From d4385b00bc53d40f33327e493fa86f4b5afc2dfb Mon Sep 17 00:00:00 2001 From: Dimitar Trajanov Date: Wed, 21 Feb 2024 01:47:24 +0100 Subject: [PATCH] Update --- ...Spark-Example-19-Logistic-Regression.ipynb | 48 +- ...Spark-Example-20b-Imbalanced-Classes.ipynb | 34 +- .../Spark-Example-22-Mllib-Clustering.ipynb | 123 +--- .../Spark-Example-22a-Mllib-Recomender.ipynb | 73 +-- ...ark-Example-23-Mllib-Sentiment Model.ipynb | 528 ++++++++++-------- 5 files changed, 417 insertions(+), 389 deletions(-) diff --git a/Notebooks/Spark-Example-19-Logistic-Regression.ipynb b/Notebooks/Spark-Example-19-Logistic-Regression.ipynb index b8e1df4..f189312 100644 --- a/Notebooks/Spark-Example-19-Logistic-Regression.ipynb +++ b/Notebooks/Spark-Example-19-Logistic-Regression.ipynb @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -74,14 +74,6 @@ "spark = SparkSession(sparkContext=sc)" ] }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Gradient Descent in Python" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -92,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -132,12 +124,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -169,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -180,7 +172,7 @@ " (0, array([ -0.86104732, -10.42137477, 1. ]))]" ] }, - "execution_count": 5, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -204,7 +196,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Logistic Regression Gradient Descent in PySpark" + "# Gradient Descent Logistic Regression in PySpark" ] }, { @@ -234,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -291,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -343,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -354,7 +346,7 @@ " (1, array([ 0.10996697, -3.83318403, 1. ]))]" ] }, - "execution_count": 8, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -368,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -417,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -434,7 +426,7 @@ } ], "source": [ - "# Create an RDD wiht the true value and the predicted value (true, predicted)\n", + "# Create an RDD with the true value and the predicted value (true, predicted)\n", "predictions = testdata1.map(lambda x: (x[0], 1 if np.dot(x[1],parameter_vector_sgd)>0 else 0))\n", "\n", "# predictions = (1, 1) (0, 1) ...\n", @@ -474,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -531,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -583,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -638,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -683,7 +675,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -700,7 +692,7 @@ } ], "source": [ - "# Create an RDD wiht the true value and the predicted value (true, predicted)\n", + "# Create an RDD with the true value and the predicted value (true, predicted)\n", "predictions = testdata1.map(lambda x: (x[0], 1 if np.dot(x[1],weights)>0 else 0))\n", "\n", "# predictions = (1, 1) (0, 1) ...\n", diff --git a/Notebooks/Spark-Example-20b-Imbalanced-Classes.ipynb b/Notebooks/Spark-Example-20b-Imbalanced-Classes.ipynb index c23fc6c..fad2ce2 100644 --- a/Notebooks/Spark-Example-20b-Imbalanced-Classes.ipynb +++ b/Notebooks/Spark-Example-20b-Imbalanced-Classes.ipynb @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -56,7 +56,7 @@ "[99000, 1000]" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -90,12 +90,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -489,7 +489,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "metadata": { "scrolled": true }, @@ -542,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -594,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -605,7 +605,7 @@ " (0, array([ -2.16338454, -12.02110725, 1. ]))]" ] }, - "execution_count": 15, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -619,14 +619,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 0.27765989 0.14798432 -0.01031385] [0.29367589 0.1472093 0.25948579]\n" + "[ 0.32493528 0.20574032 -0.0680822 ] [0.36890242 0.20178211 0.3839993 ]\n" ] } ], @@ -644,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -695,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { diff --git a/Notebooks/Spark-Example-22-Mllib-Clustering.ipynb b/Notebooks/Spark-Example-22-Mllib-Clustering.ipynb index 4021816..ec15ecf 100644 --- a/Notebooks/Spark-Example-22-Mllib-Clustering.ipynb +++ b/Notebooks/Spark-Example-22-Mllib-Clustering.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -223,8 +223,8 @@ "" ], "text/plain": [ - " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \\\n", - "0 ar Argentina 4760 3154 1606 \n", + " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \n", + "0 ar Argentina 4760 3154 1606 \\\n", "1 au Australia 6114 4050 2064 \n", "2 at Austria 5640 3779 1861 \n", "3 be Belgium 4990 3374 1616 \n", @@ -252,7 +252,7 @@ "[65 rows x 8 columns]" ] }, - "execution_count": 16, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -275,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -340,12 +340,12 @@ "" ], "text/plain": [ - " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \\\n", - "0 ar Argentina 4760 3154 1606 \n", + " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \n", + "0 ar Argentina 4760 3154 1606 \\\n", "1 au Australia 6114 4050 2064 \n", "\n", - " Cost_Per_Month_Basic Cost_Per_Month_Standard Cost_Per_Month_Premium \\\n", - "0 3.74 6.30 9.26 \n", + " Cost_Per_Month_Basic Cost_Per_Month_Standard Cost_Per_Month_Premium \n", + "0 3.74 6.30 9.26 \\\n", "1 7.84 12.12 16.39 \n", "\n", " features \n", @@ -353,7 +353,7 @@ "1 [6114.0, 4050.0, 2064.0, 7.84, 12.12, 16.39] " ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -448,12 +448,12 @@ "" ], "text/plain": [ - " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \\\n", - "0 ar