This model tells whether a person is jogging, running, going upstairs or downstairs.
DATASET LINK-http://www.cis.fordham.edu/wisdm/dataset.php
import tensorflow as tf
from tensorflow.keras import Sequential
from tensorflow.keras.layers import Flatten, Dense, Dropout, BatchNormalization
from tensorflow.keras.layers import Conv2D, MaxPool2D
from tensorflow.keras.optimizers import Adam
print(tf.__version__)2.7.0
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler, LabelEncoderpd.read_csv('WISDM_ar_v1.1/WISDM_ar_v1.1_raw.txt')file = open('/WISDM_ar_v1.1_raw.txt')
lines = file.readlines()
processedList = []
for i, line in enumerate(lines):
try:
line = line.split(',')
last = line[5].split(';')[0]
last = last.strip()
if last == '':
break;
temp = [line[0], line[1], line[2], line[3], line[4], last]
processedList.append(temp)
except:
print('Error at line number: ', i)[['33', 'Jogging', '49105962326000', '-0.6946377', '12.680544', '0.50395286'], ['33', 'Jogging', '49106062271000', '5.012288', '11.264028', '0.95342433'], ['33', 'Jogging', '49106112167000', '4.903325', '10.882658', '-0.08172209'], ['33', 'Jogging', '49106222305000', '-0.61291564', '18.496431', '3.0237172'], ['33', 'Jogging', '49106332290000', '-1.1849703', '12.108489', '7.205164'], ['33', 'Jogging', '49106442306000', '1.3756552', '-2.4925237', '-6.510526'], ['33', 'Jogging', '49106542312000', '-0.61291564', '10.56939', '5.706926'], ['33', 'Jogging', '49106652389000', '-0.50395286', '13.947236', '7.0553403'], ['33', 'Jogging', '49106762313000', '-8.430995', '11.413852', '5.134871'], ['33', 'Jogging', '49106872299000', '0.95342433', '1.3756552', '1.6480621'], ['33', 'Jogging', '49106982315000', '-8.19945', '19.57244', '2.7240696'], ['33', 'Jogging', '49107092330000', '1.4165162', '5.7886477', '2.982856'], ['33', 'Jogging', '49107202316000', '-1.879608', '-2.982856', '-0.29964766'], ['33', 'Jogging', '49107312332000', '-6.1291566', '6.851035', '-8.158588'], ['33', 'Jogging', '49107422348000', '5.829509', '18.0061', '8.539958'], ['33', 'Jogging', '49107522293000', '6.2789803', '2.982856', '2.9147544'], ['33', 'Jogging', '49107632339000', '-1.56634', '8.308413', '-1.4573772'], ['33', 'Jogging', '49107742355000', '3.5276701', '13.593107', '9.425281'], ['33', 'Jogging', '49107852340000', '-2.0294318', '-5.706926', '-10.18802'], ['33', 'Jogging', '49107962326000', '2.7649305', '10.337844', '-9.724928'], ['33', 'Jogging', '49108062271000', '3.568531', '13.6748295', '1.5390993'], ['33', 'Jogging', '49108172348000', '-0.50395286', '3.8681788', '3.718355'], ['33', 'Jogging', '49108272262000', '-2.3018389', '1.6889231', '0.08172209'], ['33', 'Jogging', '49108382370000', '-3.568531', '19.57244', '6.510526'], ['33', 'Jogging', '49108492294000', '-0.8036005', '-3.2961242', '-4.630918'], ['33', 'Jogging', '49108602371000', '0.50395286', '10.841797', '13.525005'], ['33', 'Jogging', '49108702285000', '5.706926', '15.595298', '6.1700177'], ['33', 'Jogging', '49108812332000', '-8.662541', '7.273266', '4.0180025'], ['33', 'Jogging', '49108922378000', '-1.334794', '1.2258313', '2.3699405'], ['33', 'Jogging', '49109022293000', '-4.5900574', '19.57244', '4.7126403'], ['33', 