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quoting=csv.QUOTE_NONE, error_bad_lines=False) +dev_y1 = pd.read_csv('dev-1/expected.tsv', header=None, sep='\t', quoting=csv.QUOTE_NONE, error_bad_lines=False) +test_x = pd.read_csv('test-A/in.tsv', header=None, sep='\t', quoting=csv.QUOTE_NONE, error_bad_lines=False) + + +# In[26]: + + +len(dev_y0[0]) + + +# In[27]: + + +len(dev_x0[0]) + + +# In[40]: + + +len(dev_y1[0]) + + +# In[41]: + + +len(dev_x1[0]) + + +# In[43]: + + +train_x = train[4] +train_y_mean = (train.iloc[:, 0] + train.iloc[:, 1])/2 + + +# In[49]: + + +train_y_mean = train_y_mean[:30000] +train_x = train_x[:30000] + + +# In[51]: + + +vectorizer = TfidfVectorizer() +X_train_tfidf = vectorizer.fit_transform(train_x) + + +# In[52]: + + +lm = LinearRegression() +lm.fit(X_train_tfidf,train_y_mean) + +X_dev0_= vectorizer.transform(dev_x0[0]) +X_dev1_ = vectorizer.transform(dev_x1[0]) +X_test_ = vectorizer.transform(test_x[0]) + + +# In[54]: + + +dev0_y_pred = lm.predict(X_dev0_) +dev1_y_pred = lm.predict(X_dev1_) +test_y_pred = lm.predict(X_test_) + + +# In[55]: + + +print(dev_y0[:19998]) + + +# In[58]: + + +rmse_dev0 = mean_squared_error(dev_y0, dev0_y_pred, squared=False) +rmse_dev1 = mean_squared_error(dev_y1,dev1_y_pred, squared = False) + +print(rmse_dev0, rmse_dev1) + + +# In[18]: + + +print(dev_y0[:10]) + + +# In[64]: + + +type(dev0_y_pred) + + +# In[65]: + + +np.savetxt("out.tsv",dev0_y_pred, delimiter="\t", fmt='%1.8f') + + +# In[66]: + + +np.savetxt("out.tsv",dev1_y_pred, delimiter="\t", fmt='%1.8f') + + +# In[67]: + + +np.savetxt("out.tsv",test_y_pred, delimiter="\t", fmt='%1.8f') + + +# In[ ]: + + + + diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..cb348a3 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,14220 @@ +1980.59422588 +1864.05843655 +1900.88540029 +1928.26227191 +1876.97124872 +1863.28445115 +1888.36530382 +1969.64367201 +1922.89651442 +1929.38828771 +1919.87483322 +1995.98204182 +1932.49021980 +1949.26045804 +1907.62247162 +1906.50951860 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