forked from kubapok/retroc2
20k train data
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15
run.ipynb
15
run.ipynb
@ -132,7 +132,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 8,
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"id": "3bc8418b-64f1-4163-a0ec-8e3293032341",
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"metadata": {},
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"outputs": [],
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@ -152,10 +152,19 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 9,
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"id": "a18aea56-7fa1-40bd-8aa3-bbaf9d66d6b7",
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"metadata": {},
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"outputs": [],
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[NbConvertApp] Converting notebook run.ipynb to script\n",
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"[NbConvertApp] Writing 1608 bytes to run.py\n"
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]
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}
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],
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"source": [
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"!jupyter nbconvert --to script run.ipynb"
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]
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8
run.py
8
run.py
@ -19,7 +19,7 @@ from sklearn.pipeline import make_pipeline
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train = pd.read_csv('train/train.tsv', header=None, sep='\t', error_bad_lines=False)
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print(len(train))
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train = train.head(20000)
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train = train.head(100000)
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# In[3]:
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@ -39,14 +39,14 @@ x_dev[20000] = "a ten tekst jest najbardziej testowy"
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y_dev = pd.read_csv('dev-0/expected.tsv', header=None, sep='\t')
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# In[5]:
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# In[ ]:
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model = make_pipeline(TfidfVectorizer(), LinearRegression())
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model.fit(x_train, y_train)
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# In[6]:
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# In[ ]:
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dev_predicted = model.predict(x_dev)
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@ -59,7 +59,7 @@ dev_out = pd.read_csv('dev-0/out.tsv', header=None, sep='\t')
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dev_expected = pd.read_csv('dev-0/expected.tsv', header=None, sep='\t')
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# In[7]:
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# In[ ]:
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print(mean_squared_error(dev_out, dev_expected))
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