'Jogging', '49109132308000', '3.8681788', '3.759216', '0.84446156'], ['33', 'Jogging', '49109242355000', '-1.7978859', '1.5390993', '8.730643'], ['33', 'Jogging', '49109352310000', '7.668256', '11.264028', '-1.3075534'], ['33', 'Jogging', '49109462295000', '-2.3699405', '14.2877445', '8.281172'], ['33', 'Jogging', '49109562271000', '2.7240696', '1.4573772', '0.88532263'], ['33', 'Jogging', '49109672348000', '-3.5957718', '18.659876', '-0.6537767'], ['33', 'Jogging', '49109782333000', '3.9499009', '4.140586', '3.990762'], ['33', 'Jogging', '49109892349000', '0.46309182', '-2.4108016', '2.4108016'], ['33', 'Jogging', '49109992263000', '3.7864566', '14.137921', '-3.1463003'], ['33', 'Jogging', '49110102371000', '3.336985', '19.231932', '6.5513873'], ['33', 'Jogging', '49110212326000', '5.6660647', '3.7864566', '0.53119355'], ['33', 'Jogging', '49110263595000', '0.23154591', '0.7627395', '0.7627395'], ['33', 'Jogging', '49110372299000', '-4.8216033', '19.57244', '8.158588'], ['33', 'Jogging', '49110482345000', '1.8387469', '-1.1168685', '-2.7921712'], ['33', 'Jogging', '49110582290000', '-3.2961242', '10.079058', '13.824653'], ['33', 'Jogging', '49110692306000', '11.604536', '17.079916', '1.334794'], ['33', 'Jogging', '49110802291000', '-3.173541', '14.015338', '5.706926'], ['33', 'Jogging', '49110912307000', '0.61291564', '1.1168685', '2.5606253'], ['33', 'Jogging', '49111012222000', '-7.8861814', '19.57244', '1.9885708'], ['33', 'Jogging', '49111112289000', '3.1463003', '5.243834', '4.671779'], ['33', 'Jogging', '49111222305000', '-3.0237172', '-4.3312707', '-3.336985'], ['33', 'Jogging', '49111332290000', '-0.08172209', '11.917805', '-7.8861814'], ['33', 'Jogging', '49111392257000', '-1.0351465', '14.818938', '4.6036777'], ['33', 'Jogging', '49111502304000', '-2.4516625', '2.5333846', '3.486809'], ['33', 'Jogging', '49111612289000', '-1.3756552', '2.070293', '-0.19068487'], ['33', 'Jogging', '49111722335000', '-2.4925237', '19.57244', '6.469665'], ['33', 'Jogging', '49111832290000', '1.4573772', '-5.243834', '-4.372132'], ['33', 'Jogging', '49111942337000', '-1.4165162', '9.80665', '5.7477865'], ['33', 'Jogging', '49112042282000', '-1.2666923', '14.709975', '6.2108784'], ['33', 'Jogging', '49112152297000', '-3.6774938', '3.173541', '3.7864566'], ['33', 'Jogging', '49112252273000', '1.8387469', '2.7649305', '-1.7570249'], ['33', 'Jogging', '49112362289000', '-1.2666923', '19.313654', '6.3198414'], ['33', 'Jogging', '49112472335000', '2.4108016', '-7.6546354', '-6.1291566'], ['33', 'Jogging', '49112572280000', '-0.61291564', '16.358038', '4.944186'], ['33', 'Jogging', '49112682296000', '0.040861044', '17.502148', '2.5333846'], ['33', 'Jogging', '49112792343000', '-7.6546354', '7.8180795', '4.372132'], ['33', 'Jogging', '49112902328000', '-1.2666923', '0.7218784', '0.8036005'], ['33', 'Jogging', '49113002273000', '-5.012288', '19.57244', '5.5162406'], ['33', 'Jogging', '49113112289000', '1.9477097', '2.7921712', '2.070293'], ['33', 'Jogging', '49113222305000', '-5.053149', '1.6480621', '7.6273947'], ['33', 'Jogging', '49113332290000', '9.384419', '13.443283', '1.0351465'], ['33', 