In [1]:
import os
import datetime
import pandas as pd
import numpy as np
from scipy.stats import linregress
import seaborn as sns
import copy
from IPython.display import display
import matplotlib.pyplot as plt
%matplotlib inline
from pylab import rcParams
rcParams['figure.figsize'] = 20, 16
plt.style.use('ggplot')
from output_analaysis import OutputAnalysis
In [2]:
experiment_files = ['../results/4_tags_output.csv']#,'../results/1_output.csv']#['../results/2_output.csv', '../results/3_output.csv', '../results/4_output.csv', '../results/1_output.csv']
experiment_names = ['Normal Hive']
analysis = OutputAnalysis(experiment_files, experiment_names)
analysis.experiments
Out[2]:
{'Normal Hive': Experiment(Normal Hive)}
In [2]:
experiment_files = ['../results/4_tags_output.csv']#,'../results/1_output.csv']#['../results/2_output.csv', '../results/3_output.csv', '../results/4_output.csv', '../results/1_output.csv']
analysis = OutputAnalysis(experiment_files)
experiment_files = ['../results/4_tags_output.csv']#,'../results/1_output.csv']#['../results/2_output.csv', '../results/3_output.csv', '../results/4_output.csv', '../results/1_output.csv']
hive_names = ['Normal Hive 1']#, 'Normal Hive 2']
experiment_df_list = []
for file in experiment_files:
df = pd.read_csv(file, comment='#', header = 0)
experiment_df_list.append(df)
print(experiment_df_list[0].dtypes)
print(experiment_df_list[0]['result_type'].unique())
print(experiment_df_list[0]['tag_type'].unique())
experiment_df_list[0]
day_num int64
diff_mean_all_tracked_speeds float64
diff_mean_clustering float64
diff_mean_density float64
diff_mean_min_tracked_speeds float64
diff_mean_node_degree float64
diff_median_all_tracked_speeds float64
diff_median_clustering float64
diff_median_density float64
diff_median_min_tracked_speeds float64
diff_median_node_degree float64
diff_percent_idle_all_tracked float64
diff_percent_idle_min_tracked float64
diff_spread_all_tracked_all_xy float64
diff_spread_all_tracked_individuals float64
diff_spread_min_tracked_all_xy float64
diff_spread_min_tracked_individuals float64
mean_all_tracked_speeds float64
mean_clustering float64
mean_density float64
mean_min_tracked_speeds float64
mean_node_degree float64
median_all_tracked_speeds float64
median_clustering float64
median_density float64
median_min_tracked_speeds float64
median_node_degree float64
percent_idle_all_tracked float64
percent_idle_min_tracked float64
result_type object
spread_all_tracked_all_xy float64
spread_all_tracked_individuals float64
spread_min_tracked_all_xy float64
spread_min_tracked_individuals float64
tag_type object
time_period object
dtype: object
['real' 'shuffled' 'bootstrapped']
['0' '1' '2' '3' 'All']
Out[2]:
day_num
diff_mean_all_tracked_speeds
diff_mean_clustering
diff_mean_density
diff_mean_min_tracked_speeds
diff_mean_node_degree
diff_median_all_tracked_speeds
diff_median_clustering
diff_median_density
diff_median_min_tracked_speeds
...
median_node_degree
percent_idle_all_tracked
percent_idle_min_tracked
result_type
spread_all_tracked_all_xy
spread_all_tracked_individuals
spread_min_tracked_all_xy
spread_min_tracked_individuals
tag_type
time_period
0
0
1.206705
-0.067182
0.003626
1.260831
-3.065324
1.088351
-0.070695
0.005853
1.093740
...
4.297297
0.953007
0.953921
real
7.576839
8.481660
7.553676
7.505706
0
night
1
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.937974
0.938575
real
7.575321
7.865889
7.548720
7.386622
0
day
2
0
1.119255
-0.067182
0.003626
1.118889
-3.065324
0.765629
-0.070695
0.005853
0.765629
...
4.297297
0.955047
0.955242
real
8.345090
7.916808
8.343535
7.837481
1
night
3
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.941774
0.942002
real
8.752007
8.110280
8.752247
8.093142
1
day
4
0
1.426798
-0.067182
0.003626
1.425302
-3.065324
1.217051
-0.070695
0.005853
1.217051
...
4.297297
0.941412
0.941536
real
8.687788
8.226009
8.687543
8.207234
2
night
5
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.922707
0.922867
real
7.999995
7.672388
8.003679
7.702210
2
day
6
0
0.654689
-0.067182
0.003626
0.763778
-3.065324
0.541381
-0.070695
0.005853
0.541381
...
4.297297
0.971693
0.972845
real
5.081397
7.311256
5.060111
5.849402
3
night
7
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.964771
0.965192
real
4.837710
6.092842
4.832071
5.836651
3
day
8
0
1.127141
-0.067182
0.003626
1.136816
-3.065324
0.889343
-0.070695
0.005853
0.857155
...
4.297297
0.953679
0.953988
real
8.252602
8.077833
8.248215
7.829195
All
night
9
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940171
0.940448
real
8.508791
8.027667
8.507138
7.947568
All
day
10
0
1.047684
-0.067182
0.003626
1.067918
-3.065324
0.791369
-0.070695
0.005853
0.801163
...
4.297297
0.953006
0.953448
shuffled
8.034746
8.074177
8.027152
7.680834
0
night
11
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940122
0.940412
shuffled
8.314957
7.960204
8.310535
7.818071
0
day
12
0
1.182507
-0.067182
0.003626
1.182614
-3.065324
0.936602
-0.070695
0.005853
0.936602
...
4.297297
0.954767
0.954976
shuffled
8.350158
8.035025
8.347780
7.896685
1
night
13
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940694
0.940968
shuffled
8.694603
8.110503
8.694230
8.061915
1
day
14
0
1.409047
-0.067182
0.003626
1.401129
-3.065324
1.147362
-0.070695
0.005853
1.150779
...
4.297297
0.945114
0.945176
shuffled
9.319090
8.507546
9.319653
8.502836
2
night
15
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.927078
0.927249
shuffled
7.813776
7.526023
7.816386
7.543311
2
day
16
0
1.193348
-0.067182
0.003626
1.337461
-3.065324
0.950490
-0.070695
0.005853
1.000000
...
4.297297
0.972333
0.973427
shuffled
5.336907
7.240821
5.319394
5.821968
3
night
17
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.959483
0.959836
shuffled
5.046875
6.056258
5.048082
6.086717
3
day
18
0
1.127141
-0.067182
0.003626
1.136816
-3.065324
0.889343
-0.070695
0.005853
0.857155
...
4.297297
0.953679
0.953988
shuffled
8.252602
8.077833
8.248215
7.829195
All
night
19
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940171
0.940448
shuffled
8.508791
8.027667
8.507138
7.947568
All
day
20
0
0.235306
-0.067182
0.003626
0.235151
-3.065324
0.148896
-0.070695
0.005853
0.148896
...
4.297297
0.942954
0.943195
bootstrapped
8.427911
7.971862
8.424159
7.838099
0
night
21
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.939178
0.939449
bootstrapped
8.215132
7.819365
8.210190
7.656332
0
day
22
0
-0.027896
-0.067182
0.003626
-0.028433
-3.065324
0.072051
-0.070695
0.005853
0.040496
...
4.297297
0.941076
0.941359
bootstrapped
8.662938
8.087078
8.662656
8.035866
1
night
23
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.941822
0.942111
bootstrapped
8.693196
7.970508
8.692922
7.910273
1
day
24
0
-0.317956
-0.067182
0.003626
-0.335218
-3.065324
-0.181826
-0.070695
0.005853
-0.182166
...
4.297297
0.921119
0.921136
bootstrapped
7.790663
7.745267
7.791234
7.736127
2
night
25
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.925271
0.925667
bootstrapped
7.687035
7.528480
7.690935
7.554792
2
day
26
0
-0.333757
-0.067182
0.003626
-0.325171
-3.065324
-0.042571
-0.070695
0.005853
-0.116112
...
4.297297
0.958601
0.959007
bootstrapped
4.365842
5.729152
4.364723
5.727625
3
night
27
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.963752
0.964017
bootstrapped
3.869965
4.475249
3.868381
4.475218
3
day
28
0
0.055487
-0.067182
0.003626
0.054477
-3.065324
0.029161
-0.070695
0.005853
0.029161
...
4.297297
0.941220
0.941477
bootstrapped
8.528932
8.022032
8.527394
7.942070
All
night
29
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940504
0.940790
bootstrapped
8.471019
7.882420
8.469355
7.787462
All
day
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
32130
15
-0.038938
0.059121
0.009787
-0.035812
0.239135
0.142490
0.056894
0.010182
0.168447
...
1.760402
0.889265
0.890070
bootstrapped
7.674018
8.258827
7.639816
8.044094
0
night
32131
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.890019
0.890692
bootstrapped
7.701752
8.308301
7.671676
8.112343
0
day
32132
15
-0.133946
0.059121
0.009787
-0.145577
0.239135
-0.542386
0.056894
0.010182
-0.530140
...
1.760402
0.880343
0.881235
bootstrapped
7.228950
7.737799
7.227832
7.728546
1
night
32133
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.877859
0.878670
bootstrapped
7.577958
7.921765
7.579053
7.914912
1
day
32134
15
0.629538
0.059121
0.009787
0.763473
0.239135
0.463581
0.056894
0.010182
0.579969
...
1.760402
0.898640
0.900650
bootstrapped
6.207078
6.494865
6.150163
6.214607
2
night
32135
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.895078
0.895757
bootstrapped
6.653828
6.861544
6.638334
6.730867
2
day
32136
15
-0.430873
0.059121
0.009787
-0.447116
0.239135
0.463105
0.056894
0.010182
0.463105
...
1.760402
0.945638
0.945861
bootstrapped
4.052141
9.514278
4.029072
9.300645
3
night
32137
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.958063
0.958598
bootstrapped
3.305896
10.180096
3.266125
9.808810
3
day
32138
15
0.042969
0.059121
0.009787
0.042599
0.239135
0.039406
0.056894
0.010182
0.016901
...
1.760402
0.887914
0.888732
bootstrapped
7.544937
8.151119
7.521704
7.991978
All
night
32139
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.886748
0.887431
bootstrapped
7.639612
8.199465
7.621062
8.058283
All
day
32140
15
5.410116
0.059121
0.009787
5.346822
0.239135
3.731030
0.056894
0.010182
3.769399
...
1.760402
0.953269
0.953624
shuffled
9.287707
9.465024
9.267508
9.037426
0
night
32141
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.892113
0.892900
shuffled
7.531443
8.358529
7.497606
8.173107
0
day
32142
15
5.694700
0.059121
0.009787
5.645712
0.239135
4.238729
0.056894
0.010182
4.169721
...
1.760402
0.943794
0.944112
shuffled
8.628523
8.970145
8.622174
8.913912
1
night
32143
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.876216
0.877113
shuffled
7.498877
7.770412
7.497411
7.738559
1
day
32144
15
7.663462
0.059121
0.009787
7.655252
0.239135
3.854255
0.056894
0.010182
3.787394
...
1.760402
0.977128
0.977674
shuffled
7.068742
9.613214
7.071489
9.837791
2
night
32145
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.893161
0.893301
shuffled
6.547620
6.585473
6.547515
6.573266
2
day
32146
15
-1.626212
0.059121
0.009787
-1.626777
0.239135
0.000000
0.056894
0.010182
0.000000
...
1.760402
0.920663
0.921076
shuffled
5.624632
10.064763
5.605975
10.038690
3
night
32147
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.946539
0.946870
shuffled
3.672565
8.982817
3.659261
8.917056
3
day
32148
15
5.465783
0.059121
0.009787
5.410852
0.239135
3.891953
0.056894
0.010182
3.937438
...
1.760402
0.950383
0.950707
shuffled
9.057688
9.371836
9.039405
9.044840
All
night
32149
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.887770
0.888537
shuffled
7.490816
8.184178
7.468773
8.028823
All
day
32150
15
0.043591
0.059121
0.009787
0.053085
0.239135
-0.151473
0.056894
0.010182
-0.151473
...
1.760402
0.892690
0.893574
bootstrapped
7.669394
8.513532
7.641086
8.361649
0
night
32151
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.890195
0.890868
bootstrapped
7.551059
8.365866
7.514916
8.186841
0
day
32152
15
-0.390312
0.059121
0.009787
-0.383776
0.239135
-0.311344
0.056894
0.010182
-0.267994
...
1.760402
0.874915
0.875761
bootstrapped
7.161419
7.503202
7.156383
7.458140
1
night
32153
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.878481
0.879266
bootstrapped
7.762502
7.916287
7.762956
7.888592
1
day
32154
15
-1.236254
0.059121
0.009787
-1.166866
0.239135
-2.000000
0.056894
0.010182
-1.973331
...
1.760402
0.890519
0.891834
bootstrapped
7.325484
6.906090
7.310709
6.835825
2
night
32155
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.901984
0.901709
bootstrapped
6.482277
6.510844
6.467609
6.517918
2
day
32156
15
1.673150
0.059121
0.009787
1.607815
0.239135
1.135296
0.056894
0.010182
1.135296
...
1.760402
0.948420
0.948658
bootstrapped
3.721687
8.972289
3.713003
8.910910
3
night
32157
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.941327
0.942955
bootstrapped
3.716355
8.319121
3.691976
8.333034
3
day
32158
15
0.027244
0.059121
0.009787
0.034557
0.239135
-0.074412
0.056894
0.010182
-0.020515
...
1.760402
0.888338
0.889153
bootstrapped
7.502240
8.234442
7.480170
8.082649
All
night
32159
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.886795
0.887469
bootstrapped
7.599928
8.228700
7.578580
8.076246
All
day
32160 rows × 36 columns
In [3]:
real_result_df_list = []
shuffled_result_df_list = []
bootstrapped_result_df_list = []
for df in experiment_df_list:
real_df = df[df['result_type'] == 'real'].reset_index()
real_result_df_list.append(real_df)
shuffled_df = df[df['result_type'] == 'shuffled'].reset_index()
shuffled_result_df_list.append(shuffled_df)
bootstrapped_df = df[df['result_type'] == 'bootstrapped'].reset_index()
bootstrapped_result_df_list.append(bootstrapped_df)
real_result_df_list[0]
#shuffled_result_df_list[0]
#bootstrapped_result_df_list
Out[3]:
index
day_num
diff_mean_all_tracked_speeds
diff_mean_clustering
diff_mean_density
diff_mean_min_tracked_speeds
diff_mean_node_degree
diff_median_all_tracked_speeds
diff_median_clustering
diff_median_density
...
median_node_degree
percent_idle_all_tracked
percent_idle_min_tracked
result_type
spread_all_tracked_all_xy
spread_all_tracked_individuals
spread_min_tracked_all_xy
spread_min_tracked_individuals
tag_type
time_period
0
0
0
1.206705
-0.067182
0.003626
1.260831
-3.065324
1.088351
-0.070695
0.005853
...
4.297297
0.953007
0.953921
real
7.576839
8.481660
7.553676
7.505706
0
night
1
1
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.937974
0.938575
real
7.575321
7.865889
7.548720
7.386622
0
day
2
2
0
1.119255
-0.067182
0.003626
1.118889
-3.065324
0.765629
-0.070695
0.005853
...
4.297297
0.955047
0.955242
real
8.345090
7.916808
8.343535
7.837481
1
night
3
3
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.941774
0.942002
real
8.752007
8.110280
8.752247
8.093142
1
day
4
4
0
1.426798
-0.067182
0.003626
1.425302
-3.065324
1.217051
-0.070695
0.005853
...
4.297297
0.941412
0.941536
real
8.687788
8.226009
8.687543
8.207234
2
night
5
5
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.922707
0.922867
real
7.999995
7.672388
8.003679
7.702210
2
day
6
6
0
0.654689
-0.067182
0.003626
0.763778
-3.065324
0.541381
-0.070695
0.005853
...
4.297297
0.971693
0.972845
real
5.081397
7.311256
5.060111
5.849402
3
night
7
7
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.964771
0.965192
real
4.837710
6.092842
4.832071
5.836651
3
day
8
8
0
1.127141
-0.067182
0.003626
1.136816
-3.065324
0.889343
-0.070695
0.005853
...
4.297297
0.953679
0.953988
real
8.252602
8.077833
8.248215
7.829195
All
night
9
9
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
8.342393
0.940171
0.940448
real
8.508791
8.027667
8.507138
7.947568
All
day
10
2010
1
2.041046
-0.015435
-0.001174
2.040516
-0.520951
2.263810
-0.018073
-0.000927
...
3.818272
0.899979
0.900074
real
12.573929
11.673531
12.529454
11.073018
0
night
11
2011
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
4.410441
0.878932
0.878836
real
12.137675
11.043409
12.108268
10.434423
0
day
12
2012
1
2.565058
-0.015435
-0.001174
2.560565
-0.520951
2.867590
-0.018073
-0.000927
...
3.818272
0.893752
0.894092
real
12.871287
11.097226
12.867988
11.050230
1
night
13
2013
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
4.410441
0.865142
0.865552
real
12.263598
10.494304
12.263247
10.467854
1
day
14
2014
1
2.232972
-0.015435
-0.001174
2.225649
-0.520951
2.632160
-0.018073
-0.000927
...
3.818272
0.885119
0.885407
real
14.070809
11.373776
14.069700
11.335264
2
night
15
2015
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
4.410441
0.862846
0.863284
real
13.178509
11.045962
13.177815
11.015852
2
day
16
2016
1
1.384762
-0.015435
-0.001174
1.359234
-0.520951
0.480414
-0.018073
-0.000927
...
3.818272
0.945875
0.946262
real
6.188753
8.054054
6.182106
7.987427
3
night
17
2017
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
4.410441
0.931245
0.932099
real
5.773744
6.782624
5.768758
6.747403
3
day
18
2018
1
2.474575
-0.015435
-0.001174
2.471464
-0.520951
2.749176
-0.018073
-0.000927
...
3.818272
0.894361
0.894656
real
12.912546
11.194197
12.904843
11.065964
All
night
19
2019
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
4.410441
0.867209
0.867535
real
12.288423
10.622289
12.283894
10.502790
All
day
20
4020
2
-1.806726
-0.067440
0.002626
-1.821027
-0.320564
0.132768
-0.057471
0.002737
...
3.384326
0.873930
0.873935
real
12.158220
11.342954
12.127009
10.804351
0
night
21
4021
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
3.603467
0.915366
0.915688
real
10.489621
9.845883
10.478839
9.484489
0
day
22
4022
2
-1.650531
-0.067440
0.002626
-1.639265
-0.320564
0.023162
-0.057471
0.002737
...
3.384326
0.858189
0.858674
real
12.254589
10.841015
12.252049
10.799902
1
night
23
4023
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
3.603467
0.896206
0.896528
real
10.609965
9.421293
10.610085
9.400915
1
day
24
4024
2
-2.242646
-0.067440
0.002626
-2.225597
-0.320564
-0.190041
-0.057471
0.002737
...
3.384326
0.861865
0.862421
real
12.245649
11.026447
12.244054
10.981291
2
night
25
4025
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
3.603467
0.902502
0.902712
real
10.580300
9.549475
10.580559
9.512411
2
day
26
4026
2
0.009159
-0.067440
0.002626
-0.016357
-0.320564
-0.325546
-0.057471
0.002737
...
3.384326
0.954275
0.954349
real
5.591598
7.174349
5.589075
7.145107
3
night
27
4027
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
3.603467
0.948291
0.948736
real
6.210486
7.994264
6.195364
7.766250
3
day
28
4028
2
-1.714361
-0.067440
0.002626
-1.705210
-0.320564
0.048796
-0.057471
0.002737
...
3.384326
0.861320
0.861725
real
12.220621
10.919414
12.214755
10.808062
All
night
29
4029
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
3.603467
0.899660
0.899936
real
10.575052
9.498317
10.573799
9.417912
All
day
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
130
26130
13
1.367570
0.004820
-0.007083
1.313313
-0.038872
1.229093
0.013598
-0.003284
...
1.432234
0.947299
0.949059
real
10.380092
12.779564
10.213820
12.189789
0
night
131
26131
13
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.454545
0.941642
0.942888
real
9.439053
10.641916
9.295139
9.410344
0
day
132
26132
13
4.096914
0.004820
-0.007083
4.053320
-0.038872
3.898101
0.013598
-0.003284
...
1.432234
0.943028
0.943384
real
10.998464
11.552339
10.994732
11.509180
1
night
133
26133
13
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.454545
0.902815
0.903670
real
8.728911
8.374891
8.724533
8.305734
1
day
134
26134
13
0.141624
0.004820
-0.007083
0.039856
-0.038872
0.422215
0.013598
-0.003284
...
1.432234
0.934059
0.933935
real
9.395834
11.700643
9.396649
11.780755
2
night
135
26135
13
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.454545
0.939169
0.940155
real
10.201980
8.639897
10.128472
8.206056
2
day
136
26136
13
-0.176347
0.004820
-0.007083
-0.318712
-0.038872
0.118034
0.013598
-0.003284
...
1.432234
0.978001
0.979315
real
6.877347
8.573457
6.819277
8.534617
3
night
137
26137
13
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.454545
0.984712
0.986805
real
5.403694
10.345921
5.274034
8.681224
3
day
138
26138
13
3.500680
0.004820
-0.007083
3.475929
-0.038872
3.162278
0.013598
-0.003284
...
1.432234
0.945168
0.945737
real
10.837873
11.954384
10.812981
11.642605
All
night
139
26139
13
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.454545
0.912405
0.913039
real
8.863281
8.992703
8.821555
8.468386
All
day
140
28140
14
4.069566
0.021583
0.021268
3.888254
0.102059
2.387078
0.015239
0.017584
...
1.500000
0.948713
0.950524
real
11.250985
12.367977
11.121297
11.313245
0
night
141
28141
14
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.445299
0.901229
0.904214
real
6.986495
8.938357
6.745897
7.980980
0
day
142
28142
14
5.224485
0.021583
0.021268
5.166565
0.102059
4.350398
0.015239
0.017584
...
1.500000
0.938221
0.938812
real
9.432917
9.771841
9.424926
9.704507
1
night
143
28143
14
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.445299
0.880063
0.881127
real
7.126777
7.056019
7.120907
6.974209
1
day
144
28144
14
4.849306
0.021583
0.021268
4.734852
0.102059
3.570801
0.015239
0.017584
...
1.500000
0.959701
0.960941
real
8.926462
10.453148
8.923420
10.530283
2
night
145
28145
14
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.445299
0.915984
0.918097
real
5.701255
6.474554
5.701031
6.404880
2
day
146
28146
14
2.723460
0.021583
0.021268
2.618050
0.102059
0.166925
0.015239
0.017584
...
1.500000
0.974673
0.975187
real
4.951579
10.748917
4.884837
10.377433
3
night
147
28147
14
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.445299
0.934194
0.936073
real
3.703219
10.991623
3.604748
10.511662
3
day
148
28148
14
4.960106
0.021583
0.021268
4.888821
0.102059
3.980673
0.015239
0.017584
...
1.500000
0.941482
0.942210
real
9.655627
10.519522
9.615671
9.995008
All
night
149
28149
14
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.445299
0.886110
0.887385
real
7.011435
7.615584
6.972779
7.250486
All
day
150
30150
15
3.547006
0.059121
0.009787
3.280522
0.239135
1.945044
0.056894
0.010182
...
1.760402
0.961119
0.961645
real
9.172468
9.881894
9.097034
8.942687
0
night
151
30151
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.927222
0.929987
real
7.537045
8.362012
7.370512
8.093824
0
day
152
30152
15
5.980120
0.059121
0.009787
5.933700
0.239135
4.451683
0.056894
0.010182
...
1.760402
0.946608
0.946971
real
8.979309
9.025892
8.976282
8.982172
1
night
153
30153
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.875893
0.876779
real
7.542170
7.982738
7.540174
7.954929
1
day
154
30154
15
6.258298
0.059121
0.009787
6.206156
0.239135
3.304127
0.056894
0.010182
...
1.760402
0.974831
0.975406
real
9.222119
11.946200
9.209875
12.382389
2
night
155
30155
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.914068
0.914957
real
7.092592
7.217308
7.084955
7.195207
2
day
156
30156
15
-0.395028
0.059121
0.009787
-0.388211
0.239135
0.000000
0.056894
0.010182
...
1.760402
0.937528
0.937978
real
5.826259
9.403286
5.795720
9.207890
3
night
157
30157
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.938868
0.939276
real
3.543837
9.737583
3.524276
9.610063
3
day
158
30158
15
5.465783
0.059121
0.009787
5.410852
0.239135
3.891953
0.056894
0.010182
...
1.760402
0.950383
0.950707
real
9.057688
9.371836
9.039405
9.044840
All
night
159
30159
15
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
1.552778
0.887770
0.888537
real
7.490816
8.184178
7.468773
8.028823
All
day
160 rows × 37 columns
In [6]:
extended_metrics = ['median_all_tracked_speeds', 'spread_all_tracked_all_xy', 'percent_idle_all_tracked']
shuffled_permutations = []
for shuffled_df in shuffled_result_df_list:
num_perms = int(len(shuffled_df[shuffled_df['day_num']==0]) / 2)
empty_lists = [[] for i in range(num_perms)]
permutations = {}
for m in extended_metrics:
permutations[m] = copy.deepcopy(empty_lists)
#permutations = {'diff_spread_all_tracked_all_xy': copy.deepcopy(empty_lists)}
days_nums_in_experiment = list(shuffled_df['day_num'].unique())
days_nums_in_experiment.sort()
for day_num in days_nums_in_experiment:
day_num_df = shuffled_df[shuffled_df['day_num'] == day_num]
night_df = day_num_df[day_num_df['time_period'] == 'night']
#day_df = day_num_df[day_num_df['time_period'] == 'day']
for metric in permutations.keys():
night_metric = list(night_df[metric])
#day_metric = list(day_df[metric])
for i, group in enumerate(permutations[metric]):
permutations[metric][i].append(night_metric[i])
#permutations[metric][i].extend([night_metric[i], day_metric[i]])
shuffled_permutations.append(permutations)
print(shuffled_permutations[0]['diff_median_all_tracked_speeds'])
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-0.23669845715967866, -3.1955586662733486, 0.0, 0.0, 0.58019229880303813], [0.88934326482736559, 2.7491758416171663, 0.048795556900715915, 1.4082101099300193, 0.86872353667436153, 0.96082796544928117, 1.6622776601683795, 3.1704855921449204, 5.1884155831436125, 1.4582364383764048, 2.0546360378167368, 1.4094593293448696, 1.6231056256176606, 3.1622776601683791, 3.9806729697342393, 3.8919526134240039], [0.94506758200673235, 2.5893818605979799, 0.094919651912049638, 1.3971974005689651, 0.98602414913634562, 1.0311288741492746, 1.5, 3.3825679003715448, 5.0521360204027204, 1.669748251346415, 2.2240721816111853, 1.2170512576284906, 1.8870376481178708, 3.135851735944112, 3.5812421680681878, 3.3738833567028452], [0.93660204906684197, 2.9274800660912206, 0.12287725993305545, 1.1097722286464435, 0.89241060550930407, 0.97213595499957961, 2.1055512754639891, 2.7890214144040213, 4.8704839176041883, 1.3038067233678463, 1.3924083411717376, 1.7565835097474309, 1.4053468024718845, 3.4603033090442685, 4.4835643088139268, 5.1157731058639095], [0.8568998342563896, 2.5817673721564467, -0.37876830280551671, 2.0342715208831823, 0.20569735868154515, 0.64462758346666194, -0.80963473365736638, 1.6720595408590344, 4.2719868634973901, 4.5287475873173557, -0.37001668929419917, -4.1135992361954763, 2.0915078068505362, 0.019930808396945388, 4.720006925204463, 4.0744110376518776], [0.96549414121663435, 1.9543950758485482, -1.5513263285176899, 10.969945498503348, 0.0, -1.4068883707496251, 0.57665693478318381, -2.5311288741492746, 7.5831699168974787, 0.0, 0.0, 0.0, -5.3912081918438588, 0.1180339887498949, 0.68474164898209966, 0.022141436349352842], [0.88934326482736559, 2.7491758416171663, 0.048795556900715915, 1.4082101099300193, 0.86872353667436153, 0.96082796544928117, 1.6622776601683795, 3.1704855921449204, 5.1884155831436125, 1.4582364383764048, 2.0546360378167368, 1.4094593293448696, 1.6231056256176606, 3.1622776601683791, 3.9806729697342393, 3.8919526134240039], [0.80116263352133588, 2.7472452709648283, -0.022761809999401802, 1.5, 0.84295150236548588, 1.0357867142670281, 1.3284271247461903, 3.2008771254956896, 4.9442719099991592, 1.4688711258507254, 2.0542249469463001, 1.119812972607118, 1.7547941008788113, 2.8909971249153896, 3.9679028561048471, 3.7310296118001705], [0.91055426233383763, 2.7491758416171663, 0.20760760222630559, 1.0250825628592564, 0.7328225837856992, 0.92154350690123643, 2.8577883102856703, 3.1432771732773808, 5.1541234713462778, 1.6882019994316604, 1.6816263133653608, 1.9667009903365087, 1.8885634412821115, 4.2498130647611108, 4.0163046724321925, 4.2387286241314079], [1.3061694006331357, 2.1951432389275118, -0.84422089133705924, 2.4754280537640527, 1.2477788740890556, 1.5520496319292405, -0.14223358468719893, 2.6880055485760064, 4.5417422336603934, 4.6881545448410025, 5.0242562639881436, 0.45820890129306058, 2.1375747196054551, 2.0443011746022268, 4.1006099541642183, 3.8542553856936719], [1.6231056256176606, 0.8819660112501051, 0.0, 12.205978169755314, 0.1180339887498949, -5.4448903039655399, 0.0, -0.29617957362320024, 4.0715730210618624, 0.0, 0.085786437626904855, 0.0, -2.6219637603411865, 0.27486793155839517, 0.3819660112501051, 0.0], [0.88934326482736559, 2.7491758416171663, 0.048795556900715915, 1.4082101099300193, 0.86872353667436153, 0.96082796544928117, 1.6622776601683795, 3.1704855921449204, 5.1884155831436125, 1.4582364383764048, 2.0546360378167368, 1.4094593293448696, 1.6231056256176606, 3.1622776601683791, 3.9806729697342393, 3.8919526134240039]]
In [7]:
extended_metrics = ['diff_median_all_tracked_speeds', 'spread_all_tracked_all_xy']
metrics_names = ['diff_median_all_tracked_speeds', 'spread_all_tracked_all_xy']
for i, df in enumerate(real_result_df_list):
night_df = df[df['time_period']=='night']
df_caffeine = df[df['tag_type'] == '1'].reset_index()
df_control = df[df['tag_type'] == '2'].reset_index()
for metric in extended_metrics:
indicate_sig = []
p_values = []
for shuffled_days in shuffled_permutations[i][metric]:
plt.plot(shuffled_days[0:14], zorder=-32, marker='o', color='b', linestyle="None")
plt.plot(list(night_df[metric])[0:14], marker='o', color='r', linestyle="None") #, label='{}'.format(hive_names[i])
confidence_upper_lower_list = [tuple(np.percentile(day_results, [2.5, 97.5])) for day_results in list(zip(*bootstrapped_permutations[i][metric]))]
shuffled_upper_lower_list = [tuple(np.percentile(day_results, [0, 100])) for day_results in list(zip(*shuffled_permutations[i][metric]))]
y_error_lower = []
y_error_upper = []
for j, real_value in enumerate(list(night_df[metric])[0:14]):
y_error_lower.append(real_value - confidence_upper_lower_list[j][0])
y_error_upper.append(confidence_upper_lower_list[j][1] - real_value)
y_shuffle_error_lower = []
y_shuffle_error_upper = []
shuffled_median_value = []
for j, real_value in enumerate(list(night_df[metric])[0:14]):
real_value = np.median(shuffled_upper_lower_list[j])
shuffled_median_value.append(real_value)
y_shuffle_error_lower.append(real_value - shuffled_upper_lower_list[j][0])
y_shuffle_error_upper.append(shuffled_upper_lower_list[j][1] - real_value)
metric_title, y_axis = formatting[metric]
#print(metric_title, y_axis)
plt.title('{} {}'.format(hive_names[i], metric_title))
plt.xlim(-0.5,13.5)
plt.ylim(ymax=y_axis[0], ymin=y_axis[1])
plt.xticks(range(len(list(night_df[metric])[0:14])), range(len(list(night_df[metric])[0:14])), size='large')
plt.xlabel('Day', fontsize=18)
plt.ylabel('Difference', fontsize=18)
plt.errorbar(range(len(shuffled_median_value)), shuffled_median_value, yerr=(y_shuffle_error_lower, y_shuffle_error_upper), color='b', fmt="o", alpha=0.5)
plt.errorbar(range(len(list(night_df[metric])[0:14])), list(night_df[metric])[0:14], yerr=(y_error_lower, y_error_upper), color='r', fmt="o", alpha=0.5)
for j, txt in enumerate(indicate_sig):
plt.annotate(txt, (j, y_axis[2]), size=30, horizontalalignment='center', color='k')
plt.show()
In [6]:
extended_metrics = ['median_all_tracked_speeds', 'mean_all_tracked_speeds', 'spread_all_tracked_all_xy', 'spread_min_tracked_individuals', 'percent_idle_all_tracked']
metrics_names = ['Median Speed All Bees Tracked', 'Mean Speed All Bees Tracked', 'Spread All Bees All Coordinates', 'Spread Filtered Bees Individuals', 'Percentage of Time Idle All Bees Tracked']
for k, metric in enumerate(extended_metrics):
for i, df in enumerate(real_result_df_list):
df_caffeine = df[df['tag_type'] == '1'].reset_index()
df_control = df[df['tag_type'] == '2'].reset_index()
plt.figure()
plt.plot(df_caffeine[metric][0:25], marker='o', label='caffeine')
plt.plot(df_control[metric][0:25], marker='o', label='control')
plt.title('{} {}'.format(hive_names[i], metrics_names[k]))
plt.xlabel('Days')
plt.xlim(-0.5,24.5)
x_len = len(df[metric][0:25])
day_nums = []
[day_nums.extend(['', ii + 1]) for ii in range(int(x_len / 2))]
plt.xticks(range(x_len), day_nums)
plt.legend(loc='lower left')
for j, time_period in enumerate(real_result_df_list[0]['time_period'][0:25]):
if time_period == 'night':
plt.axvspan(j - 0.5, j + 0.5, facecolor='b', alpha=0.1, edgecolor='none')
else:
plt.axvspan(j - 0.5, j + 0.5, facecolor='y', alpha=0.1, edgecolor='none')
plt.show()
In [7]:
x_len = 24
day_nums = []
[day_nums.extend(['', ii + 1]) for ii in range(int(x_len / 2))]
for i, df in enumerate(real_result_df_list):
plt.plot(df['median_node_degree'][0:25], marker='o', label='{} {}'.format(hive_names[i], 'median node degree'))
plt.title('Median Node Degree')
plt.xlabel('Days')
plt.xticks(range(x_len), day_nums)
plt.xlim(-0.5,24.5)
plt.legend(loc='upper right')
for j, time_period in enumerate(real_result_df_list[0]['time_period'][0:25]):
if time_period == 'night':
plt.axvspan(j - 0.5, j + 0.5, facecolor='b', alpha=0.1, edgecolor='none')
else:
plt.axvspan(j - 0.5, j + 0.5, facecolor='y', alpha=0.1, edgecolor='none')
plt.show()
for i, df in enumerate(real_result_df_list):
plt.plot(df['median_density'][0:25], marker='o', label='{} {}'.format(hive_names[i], 'median density'))
plt.title('Median Node Density')
plt.xlabel('Days')
plt.xticks(range(x_len), day_nums)
plt.xlim(-0.5,24.5)
plt.legend(loc='upper right')
for j, time_period in enumerate(real_result_df_list[0]['time_period'][0:25]):
if time_period == 'night':
plt.axvspan(j - 0.5, j + 0.5, facecolor='b', alpha=0.1, edgecolor='none')
else:
plt.axvspan(j - 0.5, j + 0.5, facecolor='y', alpha=0.1, edgecolor='none')
plt.show()
for i, df in enumerate(real_result_df_list):
plt.plot(df['median_clustering'][0:25], marker='o', label='{} {}'.format(hive_names[i], 'median clustering'))
plt.title('Median Node Clustering')
plt.xlabel('Days')
plt.xticks(range(x_len), day_nums)
plt.xlim(-0.5,24.5)
plt.legend(loc='upper right')
for j, time_period in enumerate(real_result_df_list[0]['time_period'][0:25]):
if time_period == 'night':
plt.axvspan(j - 0.5, j + 0.5, facecolor='b', alpha=0.1, edgecolor='none')
else:
plt.axvspan(j - 0.5, j + 0.5, facecolor='y', alpha=0.1, edgecolor='none')
plt.show()
In [ ]:
formatting = {'diff_spread_all_tracked_all_xy': ('Difference in Day and Night Spread for All Bees Tracked',(2,-3, 1.8)), 'diff_median_all_tracked_speeds': ('Difference in Day and Night Median Speed for All Bees Tracked',(9,-2.5, 8.5)), 'diff_median_density': ('Difference in Day and Night Median Density for All Bees Tracked',(0.02,-0.025, 0.017)), 'diff_percent_idle_all_tracked': ('Difference in Day and Night Percentage of Time Idle for All Bees Tracked',(0.1,-0.1, 0.09))}
for i, df in enumerate(real_result_df_list):
night_df = df[df['time_period']=='night']
for metric in shuffled_permutations[0].keys():
indicate_sig = []
p_values = []
for j, result in enumerate(list(night_df[metric])[0:14]):
num_diff = 1
num = 1
for shuffled_days in shuffled_permutations[i][metric]:
num += 1
if abs(shuffled_days[j]) > abs(result):
num_diff += 1
p_value = num_diff / num
p_values.append(p_value)
if p_value >= 0.05:
indicate_sig.append('')
elif p_value < 0.001:
indicate_sig.append('***')
elif p_value < 0.01:
indicate_sig.append('**')
else:
indicate_sig.append('*')
plt.figure()
'''
for shuffled_days in shuffled_permutations[i][metric]:
plt.plot(shuffled_days[0:14], zorder=-32, marker='o', color='b', linestyle="None")
'''
plt.plot(list(night_df[metric])[0:14], marker='o', color='r', linestyle="None") #, label='{}'.format(hive_names[i])
confidence_upper_lower_list = [tuple(np.percentile(day_results, [2.5, 97.5])) for day_results in list(zip(*bootstrapped_permutations[i][metric]))]
shuffled_upper_lower_list = [tuple(np.percentile(day_results, [0, 100])) for day_results in list(zip(*shuffled_permutations[i][metric]))]
y_error_lower = []
y_error_upper = []
for j, real_value in enumerate(list(night_df[metric])[0:14]):
y_error_lower.append(real_value - confidence_upper_lower_list[j][0])
y_error_upper.append(confidence_upper_lower_list[j][1] - real_value)
y_shuffle_error_lower = []
y_shuffle_error_upper = []
shuffled_median_value = []
for j, real_value in enumerate(list(night_df[metric])[0:14]):
real_value = np.median(shuffled_upper_lower_list[j])
shuffled_median_value.append(real_value)
y_shuffle_error_lower.append(real_value - shuffled_upper_lower_list[j][0])
y_shuffle_error_upper.append(shuffled_upper_lower_list[j][1] - real_value)
metric_title, y_axis = formatting[metric]
#print(metric_title, y_axis)
plt.title('{} {}'.format(hive_names[i], metric_title))
plt.xlim(-0.5,13.5)
plt.ylim(ymax=y_axis[0], ymin=y_axis[1])
plt.xticks(range(len(list(night_df[metric])[0:14])), range(len(list(night_df[metric])[0:14])), size='large')
plt.xlabel('Day', fontsize=18)
plt.ylabel('Difference', fontsize=18)
plt.errorbar(range(len(shuffled_median_value)), shuffled_median_value, yerr=(y_shuffle_error_lower, y_shuffle_error_upper), color='b', fmt="o", alpha=0.5)
plt.errorbar(range(len(list(night_df[metric])[0:14])), list(night_df[metric])[0:14], yerr=(y_error_lower, y_error_upper), color='r', fmt="o", alpha=0.5)
for j, txt in enumerate(indicate_sig):
plt.annotate(txt, (j, y_axis[2]), size=30, horizontalalignment='center', color='k')
plt.show()
Content source: jackbrucesimpson/DBee
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