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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#DATSCI W261, October 2015<br>JRW, HW 5.3-5.4 Walkthrough\n", | |
| "##Description\n", | |
| "These exercises are relatively formidable tasks with some unexpected details.\n", | |
| "So for those of you that would like to continue with this work, here is a walkthrough\n", | |
| "on how to accomplish the task." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "###Let's first take a look at mrjob.conf\n", | |
| "We can use a pretty basic configuration for all of this,\n", | |
| "but without multiple instances, we would have to wait a long time\n", | |
| "for things to finish.\n", | |
| "####cat ~/.mrjob.conf\n", | |
| "runners:<Br>\n", | |
| " emr:<Br>\n", | |
| " aws_access_key_id: XXXX<Br>\n", | |
| " aws_secret_access_key: XXXX<Br>\n", | |
| " num_ec2_core_instances: 4<Br>\n", | |
| " ec2_core_instance_type: m1.medium<Br>\n", | |
| " ec2_master_instance_type: m1.medium<Br>\n", | |
| " strict_protocols: true<Br>\n", | |
| " hadoop:<Br>\n", | |
| " strict_protocols: true<Br>\n", | |
| " inline:<Br>\n", | |
| " strict_protocols: true<Br>\n", | |
| " local:<Br>\n", | |
| " strict_protocols: true" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "##HW 5.3: Do some EDA with the Google 5-grams dataset\n", | |
| "###HW 5.3.1: MRJob class to count all words inside of the 5-Grams\n", | |
| "This is a basic word count job, where we just total the counts \n", | |
| "of all words inside of all 5-grams. The only real bit of finesse going on here\n", | |
| "is with the specification:\n", | |
| "\n", | |
| " from mrjob.protocol import RawValueProtocol\n", | |
| "...\n", | |
| "\n", | |
| " OUTPUT_PROTOCOL = RawValueProtocol\n", | |
| " \n", | |
| "that takes the output protocol to a raw, string value,\n", | |
| "so that our output will look nice for the next job\n", | |
| "(with no quotes or unnecessary keys or tab characters)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 185, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Writing count5gramWords.py\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%writefile count5gramWords.py\n", | |
| "#!/usr/bin/python\n", | |
| "from mrjob.job import MRJob\n", | |
| "from mrjob.protocol import RawValueProtocol\n", | |
| "from mrjob.step import MRStep\n", | |
| "import re\n", | |
| "\n", | |
| "class count5gramWords(MRJob):\n", | |
| " \n", | |
| " OUTPUT_PROTOCOL = RawValueProtocol\n", | |
| "\n", | |
| " def steps(self):\n", | |
| " return [MRStep(mapper = self.mapper, combiner = self.combiner, reducer = self.reducer)]\n", | |
| " \n", | |
| " def mapper(self, _, line):\n", | |
| " counts = {}\n", | |
| " line.strip()\n", | |
| " [ngram,count,pages,books] = re.split(\"\\t\",line)\n", | |
| " count = int(count)\n", | |
| " words = re.split(\" \",ngram)\n", | |
| " for word in words:\n", | |
| " counts.setdefault(word,0)\n", | |
| " counts[word] += count\n", | |
| " for word in counts.keys():\n", | |
| " yield word,counts[word]\n", | |
| "\n", | |
| " def combiner(self, word, counts):\n", | |
| " yield word,sum(counts)\n", | |
| "\n", | |
| " def reducer(self, word, counts):\n", | |
| " yield None,word+\"\\t\"+str(sum(counts))\n", | |
| "\n", | |
| "if __name__ == '__main__':\n", | |
| " count5gramWords.run()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 186, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!chmod +x count5gramWords.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Test the code locally" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 187, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/step-0-mapper_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/step-0-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/step-0-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/step-0-reducer_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "Moving /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/step-0-reducer_part-00000 -> /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/output/part-00000\n", | |
| "Streaming final output from /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241/output\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224112.448241\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./count5gramWords.py gbooks_filtered_sample.txt > count5GramWords_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 188, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "A\t74206\r\n", | |
| "A's\t165\r\n", | |
| "AAR\t99\r\n", | |
| "AB\t43\r\n", | |
| "ABBREVIATIONS\t106\r\n", | |
| "ABC\t44\r\n", | |
| "ABD\t177\r\n", | |
| "ABM\t59\r\n", | |
| "ABOUT\t88\r\n", | |
| "ACKNOWLEDGEMENTS\t70\r\n", | |
| "ACKNOWLEDGMENTS\t79\r\n", | |
| "ACP\t110\r\n", | |
| "ACS\t49\r\n", | |
| "ACT\t73\r\n", | |
| "ADRENAL\t43\r\n", | |
| "ADVENTURES\t156\r\n", | |
| "AG\t111\r\n", | |
| "AH\t52\r\n", | |
| "AI\t104\r\n", | |
| "AJA\t106\r\n", | |
| "AL\t97\r\n", | |
| "ALEXANDER\t199\r\n", | |
| "ALL\t68\r\n", | |
| "ALSO\t88\r\n", | |
| "ALWAYS\t46\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -25 count5GramWords_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Run the job on AWS over the full dataset\n", | |
| "Note: With the jobconf as above (4 m1.medium instances) this word count job takes about 1 hour. Here, we don't perform any sorting, and since we have specified multiple instances while not restricted the number of reduce tasks,\n", | |
| "there will be multiple output parts in our output directory: \n", | |
| "\n", | |
| " s3://ucb-mids-mls-jakewilliams/count5gramWords/output/" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 189, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "using existing scratch bucket mrjob-070799b65f5ef217\n", | |
| "using s3://mrjob-070799b65f5ef217/tmp/ as our scratch dir on S3\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224737.259694\n", | |
| "writing master bootstrap script to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224737.259694/b.py\n", | |
| "Copying non-input files into s3://mrjob-070799b65f5ef217/tmp/count5gramWords.jakerylandwilliams.20151004.224737.259694/files/\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Creating Elastic MapReduce job flow\n", | |
| "Job flow created with ID: j-3BVTJYDNIGURO\n", | |
| "Created new job flow j-3BVTJYDNIGURO\n", | |
| "Job launched 34.4s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 70.8s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 105.7s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 141.8s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 175.6s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 218.5s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 251.8s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 284.3s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 322.2s ago, status RUNNING: Running step (count5gramWords.jakerylandwilliams.20151004.224737.259694: Step 1 of 1)\n", | |
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| "Job launched 3291.2s ago, status RUNNING: Running step (count5gramWords.jakerylandwilliams.20151004.224737.259694: Step 1 of 1)\n", | |
| "Job completed.\n", | |
| "Running time was 2976.0s (not counting time spent waiting for the EC2 instances)\n", | |
| "ec2_key_pair_file not specified, going to S3\n", | |
| "Fetching counters from S3...\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Counters from step 1:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 2156069116\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 4565214\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 292638761\n", | |
| " FILE_BYTES_WRITTEN: 323420467\n", | |
| " HDFS_BYTES_READ: 23640\n", | |
| " S3_BYTES_READ: 2156069116\n", | |
| " S3_BYTES_WRITTEN: 4565214\n", | |
| " Job Counters :\n", | |
| " Launched map tasks: 193\n", | |
| " Launched reduce tasks: 8\n", | |
| " Rack-local map tasks: 191\n", | |
| " SLOTS_MILLIS_MAPS: 22327381\n", | |
| " SLOTS_MILLIS_REDUCES: 10667887\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 7671350\n", | |
| " Combine input records: 303033876\n", | |
| " Combine output records: 22092304\n", | |
| " Map input bytes: 2156069116\n", | |
| " Map input records: 58682266\n", | |
| " Map output bytes: 3097484290\n", | |
| " Map output materialized bytes: 98214630\n", | |
| " Map output records: 288863615\n", | |
| " Physical memory (bytes) snapshot: 79887122432\n", | |
| " Reduce input groups: 343019\n", | |
| " Reduce input records: 7922043\n", | |
| " Reduce output records: 343019\n", | |
| " Reduce shuffle bytes: 98214630\n", | |
| " SPLIT_RAW_BYTES: 23640\n", | |
| " Spilled Records: 30014347\n", | |
| " Total committed heap usage (bytes): 86748852224\n", | |
| " Virtual memory (bytes) snapshot: 186824384512\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/count5gramWords.jakerylandwilliams.20151004.224737.259694\n", | |
| "Removing all files in s3://mrjob-070799b65f5ef217/tmp/count5gramWords.jakerylandwilliams.20151004.224737.259694/\n", | |
| "Removing all files in s3://mrjob-070799b65f5ef217/tmp/logs/j-3BVTJYDNIGURO/\n", | |
| "Terminating job flow: j-3BVTJYDNIGURO\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./count5gramWords.py s3://filtered-5grams/ -r emr \\\n", | |
| " --output-dir=s3://ucb-mids-mls-jakewilliams/count5gramWords/output \\\n", | |
| " --no-output " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "###MRJob class to collect and sort all count output from the above\n", | |
| "Here, we'll just pull in the output from the above and pass it through a mapper that is\n", | |
| "*almost* the identity mapper, with the distinction that we pass the counts of words as the keys.\n", | |
| "This coupled with a reverse numeric sort and single reduce task specification\n", | |
| "(in the def jobconf(): method)\n", | |
| "will ensure that the ouput appears sorted (frequent to infrequent) and in one file.\n", | |
| "Once again, since we are storing our output on disk, and not streaming back to a runner,\n", | |
| "we use the RawValueProtocol to ensure a nice clean output." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 195, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Overwriting collectAndSortWordCounts.py\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%writefile collectAndSortWordCounts.py\n", | |
| "#!/usr/bin/python\n", | |
| "from mrjob.job import MRJob\n", | |
| "from mrjob.protocol import RawValueProtocol\n", | |
| "from mrjob.step import MRStep\n", | |
| "import re\n", | |
| "\n", | |
| "class collectAndSortWordCounts(MRJob):\n", | |
| " \n", | |
| " OUTPUT_PROTOCOL = RawValueProtocol\n", | |
| " \n", | |
| " def jobconf(self):\n", | |
| " orig_jobconf = super(collectAndSortWordCounts, self).jobconf() \n", | |
| " custom_jobconf = {\n", | |
| " 'mapred.output.key.comparator.class': 'org.apache.hadoop.mapred.lib.KeyFieldBasedComparator',\n", | |
| " 'mapred.text.key.comparator.options': '-k1rn',\n", | |
| " 'mapred.reduce.tasks': '1',\n", | |
| " }\n", | |
| " combined_jobconf = orig_jobconf\n", | |
| " combined_jobconf.update(custom_jobconf)\n", | |
| " self.jobconf = combined_jobconf\n", | |
| " return combined_jobconf\n", | |
| " \n", | |
| " def steps(self):\n", | |
| " return [MRStep(mapper = self.mapper, reducer = self.reducer)]\n", | |
| " \n", | |
| " def mapper(self, _, line):\n", | |
| " line.strip()\n", | |
| " [word,count] = re.split(\"\\t\",line)\n", | |
| " count = int(count)\n", | |
| " yield count,word\n", | |
| "\n", | |
| " def reducer(self, count, words):\n", | |
| " for word in words:\n", | |
| " yield None,word+\"\\t\"+str(count)\n", | |
| "\n", | |
| "if __name__ == '__main__':\n", | |
| " collectAndSortWordCounts.run()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 196, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!chmod +x collectAndSortWordCounts.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Test the code locally on a sample of output" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 197, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/step-0-mapper_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/step-0-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/step-0-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/step-0-reducer_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "Moving /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/step-0-reducer_part-00000 -> /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/output/part-00000\n", | |