'Jogging', '49113442306000', '-5.434519', '13.211738', '6.4424243'], ['33', 'Jogging', '49113560501000', '-0.61291564', '1.879608', '1.4165162'], ['33', 'Jogging', '49113842239000', '4.7126403', '-6.5513873', '-6.0201936'], ['33', 'Jogging', '49113952346000', '-1.7570249', '9.302697', '-6.428804'], ['33', 'Jogging', '49114052230000', '-0.9125633', '10.501288', '-0.27240697'], ['33', 'Jogging', '49114102218000', '2.6014864', '19.381754', '4.440233'], ['33', 'Jogging', '49114212295000', '5.7886477', '3.214402', '1.1441092'], ['33', 'Jogging', '49114312301000', '-1.9885708', '12.4489975', '-2.7240696'], ['33', 'Jogging', '49114422317000', '1.4165162', '16.780268', '8.471856'], ['33', 'Jogging', '49114522293000', '0.42223078', '-8.267551', '-7.3549876'], ['33', 'Jogging', '49114632339000', '-3.568531', '10.95076', '-0.8036005'], ['33', 'Jogging', '49114742355000', '-4.671779', '11.727119', '0.38136974'], ['33', 'Jogging', '49114852340000', '-2.1383946', '1.6889231', '3.5276701'], ['33', 'Jogging', '49114962295000', '-1.334794', '2.4925237', '-0.3405087'], ['33', 'Jogging', '49115072311000', '-2.9147544', '19.57244', '7.5865335'], ['33', 'Jogging', '49115172470000', '3.5276701', '-3.9499009', '-1.920469'], ['33', 'Jogging', '49115272262000', '-4.0588636', '10.038197', '14.2877445'], ['33', 'Jogging', '49115382339000', '7.5865335', '13.33432', '3.8681788'], ['33', 'Jogging', '49115492294000', '-5.175732', '14.1787815', '5.5162406'], ['33', 'Jogging', '49115602310000', '1.1849703', '2.1111538', '2.2201166'], ['33', 'Jogging', '49115712295000', '-3.718355', '19.463476', '-0.8036005'], ['33', 'Jogging', '49115812332000', '3.173541', '6.510526', '4.2086873'], ['33', 'Jogging', '49115912124000', '-1.7297841', '-5.6252036', '-4.3312707'], ['33', 'Jogging', '49115962234000', '0.84446156', '12.980191', '11.563675'], ['33', 'Jogging', '49116072311000', '2.7649305', '17.352324', '7.7363577'], ['33', 'Jogging', '49116122238000', '2.3426998', '15.894946', '3.6774938'], ['33', 'Jogging', '49116232315000', '4.7943625', '3.8273177', '0.9942854'], ['33', 'Jogging', '49116342330000', '-1.8387469', '12.830367', '-1.56634'], ['33', 'Jogging', '49116452316000', '5.366417', '14.410328', '6.742072'], ['33', 'Jogging', '49116502212000', '2.1111538', '0.27240697', '2.6423476'], ['33', 'Jogging', '49116642318000', '4.2086873', '11.454713', '7.6273947'], ['33', 'Jogging', '49116693038000', '-5.134871', '9.00305', '-3.173541'], ['33', 'Jogging', '49116782241000', '3.0237172', '7.164303', '0.08172209'], ['33', 'Jogging', '49116893203000', '2.070293', '3.486809', '1.7570249'], ['33', 'Jogging', '49116992202000', '-3.1054392', '4.862464', '-0.040861044'], ['33', 'Jogging', '49117102310000', '-4.399372', '19.531578', '5.053149'], ['33', 'Jogging', '49117202224000', '4.7535014', '-3.2961242', '-2.1383946'], ['33', 'Jogging', '49117252243000', '-0.6946377', '-7.6273947', '-7.8180795'], ['33', 'Jogging', '49117352279000', '-2.8330324', '6.5513873', '-7.9679036'], ['33', 'Jogging', '49117462722000', '-0.8036005', '10.460427', '0.23154591'], ['33', 'Jogging', '49117572311000', '-3.214402', '3.0645783', '3.255263'], ['33', 