diff --git a/.gitignore b/.gitignore
index f7db4b641de813a678b90840deee40b361228a41..7c0efe66c2dfe543f002656887299ebc3c41f1c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
.idea
-__pycache__
-pages/application/DecisionTree/utils/__pycache__
-pages/application/DecisionTree/__pycache__
-pages/application/__pycache__
-tests/push_command
\ No newline at end of file
+tests
+venv
+*.pyc
+.DS_Store
+.env
\ No newline at end of file
diff --git a/callbacks.py b/callbacks.py
index 8618810ef4eb103bc2ef64c6a4c1386e6b4de656..99694e4b0ba0509e1c7d98819128164bb297f825 100644
--- a/callbacks.py
+++ b/callbacks.py
@@ -7,39 +7,38 @@ from utils import parse_contents_graph, parse_contents_instance, parse_contents_
from pages.application.RandomForest.utils import xrf
from pages.application.RandomForest.utils.xrf import *
-
sys.modules['xrf'] = xrf
-####### Creates alerts when callback fails #########
-warning_selection_model = html.Div([dbc.Alert("You didn't choose a king of Machine Learning model first.",
- is_open=True,
- color='warning',
- duration=10000, ), ])
+def register_callbacks(page_home, page_course, page_application, app):
+ page_list = ['home', 'course', 'application']
-warning_selection_pretrained_model = html.Div([dbc.Alert("You uploaded the data, now upload the pretrained model.",
- is_open=True,
- color='warning',
- duration=10000, ), ])
+ ####### Creates alerts when callback fails #########
-alert_network = html.Div([dbc.Alert("There was a problem while computing the graph, read the documentation. \
- You might have forgotten to upload the data for Random Forest or you tried to upload an unknown format.",
- is_open=True,
- color='danger',
- duration=10000, ), ])
-alert_explanation = html.Div([dbc.Alert(
- "There was a problem while computing the explanation. Read the documentation to understand which king of format are accepted.",
- is_open=True,
- color='danger',
- duration=10000, ), ])
-alert_version_model = []
+ warning_selection_model = html.Div([dbc.Alert("You didn't choose a king of Machine Learning model first.",
+ is_open=True,
+ color='warning',
+ duration=10000, ), ])
+ warning_selection_pretrained_model = html.Div([dbc.Alert("You uploaded the data, now upload the pretrained model.",
+ is_open=True,
+ color='warning',
+ duration=10000, ), ])
-######################################################
+ alert_network = html.Div([dbc.Alert("There was a problem while computing the graph, read the documentation. \
+ You might have forgotten to upload the data for Random Forest or you tried to upload an unknown format.",
+ is_open=True,
+ color='danger',
+ duration=10000, ), ])
+ alert_explanation = html.Div([dbc.Alert(
+ "There was a problem while computing the explanation. Read the documentation to understand which king of format are accepted.",
+ is_open=True,
+ color='danger',
+ duration=10000, ), ])
+ alert_version_model = []