| "Streaming final output from /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617/output\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012308.694617\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./collectAndSortWordCounts.py count5GramWords_output.txt > collectAndSortWordCounts_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Examine the output\n", | |
| "Note: Since we are running the job locally, our sort will not work!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 198, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Afterwards\t100\r\n", | |
| "Boke\t100\r\n", | |
| "Copper\t100\r\n", | |
| "Cry\t100\r\n", | |
| "Devonian\t100\r\n", | |
| "Diet\t100\r\n", | |
| "Elyot's\t100\r\n", | |
| "Everyone\t100\r\n", | |
| "Hymn\t100\r\n", | |
| "Kensington\t100\r\n", | |
| "Portuguese\t100\r\n", | |
| "Thy\t100\r\n", | |
| "Traditional\t100\r\n", | |
| "ascended\t100\r\n", | |
| "awake\t100\r\n", | |
| "background\t100\r\n", | |
| "bestrode\t100\r\n", | |
| "commencement\t100\r\n", | |
| "dressing\t100\r\n", | |
| "echocardiographic\t100\r\n", | |
| "fish\t100\r\n", | |
| "latest\t100\r\n", | |
| "limitations\t100\r\n", | |
| "observe\t100\r\n", | |
| "pursuits\t100\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -25 collectAndSortWordCounts_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Run the job with AWS EMR\n", | |
| "Note: With the above configuration in ~/.mrjob.conf, this job takes about 10 minutes (the input data is relatively small)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 199, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "using existing scratch bucket mrjob-070799b65f5ef217\n", | |
| "using s3://mrjob-070799b65f5ef217/tmp/ as our scratch dir on S3\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994\n", | |
| "writing master bootstrap script to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994/b.py\n", | |
| "Copying non-input files into s3://mrjob-070799b65f5ef217/tmp/collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994/files/\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Creating Elastic MapReduce job flow\n", | |
| "Job flow created with ID: j-1Q4HNGNWNKQXH\n", | |
| "Created new job flow j-1Q4HNGNWNKQXH\n", | |
| "Job launched 30.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 61.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 92.8s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 124.4s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 155.3s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 186.3s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 217.2s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 248.3s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 279.2s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job launched 310.2s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job launched 341.1s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job launched 372.1s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job launched 403.2s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job launched 434.1s ago, status RUNNING: Running step (collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994: Step 1 of 1)\n", | |
| "Job completed.\n", | |
| "Running time was 131.0s (not counting time spent waiting for the EC2 instances)\n", | |
| "ec2_key_pair_file not specified, going to S3\n", | |
| "Fetching counters from S3...\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Counters from step 1:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 4693524\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 4565214\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 3956185\n", | |
| " FILE_BYTES_WRITTEN: 8912517\n", | |
| " HDFS_BYTES_READ: 2457\n", | |
| " S3_BYTES_READ: 4693524\n", | |
| " S3_BYTES_WRITTEN: 4565214\n", | |
| " Job Counters :\n", | |
| " Launched map tasks: 21\n", | |
| " Launched reduce tasks: 1\n", | |
| " Rack-local map tasks: 21\n", | |
| " SLOTS_MILLIS_MAPS: 223959\n", | |
| " SLOTS_MILLIS_REDUCES: 40335\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 34140\n", | |
| " Combine input records: 0\n", | |
| " Combine output records: 0\n", | |
| " Map input bytes: 4565214\n", | |
| " Map input records: 343019\n", | |
| " Map output bytes: 5251252\n", | |
| " Map output materialized bytes: 4366242\n", | |
| " Map output records: 343019\n", | |
| " Physical memory (bytes) snapshot: 6939570176\n", | |
| " Reduce input groups: 41362\n", | |
| " Reduce input records: 343019\n", | |
| " Reduce output records: 343019\n", | |
| " Reduce shuffle bytes: 4366242\n", | |
| " SPLIT_RAW_BYTES: 2457\n", | |
| " Spilled Records: 686038\n", | |
| " Total committed heap usage (bytes): 6610681856\n", | |
| " Virtual memory (bytes) snapshot: 20835831808\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994\n", | |
| "Removing all files in s3://mrjob-070799b65f5ef217/tmp/collectAndSortWordCounts.jakerylandwilliams.20151005.012342.262994/\n", | |
| "Removing all files in s3://mrjob-070799b65f5ef217/tmp/logs/j-1Q4HNGNWNKQXH/\n", | |
| "Terminating job flow: j-1Q4HNGNWNKQXH\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./collectAndSortWordCounts.py s3://ucb-mids-mls-jakewilliams/count5gramWords/output/ -r emr \\\n", | |
| " --output-dir=s3://ucb-mids-mls-jakewilliams/collectAndSortWordCounts/output \\\n", | |
| " --no-output " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Download word count data and check on output\n", | |
| "Here we can see the totalled word counts are quite large, and that the top of the list\n", | |
| "is filled with stop words:\n", | |
| "\n", | |
| " http://www.ranks.nl/stopwords\n", | |
| "\n", | |
| "If we wanted to proceed with a more nuanced approach \n", | |
| "we could perhaps convert all to lower-case and merge,\n", | |
| "and then consult the (referenced) \n", | |
| "list of stop words and take those top 10,000 off the list. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 200, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "download: s3://ucb-mids-mls-jakewilliams/collectAndSortWordCounts/output/part-00000 to ./sortedWordCounts.txt\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!aws s3 cp s3://ucb-mids-mls-jakewilliams/collectAndSortWordCounts/output/part-00000 ./sortedWordCounts.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 201, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "the\t5375699242\r\n", | |
| "of\t3691308874\r\n", | |
| "to\t2221164346\r\n", | |
| "in\t1387638591\r\n", | |
| "a\t1342195425\r\n", | |
| "and\t1135779433\r\n", | |
| "that\t798553959\r\n", | |
| "is\t756296656\r\n", | |
| "be\t688053106\r\n", | |
| "as\t481373389\r\n", | |
| "was\t469941121\r\n", | |
| "for\t454742998\r\n", | |
| "it\t426786974\r\n", | |
| "not\t398897768\r\n", | |
| "with\t372888370\r\n", | |
| "on\t351850709\r\n", | |
| "by\t344380381\r\n", | |
| "have\t316710855\r\n", | |
| "he\t288925226\r\n", | |
| "which\t281528146\r\n", | |
| "his\t263185718\r\n", | |
| "at\t260409177\r\n", | |
| "had\t256489364\r\n", | |
| "I\t255205575\r\n", | |
| "are\t247721045\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -25 sortedWordCounts.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "###Plot our data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.text.Text at 0x11af5e6d0>" | |
| ] | |
| }, | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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Wcfnll7OpWrVIdTt1asx6pRs2jMyWTkws5AeQJKmIWERL2stJJ53E7NmzqVKl\nCs899xx16tRh2FVXsalHD1iyBHr12nNxFOZKQ6RGb9s2stuh86QlSSWBRbSkn+natSszZ87k1FNP\nZcuWLYwfP56TTjqJ5+bNI3vatJik0qmpka3CZ8yIJNOm0pKkeGZPtKSDeu211xg4cCCrV68G4KKL\nLmLGjBmUW7UqJr3SOduGN2oEt9ziA4eSpKLng4WSomLr1q08+OCD3HHHHWzZsoUWLVowYcIEWp9x\nBkybFpMJHrl3OkxKspiWJBUdi2hJUfX666/Tv39/Vq9eTfny5Rk1ahRXXnklJ9asGZNUOjl5z6Ys\n7nAoSSoqFtGSou7HH3/koosuIj09HYCqVauyaNEiWrZoEZNU2kRaklTUHHEnKepq1KjBvHnzePvt\nt+nYsSObNm2iVatWPPX002zv2TPqEzwSEiIPHSYlRfFDSJJUSCbRkgrsf//7H+3bt+eLL74A4Kij\njmLMmDEMvvzymKTSbhcuSSoKJtGSYuoXv/gFixcvJjExkZo1a7J69WquuOIKEi66iDWdOsVsrvT8\n+ZFdDtPSovAhJEkqAJNoSVGRnZ3NAw88wI033ghA/fr1GTlyJL169uTEf/0rqql0TiINkJXlQ4eS\npOjywUJJRS4jI4NBgwbx73//e/exFi1acEXfvlzz0UeUf+GFvV9QiAkeOdM72rffc8xiWpJUWBbR\nkorFzp07mTFjBrNnzyYtLY0NGzYAMPjyy/l7u3Yc/tvfRn2u9L7bhVtMS5IKyiJaUrHbunUrN954\nI4888ggAp5xyCg/edhttn3kmqql0DotpSVJhWURLihvz5s2jZ8+eu1PpJk2aMCkpidZ/+1vUU2mI\nFNMTJ8KWLdChQ2RMniRJeWERLSmufPXVV9x///1MmzaNNbsK53dmz+bMp5+O+m6HAG3bwuLF0LIl\nLFpUmJVLksoSi2hJcWnDhg2ceOKJfP/999SsWZMln35K/bfeivpcaYiMwcvI2DNf2vYOSdKhOCda\nUlyqXr06S5YsoXnz5vzwww+0btOGhUcfHZO50gkJkY1ZIDLJY9+eaUmSCsIkWlKx+frrr/nNb37D\nd999B8A999zDLTffHJPdDgESE/fMlXbHQ0nSgdjOISnuLV++nKSkJObNmwdA7969eeaZZ6i2aRNc\nfXVUe6VzWjvmz4/8bjEtSdofi2hJJcaDDz7IddddB8A555zDiy++SK2aNWOSSrvjoSTpYCyiJZUo\nL774Ij0JTwu8AAAgAElEQVR79gSgYsWKpKSk0LdvX1ixIuqpNESS6cmTIz8nJZlIS5IiLKIllTjv\nv/8+Q4cO5eOPPwZg0KBBPProo1SvVi1mvdI5xbSptCQJnM4hqQQ6/fTT+ec//8kf/vAHAFJSUmjQ\noAHf/Pe/0K9fzCZ4NGkCa9dGNmg54QSneEiSDs4iWlLcCYKAP//5z8zf9QTgxo0b+dWvfsX9998P\n9epFth+cOhVq197zovHjI7uqzJ1boPccPRruuy8SbG/cuKdnWpKk/bGdQ1JcW7p0KTfddBOzZ8+m\nQoUKfPnllzRu3DhyMka90vum0LZ3SFLZYjuHpBLvhBNOYNasWQwcOJAdO3bQsWNHMjIyIidjlEq3\nbh35WrYMxo2LbB8uSVJuFtGSSoTbb7+dOnXq8J///Ic2bdowbNgw/v3vf0MQRL1XOiEh8pWUBHXq\nwNKlkUI6LS3KH0qSVGLZziGpxFi5ciWjRo1i6tSpAFSqVImRI0eSnJxM7dq1IQxjMsEjMRHmzIEa\nNeDRRx2FJ0mlnSPuJJVKn332GUOHDuWdd97ZfSwxMZFLLrmELl26UHnduqj3SrdtG0mkTzgBGjaM\nTPOwV1qSSieLaEmlVhiGzJw5kzvuuIPFixfvPl6rVi3uuOMOhl55JZVefDGqqXTunQ7feGNPq4ck\nqXSxiJZUJmRmZjJu3DhSU1P58ssvAejQoQMzZ86kxtatMZngccIJkVF4l14aeQjRFg9JKj0soiWV\nKWEYMmXKFAYPHsy2bduoWbMm48aNo09iIsH06VHvlU5Lg4yMSDpte4cklR4W0ZLKpE8++YQrrriC\nDz/8EIjsgpiSkkKTGjViOle6detIUW0yLUklm0W0pDIrDEMee+wx/vjHP7J27VqqVKnCxx9/zAlN\nmsRkggdEkul774383L69xbQklVRutiKpzAqCgKuvvpqvv/6ak08+ma1bt9KyZUuenzYt6nOlcyQk\nRIrnhg0jv2dkOFtakkork2hJpd6PP/7IVVddtXu+9IQJE7jssssoX65czFJpiBTQkyfbLy1JJY3t\nHJK0SxiG9OnThxkzZgBw3HHHkZyczCWXXELFtWtj0isNe/dLg+0dklQSWERLUi6bN2/m73//O/fd\ndx9r164F4Pjjj+fZZ5/l9NNOi2kqnZgIixdD796m0pIU7+yJlqRcDj/8cG6++Wa+/fZbJk+eTIMG\nDfjyyy9p27YtabNmxaxXGiItHQAzZuxJpyVJJZdJtKQya8uWLVxzzTU8+eSTBEHAuHHjGDJkCOWC\nICapdE6PdFZW5OHDpCTbOyQpHtnOIUmHEIYhPXv2JG3XGI26dety0003MXLkSKr8+GPM5krnbB/u\nQ4eSFH8soiUpD3bu3Mmzzz7LDTfcwOrVqwE499xzef3116lQvnzMeqWTkyPtHS1bQmpqYT+FJCla\nLKIlKR+2b9/Oyy+/zIABA9i6dSuJiYk899xzVKxYEVasiEkqnfPAYa1akRnTptKSVPx8sFCS8qFS\npUr07NmTCRMmAJCamsqvfvUrHnjgAcK6dSNx8dSpULv2nheNHx+JkufOLdB7pqZGJnYATJwIbdsW\n9lNIkoqCSbQk7cecOXMYNWoUy3Y1L//pT3/ijjvuiJyMUSrdtm1kGMill5pIS1JxMomWpALq2rUr\nn3/+OX/6058AuPPOO7n77rvZuXMn1KsXk1R60aJIAT1jRqTNQ5IUv+KiiA6C4IQgCD7K9fVjEATX\nFve6JJVt5cqV44477mDMmDEA/OEPf6BTp0689957ZIdhTOZKjx4dqcOzsiIj8SRJ8Snu2jmCICgH\nZAFnhGH4ba7jtnNIKjavvPIKSUlJrNk1oaNRo0YMGTKEm2++mUoVK0Z9gkdOAZ2RERmH50xpSSo6\nJbWdoxPwVe4CWpKKW7du3fjkk08YNmwYDRo0IDMzkz/96U+0bNmSRe++G/VUOiFhT9G8aBH87ncm\n05IUT+IxiX4K+CAMw0f3OW4SLSkuZGdn88ILLzBq1CiysrKoXLky9957L1dddRVVKleOeiqdmBhp\n72jfHlq3NpGWpFgrcXOigyCoRKSVo1kYhqv2ORfedtttu39v164d7dq1K9oFSlIuW7ZsoVevXsyZ\nMweA0047jb/+9a+cffbZBCtXRn2CR8624WB7hyRFU3p6Ounp6bt/v+OOO0pcEZ0ADA/DsOt+zplE\nS4o72dnZzJgxg6FDh7Ju3ToABgwYwLXXXssZp59OMH16VFPpnC3Dc4ronBYPC2pJip6SmERPBV4J\nw3Difs5ZREuKW8uXL+eBBx7gL3/5Czn/WXXBBRcwYcIE6oZhTOZKQ6SIzsiwzUOSoqlEFdFBEFQF\n/gscG4bhhv2ct4iWFPc+/PBDnnzySZ566im2bdvGkUceyUMPPcSggQOjnkrnyD3JA9yoRZIKq0QV\n0YdiES2pJPn888+57LLLeO+99wA49dRTmTRpEs1q145ZKu2Oh5IUHSV1xJ0klXhNmzblnXfe4eGH\nH6ZGjRp8+OGH9O7dm/+FYUx2O4TI9I5q1WDixEhB7Ug8SYodk2hJirEff/yRtm3b8vnnn3PUUUfx\nt7/9jYsvvpjyq1fHZILHvfdGEulGjeCWW+yVlqT8sp1DkuLEd999x4ABA3jrrbcAOOuss5g8eTLH\nNm4c9bnSsGeKR5MmPnQoSfllES1JcWT79u1MnDiRm2++mR9++IGaNWuSkpJC9+7dYcWKmPRK+9Ch\nJOWfRbQkxaGVK1fSp08fFixYQPny5XniiSe4/PLLIQxjkkpDZNfDRYsivdKpqVH4EJJUivlgoSTF\nobp16zJv3jyuvfZadu7cyeDBg3nkkUcIAfr1gyVLoFevPS/IzIQuXWDYMFi/vkDvmZQUqcUXL460\nekiSCsckWpKK0W9/+1seeOABAM455xwmTJhAkyZNYpZK5/RKQ6Rf2vYOSfo52zkkKc5lZ2dz//33\nc8899/DDDz9w+OGH8/zzz9OjR4/IBTHolU5Li9yyWjVYujQKH0KSShmLaEkqIX788Ud69OjB22+/\nTaVKlXj00UcZPHgwQRDEJJVOTIy0dtSqFZkvbSItSXvYEy1JJUSNGjVYsGABI0aMYPv27QwZMoRR\no0axfv16CIKo90qnpkLv3rB2bWRzlsTEKH8gSSrlTKIlKY6EYcjDDz/MDTfcwE8//USDBg2YPn06\nZ555Zs4FUU2lczZnWbvWVFqScphES1IJEwQB11xzDa+//jotW7bk+++/56yzzmLgwIF89913UU+l\nExIio+9yUumchw4lSQdnEi1JcWrLli1cf/31TJgwgZ07d3L44YczduxYhg0bRvny5WOSSmdk7Nnp\n0ERaUlllEi1JJdhhhx3GuHHj+OKLL+jRowebN29mxIgRnHHGGUyZMoXsMIx6Kt26NWRl2SctSYdi\nES1Jce5Xv/oVs2bN4qmnnqJ27dr885//ZMCAAZxxxhm8/PLLUK9e5EnBqVOhdu09Lxw/Hlq2hLlz\n8/xeCQlwyy2RMDsra8+24ZKkvdnOIUklyPr163n22We57bbbWLVqFQD9+/dnzJgxHH300VGdK51T\nQCckRGv1klQyOCdakkqpTZs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QdAFeCMOwYHus5v19bOeQJBXKxo0bSUxM5NVXX6VJkyYs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\nzvFxss0AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x11af1a150>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from matplotlib import pyplot as plot\n", | |
