SentimentAnalysis_FullData.ipynb

{"cells": [{"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": "import sparknlp\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom pyspark.sql import SparkSession\nfrom pyspark.sql import functions as F"}, {"cell_type": "code", "execution_count": 2, "metadata": {"scrolled": true, "tags": []}, "outputs": [{"data": {"text/plain": "[('spark.stage.maxConsecutiveAttempts', '10'),\n ('spark.dynamicAllocation.minExecutors', '1'),\n ('spark.ui.proxyBase', '/proxy/application_1692206645525_0005'),\n ('spark.submit.pyFiles',\n  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('spark.sql.cbo.enabled', 'true'),\n ('spark.history.fs.logDirectory',\n  'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/65b2e2cc-0dfb-4e62-a249-378859bbfb57/spark-job-history'),\n ('spark.executorEnv.PYTHONPATH',\n  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('spark.yarn.dist.jars',\n  'file:///root/.ivy2/jars/com.johnsnowlabs.nlp_spark-nlp_2.12-4.4.0.jar,file:///root/.ivy2/jars/graphframes_graphframes-0.8.2-spark3.1-s_2.12.jar,file:///root/.ivy2/jars/com.typesafe_config-1.4.2.jar,file:///root/.ivy2/jars/org.rocksdb_rocksdbjni-6.29.5.jar,file:///root/.ivy2/jars/com.amazonaws_aws-java-sdk-bundle-1.11.828.jar,file:///root/.ivy2/jars/com.github.universal-automata_liblevenshtein-3.0.0.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-storage-2.16.0.jar,file:///root/.ivy2/jars/com.navigamez_greex-1.0.jar,file:///root/.ivy2/jars/com.johnsnowlabs.nlp_tensorflow-cpu_2.12-0.4.4.jar,file:///root/.ivy2/jars/it.unimi.dsi_fastutil-7.0.12.jar,file:///root/.ivy2/jars/org.projectlombok_lombok-1.16.8.jar,file:///root/.ivy2/jars/com.google.guava_guava-31.1-jre.jar,file:///root/.ivy2/jars/com.google.guava_failureaccess-1.0.1.jar,file:///root/.ivy2/jars/com.google.guava_listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar,file:///root/.ivy2/jars/com.google.errorprone_error_prone_annotations-2.16.jar,file:///root/.ivy2/jars/com.google.j2objc_j2objc-annotations-1.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-1.42.3.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-contrib-http-util-0.31.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-jackson2-1.42.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-gson-1.42.3.jar,file:///root/.ivy2/jars/com.google.api-client_google-api-client-2.1.1.jar,file:///root/.ivy2/jars/commons-codec_commons-codec-1.15.jar,file:///root/.ivy2/jars/com.google.oauth-client_google-oauth-client-1.34.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-apache-v2-1.42.3.jar,file:///root/.ivy2/jars/com.google.apis_google-api-services-storage-v1-rev20220705-2.0.0.jar,file:///root/.ivy2/jars/com.google.code.gson_gson-2.10.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-2.9.0.jar,file:///root/.ivy2/jars/com.google.auto.value_auto-value-annotations-1.10.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-http-2.9.0.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-appengine-1.42.3.jar,file:///root/.ivy2/jars/com.google.api_gax-httpjson-0.105.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-grpc-2.9.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-core-1.51.0.jar,file:///root/.ivy2/jars/com.google.api_gax-2.20.1.jar,file:///root/.ivy2/jars/com.google.api_gax-grpc-2.20.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-alts-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-grpclb-1.51.0.jar,file:///root/.ivy2/jars/org.conscrypt_conscrypt-openjdk-uber-2.5.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-1.51.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-credentials-1.13.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-oauth2-http-1.13.0.jar,file:///root/.ivy2/jars/com.google.api_api-common-2.2.2.jar,file:///root/.ivy2/jars/javax.annotation_javax.annotation-api-1.3.2.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-api-0.31.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-context-1.51.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-3.21.10.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-util-3.21.10.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-common-protos-2.11.0.jar,file:///root/.ivy2/jars/org.threeten_threetenbp-1.6.4.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_gapic-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.fasterxml.jackson.core_jackson-core-2.14.1.jar,file:///root/.ivy2/jars/com.google.code.findbugs_jsr305-3.0.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-api-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-auth-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-stub-1.51.0.jar,file:///root/.ivy2/jars/org.checkerframework_checker-qual-3.28.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-lite-1.51.0.jar,file:///root/.ivy2/jars/com.google.android_annotations-4.1.1.4.jar,file:///root/.ivy2/jars/org.codehaus.mojo_animal-sniffer-annotations-1.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-netty-shaded-1.51.0.jar,file:///root/.ivy2/jars/io.perfmark_perfmark-api-0.26.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-googleapis-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-xds-1.51.0.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-proto-0.2.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-services-1.51.0.jar,file:///root/.ivy2/jars/com.google.re2j_re2j-1.6.jar,file:///root/.ivy2/jars/dk.brics.automaton_automaton-1.11-8.jar,file:///root/.ivy2/jars/org.slf4j_slf4j-api-1.7.16.jar'),\n ('spark.dataproc.sql.parquet.enableFooterCache', 'true'),\n ('spark.sql.warehouse.dir', 'file:/spark-warehouse'),\n ('spark.yarn.executor.failuresValidityInterval', '1h'),\n ('spark.driver.port', '37035'),\n ('spark.yarn.am.memory', '640m'),\n ('spark.cores.max', '4'),\n ('spark.executor.cores', '4'),\n ('spark.eventLog.dir',\n  'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/65b2e2cc-0dfb-4e62-a249-378859bbfb57/spark-job-history'),\n ('spark.driver.appUIAddress',\n  'http://hub-hub-msca-bdp-dphub-student-xiranli16-m.c.msca-bdp-student-ap.internal:44981'),\n ('spark.app.name', 'Spark Upadated Conf'),\n ('spark.jars.packages',\n  'com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.0,graphframes:graphframes:0.8.2-spark3.1-s_2.12'),\n ('spark.executor.instances', '2'),\n ('spark.dataproc.listeners',\n  'com.google.cloud.spark.performance.DataprocMetricsListener'),\n ('spark.driver.memory', '8g'),\n ('spark.serializer.objectStreamReset', '100'),\n ('spark.driver.host',\n  'hub-hub-msca-bdp-dphub-student-xiranli16-m.c.msca-bdp-student-ap.internal'),\n ('spark.yarn.historyServer.address',\n  'hub-hub-msca-bdp-dphub-student-xiranli16-m:18080'),\n ('spark.submit.deployMode', 'client'),\n ('spark.app.id', 'application_1692206645525_0005'),\n ('spark.app.startTime', '1692239150016'),\n ('spark.sql.cbo.joinReorder.enabled', 'true'),\n ('spark.shuffle.service.enabled', 'true'),\n ('spark.scheduler.mode', 'FAIR'),\n ('spark.sql.adaptive.enabled', 'true'),\n ('spark.yarn.jars', 'local:/usr/lib/spark/jars/*'),\n ('spark.scheduler.minRegisteredResourcesRatio', '0.0'),\n ('spark.master', 'yarn'),\n ('spark.ui.port', '0'),\n ('spark.rpc.message.maxSize', '512'),\n ('spark.rdd.compress', 'True'),\n ('spark.task.maxFailures', '10'),\n ('spark.yarn.isPython', 'true'),\n ('spark.dynamicAllocation.enabled', 'true'),\n ('spark.ui.showConsoleProgress', 'true')]"}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": "#create Spark session\nspark = SparkSession.builder.appName('YelpML').getOrCreate()\n\n#change configuration settings on Spark \nconf = spark.sparkContext._conf.setAll([('spark.executor.memory', '5g'), ('spark.app.name', 'Spark Upadated Conf'), ('spark.executor.cores', '4'),('spark.cores.max', '4'), ('spark.driver.memory', '8g')])\n\n#print spark configuration settings\nspark.sparkContext.getConf().getAll()"}, {"cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "# Import Data\ndataDir = \"gs://msca-bdp-student-gcs/group2/yelp-kaggleAPI/\"\nbusiness = spark.read.json(dataDir + \"yelp_academic_dataset_business.json\")\nreview = spark.read.json(dataDir + \"yelp_academic_dataset_review.json\")\ntip = spark.read.json(dataDir + \"yelp_academic_dataset_tip.json\")"}, {"cell_type": "markdown", "metadata": {}, "source": "## Overview"}, {"cell_type": "markdown", "metadata": {}, "source": "### Join review df and business df to find the category information for all kinds of businesses"}, {"cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+----+-------------------+-----+--------------------+-----+--------------------+------+--------------------+\n|         business_id|cool|               date|funny|           review_id|stars|                text|useful|             user_id|\n+--------------------+----+-------------------+-----+--------------------+-----+--------------------+------+--------------------+\n|XQfwVwDr-v0ZS3_Cb...