'Jogging', '49117682327000', '-2.8738933', '3.5957718', '0.10896278'], ['33', 'Jogging', '49117782302000', '-4.4810944', '19.504337', '5.9793324'], ['33', 'Jogging', '49117892318000', '2.7921712', '-1.7570249', '0.19068487'], ['33', 'Jogging', '49117992141000', '-4.7535014', '4.2086873', '11.141444'], ['33', 'Jogging', '49118252334000', '-1.56634', '3.759216', '3.255263'], ['33', 'Jogging', '49118362319000', '-3.214402', '2.9556155', '0.7627395'], ['33', 'Jogging', '49118472305000', '-2.6423476', '19.57244', '8.008764'], ['33', 'Jogging', '49118572219000', '0.5720546', '-1.4982382', '-0.38136974'], ['33', 'Jogging', '49118622512000', '-1.525479', '-7.7363577', '-8.580819'], ['33', 'Jogging', '49118732315000', '-4.7535014', '18.537292', '-3.1054392'], ['33', 'Jogging', '49118842300000', '1.7978859', '14.410328', '1.0760075'], ['33', 'Jogging', '49118952316000', '-0.8036005', '3.255263', '3.990762'], ['33', 'Jogging', '49119052291000', '-1.2258313', '3.990762', '0.8036005'], ['33', 'Jogging', '49119162307000', '-4.630918', '19.57244', '6.3607025'], ['33', 'Jogging', '49119262283000', '1.9885708', '-1.3756552', '-0.5720546'], ['33', 'Jogging', '49119372268000', '-4.630918', '1.920469', '8.281172'], ['33', 'Jogging', '49119482315000', '12.299174', '17.883516', '5.325556'], ['33', 'Jogging', '49119592300000', '0.9942854', '15.241169', '5.325556'], ['33', 'Jogging', '49119702316000', '1.0351465', '1.7570249', '1.9885708'], ['33', 'Jogging', '49119802322000', '-9.384419', '19.57244', '0.10896278'], ['33', 'Jogging', '49119912338000', '2.9556155', '5.597963', '4.630918'], ['33', 'Jogging', '49120012252000', '-2.3699405', '-5.366417', '-2.7513103'], ['33', 'Jogging', '49120122299000', '-1.879608', '10.882658', '-7.7772183'], ['33', 'Jogging', '49120232315000', '1.1168685', '18.496431', '3.5957718'], ['33', 'Jogging', '49120342361000', '5.012288', '4.372132', '1.334794'], ['33', 'Jogging', '49120442245000', '-3.336985', '16.589584', '-4.671779'], ['33', 'Jogging', '49120492233000', '-6.891896', '19.57244', '6.238119'], ['33', 'Jogging', '49120602310000', '3.3778462', '-0.6537767', '2.3018389'], ['33', 'Jogging', '49120942214000', '-2.1383946', '15.554437', '4.372132'], ['33', 'Jogging', '49121042221000', '5.284695', '1.6480621', '-0.29964766'], ['33', 'Jogging', '49121152328000', '-9.425281', '18.959524', '-4.903325'], ['33', 'Jogging', '49121202163000', '2.070293', '19.57244', '8.008764'], ['33', 'Jogging', '49121302261000', '1.6480621', '-2.6014864', '-1.4573772'], ['33', 'Jogging', '49121352279000', '-1.56634', '-7.7772183', '-9.112013'], ['33', 'Jogging', '49121462295000', '-6.932757', '13.33432', '-6.3198414'], ['33', 'Jogging', '49121572311000', '-4.140586', '12.871228', '-0.84446156'], ['33', 'Jogging', '49121682296000', '3.0237172', '2.3699405', '2.0294318'], ['33', 'Jogging', '49121792312000', '-1.9885708', '5.9793324', '0.040861044'], ['33', 'Jogging', '49121902297000', '2.9556155', '19.57244', '7.6273947'], ['33', 'Jogging', '49122002273000', '1.7297841', '-5.325556', '-2.7513103'], ['33', 'Jogging', '49122112289000', '-0.42223078', '14.1787815', '9.888372'], ['33', 