| "import re,math\n", | |
| "%matplotlib inline\n", | |
| "\n", | |
| "ranks = []\n", | |
| "counts = []\n", | |
| "stopWords = {}\n", | |
| "stopRanks = []\n", | |
| "stopCounts = []\n", | |
| "\n", | |
| "f = open(\"stopWords.txt\",\"r\")\n", | |
| "for word in f:\n", | |
| " word = word.strip()\n", | |
| " stopWords[word] = 1\n", | |
| "\n", | |
| "rank = 1\n", | |
| "f = open(\"sortedWordCounts.txt\",\"r\")\n", | |
| "for line in f:\n", | |
| " line.strip()\n", | |
| " word,count = re.split(\"\\t\",line)\n", | |
| " count = int(count)\n", | |
| " if word in stopWords.keys():\n", | |
| " stopRanks.append(math.log(rank,10))\n", | |
| " stopCounts.append(math.log(count,10)+0.25)\n", | |
| " ranks.append(math.log(rank,10))\n", | |
| " counts.append(math.log(count,10))\n", | |
| " rank += 1\n", | |
| " \n", | |
| "rnge = [min(ranks),max(ranks)]\n", | |
| "b = max(counts)\n", | |
| "m = -1\n", | |
| "lin = [rnge[0]*m + b,rnge[1]*m + b]\n", | |
| "\n", | |
| "plot.figure(figsize=(12,12))\n", | |
| "\n", | |
| "plot.subplot(1,1,1)\n", | |
| "plot.plot(rnge,lin,'red',lw=3)\n", | |
| "plot.plot(ranks,counts,'black',lw=2)\n", | |
| "plot.plot(stopRanks,stopCounts,'.',ms=1.25)\n", | |
| "plot.xlabel('Log10 rank',fontsize=15)\n", | |
| "plot.ylabel('Log10 count',fontsize=15)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Looking above, in log-log space, we compare a plot of our word-frequency distribution to Zipf's law for frequencies (counts) and ranks:\n", | |
| "\n", | |
| "$$\\large f\\propto r^{-1}$$\n", | |
| "\n", | |
| "This 'law' of ranks is considered by some to be universal \n", | |
| "for natural language, and in log-log space appears as a straight line\n", | |
| "of slope -1. Comparing Zipf's law (red) to our empirical word\n", | |
| "frequency distribution from the Google 5-grams,\n", | |
| "we can see that the two diverge quite significantly\n", | |
| "after about three orders of magnitude (1,000 words),\n", | |
| "with the empirical word-frequency distribution dropping off\n", | |
| "to what appears like another power-law of steeper slope.\n", | |
| "Other important observations include the fact that we\n", | |
| "do not see the the full tail of our word-frequency distribution,\n", | |
| "which consists of the plateaux legomena, finite-size effects:\n", | |
| "\n", | |
| " https://en.wikipedia.org/wiki/Hapax_legomenon\n", | |
| " \n", | |
| "This is because the construction of the Google 5-grams corpus\n", | |
| "was predicated on an Apriori-style threshold of minimum count,\n", | |
| "set at 40 for 5-grams in the initial dataset.\n", | |
| "\n", | |
| "In addition to all of this, we present the counts of the stopwords \n", | |
| "(blue, offset for clarity). Although these words appear across the\n", | |
| "full range of ranks, we can visually inspect to see that their\n", | |
| "density diminishes at the larger ranks toward the tail." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "##HW 5.4: Synonym detection\n", | |
| "####Making the top 10,000 words broadcast file\n", | |
| "\n", | |
| "Next up we will take this output and keep the top 10,000 words to broadcast to the mappers\n", | |
| "of the next stripe-producing job. To accomplish this we can use the following \n", | |
| "sequence of command line utilities:\n", | |
| "\n", | |
| " head -10000 sortedWordCounts.txt | perl -pe 's/^(.*?)\\t(.*?)\\n/$1\\n/' > top10kwords.txt\n", | |
| " \n", | |
| "which we have run outside of this notebook. In particular, head takes the top 10,000 lines,\n", | |
| "and perl strips off the column of counts, leaving only the words so as to minimize the overhead of\n", | |
| "beaming up and loading in the broadcast file." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "###HW 5.4.1: MRJob class to produce a co-occurrence count matrix (stripes) for the top 10,000 most frequently appearing words\n", | |
| "This is the first truly major task of this assignment, where we have to produce co-occurrence stripes\n", | |
| "for our top 10,000 words. The design is relatively straightforward, but as our first major task,\n", | |
| "this will take some time to run on AWS when applied to the full dataset.\n", | |
| "Using the setup showing in ~/.mrjob.conf above (4 m1.medium instances),\n", | |
| "this job takes about 4 hours to run." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%%writefile stripeCoOccurrences.py\n", | |
| "#!/usr/bin/python\n", | |
| "from mrjob.job import MRJob\n", | |
| "from mrjob.protocol import RawValueProtocol\n", | |
| "from mrjob.step import MRStep\n", | |
| "import re\n", | |
| "from itertools import combinations\n", | |
| "\n", | |
| "class stripeCoOccurrences(MRJob):\n", | |
| " \n", | |
| " OUTPUT_PROTOCOL = RawValueProtocol\n", | |
| " topOcurringWordsDictionary = []\n", | |
| "\n", | |
| " def steps(self):\n", | |
| " return [MRStep(\n", | |
| " mapper_init = self.mapper_init,\n", | |
| " mapper = self.mapper, \n", | |
| " combiner = self.combiner, \n", | |
| " reducer_init = self.reducer_init, \n", | |
| " reducer = self.reducer\n", | |
| " )]\n", | |
| " \n", | |
| " ## pull in the top occurring words dictionary here for the mapper\n", | |
| " def mapper_init(self):\n", | |
| " f = open(\"top10kWords.txt\",\"r\")\n", | |
| " for word in f:\n", | |
| " word = word.strip()\n", | |
| " self.topOcurringWordsDictionary.append(word)\n", | |
| " \n", | |
| " ## the mapper here will take each 5-gram, turn it into a list of words,\n", | |
| " ## and find all 2-set combinations for which each individual word appears\n", | |
| " ## in the top occurring words dictionary. If such a pair makes the list,\n", | |
| " ## we will take the count of the 5-gram and add it to stripes for both\n", | |
| " ## (word1,word2) and (word2,word1) pairs.\n", | |
| " def mapper(self, _, line):\n", | |
| " counts = {}\n", | |
| " line.strip()\n", | |
| " [ngram,count,pages,books] = re.split(\"\\t\",line)\n", | |
| " count = int(count)\n", | |
| " words = re.split(\" \",ngram)\n", | |
| " combs = list(combinations(words,2))\n", | |
| " for combination in combs:\n", | |
| " word1,word2 = combination\n", | |
| " if word1 in self.topOcurringWordsDictionary and word2 in self.topOcurringWordsDictionary:\n", | |
| " counts.setdefault(word1,{})\n", | |
| " counts[word1].setdefault(word2,0)\n", | |
| " counts[word1][word2] += count\n", | |
| " counts.setdefault(word2,{})\n", | |
| " counts[word2].setdefault(word1,0)\n", | |
| " counts[word2][word1] += count\n", | |
| " for word in counts.keys():\n", | |
| " yield word,counts[word]\n", | |
| " \n", | |
| " ## The stripes output by the mapper are really only going on\n", | |
| " ## at the record level (indiviual lines/5-grams), so we are \n", | |
| " ## not really utilizing the full power of stripes there.\n", | |
| " ## However, we are able to make full use of the pattern,\n", | |
| " ## partially aggregating here in the combiner, and then totally\n", | |
| " ## below in the reducer.\n", | |
| " def combiner(self, word, values):\n", | |
| " counts = {}\n", | |
| " for stripe in values:\n", | |
| " for coword in stripe.keys():\n", | |
| " counts.setdefault(coword,0)\n", | |
| " counts[coword] += stripe[coword]\n", | |
| " yield word,counts\n", | |
| " \n", | |
| " def reducer_init(self):\n", | |
| " f = open(\"top10kWords.txt\",\"r\")\n", | |
| " for word in f:\n", | |
| " word = word.strip()\n", | |
| " self.topOcurringWordsDictionary.append(word)\n", | |
| " \n", | |
| " ## Like the combiner we're merging our intermediate stripe outputs,\n", | |
| " ## and will here produce completely aggregated stripes, that we will output.\n", | |
| " ## Abstractly, this looks like:\n", | |
| " ## \n", | |
| " ## stripeA = {coword1: cocountA1, coword2: cocountA2, ...}\n", | |
| " ## stripeB = {coword1: cocountB1, coword2: cocountB2, ...}\n", | |
| " ## ...\n", | |
| " ## += mergeStripe = {coword1: cocountA1+cocountB1+..., coword2: cocountA2+cocountB2..., ...}\n", | |
| " \n", | |
| " def reducer(self, word, values):\n", | |
| " counts = {}\n", | |
| " for stripe in values:\n", | |
| " for coword in stripe.keys():\n", | |
| " counts.setdefault(coword,0)\n", | |
| " counts[coword] += stripe[coword]\n", | |
| " for coword in self.topOcurringWordsDictionary:\n", | |
| " counts.setdefault(coword,0)\n", | |
| " countList = list(str(counts[coword]) for coword in sorted(self.topOcurringWordsDictionary))\n", | |
| " countStr = \",\".join(countList)\n", | |
| " yield None,word+\",\"+countStr\n", | |
| "\n", | |
| "if __name__ == '__main__':\n", | |
| " stripeCoOccurrences.run()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 225, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!chmod +x stripeCoOccurrences.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Test the code local on sample data." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 226, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/step-0-mapper_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/step-0-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/step-0-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/step-0-reducer_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "Moving /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/step-0-reducer_part-00000 -> /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/output/part-00000\n", | |
| "Streaming final output from /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043/output\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.064611.512043\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./stripeCoOccurrences.py gbooks_filtered_sample.txt \\\n", | |
| "--file top10kWords.txt \\\n", | |
| "> stripeCoOccurrences_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Check on output.\n", | |
| "Note: This is just the output of our local test (200 words, from a small test file),\n", | |
| "but we can see already that the dense representation (explicitly showing every number)\n", | |
| "is wasting a lot of space with all of those zeros. While this representation \n", | |
| "is convenient for what we will have to develop in the next part, it will not scale well\n", | |
| "if we wanted to correlate arbitrary number of words!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 227, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
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0,0,0,0,0,0\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -2 stripeCoOccurrences_output.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Run MRJob class for 10,000 words with the full dataset on AWS from the command line." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 230, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "using existing scratch bucket mrjob-10df70dfe3ada1f0\n", | |
| "using s3://mrjob-10df70dfe3ada1f0/tmp/ as our scratch dir on S3\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983\n", | |
| "writing master bootstrap script to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983/b.py\n", | |
| "Copying non-input files into s3://mrjob-10df70dfe3ada1f0/tmp/stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983/files/\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Creating Elastic MapReduce job flow\n", | |
| "Job flow created with ID: j-1SEQJNR6IS92H\n", | |
| "Created new job flow j-1SEQJNR6IS92H\n", | |
