Commit d63c3dd1 authored by Simon Clarke's avatar Simon Clarke
Browse files

Updated MI notebook to remove exercises

parent 888900fe
......@@ -476,103 +476,5 @@
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)
 
%% Cell type:markdown id: tags:
 
## Exercises
%% Cell type:code id: tags:
``` python
from sklearn.neighbors import KNeighborsRegressor
X_train, X_test, Y_train, Y_test = train_test_split(Xf, Yf, test_size=0.2, random_state=0)
knnr = KNeighborsRegressor(n_neighbors=10)
knnr.fit(X_train, Y_train)
Y_pred = knnr.predict(X_test)
acc = r2_score(Y_test,Y_pred)
print("Testing score is %5.3f" % acc)
```
%% Cell type:code id: tags:
``` python
print("Explainer diagnostics")
print("\n")
exp = explainer.explain_instance(X_test.iloc[1,:], knnr.predict)
```
%% Cell type:code id: tags:
``` python
exp.as_pyplot_figure()
plt.xlabel('Lime values');
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
print("Explainer diagnostics")
print("\n")
exp = explainer.explain_instance(X_test.iloc[10,:], knnr.predict)
```
%% Cell type:code id: tags:
``` python
exp.as_pyplot_figure()
plt.xlabel('Lime values');
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
X_test_sample = X_test.sample(200)
explainer = shap.KernelExplainer(knnr.predict, X_test_sample)
shap_values = explainer.shap_values(X_test_sample)
```
%%%% Output: display_data
%% Cell type:code id: tags:
``` python
shap.summary_plot(shap_values, X_test_sample, plot_type="bar")
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
shap.summary_plot(shap_values, X_test_sample)
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
shap.dependence_plot("Diameter", shap_values, X_test_sample, interaction_index='Height')
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
```
......
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