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updates for latest versions #1

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updates for latest versions #1

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e14e486
Update basic_benchmark.py
kyleiwaniec Mar 19, 2016
6025be8
Update features.py
kyleiwaniec Mar 19, 2016
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4 changes: 2 additions & 2 deletions basic_benchmark.py
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Original file line number Diff line number Diff line change
Expand Up @@ -23,7 +23,7 @@ def main():
fea = features.extract_features(feature_names, data)

print("Training the model")
rf = RandomForestClassifier(n_estimators=50, verbose=2, compute_importances=True, n_jobs=-1)
rf = RandomForestClassifier(n_estimators=50, verbose=2, n_jobs=-1)
rf.fit(fea, data["OpenStatus"])

print("Reading test file and making predictions")
Expand All @@ -40,4 +40,4 @@ def main():
cu.write_submission(submission_file, probs)

if __name__=="__main__":
main()
main()
4 changes: 2 additions & 2 deletions features.py
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Expand Up @@ -27,7 +27,7 @@ def title_length(data):

def user_age(data):
return pd.DataFrame.from_dict({"UserAge": (data["PostCreationDate"]
- data["OwnerCreationDate"]).apply(lambda x: x.total_seconds())})
- data["OwnerCreationDate"]).apply(lambda x: x/np.timedelta64(1,'s'))})

###########################################################

Expand All @@ -52,4 +52,4 @@ def extract_features(feature_names, data):

data = cu.get_dataframe("C:\\Users\\Ben\\Temp\\StackOverflow\\train-sample.csv")
features = extract_features(feature_names, data)
print(features)
print(features)