| "Job launched 30.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 62.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 93.8s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 125.2s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 156.1s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 187.2s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 218.1s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 249.1s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 280.1s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
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| "Job launched 1551.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1582.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1613.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1644.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1675.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1706.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1737.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1768.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1799.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1830.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1861.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1892.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1923.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1954.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 1985.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2016.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2047.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2077.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2109.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2140.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2171.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2202.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2233.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2264.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2295.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2325.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2356.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2387.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2418.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2449.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2481.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2512.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2543.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2574.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2605.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2637.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2668.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2699.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2730.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2761.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2792.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2823.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2854.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2885.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2917.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2948.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 2979.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3010.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3041.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3072.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3103.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3134.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3164.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3195.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3226.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3257.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3288.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3319.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3350.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3381.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3412.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3443.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3474.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3505.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3536.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3567.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3598.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3629.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3660.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3691.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3722.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3753.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3784.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3815.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3846.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3877.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3908.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3938.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 3969.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4004.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4035.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4066.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4097.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4128.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4159.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4190.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4221.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4252.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4283.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4315.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4346.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4377.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4408.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4439.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4470.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4501.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4532.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4563.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4594.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4625.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4656.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4687.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4718.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4749.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4780.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4811.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4842.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4873.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4905.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4936.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4968.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 4999.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5029.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5060.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5092.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5123.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5154.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5185.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5216.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5247.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5278.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5309.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5340.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5371.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5402.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5433.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5464.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5495.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5526.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5557.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5588.6s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5619.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5650.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5681.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5712.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5743.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5774.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5805.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5836.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5867.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5898.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5929.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5960.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 5991.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6022.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6052.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6084.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6115.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6146.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6177.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6208.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6239.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6270.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6301.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6332.7s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6364.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6395.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6426.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6457.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6487.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6518.9s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6549.8s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6581.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6612.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6643.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6674.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6705.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6736.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6767.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6798.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6830.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6861.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6892.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6923.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6954.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 6985.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7016.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7047.5s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7079.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7110.0s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7141.1s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7172.2s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7203.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7234.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7265.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7296.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7327.4s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job launched 7359.3s ago, status RUNNING: Running step (stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983: Step 1 of 1)\n", | |
| "Job completed.\n", | |
| "Running time was 7056.0s (not counting time spent waiting for the EC2 instances)\n", | |
| "ec2_key_pair_file not specified, going to S3\n", | |
| "Fetching counters from S3...\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Counters from step 1:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 2156069116\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 237025582\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 4354801270\n", | |
| " FILE_BYTES_WRITTEN: 5937519028\n", | |
| " HDFS_BYTES_READ: 23640\n", | |
| " S3_BYTES_READ: 2156069116\n", | |
| " S3_BYTES_WRITTEN: 237025582\n", | |
| " Job Counters :\n", | |
| " Launched map tasks: 194\n", | |
| " Launched reduce tasks: 16\n", | |
| " Rack-local map tasks: 192\n", | |
| " SLOTS_MILLIS_MAPS: 106906521\n", | |
| " SLOTS_MILLIS_REDUCES: 51095030\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 47952570\n", | |
| " Combine input records: 281520455\n", | |
| " Combine output records: 7287881\n", | |
| " Map input bytes: 2156069116\n", | |
| " Map input records: 58682266\n", | |
| " Map output bytes: 15418611115\n", | |
| " Map output materialized bytes: 1881849538\n", | |
| " Map output records: 275861626\n", | |
| " Physical memory (bytes) snapshot: 89856086016\n", | |
| " Reduce input groups: 10000\n", | |
| " Reduce input records: 1629052\n", | |
| " Reduce output records: 10000\n", | |
| " Reduce shuffle bytes: 1881849538\n", | |
| " SPLIT_RAW_BYTES: 23640\n", | |
| " Spilled Records: 8915513\n", | |
| " Total committed heap usage (bytes): 96686690304\n", | |
| " Virtual memory (bytes) snapshot: 193379713024\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983\n", | |
| "Removing all files in s3://mrjob-10df70dfe3ada1f0/tmp/stripeCoOccurrences.jakerylandwilliams.20151005.074932.953983/\n", | |
| "Removing all files in s3://mrjob-10df70dfe3ada1f0/tmp/logs/j-1SEQJNR6IS92H/\n", | |
| "Terminating job flow: j-1SEQJNR6IS92H\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!./stripeCoOccurrences.py s3://filtered-5grams/ -r emr \\\n", | |
| " --output-dir=s3://ucb-mids-mls-jakewilliams/stripeCoOccurrences/output \\\n", | |
| " --no-output \\\n", | |
| " --file top10kWords.txt " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Download and inspect a sample of the output" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 231, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "download: s3://ucb-mids-mls-jakewilliams/stripeCoOccurrences/output/part-00000 to ./stripe-1.txt\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!aws s3 cp s3://ucb-mids-mls-jakewilliams/stripeCoOccurrences/output/part-00000 stripe-1.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 232, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
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| |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -2 stripe-1.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "###HW 5.4.2: MRJob class to run spearman correlations, pairwise on the rows of output of the above.\n", | |
| "\n", | |
| "This task (or any, for pairwise comparisons) is deceptively difficult to parallelize.\n", | |
| "What we would like to do is take each of the 10,000 choose 2 (~50,000,000) pairs of rows in our\n", | |
| "matrix of stripes, and run our association measure. If we would like to go through these *pairs*\n", | |
| "one at a time, however, we would have to replicate (or read) each our stripe-rows 9,999 times,\n", | |
| "and more or less (less, really) square the number of copies of our data. This is not a scalable approach.\n", | |
| "\n", | |
| "To think about how we might scale pairwise comparisons, let's take a look at one association metric in specific,\n", | |
| "the Spearman correlation coefficient:\n", | |
| "\n", | |
| " https://en.wikipedia.org/wiki/Spearman%27s_rank_correlation_coefficient\n", | |
| "\n", | |
| "This association measure is non-parametric and since it is entirely based on data ranks,\n", | |
| "is capable of identifying monotonic associations of any variety, i.e., linear and non-linear. \n", | |
| "Supposing we have two vectors of data that we would like to compare\n", | |
| "(for brevity we will use $N=10,000$):\n", | |
| "\n", | |
| "$$\\large x = (x_1,x_2,\\cdots,x_N)\\hspace{15pt}\\text{ and }\\hspace{15pt}y = (y_1,y_2,\\cdots,y_N)$$\n", | |
| "\n", | |
| "We must first compute ranks (low to high):\n", | |
| "\n", | |
| "$$\\large r_x = (r_{x,1},r_{x,2},\\cdots,r_{x,N})\\hspace{15pt}\\text{ and }\\hspace{15pt}r_y = (r_{y,1},r_{y,2},\\cdots,r_{y,N})$$\n", | |
| "\n", | |
| "so that we can then compute their differences: \n", | |
| "\n", | |
| "$$\\large d_i = r_{x,i} - r_{y,i}$$\n", | |
| "\n", | |
| "The spearman correlation is then computed as:\n", | |
| "\n", | |
| "$$\\large \\rho = 1 - \\frac{6\\sum_{i=1}^Nd_i^2}{N(N^2-1)}$$\n", | |
| "\n", | |
| "So, to proceed we have to determine which operations are associative---we can distribute the summation, \n", | |
| "but to do so we'll have to compute the differences ahead of time. However, to distribute the computation\n", | |
| "of the differences, a task will have to have knowledge of all ranks for a particular *column*.\n", | |
| "So for our first mapper we will have to:\n", | |
| "\n", | |
| "1. Read a stripe of data:\n", | |
| " word,cocount_1,cocount_2, ...\n", | |
| " \n", | |
| "2. Compute ranks of the co-occurrence counts:\n", | |
| " rank_1,rank_2, ...\n", | |
| " \n", | |
| "3. Output each i-rank in the format:\n", | |
| " yield i, [word,rank_i]\n", | |
| " \n", | |
| "With this first mapper's output (we're transposing the data), we can now design our first reducer:\n", | |
| "\n", | |
| "1. Read in a column (here, column m) of ranks:\n", | |
| " m [rank_{1,m},rank_{2,m}, ..., rank_{N,m}]\n", | |
| "2. In some fixed ordering, take the differences of ranks between the 10,000 choose 2 pairs of rows:\n", | |
| " for i in range(N-1):\n", | |
| " diffs = []\n", | |
| " for j in range(N):\n", | |
| " if j > i:\n", | |
| " pair = words[i]+\",\"+words[j]\n", | |
| " diff = ranks[i] - ranks[j]\n", | |
| " diffs.append(diff)\n", | |
| " yield i, diffs\n", | |
| "Question: Why do we yield only the partial list of differences, for each row with i as a key?\n", | |
| "\n", | |
| "The output of this first MRStep are our differences of ranks, \n", | |
| "organized such that each holds $\\leq N-1$ differences, \n", | |
| "that need to be aggregated across all records having the key i.\n", | |
| "So for this (second) step we will just have a reducer:\n", | |
| "\n", | |
| "1. Component-wise sum up the squares of differences across all records of the same key.\n", | |
| "2. Complete the mathematical expression to produce the correlation and \n", | |
| "\n", | |
| " yield correlation, pair\n", | |
| "\n", | |
| "Note that we have used the correlation as a key so that we can rank (sort) our correlations\n", | |
| "with another reduce-only MRStep:\n", | |
| "\n", | |
| "1. Switch to a reverse numeric sort on the keys\n", | |
| "2. Use the identity mapper (none) to pass (k,v) pairs through the shuffle and from the reducer\n", | |
| "\n", | |
| " yield pair, correlation\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 159, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Overwriting correlateCoOccurrences.py\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%writefile correlateCoOccurrences.py\n", | |
| "#!/usr/bin/python\n", | |
| "from mrjob.job import MRJob\n", | |
| "from mrjob.step import MRStep\n", | |
| "from mrjob.protocol import RawValueProtocol,JSONProtocol\n", | |
| "import re\n", | |
| "from itertools import combinations\n", | |
| "\n", | |
| "class correlateCoOccurrences(MRJob):\n", | |
| "\n", | |
| " OUTPUT_PROTOCOL = RawValueProtocol \n", | |
| " N = 10000\n", | |
| " \n", | |
| " ## a custom jobconf for the final reduce, numeric sort step\n", | |
| " sortconf = {\n", | |
| " 'mapred.output.key.comparator.class': 'org.apache.hadoop.mapred.lib.KeyFieldBasedComparator',\n", | |
| " 'mapred.text.key.comparator.options': '-k1rn',\n", | |
| " 'mapred.reduce.tasks': '1',\n", | |
| " }\n", | |
| " \n", | |
| " ## three steps here\n", | |
| " def steps(self):\n", | |
| " return [MRStep(\n", | |
| " mapper = self.mapper, \n", | |
| " reducer = self.reducer_differences\n", | |
| " ),\n", | |
| " MRStep(\n", | |
| " mapper_init = self.mapper_init_aggregation,\n", | |
| " reducer_init = self.reducer_init_aggregation,\n", | |
| " reducer = self.reducer_aggregation\n", | |
| " ),\n", | |
| " MRStep(\n", | |
| " mapper_init = self.mapper_init_sort,\n", | |
| " reducer = self.reducer_sort,\n", | |
| " jobconf = self.sortconf\n", | |
| " )]\n", | |
| " \n", | |
| " ## Step 1 mapper: ranks the data, and transposes by using the column (i) as key\n", | |
| " def mapper(self, _, line):\n", | |
| " data = re.split(\",\",line)\n", | |
| " word = data[0]\n", | |
| " counts = [int(data[i+1]) for i in range(len(data)-1)]\n", | |
| " ranks = sorted(range(len(counts)), key=lambda k: counts[k])\n", | |
| " for i in range(len(ranks)):\n", | |
| " rank = ranks[i]\n", | |
| " yield str(i).zfill(5),[word,rank]\n", | |
| " \n", | |
| " ## Step 1 reducer: collects the ranks for a column, \n", | |
| " ## and computed N choose 2 differences, \n", | |
| " ## yielding the differences in lists for those pairs having\n", | |
| " ## the same common first word\n", | |
| " def reducer_differences(self,colNum,values):\n", | |
| " corNum = 0\n", | |
| " ranks = []\n", | |
| " words = []\n", | |
| " for value in values:\n", | |
| " word,rank = value\n", | |
| " ranks.append(rank)\n", | |
| " words.append(word)\n", | |
| " sortIDX = sorted(range(self.N), key=lambda k: words[k])\n", | |
| " for i in range(self.N-1):\n", | |
| " diffs = []\n", | |
| " for j in range(self.N):\n", | |
| " if j > i:\n", | |
| " diff = (float(ranks[sortIDX[i]]) - float(ranks[sortIDX[j]]))**2\n", | |
| " diffs.append(diff)\n", | |
| " corNum += 1\n", | |
| " yield i,diffs\n", | |
| " \n", | |
| " ## Step 2 mapper init: we have set the input protocol to JSON \n", | |
| " ## for the (default, unspecified) identity mapper!\n", | |
| " def mapper_init_aggregation(self):\n", | |
| " self.INPUT_PROTOCOL = JSONProtocol\n", | |
| " \n", | |
| " ## Step 2 reducer init: It will help in our reducer to have the \n", | |
| " ## alphabetically sorted list of 10,000 words\n", | |
| " def reducer_init_aggregation(self):\n", | |
| " self.words = []\n", | |
| " f = open(\"top10kWords.txt\",\"r\")\n", | |
| " for word in f:\n", | |
| " word = word.strip()\n", | |
| " self.words.append(word)\n", | |
| " \n", | |
| " ## Step 2 reducer: This reducer is responsible for aggregating \n", | |
| " ## the differences for each correlation, computing the final\n", | |
| " ## correlation values, and yielding them (as keys) with the word,word pairs.\n", | |
| " def reducer_aggregation(self,i,values):\n", | |
| " correlations = []\n", | |
| " for j in range(self.N):\n", | |
| " if j > i:\n", | |
| " correlations.append(0)\n", | |
| " for diffs in values:\n", | |
| " correlations = [correlations[j] + diffs[j] for j in range(len(correlations))]\n", | |
| " for j in range(len(correlations)):\n", | |
| " correlation = 1-(6*correlations[j]/float(self.N*(self.N**2 - 1)))\n", | |
| " pair = self.words[i]+\",\"+self.words[j+i+1]\n", | |
| " yield correlation,pair\n", | |
| " \n", | |
| " ## Step 3 mapper init: we have set the input protocol to JSON \n", | |
| " ## for the (default, unspecified) identity mapper!\n", | |
| " def mapper_init_sort(self):\n", | |
| " self.INPUT_PROTOCOL = JSONProtocol\n", | |
| "\n", | |
| " ## Step 3 reducer: all we're doing is yielding our 10,000 choose 2\n", | |
| " ## sorted correlations, with None as key, since we are using the RawValueProtocol\n", | |
| " def reducer_sort(self,correlation,pairs):\n", | |
| " for pair in pairs:\n", | |
| " yield None,pair+\"\\t\"+str(correlation)\n", | |
| "\n", | |
| "if __name__ == '__main__':\n", | |
| " correlateCoOccurrences.run()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 160, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "!chmod +x correlateCoOccurrences.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Run the the class with N=200 on a test (since modified) locally." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 156, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-0-mapper_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-0-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-0-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-0-reducer_part-00000\n", | |
| "Counters from step 1:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-1-mapper_part-00000\n", | |
| "Counters from step 2:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-1-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-1-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-1-reducer_part-00000\n", | |
| "Counters from step 2:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-2-mapper_part-00000\n", | |
| "Counters from step 3:\n", | |
| " (no counters found)\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-2-mapper-sorted\n", | |
| "> sort /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-2-mapper_part-00000\n", | |
| "writing to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-2-reducer_part-00000\n", | |
| "Counters from step 3:\n", | |
| " (no counters found)\n", | |
| "Moving /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/step-2-reducer_part-00000 -> /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/output/part-00000\n", | |
| "Streaming final output from /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908/output\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.005225.462908\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!correlateCoOccurrences.py coocurrence_output.txt --file top2hWords.txt > correlations_output-2.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Check on the output.\n", | |
| "Note: This was run local, producing a string sort on the numbers,\n", | |
| "resulting in a forward numeric sort that we can leverage with the command line\n", | |
| "\"tail\" to see the \"top\" 25 correlations." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 157, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Press,liberty\t0.951631290782\r\n", | |
| "Medical,Negro\t0.951673291832\r\n", | |
| "Negro,results\t0.952672316808\r\n", | |
| "liberty,meeting\t0.953930848271\r\n", | |
| "Negro,meeting\t0.953993849846\r\n", | |
| "ought,results\t0.955583889597\r\n", | |
| "meeting,reading\t0.957530938273\r\n", | |
| "dream,struck\t0.957566939173\r\n", | |
| "reading,results\t0.957722943074\r\n", | |
| "liberty,struck\t0.958138453461\r\n", | |
| "University,de\t0.960310507763\r\n", | |
| "Negro,ought\t0.961587039676\r\n", | |
| "Medical,fine\t0.963351083777\r\n", | |
| "ought,reading\t0.963934598365\r\n", | |
| "meeting,results\t0.96444761119\r\n", | |
| "Cairo,struck\t0.967018675467\r\n", | |
| "commandment,struck\t0.969538738468\r\n", | |
| "liberty,results\t0.974766369159\r\n", | |
| "Negro,liberty\t0.974860871522\r\n", | |
| "Press,struck\t0.97666241656\r\n", | |
| "Medical,ought\t0.980229505738\r\n", | |
| "fine,ought\t0.981974049351\r\n", | |
| "Press,commandment\t0.993695342384\r\n", | |
| "Cairo,Press\t0.99560039001\r\n", | |
| "Cairo,commandment\t0.997973449336\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!tail -25 correlations_output-2.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Run the the class with a N=200 test (since modified) on AWS, then check the output." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 143, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "using existing scratch bucket mrjob-03e94e1f06830625\n", | |
| "using s3://mrjob-03e94e1f06830625/tmp/ as our scratch dir on S3\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051\n", | |
| "writing master bootstrap script to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051/b.py\n", | |
| "Copying non-input files into s3://mrjob-03e94e1f06830625/tmp/correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051/files/\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Creating Elastic MapReduce job flow\n", | |
| "Job flow created with ID: j-3U06D7F1V0NIW\n", | |
| "Created new job flow j-3U06D7F1V0NIW\n", | |
| "Job launched 31.0s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 62.0s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 93.8s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 124.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 155.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 186.8s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 217.8s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 248.7s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 279.6s ago, status BOOTSTRAPPING: Running bootstrap actions\n", | |
| "Job launched 310.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 342.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 373.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 404.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 435.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 466.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 499.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 1 of 3)\n", | |
| "Job launched 530.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 2 of 3)\n", | |
| "Job launched 561.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 2 of 3)\n", | |
| "Job launched 593.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 2 of 3)\n", | |
| "Job launched 624.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 3 of 3)\n", | |
| "Job launched 655.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 3 of 3)\n", | |
| "Job launched 686.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 3 of 3)\n", | |
| "Job launched 717.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051: Step 3 of 3)\n", | |
| "Job completed.\n", | |
| "Running time was 427.0s (not counting time spent waiting for the EC2 instances)\n", | |
| "ec2_key_pair_file not specified, going to S3\n", | |
| "Fetching counters from S3...\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Counters from step 1:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 128976\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 28293894\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 333403\n", | |
| " FILE_BYTES_WRITTEN: 953001\n", | |
| " HDFS_BYTES_READ: 848\n", | |
| " HDFS_BYTES_WRITTEN: 28293894\n", | |
| " S3_BYTES_READ: 128976\n", | |
| " Job Counters :\n", | |
| " Launched map tasks: 8\n", | |
| " Launched reduce tasks: 4\n", | |
| " Rack-local map tasks: 8\n", | |
| " SLOTS_MILLIS_MAPS: 195596\n", | |
| " SLOTS_MILLIS_REDUCES: 134142\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 65200\n", | |
| " Combine input records: 0\n", | |
| " Combine output records: 0\n", | |
| " Map input bytes: 104659\n", | |
| " Map input records: 200\n", | |
| " Map output bytes: 867600\n", | |
| " Map output materialized bytes: 320972\n", | |
| " Map output records: 40000\n", | |
| " Physical memory (bytes) snapshot: 1826660352\n", | |
| " Reduce input groups: 200\n", | |
| " Reduce input records: 40000\n", | |
| " Reduce output records: 39800\n", | |
| " Reduce shuffle bytes: 320972\n", | |
| " SPLIT_RAW_BYTES: 848\n", | |
| " Spilled Records: 80000\n", | |
| " Total committed heap usage (bytes): 1288278016\n", | |
| " Virtual memory (bytes) snapshot: 7106416640\n", | |
| "Counters from step 2:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 28307145\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 645911\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 9216027\n", | |
| " FILE_BYTES_WRITTEN: 18729493\n", | |
| " HDFS_BYTES_READ: 28308738\n", | |
| " HDFS_BYTES_WRITTEN: 645911\n", | |
| " Job Counters :\n", | |
| " Data-local map tasks: 9\n", | |
| " Launched map tasks: 10\n", | |
| " Launched reduce tasks: 4\n", | |
| " Rack-local map tasks: 1\n", | |
| " SLOTS_MILLIS_MAPS: 212075\n", | |
| " SLOTS_MILLIS_REDUCES: 115640\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 52230\n", | |
| " Combine input records: 0\n", | |
| " Combine output records: 0\n", | |
| " Map input bytes: 28293894\n", | |
| " Map input records: 39800\n", | |
| " Map output bytes: 28362954\n", | |
| " Map output materialized bytes: 9187191\n", | |
| " Map output records: 39800\n", | |
| " Physical memory (bytes) snapshot: 1999912960\n", | |
| " Reduce input groups: 199\n", | |
| " Reduce input records: 39800\n", | |
| " Reduce output records: 19900\n", | |
| " Reduce shuffle bytes: 9187191\n", | |
| " SPLIT_RAW_BYTES: 1593\n", | |
| " Spilled Records: 79600\n", | |
| " Total committed heap usage (bytes): 1409265664\n", | |
| " Virtual memory (bytes) snapshot: 7595810816\n", | |
| "Counters from step 3:\n", | |
| " File Input Format Counters :\n", | |
| " Bytes Read: 947918\n", | |
| " File Output Format Counters :\n", | |
| " Bytes Written: 506563\n", | |
| " FileSystemCounters:\n", | |
| " FILE_BYTES_READ: 432299\n", | |
| " FILE_BYTES_WRITTEN: 1134007\n", | |
| " HDFS_BYTES_READ: 949511\n", | |
| " S3_BYTES_WRITTEN: 506563\n", | |
| " Job Counters :\n", | |
| " Data-local map tasks: 9\n", | |
| " Launched map tasks: 10\n", | |
| " Launched reduce tasks: 1\n", | |
| " Rack-local map tasks: 1\n", | |
| " SLOTS_MILLIS_MAPS: 180897\n", | |
| " SLOTS_MILLIS_REDUCES: 46232\n", | |
| " Total time spent by all maps waiting after reserving slots (ms): 0\n", | |
| " Total time spent by all reduces waiting after reserving slots (ms): 0\n", | |
| " Map-Reduce Framework:\n", | |
| " CPU time spent (ms): 21000\n", | |
| " Combine input records: 0\n", | |
| " Combine output records: 0\n", | |
| " Map input bytes: 645911\n", | |
| " Map input records: 19900\n", | |
| " Map output bytes: 645911\n", | |
| " Map output materialized bytes: 428142\n", | |
| " Map output records: 19900\n", | |
| " Physical memory (bytes) snapshot: 1856380928\n", | |
| " Reduce input groups: 19499\n", | |
| " Reduce input records: 19900\n", | |
| " Reduce output records: 19900\n", | |
| " Reduce shuffle bytes: 428142\n", | |
| " SPLIT_RAW_BYTES: 1593\n", | |
| " Spilled Records: 39800\n", | |
| " Total committed heap usage (bytes): 1406758912\n", | |
| " Virtual memory (bytes) snapshot: 6402703360\n", | |
| "removing tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051\n", | |
| "Removing all files in s3://mrjob-03e94e1f06830625/tmp/correlateCoOccurrences.jakerylandwilliams.20151006.233825.612051/\n", | |
| "Removing all files in s3://mrjob-03e94e1f06830625/tmp/logs/j-3U06D7F1V0NIW/\n", | |
| "Terminating job flow: j-3U06D7F1V0NIW\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!correlateCoOccurrences.py s3://ucb-mids-mls-jakewilliams/coocurrence_output.txt -r emr \\\n", | |
| " --output-dir=s3://ucb-mids-mls-jakewilliams/correlateCoOccurrences-test/output \\\n", | |
| " --no-output \\\n", | |
| " --file top2hWords.txt " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "####Check on the output.\n", | |
| "Note: The top 25 correlations are actually the \"top\" 25 (the sort worked on AWS)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 144, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "download: s3://ucb-mids-mls-jakewilliams/correlateCoOccurrences-test/output/part-00000 to ./correlations_output-1.txt\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!aws s3 cp s3://ucb-mids-mls-jakewilliams/correlateCoOccurrences-test/output/part-00000 \\\n", | |
| " ./correlations_output-1.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 145, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Cairo,commandment\t0.997973449336\r\n", | |
| "Cairo,Press\t0.99560039001\r\n", | |
| "Press,commandment\t0.993695342384\r\n", | |
| "fine,ought\t0.981974049351\r\n", | |
| "Medical,ought\t0.980229505738\r\n", | |
| "Press,struck\t0.97666241656\r\n", | |
| "Negro,liberty\t0.974860871522\r\n", | |
| "liberty,results\t0.974766369159\r\n", | |
| "commandment,struck\t0.969538738468\r\n", | |
| "Cairo,struck\t0.967018675467\r\n", | |
| "meeting,results\t0.96444761119\r\n", | |
| "ought,reading\t0.963934598365\r\n", | |
| "Medical,fine\t0.963351083777\r\n", | |
| "Negro,ought\t0.961587039676\r\n", | |
| "University,de\t0.960310507763\r\n", | |
| "liberty,struck\t0.958138453461\r\n", | |
| "reading,results\t0.957722943074\r\n", | |
| "dream,struck\t0.957566939173\r\n", | |
| "meeting,reading\t0.957530938273\r\n", | |
| "ought,results\t0.955583889597\r\n", | |
| "Negro,meeting\t0.953993849846\r\n", | |
| "liberty,meeting\t0.953930848271\r\n", | |
| "Negro,results\t0.952672316808\r\n", | |
| "Medical,Negro\t0.951673291832\r\n", | |
| "Press,liberty\t0.951631290782\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head -25 correlations_output-1.txt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "source": [ | |
| "####Run the class with full dataset on AWS and check the output.\n", | |
| "Note: This is still running---17 hours on 8 c1.xlarge instances..." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "using configs in /Users/jakerylandwilliams/.mrjob.conf\n", | |
| "using existing scratch bucket mrjob-03e94e1f06830625\n", | |
| "using s3://mrjob-03e94e1f06830625/tmp/ as our scratch dir on S3\n", | |
| "creating tmp directory /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686\n", | |
| "writing master bootstrap script to /var/folders/3y/665tnx6s0jjcysf043nfcwm80000gn/T/correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686/b.py\n", | |
| "Copying non-input files into s3://mrjob-03e94e1f06830625/tmp/correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686/files/\n", | |
| "Waiting 5.0s for S3 eventual consistency\n", | |
| "Creating Elastic MapReduce job flow\n", | |
| "Job flow created with ID: j-1AMBWSPI4XY1U\n", | |
| "Created new job flow j-1AMBWSPI4XY1U\n", | |
| "Job launched 31.0s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 62.0s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 92.9s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 124.3s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 155.3s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 186.2s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 217.2s ago, status STARTING: Provisioning Amazon EC2 capacity\n", | |
| "Job launched 249.3s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 280.9s ago, status STARTING: Configuring cluster software\n", | |
| "Job launched 311.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 342.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 374.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 405.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 435.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 467.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 498.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 529.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 653.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 686.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 718.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 781.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 812.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 843.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 874.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 905.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 936.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 968.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1001.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1032.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1063.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1094.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 1592.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1624.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 1717.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 1904.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 1935.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 1997.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2028.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 2152.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 2214.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 2276.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2307.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2338.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2369.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2400.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2431.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2462.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2494.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2525.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2556.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2587.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2618.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2649.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2680.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2711.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2742.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2773.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2804.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2835.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2866.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2898.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 2929.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 2991.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 3053.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 3115.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 3239.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3270.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 3333.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3364.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3395.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3426.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3457.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3488.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3519.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3550.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3581.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3612.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3643.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3674.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3705.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 3798.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3829.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3860.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3891.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3922.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3953.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 3984.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4015.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4047.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4078.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4110.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4141.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4172.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4204.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4236.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4267.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4298.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4329.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4360.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4391.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4422.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4453.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4484.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4516.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4547.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4578.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4609.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4640.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4672.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4706.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4737.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4768.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4799.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4830.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4861.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4892.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4924.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4954.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 4986.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5017.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5048.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5079.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5110.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5141.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5172.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5203.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5234.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5265.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5296.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5327.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5358.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5389.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5420.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5452.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5484.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5515.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5546.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5577.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5608.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5639.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5670.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5701.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5732.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5763.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5794.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5825.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5857.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5888.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5919.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5950.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 5981.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6013.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6044.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6075.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6106.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6137.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6168.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6199.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6230.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6261.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6292.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6323.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6354.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6385.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6417.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6448.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6479.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6511.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6542.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6573.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6604.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6635.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6666.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6697.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6728.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6759.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6791.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6822.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6853.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6884.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6915.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6948.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 6983.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7014.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7045.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7079.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7111.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7143.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7175.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7206.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7237.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7268.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7299.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7330.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7362.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7394.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7425.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7456.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7487.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7518.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7550.