|   0|2018-07-07 22:09:11|    0|KU_O5udG6zpxOg-Vc...|  3.0|If you decide to ...|     0|mh_-eMZ6K5RLWhZyI...|\n|7ATYjTIgM3jUlt4UM...|   1|2012-01-03 15:28:18|    0|BiTunyQ73aT9WBnpR...|  5.0|I've taken a lot ...|     1|OyoGAe7OKpv6SyGZT...|\n|YjUWPpI6HXG530lwP...|   0|2014-02-05 20:30:30|    0|saUsX_uimxRlCVr67...|  3.0|Family diner. Had...|     0|8g_iMtfSiwikVnbP2...|\n|kxX2SOes4o-D3ZQBk...|   1|2015-01-04 00:01:03|    0|AqPFMleE6RsU23_au...|  5.0|Wow!  Yummy, diff...|     1|_7bHUi9Uuf5__HHc_...|\n|e4Vwtrqf-wpJfwesg...|   1|2017-01-14 20:54:15|    0|Sx8TMOWLNuJBWer-0...|  4.0|Cute interior and...|     1|bcjbaE6dDog4jkNY9...|\n+--------------------+----+-------------------+-----+--------------------+-----+--------------------+------+--------------------+\nonly showing top 5 rows\n\n"}], "source": "review.show(5)"}, {"cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"data": {"text/plain": "6990280"}, "execution_count": 79, "metadata": {}, "output_type": "execute_result"}], "source": "review.count()"}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": "review = review.select('business_id', 'text', 'stars')"}, {"cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+-----+\n|         business_id|                text|stars|\n+--------------------+--------------------+-----+\n|XQfwVwDr-v0ZS3_Cb...|If you decide to ...|  3.0|\n|7ATYjTIgM3jUlt4UM...|I've taken a lot ...|  5.0|\n|YjUWPpI6HXG530lwP...|Family diner. Had...|  3.0|\n|kxX2SOes4o-D3ZQBk...|Wow!  Yummy, diff...|  5.0|\n|e4Vwtrqf-wpJfwesg...|Cute interior and...|  4.0|\n+--------------------+--------------------+-----+\nonly showing top 5 rows\n\n"}], "source": "review.show(5)"}, {"cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": "business = business.select('business_id', 'categories', 'stars')"}, {"cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+-----+\n|         business_id|          categories|stars|\n+--------------------+--------------------+-----+\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|\n|MTSW4McQd7CbVtyjq...|Restaurants, Food...|  4.0|\n|mWMc6_wTdE0EUBKIG...|Brewpubs, Breweri...|  4.5|\n+--------------------+--------------------+-----+\nonly showing top 5 rows\n\n"}], "source": "business.show(5)"}, {"cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": "from pyspark.sql.functions import explode, split\nbusiness = business.withColumn('categories_split', explode(split('categories', ', ')))"}, {"cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+-----+--------------------+\n|         business_id|          categories|stars|    categories_split|\n+--------------------+--------------------+-----+--------------------+\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|             Doctors|\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|Traditional Chine...|\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|Naturopathic/Holi...|\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|         Acupuncture|\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|    Health & Medical|\n|Pns2l4eNsfO8kk83d...|Doctors, Traditio...|  5.0|       Nutritionists|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|    Shipping Centers|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|      Local Services|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|            Notaries|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|     Mailbox Centers|\n|mpf3x-BjTdTEA3yCZ...|Shipping Centers,...|  3.0|   Printing Services|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|   Department Stores|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|            Shopping|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|             Fashion|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|       Home & Garden|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|         Electronics|\n|tUFrWirKiKi_TAnsV...|Department Stores...|  3.5|    Furniture Stores|\n|MTSW4McQd7CbVtyjq...|Restaurants, Food...|  4.0|         Restaurants|\n|MTSW4McQd7CbVtyjq...|Restaurants, Food...|  4.0|                Food|\n|MTSW4McQd7CbVtyjq...|Restaurants, Food...|  4.0|          Bubble Tea|\n+--------------------+--------------------+-----+--------------------+\nonly showing top 20 rows\n\n"}], "source": "business.show()"}, {"cell_type": "markdown", "metadata": {}, "source": "### Choose the reviews of restaurant category for furthur analysis"}, {"cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": "from pyspark.sql.functions import col\nbusiness = business.where(col('categories_split') == 'Restaurants').select('business_id', 'categories_split', 'stars')"}, {"cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": "# Save the stars column of business for future use\nbusiness2 = business"}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": "df = review.join(business, on = 'business_id', how = 'inner')"}, {"cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+-----+----------------+\n|         business_id|                text|stars|categories_split|\n+--------------------+--------------------+-----+----------------+\n|XQfwVwDr-v0ZS3_Cb...|If you decide to ...|  3.0|     Restaurants|\n|YjUWPpI6HXG530lwP...|Family diner. Had...|  3.0|     Restaurants|\n|kxX2SOes4o-D3ZQBk...|Wow!  Yummy, diff...|  5.0|     Restaurants|\n|e4Vwtrqf-wpJfwesg...|Cute interior and...|  4.0|     Restaurants|\n|04UD14gamNjLY0IDY...|I am a long term ...|  1.0|     Restaurants|\n+--------------------+--------------------+-----+----------------+\nonly showing top 5 rows\n\n"}], "source": "df.show(5)"}, {"cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "root\n |-- business_id: string (nullable = true)\n |-- text: string (nullable = true)\n |-- stars: double (nullable = true)\n |-- categories_split: string (nullable = true)\n\n"}], "source": "df.printSchema()"}, {"cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"data": {"text/plain": "4724471"}, "execution_count": 90, "metadata": {}, "output_type": "execute_result"}], "source": "df.count()"}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": "df = df.repartition(100)"}, {"cell_type": "markdown", "metadata": {}, "source": "### Data Exploration"}, {"cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": "df1 = df.groupBy('stars').count().orderBy('stars', ascending = [1])"}, {"cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 1658:===============================================>      (14 + 2) / 16]\r"}, {"name": "stdout", "output_type": "stream", "text": "+-----+-------+\n|stars|  count|\n+-----+-------+\n|  1.0| 567185|\n|  2.0| 404486|\n|  3.0| 543108|\n|  4.0|1130251|\n|  5.0|2079441|\n+-----+-------+\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df1.show()"}, {"cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "pdf1 = df1.toPandas()"}, {"cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [{"data": {"text/plain": "<AxesSubplot:xlabel='stars'>"}, "execution_count": 95, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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", "text/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "pdf1.plot(kind = 'bar', x = 'stars', y = 'count', rot = 360)"}, {"cell_type": "markdown", "metadata": {}, "source": "From the distribution of around 4.72 Millions restaurant review ratings, we observed a clear trend that 5-star reviews have the highest popularity compared to 4-star and 3-star. It's also clear that 1-star reviews are more prevalent compared to those with 2 or 3 stars.\n\nSo aligned with the observations, we had two assumptions. First, People often share their thoughts through reviews when they experience strong emotions. Second, people generally show a bias towards providing higher ratings unless their feelings towards a restaurant are especially negative. \n\nThus, based on the two assumptions, we relabelled reviews with 4 stars or above positive, anything else is deemed to be negative.\n"}, {"cell_type": "markdown", "metadata": {}, "source": "### Relabelled the reviews to negative and positive"}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": "from pyspark.sql.functions import when\ndf = df.withColumn(\"label\", when(df.stars >= 4, 1).otherwise(0))"}, {"cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 1677:=================================================>    (37 + 3) / 40]\r"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+-----+----------------+-----+\n|         business_id|                text|stars|categories_split|label|\n+--------------------+--------------------+-----+----------------+-----+\n|fdjzXyPw1Zt2avRok...|I've been to the ...|  4.0|     Restaurants|    1|\n|Bt7NBqA31uOI4H_hv...|Super cute small ...|  4.0|     Restaurants|    1|\n|tCLAeZsjXFG9RumJ4...|Finally! I have b...|  4.0|     Restaurants|    1|\n|GmJDCmDhtKbjofeO3...|I ordered food al...|  4.0|     Restaurants|    1|\n|h4C7s_Go9UKo5twaL...|The food here is ...|  5.0|     Restaurants|    1|\n+--------------------+--------------------+-----+----------------+-----+\nonly showing top 5 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df.show(5)"}, {"cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": "df2 = df.groupBy('label').count().orderBy('count', ascending = [1])"}, {"cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 1686:==================================================> (196 + 4) / 200]\r"}, {"name": "stdout", "output_type": "stream", "text": "+-----+-------+\n|label|  count|\n+-----+-------+\n|    0|1514779|\n|    1|3209692|\n+-----+-------+\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df2.show()"}, {"cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "pdf2 = df2.toPandas()"}, {"cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [{"data": {"text/plain": "<AxesSubplot:xlabel='label'>"}, "execution_count": 101, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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", "text/plain": "<Figure size 640x480 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "pdf2.plot(kind = 'bar', x = 'label', y = 'count', rot = 360)"}, {"cell_type": "markdown", "metadata": {}, "source": "### Create WeightCol for Imbalanced Data for Future Modeling"}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": "# Deal with imbalanced Data\n\nfrom pyspark.sql import DataFrame\nimport pyspark.sql.types as T\n\ndef class_weights(df:DataFrame, column='label'):\n  \"\"\"\n  Compute rebalancing weights for the given `column`.\n  \"\"\"\n  class_counts = list(df.groupBy(column).count().toPandas().to_dict(orient='list').values())\n  num_classes = len(class_counts[0])\n  total_samples = sum(class_counts[1])\n  pairs = list(zip(class_counts[0], class_counts[1]))\n  return {k:total_samples/(num_classes * v) for (k, v) in pairs}\n\ndef weight_column(classes: pd.Series, class_weights) -> pd.Series:\n  \"\"\"\n  UDF to compute class weights.\n  Parameter `class_weights` is the pre-computed class_weights.\n  Example call: sdf.withColumn('weight', weight_column(sdf['Class'], class_weights(sdf, column='Class')))\n  \"\"\"\n\n  @F.pandas_udf(T.DoubleType())\n  def weight_column_udf(classes: pd.Series) -> pd.Series:\n    \"\"\"\n    UDF to compute rebalancing weights for the given `classes` (as a column).\n    Depends on the within lexically scoped variable, class_weights, which contains a dictionary of weights.\n    Relies on pre-computed class_weights (because cannot depend on pandas_udf to run over entire column in 1 batch)\n    \"\"\"\n    result = []\n    for _, value in classes.items():\n      result += [class_weights[value]]\n    return pd.Series(result)\n  \n  return weight_column_udf(classes)"}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"name": "stdout", "output_type": "stream", "text": "The class weights are {1: 0.7359695260479822, 0: 1.5594588385500459}\n"}], "source": "print(f\"The class weights are {class_weights(df)}\")"}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df = df.withColumn('weight', weight_column(df['label'], class_weights(df)))"}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": "df = df.select('text', 'label', 'weight')"}, {"cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 1718:>                                                       (0 + 1) / 1]\r"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+-----+------------------+\n|                text|label|            weight|\n+--------------------+-----+------------------+\n|I've been in Nash...|    1|0.7359695260479822|\n|If you have never...|    1|0.7359695260479822|\n|Got this for our ...|    0|1.5594588385500459|\n|Food was okay. Or...|    0|1.5594588385500459|\n|Great bar food an...|    1|0.7359695260479822|\n+--------------------+-----+------------------+\nonly showing top 5 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df.show(5)"}, {"cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "Collecting wordcloud\n  Obtaining dependency information for wordcloud from https://files.pythonhosted.org/packages/5d/6b/011c4470fde93e2bfbe4cc1012077f6b96030124e3cd069b5500ad6e8b69/wordcloud-1.9.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\n  Downloading wordcloud-1.9.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.3 kB)\nRequirement already satisfied: numpy>=1.6.1 in /opt/conda/miniconda3/lib/python3.8/site-packages (from wordcloud) (1.19.5)\nRequirement already satisfied: pillow in /opt/conda/miniconda3/lib/python3.8/site-packages (from wordcloud) (9.2.0)\nRequirement already satisfied: matplotlib in /opt/conda/miniconda3/lib/python3.8/site-packages (from wordcloud) (3.4.3)\nRequirement already satisfied: cycler>=0.10 in /opt/conda/miniconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (0.11.0)\nRequirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/miniconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (1.4.4)\nRequirement already satisfied: pyparsing>=2.2.1 in /opt/conda/miniconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (2.4.7)\nRequirement already satisfied: python-dateutil>=2.7 in /opt/conda/miniconda3/lib/python3.8/site-packages (from matplotlib->wordcloud) (2.8.0)\nRequirement already satisfied: six>=1.5 in /opt/conda/miniconda3/lib/python3.8/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\nDownloading wordcloud-1.9.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (461 kB)\n\u001b[2K   \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m461.3/461.3 kB\u001b[0m \u001b[31m9.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0mta \u001b[36m0:00:01\u001b[0m\n\u001b[?25hInstalling collected packages: wordcloud\nSuccessfully installed wordcloud-1.9.2\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"}], "source": "# pip install wordcloud"}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\ndf_positive = df.sample(0.01).filter(col('label') == 1)\ndf_negative = df.sample(0.01).filter(col('label') == 0)"}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"data": {"text/plain": "(-0.5, 399.5, 199.5, -0.5)"}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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", "text/plain": "<Figure size 1000x800 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "# Positive WordCloud\npos_lis = df_positive.select('text').collect()\n\npos_lis = ' '.join([pos_lis[i][0] for i in range(len(pos_lis))])\n\n# Generate a word cloud image\nwordcloud = WordCloud(background_color=\"white\").generate(pos_lis)\n\nplt.figure(figsize=(10,8))\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis(\"off\")"}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}, {"data": {"text/plain": "(-0.5, 399.5, 199.5, -0.5)"}, "execution_count": 19, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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", "text/plain": "<Figure size 1000x800 with 1 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "# Negative WordCloud\nneg_lis = df_negative.select('text').collect()\n\nneg_lis = ' '.join([neg_lis[i][0] for i in range(len(neg_lis))])\n\n# Generate a word cloud image\nwordcloud = WordCloud(background_color=\"white\").generate(neg_lis)\n\nplt.figure(figsize=(10,8))\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis(\"off\")"}, {"cell_type": "markdown", "metadata": {}, "source": "## Text Preprocessing"}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": "import sparknlp\nfrom sparknlp.base import *\nfrom sparknlp.annotator import *\nfrom pyspark.ml import Pipeline\nfrom pyspark.ml.feature import Word2Vec, HashingTF"}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "ld_wiki_tatoeba_cnn_21 download started this may take some time.\nApproximate size to download 7.1 MB\n[OK!]\n"}], "source": "# Initialize SparkNLP components\ndocument_assembler = DocumentAssembler() \\\n    .setInputCol(\"text\") \\\n    .setOutputCol(\"document\")\n\nlanguageDetector = LanguageDetectorDL.pretrained() \\\n    .setInputCols(\"document\") \\\n    .setOutputCol(\"language\")\n\n# Create a SparkNLP pipeline\npipeline1 = Pipeline(stages=[document_assembler, languageDetector])"}, {"cell_type": "markdown", "metadata": {}, "source": "### Detect review languages"}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": "df_lang = pipeline1.fit(df).transform(df)\ndf_lang = df_lang.select(\"text\", \"label\", \"weight\", \"language.result\")"}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 34:>                                                         (0 + 1) / 1]\r"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+-----+------------------+------+\n|                text|label|            weight|result|\n+--------------------+-----+------------------+------+\n|I realize restaur...|    0|1.5594588385500459|  [en]|\n|What a cute atmos...|    1|0.7359695260479822|  [en]|\n|Impossible to cho...|    1|0.7359695260479822|  [en]|\n|2/22/21 was Natio...|    1|0.7359695260479822|  [en]|\n|Rude staff from\nH...|    0|1.5594588385500459|  [en]|\n|Came here with a ...|    0|1.5594588385500459|  [en]|\n|This place is SO ...|    1|0.7359695260479822|  [en]|\n|The food is  deli...|    0|1.5594588385500459|  [en]|\n|Too overpriced fo...|    0|1.5594588385500459|  [en]|\n|7/10 would bang a...|    1|0.7359695260479822|  [en]|\n+--------------------+-----+------------------+------+\nonly showing top 10 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df_lang.show(10)"}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "root\n |-- text: string (nullable = true)\n |-- label: integer (nullable = false)\n |-- result: array (nullable = true)\n |    |-- element: string (containsNull = true)\n\n"}], "source": "df_lang.printSchema()"}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": "df3 = df_lang.groupBy('result').count().orderBy('count', ascending = [0])"}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 30:===================================>                    (10 + 6) / 16]\r"}, {"name": "stdout", "output_type": "stream", "text": "+---------+-------+\n|   result|  count|\n+---------+-------+\n|     [en]|4718796|\n|     [es]|   2210|\n|     [fr]|    669|\n|     [de]|    587|\n|     [sl]|    520|\n|     [da]|    501|\n|     [it]|    280|\n|     [pt]|    199|\n|     [et]|    165|\n|     [sv]|    164|\n|     [nl]|    106|\n|     [pl]|     90|\n|     [ro]|     38|\n|     [sk]|     38|\n|     [fi]|     37|\n|     [cs]|     36|\n|     [lt]|     17|\n|     [hu]|      7|\n|[Unknown]|      5|\n|     [el]|      4|\n+---------+-------+\nonly showing top 20 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df3.show()"}, {"cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [{"data": {"text/plain": "DataFrame[result: array<string>, count: bigint]"}, "execution_count": 44, "metadata": {}, "output_type": "execute_result"}], "source": "df3.cache()"}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": "from pyspark.sql.functions import array_contains\n\n# Only keep the reviews written in English for future analysis\ndf_lang = df_lang.filter(array_contains(col(\"result\"), \"en\"))"}, {"cell_type": "markdown", "metadata": {}, "source": "### Produce a final processed output"}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "lemma_antbnc download started this may take some time.\nApproximate size to download 907.6 KB\n[OK!]\n"}], "source": "tokenizer = Tokenizer() \\\n    .setInputCols([\"document\"]) \\\n    .setOutputCol(\"token\")\n\nnormalizer = Normalizer() \\\n    .setInputCols([\"token\"]) \\\n    .setOutputCol(\"normalized\") \\\n    .setLowercase(True) \\\n    .setCleanupPatterns([\"\"\"[^\\w\\d\\s]\"\"\"])\n\nlemmatizer = LemmatizerModel.pretrained() \\\n    .setInputCols([\"normalized\"]) \\\n    .setOutputCol(\"lemmatized\")\n\nfinisher = Finisher() \\\n    .setInputCols(['lemmatized']) \\\n    .setOutputCols([\"finished\"])\n\nhashingTF = HashingTF() \\\n    .setInputCol(\"finished\") \\\n    .setOutputCol(\"features\")\n\npipeline2 = Pipeline(stages=[document_assembler, tokenizer, normalizer, lemmatizer, finisher, hashingTF])"}, {"cell_type": "code", "execution_count": 23, "metadata": {"scrolled": true, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 23:=================>                                     (32 + 8) / 100]\r"}], "source": "pipeline_model = pipeline2.fit(df_lang)\nencodedData = pipeline_model.transform(df_lang)"}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": "encodedData = encodedData.select('text', 'label', 'weight', 'features')"}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"data": {"text/plain": "DataFrame[text: string, label: int, weight: double, features: vector]"}, "execution_count": 26, "metadata": {}, "output_type": "execute_result"}], "source": "encodedData.cache()"}, {"cell_type": "markdown", "metadata": {}, "source": "## Classification Models"}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": "#spark ML imports\nfrom pyspark.ml import Pipeline\nfrom pyspark.ml.classification import LogisticRegression, RandomForestClassifier, LinearSVC, GBTClassifier, RandomForestClassificationModel\n\nfrom pyspark.ml.tuning import CrossValidator, ParamGridBuilder\nfrom pyspark.ml.evaluation import BinaryClassificationEvaluator, MulticlassClassificationEvaluator"}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": "#split data into train and test\ntrain_df, test_df = encodedData.randomSplit([.8,.2],seed = 16)"}, {"cell_type": "markdown", "metadata": {}, "source": "### LinearSVC"}, {"cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": "svm = LinearSVC().\\\n        setLabelCol('label').\\\n        setFeaturesCol('features').\\\n        setWeightCol('weight').\\\n        setMaxIter(5)"}, {"cell_type": "code", "execution_count": 85, "metadata": {"scrolled": true, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:56:22 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 04:56:23 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "accuracy: 0.8977\nf1: 0.8981\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "svmModel = svm.fit(train_df)\nsvm_pred = svmModel.transform(test_df)\nevaluator = MulticlassClassificationEvaluator(labelCol=\"label\", predictionCol=\"prediction\")\n\nprint(\"accuracy:\", round(evaluator.evaluate(svm_pred, {evaluator.metricName: \"accuracy\"}), 4))\nprint(\"f1:\", round(evaluator.evaluate(svm_pred, {evaluator.metricName: \"f1\"}), 4))"}, {"cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:58:38 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 04:58:40 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n                                                                                \r"}], "source": "svm_train = svmModel.transform(train_df)\naccuracy_train = evaluator.evaluate(svm_train, {evaluator.metricName: \"accuracy\"})\nf1_train = evaluator.evaluate(svm_train, {evaluator.metricName: \"f1\"})"}, {"cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "Training accuracy: 0.9034\nTraining F1 score: 0.9038\n"}], "source": "print(\"Training accuracy:\", round(accuracy_train, 4))\nprint(\"Training F1 score:\", round(f1_train, 4))"}, {"cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 01:33:01 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 01:33:03 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n                                                                                \r"}, {"data": {"image/png": 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", "text/plain": "<Figure size 1000x800 with 2 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "# Calculate the confusion matrix\nconfusion_matrix = svm_pred.groupBy(\"label\", \"prediction\").count().toPandas()\n\n# Convert the confusion matrix to a matrix format for plotting\nnum_classes = len(confusion_matrix['label'].unique())\nconf_matrix = np.zeros((num_classes, num_classes), dtype=int)\n\nfor _, row in confusion_matrix.iterrows():\n    true_label = int(row['label'])\n    predicted_label = int(row['prediction'])\n    count = row['count']\n    conf_matrix[true_label][predicted_label] = count\n\n# Plot the confusion matrix\nplt.figure(figsize=(10, 8))\nsns.heatmap(conf_matrix, annot=True, fmt=\"d\", cmap=\"Blues\",\n            xticklabels=[f\"{i}\" for i in range(num_classes)],\n            yticklabels=[f\"{i}\" for i in range(num_classes)])\nplt.xlabel(\"Predicted\")\nplt.ylabel(\"True\")\nplt.title(\"Confusion Matrix\")\n\nplt.show()"}, {"cell_type": "markdown", "metadata": {}, "source": "### Hyperparameter Tuning"}, {"cell_type": "code", "execution_count": 29, "metadata": {"scrolled": true, "tags": []}, "outputs": [], "source": "svm = LinearSVC() \\\n    .setLabelCol('label') \\\n    .setFeaturesCol('features') \\\n    .setWeightCol('weight') \\\n    .setMaxIter(5)\n\n# Define the parameter grid for tuning\nparam_grid = (ParamGridBuilder()\n              .addGrid(svm.regParam, [0.01, 0.1, 1.0])  \n              .build())\n\n# Define the CrossValidator\ncv = CrossValidator(estimator=svm,\n                    estimatorParamMaps=param_grid,\n                    evaluator=BinaryClassificationEvaluator(),\n                    numFolds=3)  # Number of folds for cross-validation"}, {"cell_type": "code", "execution_count": null, "metadata": {"scrolled": true, "tags": []}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "Exception in thread \"serve-DataFrame\" java.net.SocketTimeoutException: Accept timed out\n\tat java.net.PlainSocketImpl.socketAccept(Native Method)\n\tat java.net.AbstractPlainSocketImpl.accept(AbstractPlainSocketImpl.java:409)\n\tat java.net.ServerSocket.implAccept(ServerSocket.java:560)\n\tat java.net.ServerSocket.accept(ServerSocket.java:528)\n\tat org.apache.spark.security.SocketAuthServer$$anon$1.run(SocketAuthServer.scala:64)\n23/08/17 03:50:17 WARN com.github.fommil.netlib.BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeSystemBLAS\n23/08/17 03:50:17 WARN com.github.fommil.netlib.BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeRefBLAS\n23/08/17 03:50:27 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:50:47 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:51:01 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:51:16 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:51:31 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:51:43 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:51:58 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:52:11 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 03:52:23 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n                                                                                \r"}], "source": "# Fit the CrossValidator on the training data\ncv_model = cv.fit(train_df)\n# Get the best model from CrossValidator\nbest_model = cv_model.bestModel"}, {"cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:01:26 WARN org.apache.spark.scheduler.TaskSetManager: Stage 533 contains a task of very large size (2094 KiB). The maximum recommended task size is 1000 KiB.\n                                                                                \r"}], "source": "model_path = f\"msca-bdp-student-gcs/group2/yelp-model/Tune_Model\"\nbest_model.save(model_path)"}, {"cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "Best parameters:\naggregationDepth: 2\nfeaturesCol: features\nfitIntercept: True\nlabelCol: label\nmaxBlockSizeInMB: 0.0\nmaxIter: 5\npredictionCol: prediction\nrawPredictionCol: rawPrediction\nregParam: 0.01\nstandardization: True\nthreshold: 0.0\ntol: 1e-06\nweightCol: weight\n"}], "source": "# Get the best parameters\nbest_params = best_model.extractParamMap()\n\nprint(\"Best parameters:\")\nfor param in best_params:\n    print(f\"{param.name}: {best_params[param]}\")"}, {"cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:01:46 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 04:01:48 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "accuracy: 0.8978\n"}, {"name": "stderr", "output_type": "stream", "text": "[Stage 540:=============================================>       (85 + 15) / 100]\r"}, {"name": "stdout", "output_type": "stream", "text": "f1: 0.8982\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "best_pred = best_model.transform(test_df)\nevaluator = MulticlassClassificationEvaluator(labelCol=\"label\", predictionCol=\"prediction\")\n\nprint(\"accuracy:\", round(evaluator.evaluate(best_pred, {evaluator.metricName: \"accuracy\"}), 4))\nprint(\"f1:\", round(evaluator.evaluate(best_pred, {evaluator.metricName: \"f1\"}), 4))"}, {"cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:53:23 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n23/08/17 04:53:26 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.2 MiB\n                                                                                \r"}], "source": "best_train = best_model.transform(train_df)\naccuracy_train = evaluator.evaluate(best_train, {evaluator.metricName: \"accuracy\"})\nf1_train = evaluator.evaluate(best_train, {evaluator.metricName: \"f1\"})"}, {"cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "Training accuracy: 0.9034\nTraining F1 score: 0.9038\n"}], "source": "print(\"Training accuracy:\", round(accuracy_train, 4))\nprint(\"Training F1 score:\", round(f1_train, 4))"}, {"cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:02:01 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 04:02:03 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n                                                                                \r"}, {"data": {"image/png": 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", "text/plain": "<Figure size 1000x800 with 2 Axes>"}, "metadata": {}, "output_type": "display_data"}], "source": "# Calculate the confusion matrix\nconfusion_matrix = best_pred.groupBy(\"label\", \"prediction\").count().toPandas()\n\n# Convert the confusion matrix to a matrix format for plotting\nnum_classes = len(confusion_matrix['label'].unique())\nconf_matrix = np.zeros((num_classes, num_classes), dtype=int)\n\nfor _, row in confusion_matrix.iterrows():\n    true_label = int(row['label'])\n    predicted_label = int(row['prediction'])\n    count = row['count']\n    conf_matrix[true_label][predicted_label] = count\n\n# Plot the confusion matrix\nplt.figure(figsize=(10, 8))\nsns.heatmap(conf_matrix, annot=True, fmt=\"d\", cmap=\"Blues\",\n            xticklabels=[f\"{i}\" for i in range(num_classes)],\n            yticklabels=[f\"{i}\" for i in range(num_classes)])\nplt.xlabel(\"Predicted\")\nplt.ylabel(\"True\")\nplt.title(\"Confusion Matrix\")\n\nplt.show()"}, {"cell_type": "markdown", "metadata": {}, "source": "### Predict Sentiment for Tips Data"}, {"cell_type": "markdown", "metadata": {}, "source": "#### Preprocessing"}, {"cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "[Stage 547:>                                                        (0 + 1) / 1]\r"}, {"name": "stdout", "output_type": "stream", "text": "+----------------------+----------------+-------------------+---------------------------------------------------------+----------------------+\n|business_id           |compliment_count|date               |text                                                     |user_id               |\n+----------------------+----------------+-------------------+---------------------------------------------------------+----------------------+\n|3uLgwr0qeCNMjKenHJwPGQ|0               |2012-05-18 02:17:21|Avengers time with the ladies.                           |AGNUgVwnZUey3gcPCJ76iw|\n|QoezRbYQncpRqyrLH6Iqjg|0               |2013-02-05 18:35:10|They have lots of good deserts and tasty cuban sandwiches|NBN4MgHP9D3cw--SnauTkA|\n|MYoRNLb5chwjQe3c_k37Gg|0               |2013-08-18 00:56:08|It's open even when you think it isn't                   |-copOvldyKh1qr-vzkDEvw|\n|hV-bABTK-glh5wj31ps_Jw|0               |2017-06-27 23:05:38|Very decent fried chicken                                |FjMQVZjSqY8syIO-53KFKw|\n|_uN0OudeJ3Zl_tf6nxg5ww|0               |2012-10-06 19:43:09|Appetizers.. platter special for lunch                   |ld0AperBXk1h6UbqmM80zw|\n+----------------------+----------------+-------------------+---------------------------------------------------------+----------------------+\nonly showing top 5 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "tip.show(5, truncate = False)"}, {"cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": "tip_join = tip.join(business2, on = 'business_id', how = 'inner')"}, {"cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [{"data": {"text/plain": "649150"}, "execution_count": 65, "metadata": {}, "output_type": "execute_result"}], "source": "tip_join.count()"}, {"cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": "tip_lang = pipeline1.fit(tip_join).transform(tip_join)\n\ntip_lang = tip_lang.select(\"business_id\", \"text\", \"language.result\")\n\n# Only keep the reviews written in English for future analysis\ntip_lang = tip_lang.filter(array_contains(col(\"result\"), \"en\"))"}, {"cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+------+\n|         business_id|                text|result|\n+--------------------+--------------------+------+\n|-ib2qJmDKJgH_ZbtS...|My favorite pizza...|  [en]|\n|rTXNiH-RROF1OQHVI...|Everything is gre...|  [en]|\n|1Z9y1CQj1BZjdFJGu...|Having a good tim...|  [en]|\n|qUSrh_Zya0O1sRffR...|        Soccer party|  [en]|\n|jziRKhtHxeJPAPWS2...|Sit at the Bar......|  [en]|\n|5dHjoqaoVAhpVuQeM...|Lunch special is ...|  [en]|\n|ytHIl7I5KNSzpzArw...|Check Groupon for...|  [en]|\n|pjpuqrBvweu94n1zZ...|Carmelfest & Fire...|  [en]|\n|50QTrfSrow-F2Avsj...|Wonderful service...|  [en]|\n|vl4uDnmI6lM9zBcAR...|Best BBQ I've had...|  [en]|\n|mQc4BBUzR9xyLbUTL...|Great service for...|  [en]|\n|RJsiOi9v9POOn83yb...|Got the Monday Af...|  [en]|\n|ecGqst5qksmuh9qIm...|   Gross soggy pizza|  [en]|\n|sy7ADvpBA7SfHwbY-...|Best happy hour s...|  [en]|\n|8O35ji_yOMVJmZ6bl...|The line to go th...|  [en]|\n|1WwrdoWB8hY-WDA2Y...|Always a good go ...|  [en]|\n|SDV-haafzhoRqW9d_...|Authentic Chinese...|  [en]|\n|LY1WmE1DwtkGd37eG...|      Awesome pizza!|  [en]|\n|onBKmYpiC2oWnLY5c...|Great Chili and b...|  [en]|\n|q2gRx1K1mbk6zHV4Z...|Love this place a...|  [en]|\n+--------------------+--------------------+------+\nonly showing top 20 rows\n\n"}], "source": "tip_lang.show()"}, {"cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": "tip_encodedData = pipeline_model.transform(tip_lang)\ntip_encodedData = tip_encodedData.select(\"business_id\", 'text', 'features')"}, {"cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------------+--------------------+\n|         business_id|                text|            features|\n+--------------------+--------------------+--------------------+\n|-ib2qJmDKJgH_ZbtS...|My favorite pizza...|(262144,[19036,19...|\n|rTXNiH-RROF1OQHVI...|Everything is gre...|(262144,[33917,79...|\n|1Z9y1CQj1BZjdFJGu...|Having a good tim...|(262144,[33053,74...|\n|qUSrh_Zya0O1sRffR...|        Soccer party|(262144,[127058,1...|\n|jziRKhtHxeJPAPWS2...|Sit at the Bar......|(262144,[5923,404...|\n+--------------------+--------------------+--------------------+\nonly showing top 5 rows\n\n"}], "source": "tip_encodedData.show(5)"}, {"cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": "#loaded_model = LinearSVCModel.load(model_path)\ntip_pred = best_model.transform(tip_encodedData)"}, {"cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "from pyspark.ml.classification import LinearSVCModel\nloaded_model = LinearSVCModel.load(model_path)\ntip_pred = loaded_model.transform(tip_encodedData)"}, {"cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": "tip_pred = tip_pred.drop('features')"}, {"cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:21:26 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "+----------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------+----------+\n|business_id           |text                                                                                                                                                                                                                       |rawPrediction                                 |prediction|\n+----------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------+----------+\n|QoezRbYQncpRqyrLH6Iqjg|They have lots of good deserts and tasty cuban sandwiches                                                                                                                                                                  |[-0.24338701152687323,0.24338701152687323]    |1.0       |\n|MYoRNLb5chwjQe3c_k37Gg|It's open even when you think it isn't                                                                                                                                                                                     |[0.09760331081469473,-0.09760331081469473]    |0.0       |\n|hV-bABTK-glh5wj31ps_Jw|Very decent fried chicken                                                                                                                                                                                                  |[0.11149371248961717,-0.11149371248961717]    |0.0       |\n|_uN0OudeJ3Zl_tf6nxg5ww|Appetizers.. platter special for lunch                                                                                                                                                                                     |[-0.09214262997850561,0.09214262997850561]    |1.0       |\n|7Rm9Ba50bw23KTA8RedZYg|Chili Cup + Single Cheeseburger with onion, pickle, and relish + Vanilla Coca-Cola...so far.                                                                                                                               |[0.06131846363176639,-0.06131846363176639]    |0.0       |\n|jtri188kuhe_AuEOJ51U_A|This is probably the best place in the cool Springs area to watch a game and eat                                                                                                                                           |[-0.12657215826893525,0.12657215826893525]    |1.0       |\n|pICJRcyqW1cF96Q3XhLSbw|Starbucks substitute in boring downtown Tampa. Ugh. Never again!                                                                                                                                                           |[0.2364534271449297,-0.2364534271449297]      |0.0       |\n|clwjLY7PdYJpe7IP9lrqEw|Order the Tortilla Soup                                                                                                                                                                                                    |[0.010820185322204537,-0.010820185322204537]  |0.0       |\n|wLHodvVFLTgK3nl2XG8OCw|Very good will definitely be coming back!!                                                                                                                                                                                 |[-0.23548036138070744,0.23548036138070744]    |1.0       |\n|MDr7KLYSPkEonvGojNEMBw|Let's go Yankees!                                                                                                                                                                                                          |[-0.049862230228474705,0.049862230228474705]  |1.0       |\n|aK6R2akvIK9ijw3FvDy8vw|Basically same food as rally's for $5 more                                                                                                                                                                                 |[0.1689352782652545,-0.1689352782652545]      |0.0       |\n|EXYbKA1tocvOK_1tXxZXLA|Don't go for dinner. They close at 6. Really Yvonne L? Negative stars for a restaurant where you you didn't and never intended to eat?                                                                                     |[0.06843537502946,-0.06843537502946]          |0.0       |\n|H9fkf4Xkj_j7Zxs1FmY58Q|30 mins for take out. Right right tight                                                                                                                                                                                    |[0.210339106692188,-0.210339106692188]        |0.0       |\n|ReX09lhufLTAx19krkltDA|Got the grilled chicken entree. It was delicious but was a small portion. I like the environment here, for sure, though.                                                                                                   |[-0.2930706660787582,0.2930706660787582]      |1.0       |\n|c5nLy7YgXG-IIrOmqJv1nA|This is the bomb ! I love this dish. Try it you'll like it !lol                                                                                                                                                            |[-0.5201307584802138,0.5201307584802138]      |1.0       |\n|3ZynJ94VpIdDlaArmEp2Rg|Yes, I'm eating here again. Breakfast!                                                                                                                                                                                     |[-0.07135777427016682,0.07135777427016682]    |1.0       |\n|Zg83olSjsdXAhE5EEy5IcQ|Order crispy and they bake it up good.                                                                                                                                                                                     |[-0.12455199768396095,0.12455199768396095]    |1.0       |\n|pWuoHHu0LuVrD0HjadDygg|Crepes please!!!                                                                                                                                                                                                           |[-0.040972193224929676,0.040972193224929676]  |1.0       |\n|ZhCnKe7U1TsHWnAlXl8Isw|The pimento cheese tastes great and is a large portion for a starter - great for sharing!  The fried pickles are also awesome!                                                                                             |[-0.8672174089083349,0.8672174089083349]      |1.0       |\n|xHwvbm1SJwtaZtOZzFQcmQ|If you haven't  been here in a good while or if you are used to the same place on the west coast called, Carl Jr. (both are applicable to me), please don't  come here for the turkey burger.  It is no longer on the menu.|[-0.0047950421786162566,0.0047950421786162566]|1.0       |\n+----------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------+----------+\nonly showing top 20 rows\n\n"}], "source": "tip_pred.show(truncate = False)"}, {"cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:22:17 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 04:24:10 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 04:24:10 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "+----------+------+\n|prediction| count|\n+----------+------+\n|       0.0|149229|\n|       1.0|471770|\n+----------+------+\n\n"}], "source": "tip_pred.groupBy('prediction').count().show()"}, {"cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 08:01:28 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "+---------------------------------------------------------------------------------------------------------------------------------------------+----------+\n|text                                                                                                                                         |prediction|\n+---------------------------------------------------------------------------------------------------------------------------------------------+----------+\n|It's open even when you think it isn't                                                                                                       |0.0       |\n|Very decent fried chicken                                                                                                                    |0.0       |\n|Chili Cup + Single Cheeseburger with onion, pickle, and relish + Vanilla Coca-Cola...so far.                                                 |0.0       |\n|Starbucks substitute in boring downtown Tampa. Ugh. Never again!                                                                             |0.0       |\n|Order the Tortilla Soup                                                                                                                      |0.0       |\n|Basically same food as rally's for $5 more                                                                                                   |0.0       |\n|Don't go for dinner. They close at 6. Really Yvonne L? Negative stars for a restaurant where you you didn't and never intended to eat?       |0.0       |\n|30 mins for take out. Right right tight                                                                                                      |0.0       |\n|Allow yourself time to wait on your food                                                                                                     |0.0       |\n|Looks like mini burgers, similar to white castle                                                                                             |0.0       |\n|Icky on tap                                                                                                                                  |0.0       |\n|Taking the free shuttle to the cards game!!!                                                                                                 |0.0       |\n|Slowest gas attendants ever                                                                                                                  |0.0       |\n|Call ahead of time to make sure there isn't a wait.                                                                                          |0.0       |\n|Dont go inside cause it stinks of stale greasy carpet.  I guess just drive thru.                                                             |0.0       |\n|Average, nothing to write home about.                                                                                                        |0.0       |\n|Using my coupon to save $$$$$$                                                                                                               |0.0       |\n|Just in the nik before the mad hyper kids rush. The poor staff!                                                                              |0.0       |\n|Many locations of Buffalo Wings & Rings open at 11:00 a.m., but Tennessee's inaugural location opens at 10:30 a.m. Monday through Saturday!!!|0.0       |\n|Some of the best Chinese food I've had in New Orleans. Wait time is rarely over 15 minutes. No delivery but the food makes up for it         |0.0       |\n+---------------------------------------------------------------------------------------------------------------------------------------------+----------+\nonly showing top 20 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "tip_pred.filter(col('prediction') == 0).drop('business_id', 'rawPrediction').show(20, truncate = False)"}, {"cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:25:16 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+\n|text                                                                                                                                                                                                                       |prediction|\n+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+\n|They have lots of good deserts and tasty cuban sandwiches                                                                                                                                                                  |1.0       |\n|Appetizers.. platter special for lunch                                                                                                                                                                                     |1.0       |\n|This is probably the best place in the cool Springs area to watch a game and eat                                                                                                                                           |1.0       |\n|Very good will definitely be coming back!!                                                                                                                                                                                 |1.0       |\n|Let's go Yankees!                                                                                                                                                                                                          |1.0       |\n|Got the grilled chicken entree. It was delicious but was a small portion. I like the environment here, for sure, though.                                                                                                   |1.0       |\n|This is the bomb ! I love this dish. Try it you'll like it !lol                                                                                                                                                            |1.0       |\n|Yes, I'm eating here again. Breakfast!                                                                                                                                                                                     |1.0       |\n|Order crispy and they bake it up good.                                                                                                                                                                                     |1.0       |\n|Crepes please!!!                                                                                                                                                                                                           |1.0       |\n|The pimento cheese tastes great and is a large portion for a starter - great for sharing!  The fried pickles are also awesome!                                                                                             |1.0       |\n|If you haven't  been here in a good while or if you are used to the same place on the west coast called, Carl Jr. (both are applicable to me), please don't  come here for the turkey burger.  It is no longer on the menu.|1.0       |\n|Everything is yummy!                                                                                                                                                                                                       |1.0       |\n|Great breakfast buffet open to the public also ;)                                                                                                                                                                          |1.0       |\n|Come early for the best service as they fill up really quickly.                                                                                                                                                            |1.0       |\n|Great Pancakes!!!!!!                                                                                                                                                                                                       |1.0       |\n|The honey glazed salmon is amazing!                                                                                                                                                                                        |1.0       |\n|Best General Tso around. Also, try the grilled sweet pork, ask for extra sauce.                                                                                                                                            |1.0       |\n|Great fish and chips!!                                                                                                                                                                                                     |1.0       |\n|Great place for breakfast!                                                                                                                                                                                                 |1.0       |\n+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------+\nonly showing top 20 rows\n\n"}], "source": "tip_pred.filter(col('prediction') == 1).drop('business_id', 'rawPrediction').show(20, truncate = False)"}, {"cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": "from pyspark.sql import functions as F\n\ndf4 = tip_pred.groupBy('business_id').agg(\n    F.count('business_id').alias('business_count'), \n    F.round(F.avg('prediction'), 4).alias('avg_prediction_rounded')\n).orderBy('business_count', 'avg_prediction_rounded', ascending=[0])"}, {"cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:09:40 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 04:11:35 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n                                                                                \r"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------+----------------------+\n|         business_id|business_count|avg_prediction_rounded|\n+--------------------+--------------+----------------------+\n|FEXhWNCMkv22qG04E...|          2393|                0.6912|\n|_ab50qdWOk0DdB6XO...|           904|                0.7965|\n|ytynqOUb3hjKeJfRj...|           789|                0.8707|\n|ac1AeYqs8Z4_e2X5M...|           597|                0.8224|\n|GBTPC53ZrG1ZBY3DT...|           586|                0.8242|\n|iSRTaT9WngzB8JJ2Y...|           577|                0.7036|\n|GXFMD0Z4jEVZBCsbP...|           559|                0.7531|\n|I_3LMZ_1m2mzR0oLI...|           537|                0.7486|\n|QHWYlmVbLC3K6eglW...|           534|                0.8202|\n|oBNrLz4EDhiscSlbO...|           525|                0.7752|\n|gTC8IQ_i8zXytWSly...|           509|                0.8762|\n|VQcCL9PiNL_wkGf-u...|           501|                0.7844|\n|yPSejq3_erxo9zdVY...|           490|                0.8531|\n|RQAF6a0akMiot5lZZ...|           450|                0.8089|\n|VaO-VW3e1kARkU9bP...|           429|                0.7972|\n|6a4gLLFSgr-Q6CZXD...|           426|                0.8568|\n|6Ty-KKWq6hLZYW8DW...|           399|                 0.797|\n|PP3BBaVxZLcJU54uP...|           379|                 0.496|\n|_C7QiQQc47AOEv4PE...|           375|                0.7893|\n|EagkHaaC-kUozD3MP...|           374|                0.8262|\n+--------------------+--------------+----------------------+\nonly showing top 20 rows\n\n"}], "source": "df4.show()"}, {"cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": "df5 = df4.join(business2, on = 'business_id', how = 'inner')"}, {"cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": "23/08/17 04:25:52 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n23/08/17 04:27:45 WARN org.apache.spark.scheduler.DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n"}, {"name": "stdout", "output_type": "stream", "text": "+--------------------+--------------+----------------------+----------------+-----+\n|         business_id|business_count|avg_prediction_rounded|categories_split|stars|\n+--------------------+--------------+----------------------+----------------+-----+\n|FEXhWNCMkv22qG04E...|          2393|                0.6912|     Restaurants|  4.0|\n|_ab50qdWOk0DdB6XO...|           904|                0.7965|     Restaurants|  4.0|\n|ytynqOUb3hjKeJfRj...|           789|                0.8707|     Restaurants|  4.5|\n|ac1AeYqs8Z4_e2X5M...|           597|                0.8224|     Restaurants|  4.0|\n|GBTPC53ZrG1ZBY3DT...|           586|                0.8242|     Restaurants|  4.0|\n|iSRTaT9WngzB8JJ2Y...|           577|                0.7036|     Restaurants|  3.5|\n|GXFMD0Z4jEVZBCsbP...|           559|                0.7531|     Restaurants|  4.5|\n|I_3LMZ_1m2mzR0oLI...|           537|                0.7486|     Restaurants|  4.5|\n|QHWYlmVbLC3K6eglW...|           534|                0.8202|     Restaurants|  4.0|\n|oBNrLz4EDhiscSlbO...|           525|                0.7752|     Restaurants|  4.5|\n|gTC8IQ_i8zXytWSly...|           509|                0.8762|     Restaurants|  4.5|\n|VQcCL9PiNL_wkGf-u...|           501|                0.7844|     Restaurants|  4.0|\n|yPSejq3_erxo9zdVY...|           490|                0.8531|     Restaurants|  4.5|\n|RQAF6a0akMiot5lZZ...|           450|                0.8089|     Restaurants|  4.0|\n|VaO-VW3e1kARkU9bP...|           429|                0.7972|     Restaurants|  4.0|\n|6a4gLLFSgr-Q6CZXD...|           426|                0.8568|     Restaurants|  4.0|\n|6Ty-KKWq6hLZYW8DW...|           399|                 0.797|     Restaurants|  4.0|\n|PP3BBaVxZLcJU54uP...|           379|                 0.496|     Restaurants|  3.0|\n|_C7QiQQc47AOEv4PE...|           375|                0.7893|     Restaurants|  4.5|\n|DcBLYSvOuWcNReolR...|           374|                0.7995|     Restaurants|  3.5|\n+--------------------+--------------+----------------------+----------------+-----+\nonly showing top 20 rows\n\n"}, {"name": "stderr", "output_type": "stream", "text": "                                                                                \r"}], "source": "df5.orderBy('business_count', ascending=[0]).show()"}], "metadata": {"kernelspec": {"display_name": "PySpark", "language": "python", "name": "pyspark"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15"}}, "nbformat": 4, "nbformat_minor": 4}