-def register_callbacks(page_home, page_course, page_application, app):
- page_list = ['home', 'course', 'application']
+ ######################################################
@app.callback(
Output('page-content', 'children'),
@@ -74,25 +73,49 @@ def register_callbacks(page_home, page_course, page_application, app):
list(model_application.xtypes.keys())[0]]
@app.callback(Output('pretrained_model_filename', 'children'),
+ Input('ml_model_choice', 'value'),
Input('ml_pretrained_model_choice', 'filename'),
prevent_initial_call=True
)
- def update_model_prertrained_name(pretrained_model_filename):
- return pretrained_model_filename
+ def update_model_prertrained_name(value_ml_model, pretrained_model_filename):
+ ctx = dash.callback_context
+ if ctx.triggered:
+ ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+ if ihm_id == 'ml_model_choice':
+ return None
+ else :
+ return pretrained_model_filename
@app.callback(Output('info_filename', 'children'),
+ Input('ml_model_choice', 'value'),
Input('model_info_choice', 'filename'),
prevent_initial_call=True
)
- def update_model_info_filename(model_info_filename):
- return model_info_filename
+ def update_model_info_filename(value_ml_model, model_info_filename):
+ ctx = dash.callback_context
+ if ctx.triggered:
+ ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+ if ihm_id == 'ml_model_choice':
+ return None
+ else :
+ return model_info_filename
@app.callback(Output('instance_filename', 'children'),
+ Input('ml_model_choice', 'value'),
+ Input('ml_pretrained_model_choice', 'contents'),
Input('ml_instance_choice', 'filename'),
prevent_initial_call=True
)
- def update_instance_filename(instance_filename):
- return instance_filename
+ def update_instance_filename(value_ml_model, model_info_filename, instance_filename):
+ ctx = dash.callback_context
+ if ctx.triggered:
+ ihm_id = ctx.triggered[0]['prop_id'].split('.')[0]
+ if ihm_id == 'ml_model_choice':
+ return None
+ elif ihm_id == 'ml_pretrained_model_choice':
+ return None
+ else :
+ return instance_filename
@app.callback(
Output('graph', 'children'),
diff --git a/pages/application/RandomForest/RandomForestComponent.py b/pages/application/RandomForest/RandomForestComponent.py
index dc532d441913ca3a50a4130cf1194b1c2492c1ea..644b17bce651b4ae65ba940eeade4c1d35d9e99e 100644
--- a/pages/application/RandomForest/RandomForestComponent.py
+++ b/pages/application/RandomForest/RandomForestComponent.py
@@ -53,6 +53,9 @@ class RandomForestComponent:
self.explanation.append(html.P(explanation_result[k]))
self.explanation.append(html.Hr())
+ del self.random_forest.enc
+ del self.random_forest.x
+
return [], []
def update_plotted_tree(self, tree_to_plot):
diff --git a/pages/application/application.py b/pages/application/application.py
index 3f88c120f1bcea2ae003cfe27239e8dc8f81c05f..f502d764335d5148953904c9c674725975a3503f 100644
--- a/pages/application/application.py
+++ b/pages/application/application.py
@@ -7,6 +7,7 @@ from pages.application.NaiveBayes.NaiveBayesComponent import NaiveBayesComponent
from pages.application.RandomForest.RandomForestComponent import RandomForestComponent
+
class Application:
def __init__(self, view):
self.view = view
@@ -56,8 +57,14 @@ class Model:
self.xtypes = self.dic_xtypes[self.ml_model]
self.xtype = [list(self.xtypes.keys())[0]]
+ #init all params
+ self.pretrained_model = None
+ self.model_info = None
+ self.instance = None
+
def update_pretrained_model(self, pretrained_model_update):
self.pretrained_model = pretrained_model_update
+ self.instance = None
def update_info_needed(self, add_info):
self.add_info = add_info
diff --git a/requirements.txt b/requirements.txt
index 073157043e129bfb62d0fe4f6405d7b5de8db5a7..7ea8eecf6a87fbf25ddf793d9871db39e9ff0825 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,7 +2,6 @@ colorlover>=0.2.1
scipy>=1.2.1
python-sat[pblib,aiger]
matplotlib==3.5.1
-xgboost==1.6.0
lime==0.2.0.1
shap==0.40.0
anchor-exp==0.0.2.0
@@ -18,8 +17,6 @@ json2html==1.3.0
numpy==1.21
pandas==1.4.1
pysat==3.0.1
-pytest==7.0.1
-python_sat==0.1.7.dev15
scikit_learn==1.0.2
six==1.16.0
gunicorn==20.1.0
diff --git a/tests/adult/adult.pkl b/tests/adult/adult.pkl
deleted file mode 100644
index b18b4d6e77cfc501320ebd5650158dd268530d1d..0000000000000000000000000000000000000000
Binary files a/tests/adult/adult.pkl and /dev/null differ
diff --git a/tests/adult/adult_2.pkl b/tests/adult/adult_2.pkl
deleted file mode 100644
index 5221943e347e0a7b2b83e0ee33e5c603396536a3..0000000000000000000000000000000000000000
Binary files a/tests/adult/adult_2.pkl and /dev/null differ
diff --git a/tests/adult/adult_3.pkl b/tests/adult/adult_3.pkl
deleted file mode 100644
index b17bc94372fe8d7b6db981e73bf34d6f37b1d07b..0000000000000000000000000000000000000000
Binary files a/tests/adult/adult_3.pkl and /dev/null differ
diff --git a/tests/adult/adult_data_00000.inst b/tests/adult/adult_data_00000.inst
deleted file mode 100644
index c72f4e9e0aec1da4c12fdaa3b585d6d96054a30a..0000000000000000000000000000000000000000
--- a/tests/adult/adult_data_00000.inst
+++ /dev/null
@@ -1 +0,0 @@
-f0=1,f1=9,f2=9,f3=7,f4=9,f5=5,f6=7,f7=0,f8=5,f9=3,f10=0,f11=15
\ No newline at end of file
diff --git a/tests/iris/decision_tree_classifier_20170212.pkl b/tests/iris/decision_tree_classifier_20170212.pkl
deleted file mode 100644
index 006ccc214168eed2a37f7201ccca66648f1112f7..0000000000000000000000000000000000000000
Binary files a/tests/iris/decision_tree_classifier_20170212.pkl and /dev/null differ
diff --git a/tests/iris/iris.csv b/tests/iris/iris.csv
deleted file mode 100644
index 1b9d0294d6d589f667daf28efecbd0cb0276c352..0000000000000000000000000000000000000000
--- a/tests/iris/iris.csv
+++ /dev/null
@@ -1,151 +0,0 @@
-"sepal.length","sepal.width","petal.length","petal.width","variety"
-5.1,3.5,1.4,.2,"Setosa"
-4.9,3,1.4,.2,"Setosa"
-4.7,3.2,1.3,.2,"Setosa"
-4.6,3.1,1.5,.2,"Setosa"
-5,3.6,1.4,.2,"Setosa"
-5.4,3.9,1.7,.4,"Setosa"
-4.6,3.4,1.4,.3,"Setosa"
-5,3.4,1.5,.2,"Setosa"
-4.4,2.9,1.4,.2,"Setosa"
-4.9,3.1,1.5,.1,"Setosa"
-5.4,3.7,1.5,.2,"Setosa"
-4.8,3.4,1.6,.2,"Setosa"
-4.8,3,1.4,.1,"Setosa"
-4.3,3,1.1,.1,"Setosa"
-5.8,4,1.2,.2,"Setosa"
-5.7,4.4,1.5,.4,"Setosa"
-5.4,3.9,1.3,.4,"Setosa"
-5.1,3.5,1.4,.3,"Setosa"
-5.7,3.8,1.7,.3,"Setosa"
-5.1,3.8,1.5,.3,"Setosa"
-5.4,3.4,1.7,.2,"Setosa"
-5.1,3.7,1.5,.4,"Setosa"
-4.6,3.6,1,.2,"Setosa"
-5.1,3.3,1.7,.5,"Setosa"
-4.8,3.4,1.9,.2,"Setosa"
-5,3,1.6,.2,"Setosa"
-5,3.4,1.6,.4,"Setosa"
-5.2,3.5,1.5,.2,"Setosa"
-5.2,3.4,1.4,.2,"Setosa"
-4.7,3.2,1.6,.2,"Setosa"
-4.8,3.1,1.6,.2,"Setosa"
-5.4,3.4,1.5,.4,"Setosa"
-5.2,4.1,1.5,.1,"Setosa"
-5.5,4.2,1.4,.2,"Setosa"
-4.9,3.1,1.5,.2,"Setosa"
-5,3.2,1.2,.2,"Setosa"
-5.5,3.5,1.3,.2,"Setosa"
-4.9,3.6,1.4,.1,"Setosa"
-4.4,3,1.3,.2,"Setosa"
-5.1,3.4,1.5,.2,"Setosa"
-5,3.5,1.3,.3,"Setosa"
-4.5,2.3,1.3,.3,"Setosa"
-4.4,3.2,1.3,.2,"Setosa"
-5,3.5,1.6,.6,"Setosa"
-5.1,3.8,1.9,.4,"Setosa"
-4.8,3,1.4,.3,"Setosa"
-5.1,3.8,1.6,.2,"Setosa"
-4.6,3.2,1.4,.2,"Setosa"
-5.3,3.7,1.5,.2,"Setosa"
-5,3.3,1.4,.2,"Setosa"
-7,3.2,4.7,1.4,"Versicolor"
-6.4,3.2,4.5,1.5,"Versicolor"
-6.9,3.1,4.9,1.5,"Versicolor"
-5.5,2.3,4,1.3,"Versicolor"
-6.5,2.8,4.6,1.5,"Versicolor"
-5.7,2.8,4.5,1.3,"Versicolor"
-6.3,3.3,4.7,1.6,"Versicolor"
-4.9,2.4,3.3,1,"Versicolor"
-6.6,2.9,4.6,1.3,"Versicolor"
-5.2,2.7,3.9,1.4,"Versicolor"
-5,2,3.5,1,"Versicolor"
-5.9,3,4.2,1.5,"Versicolor"
-6,2.2,4,1,"Versicolor"
-6.1,2.9,4.7,1.4,"Versicolor"
-5.6,2.9,3.6,1.3,"Versicolor"
-6.7,3.1,4.4,1.4,"Versicolor"
-5.6,3,4.5,1.5,"Versicolor"
-5.8,2.7,4.1,1,"Versicolor"
-6.2,2.2,4.5,1.5,"Versicolor"
-5.6,2.5,3.9,1.1,"Versicolor"
-5.9,3.2,4.8,1.8,"Versicolor"
-6.1,2.8,4,1.3,"Versicolor"
-6.3,2.5,4.9,1.5,"Versicolor"
-6.1,2.8,4.7,1.2,"Versicolor"
-6.4,2.9,4.3,1.3,"Versicolor"
-6.6,3,4.4,1.4,"Versicolor"
-6.8,2.8,4.8,1.4,"Versicolor"
-6.7,3,5,1.7,"Versicolor"
-6,2.9,4.5,1.5,"Versicolor"
-5.7,2.6,3.5,1,"Versicolor"
-5.5,2.4,3.8,1.1,"Versicolor"
-5.5,2.4,3.7,1,"Versicolor"
-5.8,2.7,3.9,1.2,"Versicolor"
-6,2.7,5.1,1.6,"Versicolor"
-5.4,3,4.5,1.5,"Versicolor"
-6,3.4,4.5,1.6,"Versicolor"
-6.7,3.1,4.7,1.5,"Versicolor"
-6.3,2.3,4.4,1.3,"Versicolor"
-5.6,3,4.1,1.3,"Versicolor"
-5.5,2.5,4,1.3,"Versicolor"
-5.5,2.6,4.4,1.2,"Versicolor"
-6.1,3,4.6,1.4,"Versicolor"
-5.8,2.6,4,1.2,"Versicolor"
-5,2.3,3.3,1,"Versicolor"
-5.6,2.7,4.2,1.3,"Versicolor"
-5.7,3,4.2,1.2,"Versicolor"
-5.7,2.9,4.2,1.3,"Versicolor"
-6.2,2.9,4.3,1.3,"Versicolor"
-5.1,2.5,3,1.1,"Versicolor"
-5.7,2.8,4.1,1.3,"Versicolor"
-6.3,3.3,6,2.5,"Virginica"
-5.8,2.7,5.1,1.9,"Virginica"
-7.1,3,5.9,2.1,"Virginica"
-6.3,2.9,5.6,1.8,"Virginica"
-6.5,3,5.8,2.2,"Virginica"
-7.6,3,6.6,2.1,"Virginica"
-4.9,2.5,4.5,1.7,"Virginica"
-7.3,2.9,6.3,1.8,"Virginica"
-6.7,2.5,5.8,1.8,"Virginica"
-7.2,3.6,6.1,2.5,"Virginica"
-6.5,3.2,5.1,2,"Virginica"
-6.4,2.7,5.3,1.9,"Virginica"
-6.8,3,5.5,2.1,"Virginica"
-5.7,2.5,5,2,"Virginica"
-5.8,2.8,5.1,2.4,"Virginica"
-6.4,3.2,5.3,2.3,"Virginica"
-6.5,3,5.5,1.8,"Virginica"
-7.7,3.8,6.7,2.2,"Virginica"
-7.7,2.6,6.9,2.3,"Virginica"
-6,2.2,5,1.5,"Virginica"
-6.9,3.2,5.7,2.3,"Virginica"
-5.6,2.8,4.9,2,"Virginica"
-7.7,2.8,6.7,2,"Virginica"
-6.3,2.7,4.9,1.8,"Virginica"
-6.7,3.3,5.7,2.1,"Virginica"
-7.2,3.2,6,1.8,"Virginica"
-6.2,2.8,4.8,1.8,"Virginica"
-6.1,3,4.9,1.8,"Virginica"
-6.4,2.8,5.6,2.1,"Virginica"
-7.2,3,5.8,1.6,"Virginica"
-7.4,2.8,6.1,1.9,"Virginica"
-7.9,3.8,6.4,2,"Virginica"
-6.4,2.8,5.6,2.2,"Virginica"
-6.3,2.8,5.1,1.5,"Virginica"
-6.1,2.6,5.6,1.4,"Virginica"
-7.7,3,6.1,2.3,"Virginica"
-6.3,3.4,5.6,2.4,"Virginica"
-6.4,3.1,5.5,1.8,"Virginica"
-6,3,4.8,1.8,"Virginica"
-6.9,3.1,5.4,2.1,"Virginica"
-6.7,3.1,5.6,2.4,"Virginica"
-6.9,3.1,5.1,2.3,"Virginica"
-5.8,2.7,5.1,1.9,"Virginica"
-6.8,3.2,5.9,2.3,"Virginica"
-6.7,3.3,5.7,2.5,"Virginica"
-6.7,3,5.2,2.3,"Virginica"
-6.3,2.5,5,1.9,"Virginica"
-6.5,3,5.2,2,"Virginica"
-6.2,3.4,5.4,2.3,"Virginica"
-5.9,3,5.1,1.8,"Virginica"
\ No newline at end of file
diff --git a/tests/iris/iris.pkl b/tests/iris/iris.pkl
deleted file mode 100644
index cf2d521581ec57be284bb87b75316940c16fdcb7..0000000000000000000000000000000000000000
Binary files a/tests/iris/iris.pkl and /dev/null differ
diff --git a/tests/iris/iris.txt b/tests/iris/iris.txt
deleted file mode 100644
index d356f5d1d011df170da9dacee5ac4b2d6bfc844b..0000000000000000000000000000000000000000
--- a/tests/iris/iris.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-sepal.length,Categorical,7.6,6.8,7.1,4.9,4.4,6.2,6,7.3,5.9,7.4,5.2,5.6,4.8,6.5,5.5,4.6,6.6,6.4,7,4.5,7.2,5.1,5.8,5.3,6.9,6.1,6.7,4.7,7.7,6.3,5.7,7.9,5.4,4.3,5
-sepal.width,Categorical,4.2,4.4,3.1,2.4,2.9,2,3.8,4.1,4,3.2,2.7,3.3,2.2,2.5,2.3,3.6,3.5,3.9,2.8,2.6,3.7,3,3.4
-petal.length,Categorical,4.2,4.9,4.4,6,5.9,5.2,5.6,4.8,1,5.5,4.6,6.6,1.1,3.8,1.5,6.4,4.1,4,4.5,1.6,3.3,1.4,5.1,1.7,5.8,3.5,3.6,5.3,1.9,6.9,6.1,6.7,4.7,3.9,1.2,1.3,6.3,5.7,3.7,5.4,3,4.3,5
-petal.width,Categorical,2.4,.2,1,2,1.1,1.5,.6,.5,2.2,.3,1.6,1.4,2.5,1.7,2.3,1.8,2.1,1.9,1.2,1.3,.1,.4
\ No newline at end of file
diff --git a/tests/iris/iris01.json b/tests/iris/iris01.json
deleted file mode 100644
index 59c0840b5597ccb4347c3c2041707f0ae1d11aa0..0000000000000000000000000000000000000000
--- a/tests/iris/iris01.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{"sepal.length":4.9,
-"sepal.width":3,
-"petal.length":1.4,
-"petal.width":0.2}
diff --git a/tests/iris/iris2.pkl b/tests/iris/iris2.pkl
deleted file mode 100644
index cf2d521581ec57be284bb87b75316940c16fdcb7..0000000000000000000000000000000000000000
Binary files a/tests/iris/iris2.pkl and /dev/null differ
diff --git a/tests/iris/iris_00000.txt b/tests/iris/iris_00000.txt
deleted file mode 100644
index 108004d0deba35123ce4bdbcb9fa37930d6164ba..0000000000000000000000000000000000000000
--- a/tests/iris/iris_00000.txt
+++ /dev/null
@@ -1 +0,0 @@
-sepal.length=4.3,sepal.width=2.0,petal.length=1.0,petal.width=0.1
\ No newline at end of file
diff --git a/tests/zoo/inst/zoo_00.inst b/tests/zoo/inst/zoo_00.inst
deleted file mode 100644
index 8d6abc5618927fb2ddf49400932809448ebef26c..0000000000000000000000000000000000000000
--- a/tests/zoo/inst/zoo_00.inst
+++ /dev/null
@@ -1 +0,0 @@
-f0=1,f1=0,f1=0,f1=1,f1=0,f1=0,f1=1,f1=1,f1=1,f1=1,f1=0,f1=0,f1=4,f1=0,f1=0,f1=1
\ No newline at end of file
diff --git a/tests/zoo/inst/zoo_01.inst b/tests/zoo/inst/zoo_01.inst
deleted file mode 100644
index 4a6df5103d348fbf79e75654cb20f9594d47e842..0000000000000000000000000000000000000000
--- a/tests/zoo/inst/zoo_01.inst
+++ /dev/null
@@ -1 +0,0 @@
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1
\ No newline at end of file
diff --git a/tests/zoo/inst/zoo_02.inst b/tests/zoo/inst/zoo_02.inst
deleted file mode 100644
index d72c0ae09ad51c4f6ec073b66e773beb18515be4..0000000000000000000000000000000000000000
--- a/tests/zoo/inst/zoo_02.inst
+++ /dev/null
@@ -1 +0,0 @@
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0
\ No newline at end of file
diff --git a/tests/zoo/inst/zoo_11.inst b/tests/zoo/inst/zoo_11.inst
deleted file mode 100644
index 0fa9d7c8a871929cbe518a7be16966fc2f7b9a6d..0000000000000000000000000000000000000000
--- a/tests/zoo/inst/zoo_11.inst
+++ /dev/null
@@ -1 +0,0 @@
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0
\ No newline at end of file
diff --git a/tests/zoo/zoo.csv b/tests/zoo/zoo.csv
deleted file mode 100644
index 7eb9774cdc5f452baac8ed8d4ea0efe83a466386..0000000000000000000000000000000000000000
--- a/tests/zoo/zoo.csv
+++ /dev/null
@@ -1,102 +0,0 @@
-hair,feathers,eggs,milk,airborne,aquatic,predator,toothed,backbone,breathes,venomous,fins,legs,tail,domestic,catsize,class_type
-1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,fish
-1,0,0,1,0,0,1,1,1,1,0,0,4,0,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,mammal
-0,0,1,0,0,1,0,1,1,0,0,1,0,1,1,0,fish
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,fish
-1,0,0,1,0,0,0,1,1,1,0,0,4,0,1,0,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,bird
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,fish
-0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,invertebrate
-0,0,1,0,0,1,1,0,0,0,0,0,4,0,0,0,invertebrate
-0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,invertebrate
-0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,bird
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,fish
-0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,mammal
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,bird
-0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,0,bird
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,1,bird
-0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,bug
-0,0,1,0,0,1,1,1,1,1,0,0,4,0,0,0,amphibian
-0,0,1,0,0,1,1,1,1,1,1,0,4,0,0,0,amphibian
-1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,2,0,1,1,mammal
-0,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,bug
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,2,0,0,1,mammal
-0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,bird
-0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,fish
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,0,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,mammal
-0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,0,bird
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,fish
-1,0,1,0,1,0,0,0,0,1,1,0,6,0,1,0,bug
-1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,bug
-0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,0,bird
-0,0,1,0,1,0,1,0,0,1,0,0,6,0,0,0,bug
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,bird
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-0,0,1,0,0,1,1,0,0,0,0,0,6,0,0,0,invertebrate
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,1,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,1,0,1,0,0,0,0,1,0,0,6,0,0,0,bug
-0,0,1,0,0,1,1,1,1,1,0,0,4,1,0,0,amphibian
-0,0,1,0,0,1,1,0,0,0,0,0,8,0,0,1,invertebrate
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,0,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,1,mammal
-0,1,1,0,0,0,0,0,1,1,0,0,2,1,0,1,bird
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,1,0,bird
-0,1,1,0,0,1,1,0,1,1,0,0,2,1,0,1,bird
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,bird
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,fish
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,0,fish
-0,0,1,0,0,0,1,1,1,1,1,0,0,1,0,0,reptile
-1,0,1,1,0,1,1,0,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,mammal
-0,0,0,1,0,1,1,1,1,1,0,1,0,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,1,1,mammal
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,1,1,mammal
-0,1,1,0,0,0,1,0,1,1,0,0,2,1,0,1,bird
-0,0,0,0,0,0,1,0,0,1,1,0,8,1,0,0,invertebrate
-0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,fish
-1,0,0,1,0,1,1,1,1,1,0,1,0,0,0,1,mammal
-1,0,0,1,0,1,1,1,1,1,0,1,2,1,0,1,mammal
-0,0,0,0,0,1,1,1,1,0,1,0,0,1,0,0,reptile
-0,0,1,0,0,1,1,0,0,0,1,0,0,0,0,0,invertebrate
-0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,bird
-0,1,1,0,1,1,1,0,1,1,0,0,2,1,0,0,bird
-0,0,1,0,0,0,1,1,1,1,0,0,0,1,0,0,reptile
-0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,invertebrate
-0,0,1,0,0,1,0,1,1,0,0,1,0,1,0,0,fish
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,bird
-1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,0,mammal
-0,0,1,0,0,1,1,0,0,0,0,0,5,0,0,0,invertebrate
-0,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,fish
-0,1,1,0,1,1,0,0,1,1,0,0,2,1,0,1,bird
-0,0,1,0,0,0,0,0,0,1,0,0,6,0,0,0,bug
-0,0,1,0,0,1,0,1,1,1,0,0,4,0,0,0,amphibian
-0,0,1,0,0,0,0,0,1,1,0,0,4,1,0,1,reptile
-0,0,1,0,0,0,1,1,1,1,0,0,4,1,0,0,reptile
-0,0,1,0,0,1,1,1,1,0,0,1,0,1,0,1,fish
-1,0,0,1,1,0,0,1,1,1,0,0,2,1,0,0,mammal
-1,0,0,1,0,0,0,1,1,1,0,0,4,1,0,0,mammal
-0,1,1,0,1,0,1,0,1,1,0,0,2,1,0,1,bird
-1,0,0,1,0,0,0,1,1,1,0,0,2,1,0,1,mammal
-1,0,1,0,1,0,0,0,0,1,1,0,6,0,0,0,bug
-1,0,0,1,0,0,1,1,1,1,0,0,4,1,0,1,mammal
-0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,invertebrate
-0,1,1,0,1,0,0,0,1,1,0,0,2,1,0,0,bird
\ No newline at end of file
diff --git a/tests/zoo/zoo.dt b/tests/zoo/zoo.dt
deleted file mode 100644
index a1ee6427913de0385b71077c93d9889e0479c78d..0000000000000000000000000000000000000000
--- a/tests/zoo/zoo.dt
+++ /dev/null
@@ -1,85 +0,0 @@
-41
-1
-I 1 2 3 6 9 10 12 14 17 18 20 21 22 24 28 30 33 35 37 38
-T 4 5 7 8 11 13 15 16 19 23 25 26 27 29 31 32 34 36 39 40 41
-4 T bug
-5 T mammal
-7 T bird
-8 T bug
-11 T mammal
-13 T fish
-15 T bird
-16 T reptile
-19 T mammal
-23 T reptile
-25 T reptile
-26 T bird
-27 T fish
-29 T amphibian
-31 T amphibian
-32 T reptile
-34 T invertebrate
-36 T invertebrate
-39 T invertebrate
-40 T bug
-41 T invertebrate
-1 f4 0 2
-1 f4 1 9
-2 f0 0 3
-2 f0 1 6
-3 f10 0 4
-3 f10 1 5
-6 f12 1 7
-6 f12 5 7
-6 f12 9 7
-6 f12 11 7
-6 f12 3 8
-6 f12 7 8
-9 f15 0 10
-9 f15 1 17
-10 f3 0 11
-10 f3 1 12
-12 f11 0 13
-12 f11 1 14
-14 f12 1 15
-14 f12 9 15
-14 f12 3 16
-14 f12 5 16
-14 f12 7 16
-14 f12 11 16
-17 f8 0 18
-17 f8 1 33
-18 f0 0 19
-18 f0 1 20
-20 f12 1 21
-20 f12 9 21
-20 f12 3 28
-20 f12 5 28
-20 f12 7 28
-20 f12 11 28
-21 f6 0 22
-21 f6 1 27
-22 f10 0 23
-22 f10 1 24
-24 f12 9 25
-24 f12 1 26
-24 f12 3 26
-24 f12 5 26
-24 f12 7 26
-24 f12 11 26
-28 f10 0 29
-28 f10 1 30
-30 f5 0 31
-30 f5 1 32
-33 f5 0 34
-33 f5 1 35
-35 f13 0 36
-35 f13 1 37
-37 f9 0 38
-37 f9 1 41
-38 f12 1 39
-38 f12 5 39
-38 f12 9 39
-38 f12 11 39
-38 f12 3 40
-38 f12 7 40
diff --git a/tests/zoo/zoo.json b/tests/zoo/zoo.json
deleted file mode 100644
index 506568b6a24d9f5066f1673d69e24a45d1109299..0000000000000000000000000000000000000000
--- a/tests/zoo/zoo.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-"hair":1,
-"feathers":0,
-"eggs":0,
-"milk":1,
-"airborne":0,
-"aquatic":0,
-"predator":0,
-"toothed":1,
-"backbone":1,
-"breathes":1,
-"venomous":0,
-"fins":0,
-"legs":6,
-"tail":1,
-"domestic":0,
-"catsize":1
-}
diff --git a/tests/zoo/zoo.map b/tests/zoo/zoo.map
deleted file mode 100644
index 89838b19a6ef9d3425d66ce4c6ec27f5c3981fdd..0000000000000000000000000000000000000000
--- a/tests/zoo/zoo.map
+++ /dev/null
@@ -1,38 +0,0 @@
-Categorical
-16
-f0 0 =1
-f0 1 =0
-f1 0 =1
-f1 1 =0
-f2 0 =1
-f2 1 =0
-f3 0 =1
-f3 1 =0
-f4 0 =1
-f4 1 =0
-f5 0 =1
-f5 1 =0
-f6 0 =1
-f6 1 =0
-f7 0 =1
-f7 1 =0
-f8 0 =1
-f8 1 =0
-f9 0 =1
-f9 1 =0
-f10 0 =1
-f10 1 =0
-f11 0 =1
-f11 1 =0
-f12 1 =2
-f12 3 =6
-f12 5 =5
-f12 7 =8
-f12 9 =0
-f12 11 =4
-f13 0 =1
-f13 1 =0
-f14 0 =1
-f14 1 =0
-f15 0 =1
-f15 1 =0
diff --git a/tests/zoo/zoo.pkl b/tests/zoo/zoo.pkl
deleted file mode 100644
index edfd6540dd861d1260292b0bce1efe6d6a809461..0000000000000000000000000000000000000000
Binary files a/tests/zoo/zoo.pkl and /dev/null differ