'Jogging', '49122222305000', '3.1463003', '17.24336', '5.407278'], ['33', 'Jogging', '49122282272000', '-0.5720546', '18.727978', '4.671779'], ['33', 'Jogging', '49122392318000', '5.5162406', '3.7864566', '1.1849703'], ['33', 'Jogging', '49122502304000', '-4.3312707', '15.6634', '-3.445948'], ['33', 'Jogging', '49122612289000', '5.5571017', '14.709975', '7.43671'], ['33', 'Jogging', '49122722305000', '0.50395286', '-7.7772183', '-8.921328'], ['33', 'Jogging', '49122832290000', '-4.7126403', '6.891896', '-11.032481'], ['33', 'Jogging', '49122942337000', '-1.7297841', '8.962189', '-2.1111538'], ['33', 'Jogging', '49123043411000', '-3.214402', '3.486809', '3.6774938'], ['33', 'Jogging', '49123152328000', '-2.3018389', '0.84446156', '1.3075534'], ['33', 'Jogging', '49123212234000', '-4.7943625', '18.428331', '-4.9850473'], ['33', 'Jogging', '49123312240000', '4.0588636', '14.628253', '9.00305'], ['33', 'Jogging', '49123362289000', '1.6889231', '-0.7218784', '1.3075534'], ['33', 'Jogging', '49123612167000', '2.2609777', '15.213928', '7.5865335'], ['33', 'Jogging', '49123680191000', '2.2609777', '18.578154', '4.630918'], ['33', 'Jogging', '49123782333000', '5.597963', '4.630918', '-0.08172209'], ['33', 'Jogging', '49123832321000', '-2.070293', '1.8387469', '1.0351465'], ['33', 'Jogging', '49123942306000', '-5.706926', '19.57244', '6.4015636'], ['33', 'Jogging', '49124042282000', '1.6889231', '-1.9885708', '0.42223078'], ['33', 'Jogging', '49124142288000', '-3.1463003', '0.23154591', '5.597963'], ['33', 'Jogging', '49124252304000', '5.7477865', '15.28203', '1.0351465'], ['33', 'Jogging', '49124352279000', '2.4516625', '19.340895', '5.366417'], ['33', 'Jogging', '49124462295000', '5.706926', '4.2086873', '1.56634'], ['33', 'Jogging', '49124572341000', '-3.5276701', '8.049625', '-0.61291564'], ['33', 'Jogging', '49124682296000', '5.284695', '16.358038', '9.112013'], ['33', 'Jogging', '49124792312000', '0.08172209', '-6.701211', '-7.5456724'], ['33', 'Jogging', '49124902297000', '-6.5513873', '17.011814', '-4.372132'], ['33', 'Jogging', '49125002273000', '-0.23154591', '15.5135765', '0.8036005'], ['33', 'Jogging', '49125112319000', '-4.5628166', '4.0180025', '3.0645783'], ['33', 'Jogging', 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'Walking', '49436382309000', '0.92618364', '10.460427', '-0.42223078'], ['33', 'Walking', '49436492294000', '2.4516625', '10.691973', '0.27240697'], ['33', 'Walking', '49436602310000', '0.95342433', '15.935807', '1.4573772'], ['33', 'Walking', '49436702316000', '-7.6273947', '15.4046135', '0.84446156'], ['33', 'Walking', '49436812301000', '2.2201166', '3.7864566', '-1.2666923'], ['33', 'Walking', '49436922317000', '-2.5606253', '3.6774938', '0.95342433'], ['33', 'Walking', '49437032303000', '-0.38136974', '7.205164', '8.117727'], ['33', 'Walking', '49437142318000', '0.7627395', '3.0237172', '-4.630918'], ['33', 'Walking', '49437252304000', '-1.7978859', '5.9793324', '-0.9942854'], ['33', 'Walking', '49437362289000', '-1.7978859', '8.430995', '-0.10896278'], ['33', 'Walking', '49437472305000', '4.6036777', '14.137921', '0.46309182'], ...]
columns = ['user', 'activity', 'time', 'x', 'y', 'z']user activity time x y z 0 33 Jogging 49105962326000 -0.6946377 12.680544 0.50395286 1 33 Jogging 49106062271000 5.012288 11.264028 0.95342433 2 33 Jogging 49106112167000 4.903325 10.882658 -0.08172209 3 33 Jogging 49106222305000 -0.61291564 18.496431 3.0237172 4 33 Jogging 49106332290000 -1.1849703 12.108489 7.205164
data.shape
(128904, 6)<class 'pandas.core.frame.DataFrame'> RangeIndex: 128904 entries, 0 to 128903 Data columns (total 6 columns):
0 user 128904 non-null object 1 activity 128904 non-null object 2 time 128904 non-null object 3 x 128904 non-null object 4 y 128904 non-null object 5 z 128904 non-null object dtypes: object(6) memory usage: 5.9+ MB
data.isnull().sum()user 0 activity 0 time 0 x 0 y 0 z 0 dtype: int64
data['activity'].value_counts()Walking 56476 Jogging 43898 Downstairs 14836 Upstairs 13694 Name: activity, dtype: int64
data['x'] = data['x'].astype('float')
data['y'] = data['y'].astype('float')
data['z'] = data['z'].astype('float')data.info()<class 'pandas.core.frame.DataFrame'> RangeIndex: 128904 entries, 0 to 128903 Data columns (total 6 columns):
0 user 128904 non-null object 1 activity 128904 non-null object 2 time 128904 non-null object 3 x 128904 non-null float64 4 y 128904 non-null float64 5 z 128904 non-null float64 dtypes: float64(3), object(3) memory usage: 5.9+ MB
Fs = 20activities = data['activity'].value_counts().indexIndex(['Walking', 'Jogging', 'Upstairs', 'Downstairs', 'Sitting', 'Standing'], dtype='object')NameError Traceback (most recent call last) in () ----> 1 Index(['Walking', 'Jogging', 'Upstairs', 'Downstairs', 'Sitting', 'Standing'], dtype='object')
NameError: name 'Index' is not defined
def plot_activity(activity, data):
fig, (ax0, ax1, ax2) = plt.subplots(nrows=3, figsize=(15, 7), sharex=True)
plot_axis(ax0, data['time'], data['x'], 'X-Axis')
plot_axis(ax1, data['time'], data['y'], 'Y-Axis')
plot_axis(ax2, data['time'], data['z'], 'Z-Axis')
plt.subplots_adjust(hspace=0.2)
fig.suptitle(activity)
plt.subplots_adjust(top=0.90)
plt.show()
def plot_axis(ax, x, y, title): ax.plot(x, y, 'g') ax.set_title(title) ax.xaxis.set_visible(False) ax.set_ylim([min(y) - np.std(y), max(y) + np.std(y)]) ax.set_xlim([min(x), max(x)]) ax.grid(True)
for activity in activities: data_for_plot = data[(data['activity'] == activity)][:Fs*10] plot_activity(activity, data_for_plot)