
15799 104.695 0.995499 59.638674 0.574752 34.432404 -1.254222
15802 63.963 1.027045 50.747334 0.592965 29.298987 -1.128389
15803 93.353 1.093533 47.935964 0.631352 27.675842 -0.750333
15804 160.549 1.025397 34.578569 0.592013 19.963946 -0.774056
15805 211.037 1.006775 44.648579 0.581262 25.777869 -1.143333
15806 187.195 1.033611 52.300727 0.596756 30.195839 -1.175667
15807 175.854 1.043104 44.585883 0.602236 25.741672 -1.300944
15808 132.134 1.010645 69.736002 0.583496 40.262099 -1.303111
gyro_magnitude state
0 -34.881333 0
1 -35.193056 0
2 -8.424889 0
3 44.922111 0
4 58.875611 0
5 2.896444 0
6 -50.250611 0
7 -16.412444 0
8 6.697278 0
9 -3.546667 0
10 4.678111 0
11 40.419889 0
12 34.617167 0
13 15.382778 0
14 -21.226222 0
15 13.909389 0
16 -28.008111 0
17 -47.723833 0
18 20.352167 0
19 51.588833 0
20 -35.758722 0
21 -15.707889 0
22 22.771000 0
23 -15.182889 0
24 -18.167278 0
25 -17.256222 0
26 -5.701278 0
27 -19.603667 0
28 -20.033778 0
29 52.158000 0
... ... ...
15770 -82.740500 5
15771 -51.013000 5
15774 70.318222 5
15775 74.932278 5
15776 -23.062222 5
15777 9.220889 5
15778 90.233778 5
15779 -48.272333 5
15780 -76.002778 5
15784 89.359667 5
15785 0.694444 5
15786 -21.988444 5
15787 99.725611 5
15788 -7.611722 5
15789 -88.976944 5
15790 -27.920056 5
15793 87.001889 5
15794 38.390944 5
15795 -29.959278 5
15796 70.748722 5
15797 50.592889 5
15798 -90.809667 5
15799 -38.648444 5
15802 76.182056 5
15803 63.990556 5
15804 -17.794611 5
15805 24.308944 5
15806 89.915389 5
15807 -62.140889 5
15808 -67.086833 5
[15153 rows x 56 columns]
In [18]:
#1 Your mount
ymount_td = combine_setState_createFeatures('your_mount_raw_data', 'your_mount')
#2 Your side control
ysc_td = combine_setState_createFeatures('your_side_control_raw_data', 'your_side_control')
#3 Your closed guard
ycg_td = combine_setState_createFeatures('your_closed_guard_raw_data', 'your_closed_guard')
#4 Your back control
ybc_td = combine_setState_createFeatures('your_back_control_raw_data', 'your_back_control')
#5 Opponent mount or opponent side control
omountsc_td = combine_setState_createFeatures('opponent_mount_and_opponent_side_control_raw_data', 'opponent_mount_or_sc')
#6 Opponent closed guard
ocg_td = combine_setState_createFeatures('opponent_closed_guard_raw_data', 'opponent_closed_guard')
#7 Opponent back control
obc_td = combine_setState_createFeatures('opponent_back_control_raw_data', 'opponent_back_control')
#8 "Non jiu-jitsu" motion
nonjj_td = combine_setState_createFeatures('non_jj_raw_data', 'non_jj')
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/DIO_YMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/GL_ymount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymount.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_mount_raw_data/ymountUrs2.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:33:12.67 -0.358 0.636 0.721
1 1 2016-03-26 13:33:12.67 -0.071 -0.115 -1.280
2 2 2016-03-26 13:33:12.67 0.333 0.322 -0.766
3 3 2016-03-26 13:33:12.67 0.015 -0.092 -0.526
4 4 2016-03-26 13:33:12.67 -0.179 -0.199 -0.809
5 5 2016-03-26 13:33:12.67 -0.010 -0.193 -1.108
6 6 2016-03-26 13:33:12.67 0.054 -0.190 -1.247
7 7 2016-03-26 13:33:12.67 -0.081 -0.420 -1.198
8 8 2016-03-26 13:33:12.67 -0.299 -0.408 -1.229
9 9 2016-03-26 13:33:12.67 -0.360 -0.201 -0.894
10 10 2016-03-26 13:33:12.67 -0.211 -0.048 -0.570
11 11 2016-03-26 13:33:12.67 -0.288 -0.029 -0.955
12 12 2016-03-26 13:33:12.67 -0.383 -0.008 -0.971
13 13 2016-03-26 13:33:12.67 -0.406 -0.162 -0.805
14 14 2016-03-26 13:33:12.68 -0.349 -0.013 -1.037
15 15 2016-03-26 13:33:12.68 -0.527 0.065 -1.104
16 16 2016-03-26 13:33:12.68 -0.564 0.061 -0.850
17 17 2016-03-26 13:33:12.68 -0.636 0.075 -0.802
18 18 2016-03-26 13:33:12.68 -0.613 0.103 -0.805
19 19 2016-03-26 13:33:12.68 -0.271 0.368 -0.947
20 20 2016-03-26 13:33:12.68 -0.521 0.277 -0.853
21 21 2016-03-26 13:33:12.68 -0.545 0.287 -0.898
22 22 2016-03-26 13:33:12.68 -0.421 0.125 -0.978
23 23 2016-03-26 13:33:12.68 -0.408 -0.005 -0.533
24 24 2016-03-26 13:33:12.68 -0.304 -0.068 -0.863
25 25 2016-03-26 13:33:12.68 -0.398 -0.079 -1.206
26 26 2016-03-26 13:33:12.68 -0.368 -0.035 -1.088
27 27 2016-03-26 13:33:12.68 -0.234 0.004 -0.950
28 28 2016-03-26 13:33:12.68 -0.207 0.200 -0.881
29 29 2016-03-26 13:33:12.69 -0.323 -0.155 -0.934
... ... ... ... ... ...
16210 2568 2016-03-12 14:04:58.36 -0.899 0.180 -0.160
16211 2569 2016-03-12 14:04:58.36 -0.974 0.180 -0.264
16212 2570 2016-03-12 14:04:58.36 -0.973 0.136 -0.166
16213 2571 2016-03-12 14:04:58.36 -1.021 0.164 -0.085
16214 2572 2016-03-12 14:04:58.36 -1.034 0.120 -0.189
16215 2573 2016-03-12 14:04:58.36 -0.898 0.193 -0.115
16216 2574 2016-03-12 14:04:58.36 -0.902 0.167 -0.205
16217 2575 2016-03-12 14:04:58.36 -0.965 0.114 -0.245
16218 2576 2016-03-12 14:04:58.36 -0.977 0.156 -0.207
16219 2577 2016-03-12 14:04:58.36 -1.026 0.101 -0.257
16220 2578 2016-03-12 14:04:58.36 -1.055 -0.042 -0.335
16221 2579 2016-03-12 14:04:58.36 -1.057 -0.042 -0.427
16222 2580 2016-03-12 14:04:58.36 -1.042 -0.002 -0.297
16223 2581 2016-03-12 14:04:58.36 -1.006 -0.052 -0.353
16224 2582 2016-03-12 14:04:58.36 -1.006 -0.028 -0.438
16225 2583 2016-03-12 14:04:58.36 -0.952 -0.022 -0.451
16226 2584 2016-03-12 14:04:58.36 -0.925 -0.033 -0.450
16227 2585 2016-03-12 14:04:58.36 -0.877 -0.012 -0.511
16228 2586 2016-03-12 14:04:58.36 -0.898 -0.009 -0.593
16229 2587 2016-03-12 14:04:58.37 -0.927 0.131 -0.613
16230 2588 2016-03-12 14:04:58.37 -0.894 0.101 -0.598
16231 2589 2016-03-12 14:04:58.37 -0.884 0.100 -0.548
16232 2590 2016-03-12 14:04:58.37 -0.900 0.013 -0.681
16233 2591 2016-03-12 14:04:58.37 -0.826 0.043 -0.607
16234 2592 NaN NaN NaN NaN
16235 2593 NaN NaN NaN NaN
16236 2594 NaN NaN NaN NaN
16237 2595 NaN NaN NaN NaN
16238 2596 NaN NaN NaN NaN
16239 2597 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:33:12.00 21.829 -123.049 -2.622 0 0
1 2016-03-26 13:33:12.00 27.012 -63.902 -14.878 0 0
2 2016-03-26 13:33:12.00 19.512 -82.317 -114.451 0 0
3 2016-03-26 13:33:12.00 -201.768 -148.415 -157.561 0 0
4 2016-03-26 13:33:12.00 -128.841 121.524 -129.939 0 0
5 2016-03-26 13:33:12.00 9.146 122.622 9.817 0 0
6 2016-03-26 13:33:12.00 86.159 157.012 79.756 0 0
7 2016-03-26 13:33:12.00 16.463 82.622 -8.841 0 0
8 2016-03-26 13:33:12.00 -3.841 14.207 -17.378 0 0
9 2016-03-26 13:33:13.00 19.390 -39.390 -28.537 0 0
10 2016-03-26 13:33:13.00 27.744 -21.159 0.915 0 0
11 2016-03-26 13:33:13.00 12.622 -32.805 -1.341 0 0
12 2016-03-26 13:33:13.00 5.976 -39.085 -20.061 0 0
13 2016-03-26 13:33:13.00 18.963 1.220 2.561 0 0
14 2016-03-26 13:33:13.00 -12.744 -17.195 22.256 0 0
15 2016-03-26 13:33:13.00 -45.427 -70.000 24.695 0 0
16 2016-03-26 13:33:13.00 -8.476 -44.756 26.220 0 0
17 2016-03-26 13:33:13.00 -8.780 -16.402 45.854 0 0
18 2016-03-26 13:33:13.00 -65.854 -61.768 38.415 0 0
19 2016-03-26 13:33:13.00 -75.488 -74.878 29.756 0 0
20 2016-03-26 13:33:13.00 -24.207 -0.976 3.780 0 0
21 2016-03-26 13:33:13.00 4.024 -29.878 -46.829 0 0
22 2016-03-26 13:33:13.00 -0.549 -16.159 -22.927 0 0
23 2016-03-26 13:33:13.00 -33.598 -11.524 -44.634 0 0
24 2016-03-26 13:33:13.00 -29.146 8.963 -56.280 0 0
25 2016-03-26 13:33:13.00 -16.524 -8.598 -45.244 0 0
26 2016-03-26 13:33:13.00 22.378 12.012 -40.793 0 0
27 2016-03-26 13:33:13.00 45.671 77.622 -21.037 0 0
28 2016-03-26 13:33:13.00 -10.427 -14.817 -34.573 0 0
29 2016-03-26 13:33:13.00 -31.890 -34.085 -27.256 0 0
... ... ... ... ... ... ...
16210 2016-03-12 14:04:58.96 17.988 -37.927 -16.280 0 0
16211 2016-03-12 14:04:58.96 42.439 -24.634 -10.854 0 0
16212 2016-03-12 14:04:58.96 26.220 -15.122 -1.220 0 0
16213 2016-03-12 14:04:58.96 13.110 -28.293 16.098 0 0
16214 2016-03-12 14:04:58.96 30.793 -17.683 36.037 0 0
16215 2016-03-12 14:04:58.96 33.659 -10.549 37.256 0 0
16216 2016-03-12 14:04:58.96 29.024 -5.854 23.110 0 0
16217 2016-03-12 14:04:58.96 17.988 -22.256 17.317 0 0
16218 2016-03-12 14:04:58.96 26.524 -19.817 10.488 0 0
16219 2016-03-12 14:04:58.96 21.280 6.585 6.524 0 0
16220 2016-03-12 14:04:58.96 8.963 -12.317 2.927 0 0
16221 2016-03-12 14:04:58.96 24.451 11.890 -8.049 0 0
16222 2016-03-12 14:04:58.96 10.366 14.695 -7.622 0 0
16223 2016-03-12 14:04:58.96 8.232 25.305 -10.915 0 0
16224 2016-03-12 14:04:58.96 18.720 38.110 -15.915 0 0
16225 2016-03-12 14:04:58.96 11.524 39.146 -16.707 0 0
16226 2016-03-12 14:04:58.96 5.732 34.756 -19.207 0 0
16227 2016-03-12 14:04:58.96 1.585 40.183 -20.976 0 0
16228 2016-03-12 14:04:58.96 7.317 40.854 -22.927 0 0
16229 2016-03-12 14:04:58.96 -3.171 27.195 -19.207 0 0
16230 2016-03-12 14:04:58.96 -12.805 21.890 -18.720 0 0
16231 2016-03-12 14:04:58.96 -25.183 18.171 -14.756 0 0
16232 2016-03-12 14:04:58.96 -22.012 12.073 -13.598 0 0
16233 2016-03-12 14:04:58.96 -31.829 9.817 -10.610 0 0
16234 2016-03-12 14:04:58.96 -32.195 15.122 -6.585 0 0
16235 2016-03-12 14:04:58.96 -16.951 17.134 -1.341 0 0
16236 2016-03-12 14:04:58.96 -3.476 20.549 17.256 0 0
16237 2016-03-12 14:04:58.96 10.549 14.634 27.744 0 0
16238 2016-03-12 14:04:58.96 1.951 3.659 34.634 0 0
16239 2016-03-12 14:04:58.96 13.963 8.110 36.585 0 0
[16240 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
16210 0
16211 0
16212 0
16213 0
16214 0
16215 0
16216 0
16217 NaN
16218 NaN
16219 NaN
16220 NaN
16221 NaN
16222 NaN
16223 NaN
16224 NaN
16225 NaN
16226 NaN
16227 NaN
16228 NaN
16229 NaN
16230 NaN
16231 NaN
16232 NaN
16233 NaN
16234 NaN
16235 NaN
16236 NaN
16237 NaN
16238 NaN
16239 NaN
Name: avg_stand, dtype: float64
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:129: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:130: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:131: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:132: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:133: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:134: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:136: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:137: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:139: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:140: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:142: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:143: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/DIO_YSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/GL_ysc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/ysc2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_side_control_raw_data/yscUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:29:58.62 -0.646 -0.181 -0.770
1 1 2016-03-26 13:29:58.62 -0.841 -0.167 -0.888
2 2 2016-03-26 13:29:58.62 -0.788 -0.104 -0.893
3 3 2016-03-26 13:29:58.62 -0.623 -0.141 -0.765
4 4 2016-03-26 13:29:58.62 -0.512 -0.071 -0.807
5 5 2016-03-26 13:29:58.62 -0.574 -0.069 -0.843
6 6 2016-03-26 13:29:58.62 -0.424 -0.068 -0.808
7 7 2016-03-26 13:29:58.62 -0.298 -0.133 -1.026
8 8 2016-03-26 13:29:58.62 -0.212 -0.249 -0.926
9 9 2016-03-26 13:29:58.62 -0.110 -0.159 -0.926
10 10 2016-03-26 13:29:58.62 -0.035 0.135 -0.896
11 11 2016-03-26 13:29:58.62 -0.153 0.133 -0.959
12 12 2016-03-26 13:29:58.62 -0.227 0.002 -0.955
13 13 2016-03-26 13:29:58.62 -0.309 0.034 -1.001
14 14 2016-03-26 13:29:58.62 -0.301 0.084 -0.980
15 15 2016-03-26 13:29:58.62 -0.228 0.131 -1.041
16 16 2016-03-26 13:29:58.62 -0.386 0.041 -0.878
17 17 2016-03-26 13:29:58.62 -0.512 0.082 -0.894
18 18 2016-03-26 13:29:58.62 -0.455 0.118 -0.841
19 19 2016-03-26 13:29:58.62 -0.319 0.038 -0.884
20 20 2016-03-26 13:29:58.62 -0.328 -0.124 -0.850
21 21 2016-03-26 13:29:58.63 -0.600 -0.208 -0.866
22 22 2016-03-26 13:29:58.63 -0.664 -0.279 -0.900
23 23 2016-03-26 13:29:58.63 -0.679 -0.206 -0.838
24 24 2016-03-26 13:29:58.63 -0.589 -0.193 -0.839
25 25 2016-03-26 13:29:58.63 -0.565 -0.110 -0.792
26 26 2016-03-26 13:29:58.63 -0.440 0.047 -0.930
27 27 2016-03-26 13:29:58.63 -0.393 -0.027 -0.980
28 28 2016-03-26 13:29:58.63 -0.386 -0.133 -0.873
29 29 2016-03-26 13:29:58.63 -0.434 -0.096 -0.890
... ... ... ... ... ...
9322 2493 2016-03-12 13:53:17.76 -0.375 -0.166 -0.946
9323 2494 2016-03-12 13:53:17.76 -0.273 -0.228 -1.115
9324 2495 2016-03-12 13:53:17.76 -0.276 -0.239 -1.172
9325 2496 2016-03-12 13:53:17.76 -0.694 -0.384 -1.174
9326 2497 2016-03-12 13:53:17.76 -0.536 -0.201 -1.057
9327 2498 2016-03-12 13:53:17.76 -0.081 -0.157 -0.753
9328 2499 2016-03-12 13:53:17.76 -0.443 -0.370 -0.635
9329 2500 2016-03-12 13:53:17.76 -0.493 -0.455 -0.773
9330 2501 2016-03-12 13:53:17.76 -0.521 -0.370 -0.594
9331 2502 2016-03-12 13:53:17.76 -0.582 -0.724 -0.420
9332 2503 2016-03-12 13:53:17.76 -0.685 -0.695 -0.274
9333 2504 2016-03-12 13:53:17.76 -0.647 -0.560 -0.220
9334 2505 2016-03-12 13:53:17.76 -0.678 -0.510 -0.064
9335 2506 2016-03-12 13:53:17.76 -0.887 -0.690 -0.018
9336 2507 2016-03-12 13:53:17.76 -0.792 -0.608 -0.073
9337 2508 2016-03-12 13:53:17.76 -0.756 -0.611 -0.073
9338 2509 2016-03-12 13:53:17.76 -0.779 -0.619 -0.007
9339 2510 2016-03-12 13:53:17.77 -0.833 -0.573 0.075
9340 2511 2016-03-12 13:53:17.77 -0.869 -0.651 0.097
9341 2512 2016-03-12 13:53:17.77 -0.823 -0.670 0.140
9342 2513 2016-03-12 13:53:17.77 -0.747 -0.626 0.172
9343 2514 2016-03-12 13:53:17.77 -0.755 -0.433 0.396
9344 2515 2016-03-12 13:53:17.77 -0.725 -0.525 0.336
9345 2516 2016-03-12 13:53:17.77 -0.656 -0.585 0.273
9346 2517 2016-03-12 13:53:17.77 -0.692 -0.620 0.258
9347 2518 2016-03-12 13:53:17.77 -0.823 -0.662 0.314
9348 2519 2016-03-12 13:53:17.77 -0.822 -0.558 0.316
9349 2520 2016-03-12 13:53:17.77 -0.807 -0.453 0.350
9350 2521 2016-03-12 13:53:17.77 -0.839 -0.525 0.444
9351 2522 2016-03-12 13:53:17.77 -0.833 -0.617 0.514
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:29:58.81 55.915 41.098 -11.829 1 0
1 2016-03-26 13:29:58.81 51.037 26.159 -10.976 1 0
2 2016-03-26 13:29:58.81 25.671 -28.110 -12.073 1 0
3 2016-03-26 13:29:58.81 -18.293 -49.512 6.829 1 0
4 2016-03-26 13:29:58.81 -46.098 -39.817 6.890 1 0
5 2016-03-26 13:29:58.81 -48.415 -81.646 -3.659 1 0
6 2016-03-26 13:29:58.81 -33.171 -128.293 -14.329 1 0
7 2016-03-26 13:29:58.81 -20.732 -62.805 -22.317 1 0
8 2016-03-26 13:29:58.81 -50.183 42.317 -13.354 1 0
9 2016-03-26 13:29:58.81 -37.805 90.427 -21.707 1 0
10 2016-03-26 13:29:58.81 -22.927 121.585 -35.732 1 0
11 2016-03-26 13:29:58.81 2.866 87.073 -36.524 1 0
12 2016-03-26 13:29:58.81 -6.829 37.622 1.402 1 0
13 2016-03-26 13:29:58.81 -24.756 86.463 11.220 1 0
14 2016-03-26 13:29:58.81 -63.476 94.085 4.573 1 0
15 2016-03-26 13:29:58.81 -70.549 51.524 -2.500 1 0
16 2016-03-26 13:29:58.81 -45.976 14.268 5.305 1 0
17 2016-03-26 13:29:58.81 -9.390 -15.854 -7.439 1 0
18 2016-03-26 13:29:58.81 18.659 -24.939 -34.024 1 0
19 2016-03-26 13:29:58.81 17.378 -24.695 -44.878 1 0
20 2016-03-26 13:29:58.81 31.707 -57.500 -2.561 1 0
21 2016-03-26 13:29:58.81 34.207 -64.634 27.073 1 0
22 2016-03-26 13:29:58.81 22.256 -54.634 12.805 1 0
23 2016-03-26 13:29:58.81 0.183 -5.732 2.561 1 0
24 2016-03-26 13:29:58.81 12.683 -25.488 -7.866 1 0
25 2016-03-26 13:29:58.81 14.268 -52.988 -30.671 1 0
26 2016-03-26 13:29:58.81 -3.598 -5.671 -40.061 1 0
27 2016-03-26 13:29:58.81 5.061 33.780 -55.976 1 0
28 2016-03-26 13:29:58.82 -56.646 26.951 -12.500 1 0
29 2016-03-26 13:29:58.82 -26.463 15.000 19.146 1 0
... ... ... ... ... ... ...
9322 2016-03-12 13:53:18.32 58.963 -26.280 -13.476 1 0
9323 2016-03-12 13:53:18.32 25.793 -25.366 -4.268 1 0
9324 2016-03-12 13:53:18.32 17.805 -13.537 0.793 1 0
9325 2016-03-12 13:53:18.32 16.707 -1.220 -0.488 1 0
9326 2016-03-12 13:53:18.32 18.902 5.610 -5.183 1 0
9327 2016-03-12 13:53:18.32 21.402 5.305 -8.171 1 0
9328 2016-03-12 13:53:18.32 14.573 5.061 -8.232 1 0
9329 2016-03-12 13:53:18.32 15.244 11.585 -4.634 1 0
9330 2016-03-12 13:53:18.32 13.476 0.366 -3.354 1 0
9331 NaN NaN NaN NaN 1 0
9332 NaN NaN NaN NaN 1 0
9333 NaN NaN NaN NaN 1 0
9334 NaN NaN NaN NaN 1 0
9335 NaN NaN NaN NaN 1 0
9336 NaN NaN NaN NaN 1 0
9337 NaN NaN NaN NaN 1 0
9338 NaN NaN NaN NaN 1 0
9339 NaN NaN NaN NaN 1 0
9340 NaN NaN NaN NaN 1 0
9341 NaN NaN NaN NaN 1 0
9342 NaN NaN NaN NaN 1 0
9343 NaN NaN NaN NaN 1 0
9344 NaN NaN NaN NaN 1 0
9345 NaN NaN NaN NaN 1 0
9346 NaN NaN NaN NaN 1 0
9347 NaN NaN NaN NaN 1 0
9348 NaN NaN NaN NaN 1 0
9349 NaN NaN NaN NaN 1 0
9350 NaN NaN NaN NaN 1 0
9351 NaN NaN NaN NaN 1 0
[9352 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
9322 0
9323 0
9324 0
9325 0
9326 0
9327 0
9328 0
9329 NaN
9330 NaN
9331 NaN
9332 NaN
9333 NaN
9334 NaN
9335 NaN
9336 NaN
9337 NaN
9338 NaN
9339 NaN
9340 NaN
9341 NaN
9342 NaN
9343 NaN
9344 NaN
9345 NaN
9346 NaN
9347 NaN
9348 NaN
9349 NaN
9350 NaN
9351 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/DIO_YCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/GL_ycg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycg2Urs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_closed_guard_raw_data/ycgUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:35:45.96 -0.198 -0.284 1.258
1 1 2016-03-26 13:35:45.96 -0.161 -0.292 1.031
2 2 2016-03-26 13:35:45.96 -0.240 -0.421 1.090
3 3 2016-03-26 13:35:45.96 0.201 -0.567 0.981
4 4 2016-03-26 13:35:45.96 0.282 -0.669 0.791
5 5 2016-03-26 13:35:45.96 0.013 -0.529 0.777
6 6 2016-03-26 13:35:45.96 -0.195 -0.424 0.867
7 7 2016-03-26 13:35:45.96 -0.182 -0.536 0.968
8 8 2016-03-26 13:35:45.96 -0.155 -0.401 0.963
9 9 2016-03-26 13:35:45.96 -0.127 -0.344 1.004
10 10 2016-03-26 13:35:45.96 -0.234 -0.354 0.969
11 11 2016-03-26 13:35:45.96 -0.335 -0.516 0.900
12 12 2016-03-26 13:35:45.96 -0.405 -0.511 0.943
13 13 2016-03-26 13:35:45.96 -0.423 -0.548 0.923
14 14 2016-03-26 13:35:45.96 -0.274 -0.409 0.799
15 15 2016-03-26 13:35:45.96 -0.500 -0.293 0.807
16 16 2016-03-26 13:35:45.96 -0.562 -0.259 0.865
17 17 2016-03-26 13:35:45.96 -0.514 -0.232 0.869
18 18 2016-03-26 13:35:45.96 -0.468 -0.085 0.988
19 19 2016-03-26 13:35:45.96 -0.267 0.055 0.955
20 20 2016-03-26 13:35:45.96 -0.378 -0.071 1.016
21 21 2016-03-26 13:35:45.96 -0.376 -0.165 0.940
22 22 2016-03-26 13:35:45.96 -0.172 -0.092 0.890
23 23 2016-03-26 13:35:45.96 -0.256 0.049 0.956
24 24 2016-03-26 13:35:45.96 -0.253 0.024 0.967
25 25 2016-03-26 13:35:45.97 -0.083 0.236 1.098
26 26 2016-03-26 13:35:45.97 -0.101 0.299 1.193
27 27 2016-03-26 13:35:45.97 -0.161 0.208 1.058
28 28 2016-03-26 13:35:45.97 -0.691 -0.009 1.077
29 29 2016-03-26 13:35:45.97 -0.055 0.145 0.917
... ... ... ... ... ...
12790 831 2016-03-12 13:38:52.05 -0.137 -0.250 1.016
12791 832 2016-03-12 13:38:52.05 -0.251 -0.154 0.975
12792 833 2016-03-12 13:38:52.05 -0.291 -0.304 0.979
12793 834 2016-03-12 13:38:52.05 -0.285 -0.360 0.923
12794 835 2016-03-12 13:38:52.05 -0.316 -0.402 0.907
12795 836 2016-03-12 13:38:52.05 -0.269 -0.363 0.947
12796 837 2016-03-12 13:38:52.05 -0.237 -0.431 0.878
12797 838 2016-03-12 13:38:52.05 -0.254 -0.431 0.914
12798 839 2016-03-12 13:38:52.05 -0.269 -0.425 0.960
12799 840 2016-03-12 13:38:52.05 -0.241 -0.423 0.888
12800 841 2016-03-12 13:38:52.05 -0.255 -0.431 0.912
12801 842 2016-03-12 13:38:52.05 -0.205 -0.378 0.945
12802 843 2016-03-12 13:38:52.05 -0.253 -0.351 0.905
12803 844 2016-03-12 13:38:52.05 -0.274 -0.314 0.921
12804 845 2016-03-12 13:38:52.05 -0.251 -0.351 0.933
12805 846 2016-03-12 13:38:52.05 -0.261 -0.362 0.893
12806 847 2016-03-12 13:38:52.05 -0.304 -0.314 0.926
12807 848 2016-03-12 13:38:52.05 -0.308 -0.314 0.940
12808 849 2016-03-12 13:38:52.05 -0.267 -0.216 0.976
12809 850 2016-03-12 13:38:52.05 -0.226 -0.259 1.048
12810 851 2016-03-12 13:38:52.05 -0.127 -0.195 0.984
12811 852 2016-03-12 13:38:52.05 -0.210 -0.184 1.012
12812 853 NaN NaN NaN NaN
12813 854 NaN NaN NaN NaN
12814 855 NaN NaN NaN NaN
12815 856 NaN NaN NaN NaN
12816 857 NaN NaN NaN NaN
12817 858 NaN NaN NaN NaN
12818 859 NaN NaN NaN NaN
12819 860 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:35:46.36 -90.244 -95.427 -15.793 2 0
1 2016-03-26 13:35:46.36 -85.305 -93.780 -10.976 2 0
2 2016-03-26 13:35:46.36 -70.305 -79.695 -5.854 2 0
3 2016-03-26 13:35:46.36 -48.110 -77.805 5.305 2 0
4 2016-03-26 13:35:46.36 -2.561 -58.293 41.220 2 0
5 2016-03-26 13:35:46.36 -17.256 -42.073 20.183 2 0
6 2016-03-26 13:35:46.36 -21.159 -12.683 7.378 2 0
7 2016-03-26 13:35:46.36 29.695 -26.341 4.695 2 0
8 2016-03-26 13:35:46.36 26.585 -16.524 -8.963 2 0
9 2016-03-26 13:35:46.36 -18.293 14.878 -34.817 2 0
10 2016-03-26 13:35:46.36 -16.890 23.659 -7.561 2 0
11 2016-03-26 13:35:46.36 -3.293 23.415 23.232 2 0
12 2016-03-26 13:35:46.36 4.512 20.305 29.207 2 0
13 2016-03-26 13:35:46.36 0.915 26.768 24.085 2 0
14 2016-03-26 13:35:46.36 -11.646 29.024 29.024 2 0
15 2016-03-26 13:35:46.36 -28.049 25.488 41.280 2 0
16 2016-03-26 13:35:46.36 -16.829 23.110 32.683 2 0
17 2016-03-26 13:35:46.36 11.098 12.500 44.024 2 0
18 2016-03-26 13:35:46.36 37.317 -12.988 67.866 2 0
19 2016-03-26 13:35:46.36 41.646 -5.976 54.146 2 0
20 2016-03-26 13:35:46.36 32.012 -13.841 64.878 2 0
21 2016-03-26 13:35:46.36 11.951 -24.268 74.451 2 0
22 2016-03-26 13:35:46.36 11.402 -14.512 95.610 2 0
23 2016-03-26 13:35:46.36 9.695 1.524 100.183 2 0
24 2016-03-26 13:35:46.36 7.561 -19.573 74.817 2 0
25 2016-03-26 13:35:46.36 19.329 -5.671 98.354 2 0
26 2016-03-26 13:35:46.36 29.085 19.146 77.988 2 0
27 2016-03-26 13:35:46.36 44.207 -26.159 19.207 2 0
28 2016-03-26 13:35:46.36 58.049 -51.829 1.098 2 0
29 2016-03-26 13:35:46.36 44.634 -46.037 -16.220 2 0
... ... ... ... ... ... ...
12790 2016-03-12 13:38:52.25 -79.268 15.122 -36.585 2 0
12791 2016-03-12 13:38:52.25 -68.232 17.622 -36.524 2 0
12792 2016-03-12 13:38:52.25 -51.280 12.500 -38.780 2 0
12793 2016-03-12 13:38:52.25 -43.171 17.256 -37.134 2 0
12794 2016-03-12 13:38:52.25 -38.963 24.878 -33.963 2 0
12795 2016-03-12 13:38:52.25 -33.963 27.012 -30.671 2 0
12796 2016-03-12 13:38:52.25 -42.988 36.524 -28.049 2 0
12797 2016-03-12 13:38:52.25 -40.854 38.720 -27.439 2 0
12798 2016-03-12 13:38:52.25 -34.939 37.927 -26.951 2 0
12799 2016-03-12 13:38:52.25 -42.012 30.305 -26.463 2 0
12800 2016-03-12 13:38:52.25 -49.024 26.280 -17.561 2 0
12801 2016-03-12 13:38:52.25 -40.366 17.866 -8.902 2 0
12802 2016-03-12 13:38:52.25 -32.439 13.659 -2.134 2 0
12803 2016-03-12 13:38:52.25 -27.866 16.463 -3.110 2 0
12804 2016-03-12 13:38:52.25 -26.646 9.085 -3.293 2 0
12805 2016-03-12 13:38:52.25 -17.378 7.073 -0.976 2 0
12806 2016-03-12 13:38:52.25 -15.000 6.098 3.476 2 0
12807 2016-03-12 13:38:52.25 -10.122 -6.280 5.488 2 0
12808 2016-03-12 13:38:52.25 12.622 -17.134 7.439 2 0
12809 2016-03-12 13:38:52.25 21.402 -18.902 5.488 2 0
12810 2016-03-12 13:38:52.25 19.573 -13.902 4.329 2 0
12811 2016-03-12 13:38:52.25 21.098 -8.659 8.171 2 0
12812 2016-03-12 13:38:52.25 21.220 -10.183 8.476 2 0
12813 2016-03-12 13:38:52.25 24.634 -13.049 5.854 2 0
12814 2016-03-12 13:38:52.25 36.768 -16.951 4.756 2 0
12815 2016-03-12 13:38:52.25 36.098 -19.878 6.037 2 0
12816 2016-03-12 13:38:52.25 40.000 -26.402 6.524 2 0
12817 2016-03-12 13:38:52.25 43.963 -29.695 11.280 2 0
12818 2016-03-12 13:38:52.25 34.207 -30.488 7.683 2 0
12819 2016-03-12 13:38:52.25 34.939 -32.561 17.988 2 0
[12820 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
12790 0
12791 0
12792 0
12793 0
12794 0
12795 0
12796 0
12797 NaN
12798 NaN
12799 NaN
12800 NaN
12801 NaN
12802 NaN
12803 NaN
12804 NaN
12805 NaN
12806 NaN
12807 NaN
12808 NaN
12809 NaN
12810 NaN
12811 NaN
12812 NaN
12813 NaN
12814 NaN
12815 NaN
12816 NaN
12817 NaN
12818 NaN
12819 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/GL_ybc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/your_back_control_raw_data/ybcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-15 20:31:42.26 -0.967 -0.336 0.011
1 1 2016-03-15 20:31:42.26 -0.993 -0.332 -0.021
2 2 2016-03-15 20:31:42.26 -0.979 -0.343 -0.017
3 3 2016-03-15 20:31:42.26 -0.961 -0.342 -0.014
4 4 2016-03-15 20:31:42.26 -0.963 -0.357 -0.020
5 5 2016-03-15 20:31:42.26 -0.962 -0.368 -0.009
6 6 2016-03-15 20:31:42.26 -0.951 -0.368 -0.002
7 7 2016-03-15 20:31:42.26 -0.959 -0.361 0.004
8 8 2016-03-15 20:31:42.26 -0.962 -0.363 0.010
9 9 2016-03-15 20:31:42.26 -0.953 -0.362 0.022
10 10 2016-03-15 20:31:42.26 -0.966 -0.354 0.044
11 11 2016-03-15 20:31:42.26 -0.959 -0.363 0.046
12 12 2016-03-15 20:31:42.26 -0.955 -0.361 0.047
13 13 2016-03-15 20:31:42.26 -0.945 -0.360 0.055
14 14 2016-03-15 20:31:42.26 -0.965 -0.354 0.061
15 15 2016-03-15 20:31:42.26 -0.959 -0.361 0.061
16 16 2016-03-15 20:31:42.26 -0.946 -0.363 0.041
17 17 2016-03-15 20:31:42.26 -0.952 -0.323 0.057
18 18 2016-03-15 20:31:42.26 -0.965 -0.346 0.052
19 19 2016-03-15 20:31:42.26 -0.939 -0.375 0.049
20 20 2016-03-15 20:31:42.26 -0.966 -0.363 0.070
21 21 2016-03-15 20:31:42.26 -0.985 -0.321 0.064
22 22 2016-03-15 20:31:42.26 -1.018 -0.248 0.137
23 23 2016-03-15 20:31:42.26 -0.961 -0.376 0.064
24 24 2016-03-15 20:31:42.26 -0.936 -0.443 0.108
25 25 2016-03-15 20:31:42.27 -0.888 -0.444 0.062
26 26 2016-03-15 20:31:42.27 -0.874 -0.466 0.085
27 27 2016-03-15 20:31:42.27 -0.889 -0.481 0.054
28 28 2016-03-15 20:31:42.27 -0.963 -0.416 -0.187
29 29 2016-03-15 20:31:42.27 -0.978 -0.449 -0.007
... ... ... ... ... ...
5893 1170 2016-03-12 13:24:23.61 -0.005 0.868 0.510
5894 1171 2016-03-12 13:24:23.61 0.024 0.869 0.522
5895 1172 2016-03-12 13:24:23.61 -0.007 0.905 0.518
5896 1173 2016-03-12 13:24:23.61 0.050 0.727 0.581
5897 1174 2016-03-12 13:24:23.61 0.085 0.730 0.556
5898 1175 2016-03-12 13:24:23.61 0.054 0.793 0.581
5899 1176 2016-03-12 13:24:23.61 0.021 0.860 0.534
5900 1177 2016-03-12 13:24:23.61 0.016 0.841 0.523
5901 1178 2016-03-12 13:24:23.61 -0.015 0.826 0.583
5902 1179 2016-03-12 13:24:23.61 0.002 0.792 0.573
5903 1180 2016-03-12 13:24:23.61 0.022 0.797 0.546
5904 1181 2016-03-12 13:24:23.61 0.043 0.851 0.567
5905 1182 2016-03-12 13:24:23.61 -0.019 0.820 0.532
5906 1183 2016-03-12 13:24:23.61 -0.045 0.847 0.520
5907 1184 2016-03-12 13:24:23.61 -0.036 0.858 0.512
5908 1185 2016-03-12 13:24:23.61 -0.047 0.870 0.547
5909 1186 2016-03-12 13:24:23.62 -0.074 0.835 0.579
5910 1187 2016-03-12 13:24:23.62 -0.024 0.812 0.580
5911 1188 2016-03-12 13:24:23.62 0.014 0.815 0.571
5912 1189 2016-03-12 13:24:23.62 0.021 0.796 0.559
5913 1190 2016-03-12 13:24:23.62 -0.016 0.823 0.593
5914 1191 2016-03-12 13:24:23.62 -0.064 0.779 0.605
5915 1192 2016-03-12 13:24:23.62 -0.026 0.812 0.601
5916 1193 2016-03-12 13:24:23.62 -0.038 0.825 0.596
5917 1194 2016-03-12 13:24:23.62 0.002 0.812 0.596
5918 1195 2016-03-12 13:24:23.62 0.004 0.815 0.567
5919 1196 2016-03-12 13:24:23.62 0.006 0.792 0.587
5920 1197 2016-03-12 13:24:23.62 0.021 0.793 0.571
5921 1198 2016-03-12 13:24:23.62 0.013 0.825 0.542
5922 1199 2016-03-12 13:24:23.62 0.015 0.834 0.522
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-15 20:31:42.46 1.280 11.829 -2.439 3 0
1 2016-03-15 20:31:42.46 -0.732 11.159 -3.476 3 0
2 2016-03-15 20:31:42.46 -3.780 8.293 -3.354 3 0
3 2016-03-15 20:31:42.46 -6.037 2.439 -1.768 3 0
4 2016-03-15 20:31:42.46 -5.305 -0.732 -0.915 3 0
5 2016-03-15 20:31:42.46 -2.134 -6.646 0.244 3 0
6 2016-03-15 20:31:42.46 -0.793 -11.585 -0.061 3 0
7 2016-03-15 20:31:42.46 0.122 -12.500 -0.671 3 0
8 2016-03-15 20:31:42.47 0.183 -11.646 -1.037 3 0
9 2016-03-15 20:31:42.47 -0.244 -12.744 -1.220 3 0
10 2016-03-15 20:31:42.47 -0.122 -11.402 -1.220 3 0
11 2016-03-15 20:31:42.47 -0.488 -7.683 -1.098 3 0
12 2016-03-15 20:31:42.47 1.098 -7.378 -1.220 3 0
13 2016-03-15 20:31:42.47 1.951 -3.537 0.427 3 0
14 2016-03-15 20:31:42.47 2.500 -3.902 1.341 3 0
15 2016-03-15 20:31:42.47 0.915 -1.646 0.854 3 0
16 2016-03-15 20:31:42.47 0.488 -3.963 0.976 3 0
17 2016-03-15 20:31:42.47 1.341 -2.439 0.976 3 0
18 2016-03-15 20:31:42.47 -0.488 -0.183 1.524 3 0
19 2016-03-15 20:31:42.47 0.244 0.976 3.476 3 0
20 2016-03-15 20:31:42.47 4.207 5.305 1.037 3 0
21 2016-03-15 20:31:42.47 11.280 5.915 -5.732 3 0
22 2016-03-15 20:31:42.47 10.976 0.427 -13.171 3 0
23 2016-03-15 20:31:42.47 -2.195 -10.610 -19.939 3 0
24 2016-03-15 20:31:42.47 -28.902 16.098 -9.085 3 0
25 2016-03-15 20:31:42.47 -15.793 17.561 -1.463 3 0
26 2016-03-15 20:31:42.47 -12.622 15.305 0.793 3 0
27 2016-03-15 20:31:42.47 -10.671 15.793 0.427 3 0
28 2016-03-15 20:31:42.47 -6.037 12.500 2.988 3 0
29 2016-03-15 20:31:42.47 59.695 31.829 1.280 3 0
... ... ... ... ... ... ...
5893 2016-03-12 13:24:23.87 2.012 6.463 2.012 3 0
5894 2016-03-12 13:24:23.87 6.524 10.549 1.098 3 0
5895 2016-03-12 13:24:23.87 3.354 13.232 -0.610 3 0
5896 2016-03-12 13:24:23.87 -1.951 15.244 0.061 3 0
5897 2016-03-12 13:24:23.87 0.488 6.585 -1.159 3 0
5898 2016-03-12 13:24:23.87 -4.207 6.890 -7.866 3 0
5899 2016-03-12 13:24:23.88 0.244 3.293 -11.220 3 0
5900 2016-03-12 13:24:23.88 0.854 -2.866 -9.390 3 0
5901 2016-03-12 13:24:23.88 -1.524 -4.634 -11.768 3 0
5902 2016-03-12 13:24:23.88 2.927 -10.183 -7.317 3 0
5903 2016-03-12 13:24:23.88 -3.476 -10.671 -2.134 3 0
5904 2016-03-12 13:24:23.88 -9.939 -5.122 0.976 3 0
5905 2016-03-12 13:24:23.88 -9.878 -5.305 -0.610 3 0
5906 2016-03-12 13:24:23.88 -9.207 -2.683 -0.061 3 0
5907 2016-03-12 13:24:23.88 -7.195 0.671 1.768 3 0
5908 2016-03-12 13:24:23.88 -6.646 2.805 2.561 3 0
5909 2016-03-12 13:24:23.88 -1.829 5.488 2.500 3 0
5910 2016-03-12 13:24:23.88 1.524 0.854 0.244 3 0
5911 2016-03-12 13:24:23.88 3.049 -7.012 -1.280 3 0
5912 2016-03-12 13:24:23.88 2.683 -4.756 0.122 3 0
5913 2016-03-12 13:24:23.88 -0.488 -0.183 3.537 3 0
5914 2016-03-12 13:24:23.88 -1.220 2.073 4.207 3 0
5915 2016-03-12 13:24:23.88 8.049 0.305 2.317 3 0
5916 2016-03-12 13:24:23.88 35.671 -13.232 2.866 3 0
5917 NaN NaN NaN NaN 3 0
5918 NaN NaN NaN NaN 3 0
5919 NaN NaN NaN NaN 3 0
5920 NaN NaN NaN NaN 3 0
5921 NaN NaN NaN NaN 3 0
5922 NaN NaN NaN NaN 3 0
[5923 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
5893 0
5894 0
5895 0
5896 0
5897 0
5898 0
5899 0
5900 NaN
5901 NaN
5902 NaN
5903 NaN
5904 NaN
5905 NaN
5906 NaN
5907 NaN
5908 NaN
5909 NaN
5910 NaN
5911 NaN
5912 NaN
5913 NaN
5914 NaN
5915 NaN
5916 NaN
5917 NaN
5918 NaN
5919 NaN
5920 NaN
5921 NaN
5922 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OMOUNT.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/DIO_OSC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_omount_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/GL_osc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount1.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omount2.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/omountUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/osc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_mount_and_opponent_side_control_raw_data/oscUrs_100.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:49:04.72 -0.286 0.148 1.207
1 1 2016-03-26 13:49:04.72 0.030 0.050 1.042
2 2 2016-03-26 13:49:04.72 -0.064 0.104 0.998
3 3 2016-03-26 13:49:04.73 0.197 0.115 1.015
4 4 2016-03-26 13:49:04.73 0.394 -0.045 0.931
5 5 2016-03-26 13:49:04.73 0.271 -0.245 1.017
6 6 2016-03-26 13:49:04.73 0.184 -0.200 1.009
7 7 2016-03-26 13:49:04.73 0.224 0.222 1.014
8 8 2016-03-26 13:49:04.73 0.209 -0.111 1.047
9 9 2016-03-26 13:49:04.73 0.209 -0.222 0.948
10 10 2016-03-26 13:49:04.73 0.236 -0.008 1.187
11 11 2016-03-26 13:49:04.73 0.094 0.065 0.964
12 12 2016-03-26 13:49:04.73 0.203 -0.042 0.964
13 13 2016-03-26 13:49:04.73 0.073 0.038 0.974
14 14 2016-03-26 13:49:04.73 -0.007 -0.013 1.105
15 15 2016-03-26 13:49:04.73 -0.025 -0.394 1.003
16 16 2016-03-26 13:49:04.73 -0.199 -0.176 1.014
17 17 2016-03-26 13:49:04.73 0.073 -0.264 1.139
18 18 2016-03-26 13:49:04.73 0.096 -0.100 0.917
19 19 2016-03-26 13:49:04.73 0.112 -0.087 1.052
20 20 2016-03-26 13:49:04.73 0.128 -0.013 1.023
21 21 2016-03-26 13:49:04.73 0.151 -0.000 0.997
22 22 2016-03-26 13:49:04.73 0.194 -0.092 0.980
23 23 2016-03-26 13:49:04.73 0.170 0.053 1.038
24 24 2016-03-26 13:49:04.73 0.019 0.102 1.091
25 25 2016-03-26 13:49:04.73 0.109 -0.160 1.025
26 26 2016-03-26 13:49:04.73 0.092 -0.255 1.066
27 27 2016-03-26 13:49:04.74 0.059 -0.194 1.013
28 28 2016-03-26 13:49:04.74 -0.247 -0.220 1.000
29 29 2016-03-26 13:49:04.74 -0.294 -0.315 1.013
... ... ... ... ... ...
18552 2582 2016-03-12 13:59:17.01 0.269 0.005 1.034
18553 2583 2016-03-12 13:59:17.01 0.279 0.020 0.969
18554 2584 2016-03-12 13:59:17.01 0.330 0.093 0.939
18555 2585 2016-03-12 13:59:17.01 0.169 0.123 0.999
18556 2586 2016-03-12 13:59:17.01 -0.052 0.320 1.017
18557 2587 2016-03-12 13:59:17.01 0.029 0.016 0.957
18558 2588 2016-03-12 13:59:17.01 0.065 -0.285 1.114
18559 2589 2016-03-12 13:59:17.01 0.004 -0.095 1.012
18560 2590 2016-03-12 13:59:17.01 0.063 0.133 0.945
18561 2591 2016-03-12 13:59:17.01 0.085 -0.396 1.133
18562 2592 2016-03-12 13:59:17.01 0.138 -0.209 1.140
18563 2593 2016-03-12 13:59:17.01 0.236 0.049 1.150
18564 2594 2016-03-12 13:59:17.01 0.131 0.017 1.076
18565 2595 2016-03-12 13:59:17.01 -0.059 -0.196 1.058
18566 2596 2016-03-12 13:59:17.01 -0.092 -0.721 0.803
18567 2597 2016-03-12 13:59:17.01 -0.131 -0.611 0.704
18568 2598 2016-03-12 13:59:17.01 -0.190 -0.570 0.801
18569 2599 2016-03-12 13:59:17.01 -0.066 -0.625 0.833
18570 2600 2016-03-12 13:59:17.01 -0.067 -0.542 0.854
18571 2601 2016-03-12 13:59:17.01 0.014 -0.411 1.007
18572 2602 2016-03-12 13:59:17.01 0.155 -0.530 0.850
18573 2603 2016-03-12 13:59:17.01 0.093 -0.590 0.808
18574 2604 2016-03-12 13:59:17.01 0.007 -0.583 0.717
18575 2605 2016-03-12 13:59:17.01 0.100 -0.448 0.848
18576 2606 2016-03-12 13:59:17.01 0.048 -0.244 1.048
18577 2607 2016-03-12 13:59:17.01 -0.027 0.023 1.019
18578 2608 2016-03-12 13:59:17.01 0.079 0.505 1.218
18579 2609 2016-03-12 13:59:17.01 0.371 0.384 1.313
18580 2610 2016-03-12 13:59:17.01 -0.268 -0.076 0.845
18581 2611 2016-03-12 13:59:17.01 0.136 0.014 1.010
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:49:05.06 -43.963 24.817 24.695 4 0
1 2016-03-26 13:49:05.06 -0.427 27.073 8.171 4 0
2 2016-03-26 13:49:05.06 39.024 14.146 -45.976 4 0
3 2016-03-26 13:49:05.07 14.878 -8.293 -59.939 4 0
4 2016-03-26 13:49:05.07 47.012 -47.439 0.671 4 0
5 2016-03-26 13:49:05.07 18.049 -15.549 18.780 4 0
6 2016-03-26 13:49:05.07 -35.305 -3.720 -34.329 4 0
7 2016-03-26 13:49:05.07 -11.768 24.390 -13.049 4 0
8 2016-03-26 13:49:05.07 7.317 28.659 12.988 4 0
9 2016-03-26 13:49:05.07 19.695 15.732 21.463 4 0
10 2016-03-26 13:49:05.07 -16.159 48.963 4.634 4 0
11 2016-03-26 13:49:05.07 -49.634 58.780 -46.098 4 0
12 2016-03-26 13:49:05.07 16.402 1.890 -27.134 4 0
13 2016-03-26 13:49:05.07 -4.756 18.232 -17.988 4 0
14 2016-03-26 13:49:05.07 1.829 29.817 -33.232 4 0
15 2016-03-26 13:49:05.07 -16.463 1.280 -36.463 4 0
16 2016-03-26 13:49:05.07 -14.390 16.524 -5.305 4 0
17 2016-03-26 13:49:05.07 -31.524 -0.671 13.110 4 0
18 2016-03-26 13:49:05.07 -33.598 -11.707 -1.220 4 0
19 2016-03-26 13:49:05.07 -18.293 -3.415 -26.280 4 0
20 2016-03-26 13:49:05.07 -0.915 -25.000 11.280 4 0
21 2016-03-26 13:49:05.07 11.220 2.073 23.902 4 0
22 2016-03-26 13:49:05.07 -3.598 20.183 5.122 4 0
23 2016-03-26 13:49:05.07 1.585 22.805 7.378 4 0
24 2016-03-26 13:49:05.07 -10.000 12.439 6.585 4 0
25 2016-03-26 13:49:05.07 -16.037 10.671 0.854 4 0
26 2016-03-26 13:49:05.07 -13.293 15.854 8.049 4 0
27 2016-03-26 13:49:05.07 -24.878 20.366 -1.159 4 0
28 2016-03-26 13:49:05.07 -23.537 8.415 -14.329 4 0
29 2016-03-26 13:49:05.07 -17.256 25.000 -13.354 4 0
... ... ... ... ... ... ...
18552 2016-03-12 13:59:17.64 -57.683 79.268 -94.939 4 0
18553 2016-03-12 13:59:17.64 -43.476 59.329 -88.720 4 0
18554 2016-03-12 13:59:17.64 -18.780 62.866 -103.476 4 0
18555 2016-03-12 13:59:17.64 -18.780 62.500 -71.159 4 0
18556 2016-03-12 13:59:17.64 28.293 33.659 -49.512 4 0
18557 2016-03-12 13:59:17.64 70.549 0.976 -28.232 4 0
18558 2016-03-12 13:59:17.64 79.573 -6.037 -18.232 4 0
18559 2016-03-12 13:59:17.64 95.244 -39.512 7.988 4 0
18560 2016-03-12 13:59:17.64 130.549 -55.732 31.402 4 0
18561 2016-03-12 13:59:17.64 112.256 -50.671 47.195 4 0
18562 2016-03-12 13:59:17.64 83.902 -64.817 68.659 4 0
18563 2016-03-12 13:59:17.64 173.110 -54.451 37.317 4 0
18564 2016-03-12 13:59:17.64 -19.207 5.366 44.390 4 0
18565 2016-03-12 13:59:17.64 -120.610 -28.841 60.061 4 0
18566 NaN NaN NaN NaN 4 0
18567 NaN NaN NaN NaN 4 0
18568 NaN NaN NaN NaN 4 0
18569 NaN NaN NaN NaN 4 0
18570 NaN NaN NaN NaN 4 0
18571 NaN NaN NaN NaN 4 0
18572 NaN NaN NaN NaN 4 0
18573 NaN NaN NaN NaN 4 0
18574 NaN NaN NaN NaN 4 0
18575 NaN NaN NaN NaN 4 0
18576 NaN NaN NaN NaN 4 0
18577 NaN NaN NaN NaN 4 0
18578 NaN NaN NaN NaN 4 0
18579 NaN NaN NaN NaN 4 0
18580 NaN NaN NaN NaN 4 0
18581 NaN NaN NaN NaN 4 0
[18582 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
18552 0
18553 0
18554 0
18555 0
18556 0
18557 0
18558 0
18559 NaN
18560 NaN
18561 NaN
18562 NaN
18563 NaN
18564 NaN
18565 NaN
18566 NaN
18567 NaN
18568 NaN
18569 NaN
18570 NaN
18571 NaN
18572 NaN
18573 NaN
18574 NaN
18575 NaN
18576 NaN
18577 NaN
18578 NaN
18579 NaN
18580 NaN
18581 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/DIO_OCG.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_ocg_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/GL_standupfromocgx4_2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocg.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_closed_guard_raw_data/ocgUrs2_complete.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:39:22.18 -0.441 0.058 -1.054
1 1 2016-03-26 13:39:22.18 -0.436 0.168 -1.169
2 2 2016-03-26 13:39:22.18 -0.359 0.118 -1.037
3 3 2016-03-26 13:39:22.18 -0.392 0.296 -0.719
4 4 2016-03-26 13:39:22.18 -0.697 0.655 -0.847
5 5 2016-03-26 13:39:22.18 -0.918 0.820 -0.598
6 6 2016-03-26 13:39:22.18 -0.405 0.720 -0.682
7 7 2016-03-26 13:39:22.18 -0.141 0.349 -0.785
8 8 2016-03-26 13:39:22.18 -0.316 0.311 -0.680
9 9 2016-03-26 13:39:22.19 -0.355 0.533 -0.922
10 10 2016-03-26 13:39:22.19 0.428 0.964 -2.183
11 11 2016-03-26 13:39:22.19 -1.301 -0.404 1.276
12 12 2016-03-26 13:39:22.19 -1.815 0.791 -0.550
13 13 2016-03-26 13:39:22.19 -0.675 0.538 -0.846
14 14 2016-03-26 13:39:22.19 1.117 1.008 -1.513
15 15 2016-03-26 13:39:22.19 -0.986 0.544 -0.327
16 16 2016-03-26 13:39:22.19 -0.834 0.356 -0.556
17 17 2016-03-26 13:39:22.19 -0.179 0.759 -0.737
18 18 2016-03-26 13:39:22.19 -0.544 0.323 -0.501
19 19 2016-03-26 13:39:22.19 -1.337 0.507 -0.823
20 20 2016-03-26 13:39:22.19 -0.429 0.460 -0.447
21 21 2016-03-26 13:39:22.19 -0.673 -0.260 -0.688
22 22 2016-03-26 13:39:22.19 -0.881 -0.011 -1.029
23 23 2016-03-26 13:39:22.19 0.700 -0.669 -1.198
24 24 2016-03-26 13:39:22.19 -0.831 0.989 -0.370
25 25 2016-03-26 13:39:22.19 -0.780 -0.050 -0.919
26 26 2016-03-26 13:39:22.19 -0.430 0.120 -0.779
27 27 2016-03-26 13:39:22.19 -0.456 0.102 -0.603
28 28 2016-03-26 13:39:22.19 -0.817 0.277 -0.914
29 29 2016-03-26 13:39:22.19 -1.025 0.438 -1.483
... ... ... ... ... ...
16730 2569 2016-03-12 14:10:05.83 -0.757 0.241 -0.563
16731 2570 2016-03-12 14:10:05.84 -0.675 0.287 -0.603
16732 2571 2016-03-12 14:10:05.84 -0.711 0.262 -0.631
16733 2572 2016-03-12 14:10:05.84 -0.749 0.299 -0.678
16734 2573 2016-03-12 14:10:05.84 -0.863 0.396 -0.614
16735 2574 2016-03-12 14:10:05.84 -0.944 0.392 -0.433
16736 2575 2016-03-12 14:10:05.84 -0.926 0.410 -0.413
16737 2576 2016-03-12 14:10:05.84 -0.912 0.358 -0.323
16738 2577 2016-03-12 14:10:05.84 -0.924 0.335 -0.232
16739 2578 2016-03-12 14:10:05.84 -0.929 0.362 -0.156
16740 2579 2016-03-12 14:10:05.84 -1.003 0.291 -0.120
16741 2580 2016-03-12 14:10:05.84 -1.014 0.338 0.013
16742 2581 2016-03-12 14:10:05.84 -0.926 0.288 -0.032
16743 2582 2016-03-12 14:10:05.84 -0.862 0.340 -0.011
16744 2583 2016-03-12 14:10:05.84 -0.870 0.312 -0.019
16745 2584 2016-03-12 14:10:05.84 -0.939 0.367 0.005
16746 2585 2016-03-12 14:10:05.84 -0.994 0.168 -0.001
16747 2586 2016-03-12 14:10:05.84 -0.956 0.228 -0.020
16748 2587 2016-03-12 14:10:05.84 -0.924 0.244 -0.092
16749 2588 2016-03-12 14:10:05.84 -0.938 0.298 -0.162
16750 2589 2016-03-12 14:10:05.84 -1.009 0.343 -0.213
16751 2590 2016-03-12 14:10:05.84 -1.004 0.264 -0.246
16752 2591 2016-03-12 14:10:05.84 -1.003 0.151 -0.294
16753 2592 2016-03-12 14:10:05.84 -0.957 0.208 -0.311
16754 2593 2016-03-12 14:10:05.84 -0.875 0.322 -0.258
16755 2594 2016-03-12 14:10:05.84 -0.851 0.334 -0.294
16756 2595 2016-03-12 14:10:05.84 -0.983 0.095 -0.325
16757 2596 2016-03-12 14:10:05.84 -0.965 0.248 -0.365
16758 2597 2016-03-12 14:10:05.84 -0.951 0.254 -0.402
16759 2598 2016-03-12 14:10:05.84 -0.887 0.090 -0.452
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:39:22.48 55.061 58.963 49.695 5 0
1 2016-03-26 13:39:22.48 45.000 50.000 54.390 5 0
2 2016-03-26 13:39:22.48 -23.598 6.341 63.780 5 0
3 2016-03-26 13:39:22.48 -46.585 3.415 40.549 5 0
4 2016-03-26 13:39:22.48 -41.951 8.902 28.232 5 0
5 2016-03-26 13:39:22.48 -38.598 22.134 41.463 5 0
6 2016-03-26 13:39:22.48 -93.293 -34.878 44.268 5 0
7 2016-03-26 13:39:22.48 -95.610 -54.573 33.232 5 0
8 2016-03-26 13:39:22.48 -115.610 -93.963 58.963 5 0
9 2016-03-26 13:39:22.48 -55.915 -77.927 57.805 5 0
10 2016-03-26 13:39:22.48 -13.354 -61.707 35.854 5 0
11 2016-03-26 13:39:22.48 -123.537 -87.439 -16.890 5 0
12 2016-03-26 13:39:22.48 31.951 -79.756 -43.354 5 0
13 2016-03-26 13:39:22.48 40.549 38.293 -12.500 5 0
14 2016-03-26 13:39:22.48 -57.073 89.756 -18.110 5 0
15 2016-03-26 13:39:22.48 -186.768 -145.000 -104.756 5 0
16 2016-03-26 13:39:22.48 -79.512 -5.793 65.244 5 0
17 2016-03-26 13:39:22.48 -26.402 210.305 -123.720 5 0
18 2016-03-26 13:39:22.48 108.963 116.646 -126.768 5 0
19 2016-03-26 13:39:22.48 26.707 -79.695 -22.683 5 0
20 2016-03-26 13:39:22.48 45.854 353.598 23.354 5 0
21 2016-03-26 13:39:22.48 -155.610 -85.244 -57.744 5 0
22 2016-03-26 13:39:22.48 -9.390 -264.695 -180.488 5 0
23 2016-03-26 13:39:22.48 96.768 4.451 -90.000 5 0
24 2016-03-26 13:39:22.48 -113.476 -106.341 43.963 5 0
25 2016-03-26 13:39:22.48 18.232 -90.976 31.646 5 0
26 2016-03-26 13:39:22.48 109.939 17.256 69.024 5 0
27 2016-03-26 13:39:22.48 0.549 140.793 -48.110 5 0
28 2016-03-26 13:39:22.48 87.744 235.793 -93.293 5 0
29 2016-03-26 13:39:22.48 -124.695 237.927 -44.939 5 0
... ... ... ... ... ... ...
16730 2016-03-12 14:10:06.44 -0.732 -38.415 -14.451 5 0
16731 2016-03-12 14:10:06.44 7.012 -27.012 -15.183 5 0
16732 2016-03-12 14:10:06.44 -1.098 -21.280 -15.000 5 0
16733 2016-03-12 14:10:06.44 -9.451 -4.268 -17.073 5 0
16734 2016-03-12 14:10:06.44 -3.232 19.085 -3.963 5 0
16735 2016-03-12 14:10:06.44 6.646 21.829 -5.610 5 0
16736 2016-03-12 14:10:06.44 8.110 26.707 -4.390 5 0
16737 2016-03-12 14:10:06.44 9.878 30.854 -7.927 5 0
16738 2016-03-12 14:10:06.44 7.134 33.171 -7.073 5 0
16739 2016-03-12 14:10:06.44 -3.171 35.305 -9.207 5 0
16740 2016-03-12 14:10:06.44 2.256 28.537 -10.244 5 0
16741 2016-03-12 14:10:06.44 0.854 18.659 -8.963 5 0
16742 2016-03-12 14:10:06.44 5.000 26.402 -9.451 5 0
16743 2016-03-12 14:10:06.44 -1.707 29.634 -7.988 5 0
16744 2016-03-12 14:10:06.44 -12.988 34.451 -14.024 5 0
16745 2016-03-12 14:10:06.44 -24.573 41.402 -10.366 5 0
16746 2016-03-12 14:10:06.44 -34.939 35.427 -7.378 5 0
16747 2016-03-12 14:10:06.44 -45.122 34.085 -5.549 5 0
16748 NaN NaN NaN NaN 5 0
16749 NaN NaN NaN NaN 5 0
16750 NaN NaN NaN NaN 5 0
16751 NaN NaN NaN NaN 5 0
16752 NaN NaN NaN NaN 5 0
16753 NaN NaN NaN NaN 5 0
16754 NaN NaN NaN NaN 5 0
16755 NaN NaN NaN NaN 5 0
16756 NaN NaN NaN NaN 5 0
16757 NaN NaN NaN NaN 5 0
16758 NaN NaN NaN NaN 5 0
16759 NaN NaN NaN NaN 5 0
[16760 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
16730 0
16731 0
16732 0
16733 0
16734 0
16735 0
16736 0
16737 NaN
16738 NaN
16739 NaN
16740 NaN
16741 NaN
16742 NaN
16743 NaN
16744 NaN
16745 NaN
16746 NaN
16747 NaN
16748 NaN
16749 NaN
16750 NaN
16751 NaN
16752 NaN
16753 NaN
16754 NaN
16755 NaN
16756 NaN
16757 NaN
16758 NaN
16759 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/DIO_OBC.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/GL_obc_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obc.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/opponent_back_control_raw_data/obcUrs.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 13:42:56.89 -0.817 0.231 0.542
1 1 2016-03-26 13:42:56.89 -0.840 0.246 0.551
2 2 2016-03-26 13:42:56.89 -0.854 0.259 0.579
3 3 2016-03-26 13:42:56.89 -0.845 0.251 0.588
4 4 2016-03-26 13:42:56.89 -0.833 0.250 0.602
5 5 2016-03-26 13:42:56.89 -0.832 0.267 0.616
6 6 2016-03-26 13:42:56.89 -0.819 0.240 0.598
7 7 2016-03-26 13:42:56.89 -0.805 0.224 0.579
8 8 2016-03-26 13:42:56.89 -0.777 0.240 0.614
9 9 2016-03-26 13:42:56.89 -0.776 0.236 0.630
10 10 2016-03-26 13:42:56.89 -0.766 0.196 0.668
11 11 2016-03-26 13:42:56.89 -0.777 0.210 0.708
12 12 2016-03-26 13:42:56.89 -0.745 0.264 0.735
13 13 2016-03-26 13:42:56.89 -0.786 0.206 0.664
14 14 2016-03-26 13:42:56.89 -0.694 0.172 0.681
15 15 2016-03-26 13:42:56.89 -0.710 0.237 0.584
16 16 2016-03-26 13:42:56.89 -0.731 0.349 0.559
17 17 2016-03-26 13:42:56.89 -0.760 0.329 0.676
18 18 2016-03-26 13:42:56.89 -0.902 0.276 0.726
19 19 2016-03-26 13:42:56.89 -0.956 0.082 0.713
20 20 2016-03-26 13:42:56.89 -0.891 0.033 0.629
21 21 2016-03-26 13:42:56.89 -0.711 0.222 0.602
22 22 2016-03-26 13:42:56.89 -0.697 0.287 0.564
23 23 2016-03-26 13:42:56.90 -0.665 0.122 0.611
24 24 2016-03-26 13:42:56.90 -0.662 0.111 0.743
25 25 2016-03-26 13:42:56.90 -0.646 0.287 0.788
26 26 2016-03-26 13:42:56.90 -0.540 0.152 0.803
27 27 2016-03-26 13:42:56.90 -0.544 0.144 0.807
28 28 2016-03-26 13:42:56.90 -0.426 0.275 0.817
29 29 2016-03-26 13:42:56.90 -0.292 0.555 0.867
... ... ... ... ... ...
8690 1414 2016-03-12 13:27:53.26 -0.932 0.406 0.200
8691 1415 2016-03-12 13:27:53.26 -0.915 0.385 0.187
8692 1416 2016-03-12 13:27:53.26 -0.872 0.396 0.236
8693 1417 2016-03-12 13:27:53.26 -0.906 0.392 0.255
8694 1418 2016-03-12 13:27:53.26 -0.872 0.407 0.289
8695 1419 2016-03-12 13:27:53.26 -0.915 0.386 0.278
8696 1420 2016-03-12 13:27:53.26 -0.955 0.408 0.290
8697 1421 2016-03-12 13:27:53.26 -0.939 0.376 0.261
8698 1422 2016-03-12 13:27:53.26 -0.901 0.364 0.280
8699 1423 2016-03-12 13:27:53.26 -0.849 0.322 0.313
8700 1424 2016-03-12 13:27:53.26 -0.963 0.333 0.325
8701 1425 2016-03-12 13:27:53.26 -0.953 0.313 0.292
8702 1426 2016-03-12 13:27:53.26 -0.932 0.286 0.282
8703 1427 2016-03-12 13:27:53.26 -0.891 0.265 0.290
8704 1428 2016-03-12 13:27:53.26 -0.972 0.276 0.324
8705 1429 2016-03-12 13:27:53.26 -0.943 0.269 0.289
8706 1430 2016-03-12 13:27:53.26 -0.937 0.257 0.306
8707 1431 2016-03-12 13:27:53.26 -0.913 0.272 0.299
8708 1432 2016-03-12 13:27:53.26 -0.943 0.266 0.309
8709 1433 2016-03-12 13:27:53.26 -0.929 0.251 0.335
8710 1434 2016-03-12 13:27:53.26 -0.903 0.273 0.298
8711 1435 2016-03-12 13:27:53.26 -0.917 0.261 0.292
8712 1436 2016-03-12 13:27:53.26 -0.935 0.236 0.298
8713 1437 2016-03-12 13:27:53.26 -0.945 0.257 0.271
8714 1438 2016-03-12 13:27:53.26 -0.957 0.253 0.280
8715 1439 2016-03-12 13:27:53.26 -0.956 0.254 0.290
8716 1440 2016-03-12 13:27:53.26 -0.956 0.254 0.273
8717 1441 2016-03-12 13:27:53.26 -0.960 0.245 0.270
8718 1442 2016-03-12 13:27:53.26 -0.961 0.250 0.274
8719 1443 2016-03-12 13:27:53.26 -0.954 0.249 0.266
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 13:42:57.22 12.439 16.768 6.890 6 0
1 2016-03-26 13:42:57.22 13.293 15.976 6.524 6 0
2 2016-03-26 13:42:57.22 15.549 15.671 6.585 6 0
3 2016-03-26 13:42:57.22 13.659 16.707 7.866 6 0
4 2016-03-26 13:42:57.22 11.037 4.268 7.012 6 0
5 2016-03-26 13:42:57.22 7.988 3.659 6.159 6 0
6 2016-03-26 13:42:57.22 5.000 0.305 6.098 6 0
7 2016-03-26 13:42:57.22 4.268 -5.610 4.634 6 0
8 2016-03-26 13:42:57.22 -0.976 -8.476 2.500 6 0
9 2016-03-26 13:42:57.22 -10.732 -19.329 0.427 6 0
10 2016-03-26 13:42:57.22 -17.439 -30.427 -0.427 6 0
11 2016-03-26 13:42:57.22 -18.293 -29.573 -1.463 6 0
12 2016-03-26 13:42:57.22 -11.341 -24.634 0.061 6 0
13 2016-03-26 13:42:57.22 -9.146 -20.122 2.988 6 0
14 2016-03-26 13:42:57.22 -9.207 -17.744 2.866 6 0
15 2016-03-26 13:42:57.22 -1.890 -12.805 3.232 6 0
16 2016-03-26 13:42:57.22 -2.500 -17.683 -0.122 6 0
17 2016-03-26 13:42:57.22 -13.049 -23.232 -8.232 6 0
18 2016-03-26 13:42:57.22 -17.622 -37.439 -1.890 6 0
19 2016-03-26 13:42:57.22 -17.378 -32.012 -8.780 6 0
20 2016-03-26 13:42:57.22 16.220 16.890 4.207 6 0
21 2016-03-26 13:42:57.22 17.927 16.402 14.390 6 0
22 2016-03-26 13:42:57.22 -8.476 -18.049 27.561 6 0
23 2016-03-26 13:42:57.22 -3.963 -2.317 22.683 6 0
24 2016-03-26 13:42:57.22 12.866 10.000 15.732 6 0
25 2016-03-26 13:42:57.23 17.561 -1.463 7.927 6 0
26 2016-03-26 13:42:57.23 4.451 -39.939 12.134 6 0
27 2016-03-26 13:42:57.23 7.439 -74.024 31.890 6 0
28 2016-03-26 13:42:57.23 3.780 -79.146 40.427 6 0
29 2016-03-26 13:42:57.23 14.451 -84.634 48.537 6 0
... ... ... ... ... ... ...
8690 2016-03-12 13:27:53.59 -2.195 -18.659 18.780 6 0
8691 2016-03-12 13:27:53.59 -3.293 -18.780 15.854 6 0
8692 2016-03-12 13:27:53.59 -3.963 -20.305 5.854 6 0
8693 2016-03-12 13:27:53.59 -7.805 -6.951 3.659 6 0
8694 2016-03-12 13:27:53.59 -3.963 3.598 2.805 6 0
8695 2016-03-12 13:27:53.59 -9.451 5.732 -6.829 6 0
8696 2016-03-12 13:27:53.59 -18.293 -4.756 -11.585 6 0
8697 2016-03-12 13:27:53.59 -19.939 -7.317 -12.378 6 0
8698 2016-03-12 13:27:53.59 -13.476 -4.756 -11.159 6 0
8699 2016-03-12 13:27:53.59 -7.805 7.012 -8.049 6 0
8700 2016-03-12 13:27:53.60 -5.854 3.110 -9.451 6 0
8701 2016-03-12 13:27:53.60 -5.305 -1.220 -10.061 6 0
8702 2016-03-12 13:27:53.60 -3.841 -1.463 -8.537 6 0
8703 2016-03-12 13:27:53.60 -2.256 1.159 -6.159 6 0
8704 2016-03-12 13:27:53.60 -5.488 -4.329 -5.793 6 0
8705 2016-03-12 13:27:53.60 -5.305 -3.659 -5.061 6 0
8706 2016-03-12 13:27:53.60 -5.244 -4.878 -5.061 6 0
8707 2016-03-12 13:27:53.60 -0.244 0.183 -7.256 6 0
8708 2016-03-12 13:27:53.60 3.598 2.988 -9.451 6 0
8709 2016-03-12 13:27:53.60 0.549 0.854 -4.512 6 0
8710 2016-03-12 13:27:53.60 -4.451 8.598 0.000 6 0
8711 2016-03-12 13:27:53.60 -3.659 9.085 0.793 6 0
8712 2016-03-12 13:27:53.60 -5.427 9.695 0.732 6 0
8713 2016-03-12 13:27:53.60 -3.110 11.159 1.402 6 0
8714 2016-03-12 13:27:53.60 -1.585 10.366 0.000 6 0
8715 2016-03-12 13:27:53.60 -1.402 5.915 -1.463 6 0
8716 2016-03-12 13:27:53.60 -1.220 5.122 -0.671 6 0
8717 2016-03-12 13:27:53.60 -0.427 5.183 -1.159 6 0
8718 2016-03-12 13:27:53.60 -0.488 0.915 -1.768 6 0
8719 NaN NaN NaN NaN 6 0
[8720 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
8690 0
8691 0
8692 0
8693 0
8694 0
8695 0
8696 0
8697 NaN
8698 NaN
8699 NaN
8700 NaN
8701 NaN
8702 NaN
8703 NaN
8704 NaN
8705 NaN
8706 NaN
8707 NaN
8708 NaN
8709 NaN
8710 NaN
8711 NaN
8712 NaN
8713 NaN
8714 NaN
8715 NaN
8716 NaN
8717 NaN
8718 NaN
8719 NaN
Name: avg_stand, dtype: float64
['/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/DIO_OTHER.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/generalMotionUrs.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general1_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general2_CS.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_flat_sensor.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/GL_general_UrsWearing.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_lying.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_sitting.csv', '/Users/christophersamiullah/repos/sensor_readings/ML_Sandbox/data/non_jj_raw_data/train_standing.csv']
index timestamp_x ACCEL_X ACCEL_Y ACCEL_Z \
0 0 2016-03-26 14:12:39.00 -0.800 0.588 0.113
1 1 2016-03-26 14:12:39.00 -0.816 0.581 0.151
2 2 2016-03-26 14:12:39.00 -0.809 0.599 0.173
3 3 2016-03-26 14:12:40.00 -0.823 0.597 0.165
4 4 2016-03-26 14:12:40.00 -0.818 0.574 0.183
5 5 2016-03-26 14:12:40.00 -0.817 0.594 0.173
6 6 2016-03-26 14:12:40.00 -0.820 0.582 0.165
7 7 2016-03-26 14:12:40.00 -0.833 0.600 0.155
8 8 2016-03-26 14:12:40.00 -0.837 0.609 0.155
9 9 2016-03-26 14:12:40.00 -0.831 0.582 0.149
10 10 2016-03-26 14:12:40.00 -0.823 0.590 0.143
11 11 2016-03-26 14:12:40.00 -0.832 0.582 0.147
12 12 2016-03-26 14:12:40.00 -0.849 0.588 0.141
13 13 2016-03-26 14:12:40.00 -0.833 0.591 0.127
14 14 2016-03-26 14:12:40.00 -0.817 0.591 0.120
15 15 2016-03-26 14:12:40.00 -0.832 0.590 0.128
16 16 2016-03-26 14:12:40.01 -0.829 0.604 0.118
17 17 2016-03-26 14:12:40.01 -0.819 0.568 0.152
18 18 2016-03-26 14:12:40.01 -0.833 0.559 0.173
19 19 2016-03-26 14:12:40.01 -0.842 0.592 0.184
20 20 2016-03-26 14:12:40.01 -0.850 0.571 0.204
21 21 2016-03-26 14:12:40.01 -0.825 0.546 0.212
22 22 2016-03-26 14:12:40.01 -0.803 0.547 0.206
23 23 2016-03-26 14:12:40.01 -0.806 0.596 0.209
24 24 2016-03-26 14:12:40.01 -0.805 0.597 0.223
25 25 2016-03-26 14:12:40.01 -0.830 0.559 0.223
26 26 2016-03-26 14:12:40.01 -0.842 0.570 0.199
27 27 2016-03-26 14:12:40.01 -0.830 0.586 0.165
28 28 2016-03-26 14:12:40.01 -0.827 0.579 0.173
29 29 2016-03-26 14:12:40.01 -0.829 0.601 0.151
... ... ... ... ... ...
48810 7665 2016-03-05 13:44:42.30 -0.831 -0.293 0.529
48811 7666 2016-03-05 13:44:42.30 -0.833 -0.294 0.515
48812 7667 2016-03-05 13:44:42.30 -0.831 -0.291 0.519
48813 7668 2016-03-05 13:44:42.30 -0.836 -0.294 0.522
48814 7669 2016-03-05 13:44:42.30 -0.836 -0.293 0.519
48815 7670 2016-03-05 13:44:42.30 -0.832 -0.294 0.518
48816 7671 2016-03-05 13:44:42.30 -0.836 -0.297 0.517
48817 7672 2016-03-05 13:44:42.30 -0.838 -0.294 0.514
48818 7673 2016-03-05 13:44:42.30 -0.834 -0.294 0.512
48819 7674 2016-03-05 13:44:42.30 -0.835 -0.299 0.514
48820 7675 2016-03-05 13:44:42.30 -0.837 -0.297 0.513
48821 7676 2016-03-05 13:44:42.30 -0.840 -0.293 0.507
48822 7677 2016-03-05 13:44:42.30 -0.841 -0.295 0.509
48823 7678 2016-03-05 13:44:42.30 -0.841 -0.296 0.507
48824 7679 2016-03-05 13:44:42.30 -0.841 -0.299 0.505
48825 7680 2016-03-05 13:44:42.30 -0.843 -0.302 0.511
48826 7681 2016-03-05 13:44:42.30 -0.838 -0.295 0.521
48827 7682 2016-03-05 13:44:42.30 -0.835 -0.294 0.526
48828 7683 2016-03-05 13:44:42.30 -0.829 -0.295 0.520
48829 7684 2016-03-05 13:44:42.30 -0.835 -0.298 0.519
48830 7685 2016-03-05 13:44:42.30 -0.829 -0.292 0.527
48831 7686 2016-03-05 13:44:42.30 -0.829 -0.295 0.527
48832 7687 2016-03-05 13:44:42.30 -0.828 -0.293 0.529
48833 7688 2016-03-05 13:44:42.30 -0.821 -0.292 0.538
48834 7689 2016-03-05 13:44:42.30 -0.820 -0.294 0.539
48835 7690 2016-03-05 13:44:42.30 -0.819 -0.295 0.546
48836 7691 NaN NaN NaN NaN
48837 7692 NaN NaN NaN NaN
48838 7693 NaN NaN NaN NaN
48839 7694 NaN NaN NaN NaN
timestamp_y GYRO_X GYRO_Y GYRO_Z state stand
0 2016-03-26 14:12:40.64 1.402 -4.268 1.951 7 0
1 2016-03-26 14:12:40.64 1.707 -4.146 2.195 7 0
2 2016-03-26 14:12:40.64 -0.244 -9.268 4.390 7 0
3 2016-03-26 14:12:40.64 -3.049 -11.585 6.037 7 0
4 2016-03-26 14:12:40.64 0.244 -9.512 4.756 7 0
5 2016-03-26 14:12:40.64 -0.427 -6.951 2.622 7 0
6 2016-03-26 14:12:40.64 -1.829 -5.488 1.524 7 0
7 2016-03-26 14:12:40.64 -2.988 -7.927 0.061 7 0
8 2016-03-26 14:12:40.64 -1.585 -3.659 -2.683 7 0
9 2016-03-26 14:12:40.64 -1.951 -2.500 -4.085 7 0
10 2016-03-26 14:12:40.64 -0.976 -2.073 -4.085 7 0
11 2016-03-26 14:12:40.64 -0.061 -0.732 -2.744 7 0
12 2016-03-26 14:12:40.64 0.122 -2.256 -2.561 7 0
13 2016-03-26 14:12:40.64 3.049 0.183 -0.183 7 0
14 2016-03-26 14:12:40.64 3.354 -0.488 0.854 7 0
15 2016-03-26 14:12:40.64 1.037 -1.341 -0.427 7 0
16 2016-03-26 14:12:40.64 -0.183 -3.537 0.061 7 0
17 2016-03-26 14:12:40.64 -0.122 -3.720 2.378 7 0
18 2016-03-26 14:12:40.64 -0.427 0.000 1.951 7 0
19 2016-03-26 14:12:40.64 -1.524 2.805 0.610 7 0
20 2016-03-26 14:12:40.64 -4.207 2.378 -0.854 7 0
21 2016-03-26 14:12:40.64 -3.902 1.890 1.341 7 0
22 2016-03-26 14:12:40.64 -4.024 -2.805 0.976 7 0
23 2016-03-26 14:12:40.64 -5.732 -7.317 -0.732 7 0
24 2016-03-26 14:12:40.64 -5.610 -5.854 -1.951 7 0
25 2016-03-26 14:12:40.65 -0.549 -8.293 -1.524 7 0
26 2016-03-26 14:12:40.65 7.683 -9.024 0.244 7 0
27 2016-03-26 14:12:40.65 7.500 -5.366 1.463 7 0
28 2016-03-26 14:12:40.65 8.110 0.122 0.183 7 0
29 2016-03-26 14:12:40.65 6.829 1.463 -0.427 7 0
... ... ... ... ... ... ...
48810 2016-03-05 13:44:44.03 -0.244 3.110 -0.366 7 0
48811 2016-03-05 13:44:44.03 0.671 2.927 -0.732 7 0
48812 2016-03-05 13:44:44.03 0.793 0.671 -0.732 7 0
48813 2016-03-05 13:44:44.03 1.098 1.159 -0.549 7 0
48814 2016-03-05 13:44:44.03 -1.524 2.256 0.183 7 0
48815 2016-03-05 13:44:44.03 -1.341 3.537 0.000 7 0
48816 2016-03-05 13:44:44.03 -1.220 2.073 0.000 7 0
48817 2016-03-05 13:44:44.03 -0.671 2.195 0.000 7 0
48818 2016-03-05 13:44:44.03 -0.610 1.037 0.122 7 0
48819 2016-03-05 13:44:44.03 -1.402 0.488 0.183 7 0
48820 2016-03-05 13:44:44.03 -0.854 1.463 0.244 7 0
48821 2016-03-05 13:44:44.03 -0.427 1.585 0.366 7 0
48822 2016-03-05 13:44:44.03 -1.037 1.463 0.610 7 0
48823 2016-03-05 13:44:44.03 -0.976 1.524 0.549 7 0
48824 2016-03-05 13:44:44.03 -0.793 1.220 0.427 7 0
48825 2016-03-05 13:44:44.03 -0.671 0.976 0.427 7 0
48826 2016-03-05 13:44:44.03 -0.244 1.220 0.427 7 0
48827 2016-03-05 13:44:44.03 0.000 1.646 0.488 7 0
48828 2016-03-05 13:44:44.03 -0.061 1.037 0.549 7 0
48829 2016-03-05 13:44:44.03 0.732 0.976 0.305 7 0
48830 2016-03-05 13:44:44.03 1.341 -3.720 0.061 7 0
48831 2016-03-05 13:44:44.03 3.354 -6.402 0.000 7 0
48832 2016-03-05 13:44:44.03 0.854 -7.073 1.280 7 0
48833 2016-03-05 13:44:44.03 -0.549 -4.268 1.220 7 0
48834 2016-03-05 13:44:44.03 0.610 -7.500 0.732 7 0
48835 2016-03-05 13:44:44.03 0.183 -7.256 0.732 7 0
48836 2016-03-05 13:44:44.03 0.854 -6.829 0.366 7 0
48837 2016-03-05 13:44:44.03 0.610 -7.866 0.183 7 0
48838 2016-03-05 13:44:44.03 0.305 -6.037 0.427 7 0
48839 2016-03-05 13:44:44.03 1.037 -5.122 0.488 7 0
[48840 rows x 11 columns]
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
5 NaN
6 NaN
7 NaN
8 NaN
9 NaN
10 NaN
11 NaN
12 NaN
13 NaN
14 NaN
15 NaN
16 NaN
17 NaN
18 NaN
19 NaN
20 NaN
21 NaN
22 NaN
23 NaN
24 0
25 0
26 0
27 0
28 0
29 0
..
48810 0
48811 0
48812 0
48813 0
48814 0
48815 0
48816 0
48817 NaN
48818 NaN
48819 NaN
48820 NaN
48821 NaN
48822 NaN
48823 NaN
48824 NaN
48825 NaN
48826 NaN
48827 NaN
48828 NaN
48829 NaN
48830 NaN
48831 NaN
48832 NaN
48833 NaN
48834 NaN
48835 NaN
48836 NaN
48837 NaN
48838 NaN
48839 NaN
Name: avg_stand, dtype: float64
In [171]:
test_data1 = prep_test('test1_ymount_ycg.csv')
test_data4 = prep_test('GL_TEST1_CS.csv')
test_data5 = prep_test('GL_TEST2_CS.csv')
test_data6 = prep_test('GL_TEST3_CS_very_still.csv')
test_data7 = prep_test('GL_TEST1_UrsWearing.csv')
test_data8 = prep_test('DIO_YCG_YMOUNT_YSC.csv')
test_data9 = prep_test('DIO_OCG_YCG_YMOUNT_YBC.csv')
test_data100 = prep_test('CS_OCG_STAND_OCG.csv')
test_data101 = prep_test('URS_OCG_STAND_OCG1.csv')
test_data102 = prep_test('CS_OCG_STAND_OCG2.csv')
test_data103 = prep_test('URS_OCG_STAND_OCG2.csv')
test_data104 = prep_test('CS_OCG_STAND_OCG3.csv')
test_data105 = prep_test('URS_OCG_STAND_OCG3.csv')
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:129: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:130: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:131: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:132: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:133: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:134: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:136: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:137: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:139: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:140: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:142: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:143: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
Removed 2 NaN rows
Removed 2 NaN rows
Removed 1 NaN rows
Removed 4 NaN rows
Removed 1 NaN rows
Removed 0 NaN rows
Removed 1 NaN rows
Removed 1 NaN rows
Removed 1 NaN rows
Removed 2 NaN rows
Removed 1 NaN rows
Removed 1 NaN rows
Removed 2 NaN rows
In [24]:
print training_data.columns
print test_data1.columns
Index([u'index', u'tiltx', u'tilty', u'stand', u'ACCEL_X', u'ACCEL_Y',
u'ACCEL_Z', u'GYRO_X', u'GYRO_Y', u'GYRO_Z', u'rolling_median_x',
u'rolling_median_y', u'rolling_median_z', u'rolling_median_gx',
u'rolling_median_gy', u'rolling_median_gz', u'rolling_max_x',
u'rolling_max_y', u'rolling_max_z', u'rolling_max_gx',
u'rolling_max_gy', u'rolling_max_gz', u'rolling_min_x',
u'rolling_min_y', u'rolling_min_z', u'rolling_min_gx',
u'rolling_min_gy', u'rolling_min_gz', u'rolling_sum_x',
u'rolling_sum_y', u'rolling_sum_z', u'rolling_sum_gx',
u'rolling_sum_gy', u'rolling_sum_gz', u'rolling_std_x',
u'rolling_std_y', u'rolling_std_z', u'rolling_std_gx',
u'rolling_std_gy', u'rolling_std_gz', u'avg_tiltx', u'avg_tilty',
u'avg_stand', u'max_min_x', u'max_min_y', u'max_min_z', u'max_min_gx',
u'max_min_gy', u'max_min_gz', u'acc_rss', u'gyro_rss', u'acc_rms',
u'gyro_rms', u'acc_magnitude', u'gyro_magnitude', u'state'],
dtype='object')
Index([u'tiltx', u'tilty', u'ACCEL_X', u'ACCEL_Y', u'ACCEL_Z', u'GYRO_X',
u'GYRO_Y', u'GYRO_Z', u'rolling_median_x', u'rolling_median_y',
u'rolling_median_z', u'rolling_median_gx', u'rolling_median_gy',
u'rolling_median_gz', u'rolling_max_x', u'rolling_max_y',
u'rolling_max_z', u'rolling_max_gx', u'rolling_max_gy',
u'rolling_max_gz', u'rolling_min_x', u'rolling_min_y', u'rolling_min_z',
u'rolling_min_gx', u'rolling_min_gy', u'rolling_min_gz',
u'rolling_sum_x', u'rolling_sum_y', u'rolling_sum_z', u'rolling_sum_gx',
u'rolling_sum_gy', u'rolling_sum_gz', u'rolling_std_x',
u'rolling_std_y', u'rolling_std_z', u'rolling_std_gx',
u'rolling_std_gy', u'rolling_std_gz', u'avg_tiltx', u'avg_tilty',
u'max_min_x', u'max_min_y', u'max_min_z', u'max_min_gx', u'max_min_gy',
u'max_min_gz', u'acc_rss', u'gyro_rss', u'acc_rms', u'gyro_rms',
u'acc_magnitude', u'gyro_magnitude'],
dtype='object')
In [35]:
pre_smooth = trial(training_data, test_data1)
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
<ipython-input-35-a85a649e2640> in <module>()
----> 1 pre_smooth = trial(training_data, test_data1)
<ipython-input-25-31b7e5d47f58> in trial(df_train, test_data)
21 print "Found NaN values"
22
---> 23 rf.fit(X_train, y_train)
24
25 test_data = polynomial_features.fit_transform(test_data)
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/sklearn/ensemble/forest.pyc in fit(self, X, y, sample_weight)
271 t, self, X, y, sample_weight, i, len(trees),
272 verbose=self.verbose, class_weight=self.class_weight)
--> 273 for i, t in enumerate(trees))
274
275 # Collect newly grown trees
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.pyc in __call__(self, iterable)
664 # consumption.
665 self._iterating = False
--> 666 self.retrieve()
667 # Make sure that we get a last message telling us we are done
668 elapsed_time = time.time() - self._start_time
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.pyc in retrieve(self)
516 self._lock.release()
517 try:
--> 518 self._output.append(job.get())
519 except tuple(self.exceptions) as exception:
520 try:
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/multiprocessing/pool.pyc in get(self, timeout)
546
547 def get(self, timeout=None):
--> 548 self.wait(timeout)
549 if not self._ready:
550 raise TimeoutError
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/multiprocessing/pool.pyc in wait(self, timeout)
541 try:
542 if not self._ready:
--> 543 self._cond.wait(timeout)
544 finally:
545 self._cond.release()
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/threading.pyc in wait(self, timeout)
337 try: # restore state no matter what (e.g., KeyboardInterrupt)
338 if timeout is None:
--> 339 waiter.acquire()
340 if __debug__:
341 self._note("%s.wait(): got it", self)
KeyboardInterrupt:
In [340]:
# This is a full sequence
# step 1
test_data100 = prep_test('CS_OCG_STAND_OCG.csv')
foo = trial_standup(training_data40, test_data101)
print foo
# step 2
bar = trial(training_data40, foo)
print bar
# step 3
fixed = reconciler(bar)
print fixed
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:129: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:130: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:131: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:132: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:133: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:134: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:136: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:137: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:139: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:140: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:142: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:143: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
Removed 1 NaN rows
[[ 1.00000000e+00 -1.31279714e+00 2.04198322e-01 ..., 8.68894565e+00
-8.48921053e-01 4.48163158e+00]
[ 1.00000000e+00 -1.13911007e+00 1.33805537e-01 ..., 9.43267717e+00
-1.00513158e+00 2.29991579e+01]
[ 1.00000000e+00 -1.05687718e+00 5.13801631e-01 ..., 6.47864336e+00
-7.91157895e-01 -2.76623684e+00]
...,
[ 1.00000000e+00 -1.01923408e+00 3.77077830e-01 ..., 6.14529498e+00
-9.90736842e-01 -5.08497368e+00]
[ 1.00000000e+00 -1.43059515e+00 1.32475552e-01 ..., 7.03569237e+00
-1.07563158e+00 -9.72236842e+00]
[ 1.00000000e+00 -1.02209441e+00 9.03828296e-03 ..., 3.53437385e+00
-1.27592105e+00 -9.32236842e-01]]
[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
0. 0.]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gx \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gy max_min_gz acc_rss gyro_rss acc_rms gyro_rms \
19 40.488 40.488 1.071912 15.049695 0.618868 8.688946
39 51.402 51.402 1.052554 16.337876 0.607693 9.432677
59 106.525 106.525 1.056864 11.221339 0.610181 6.478643
79 106.525 106.525 1.040433 24.246516 0.600694 13.998733
99 71.098 71.098 1.036253 12.845857 0.598281 7.416559
119 38.415 38.415 1.052260 12.487776 0.607523 7.209821
139 90.976 90.976 1.052296 23.281479 0.607544 13.441568
159 144.330 144.330 1.024994 11.331041 0.591781 6.541980
179 126.281 126.281 1.044037 7.595496 0.602775 4.385262
199 113.415 113.415 1.073295 24.179832 0.619667 13.960233
219 140.122 140.122 1.066510 16.666378 0.615750 9.622338
239 140.122 140.122 0.870244 44.170055 0.502436 25.501593
259 95.427 95.427 0.974167 17.370714 0.562436 10.028987
279 140.732 140.732 1.023631 19.032595 0.590994 10.988474
299 134.024 134.024 0.983312 28.282886 0.567715 16.329132
319 54.573 54.573 1.036932 31.841273 0.598673 18.383568
339 32.073 32.073 1.088699 7.479811 0.628561 4.318471
359 8.597 8.597 1.078194 3.562658 0.622496 2.056901
379 70.854 70.854 0.969130 29.502424 0.559527 17.033233
399 90.122 90.122 1.017148 29.644928 0.587250 17.115507
419 88.354 88.354 1.004386 45.948003 0.579882 26.528092
439 125.793 125.793 0.982711 20.850378 0.567369 12.037971
459 198.659 198.659 1.014179 37.046590 0.585537 21.388858
479 142.988 142.988 1.019854 31.711909 0.588813 18.308879
499 95.305 95.305 1.012077 35.534173 0.584323 20.515664
519 95.305 95.305 1.070944 2.999626 0.618310 1.731835
539 58.841 58.841 1.089755 2.032313 0.629171 1.173357
559 33.109 33.109 1.087415 2.700534 0.627819 1.559154
579 16.280 16.280 1.087429 2.654912 0.627828 1.532814
599 8.353 8.353 1.086869 2.897946 0.627504 1.673130
619 3.781 3.781 1.085122 1.652294 0.626496 0.953953
639 8.414 8.414 1.085002 0.673766 0.626426 0.388999
659 9.756 9.756 1.085457 0.915563 0.626689 0.528601
679 24.696 24.696 1.078834 12.877875 0.622865 7.435045
699 59.817 59.817 1.049902 5.330601 0.606161 3.077624
719 94.939 94.939 1.032442 10.643963 0.596081 6.145295
739 94.939 94.939 1.041442 12.186177 0.601277 7.035692
759 53.110 53.110 1.051986 6.121715 0.607364 3.534374
acc_magnitude gyro_magnitude avg_stand
19 -0.848921 4.481632 0
39 -1.005132 22.999158 0
59 -0.791158 -2.766237 0
79 -1.052158 -8.218816 0
99 -1.037921 9.905421 0
119 -0.853947 7.754974 0
139 -1.122658 -33.310474 0
159 -0.992895 18.031158 0
179 -0.910500 7.516158 0
199 -0.949947 -37.509500 0
219 -1.146737 14.886105 0
239 -0.955184 55.945158 0
259 -0.852947 9.202474 0
279 -1.359289 -5.372342 0
299 -1.257711 -33.703553 0
319 -0.885158 -39.164184 0
339 -0.718447 -6.391289 0
359 -0.732368 1.623895 0
379 -1.087895 0.596895 0
399 -1.444184 28.823816 0
419 -1.001105 51.622289 0
439 -0.828000 25.827947 0
459 -1.309342 -47.105342 1
479 -1.409316 -46.952842 0
499 -1.014605 -5.295184 1
519 -0.940711 -0.208553 0
539 -1.042026 2.524237 0
559 -1.029000 -2.406737 0
579 -1.086342 -1.471395 0
599 -1.106789 4.104579 0
619 -1.130053 0.165237 0
639 -1.126553 -0.144368 0
659 -1.099368 0.187763 0
679 -0.958921 15.441316 0
699 -0.914395 -7.807947 0
719 -0.990737 -5.084974 0
739 -1.075632 -9.722368 0
759 -1.275921 -0.932237 0
[38 rows x 53 columns]
[7 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 7 7 5 5 5 5 5 5 5 5 5 7 7 0 0 0 0 5 5 5 5
5]
['OTHER', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'OTHER', 'OTHER', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'OTHER', 'OTHER', 'your_mount', 'your_mount', 'your_mount', 'your_mount', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard', 'opponent_closed_guard']
Your Mount: 0.105263157895
Your Side Control: 0.0
Your Closed Guard: 0.0
Your Back Control: 0.0
Opponent Mount or Opponent Side Control: 0.0
Opponent Closed Guard: 0.763157894737
Opponent Back Control: 0.0
OTHER: 0.131578947368
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 7
579 -1.471395 0 7
599 4.104579 0 0
619 0.165237 0 0
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
avg_stand state shift-8 shift-7 shift-6 shift-5 shift-4 shift-3 \
459 1 5 0 0 7 7 5 5
499 1 5 0 0 0 0 7 7
shift-2 shift-1 shift0 shift1 shift2 shift3 shift4 shift5 shift6 \
459 5 5 5 5 5 5 5 7 7
499 5 5 5 5 5 5 5 5 5
shift7 shift8
459 5 5
499 7 7
[[5, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7, 5, 5], [5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]]
[459, 499]
ymount in vicinity
[5, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7, 5, 5]
new values
[5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7, 5, 5]
index
0
/Users/christophersamiullah/repos/sensor_readings/venv/lib/python2.7/site-packages/ipykernel/__main__.py:13: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 5
519 -0.208553 0 5
539 2.524237 0 5
559 -2.406737 0 7
579 -1.471395 0 7
599 4.104579 0 0
619 0.165237 0 0
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 7
359 1.623895 0 7
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 5
439 25.827947 0 5
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 0
659 0.187763 0 0
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
ymount in vicinity
[5, 0, 0, 0, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
new values
[5, 5, 5, 5, 7, 7, 5, 5, 5, 5, 5, 5, 5, 5, 5, 7, 7]
index
1
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
None
In [341]:
tiltx tilty ACCEL_X ACCEL_Y ACCEL_Z GYRO_X GYRO_Y \
19 -1.312797 0.204198 -1.057500 0.171132 0.037447 -0.744553 12.915579
39 -1.139110 0.133806 -1.007342 0.216895 -0.214684 0.417237 13.717947
59 -1.056877 0.513802 -0.987658 0.345421 -0.148921 -1.891789 -8.246105
79 -1.469734 0.058936 -0.999184 0.176895 -0.229868 -6.288579 15.564921
99 -1.182664 0.139387 -0.954605 0.240368 -0.323684 -3.823868 1.566184
119 -1.059996 0.460293 -0.945658 0.368947 -0.277237 7.594632 -6.928868
139 -1.292107 0.180298 -1.011763 0.141421 -0.252316 -11.035053 -1.859842
159 -1.333681 0.231458 -0.966263 0.228132 -0.254763 4.948605 3.514132
179 -0.971726 0.406607 -0.938211 0.337421 -0.309711 7.594737 0.025711
199 -1.520475 0.049277 -1.054763 0.182684 -0.077868 -4.136632 -18.997105
219 -1.373731 -0.155270 -1.062842 0.004368 -0.088263 -1.249974 16.612605
239 -0.625393 0.516926 -0.708816 0.211895 -0.458263 -4.075737 38.169132
259 -0.612494 0.458456 -0.532000 0.393816 -0.714763 -0.250316 16.062211
279 -0.377791 -0.560706 -0.626763 0.073447 -0.805974 7.584947 4.027605
299 -0.998627 0.238623 -0.770895 0.113053 -0.599868 -12.314000 -25.178053
319 -1.220412 0.313444 -0.986632 0.270553 -0.169079 -10.861737 -29.889316
339 -1.275496 0.295205 -1.040421 0.320605 0.001368 0.460500 -7.442237
359 -1.269833 0.300950 -1.032316 0.310974 -0.011026 -0.163684 3.246237
379 -1.181690 0.310080 -0.935447 0.085842 -0.238289 0.609711 20.850500
399 -0.883895 0.070536 -0.803658 -0.017289 -0.623237 -1.716947 29.579553
419 -0.540176 0.359157 -0.582316 0.330053 -0.748842 -3.780500 10.935474
439 -0.476393 0.501645 -0.418789 0.389789 -0.799000 11.686447 -2.883500
459 -0.797311 0.017978 -0.620342 0.106263 -0.795263 0.261553 -12.490368
479 -0.854450 -0.065286 -0.839711 0.009105 -0.578711 -4.579526 -27.779237
499 -1.260302 0.245053 -0.984737 0.149605 -0.179474 10.099553 -30.524737
519 -1.251120 0.088735 -1.050474 0.191632 -0.081868 1.404026 -2.498368
539 -1.375162 0.195551 -1.064079 0.176947 -0.154895 0.938737 1.790789
559 -1.383190 0.125653 -1.068605 0.160816 -0.121211 -0.502237 0.664395
579 -1.376877 0.110674 -1.068447 0.133816 -0.151711 -1.593395 1.561368
599 -1.326012 0.156231 -1.058263 0.149211 -0.197737 1.012526 2.684553
619 -1.332922 0.116482 -1.054842 0.138421 -0.213632 0.728526 0.728474
639 -1.328526 0.131969 -1.054658 0.140605 -0.212500 -0.113816 -0.484605
659 -1.330448 0.154457 -1.055316 0.156237 -0.200289 0.118816 -0.606526
679 -1.318802 0.164139 -1.023132 0.271921 -0.207711 5.831211 -1.739395
699 -1.300640 0.262395 -1.020342 0.219684 -0.113737 -0.909789 -4.826632
719 -1.019234 0.377078 -0.983816 0.217921 -0.224842 -6.915895 6.562947
739 -1.430595 0.132476 -0.982263 0.193526 -0.286895 -5.405947 5.256737
759 -1.022094 0.009038 -0.994000 0.057658 -0.339579 -2.459895 4.653395
GYRO_Z rolling_median_x rolling_median_y ... max_min_gy \
19 -7.689395 -1.0545 0.2380 ... 40.488
39 8.863974 -0.9955 0.1805 ... 51.402
59 7.371658 -0.9830 0.3230 ... 106.525
79 -17.495158 -0.9955 0.1155 ... 106.525
99 12.163105 -0.9370 0.1340 ... 71.098
119 7.089211 -0.9365 0.3750 ... 38.415
139 -20.415579 -1.0275 0.1450 ... 90.976
159 9.568421 -1.0025 0.2145 ... 144.330
179 -0.104289 -0.9600 0.3780 ... 126.281
199 -14.375763 -1.0620 0.1660 ... 113.415
219 -0.476526 -1.0700 0.0850 ... 140.122
239 21.851763 -0.6105 0.3525 ... 140.122
259 -6.609421 -0.4810 0.4580 ... 95.427
279 -16.984895 -0.6480 0.0930 ... 140.732
299 3.788500 -0.8180 0.1815 ... 134.024
319 1.586868 -1.0020 0.2790 ... 54.573
339 0.590447 -1.0425 0.3190 ... 32.073
359 -1.458658 -1.0405 0.3125 ... 8.597
379 -20.863316 -1.0065 0.2865 ... 70.854
399 0.961211 -0.7550 0.0655 ... 90.122
419 44.467316 -0.6120 0.3575 ... 88.354
439 17.025000 -0.4035 0.4005 ... 125.793
459 -34.876526 -0.6385 0.0870 ... 198.659
479 -14.594079 -0.8025 -0.0085 ... 142.988
499 15.130000 -1.0245 0.2010 ... 95.305
519 0.885789 -1.0600 0.1795 ... 95.305
539 -0.205289 -1.0625 0.1795 ... 58.841
559 -2.568895 -1.0675 0.1570 ... 33.109
579 -1.439368 -1.0650 0.1310 ... 16.280
599 0.407500 -1.0570 0.1495 ... 8.353
619 -1.291763 -1.0550 0.1340 ... 3.781
639 0.454053 -1.0550 0.1375 ... 8.414
659 0.675474 -1.0550 0.1615 ... 9.756
679 11.349500 -1.0480 0.1735 ... 24.696
699 -2.071526 -1.0320 0.2630 ... 59.817
719 -4.732026 -1.0085 0.2490 ... 94.939
739 -9.573158 -1.0010 0.1645 ... 94.939
759 -3.125737 -0.9760 0.0405 ... 53.110
max_min_gz acc_rss gyro_rss acc_rms gyro_rms acc_magnitude \
19 40.488 1.071912 15.049695 0.618868 8.688946 -0.848921
39 51.402 1.052554 16.337876 0.607693 9.432677 -1.005132
59 106.525 1.056864 11.221339 0.610181 6.478643 -0.791158
79 106.525 1.040433 24.246516 0.600694 13.998733 -1.052158
99 71.098 1.036253 12.845857 0.598281 7.416559 -1.037921
119 38.415 1.052260 12.487776 0.607523 7.209821 -0.853947
139 90.976 1.052296 23.281479 0.607544 13.441568 -1.122658
159 144.330 1.024994 11.331041 0.591781 6.541980 -0.992895
179 126.281 1.044037 7.595496 0.602775 4.385262 -0.910500
199 113.415 1.073295 24.179832 0.619667 13.960233 -0.949947
219 140.122 1.066510 16.666378 0.615750 9.622338 -1.146737
239 140.122 0.870244 44.170055 0.502436 25.501593 -0.955184
259 95.427 0.974167 17.370714 0.562436 10.028987 -0.852947
279 140.732 1.023631 19.032595 0.590994 10.988474 -1.359289
299 134.024 0.983312 28.282886 0.567715 16.329132 -1.257711
319 54.573 1.036932 31.841273 0.598673 18.383568 -0.885158
339 32.073 1.088699 7.479811 0.628561 4.318471 -0.718447
359 8.597 1.078194 3.562658 0.622496 2.056901 -0.732368
379 70.854 0.969130 29.502424 0.559527 17.033233 -1.087895
399 90.122 1.017148 29.644928 0.587250 17.115507 -1.444184
419 88.354 1.004386 45.948003 0.579882 26.528092 -1.001105
439 125.793 0.982711 20.850378 0.567369 12.037971 -0.828000
459 198.659 1.014179 37.046590 0.585537 21.388858 -1.309342
479 142.988 1.019854 31.711909 0.588813 18.308879 -1.409316
499 95.305 1.012077 35.534173 0.584323 20.515664 -1.014605
519 95.305 1.070944 2.999626 0.618310 1.731835 -0.940711
539 58.841 1.089755 2.032313 0.629171 1.173357 -1.042026
559 33.109 1.087415 2.700534 0.627819 1.559154 -1.029000
579 16.280 1.087429 2.654912 0.627828 1.532814 -1.086342
599 8.353 1.086869 2.897946 0.627504 1.673130 -1.106789
619 3.781 1.085122 1.652294 0.626496 0.953953 -1.130053
639 8.414 1.085002 0.673766 0.626426 0.388999 -1.126553
659 9.756 1.085457 0.915563 0.626689 0.528601 -1.099368
679 24.696 1.078834 12.877875 0.622865 7.435045 -0.958921
699 59.817 1.049902 5.330601 0.606161 3.077624 -0.914395
719 94.939 1.032442 10.643963 0.596081 6.145295 -0.990737
739 94.939 1.041442 12.186177 0.601277 7.035692 -1.075632
759 53.110 1.051986 6.121715 0.607364 3.534374 -1.275921
gyro_magnitude avg_stand state
19 4.481632 0 7
39 22.999158 0 5
59 -2.766237 0 5
79 -8.218816 0 5
99 9.905421 0 5
119 7.754974 0 5
139 -33.310474 0 5
159 18.031158 0 5
179 7.516158 0 5
199 -37.509500 0 5
219 14.886105 0 5
239 55.945158 0 5
259 9.202474 0 5
279 -5.372342 0 5
299 -33.703553 0 5
319 -39.164184 0 5
339 -6.391289 0 5
359 1.623895 0 5
379 0.596895 0 5
399 28.823816 0 5
419 51.622289 0 7
439 25.827947 0 7
459 -47.105342 1 5
479 -46.952842 0 5
499 -5.295184 1 7
519 -0.208553 0 7
539 2.524237 0 5
559 -2.406737 0 5
579 -1.471395 0 5
599 4.104579 0 5
619 0.165237 0 5
639 -0.144368 0 5
659 0.187763 0 5
679 15.441316 0 5
699 -7.807947 0 5
719 -5.084974 0 5
739 -9.722368 0 5
759 -0.932237 0 5
[38 rows x 54 columns]
In [ ]:
bar = trial_standup(training_data50, test_data101)
In [ ]:
test_model_stand(training_data50) # newest with tilt
In [129]:
print '*** 30 rows ***'
test_model(training_data)
print '*** 10 rows ***'
test_model(training_data10)
print '*** 20 rows ***'
test_model(training_data20)
print '*** 26 rows ***'
test_model(training_data26)
print '*** 36 rows ***'
test_model(training_data36)
print '*** 40 rows ***'
test_model(training_data40)
print '*** 50 rows ***'
test_model(training_data50)
print '*** 60 rows ***'
test_model(training_data60)
print '*** 56 rows ***'
test_model(training_data56)
print '*** 64 rows ***'
test_model(training_data64)
print '*** 70 rows ***'
test_model(training_data70)
*** 30 rows ***
rf prediction: 0.842741935484
Random Forest Accuracy: 0.72 (+/- 0.23)
Feature ranking:
1. feature rolling_max_z (0.065786)
2. feature ACCEL_Z (0.065241)
3. feature rolling_sum_z (0.061869)
4. feature rolling_median_z (0.056797)
5. feature rolling_min_z (0.055261)
6. feature ACCEL_X (0.039785)
7. feature rolling_sum_x (0.036704)
8. feature avg_tiltx (0.034615)
9. feature rolling_max_x (0.031817)
10. feature rolling_min_x (0.031338)
11. feature acc_magnitude (0.030131)
12. feature stand (0.029087)
13. feature rolling_std_x (0.026984)
14. feature max_min_x (0.026543)
15. feature rolling_median_x (0.026307)
16. feature avg_stand (0.026199)
17. feature max_min_y (0.023757)
18. feature acc_rss (0.020202)
19. feature acc_rms (0.018855)
20. feature rolling_std_y (0.018715)
21. feature tiltx (0.015950)
22. feature avg_tilty (0.015802)
23. feature rolling_sum_y (0.015252)
24. feature ACCEL_Y (0.014943)
25. feature max_min_z (0.014838)
26. feature rolling_max_y (0.014547)
27. feature rolling_min_y (0.014424)
28. feature rolling_median_y (0.013661)
29. feature max_min_gz (0.012677)
30. feature max_min_gy (0.011566)
31. feature rolling_std_z (0.011270)
32. feature max_min_gx (0.011082)
33. feature rolling_std_gx (0.010048)
34. feature rolling_std_gz (0.009934)
35. feature tilty (0.008624)
36. feature rolling_std_gy (0.008488)
37. feature gyro_rss (0.006676)
38. feature gyro_rms (0.006659)
39. feature GYRO_Y (0.004932)
40. feature rolling_max_gx (0.004594)
41. feature rolling_max_gz (0.004284)
42. feature rolling_min_gz (0.004178)
43. feature rolling_max_gy (0.004114)
44. feature rolling_min_gx (0.003926)
45. feature rolling_min_gy (0.003695)
46. feature gyro_magnitude (0.003608)
47. feature GYRO_Z (0.003341)
48. feature rolling_median_gz (0.003321)
49. feature rolling_median_gy (0.003294)
50. feature rolling_median_gx (0.003153)
51. feature rolling_sum_gy (0.002888)
52. feature rolling_sum_gz (0.002787)
53. feature GYRO_X (0.002735)
54. feature rolling_sum_gx (0.002716)
*** 10 rows ***
rf prediction: 0.808489954634
Random Forest Accuracy: 0.69 (+/- 0.24)
Feature ranking:
1. feature ACCEL_Z (0.065169)
2. feature rolling_sum_z (0.061896)
3. feature rolling_max_z (0.057859)
4. feature rolling_median_z (0.049734)
5. feature avg_stand (0.046446)
6. feature stand (0.044737)
7. feature rolling_min_z (0.041428)
8. feature rolling_sum_x (0.035343)
9. feature ACCEL_X (0.034983)
10. feature avg_tiltx (0.031804)
11. feature rolling_median_x (0.030816)
12. feature rolling_std_x (0.030706)
13. feature max_min_x (0.030267)
14. feature rolling_min_x (0.029616)
15. feature rolling_max_x (0.027169)
16. feature acc_magnitude (0.026540)
17. feature tiltx (0.023143)
18. feature max_min_z (0.020122)
19. feature max_min_y (0.018025)
20. feature rolling_std_z (0.017845)
21. feature rolling_std_y (0.017530)
22. feature rolling_min_y (0.015806)
23. feature avg_tilty (0.015703)
24. feature rolling_max_y (0.015636)
25. feature ACCEL_Y (0.015420)
26. feature rolling_sum_y (0.014598)
27. feature rolling_median_y (0.014292)
28. feature tilty (0.011411)
29. feature acc_rms (0.011315)
30. feature acc_rss (0.010905)
31. feature max_min_gy (0.009737)
32. feature max_min_gz (0.009590)
33. feature gyro_rss (0.009544)
34. feature rolling_std_gz (0.009184)
35. feature max_min_gx (0.008855)
36. feature gyro_rms (0.008776)
37. feature rolling_std_gy (0.008741)
38. feature rolling_std_gx (0.008320)
39. feature GYRO_Y (0.007603)
40. feature GYRO_Z (0.005659)
41. feature gyro_magnitude (0.005026)
42. feature rolling_max_gz (0.003975)
43. feature rolling_max_gy (0.003849)
44. feature rolling_min_gx (0.003759)
45. feature rolling_max_gx (0.003667)
46. feature rolling_min_gz (0.003499)
47. feature rolling_min_gy (0.003275)
48. feature rolling_median_gx (0.003080)
49. feature rolling_median_gz (0.003039)
50. feature rolling_median_gy (0.002999)
51. feature rolling_sum_gz (0.002939)
52. feature rolling_sum_gy (0.002935)
53. feature GYRO_X (0.002873)
54. feature rolling_sum_gx (0.002812)
*** 20 rows ***
rf prediction: 0.804089709763
Random Forest Accuracy: 0.71 (+/- 0.24)
Feature ranking:
1. feature rolling_sum_z (0.066343)
2. feature rolling_max_z (0.063453)
3. feature ACCEL_Z (0.061152)
4. feature rolling_median_z (0.056821)
5. feature rolling_min_z (0.045354)
6. feature rolling_sum_x (0.036441)
7. feature ACCEL_X (0.035997)
8. feature stand (0.035494)
9. feature avg_stand (0.035146)
10. feature avg_tiltx (0.033676)
11. feature rolling_median_x (0.030482)
12. feature max_min_x (0.030094)
13. feature rolling_min_x (0.029125)
14. feature rolling_max_x (0.028246)
15. feature rolling_std_x (0.026855)
16. feature acc_magnitude (0.026366)
17. feature tiltx (0.022599)
18. feature max_min_y (0.020686)
19. feature rolling_std_y (0.019152)
20. feature rolling_std_z (0.016413)
21. feature acc_rss (0.016332)
22. feature acc_rms (0.016250)
23. feature max_min_z (0.015324)
24. feature rolling_min_y (0.015291)
25. feature rolling_sum_y (0.015285)
26. feature ACCEL_Y (0.015096)
27. feature avg_tilty (0.014972)
28. feature rolling_max_y (0.014573)
29. feature rolling_median_y (0.013520)
30. feature max_min_gx (0.011426)
31. feature max_min_gz (0.011354)
32. feature max_min_gy (0.010899)
33. feature rolling_std_gz (0.009455)
34. feature tilty (0.009085)
35. feature rolling_std_gx (0.008826)
36. feature rolling_std_gy (0.008031)
37. feature gyro_rss (0.007699)
38. feature gyro_rms (0.007464)
39. feature GYRO_Y (0.006511)
40. feature rolling_max_gy (0.004594)
41. feature rolling_max_gx (0.004232)
42. feature GYRO_Z (0.004167)
43. feature rolling_max_gz (0.004153)
44. feature gyro_magnitude (0.004131)
45. feature rolling_min_gz (0.003411)
46. feature rolling_min_gy (0.003260)
47. feature rolling_median_gx (0.003257)
48. feature rolling_min_gx (0.003244)
49. feature rolling_median_gy (0.003208)
50. feature rolling_sum_gz (0.003079)
51. feature rolling_median_gz (0.003070)
52. feature GYRO_X (0.003019)
53. feature rolling_sum_gy (0.002962)
54. feature rolling_sum_gx (0.002925)
*** 26 rows ***
rf prediction: 0.822916666667
Random Forest Accuracy: 0.71 (+/- 0.24)
Feature ranking:
1. feature ACCEL_Z (0.071383)
2. feature rolling_max_z (0.064909)
3. feature rolling_sum_z (0.063742)
4. feature rolling_median_z (0.052702)
5. feature rolling_min_z (0.049914)
6. feature ACCEL_X (0.038946)
7. feature rolling_sum_x (0.037813)
8. feature avg_tiltx (0.034561)
9. feature rolling_max_x (0.032149)
10. feature max_min_x (0.031089)
11. feature rolling_min_x (0.030816)
12. feature stand (0.028733)
13. feature avg_stand (0.028677)
14. feature acc_magnitude (0.028522)
15. feature rolling_median_x (0.028225)
16. feature rolling_std_x (0.027074)
17. feature max_min_y (0.020083)
18. feature tiltx (0.019813)
19. feature acc_rss (0.019075)
20. feature acc_rms (0.018323)
21. feature max_min_z (0.016116)
22. feature avg_tilty (0.015827)
23. feature rolling_min_y (0.015062)
24. feature rolling_sum_y (0.014956)
25. feature ACCEL_Y (0.014937)
26. feature rolling_std_y (0.014505)
27. feature rolling_std_z (0.014459)
28. feature rolling_max_y (0.014364)
29. feature rolling_median_y (0.013188)
30. feature max_min_gx (0.010390)
31. feature rolling_std_gy (0.010163)
32. feature max_min_gz (0.010041)
33. feature rolling_std_gx (0.009366)
34. feature max_min_gy (0.009320)
35. feature tilty (0.009009)
36. feature rolling_std_gz (0.008922)
37. feature gyro_rms (0.006832)
38. feature gyro_rss (0.006502)
39. feature rolling_max_gx (0.005280)
40. feature GYRO_Y (0.005243)
41. feature rolling_max_gy (0.005064)
42. feature rolling_max_gz (0.005034)
43. feature rolling_min_gz (0.004106)
44. feature rolling_min_gy (0.003837)
45. feature gyro_magnitude (0.003751)
46. feature rolling_min_gx (0.003608)
47. feature GYRO_Z (0.003576)
48. feature rolling_median_gx (0.003168)
49. feature rolling_median_gy (0.002974)
50. feature rolling_median_gz (0.002969)
51. feature GYRO_X (0.002821)
52. feature rolling_sum_gy (0.002720)
53. feature rolling_sum_gz (0.002671)
54. feature rolling_sum_gx (0.002667)
*** 36 rows ***
rf prediction: 0.848225214198
Random Forest Accuracy: 0.73 (+/- 0.23)
Feature ranking:
1. feature rolling_max_z (0.067433)
2. feature ACCEL_Z (0.067136)
3. feature rolling_sum_z (0.064241)
4. feature rolling_median_z (0.057268)
5. feature rolling_min_z (0.053347)
6. feature ACCEL_X (0.039355)
7. feature rolling_sum_x (0.037331)
8. feature avg_tiltx (0.033659)
9. feature rolling_min_x (0.032315)
10. feature rolling_median_x (0.030662)
11. feature rolling_max_x (0.030617)
12. feature max_min_x (0.030423)
13. feature acc_magnitude (0.030193)
14. feature rolling_std_x (0.027504)
15. feature acc_rss (0.025078)
16. feature acc_rms (0.023948)
17. feature avg_stand (0.023425)
18. feature stand (0.021711)
19. feature max_min_y (0.020771)
20. feature rolling_std_y (0.018136)
21. feature tiltx (0.017606)
22. feature max_min_z (0.016166)
23. feature ACCEL_Y (0.015305)
24. feature avg_tilty (0.014801)
25. feature rolling_median_y (0.014317)
26. feature rolling_sum_y (0.014071)
27. feature rolling_min_y (0.013165)
28. feature rolling_max_y (0.012506)
29. feature rolling_std_z (0.011422)
30. feature max_min_gx (0.011067)
31. feature max_min_gz (0.010550)
32. feature max_min_gy (0.009038)
33. feature rolling_std_gx (0.008608)
34. feature rolling_std_gz (0.008213)
35. feature tilty (0.007984)
36. feature rolling_std_gy (0.007833)
37. feature rolling_max_gy (0.006813)
38. feature gyro_rss (0.006178)
39. feature gyro_rms (0.005609)
40. feature rolling_min_gx (0.005358)
41. feature rolling_max_gx (0.005347)
42. feature rolling_max_gz (0.004706)
43. feature rolling_min_gy (0.004594)
44. feature rolling_min_gz (0.004408)
45. feature GYRO_Y (0.004060)
46. feature GYRO_Z (0.003433)
47. feature rolling_median_gz (0.003235)
48. feature rolling_median_gy (0.003092)
49. feature rolling_median_gx (0.002962)
50. feature gyro_magnitude (0.002778)
51. feature rolling_sum_gx (0.002681)
52. feature rolling_sum_gz (0.002645)
53. feature GYRO_X (0.002525)
54. feature rolling_sum_gy (0.002368)
*** 40 rows ***
rf prediction: 0.821917808219
Random Forest Accuracy: 0.73 (+/- 0.22)
Feature ranking:
1. feature ACCEL_Z (0.067754)
2. feature rolling_median_z (0.065999)
3. feature rolling_sum_z (0.065638)
4. feature rolling_max_z (0.061583)
5. feature rolling_min_z (0.050131)
6. feature ACCEL_X (0.039542)
7. feature rolling_sum_x (0.036333)
8. feature avg_tiltx (0.034322)
9. feature acc_magnitude (0.031633)
10. feature rolling_max_x (0.031404)
11. feature rolling_min_x (0.030514)
12. feature max_min_x (0.029167)
13. feature rolling_median_x (0.027397)
14. feature rolling_std_x (0.025879)
15. feature acc_rms (0.024765)
16. feature acc_rss (0.023176)
17. feature stand (0.021129)
18. feature avg_stand (0.020234)
19. feature tiltx (0.019957)
20. feature max_min_y (0.017258)
21. feature rolling_std_y (0.016645)
22. feature avg_tilty (0.016017)
23. feature rolling_sum_y (0.015496)
24. feature ACCEL_Y (0.014049)
25. feature rolling_median_y (0.013802)
26. feature rolling_min_y (0.013778)
27. feature rolling_std_gy (0.012929)
28. feature rolling_std_gz (0.012666)
29. feature max_min_z (0.012621)
30. feature rolling_max_y (0.012422)
31. feature max_min_gx (0.011767)
32. feature rolling_std_z (0.011132)
33. feature rolling_std_gx (0.010682)
34. feature max_min_gz (0.010550)
35. feature rolling_max_gz (0.008762)
36. feature tilty (0.008570)
37. feature rolling_max_gy (0.007261)
38. feature rolling_max_gx (0.007034)
39. feature max_min_gy (0.006600)
40. feature gyro_rss (0.006464)
41. feature gyro_rms (0.006139)
42. feature rolling_min_gy (0.004596)
43. feature rolling_min_gz (0.004290)
44. feature rolling_min_gx (0.003908)
45. feature GYRO_Y (0.003888)
46. feature gyro_magnitude (0.002974)
47. feature GYRO_Z (0.002974)
48. feature rolling_sum_gy (0.002718)
49. feature rolling_sum_gx (0.002693)
50. feature rolling_sum_gz (0.002671)
51. feature rolling_median_gx (0.002661)
52. feature rolling_median_gy (0.002508)
53. feature rolling_median_gz (0.002477)
54. feature GYRO_X (0.002443)
*** 50 rows ***
rf prediction: 0.851398601399
Random Forest Accuracy: 0.74 (+/- 0.21)
Feature ranking:
1. feature rolling_max_z (0.069897)
2. feature rolling_sum_z (0.067993)
3. feature ACCEL_Z (0.063527)
4. feature rolling_median_z (0.063501)
5. feature rolling_min_z (0.048946)
6. feature rolling_sum_x (0.039105)
7. feature rolling_max_x (0.037854)
8. feature ACCEL_X (0.037201)
9. feature avg_tiltx (0.036415)
10. feature rolling_min_x (0.034090)
11. feature acc_rms (0.032381)
12. feature acc_magnitude (0.030388)
13. feature acc_rss (0.029768)
14. feature rolling_median_x (0.028207)
15. feature max_min_x (0.023681)
16. feature rolling_std_x (0.019155)
17. feature avg_tilty (0.017106)
18. feature stand (0.016806)
19. feature tiltx (0.016664)
20. feature rolling_std_y (0.016043)
21. feature max_min_z (0.015581)
22. feature rolling_median_y (0.015410)
23. feature avg_stand (0.015211)
24. feature ACCEL_Y (0.014632)
25. feature rolling_sum_y (0.014620)
26. feature rolling_std_gz (0.014223)
27. feature rolling_std_gx (0.013091)
28. feature rolling_min_y (0.013021)
29. feature max_min_y (0.012861)
30. feature rolling_std_gy (0.012628)
31. feature rolling_std_z (0.012263)
32. feature rolling_max_y (0.011287)
33. feature max_min_gx (0.010008)
34. feature max_min_gz (0.008895)
35. feature tilty (0.008185)
36. feature max_min_gy (0.007350)
37. feature rolling_max_gy (0.007069)
38. feature rolling_min_gy (0.006192)
39. feature rolling_min_gz (0.006142)
40. feature gyro_rms (0.005717)
41. feature rolling_max_gz (0.005669)
42. feature gyro_rss (0.005554)
43. feature rolling_min_gx (0.005493)
44. feature rolling_max_gx (0.005489)
45. feature GYRO_Y (0.003122)
46. feature GYRO_Z (0.002849)
47. feature gyro_magnitude (0.002633)
48. feature rolling_sum_gx (0.002454)
49. feature rolling_median_gy (0.002381)
50. feature rolling_median_gz (0.002350)
51. feature GYRO_X (0.002311)
52. feature rolling_sum_gz (0.002258)
53. feature rolling_sum_gy (0.002172)
54. feature rolling_median_gx (0.002150)
*** 60 rows ***
rf prediction: 0.808102345416
Random Forest Accuracy: 0.73 (+/- 0.22)
Feature ranking:
1. feature rolling_max_z (0.075744)
2. feature rolling_sum_z (0.074445)
3. feature ACCEL_Z (0.066902)
4. feature rolling_median_z (0.056020)
5. feature rolling_min_z (0.047137)
6. feature rolling_sum_x (0.042603)
7. feature ACCEL_X (0.039275)
8. feature avg_tiltx (0.036535)
9. feature rolling_max_x (0.036276)
10. feature acc_rss (0.034282)
11. feature acc_rms (0.032452)
12. feature acc_magnitude (0.032011)
13. feature rolling_min_x (0.029796)
14. feature rolling_median_x (0.027820)
15. feature max_min_x (0.018930)
16. feature tiltx (0.018250)
17. feature rolling_std_gy (0.016460)
18. feature rolling_std_x (0.016315)
19. feature max_min_z (0.016087)
20. feature rolling_std_y (0.015723)
21. feature avg_tilty (0.015349)
22. feature rolling_median_y (0.014412)
23. feature ACCEL_Y (0.014410)
24. feature rolling_sum_y (0.014238)
25. feature rolling_std_gx (0.014023)
26. feature rolling_std_gz (0.013386)
27. feature max_min_y (0.012969)
28. feature rolling_std_z (0.012527)
29. feature avg_stand (0.011771)
30. feature stand (0.011659)
31. feature rolling_max_y (0.011498)
32. feature rolling_min_y (0.011022)
33. feature max_min_gz (0.009640)
34. feature max_min_gy (0.008406)
35. feature tilty (0.007820)
36. feature rolling_max_gz (0.007706)
37. feature rolling_min_gy (0.007398)
38. feature rolling_max_gy (0.007225)
39. feature max_min_gx (0.007220)
40. feature rolling_min_gx (0.006852)
41. feature gyro_rms (0.006010)
42. feature rolling_min_gz (0.005879)
43. feature rolling_max_gx (0.005777)
44. feature gyro_rss (0.005310)
45. feature GYRO_Y (0.003442)
46. feature GYRO_Z (0.002554)
47. feature gyro_magnitude (0.002482)
48. feature rolling_median_gz (0.002480)
49. feature rolling_median_gy (0.002374)
50. feature GYRO_X (0.002314)
51. feature rolling_sum_gx (0.002251)
52. feature rolling_sum_gz (0.002211)
53. feature rolling_sum_gy (0.002178)
54. feature rolling_median_gx (0.002141)
*** 56 rows ***
rf prediction: 0.817821782178
Random Forest Accuracy: 0.73 (+/- 0.21)
Feature ranking:
1. feature rolling_max_z (0.071819)
2. feature rolling_sum_z (0.067489)
3. feature ACCEL_Z (0.065609)
4. feature rolling_median_z (0.060811)
5. feature rolling_min_z (0.047929)
6. feature ACCEL_X (0.042704)
7. feature rolling_sum_x (0.039643)
8. feature avg_tiltx (0.035062)
9. feature acc_magnitude (0.034889)
10. feature rolling_max_x (0.033751)
11. feature acc_rss (0.031046)
12. feature acc_rms (0.030929)
13. feature rolling_median_x (0.030714)
14. feature rolling_min_x (0.029095)
15. feature max_min_x (0.022958)
16. feature rolling_std_x (0.018846)
17. feature tiltx (0.018277)
18. feature avg_tilty (0.016618)
19. feature rolling_std_y (0.016556)
20. feature ACCEL_Y (0.016217)
21. feature max_min_y (0.015727)
22. feature rolling_median_y (0.015244)
23. feature max_min_z (0.015113)
24. feature rolling_std_gz (0.014457)
25. feature rolling_sum_y (0.014257)
26. feature rolling_std_gx (0.013930)
27. feature rolling_std_gy (0.013745)
28. feature avg_stand (0.012982)
29. feature rolling_min_y (0.012341)
30. feature rolling_std_z (0.012089)
31. feature stand (0.011563)
32. feature max_min_gy (0.010906)
33. feature rolling_max_y (0.010758)
34. feature max_min_gz (0.009521)
35. feature max_min_gx (0.009221)
36. feature tilty (0.007419)
37. feature rolling_max_gz (0.006833)
38. feature rolling_min_gz (0.006564)
39. feature rolling_max_gx (0.005959)
40. feature rolling_min_gy (0.005708)
41. feature gyro_rms (0.005492)
42. feature rolling_max_gy (0.005362)
43. feature rolling_min_gx (0.005278)
44. feature gyro_rss (0.004562)
45. feature GYRO_Y (0.003695)
46. feature GYRO_Z (0.003175)
47. feature gyro_magnitude (0.002381)
48. feature rolling_sum_gy (0.002203)
49. feature rolling_median_gz (0.002193)
50. feature rolling_sum_gz (0.002192)
51. feature GYRO_X (0.002118)
52. feature rolling_median_gx (0.002097)
53. feature rolling_sum_gx (0.001977)
54. feature rolling_median_gy (0.001973)
*** 64 rows ***
rf prediction: 0.800458715596
Random Forest Accuracy: 0.74 (+/- 0.22)
Feature ranking:
1. feature rolling_median_z (0.069275)
2. feature rolling_max_z (0.068520)
3. feature rolling_sum_z (0.064177)
4. feature ACCEL_Z (0.060758)
5. feature rolling_min_z (0.048517)
6. feature avg_tiltx (0.044662)
7. feature ACCEL_X (0.041115)
8. feature rolling_sum_x (0.037993)
9. feature acc_rss (0.036750)
10. feature acc_rms (0.035483)
11. feature rolling_max_x (0.034798)
12. feature rolling_min_x (0.032721)
13. feature acc_magnitude (0.028986)
14. feature rolling_median_x (0.028880)
15. feature tiltx (0.020045)
16. feature max_min_x (0.018867)
17. feature rolling_std_x (0.016946)
18. feature rolling_median_y (0.016885)
19. feature avg_tilty (0.016534)
20. feature rolling_sum_y (0.014810)
21. feature max_min_y (0.014630)
22. feature ACCEL_Y (0.014314)
23. feature rolling_std_y (0.013697)
24. feature rolling_std_gx (0.013622)
25. feature rolling_min_y (0.013015)
26. feature rolling_std_gy (0.012673)
27. feature rolling_std_z (0.012360)
28. feature max_min_z (0.012299)
29. feature rolling_std_gz (0.011992)
30. feature rolling_max_y (0.011959)
31. feature rolling_min_gy (0.009865)
32. feature rolling_min_gz (0.009627)
33. feature max_min_gx (0.009624)
34. feature avg_stand (0.009604)
35. feature stand (0.009124)
36. feature max_min_gy (0.008737)
37. feature max_min_gz (0.008517)
38. feature rolling_min_gx (0.008180)
39. feature tilty (0.007243)
40. feature rolling_max_gx (0.006974)
41. feature rolling_max_gy (0.006895)
42. feature rolling_max_gz (0.006829)
43. feature gyro_rss (0.004999)
44. feature gyro_rms (0.004928)
45. feature GYRO_Z (0.002729)
46. feature GYRO_Y (0.002623)
47. feature gyro_magnitude (0.002309)
48. feature rolling_sum_gz (0.002092)
49. feature rolling_sum_gx (0.002086)
50. feature rolling_median_gz (0.002001)
51. feature GYRO_X (0.001974)
52. feature rolling_median_gy (0.001973)
53. feature rolling_sum_gy (0.001957)
54. feature rolling_median_gx (0.001830)
*** 70 rows ***
rf prediction: 0.793733681462
Random Forest Accuracy: 0.74 (+/- 0.22)
Feature ranking:
1. feature rolling_max_z (0.077762)
2. feature ACCEL_Z (0.068640)
3. feature rolling_sum_z (0.060699)
4. feature rolling_median_z (0.058548)
5. feature rolling_min_z (0.047229)
6. feature rolling_sum_x (0.042981)
7. feature ACCEL_X (0.042544)
8. feature acc_rms (0.040694)
9. feature acc_rss (0.038511)
10. feature avg_tiltx (0.037383)
11. feature acc_magnitude (0.035019)
12. feature rolling_median_x (0.031519)
13. feature rolling_min_x (0.031272)
14. feature rolling_max_x (0.030582)
15. feature max_min_x (0.026144)
16. feature rolling_std_x (0.018260)
17. feature tiltx (0.018244)
18. feature avg_tilty (0.015990)
19. feature rolling_median_y (0.015871)
20. feature ACCEL_Y (0.015422)
21. feature rolling_std_gz (0.015247)
22. feature rolling_std_y (0.014836)
23. feature rolling_sum_y (0.014513)
24. feature max_min_z (0.013220)
25. feature max_min_y (0.012822)
26. feature rolling_min_y (0.012759)
27. feature rolling_max_y (0.012219)
28. feature rolling_std_z (0.011951)
29. feature rolling_std_gy (0.011897)
30. feature rolling_std_gx (0.011506)
31. feature max_min_gz (0.010541)
32. feature max_min_gy (0.009073)
33. feature max_min_gx (0.009002)
34. feature rolling_min_gy (0.008725)
35. feature rolling_min_gx (0.008725)
36. feature tilty (0.008003)
37. feature rolling_min_gz (0.007797)
38. feature rolling_max_gx (0.006116)
39. feature rolling_max_gy (0.005824)
40. feature gyro_rms (0.005478)
41. feature gyro_rss (0.005469)
42. feature rolling_max_gz (0.005019)
43. feature GYRO_Y (0.002963)
44. feature gyro_magnitude (0.002883)
45. feature GYRO_Z (0.002645)
46. feature rolling_sum_gz (0.002640)
47. feature rolling_median_gz (0.002573)
48. feature GYRO_X (0.002544)
49. feature rolling_median_gy (0.002492)
50. feature rolling_sum_gx (0.002449)
51. feature rolling_sum_gy (0.002391)
52. feature rolling_median_gx (0.002363)
53. feature avg_stand (0.000000)
54. feature stand (0.000000)
In [ ]:
print training_data70
In [ ]:
pre_smooth2 = trial(training_data, test_data4)
In [ ]:
#pre_smooth3 = trial(training_data, test_data5)
In [ ]:
#pre_smooth4 = trial(training_data, test_data6)
In [ ]:
#pre_smooth5 = trial(training_data, test_data7)
In [ ]:
print pre_smooth
pre_smooth_words = convert_to_words(pre_smooth)
pre_smooth_words2 = convert_to_words(pre_smooth2)
#pre_smooth_words3 = convert_to_words(pre_smooth3)
#pre_smooth_words4 = convert_to_words(pre_smooth4)
#pre_smooth_words5 = convert_to_words(pre_smooth5)
print pre_smooth_words
In [ ]:
n_components = 8 # ('ybc', 'ymount', 'ysc', 'ycg', 'ocg', 'osc_mount', 'obc', 'other')
# n_components = 3
startprob = np.array([0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.65,]) # users will probably turn on sensor standing
# startprob = np.array([0.34, 0.33, 0.33])
In [ ]:
# transmat = np.array([[0.34, 0.33, 0.33], [0.9, 0.05, 0.05], [0.9, 0.05, 0.05]])
"""
probability of these positions given current state:
your_mount' if v == 0
else 'your_side_control' if v == 1
else 'your_closed_guard' if v == 2
else 'your_back_control' if v == 3
else 'opponent_mount_or_sc' if v == 4
else 'opponent_closed_guard' if v == 5
else 'opponent_back_control' if v == 6
else 'OTHER' if v == 7
transition_probability = {
'ymt' : {'ymount': 0.800, 'ysc': 0.050, 'ycg': 0.010, 'ybc': 0.050, 'osc_mount': 0.001, 'ocg': 0.050, 'obc': 0.001, 'other': 0.038},
'ysc' : {'ymount': 0.100, 'ysc': 0.800, 'ycg': 0.010, 'ybc': 0.010, 'osc_mount': 0.001, 'ocg': 0.050, 'obc': 0.001, 'other': 0.028},
'ycg' : {'ymount': 0.010, 'ysc': 0.050, 'ycg': 0.800, 'ybc': 0.010, 'osc_mount': 0.050, 'ocg': 0.001, 'obc': 0.001, 'other': 0.078},
'ybc' : {'ymount': 0.050, 'ysc': 0.010, 'ycg': 0.050, 'ybc': 0.800, 'osc_mount': 0.001, 'ocg': 0.010, 'obc': 0.001, 'other': 0.078},
'omt' : {'ymount': 0.001, 'ysc': 0.050, 'ycg': 0.010, 'ybc': 0.001, 'osc_mount': 0.800, 'ocg': 0.050, 'obc': 0.050, 'other': 0.038},
'ocg' : {'ymount': 0.100, 'ysc': 0.050, 'ycg': 0.010, 'ybc': 0.010, 'osc_mount': 0.001, 'ocg': 0.800, 'obc': 0.001, 'other': 0.028},
'obc' : {'ymount': 0.010, 'ysc': 0.050, 'ycg': 0.001, 'ybc': 0.010, 'osc_mount': 0.050, 'ocg': 0.001, 'obc': 0.800, 'other': 0.078},
'oth' : {'ymount': 0.050, 'ysc': 0.010, 'ycg': 0.050, 'ybc': 0.078, 'osc_mount': 0.001, 'ocg': 0.010, 'obc': 0.001, 'other': 0.800}
}
"""
transmat = np.array([
[0.800, 0.050, 0.010, 0.050, 0.001, 0.050, 0.001, 0.038],
[0.100, 0.800, 0.010, 0.010, 0.001, 0.050, 0.001, 0.028],
[0.010, 0.050, 0.800, 0.010, 0.050, 0.001, 0.001, 0.078],
[0.050, 0.010, 0.050, 0.800, 0.001, 0.010, 0.001, 0.078],
[0.001, 0.050, 0.010, 0.001, 0.800, 0.050, 0.050, 0.038],
[0.100, 0.050, 0.010, 0.010, 0.001, 0.800, 0.001, 0.028],
[0.010, 0.050, 0.001, 0.010, 0.050, 0.001, 0.800, 0.078],
[0.050, 0.010, 0.050, 0.078, 0.001, 0.010, 0.001, 0.800],
])
In [ ]:
# emissionprob = np.array([[0.34, 0.33, 0.33], [0.4, 0.55, 0.05], [0.05, 0.55, 0.4]])
"""
probability of these positions given current state:
your_mount' if v == 0
else 'your_side_control' if v == 1
else 'your_closed_guard' if v == 2
else 'your_back_control' if v == 3
else 'opponent_mount_or_sc' if v == 4
else 'opponent_closed_guard' if v == 5
else 'opponent_back_control' if v == 6
else 'OTHER' if v == 7
emission_probability = {
'ymt' : {'ymount': 0.500, 'ysc': 0.050, 'ycg': 0.010, 'ybc': 0.050, 'osc_mount': 0.001, 'ocg': 0.350, 'obc': 0.001, 'other': 0.038},
'ysc' : {'ymount': 0.100, 'ysc': 0.800, 'ycg': 0.010, 'ybc': 0.010, 'osc_mount': 0.001, 'ocg': 0.050, 'obc': 0.001, 'other': 0.028},
'ycg' : {'ymount': 0.010, 'ysc': 0.050, 'ycg': 0.400, 'ybc': 0.010, 'osc_mount': 0.500, 'ocg': 0.001, 'obc': 0.001, 'other': 0.078},
'ybc' : {'ymount': 0.050, 'ysc': 0.010, 'ycg': 0.050, 'ybc': 0.600, 'osc_mount': 0.001, 'ocg': 0.010, 'obc': 0.201, 'other': 0.078},
'omt' : {'ymount': 0.001, 'ysc': 0.050, 'ycg': 0.210, 'ybc': 0.050, 'osc_mount': 0.600, 'ocg': 0.050, 'obc': 0.001, 'other': 0.038},
'ocg' : {'ymount': 0.400, 'ysc': 0.050, 'ycg': 0.010, 'ybc': 0.010, 'osc_mount': 0.001, 'ocg': 0.400, 'obc': 0.001, 'other': 0.028},
'obc' : {'ymount': 0.010, 'ysc': 0.050, 'ycg': 0.001, 'ybc': 0.110, 'osc_mount': 0.050, 'ocg': 0.001, 'obc': 0.700, 'other': 0.078},
'oth' : {'ymount': 0.050, 'ysc': 0.010, 'ycg': 0.050, 'ybc': 0.078, 'osc_mount': 0.001, 'ocg': 0.010, 'obc': 0.001, 'other': 0.800}
}
"""
emissionprob = np.array([
[0.500, 0.050, 0.010, 0.050, 0.001, 0.350, 0.001, 0.038],
[0.100, 0.800, 0.010, 0.010, 0.001, 0.050, 0.001, 0.028],
[0.010, 0.050, 0.350, 0.010, 0.500, 0.001, 0.001, 0.078],
[0.050, 0.010, 0.050, 0.700, 0.001, 0.010, 0.101, 0.078],
[0.001, 0.050, 0.210, 0.050, 0.600, 0.050, 0.001, 0.038],
[0.400, 0.050, 0.010, 0.010, 0.001, 0.400, 0.001, 0.028],
[0.010, 0.050, 0.001, 0.110, 0.050, 0.001, 0.700, 0.078],
[0.050, 0.010, 0.050, 0.078, 0.001, 0.010, 0.001, 0.800],
])
In [ ]:
# Hidden Markov Model with multinomial (discrete) emissions
model = hmm.MultinomialHMM(n_components=n_components,
n_iter=10,
verbose=False)
model.startprob_ = startprob
model.transmat_ = transmat
model.emissionprob_ = emissionprob
# model.n_features = 8
In [ ]:
# observations = np.array([1, 1, 2, 2, 1, 0, 1, 2, 2, 0])
observations = np.array(pre_smooth)
observations2 = np.array(pre_smooth2)
#observations3 = np.array(pre_smooth3)
#observations4 = np.array(pre_smooth4)
#observations5 = np.array(pre_smooth5)
a,b = model.sample(5)
print a,b
print '=========='
n_samples = len(observations)
data = observations.reshape((n_samples, -1))
print data
n_samples2 = len(observations2)
data2 = observations2.reshape((n_samples2, -1))
#n_samples3 = len(observations3)
#data3 = observations3.reshape((n_samples3, -1))
#n_samples4 = len(observations4)
#data4 = observations4.reshape((n_samples4, -1))
#n_samples5 = len(observations5)
#data5 = observations5.reshape((n_samples5, -1))
In [ ]:
# decode(X, lengths=None, algorithm=None)[source]
# Find most likely state sequence corresponding to X.
# Will work best for organic tests
"""correct sequence
your_mount' if v == 0
else 'your_side_control' if v == 1
else 'your_closed_guard' if v == 2
else 'your_back_control' if v == 3
else 'opponent_mount_or_sc' if v == 4
else 'opponent_closed_guard' if v == 5
else 'opponent_back_control' if v == 6
else 'OTHER' if v == 7
[3, 0, 1, 2, 5, 4, 6]
"""
In [ ]:
print 'TEST 1'
result = model.decode(data, algorithm='viterbi')
print 'pre smooth: {}'.format(pre_smooth)
print 'result accuracy {}%'.format(result[0])
print 'final result: {}'.format(result[1])
result_words = convert_to_words(result[1])
print '====================='
print 'pre smooth words: {}'.format(pre_smooth_words)
print '====================='
print 'result words: {}'.format(result_words)
print '\n'
print "pre smooth stats"
print get_position_stats(pre_smooth_words)
print '\n'
print 'result stats'
print get_position_stats(result_words)
print '******************'
In [ ]:
print 'TEST2'
result2 = model.decode(data2, algorithm='viterbi')
print 'pre smooth: {}'.format(pre_smooth2)
print 'result accuracy {}%'.format(result2[0])
print 'final result: {}'.format(result2[1])
result_words2 = convert_to_words(result2[1])
print '====================='
print 'pre smooth words: {}'.format(pre_smooth_words2)
print '====================='
print 'result words: {}'.format(result_words2)
print '\n'
print "pre smooth stats"
print get_position_stats(pre_smooth_words2)
print '\n'
print 'result stats'
print get_position_stats(result_words2)
print '******************'
In [ ]:
"""
print 'TEST3'
result3 = model.decode(data3, algorithm='viterbi')
print 'pre smooth: {}'.format(pre_smooth3)
print 'result accuracy {}%'.format(result3[0])
print 'final result: {}'.format(result3[1])
result_words3 = convert_to_words(result3[1])
print '====================='
print 'pre smooth words: {}'.format(pre_smooth_words3)
print '====================='
print 'result words: {}'.format(result_words3)
print '\n'
print "pre smooth stats"
print get_position_stats(pre_smooth_words3)
print '\n'
print 'result stats'
print get_position_stats(result_words3)
print '******************'
"""
In [ ]:
"""
print 'TEST4'
result4 = model.decode(data4, algorithm='viterbi')
print 'pre smooth: {}'.format(pre_smooth4)
print 'result accuracy {}%'.format(result4[0])
print 'final result: {}'.format(result4[1])
result_words4 = convert_to_words(result4[1])
print '====================='
print 'pre smooth words: {}'.format(pre_smooth_words4)
print '====================='
print 'result words: {}'.format(result_words4)
print '\n'
print "pre smooth stats"
print get_position_stats(pre_smooth_words4)
print '\n'
print 'result stats'
print get_position_stats(result_words4)
print '******************'
"""
In [ ]:
"""
print 'TEST5'
result5 = model.decode(data5, algorithm='viterbi')
print 'pre smooth: {}'.format(pre_smooth5)
print 'result accuracy {}%'.format(result5[0])
print 'final result: {}'.format(result5[1])
result_words5 = convert_to_words(result5[1])
print '====================='
print 'pre smooth words: {}'.format(pre_smooth_words5)
print '====================='
print 'result words: {}'.format(result_words5)
print '\n'
print "pre smooth stats"
print get_position_stats(pre_smooth_words5)
print '\n'
print 'result stats'
print get_position_stats(result_words5)
"""
In [ ]:
In [ ]:
Content source: ChristopherGS/sensor_readings
Similar notebooks: