Text to Multiclass Explanation: Language Modeling Example
This notebook demostrates how to get explanations for the top-k next words generated by a language model. In this demo, we use the pretrained gpt2 model provided by hugging face (https://huggingface.co/gpt2) to predict the top-k next words. By looking at the top-k next words, we treat them as k separate classes and then learn the explanations for each of this k words. We thereby are able to explain the contribution of words in the input that are responsible for the liklihood of the top-k next words to be predicted.
[1]:
from transformers import AutoModelForCausalLM, AutoTokenizer
import shap
Load model and tokenizer
[2]:
tokenizer = AutoTokenizer.from_pretrained("gpt2", use_fast=True)
model = AutoModelForCausalLM.from_pretrained("gpt2").cuda()
We next wrap the model with the TopKLM model which extracts the log odds of the top-k next words and also create a Text masker by initializing it with the mask_token = “…” and set collapse_mask_token = True, which is used for infilling text during perturbation of the inputs.
[3]:
wrapped_model = shap.models.TopKLM(model, tokenizer, k=100)
masker = shap.maskers.Text(tokenizer, mask_token="...", collapse_mask_token=True)
Define data
Here we set the initial text for which we want the gpt2 model to predict the next word
[4]:
s = ["In a shocking finding, scientists discovered a herd of unicorns living in a"]
Create explainer object
[5]:
explainer = shap.Explainer(wrapped_model, masker)
Compute SHAP values
[6]:
shap_values = explainer(s)
Visualize the SHAP values across the input sentence for the top-k next words
We can now see the top-k next words predicted by gpt2 under “Output Text” in the viz plot below and hover over each of the token to understand which words in the input sentence are driving the generation of the particular output word to be predicted
[7]:
shap.plots.text(shap_values)
[0]
outputs
cave
forest
small
desert
tiny
"
remote
zoo
tree
field
house
nest
tropical
lake
large
mountain
farm
group
wild
very
single
barn
jungle
new
valley
world
garden
herd
grass
natural
park
swamp
laboratory
nearby
well
rural
pond
dark
wood
subter
room
lab
cage
huge
New
water
colony
massive
common
state
deep
home
man
mine
human
rock
region
box
river
part
hollow
c
hole
vast
village
different
virtual
city
strange
greenhouse
frozen
shallow
semi
flat
patch
mysterious
local
giant
sub
barren
special
mountainous
mud
cemetery
pod
hive
newly
closed
community
California
place
flooded
prehistoric
sw
high
z
hot
far
1
pasture
inputs
0.115
In
0.138
a
-0.2
shocking
-0.236
finding
-0.304
,
-0.153
scientists
-0.304
discovered
-0.176
a
0.165
herd
0.474
of
0.463
unic
0.741
orns
1.266
living
2.87
in
4.799
a
inputs
0.115
In
0.138
a
-0.2
shocking
-0.236
finding
-0.304
,
-0.153
scientists
-0.304
discovered
-0.176
a
0.165
herd
0.474
of
0.463
unic
0.741
orns
1.266
living
2.87
in
4.799
a
inputs
0.151
In
0.259
a
-0.35
shocking
-0.123
finding
-0.15
,
-0.46
scientists
-0.524
discovered
-0.313
a
1.029
herd
0.253
of
-0.133
unic
1.544
orns
0.886
living
2.287
in
4.695
a
inputs
0.151
In
0.259
a
-0.35
shocking
-0.123
finding
-0.15
,
-0.46
scientists
-0.524
discovered
-0.313
a
1.029
herd
0.253
of
-0.133
unic
1.544
orns
0.886
living
2.287
in
4.695
a
inputs
-0.102
In
0.325
a
-0.155
shocking
0.041
finding
-0.223
,
-0.477
scientists
-0.892
discovered
-0.238
a
0.314
herd
0.423
of
-0.047
unic
0.754
orns
0.348
living
0.839
in
4.833
a
inputs
-0.102
In
0.325
a
-0.155
shocking
0.041
finding
-0.223
,
-0.477
scientists
-0.892
discovered
-0.238
a
0.314
herd
0.423
of
-0.047
unic
0.754
orns
0.348
living
0.839
in
4.833
a
inputs
-0.163
In
0.123
a
-0.225
shocking
0.025
finding
-0.138
,
0.146
scientists
-0.782
discovered
-0.447
a
1.731
herd
0.409
of
-0.366
unic
0.707
orns
1.435
living
2.371
in
3.686
a
inputs
-0.163
In
0.123
a
-0.225
shocking
0.025
finding
-0.138
,
0.146
scientists
-0.782
discovered
-0.447
a
1.731
herd
0.409
of
-0.366
unic
0.707
orns
1.435
living
2.371
in
3.686
a
inputs
-0.133
In
0.206
a
0.304
shocking
-0.188
finding
-0.102
,
0.077
scientists
-0.656
discovered
-0.284
a
-0.044
herd
0.419
of
0.488
unic
0.804
orns
0.55
living
0.538
in
4.833
a
inputs
-0.133
In
0.206
a
0.304
shocking
-0.188
finding
-0.102
,
0.077
scientists
-0.656
discovered
-0.284
a
-0.044
herd
0.419
of
0.488
unic
0.804
orns
0.55
living
0.538
in
4.833
a
inputs
-0.205
In
-0.129
a
0.441
shocking
-0.05
finding
0.071
,
0.145
scientists
-0.006
discovered
-0.34
a
-0.294
herd
0.044
of
0.093
unic
0.109
orns
0.268
living
0.365
in
0.318
a
inputs
-0.205
In
-0.129
a
0.441
shocking
-0.05
finding
0.071
,
0.145
scientists
-0.006
discovered
-0.34
a
-0.294
herd
0.044
of
0.093
unic
0.109
orns
0.268
living
0.365
in
0.318
a
inputs
0.118
In
0.063
a
-0.191
shocking
-0.064
finding
-0.222
,
-0.084
scientists
-0.145
discovered
0.052
a
0.13
herd
0.381
of
0.064
unic
0.121
orns
0.82
living
2.316
in
3.946
a
inputs
0.118
In
0.063
a
-0.191
shocking
-0.064
finding
-0.222
,
-0.084
scientists
-0.145
discovered
0.052
a
0.13
herd
0.381
of
0.064
unic
0.121
orns
0.82
living
2.316
in
3.946
a
inputs
0.294
In
0.291
a
0.633
shocking
-0.043
finding
-0.083
,
0.201
scientists
-0.954
discovered
-0.515
a
1.424
herd
-0.254
of
0.966
unic
0.919
orns
0.53
living
1.574
in
3.727
a
inputs
0.294
In
0.291
a
0.633
shocking
-0.043
finding
-0.083
,
0.201
scientists
-0.954
discovered
-0.515
a
1.424
herd
-0.254
of
0.966
unic
0.919
orns
0.53
living
1.574
in
3.727
a
inputs
0.154
In
0.056
a
-0.554
shocking
-0.171
finding
-0.314
,
-0.445
scientists
0.006
discovered
0.059
a
-0.007
herd
0.009
of
0.336
unic
1.552
orns
0.981
living
0.828
in
3.94
a
inputs
0.154
In
0.056
a
-0.554
shocking
-0.171
finding
-0.314
,
-0.445
scientists
0.006
discovered
0.059
a
-0.007
herd
0.009
of
0.336
unic
1.552
orns
0.981
living
0.828
in
3.94
a
inputs
0.337
In
0.28
a
-0.65
shocking
-0.065
finding
-0.231
,
-0.253
scientists
-0.671
discovered
-0.164
a
0.844
herd
0.067
of
-0.13
unic
0.557
orns
-0.523
living
2.285
in
3.882
a
inputs
0.337
In
0.28
a
-0.65
shocking
-0.065
finding
-0.231
,
-0.253
scientists
-0.671
discovered
-0.164
a
0.844
herd
0.067
of
-0.13
unic
0.557
orns
-0.523
living
2.285
in
3.882
a
inputs
0.024
In
0.001
a
-0.256
shocking
-0.218
finding
-0.373
,
-0.848
scientists
-0.19
discovered
-0.291
a
0.028
herd
0.421
of
-0.031
unic
-0.128
orns
1.247
living
1.672
in
4.209
a
inputs
0.024
In
0.001
a
-0.256
shocking
-0.218
finding
-0.373
,
-0.848
scientists
-0.19
discovered
-0.291
a
0.028
herd
0.421
of
-0.031
unic
-0.128
orns
1.247
living
1.672
in
4.209
a
inputs
-0.242
In
-0.121
a
-0.218
shocking
0.364
finding
-0.114
,
-0.362
scientists
0.29
discovered
-0.252
a
1.189
herd
-0.46
of
0.427
unic
1.723
orns
1.225
living
0.764
in
3.659
a
inputs
-0.242
In
-0.121
a
-0.218
shocking
0.364
finding
-0.114
,
-0.362
scientists
0.29
discovered
-0.252
a
1.189
herd
-0.46
of
0.427
unic
1.723
orns
1.225
living
0.764
in
3.659
a
inputs
-0.067
In
0.287
a
0.218
shocking
-0.269
finding
-0.294
,
0.348
scientists
-0.58
discovered
-0.186
a
-0.146
herd
0.578
of
-0.073
unic
1.012
orns
1.149
living
1.692
in
4.163
a
inputs
-0.067
In
0.287
a
0.218
shocking
-0.269
finding
-0.294
,
0.348
scientists
-0.58
discovered
-0.186
a
-0.146
herd
0.578
of
-0.073
unic
1.012
orns
1.149
living
1.692
in
4.163
a
inputs
-0.084
In
-0.095
a
-0.138
shocking
0.206
finding
-0.417
,
-0.204
scientists
0.118
discovered
-0.125
a
0.757
herd
0.461
of
-0.356
unic
0.701
orns
0.396
living
2.37
in
3.93
a
inputs
-0.084
In
-0.095
a
-0.138
shocking
0.206
finding
-0.417
,
-0.204
scientists
0.118
discovered
-0.125
a
0.757
herd
0.461
of
-0.356
unic
0.701
orns
0.396
living
2.37
in
3.93
a
inputs
-0.056
In
0.388
a
-0.059
shocking
0.24
finding
-0.182
,
-0.47
scientists
-0.405
discovered
-0.2
a
0.098
herd
0.242
of
-0.223
unic
0.778
orns
-0.097
living
0.559
in
4.003
a
inputs
-0.056
In
0.388
a
-0.059
shocking
0.24
finding
-0.182
,
-0.47
scientists
-0.405
discovered
-0.2
a
0.098
herd
0.242
of
-0.223
unic
0.778
orns
-0.097
living
0.559
in
4.003
a
inputs
-0.022
In
0.111
a
-0.255
shocking
-0.108
finding
-0.464
,
-0.344
scientists
-0.803
discovered
-0.28
a
1.221
herd
0.201
of
0.448
unic
1.415
orns
0.65
living
1.158
in
3.757
a
inputs
-0.022
In
0.111
a
-0.255
shocking
-0.108
finding
-0.464
,
-0.344
scientists
-0.803
discovered
-0.28
a
1.221
herd
0.201
of
0.448
unic
1.415
orns
0.65
living
1.158
in
3.757
a
inputs
-0.005
In
0.157
a
0.035
shocking
-0.017
finding
-0.243
,
-0.865
scientists
-0.698
discovered
-0.462
a
2.052
herd
0.381
of
0.104
unic
0.576
orns
0.952
living
1.285
in
3.138
a
inputs
-0.005
In
0.157
a
0.035
shocking
-0.017
finding
-0.243
,
-0.865
scientists
-0.698
discovered
-0.462
a
2.052
herd
0.381
of
0.104
unic
0.576
orns
0.952
living
1.285
in
3.138
a
inputs
0.516
In
0.134
a
-0.327
shocking
-0.223
finding
-0.433
,
-0.034
scientists
-0.301
discovered
-0.441
a
0.606
herd
-0.387
of
0.101
unic
0.246
orns
-0.44
living
-0.197
in
5.416
a
inputs
0.516
In
0.134
a
-0.327
shocking
-0.223
finding
-0.433
,
-0.034
scientists
-0.301
discovered
-0.441
a
0.606
herd
-0.387
of
0.101
unic
0.246
orns
-0.44
living
-0.197
in
5.416
a
inputs
-0.07
In
0.001
a
0.367
shocking
-0.313
finding
-0.255
,
-0.152
scientists
-0.996
discovered
-0.671
a
1.916
herd
0.186
of
0.624
unic
1.316
orns
0.782
living
-0.088
in
3.075
a
inputs
-0.07
In
0.001
a
0.367
shocking
-0.313
finding
-0.255
,
-0.152
scientists
-0.996
discovered
-0.671
a
1.916
herd
0.186
of
0.624
unic
1.316
orns
0.782
living
-0.088
in
3.075
a
inputs
-0.412
In
0.246
a
0.477
shocking
-0.236
finding
-0.139
,
0.102
scientists
-0.569
discovered
-0.069
a
-0.585
herd
0.042
of
0.036
unic
0.324
orns
0.069
living
0.15
in
3.158
a
inputs
-0.412
In
0.246
a
0.477
shocking
-0.236
finding
-0.139
,
0.102
scientists
-0.569
discovered
-0.069
a
-0.585
herd
0.042
of
0.036
unic
0.324
orns
0.069
living
0.15
in
3.158
a
inputs
0.177
In
0.251
a
0.286
shocking
-0.295
finding
-0.187
,
-0.109
scientists
-0.764
discovered
-0.504
a
-0.1
herd
0.231
of
0.183
unic
0.187
orns
0.369
living
0.012
in
4.501
a
inputs
0.177
In
0.251
a
0.286
shocking
-0.295
finding
-0.187
,
-0.109
scientists
-0.764
discovered
-0.504
a
-0.1
herd
0.231
of
0.183
unic
0.187
orns
0.369
living
0.012
in
4.501
a
inputs
-0.245
In
0.101
a
-0.053
shocking
-0.269
finding
-0.32
,
-0.624
scientists
-0.759
discovered
-0.378
a
1.796
herd
0.278
of
0.388
unic
0.845
orns
0.514
living
2.346
in
3.837
a
inputs
-0.245
In
0.101
a
-0.053
shocking
-0.269
finding
-0.32
,
-0.624
scientists
-0.759
discovered
-0.378
a
1.796
herd
0.278
of
0.388
unic
0.845
orns
0.514
living
2.346
in
3.837
a
inputs
-0.379
In
0.057
a
-0.37
shocking
-0.214
finding
-0.255
,
-0.309
scientists
-0.513
discovered
-0.391
a
1.042
herd
0.163
of
0.181
unic
1.013
orns
1.897
living
1.65
in
3.685
a
inputs
-0.379
In
0.057
a
-0.37
shocking
-0.214
finding
-0.255
,
-0.309
scientists
-0.513
discovered
-0.391
a
1.042
herd
0.163
of
0.181
unic
1.013
orns
1.897
living
1.65
in
3.685
a
inputs
0.143
In
-0.028
a
0.153
shocking
-0.072
finding
-0.386
,
0.171
scientists
-0.15
discovered
-0.262
a
-0.254
herd
0.112
of
0.248
unic
-0.097
orns
-0.537
living
0.021
in
3.2
a
inputs
0.143
In
-0.028
a
0.153
shocking
-0.072
finding
-0.386
,
0.171
scientists
-0.15
discovered
-0.262
a
-0.254
herd
0.112
of
0.248
unic
-0.097
orns
-0.537
living
0.021
in
3.2
a
inputs
0.042
In
-0.071
a
-0.504
shocking
-0.29
finding
-0.584
,
-0.449
scientists
-1.14
discovered
-0.855
a
1.3
herd
-0.032
of
0.143
unic
1.346
orns
0.318
living
2.582
in
5.761
a
inputs
0.042
In
-0.071
a
-0.504
shocking
-0.29
finding
-0.584
,
-0.449
scientists
-1.14
discovered
-0.855
a
1.3
herd
-0.032
of
0.143
unic
1.346
orns
0.318
living
2.582
in
5.761
a
inputs
0.054
In
0.053
a
0.284
shocking
-0.945
finding
-0.374
,
0.333
scientists
-0.913
discovered
-0.681
a
-0.456
herd
0.07
of
0.058
unic
-0.656
orns
0.831
living
1.334
in
4.208
a
inputs
0.054
In
0.053
a
0.284
shocking
-0.945
finding
-0.374
,
0.333
scientists
-0.913
discovered
-0.681
a
-0.456
herd
0.07
of
0.058
unic
-0.656
orns
0.831
living
1.334
in
4.208
a
inputs
0.05
In
0.115
a
-0.448
shocking
-0.022
finding
-0.318
,
-0.416
scientists
-0.486
discovered
-0.425
a
0.304
herd
0.153
of
-0.095
unic
1.519
orns
0.947
living
1.898
in
3.72
a
inputs
0.05
In
0.115
a
-0.448
shocking
-0.022
finding
-0.318
,
-0.416
scientists
-0.486
discovered
-0.425
a
0.304
herd
0.153
of
-0.095
unic
1.519
orns
0.947
living
1.898
in
3.72
a
inputs
-0.01
In
0.228
a
-0.287
shocking
0.141
finding
0.054
,
-0.135
scientists
-0.89
discovered
-1.32
a
4.931
herd
-0.387
of
0.588
unic
1.264
orns
0.028
living
-0.34
in
4.416
a
inputs
-0.01
In
0.228
a
-0.287
shocking
0.141
finding
0.054
,
-0.135
scientists
-0.89
discovered
-1.32
a
4.931
herd
-0.387
of
0.588
unic
1.264
orns
0.028
living
-0.34
in
4.416
a
inputs
-0.119
In
0.233
a
-0.251
shocking
0.387
finding
-0.193
,
-0.474
scientists
-0.391
discovered
-0.586
a
1.403
herd
0.264
of
-0.289
unic
2.157
orns
0.435
living
1.346
in
3.006
a
inputs
-0.119
In
0.233
a
-0.251
shocking
0.387
finding
-0.193
,
-0.474
scientists
-0.391
discovered
-0.586
a
1.403
herd
0.264
of
-0.289
unic
2.157
orns
0.435
living
1.346
in
3.006
a
inputs
0.131
In
0.329
a
0.002
shocking
-0.196
finding
-0.209
,
0.559
scientists
-0.245
discovered
-0.371
a
0.116
herd
0.327
of
0.024
unic
0.508
orns
0.404
living
0.694
in
2.639
a
inputs
0.131
In
0.329
a
0.002
shocking
-0.196
finding
-0.209
,
0.559
scientists
-0.245
discovered
-0.371
a
0.116
herd
0.327
of
0.024
unic
0.508
orns
0.404
living
0.694
in
2.639
a
inputs
0.204
In
-0.016
a
0.149
shocking
0.098
finding
-0.359
,
-0.692
scientists
-0.272
discovered
-0.339
a
0.902
herd
-0.067
of
0.066
unic
0.706
orns
-0.007
living
2.344
in
3.161
a
inputs
0.204
In
-0.016
a
0.149
shocking
0.098
finding
-0.359
,
-0.692
scientists
-0.272
discovered
-0.339
a
0.902
herd
-0.067
of
0.066
unic
0.706
orns
-0.007
living
2.344
in
3.161
a
inputs
-0.412
In
-0.01
a
-0.169
shocking
-0.087
finding
-0.216
,
-0.569
scientists
-0.347
discovered
-0.255
a
0.684
herd
0.439
of
-0.181
unic
1.261
orns
0.96
living
2.29
in
4.373
a
inputs
-0.412
In
-0.01
a
-0.169
shocking
-0.087
finding
-0.216
,
-0.569
scientists
-0.347
discovered
-0.255
a
0.684
herd
0.439
of
-0.181
unic
1.261
orns
0.96
living
2.29
in
4.373
a
inputs
0.485
In
0.478
a
-0.226
shocking
0.16
finding
-0.535
,
1.169
scientists
-0.99
discovered
-0.332
a
-0.665
herd
0.316
of
-0.077
unic
-0.041
orns
0.229
living
2.203
in
4.964
a
inputs
0.485
In
0.478
a
-0.226
shocking
0.16
finding
-0.535
,
1.169
scientists
-0.99
discovered
-0.332
a
-0.665
herd
0.316
of
-0.077
unic
-0.041
orns
0.229
living
2.203
in
4.964
a
inputs
-0.262
In
-0.21
a
-0.682
shocking
0.344
finding
-0.261
,
-0.986
scientists
0.225
discovered
-0.314
a
0.367
herd
0.565
of
-0.251
unic
1.332
orns
0.452
living
1.973
in
3.032
a
inputs
-0.262
In
-0.21
a
-0.682
shocking
0.344
finding
-0.261
,
-0.986
scientists
0.225
discovered
-0.314
a
0.367
herd
0.565
of
-0.251
unic
1.332
orns
0.452
living
1.973
in
3.032
a
inputs
-0.335
In
0.357
a
0.333
shocking
0.396
finding
0.672
,
0.2
scientists
0.227
discovered
0.139
a
0.011
herd
0.336
of
0.047
unic
0.242
orns
-0.037
living
0.779
in
-1.103
a
inputs
-0.335
In
0.357
a
0.333
shocking
0.396
finding
0.672
,
0.2
scientists
0.227
discovered
0.139
a
0.011
herd
0.336
of
0.047
unic
0.242
orns
-0.037
living
0.779
in
-1.103
a
inputs
0.045
In
0.285
a
0.205
shocking
0.06
finding
-0.62
,
-0.731
scientists
-0.928
discovered
-0.322
a
0.991
herd
0.392
of
-0.339
unic
0.028
orns
0.826
living
2.681
in
3.654
a
inputs
0.045
In
0.285
a
0.205
shocking
0.06
finding
-0.62
,
-0.731
scientists
-0.928
discovered
-0.322
a
0.991
herd
0.392
of
-0.339
unic
0.028
orns
0.826
living
2.681
in
3.654
a
inputs
-0.389
In
-0.111
a
-0.433
shocking
0.071
finding
0.015
,
0.291
scientists
-0.103
discovered
-0.042
a
1.036
herd
0.242
of
0.053
unic
1.023
orns
0.512
living
2.436
in
2.608
a
inputs
-0.389
In
-0.111
a
-0.433
shocking
0.071
finding
0.015
,
0.291
scientists
-0.103
discovered
-0.042
a
1.036
herd
0.242
of
0.053
unic
1.023
orns
0.512
living
2.436
in
2.608
a
inputs
-0.264
In
-0.112
a
0.671
shocking
-0.171
finding
-0.523
,
-0.21
scientists
-0.418
discovered
-0.388
a
-0.508
herd
0.331
of
-0.01
unic
0.833
orns
0.284
living
1.382
in
4.168
a
inputs
-0.264
In
-0.112
a
0.671
shocking
-0.171
finding
-0.523
,
-0.21
scientists
-0.418
discovered
-0.388
a
-0.508
herd
0.331
of
-0.01
unic
0.833
orns
0.284
living
1.382
in
4.168
a
inputs
-0.205
In
0.12
a
-0.507
shocking
0.239
finding
0.018
,
-0.878
scientists
-0.112
discovered
-0.205
a
0.16
herd
0.401
of
-0.208
unic
1.11
orns
0.634
living
1.917
in
2.667
a
inputs
-0.205
In
0.12
a
-0.507
shocking
0.239
finding
0.018
,
-0.878
scientists
-0.112
discovered
-0.205
a
0.16
herd
0.401
of
-0.208
unic
1.11
orns
0.634
living
1.917
in
2.667
a
inputs
-0.201
In
0.258
a
0.012
shocking
-0.487
finding
-0.042
,
0.23
scientists
-0.063
discovered
-0.046
a
-0.433
herd
0.602
of
-0.032
unic
1.096
orns
1.263
living
1.575
in
4.582
a
inputs
-0.201
In
0.258
a
0.012
shocking
-0.487
finding
-0.042
,
0.23
scientists
-0.063
discovered
-0.046
a
-0.433
herd
0.602
of
-0.032
unic
1.096
orns
1.263
living
1.575
in
4.582
a
inputs
-0.066
In
-0.051
a
-0.517
shocking
-0.357
finding
-0.499
,
-0.693
scientists
0.233
discovered
-0.35
a
-0.91
herd
-0.095
of
0.513
unic
-0.108
orns
0.738
living
2.381
in
3.793
a
inputs
-0.066
In
-0.051
a
-0.517
shocking
-0.357
finding
-0.499
,
-0.693
scientists
0.233
discovered
-0.35
a
-0.91
herd
-0.095
of
0.513
unic
-0.108
orns
0.738
living
2.381
in
3.793
a
inputs
0.536
In
0.186
a
-0.304
shocking
0.267
finding
-0.488
,
0.931
scientists
-0.986
discovered
-0.258
a
-0.177
herd
0.12
of
0.3
unic
0.246
orns
0.133
living
1.57
in
3.929
a
inputs
0.536
In
0.186
a
-0.304
shocking
0.267
finding
-0.488
,
0.931
scientists
-0.986
discovered
-0.258
a
-0.177
herd
0.12
of
0.3
unic
0.246
orns
0.133
living
1.57
in
3.929
a
inputs
-0.046
In
0.157
a
0.191
shocking
-0.727
finding
-0.272
,
-0.489
scientists
-0.332
discovered
-0.107
a
0.634
herd
-0.022
of
-0.012
unic
0.278
orns
1.097
living
2.29
in
4.55
a
inputs
-0.046
In
0.157
a
0.191
shocking
-0.727
finding
-0.272
,
-0.489
scientists
-0.332
discovered
-0.107
a
0.634
herd
-0.022
of
-0.012
unic
0.278
orns
1.097
living
2.29
in
4.55
a
inputs
-0.32
In
-0.036
a
0.614
shocking
-0.268
finding
-0.273
,
-0.004
scientists
-0.486
discovered
-0.347
a
0.048
herd
0.113
of
0.116
unic
0.648
orns
-0.011
living
0.209
in
4.496
a
inputs
-0.32
In
-0.036
a
0.614
shocking
-0.268
finding
-0.273
,
-0.004
scientists
-0.486
discovered
-0.347
a
0.048
herd
0.113
of
0.116
unic
0.648
orns
-0.011
living
0.209
in
4.496
a
inputs
0.26
In
0.035
a
0.328
shocking
0.048
finding
-0.341
,
-0.1
scientists
-0.037
discovered
-0.034
a
-0.304
herd
0.004
of
0.354
unic
-0.122
orns
-0.191
living
1.07
in
1.155
a
inputs
0.26
In
0.035
a
0.328
shocking
0.048
finding
-0.341
,
-0.1
scientists
-0.037
discovered
-0.034
a
-0.304
herd
0.004
of
0.354
unic
-0.122
orns
-0.191
living
1.07
in
1.155
a
inputs
0.168
In
-0.055
a
0.074
shocking
0.348
finding
-0.332
,
0.052
scientists
0.232
discovered
-0.27
a
-0.164
herd
0.362
of
-0.422
unic
0.317
orns
-0.008
living
1.457
in
1.951
a
inputs
0.168
In
-0.055
a
0.074
shocking
0.348
finding
-0.332
,
0.052
scientists
0.232
discovered
-0.27
a
-0.164
herd
0.362
of
-0.422
unic
0.317
orns
-0.008
living
1.457
in
1.951
a
inputs
0.171
In
0.33
a
-0.618
shocking
-0.069
finding
-0.083
,
0.235
scientists
-0.238
discovered
-0.493
a
0.56
herd
0.063
of
-0.038
unic
0.528
orns
1.181
living
0.419
in
5.139
a
inputs
0.171
In
0.33
a
-0.618
shocking
-0.069
finding
-0.083
,
0.235
scientists
-0.238
discovered
-0.493
a
0.56
herd
0.063
of
-0.038
unic
0.528
orns
1.181
living
0.419
in
5.139
a
inputs
-0.266
In
0.067
a
0.686
shocking
-0.493
finding
-0.278
,
-0.001
scientists
-0.378
discovered
-0.37
a
0.065
herd
0.366
of
-0.239
unic
0.553
orns
0.04
living
0.3
in
4.939
a
inputs
-0.266
In
0.067
a
0.686
shocking
-0.493
finding
-0.278
,
-0.001
scientists
-0.378
discovered
-0.37
a
0.065
herd
0.366
of
-0.239
unic
0.553
orns
0.04
living
0.3
in
4.939
a
inputs
0.176
In
0.23
a
-0.369
shocking
0.21
finding
-0.113
,
0.049
scientists
-0.434
discovered
-0.266
a
-0.253
herd
0.308
of
0.282
unic
0.632
orns
-0.021
living
0.077
in
3.532
a
inputs
0.176
In
0.23
a
-0.369
shocking
0.21
finding
-0.113
,
0.049
scientists
-0.434
discovered
-0.266
a
-0.253
herd
0.308
of
0.282
unic
0.632
orns
-0.021
living
0.077
in
3.532
a
inputs
0.84
In
0.435
a
0.237
shocking
-0.473
finding
-0.345
,
-0.269
scientists
-0.837
discovered
-0.022
a
-0.553
herd
0.159
of
-0.304
unic
-0.996
orns
-0.273
living
2.172
in
3.016
a
inputs
0.84
In
0.435
a
0.237
shocking
-0.473
finding
-0.345
,
-0.269
scientists
-0.837
discovered
-0.022
a
-0.553
herd
0.159
of
-0.304
unic
-0.996
orns
-0.273
living
2.172
in
3.016
a
inputs
-0.08
In
-0.105
a
0.206
shocking
0.097
finding
-0.483
,
0.296
scientists
0.126
discovered
-0.115
a
-0.772
herd
-0.033
of
-0.14
unic
0.858
orns
0.623
living
1.044
in
2.529
a
inputs
-0.08
In
-0.105
a
0.206
shocking
0.097
finding
-0.483
,
0.296
scientists
0.126
discovered
-0.115
a
-0.772
herd
-0.033
of
-0.14
unic
0.858
orns
0.623
living
1.044
in
2.529
a
inputs
0.137
In
-0.003
a
-0.068
shocking
-0.092
finding
-0.336
,
-0.584
scientists
-0.002
discovered
-0.251
a
-0.457
herd
-0.154
of
0.049
unic
-0.084
orns
0.885
living
1.45
in
2.443
a
inputs
0.137
In
-0.003
a
-0.068
shocking
-0.092
finding
-0.336
,
-0.584
scientists
-0.002
discovered
-0.251
a
-0.457
herd
-0.154
of
0.049
unic
-0.084
orns
0.885
living
1.45
in
2.443
a
inputs
-0.09
In
0.062
a
0.205
shocking
-0.206
finding
-0.3
,
-0.294
scientists
-0.309
discovered
-0.21
a
0.097
herd
0.149
of
0.24
unic
0.365
orns
0.171
living
-0.353
in
3.408
a
inputs
-0.09
In
0.062
a
0.205
shocking
-0.206
finding
-0.3
,
-0.294
scientists
-0.309
discovered
-0.21
a
0.097
herd
0.149
of
0.24
unic
0.365
orns
0.171
living
-0.353
in
3.408
a
inputs
-0.597
In
-0.291
a
-0.299
shocking
0.552
finding
0.084
,
-0.438
scientists
-0.27
discovered
-0.592
a
0.505
herd
0.143
of
0.153
unic
1.137
orns
0.494
living
1.321
in
2.654
a
inputs
-0.597
In
-0.291
a
-0.299
shocking
0.552
finding
0.084
,
-0.438
scientists
-0.27
discovered
-0.592
a
0.505
herd
0.143
of
0.153
unic
1.137
orns
0.494
living
1.321
in
2.654
a
inputs
0.291
In
0.318
a
0.183
shocking
0.179
finding
-0.268
,
0.39
scientists
-0.503
discovered
-0.525
a
-0.187
herd
0.431
of
0.509
unic
0.319
orns
0.408
living
-0.555
in
2.529
a
inputs
0.291
In
0.318
a
0.183
shocking
0.179
finding
-0.268
,
0.39
scientists
-0.503
discovered
-0.525
a
-0.187
herd
0.431
of
0.509
unic
0.319
orns
0.408
living
-0.555
in
2.529
a
inputs
-0.168
In
-0.04
a
-0.221
shocking
-0.237
finding
-0.428
,
0.109
scientists
-0.181
discovered
-0.057
a
0.115
herd
0.242
of
0.289
unic
0.933
orns
0.514
living
0.871
in
2.708
a
inputs
-0.168
In
-0.04
a
-0.221
shocking
-0.237
finding
-0.428
,
0.109
scientists
-0.181
discovered
-0.057
a
0.115
herd
0.242
of
0.289
unic
0.933
orns
0.514
living
0.871
in
2.708
a
inputs
0.392
In
0.03
a
-0.62
shocking
-0.532
finding
-0.42
,
0.168
scientists
-0.208
discovered
-0.331
a
-0.208
herd
0.021
of
-0.444
unic
0.398
orns
-0.081
living
2.292
in
4.324
a
inputs
0.392
In
0.03
a
-0.62
shocking
-0.532
finding
-0.42
,
0.168
scientists
-0.208
discovered
-0.331
a
-0.208
herd
0.021
of
-0.444
unic
0.398
orns
-0.081
living
2.292
in
4.324
a
inputs
0.078
In
-0.093
a
-0.212
shocking
-0.411
finding
-0.267
,
-0.612
scientists
-0.361
discovered
-0.334
a
-0.366
herd
-0.451
of
0.748
unic
0.326
orns
-0.193
living
2.046
in
4.154
a
inputs
0.078
In
-0.093
a
-0.212
shocking
-0.411
finding
-0.267
,
-0.612
scientists
-0.361
discovered
-0.334
a
-0.366
herd
-0.451
of
0.748
unic
0.326
orns
-0.193
living
2.046
in
4.154
a
inputs
-0.025
In
-0.111
a
-0.378
shocking
0.072
finding
-0.223
,
-0.406
scientists
-0.332
discovered
-0.156
a
0.561
herd
0.361
of
-0.077
unic
0.829
orns
0.283
living
1.324
in
3.853
a
inputs
-0.025
In
-0.111
a
-0.378
shocking
0.072
finding
-0.223
,
-0.406
scientists
-0.332
discovered
-0.156
a
0.561
herd
0.361
of
-0.077
unic
0.829
orns
0.283
living
1.324
in
3.853
a
inputs
0.184
In
0.149
a
0.042
shocking
0.062
finding
-0.259
,
-0.178
scientists
0.431
discovered
0.082
a
-0.21
herd
-0.236
of
-0.145
unic
0.071
orns
0.46
living
0.19
in
1.497
a
inputs
0.184
In
0.149
a
0.042
shocking
0.062
finding
-0.259
,
-0.178
scientists
0.431
discovered
0.082
a
-0.21
herd
-0.236
of
-0.145
unic
0.071
orns
0.46
living
0.19
in
1.497
a
inputs
-0.166
In
0.066
a
-0.093
shocking
0.041
finding
-0.011
,
-0.078
scientists
-0.099
discovered
-0.165
a
-0.271
herd
0.071
of
-0.297
unic
1.265
orns
0.994
living
1.988
in
3.505
a
inputs
-0.166
In
0.066
a
-0.093
shocking
0.041
finding
-0.011
,
-0.078
scientists
-0.099
discovered
-0.165
a
-0.271
herd
0.071
of
-0.297
unic
1.265
orns
0.994
living
1.988
in
3.505
a
inputs
-0.094
In
0.081
a
-0.382
shocking
-0.308
finding
0.389
,
-0.353
scientists
-0.775
discovered
-0.228
a
0.645
herd
0.081
of
0.736
unic
0.617
orns
0.292
living
0.346
in
1.495
a
inputs
-0.094
In
0.081
a
-0.382
shocking
-0.308
finding
0.389
,
-0.353
scientists
-0.775
discovered
-0.228
a
0.645
herd
0.081
of
0.736
unic
0.617
orns
0.292
living
0.346
in
1.495
a
inputs
-0.237
In
-0.239
a
-0.534
shocking
-0.451
finding
-0.254
,
-0.314
scientists
0.309
discovered
0.079
a
-0.515
herd
-0.051
of
-0.235
unic
1.088
orns
0.482
living
1.947
in
4.457
a
inputs
-0.237
In
-0.239
a
-0.534
shocking
-0.451
finding
-0.254
,
-0.314
scientists
0.309
discovered
0.079
a
-0.515
herd
-0.051
of
-0.235
unic
1.088
orns
0.482
living
1.947
in
4.457
a
inputs
-0.077
In
0.302
a
0.209
shocking
-0.091
finding
-0.043
,
0.344
scientists
-0.322
discovered
-0.37
a
-0.46
herd
0.159
of
-0.071
unic
0.447
orns
0.259
living
0.901
in
4.363
a
inputs
-0.077
In
0.302
a
0.209
shocking
-0.091
finding
-0.043
,
0.344
scientists
-0.322
discovered
-0.37
a
-0.46
herd
0.159
of
-0.071
unic
0.447
orns
0.259
living
0.901
in
4.363
a
inputs
0.102
In
0.352
a
-0.402
shocking
-0.209
finding
-0.545
,
-0.999
scientists
-0.859
discovered
-0.324
a
1.114
herd
0.062
of
-0.157
unic
0.283
orns
0.839
living
1.891
in
4.592
a
inputs
0.102
In
0.352
a
-0.402
shocking
-0.209
finding
-0.545
,
-0.999
scientists
-0.859
discovered
-0.324
a
1.114
herd
0.062
of
-0.157
unic
0.283
orns
0.839
living
1.891
in
4.592
a
inputs
0.029
In
0.292
a
-0.301
shocking
-0.125
finding
-0.072
,
0.048
scientists
-0.485
discovered
-0.031
a
-0.434
herd
0.373
of
-0.039
unic
0.162
orns
0.344
living
1.012
in
1.81
a
inputs
0.029
In
0.292
a
-0.301
shocking
-0.125
finding
-0.072
,
0.048
scientists
-0.485
discovered
-0.031
a
-0.434
herd
0.373
of
-0.039
unic
0.162
orns
0.344
living
1.012
in
1.81
a
inputs
0.446
In
0.33
a
-0.11
shocking
-0.446
finding
-0.116
,
0.171
scientists
-0.599
discovered
-0.467
a
-0.369
herd
0.237
of
1.309
unic
-0.787
orns
1.069
living
1.058
in
3.025
a
inputs
0.446
In
0.33
a
-0.11
shocking
-0.446
finding
-0.116
,
0.171
scientists
-0.599
discovered
-0.467
a
-0.369
herd
0.237
of
1.309
unic
-0.787
orns
1.069
living
1.058
in
3.025
a
inputs
0.446
In
0.379
a
-0.003
shocking
-0.106
finding
-0.427
,
-0.607
scientists
-0.536
discovered
-0.176
a
-0.393
herd
0.028
of
-0.164
unic
-0.314
orns
0.412
living
1.842
in
3.082
a
inputs
0.446
In
0.379
a
-0.003
shocking
-0.106
finding
-0.427
,
-0.607
scientists
-0.536
discovered
-0.176
a
-0.393
herd
0.028
of
-0.164
unic
-0.314
orns
0.412
living
1.842
in
3.082
a
inputs
-0.605
In
-0.004
a
0.443
shocking
-0.511
finding
0.096
,
0.113
scientists
-0.24
discovered
-0.152
a
-0.122
herd
0.401
of
0.545
unic
0.293
orns
0.425
living
0.856
in
3.281
a
inputs
-0.605
In
-0.004
a
0.443
shocking
-0.511
finding
0.096
,
0.113
scientists
-0.24
discovered
-0.152
a
-0.122
herd
0.401
of
0.545
unic
0.293
orns
0.425
living
0.856
in
3.281
a
inputs
0.403
In
0.468
a
-0.185
shocking
0.117
finding
-0.294
,
0.165
scientists
-0.065
discovered
-0.473
a
-0.294
herd
0.707
of
-0.56
unic
0.09
orns
0.732
living
2.61
in
3.803
a
inputs
0.403
In
0.468
a
-0.185
shocking
0.117
finding
-0.294
,
0.165
scientists
-0.065
discovered
-0.473
a
-0.294
herd
0.707
of
-0.56
unic
0.09
orns
0.732
living
2.61
in
3.803
a
inputs
-0.18
In
0.018
a
0.165
shocking
0.257
finding
-0.146
,
0.334
scientists
-0.004
discovered
-0.14
a
-0.149
herd
0.166
of
0.295
unic
0.722
orns
0.962
living
1.008
in
2.921
a
inputs
-0.18
In
0.018
a
0.165
shocking
0.257
finding
-0.146
,
0.334
scientists
-0.004
discovered
-0.14
a
-0.149
herd
0.166
of
0.295
unic
0.722
orns
0.962
living
1.008
in
2.921
a
inputs
-0.171
In
0.007
a
-0.251
shocking
-0.156
finding
-0.386
,
-0.165
scientists
-0.116
discovered
-0.082
a
-0.14
herd
0.514
of
-0.395
unic
0.77
orns
0.308
living
2.365
in
4.385
a
inputs
-0.171
In
0.007
a
-0.251
shocking
-0.156
finding
-0.386
,
-0.165
scientists
-0.116
discovered
-0.082
a
-0.14
herd
0.514
of
-0.395
unic
0.77
orns
0.308
living
2.365
in
4.385
a
inputs
0.044
In
0.362
a
0.266
shocking
-0.356
finding
-0.267
,
-0.217
scientists
-0.781
discovered
-0.341
a
0.461
herd
0.461
of
0.119
unic
0.018
orns
1.001
living
0.833
in
3.945
a
inputs
0.044
In
0.362
a
0.266
shocking
-0.356
finding
-0.267
,
-0.217
scientists
-0.781
discovered
-0.341
a
0.461
herd
0.461
of
0.119
unic
0.018
orns
1.001
living
0.833
in
3.945
a
inputs
-0.19
In
0.043
a
0.091
shocking
-0.318
finding
-0.374
,
-0.054
scientists
-0.718
discovered
-0.114
a
-0.482
herd
0.072
of
0.361
unic
0.365
orns
1.152
living
1.017
in
3.274
a
inputs
-0.19
In
0.043
a
0.091
shocking
-0.318
finding
-0.374
,
-0.054
scientists
-0.718
discovered
-0.114
a
-0.482
herd
0.072
of
0.361
unic
0.365
orns
1.152
living
1.017
in
3.274
a
inputs
-0.255
In
0.048
a
-0.692
shocking
-0.668
finding
0.144
,
-0.125
scientists
0.35
discovered
0.036
a
0.216
herd
0.06
of
-0.261
unic
0.946
orns
0.182
living
1.512
in
3.609
a
inputs
-0.255
In
0.048
a
-0.692
shocking
-0.668
finding
0.144
,
-0.125
scientists
0.35
discovered
0.036
a
0.216
herd
0.06
of
-0.261
unic
0.946
orns
0.182
living
1.512
in
3.609
a
inputs
-0.453
In
-0.095
a
0.729
shocking
-0.093
finding
-0.047
,
0.098
scientists
-0.045
discovered
-0.131
a
-0.419
herd
0.53
of
0.486
unic
0.672
orns
-0.087
living
0.354
in
4.199
a
inputs
-0.453
In
-0.095
a
0.729
shocking
-0.093
finding
-0.047
,
0.098
scientists
-0.045
discovered
-0.131
a
-0.419
herd
0.53
of
0.486
unic
0.672
orns
-0.087
living
0.354
in
4.199
a
inputs
0.362
In
0.126
a
-0.079
shocking
0.388
finding
-0.61
,
-0.695
scientists
-0.272
discovered
-0.213
a
0.094
herd
0.404
of
0.165
unic
0.037
orns
-0.309
living
0.949
in
2.698
a
inputs
0.362
In
0.126
a
-0.079
shocking
0.388
finding
-0.61
,
-0.695
scientists
-0.272
discovered
-0.213
a
0.094
herd
0.404
of
0.165
unic
0.037
orns
-0.309
living
0.949
in
2.698
a
inputs
-0.202
In
0.181
a
0.605
shocking
-0.265
finding
-0.337
,
0.197
scientists
-0.619
discovered
-0.366
a
0.559
herd
0.069
of
0.292
unic
0.595
orns
0.215
living
-0.102
in
3.754
a
inputs
-0.202
In
0.181
a
0.605
shocking
-0.265
finding
-0.337
,
0.197
scientists
-0.619
discovered
-0.366
a
0.559
herd
0.069
of
0.292
unic
0.595
orns
0.215
living
-0.102
in
3.754
a
inputs
0.305
In
0.07
a
-0.266
shocking
-0.298
finding
-0.137
,
-0.041
scientists
-0.712
discovered
-0.571
a
0.01
herd
0.246
of
0.159
unic
0.339
orns
0.326
living
0.851
in
3.02
a
inputs
0.305
In
0.07
a
-0.266
shocking
-0.298
finding
-0.137
,
-0.041
scientists
-0.712
discovered
-0.571
a
0.01
herd
0.246
of
0.159
unic
0.339
orns
0.326
living
0.851
in
3.02
a
inputs
-0.347
In
0.22
a
0.045
shocking
0.164
finding
0.252
,
-0.177
scientists
-0.238
discovered
-0.358
a
1.012
herd
0.487
of
-0.77
unic
0.8
orns
1.485
living
1.894
in
2.651
a
inputs
-0.347
In
0.22
a
0.045
shocking
0.164
finding
0.252
,
-0.177
scientists
-0.238
discovered
-0.358
a
1.012
herd
0.487
of
-0.77
unic
0.8
orns
1.485
living
1.894
in
2.651
a
inputs
0.014
In
0.219
a
0.049
shocking
-0.225
finding
-0.31
,
-0.111
scientists
-0.272
discovered
-0.187
a
-0.601
herd
0.185
of
0.337
unic
0.558
orns
-0.197
living
0.786
in
2.838
a
inputs
0.014
In
0.219
a
0.049
shocking
-0.225
finding
-0.31
,
-0.111
scientists
-0.272
discovered
-0.187
a
-0.601
herd
0.185
of
0.337
unic
0.558
orns
-0.197
living
0.786
in
2.838
a
inputs
-0.257
In
0.104
a
-0.027
shocking
-0.365
finding
-0.235
,
-0.535
scientists
-0.234
discovered
-0.029
a
0.249
herd
0.257
of
0.011
unic
1.17
orns
0.61
living
2.695
in
4.046
a
inputs
-0.257
In
0.104
a
-0.027
shocking
-0.365
finding
-0.235
,
-0.535
scientists
-0.234
discovered
-0.029
a
0.249
herd
0.257
of
0.011
unic
1.17
orns
0.61
living
2.695
in
4.046
a
inputs
-0.473
In
-0.125
a
-0.054
shocking
-0.132
finding
-0.167
,
-0.269
scientists
-0.006
discovered
-0.155
a
0.946
herd
0.742
of
-0.853
unic
0.672
orns
0.905
living
2.082
in
3.251
a
inputs
-0.473
In
-0.125
a
-0.054
shocking
-0.132
finding
-0.167
,
-0.269
scientists
-0.006
discovered
-0.155
a
0.946
herd
0.742
of
-0.853
unic
0.672
orns
0.905
living
2.082
in
3.251
a
inputs
0.112
In
0.057
a
0.195
shocking
0.09
finding
-0.462
,
-0.85
scientists
0.175
discovered
-0.092
a
-0.164
herd
0.091
of
-0.139
unic
0.732
orns
0.496
living
2.335
in
4.756
a
inputs
0.112
In
0.057
a
0.195
shocking
0.09
finding
-0.462
,
-0.85
scientists
0.175
discovered
-0.092
a
-0.164
herd
0.091
of
-0.139
unic
0.732
orns
0.496
living
2.335
in
4.756
a
inputs
0.286
In
0.051
a
-0.241
shocking
-0.632
finding
0.297
,
0.14
scientists
-0.652
discovered
-0.367
a
0.776
herd
-0.033
of
0.779
unic
0.25
orns
0.715
living
0.775
in
4.276
a
inputs
0.286
In
0.051
a
-0.241
shocking
-0.632
finding
0.297
,
0.14
scientists
-0.652
discovered
-0.367
a
0.776
herd
-0.033
of
0.779
unic
0.25
orns
0.715
living
0.775
in
4.276
a
inputs
0.069
In
-0.096
a
-0.602
shocking
-0.518
finding
0.108
,
0.069
scientists
-0.561
discovered
-0.674
a
0.382
herd
-0.012
of
0.709
unic
0.816
orns
1.108
living
0.893
in
5.205
a
inputs
0.069
In
-0.096
a
-0.602
shocking
-0.518
finding
0.108
,
0.069
scientists
-0.561
discovered
-0.674
a
0.382
herd
-0.012
of
0.709
unic
0.816
orns
1.108
living
0.893
in
5.205
a
inputs
0.203
In
0.018
a
0.401
shocking
0.495
finding
-0.125
,
-0.12
scientists
-0.315
discovered
-0.271
a
0.011
herd
0.293
of
-0.014
unic
0.699
orns
-0.299
living
0.506
in
3.359
a
inputs
0.203
In
0.018
a
0.401
shocking
0.495
finding
-0.125
,
-0.12
scientists
-0.315
discovered
-0.271
a
0.011
herd
0.293
of
-0.014
unic
0.699
orns
-0.299
living
0.506
in
3.359
a
inputs
0.106
In
-0.168
a
0.007
shocking
-0.555
finding
0.072
,
0.128
scientists
-0.139
discovered
-0.148
a
-0.053
herd
-0.273
of
0.196
unic
0.115
orns
0.243
living
2.281
in
2.354
a
inputs
0.106
In
-0.168
a
0.007
shocking
-0.555
finding
0.072
,
0.128
scientists
-0.139
discovered
-0.148
a
-0.053
herd
-0.273
of
0.196
unic
0.115
orns
0.243
living
2.281
in
2.354
a
inputs
0.332
In
0.198
a
-0.536
shocking
0.016
finding
-0.281
,
-0.334
scientists
-0.673
discovered
-0.514
a
0.248
herd
0.21
of
-0.358
unic
-0.172
orns
0.567
living
1.148
in
3.258
a
inputs
0.332
In
0.198
a
-0.536
shocking
0.016
finding
-0.281
,
-0.334
scientists
-0.673
discovered
-0.514
a
0.248
herd
0.21
of
-0.358
unic
-0.172
orns
0.567
living
1.148
in
3.258
a
inputs
0.596
In
0.036
a
0.572
shocking
0.309
finding
-0.435
,
-0.169
scientists
-0.233
discovered
-0.207
a
0.238
herd
0.265
of
0.016
unic
-0.231
orns
-0.345
living
1.94
in
1.402
a
inputs
0.596
In
0.036
a
0.572
shocking
0.309
finding
-0.435
,
-0.169
scientists
-0.233
discovered
-0.207
a
0.238
herd
0.265
of
0.016
unic
-0.231
orns
-0.345
living
1.94
in
1.402
a
inputs
0.008
In
0.159
a
-0.632
shocking
-0.391
finding
0.013
,
-0.15
scientists
-0.425
discovered
-0.316
a
-0.457
herd
-0.096
of
-0.075
unic
-0.243
orns
0.303
living
1.613
in
3.56
a
inputs
0.008
In
0.159
a
-0.632
shocking
-0.391
finding
0.013
,
-0.15
scientists
-0.425
discovered
-0.316
a
-0.457
herd
-0.096
of
-0.075
unic
-0.243
orns
0.303
living
1.613
in
3.56
a
inputs
-0.069
In
-0.475
a
0.139
shocking
0.076
finding
-0.322
,
-0.193
scientists
0.122
discovered
-0.138
a
0.602
herd
-0.24
of
-0.304
unic
0.94
orns
1.038
living
2.45
in
3.418
a
inputs
-0.069
In
-0.475
a
0.139
shocking
0.076
finding
-0.322
,
-0.193
scientists
0.122
discovered
-0.138
a
0.602
herd
-0.24
of
-0.304
unic
0.94
orns
1.038
living
2.45
in
3.418
a
inputs
-0.222
In
0.318
a
0.108
shocking
-0.172
finding
-0.15
,
0.553
scientists
-0.125
discovered
-0.158
a
0.359
herd
0.873
of
0.465
unic
0.74
orns
0.397
living
0.456
in
3.803
a
inputs
-0.222
In
0.318
a
0.108
shocking
-0.172
finding
-0.15
,
0.553
scientists
-0.125
discovered
-0.158
a
0.359
herd
0.873
of
0.465
unic
0.74
orns
0.397
living
0.456
in
3.803
a
inputs
-0.002
In
-0.181
a
0.134
shocking
-0.279
finding
-0.09
,
-0.12
scientists
-0.935
discovered
-0.301
a
1.12
herd
0.046
of
0.454
unic
1.0
orns
0.125
living
0.712
in
2.347
a
inputs
-0.002
In
-0.181
a
0.134
shocking
-0.279
finding
-0.09
,
-0.12
scientists
-0.935
discovered
-0.301
a
1.12
herd
0.046
of
0.454
unic
1.0
orns
0.125
living
0.712
in
2.347
a
inputs
0.133
In
0.225
a
0.418
shocking
0.011
finding
-0.491
,
-0.203
scientists
-0.786
discovered
-0.442
a
-0.581
herd
0.261
of
-0.266
unic
0.328
orns
0.169
living
0.739
in
2.885
a
inputs
0.133
In
0.225
a
0.418
shocking
0.011
finding
-0.491
,
-0.203
scientists
-0.786
discovered
-0.442
a
-0.581
herd
0.261
of
-0.266
unic
0.328
orns
0.169
living
0.739
in
2.885
a
inputs
-0.053
In
-0.061
a
-0.148
shocking
-0.432
finding
0.294
,
0.019
scientists
-0.829
discovered
-0.622
a
0.934
herd
-0.061
of
0.715
unic
0.834
orns
0.22
living
0.265
in
2.04
a
inputs
-0.053
In
-0.061
a
-0.148
shocking
-0.432
finding
0.294
,
0.019
scientists
-0.829
discovered
-0.622
a
0.934
herd
-0.061
of
0.715
unic
0.834
orns
0.22
living
0.265
in
2.04
a
inputs
-0.058
In
-0.065
a
0.426
shocking
-0.136
finding
-0.303
,
-0.105
scientists
-0.167
discovered
-0.294
a
-0.301
herd
0.157
of
-0.009
unic
0.145
orns
0.414
living
1.215
in
2.79
a
inputs
-0.058
In
-0.065
a
0.426
shocking
-0.136
finding
-0.303
,
-0.105
scientists
-0.167
discovered
-0.294
a
-0.301
herd
0.157
of
-0.009
unic
0.145
orns
0.414
living
1.215
in
2.79
a
inputs
-0.055
In
0.112
a
0.529
shocking
0.097
finding
-0.344
,
0.029
scientists
-0.438
discovered
-0.267
a
-0.085
herd
-0.181
of
0.056
unic
0.921
orns
0.293
living
0.3
in
1.693
a
inputs
-0.055
In
0.112
a
0.529
shocking
0.097
finding
-0.344
,
0.029
scientists
-0.438
discovered
-0.267
a
-0.085
herd
-0.181
of
0.056
unic
0.921
orns
0.293
living
0.3
in
1.693
a
inputs
0.183
In
-0.132
a
-0.033
shocking
0.026
finding
0.242
,
0.039
scientists
0.367
discovered
-0.19
a
-0.549
herd
0.371
of
-0.072
unic
-0.46
orns
-0.166
living
0.458
in
-0.235
a
inputs
0.183
In
-0.132
a
-0.033
shocking
0.026
finding
0.242
,
0.039
scientists
0.367
discovered
-0.19
a
-0.549
herd
0.371
of
-0.072
unic
-0.46
orns
-0.166
living
0.458
in
-0.235
a
inputs
-0.185
In
0.203
a
-0.648
shocking
0.146
finding
0.057
,
-0.882
scientists
-0.018
discovered
-0.514
a
2.981
herd
0.128
of
-0.067
unic
1.282
orns
0.363
living
2.679
in
2.505
a
inputs
-0.185
In
0.203
a
-0.648
shocking
0.146
finding
0.057
,
-0.882
scientists
-0.018
discovered
-0.514
a
2.981
herd
0.128
of
-0.067
unic
1.282
orns
0.363
living
2.679
in
2.505
a
Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged!