diff --git a/jupyter_english/topic04_linear_models/topic4_linear_models_part4_good_bad_logit_movie_reviews_XOR.ipynb b/jupyter_english/topic04_linear_models/topic4_linear_models_part4_good_bad_logit_movie_reviews_XOR.ipynb index 0aa3aa37ce..47d296d746 100644 --- a/jupyter_english/topic04_linear_models/topic4_linear_models_part4_good_bad_logit_movie_reviews_XOR.ipynb +++ b/jupyter_english/topic04_linear_models/topic4_linear_models_part4_good_bad_logit_movie_reviews_XOR.ipynb @@ -55,22 +55,58 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**To get started, download the dataset [here](http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz) (direct download link). The dataset is briefly described [here](http://ai.stanford.edu/~amaas/data/sentiment/). There are 12.5k of good and bad reviews in the test and training sets.**" + "**To get started, we automatically download the dataset from [here](http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz) and unarchive it along with the rest of datasets in the data folder. The dataset is briefly described [here](http://ai.stanford.edu/~amaas/data/sentiment/). There are 12.5k of good and bad reviews in the test and training sets.**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Will download the dataset from http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz\n" + ] + } + ], + "source": [ + "from io import BytesIO\n", + "import requests\n", + "import tarfile\n", + "\n", + "url = \"http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz\"\n", + "\n", + "def load_imdb_dataset(extract_path=\"../../data\", overwrite=False):\n", + " #check if existed already\n", + " if os.path.isfile(os.path.join(extract_path, \"aclImdb\", \"README\")) and not overwrite:\n", + " print(\"IMDB dataset is already in place.\")\n", + " return\n", + " \n", + " print(\"Downloading the dataset from: \", url)\n", + " response = requests.get(url)\n", + " \n", + " tar = tarfile.open(mode= \"r:gz\", fileobj = BytesIO(response.content))\n", + " \n", + " data = tar.extractall(extract_path)\n", + " \n", + "load_imdb_dataset()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ - "# Uncomment this to load data from downloaded tar.gz archive.\n", - "# change this path\n", - "PATH_TO_IMDB = '/Users/y.kashnitsky/Documents/Machine_learning/datasets/aclImdb/'\n", + "#change if you have it in alternative location\n", + "PATH_TO_IMDB = \"../../data/aclImdb\"\n", + "\n", "reviews_train = load_files(os.path.join(PATH_TO_IMDB, \"train\"),\n", " categories=['pos', 'neg'])\n", "text_train, y_train = reviews_train.data, reviews_train.target\n", - "# change the path to the file\n", + "\n", "reviews_test = load_files(os.path.join(PATH_TO_IMDB, \"test\"),\n", " categories=['pos', 'neg'])\n", "text_test, y_test = reviews_test.data, reviews_test.target" @@ -78,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -126,8 +162,10 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 6, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -143,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -152,7 +190,7 @@ "0" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -163,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -172,7 +210,7 @@ "b'Everyone plays their part pretty well in this \"little nice movie\". Belushi gets the chance to live part of his life differently, but ends up realizing that what he had was going to be just as good or maybe even better. The movie shows us that we ought to take advantage of the opportunities we have, not the ones we do not or cannot have. If U can get this movie on video for around $10, it\\xc2\\xb4d be an investment!'" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -183,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -192,7 +230,7 @@ "1" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -203,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -234,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -243,7 +281,7 @@ "74849" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -264,9 +302,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -294,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -304,7 +342,7 @@ "\twith 3445861 stored elements in Compressed Sparse Row format>" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -323,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -340,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -350,7 +388,7 @@ " 66562], dtype=int32)" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -361,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -372,7 +410,7 @@ " 66562], dtype=int32))" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -406,15 +444,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 860 ms, sys: 149 ms, total: 1.01 s\n", - "Wall time: 3.1 s\n" + "CPU times: user 29.7 ms, sys: 69.7 ms, total: 99.4 ms\n", + "Wall time: 2.82 s\n" ] } ], @@ -433,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -442,7 +480,7 @@ "(0.981, 0.864)" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -460,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -480,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -495,12 +533,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -522,16 +560,24 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "0.86432\n", - "CPU times: user 19.6 s, sys: 570 ms, total: 20.2 s\n", - "Wall time: 11.9 s\n" + "0.86396\n", + "CPU times: user 19.7 s, sys: 6.57 s, total: 26.3 s\n", + "Wall time: 9.26 s\n" ] } ], @@ -552,15 +598,23 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 15 s, sys: 1.39 s, total: 16.3 s\n", - "Wall time: 1min 4s\n" + "CPU times: user 17.3 s, sys: 6.6 s, total: 23.9 s\n", + "Wall time: 39.5 s\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n" ] } ], @@ -569,7 +623,9 @@ "from sklearn.model_selection import GridSearchCV\n", "\n", "param_grid_logit = {'logisticregression__C': np.logspace(-5, 0, 6)}\n", - "grid_logit = GridSearchCV(text_pipe_logit, param_grid_logit, \n", + "grid_logit = GridSearchCV(text_pipe_logit, \n", + " param_grid_logit, \n", + " return_train_score=True, \n", " cv=3, n_jobs=-1)\n", "\n", "grid_logit.fit(text_train, y_train)" @@ -584,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -593,7 +649,7 @@ "({'logisticregression__C': 0.1}, 0.8848)" ] }, - "execution_count": 29, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -604,20 +660,14 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, + "execution_count": 26, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/y.kashnitsky/anaconda3/lib/python3.6/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('mean_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", - " warnings.warn(*warn_args, **warn_kwargs)\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -639,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -648,7 +698,7 @@ "0.87812" ] }, - "execution_count": 31, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -666,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -675,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -685,15 +735,15 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3min 21s, sys: 1.14 s, total: 3min 22s\n", - "Wall time: 30.3 s\n" + "CPU times: user 1min 27s, sys: 77.3 ms, total: 1min 27s\n", + "Wall time: 16.4 s\n" ] }, { @@ -707,7 +757,7 @@ " oob_score=False, random_state=17, verbose=0, warm_start=False)" ] }, - "execution_count": 34, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -719,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -728,7 +778,7 @@ "0.855" ] }, - "execution_count": 35, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -757,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -769,12 +819,12 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -796,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -825,22 +875,22 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/y.kashnitsky/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:1173: UserWarning: No contour levels were found within the data range.\n", + "/opt/conda/lib/python3.6/site-packages/matplotlib/contour.py:1230: UserWarning: No contour levels were found within the data range.\n", " warnings.warn(\"No contour levels were found\"\n", - "/Users/y.kashnitsky/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:960: UserWarning: The following kwargs were not used by contour: 'linetypes'\n", + "/opt/conda/lib/python3.6/site-packages/matplotlib/contour.py:1004: UserWarning: The following kwargs were not used by contour: 'linetypes'\n", " s)\n" ] }, { 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\n", + "image/png": 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\n", 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" ] @@ -850,7 +900,7 @@ } ], "source": [ - "plot_boundary(LogisticRegression(), X, y,\n", + "plot_boundary(LogisticRegression(solver='lbfgs'), X, y,\n", " \"Logistic Regression, XOR problem\")" ] }, @@ -863,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -873,32 +923,32 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "logit_pipe = Pipeline([('poly', PolynomialFeatures(degree=2)), \n", - " ('logit', LogisticRegression())])" + " ('logit', LogisticRegression(solver='lbfgs' ))])" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/y.kashnitsky/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:1173: UserWarning: No contour levels were found within the data range.\n", + "/opt/conda/lib/python3.6/site-packages/matplotlib/contour.py:1230: UserWarning: No contour levels were found within the data range.\n", " warnings.warn(\"No contour levels were found\"\n", - "/Users/y.kashnitsky/anaconda3/lib/python3.6/site-packages/matplotlib/contour.py:960: UserWarning: The following kwargs were not used by contour: 'linetypes'\n", + "/opt/conda/lib/python3.6/site-packages/matplotlib/contour.py:1004: UserWarning: The following kwargs were not used by contour: 'linetypes'\n", " s)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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