Argentina 4760 3154 1606 \n", + " Country_Code Country Total_Library_Size Num_TV_Shows Num_Movies \n", + "0 ar Argentina 4760 3154 1606 \\\n", "1 au Australia 6114 4050 2064 \n", "\n", - " Cost_Per_Month_Basic Cost_Per_Month_Standard Cost_Per_Month_Premium \\\n", - "0 3.74 6.30 9.26 \n", + " Cost_Per_Month_Basic Cost_Per_Month_Standard Cost_Per_Month_Premium \n", + "0 3.74 6.30 9.26 \\\n", "1 7.84 12.12 16.39 \n", "\n", " features prediction \n", @@ -461,7 +461,7 @@ "1 [6114.0, 4050.0, 2064.0, 7.84, 12.12, 16.39] 1 " ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -480,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -505,12 +505,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -533,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -549,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -574,12 +574,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -593,85 +593,22 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Hierarchical Clustering\n", - "Bisecting k-means is a kind of hierarchical clustering using a divisive (or “top-down”) approach: all observations start in one cluster, and splits are performed recursively as one moves down the hierarchy.\n", + "## Bisecting K-Means\n", + "Bisecting K-Means is a specialized variant of the K-Means clustering algorithm, adapted to create a hierarchical cluster structure. The algorithm starts with one large cluster containing all data points and iteratively bisects the clusters using standard K-Means. \n", + "\n", + "This process continues until a predetermined number of $k$ leaf clusters are achieved or no clusters are left that can be divided further. \n", "\n", - "Bisecting K-means can often be much faster than regular K-means, but it will generally produce a different clustering." + "The algorithm has been particularly optimized for parallel computation in PySpark's BisectingKMeans class, where bisecting steps for clusters at the same hierarchical level are grouped to enhance parallelism. If the bisecting process could potentially create more than $k$ leaf clusters, the algorithm gives priority to bisecting larger clusters." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], - "source": [ - "from pyspark.ml.clustering import BisectingKMeans\n", - "bkm =BisectingKMeans(featuresCol='features', k=3, distanceMeasure=\"euclidean\") \n", - "model=bkm.fit(data)\n", - "predictions=model.transform(data)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cluster 0\n", - "['Croatia', 'Finland', 'Indonesia', 'Liechtenstein', 'Moldova', 'San Marino']\n", - "Cluster 1\n", - "['Argentina', 'Belgium', 'Bolivia', 'Brazil', 'Chile', 'Colombia', 'Costa Rica', 'Denmark', 'Ecuador', 'Greece', 'Guatemala', 'Honduras', 'Hong Kong', 'Italy', 'Mexico', 'Norway', 'Paraguay', 'Peru', 'Poland', 'Portugal', 'South Korea', 'Spain', 'Sweden', 'Taiwan', 'Thailand', 'Turkey', 'Ukraine', 'Uruguay', 'Venezuela']\n", - "Cluster 2\n", - "['Australia', 'Austria', 'Bulgaria', 'Canada', 'Czechia', 'Estonia', 'France', 'Germany', 'Gibraltar', 'Hungary', 'Iceland', 'India', 'Ireland', 'Israel', 'Japan', 'Latvia', 'Lithuania', 'Malaysia', 'Monaco', 'Netherlands', 'New Zealand', 'Philippines', 'Romania', 'Russia', 'Singapore', 'Slovakia', 'South Africa', 'Switzerland', 'United Kingdom', 'United States']\n" - ] - } - ], - "source": [ - "for i in range(num_clusters):\n", - " print(\"Cluster\",i)\n", - " c = predictions.filter(F.col(\"prediction\")== i).select(\"Country\").rdd.map(tuple).map(lambda x: x[0]).collect()\n", - " print(c)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_clustering(data,predictions)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Bisecting K-Means\n", - "Bisecting K-Means is a specialized variant of the K-Means clustering algorithm, adapted to create a hierarchical cluster structure. The algorithm starts with one large cluster containing all data points and iteratively bisects the clusters using standard K-Means. This process continues until a predetermined number of $k$ leaf clusters are achieved or no clusters are left that can be divided further. The algorithm has been particularly optimized for parallel computation in PySpark's BisectingKMeans class, where bisecting steps for clusters at the same hierarchical level are grouped to enhance parallelism. If the bisecting process could potentially create more than $k$ leaf clusters, the algorithm gives priority to bisecting larger clusters." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, "outputs": [ { "name": "stdout", @@ -687,7 +624,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/Notebooks/Spark-Example-22a-Mllib-Recomender.ipynb b/Notebooks/Spark-Example-22a-Mllib-Recomender.ipynb index 8e7fd60..bd2a94f 100644 --- a/Notebooks/Spark-Example-22a-Mllib-Recomender.ipynb +++ b/Notebooks/Spark-Example-22a-Mllib-Recomender.ipynb @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -105,9 +105,18 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Spark\\spark-3.2.2-bin-hadoop3.2\\python\\pyspark\\sql\\context.py:125: FutureWarning: Deprecated in 3.0.0. Use SparkSession.builder.getOrCreate() instead.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# Create an ALS model\n", "als = ALS(maxIter=10, regParam=0.01, userCol=\"userId\", itemCol=\"movieId\", \n", @@ -128,14 +137,14 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Root-mean-square error = 1.1084889040192045\n" + "Root-mean-square error = 1.1165104135074504\n" ] } ], @@ -151,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -194,20 +203,20 @@ "+----------------------------------------------------+-----------------------------------------------+------+\n", "\n", "Top 10 recommendations for user with id 2\n", - "+------------------------------------------+----------------------+---------+\n", - "|title |genres |rating |\n", - "+------------------------------------------+----------------------+---------+\n", - "|Melancholia (2011) |Drama|Sci-Fi |7.194734 |\n", - "|I Now Pronounce You Chuck and Larry (2007)|Comedy|Romance |7.02486 |\n", - "|Presumed Innocent (1990) |Crime|Drama|Thriller |6.7362227|\n", - "|Inland Empire (2006) |Drama|Mystery|Thriller|6.6720815|\n", - "|Wet Hot American Summer (2001) |Comedy |6.627207 |\n", - "|Ted (2012) |Comedy|Fantasy |6.38904 |\n", - "|Big Hit, The (1998) |Action|Comedy|Crime |6.366472 |\n", - "|Goods: Live Hard, Sell Hard, The (2009) |Comedy |6.3511667|\n", - "|U.S. Marshals (1998) |Action|Crime|Thriller |6.350479 |\n", - "|Johnny English (2003) |Action|Comedy|Thriller|6.30307 |\n", - "+------------------------------------------+----------------------+---------+\n", + "+----------------------------------------------+--------------------------------------------------+---------+\n", + "|title |genres |rating |\n", + "+----------------------------------------------+--------------------------------------------------+---------+\n", + "|Home (2015) |Adventure|Animation|Children|Comedy|Fantasy|Sci-Fi|7.6710367|\n", + "|P.S. I Love You (2007) |Comedy|Drama|Romance |7.432799 |\n", + "|Midnight in the Garden of Good and Evil (1997)|Crime|Drama|Mystery |7.13212 |\n", + "|One Crazy Summer (1986) |Comedy |7.0771427|\n", + "|Ready to Rumble (2000) |Comedy |7.006646 |\n", + "|Accepted (2006) |Comedy |6.941869 |\n", + "|Winnie the Pooh and the Blustery Day (1968) |Animation|Children|Musical |6.94146 |\n", + "|Minions (2015) |Adventure|Animation|Children|Comedy |6.838095 |\n", + "|Lost Boys, The (1987) |Comedy|Horror|Thriller |6.8316426|\n", + "|'burbs, The (1989) |Comedy |6.8068523|\n", + "+----------------------------------------------+--------------------------------------------------+---------+\n", "\n" ] } @@ -234,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -245,16 +254,16 @@ "+-------+------+---------+\n", "|movieId|userId|rating |\n", "+-------+------+---------+\n", - "|2 |557 |5.914295 |\n", - "|2 |364 |5.5464435|\n", - "|2 |498 |5.3732324|\n", - "|2 |485 |5.332339 |\n", - "|2 |538 |5.2119656|\n", - "|2 |344 |5.205458 |\n", - "|2 |584 |5.1301875|\n", - "|2 |519 |5.1230307|\n", - "|2 |543 |5.101218 |\n", - "|2 |392 |5.030307 |\n", + "|2 |542 |6.158572 |\n", + "|2 |557 |5.6069818|\n", + "|2 |327 |5.50719 |\n", + "|2 |485 |5.4432106|\n", + "|2 |35 |5.348544 |\n", + "|2 |364 |5.3397155|\n", + "|2 |423 |5.312188 |\n", + "|2 |543 |5.256381 |\n", + "|2 |584 |5.23033 |\n", + "|2 |506 |5.1714926|\n", "+-------+------+---------+\n", "\n" ] diff --git a/Notebooks/Spark-Example-23-Mllib-Sentiment Model.ipynb b/Notebooks/Spark-Example-23-Mllib-Sentiment Model.ipynb index d5eccec..dd8d13a 100644 --- a/Notebooks/Spark-Example-23-Mllib-Sentiment Model.ipynb +++ b/Notebooks/Spark-Example-23-Mllib-Sentiment Model.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -176,21 +176,21 @@ " This movie is a disgrace to the Major League F...\n", " negative\n", " 0\n", - " This movie disgrace the Major League Franch...\n", + " this movie disgrace the major league franch...\n", " \n", " \n", " 12645\n", " John Garfield plays a Marine who is blinded by...\n", " positive\n", " 1\n", - " John Garfield plays Marine who blinded gre...\n", + " john garfield plays marine who blinded gre...\n", " \n", " \n", " 12646\n", " Bad plot, bad dialogue, bad acting, idiotic di...\n", " negative\n", " 0\n", - " Bad plot bad dialogue bad acting idiotic direc...\n", + " bad plot bad dialogue bad acting idiotic direc...\n", " \n", " \n", " 12647\n", @@ -204,8 +204,8 @@ "" ], "text/plain": [ - " text sentiment label \\\n", - "12643 To be hones, I used to like this show and watc... negative 0 \n", + " text sentiment label \n", + "12643 To be hones, I used to like this show and watc... negative 0 \\\n", "12644 This movie is a disgrace to the Major League F... negative 0 \n", "12645 John Garfield plays a Marine who is blinded by... positive 1 \n", "12646 Bad plot, bad dialogue, bad acting, idiotic di... negative 0 \n", @@ -213,13 +213,13 @@ "\n", " text_c \n", "12643 hones used like this show and watch regul... \n", - "12644 This movie disgrace the Major League Franch... \n", - "12645 John Garfield plays Marine who blinded gre... \n", - "12646 Bad plot bad dialogue bad acting idiotic direc... \n", + "12644 this movie disgrace the major league franch... \n", + "12645 john garfield plays marine who blinded gre... \n", + "12646 bad plot bad dialogue bad acting idiotic direc... \n", "12647 going have disagree with the previous comme... " ] }, - "execution_count": 50, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -231,6 +231,8 @@ "df0 = df0.withColumn(\"text_c\", F.regexp_replace(\"text_c\", r\"[^a-zA-Z ]\", \"\"))\n", "# Remove words 1, 2 char\n", "df0 = df0.withColumn(\"text_c\", F.regexp_replace(\"text_c\", r\"\\b\\w{1,2}\\b\", \"\"))\n", + "# to lower case\n", + "df0 = df0.withColumn(\"text_c\", F.lower(F.col(\"text_c\")))\n", "df0.toPandas().tail(5)" ] }, @@ -251,30 +253,118 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
textsentimentlabeltext_c
12643To be hones, I used to like this show and watc...negative0hone use like this show and watch reg...
12644This movie is a disgrace to the Major League F...negative0this movie disgrace the major league fran...
12645John Garfield plays a Marine who is blinded by...positive1john garfield play marine who blind gre...
12646Bad plot, bad dialogue, bad acting, idiotic di...negative0bad plot bad dialogue bad act idiotic direct t...
12647I'm going to have to disagree with the previou...negative0go have disagree with the previous comme...
\n", + "
" + ], + "text/plain": [ + " text sentiment label \n", + "12643 To be hones, I used to like this show and watc... negative 0 \\\n", + "12644 This movie is a disgrace to the Major League F... negative 0 \n", + "12645 John Garfield plays a Marine who is blinded by... positive 1 \n", + "12646 Bad plot, bad dialogue, bad acting, idiotic di... negative 0 \n", + "12647 I'm going to have to disagree with the previou... negative 0 \n", + "\n", + " text_c \n", + "12643 hone use like this show and watch reg... \n", + "12644 this movie disgrace the major league fran... \n", + "12645 john garfield play marine who blind gre... \n", + "12646 bad plot bad dialogue bad act idiotic direct t... \n", + "12647 go have disagree with the previous comme... " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# import spacy\n", - "# from pyspark.sql.functions import udf\n", - "# from pyspark.sql.types import StringType\n", + "import spacy\n", + "from pyspark.sql.functions import udf\n", + "from pyspark.sql.types import StringType\n", "\n", - "# # Load the spaCy model\n", - "# nlp = spacy.load(\"en_core_web_sm\", disable=[\"parser\", \"ner\"])\n", + "# Load the spaCy model\n", + "nlp = spacy.load(\"en_core_web_sm\", disable=[\"parser\", \"ner\"])\n", "\n", - "# # Define a function to apply the lemmatizer to a text\n", - "# def lemmatize_text(text):\n", - "# doc = nlp(text)\n", - "# lemmas = [token.lemma_ for token in doc]\n", - "# return \" \".join(lemmas)\n", + "# Define a function to apply the lemmatizer to a text\n", + "def lemmatize_text(text):\n", + " doc = nlp(text)\n", + " lemmas = [token.lemma_ for token in doc]\n", + " return \" \".join(lemmas)\n", "\n", - "# # Define a UDF to apply the lemmatizer to a column\n", - "# lemmatize_udf = udf(lemmatize_text, StringType())\n", + "# Define a UDF to apply the lemmatizer to a column\n", + "lemmatize_udf = udf(lemmatize_text, StringType())\n", "\n", - "# # Apply the UDF to a DataFrame column\n", - "# df0 = df0.withColumn(\"text_c\", lemmatize_udf(df0[\"text_c\"]))\n", + "# Apply the UDF to a DataFrame column\n", + "df0 = df0.withColumn(\"text_c\", lemmatize_udf(df0[\"text_c\"]))\n", "\n", - "# # Caching must be used !!!!!!\n", - "# df0 = df0.cache()\n", - "# df0.toPandas().tail(5)" + "# Caching must be used !!!!!!\n", + "df0 = df0.cache()\n", + "df0.toPandas().tail(5)" ] }, { @@ -287,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -320,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -344,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -354,11 +444,11 @@ "+--------------------+---------+-----+--------------------+------------------+\n", "| text|sentiment|label| text_c| weight|\n", "+--------------------+---------+-----+--------------------+------------------+\n", - "| Så som i himmele...| positive| 1| som himmelen ...|0.5060074847350797|\n", - "| While sporadical...| negative| 0| While sporadical...|0.4939925152649202|\n", - "|'Blue Desert' may...| negative| 0|Blue Desert may h...|0.4939925152649202|\n", - "|'Checking Out' is...| positive| 1|Checking Out ex...|0.5060074847350797|\n", - "|'Presque Rien' ('...| positive| 1|Presque Rien Come...|0.5060074847350797|\n", + "| Så som i himmele...| positive| 1| som himmelen...|0.5060074847350797|\n", + "| While sporadical...| negative| 0| while sporadica...|0.4939925152649202|\n", + "|'Blue Desert' may...| negative| 0|blue desert may h...|0.4939925152649202|\n", + "|'Checking Out' is...| positive| 1|check out extr...|0.5060074847350797|\n", + "|'Presque Rien' ('...| positive| 1|presque rien come...|0.5060074847350797|\n", "+--------------------+---------+-----+--------------------+------------------+\n", "only showing top 5 rows\n", "\n" @@ -372,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -406,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -424,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -475,110 +565,110 @@ " Så som i himmelen .. as above so below.. tha...\n", " positive\n", " 1\n", - " som himmelen above below that very spec...\n", + " som himmelen above below that very ...\n", " 0.506007\n", - " [, , som, , himmelen, , , , above, , below, th...\n", - " [, , som, , himmelen, , , , , special, point, ...\n", - " (43.0, 0.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...\n", - " (0.008469568670282307, 0.0, 2.4572384294370635...\n", + " [, , , som, , , himmelen, , , , , above, , , b...\n", + " [, , , som, , , himmelen, , , , , , , special,...\n", + " (77.0, 0.0, 4.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0,...\n", + " (0.015166436921203202, 0.0, 2.144354902634974,...\n", " \n", " \n", " 1\n", " While sporadically engrossing (including a fe...\n", " negative\n", " 0\n", - " While sporadically engrossing including few ...\n", + " while sporadically engross include few eff...\n", " 0.493993\n", - " [, while, sporadically, engrossing, including,...\n", - " [, sporadically, engrossing, including, , effe...\n", - " (38.0, 0.0, 3.0, 0.0, 3.0, 0.0, 0.0, 0.0, 0.0,...\n", - " (0.0074847351039704114, 0.0, 1.842928822077797...\n", + " [, , while, sporadically, engross, include, , ...\n", + " [, , sporadically, engross, include, , , effec...\n", + " (72.0, 0.0, 3.0, 0.0, 0.0, 0.0, 3.0, 0.0, 0.0,...\n", + " (0.014181603354891307, 0.0, 1.6082661769762305...\n", " \n", " \n", " 2\n", " 'Blue Desert' may have had the potential to be...\n", " negative\n", " 0\n", - " Blue Desert may have had the potential even ...\n", + " blue desert may have have the potential eve...\n", " 0.493993\n", - " [blue, desert, may, have, had, the, potential,...\n", - " [blue, desert, may, potential, , , even, , hal...\n", - " (52.0, 2.0, 1.0, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0,...\n", - " (0.010242269089643721, 1.0085643367770025, 0.6...\n", + " [blue, desert, may, have, have, the, potential...\n", + " [blue, desert, may, potential, , , , even, , ,...\n", + " (93.0, 2.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0,...\n", + " (0.01831790433340127, 0.8892534776237404, 0.53...\n", " \n", " \n", " 3\n", " 'Checking Out' is an extraordinary film that t...\n", " positive\n", " 1\n", - " Checking Out extraordinary film that towers ...\n", + " check out extraordinary film that tower abo...\n", " 0.506007\n", - " [checking, out, , , extraordinary, film, that,...\n", - " [checking, , , extraordinary, film, towers, fi...\n", - " (21.0, 0.0, 3.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0,...\n", - " (0.004136300978509964, 0.0, 1.8429288220777975...\n", + " [check, out, , , , extraordinary, film, that, ...\n", + " [check, , , , extraordinary, film, tower, film...\n", + " (40.0, 0.0, 3.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0,...\n", + " (0.00787866853049517, 0.0, 1.6082661769762305,...\n", " \n", " \n", " 4\n", " 'Presque Rien' ('Come Undone') is an earlier w...\n", " positive\n", " 1\n", - " Presque Rien Come Undone earlier work the i...\n", + " presque rien come undo early work the ino...\n", " 0.506007\n", - " [presque, rien, come, undone, , , earlier, wor...\n", - " [presque, rien, come, undone, , , earlier, wor...\n", - " (123.0, 0.0, 6.0, 3.0, 0.0, 0.0, 0.0, 8.0, 0.0...\n", - " (0.024226905731272647, 0.0, 3.685857644155595,...\n", + " [presque, rien, come, undo, , , , early, work,...\n", + " [presque, rien, come, undo, , , , early, work,...\n", + " (232.0, 0.0, 6.0, 3.0, 0.0, 2.0, 0.0, 0.0, 0.0...\n", + " (0.04569627747687199, 0.0, 3.216532353952461, ...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " text sentiment label \\\n", - "0 Så som i himmelen .. as above so below.. tha... positive 1 \n", + " text sentiment label \n", + "0 Så som i himmelen .. as above so below.. tha... positive 1 \\\n", "1 While sporadically engrossing (including a fe... negative 0 \n", "2 'Blue Desert' may have had the potential to be... negative 0 \n", "3 'Checking Out' is an extraordinary film that t... positive 1 \n", "4 'Presque Rien' ('Come Undone') is an earlier w... positive 1 \n", "\n", - " text_c weight \\\n", - "0 som himmelen above below that very spec... 0.506007 \n", - "1 While sporadically engrossing including few ... 0.493993 \n", - "2 Blue Desert may have had the potential even ... 0.493993 \n", - "3 Checking Out extraordinary film that towers ... 0.506007 \n", - "4 Presque Rien Come Undone earlier work the i... 0.506007 \n", + " text_c weight \n", + "0 som himmelen above below that very ... 0.506007 \\\n", + "1 while sporadically engross include few eff... 0.493993 \n", + "2 blue desert may have have the potential eve... 0.493993 \n", + "3 check out extraordinary film that tower abo... 0.506007 \n", + "4 presque rien come undo early work the ino... 0.506007 \n", "\n", - " words \\\n", - "0 [, , som, , himmelen, , , , above, , below, th... \n", - "1 [, while, sporadically, engrossing, including,... \n", - "2 [blue, desert, may, have, had, the, potential,... \n", - "3 [checking, out, , , extraordinary, film, that,... \n", - "4 [presque, rien, come, undone, , , earlier, wor... \n", + " words \n", + "0 [, , , som, , , himmelen, , , , , above, , , b... \\\n", + "1 [, , while, sporadically, engross, include, , ... \n", + "2 [blue, desert, may, have, have, the, potential... \n", + "3 [check, out, , , , extraordinary, film, that, ... \n", + "4 [presque, rien, come, undo, , , , early, work,... \n", "\n", - " filtered \\\n", - "0 [, , som, , himmelen, , , , , special, point, ... \n", - "1 [, sporadically, engrossing, including, , effe... \n", - "2 [blue, desert, may, potential, , , even, , hal... \n", - "3 [checking, , , extraordinary, film, towers, fi... \n", - "4 [presque, rien, come, undone, , , earlier, wor... \n", + " filtered \n", + "0 [, , , som, , , himmelen, , , , , , , special,... \\\n", + "1 [, , sporadically, engross, include, , , effec... \n", + "2 [blue, desert, may, potential, , , , even, , ,... \n", + "3 [check, , , , extraordinary, film, tower, film... \n", + "4 [presque, rien, come, undo, , , , early, work,... \n", "\n", - " rawFeatures \\\n", - "0 (43.0, 0.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,... \n", - "1 (38.0, 0.0, 3.0, 0.0, 3.0, 0.0, 0.0, 0.0, 0.0,... \n", - "2 (52.0, 2.0, 1.0, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0,... \n", - "3 (21.0, 0.0, 3.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0,... \n", - "4 (123.0, 0.0, 6.0, 3.0, 0.0, 0.0, 0.0, 8.0, 0.0... \n", + " rawFeatures \n", + "0 (77.0, 0.0, 4.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0,... \\\n", + "1 (72.0, 0.0, 3.0, 0.0, 0.0, 0.0, 3.0, 0.0, 0.0,... \n", + "2 (93.0, 2.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0,... \n", + "3 (40.0, 0.0, 3.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0,... \n", + "4 (232.0, 0.0, 6.0, 3.0, 0.0, 2.0, 0.0, 0.0, 0.0... \n", "\n", " featuresIDF \n", - "0 (0.008469568670282307, 0.0, 2.4572384294370635... \n", - "1 (0.0074847351039704114, 0.0, 1.842928822077797... \n", - "2 (0.010242269089643721, 1.0085643367770025, 0.6... \n", - "3 (0.004136300978509964, 0.0, 1.8429288220777975... \n", - "4 (0.024226905731272647, 0.0, 3.685857644155595,... " + "0 (0.015166436921203202, 0.0, 2.144354902634974,... \n", + "1 (0.014181603354891307, 0.0, 1.6082661769762305... \n", + "2 (0.01831790433340127, 0.8892534776237404, 0.53... \n", + "3 (0.00787866853049517, 0.0, 1.6082661769762305,... \n", + "4 (0.04569627747687199, 0.0, 3.216532353952461, ... " ] }, - "execution_count": 57, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -591,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -631,105 +721,105 @@ " 'Don't Look In the Basement' is so easy to kno...\n", " positive\n", " 1\n", - " Dont Look the Basement easy knock but the ...\n", - " [dont, look, , the, basement, , , easy, , knoc...\n", - " [dont, look, , basement, , , easy, , knock, tr...\n", - " (33.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0,...\n", - " (0.006499901537658516, 0.0, 0.0, 0.59092304052...\n", + " do not look the basement easy knock but...\n", + " [do, not, look, , , the, basement, , , , easy,...\n", + " [look, , , basement, , , , easy, , , knock, tr...\n", + " (63.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0,...\n", + " (0.012408902935529893, 0.0, 0.5360887256587435...\n", " \n", " \n", " 1\n", " *Flat SPOILERS* <br /><br />Five med students,...\n", " positive\n", " 1\n", - " Flat SPOILERS Five med students Nelson Kiefer ...\n", - " [flat, spoilers, five, med, students, nelson, ...\n", - " [flat, spoilers, five, med, students, nelson, ...\n", - " (35.0, 1.0, 0.0, 1.0, 1.0, 0.0, 2.0, 1.0, 0.0,...\n", - " (0.006893834964183274, 0.5042821683885013, 0.0...\n", + " flat spoiler five med student nelson kiefer su...\n", + " [flat, spoiler, five, med, student, nelson, ki...\n", + " [flat, spoiler, five, med, student, nelson, ki...\n", + " (67.0, 2.0, 0.0, 1.0, 2.0, 0.0, 1.0, 0.0, 2.0,...\n", + " (0.01319676978857941, 0.8892534776237404, 0.0,...\n", " \n", " \n", " 2\n", " .... may seem far fetched.... but there really...\n", " negative\n", " 0\n", - " may seem far fetched but there really was re...\n", - " [, may, seem, far, fetched, but, there, really...\n", - " [, may, seem, far, fetched, really, , real, li...\n", - " (38.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0,...\n", - " (0.0074847351039704114, 0.0, 0.0, 0.0, 0.79757...\n", + " may seem far fetched but there really be r...\n", + " [, , may, seem, far, fetched, but, there, real...\n", + " [, , may, seem, far, fetched, really, , , real...\n", + " (69.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0,...\n", + " (0.013590703215104168, 0.0, 0.0, 0.0, 0.0, 0.6...\n", " \n", " \n", " 3\n", " ...Our the grandpa's hour.<br /><br />More tha...\n", " positive\n", " 1\n", - " Our the grandpas hourMore than the gangsters i...\n", + " our the grandpas hourmore than the gangster it...\n", " [our, the, grandpas, hourmore, than, the, gang...\n", - " [grandpas, hourmore, gangsters, , detailed, de...\n", - " (19.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0,...\n", - " (0.0037423675519852057, 0.0, 0.614309607359265...\n", + " [grandpas, hourmore, gangster, , , detailed, d...\n", + " (36.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0,...\n", + " (0.007090801677445653, 0.0, 0.5360887256587435...\n", " \n", " \n", " 4\n", " ...but I regret having seen it. Since the rati...\n", " negative\n", " 0\n", - " but regret having seen Since the ratings IM...\n", - " [but, , regret, having, seen, , since, the, ra...\n", - " [, regret, seen, , since, ratings, , imdb, rel...\n", - " (42.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0,...\n", - " (0.008272601957019928, 0.0, 0.6143096073592659...\n", + " but regret have see since the rating imd...\n", + " [but, , , regret, have, see, , , since, the, r...\n", + " [, , regret, see, , , since, rating, , , imdb,...\n", + " (75.0, 2.0, 2.0, 1.0, 1.0, 0.0, 2.0, 0.0, 0.0,...\n", + " (0.014772503494678443, 0.8892534776237404, 1.0...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " text sentiment label \\\n", - "0 'Don't Look In the Basement' is so easy to kno... positive 1 \n", + " text sentiment label \n", + "0 'Don't Look In the Basement' is so easy to kno... positive 1 \\\n", "1 *Flat SPOILERS*

Five med students,... positive 1 \n", "2 .... may seem far fetched.... but there really... negative 0 \n", "3 ...Our the grandpa's hour.

More tha... positive 1 \n", "4 ...but I regret having seen it. Since the rati... negative 0 \n", "\n", - " text_c \\\n", - "0 Dont Look the Basement easy knock but the ... \n", - "1 Flat SPOILERS Five med students Nelson Kiefer ... \n", - "2 may seem far fetched but there really was re... \n", - "3 Our the grandpas hourMore than the gangsters i... \n", - "4 but regret having seen Since the ratings IM... \n", + " text_c \n", + "0 do not look the basement easy knock but... \\\n", + "1 flat spoiler five med student nelson kiefer su... \n", + "2 may seem far fetched but there really be r... \n", + "3 our the grandpas hourmore than the gangster it... \n", + "4 but regret have see since the rating imd... \n", "\n", - " words \\\n", - "0 [dont, look, , the, basement, , , easy, , knoc... \n", - "1 [flat, spoilers, five, med, students, nelson, ... \n", - "2 [, may, seem, far, fetched, but, there, really... \n", + " words \n", + "0 [do, not, look, , , the, basement, , , , easy,... \\\n", + "1 [flat, spoiler, five, med, student, nelson, ki... \n", + "2 [, , may, seem, far, fetched, but, there, real... \n", "3 [our, the, grandpas, hourmore, than, the, gang... \n", - "4 [but, , regret, having, seen, , since, the, ra... \n", + "4 [but, , , regret, have, see, , , since, the, r... \n", "\n", - " filtered \\\n", - "0 [dont, look, , basement, , , easy, , knock, tr... \n", - "1 [flat, spoilers, five, med, students, nelson, ... \n", - "2 [, may, seem, far, fetched, really, , real, li... \n", - "3 [grandpas, hourmore, gangsters, , detailed, de... \n", - "4 [, regret, seen, , since, ratings, , imdb, rel... \n", + " filtered \n", + "0 [look, , , basement, , , , easy, , , knock, tr... \\\n", + "1 [flat, spoiler, five, med, student, nelson, ki... \n", + "2 [, , may, seem, far, fetched, really, , , real... \n", + "3 [grandpas, hourmore, gangster, , , detailed, d... \n", + "4 [, , regret, see, , , since, rating, , , imdb,... \n", "\n", - " rawFeatures \\\n", - "0 (33.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0,... \n", - "1 (35.0, 1.0, 0.0, 1.0, 1.0, 0.0, 2.0, 1.0, 0.0,... \n", - "2 (38.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0,... \n", - "3 (19.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0,... \n", - "4 (42.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0,... \n", + " rawFeatures \n", + "0 (63.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0,... \\\n", + "1 (67.0, 2.0, 0.0, 1.0, 2.0, 0.0, 1.0, 0.0, 2.0,... \n", + "2 (69.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0,... \n", + "3 (36.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0,... \n", + "4 (75.0, 2.0, 2.0, 1.0, 1.0, 0.0, 2.0, 0.0, 0.0,... \n", "\n", " featuresIDF \n", - "0 (0.006499901537658516, 0.0, 0.0, 0.59092304052... \n", - "1 (0.006893834964183274, 0.5042821683885013, 0.0... \n", - "2 (0.0074847351039704114, 0.0, 0.0, 0.0, 0.79757... \n", - "3 (0.0037423675519852057, 0.0, 0.614309607359265... \n", - "4 (0.008272601957019928, 0.0, 0.6143096073592659... " + "0 (0.012408902935529893, 0.0, 0.5360887256587435... \n", + "1 (0.01319676978857941, 0.8892534776237404, 0.0,... \n", + "2 (0.013590703215104168, 0.0, 0.0, 0.0, 0.0, 0.6... \n", + "3 (0.007090801677445653, 0.0, 0.5360887256587435... \n", + "4 (0.014772503494678443, 0.8892534776237404, 1.0... " ] }, - "execution_count": 58, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -742,19 +832,19 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[Tokenizer_fd2fbe97cf6a,\n", - " StopWordsRemover_b28a7aead20e,\n", - " CountVectorizerModel: uid=CountVectorizer_ced36f4efa0e, vocabularySize=1000,\n", - " IDFModel: uid=IDF_515eaa831f6e, numDocs=10154, numFeatures=1000]" + "[Tokenizer_b543b64c1b16,\n", + " StopWordsRemover_148bc02a1388,\n", + " CountVectorizerModel: uid=CountVectorizer_580bcdf47efc, vocabularySize=1000,\n", + " IDFModel: uid=IDF_0f2f440c8701, numDocs=10154, numFeatures=1000]" ] }, - "execution_count": 59, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -766,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -776,25 +866,25 @@ " 'movie',\n", " 'film',\n", " 'one',\n", + " 'see',\n", + " 'make',\n", " 'like',\n", " 'good',\n", - " 'even',\n", - " 'time',\n", - " 'really',\n", - " 'see',\n", - " 'story',\n", - " 'much',\n", - " 'well',\n", " 'get',\n", + " 'well',\n", + " 'time',\n", + " 'character',\n", + " 'watch',\n", " 'bad',\n", - " 'great',\n", - " 'also',\n", - " 'people',\n", - " 'dont',\n", - " 'first']" + " 'even',\n", + " 'story',\n", + " 'really',\n", + " 'think',\n", + " 'show',\n", + " 'scene']" ] }, - "execution_count": 60, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -813,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -848,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -856,7 +946,7 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 2.26s.\n" + "Model created in 1.26s.\n" ] }, { @@ -871,11 +961,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Precision = 0.8745 Recall = 0.8247 F1 Score = 0.8489\n", + "Precision = 0.8698 Recall = 0.8376 F1 Score = 0.8534\n", "Confusion matrix \n", - " [[ 982 160]\n", - " [ 237 1115]]\n", - "Total time 10.67s.\n" + " [[1004 166]\n", + " [ 215 1109]]\n", + "Total time 9.18s.\n" ] } ], @@ -901,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -909,12 +999,12 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 8.75s.\n", - "Precision = 0.8722 Recall = 0.6941 F1 Score = 0.7730\n", + "Model created in 8.35s.\n", + "Precision = 0.8698 Recall = 0.6940 F1 Score = 0.7720\n", "Confusion matrix \n", - " [[ 729 163]\n", - " [ 490 1112]]\n", - "Total time 17.00s.\n" + " [[ 730 166]\n", + " [ 489 1109]]\n", + "Total time 16.71s.\n" ] } ], @@ -939,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -947,12 +1037,12 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 2.31s.\n", - "Precision = 0.8729 Recall = 0.8238 F1 Score = 0.8477\n", + "Model created in 1.41s.\n", + "Precision = 0.8722 Recall = 0.8336 F1 Score = 0.8524\n", "Confusion matrix \n", - " [[ 981 162]\n", - " [ 238 1113]]\n", - "Total time 10.68s.\n" + " [[ 997 163]\n", + " [ 222 1112]]\n", + "Total time 9.56s.\n" ] } ], @@ -977,7 +1067,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -985,12 +1075,12 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 3.78s.\n", - "Precision = 0.8698 Recall = 0.8307 F1 Score = 0.8498\n", + "Model created in 2.90s.\n", + "Precision = 0.8698 Recall = 0.8351 F1 Score = 0.8521\n", "Confusion matrix \n", - " [[ 993 166]\n", - " [ 226 1109]]\n", - "Total time 12.66s.\n" + " [[1000 166]\n", + " [ 219 1109]]\n", + "Total time 10.74s.\n" ] } ], @@ -1029,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -1057,14 +1147,14 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['movie', 'like', 'even', 'story', 'well', 'get', 'bad', 'great', 'also', 'dont', 'make', 'acting', 'love', 'plot', 'best', 'life', 'better', 'still', 'say', 'something', 'watching', 'thing', 'doesnt', 'nothing', 'didnt', 'actually', 'years', 'cant', 'thats', 'want', 'pretty', 'young', 'world', 'horror', 'whole', 'least', 'isnt', 'may', 'theres', 'always', 'guy', 'minutes', 'series', 'point', 'anything', 'script', 'performance', 'worst', 'family', 'played', 'trying', 'fun', 'especially', 'maybe', 'different', 'shows', 'day', 'money', 'looks', 'true', 'reason', 'someone', 'wasnt', 'plays', 'effects', 'job', 'instead', 'excellent', 'idea', 'beautiful', 'half', 'else', 'poor', 'war', 'either', 'stupid', 'performances', 'completely', 'rest', 'recommend', 'boring', 'wrong', 'mean', 'classic', 'couldnt', 'awful', 'definitely', 'terrible', 'dialogue', 'perfect', 'gives', 'human', 'wonderful', 'supposed', 'become', 'waste', 'problem', 'worse', 'seemed', 'liked', 'loved', 'care', 'horrible', 'guess', 'fine', 'flick', 'amazing', 'killer', 'low', 'lives', 'kill', 'enjoyed', 'works', 'ill', 'brilliant', 'favorite', 'unfortunately', 'wouldnt', 'decent', 'hour', 'obviously', 'heart', 'save', 'strong', 'highly', 'experience', 'silly', 'wonder', 'looked', 'simple', 'attempt', 'complete', 'annoying', 'hilarious', 'saying', 'crap', 'relationship', 'seriously', 'none', 'apparently', 'cheap', 'ridiculous', 'today', 'modern', 'finds', 'enjoyable', 'predictable', 'tells', 'supporting', 'ways', 'romantic', 'tried', 'arent', 'bunch', 'dull', 'fantastic', 'brought', 'realistic', 'moving', 'sorry', 'write', 'avoid', 'killing', 'greatest', 'rent', 'lame', 'memorable', 'oscar', 'effort', 'atmosphere', 'perfectly', 'joke', 'beauty', 'masterpiece', 'unless', 'poorly', 'superb', 'powerful', 'personal', 'dumb', 'okay', 'mess', 'otherwise', 'fails', 'brings', 'spent', 'wasted', 'badly', 'unique', 'bored', 'portrayal', 'society', 'era', 'awesome', 'pathetic', 'flat', 'plain', 'pointless', 'fake', 'recommended']\n" + "['movie', 'make', 'like', 'good', 'get', 'watch', 'bad', 'even', 'story', 'great', 'look', 'say', 'also', 'play', 'love', 'thing', 'seem', 'life', 'want', 'plot', 'year', 'try', 'act', 'still', 'something', 'guy', 'performance', 'nothing', 'actually', 'young', 'role', 'become', 'point', 'minute', 'pretty', 'world', 'kill', 'horror', 're', 'mean', 'script', 'whole', 'least', 'may', 'always', 'enjoy', 'live', 'acting', 'family', 'series', 'anything', 'reason', 'effect', 'idea', 'fun', 'especially', 'bring', 'maybe', 'different', 'money', 'someone', 'shoot', 'job', 'true', 'recommend', 'waste', 'war', 'instead', 'hour', 'excellent', 'short', 'beautiful', 'else', 'view', 'half', 'attempt', 'poor', 'classic', 'suppose', 'human', 'stupid', 'rest', 'lack', 'either', 'meet', 'completely', 'wrong', 'save', 'dialogue', 'joke', 'awful', 'perfect', 'flick', 'definitely', 'terrible', 'fine', 'wonder', 'wonderful', 'sit', 'low', 'guess', 'experience', 'spend', 'fail', 'cut', 'throw', 'win', 'relationship', 'boring', 'favorite', 'horrible', 'rent', 'support', 'strong', 'heart', 'amazing', 'today', 'ill', 'brilliant', 'chance', 'complete', 'unfortunately', 'decent', 'simple', 'obviously', 'highly', 'silly', 'god', 'hilarious', 'crap', 'cheap', 'capture', 'dialog', 'seriously', 'none', 'apparently', 'ridiculous', 'touch', 'bore', 'annoying', 'avoid', 'modern', 'oscar', 'enjoyable', 'predictable', 'discover', 'deep', 'emotion', 'romantic', 'suck', 'bunch', 'dull', 'entertaining', 'mess', 'york', 'fantastic', 'premise', 'realistic', 'sorry', 'lame', 'accent', 'spoiler', 'bother', 'dumb', 'masterpiece', 'appreciate', 'memorable', 'beauty', 'paul', 'atmosphere', 'perfectly', 'unless', 'poorly', 'superb', 'portrayal', 'powerful', 'personal', 'scream', 'okay', 'otherwise', 'badly', 'share', 'unique', 'fake', 'society', 'era', 'flat', 'awesome', 'pathetic', 'plain', 'neither', 'trash', 'pointless', 'rip', 'solid', 'excuse', 'complex', 'natural', 'terrific', 'incredible']\n" ] } ], @@ -1085,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -1105,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -1113,12 +1203,12 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 2.14s.\n", - "Precision = 0.8549 Recall = 0.8165 F1 Score = 0.8352\n", + "Model created in 1.34s.\n", + "Precision = 0.8675 Recall = 0.8132 F1 Score = 0.8395\n", "Confusion matrix \n", - " [[ 974 185]\n", - " [ 245 1090]]\n", - "Total time 10.91s.\n" + " [[ 965 169]\n", + " [ 254 1106]]\n", + "Total time 9.71s.\n" ] } ], @@ -1135,7 +1225,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -1143,12 +1233,12 @@ "output_type": "stream", "text": [ "Training started.\n", - "Model created in 1.63s.\n", - "Precision = 0.8627 Recall = 0.8172 F1 Score = 0.8394\n", + "Model created in 1.22s.\n", + "Precision = 0.8714 Recall = 0.7999 F1 Score = 0.8341\n", "Confusion matrix \n", - " [[ 973 175]\n", - " [ 246 1100]]\n", - "Total time 9.96s.\n" + " [[ 941 164]\n", + " [ 278 1111]]\n", + "Total time 9.29s.\n" ] } ],