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7581.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7613.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7645.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7676.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7707.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7738.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7770.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7801.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7832.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7864.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7896.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7927.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7958.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 7989.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8020.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8052.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8082.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8114.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8145.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8176.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8207.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8238.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8269.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8300.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8331.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8363.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8394.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8425.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8456.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8487.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8518.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8549.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8580.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8611.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8643.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8674.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8706.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8737.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8768.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8799.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8831.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8862.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8893.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8924.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8956.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 8988.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9019.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9050.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9081.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9112.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9143.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9174.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9205.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9236.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9267.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9298.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9329.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9361.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9392.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9423.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9454.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9485.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9517.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9548.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9579.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9610.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9642.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9674.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9705.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9737.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9768.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9799.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9830.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9862.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9893.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9924.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9955.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 9986.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10017.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10049.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10080.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10112.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10143.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10174.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10206.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10237.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10269.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10300.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10331.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10362.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10393.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10425.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10456.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10487.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10518.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10549.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10580.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10612.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10643.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10673.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10705.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10736.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10767.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10798.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10829.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10860.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10891.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10922.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10953.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 10984.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11016.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11047.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11078.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11109.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11140.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11171.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11202.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11235.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11266.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11297.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11328.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11359.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11390.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11421.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11452.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11483.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11514.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11545.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11576.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 11607.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 11670.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 12886.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 12917.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 12948.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 12980.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13011.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13043.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13074.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13105.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13136.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13167.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13198.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13230.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13261.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13292.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13324.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13355.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13386.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13417.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13448.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13479.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13510.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13542.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13573.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13605.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13636.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13667.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13698.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13729.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13760.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13795.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13826.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13858.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13889.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13921.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13952.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 13983.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14014.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14045.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14076.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14107.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14138.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14169.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14200.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14231.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14262.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14293.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14324.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14356.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14387.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14417.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14449.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14480.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14511.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14542.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14573.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14604.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14635.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14666.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14697.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14728.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14762.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14793.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14824.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14857.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14890.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14922.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14954.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 14986.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15017.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15048.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15078.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15109.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15141.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15172.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15203.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15235.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15266.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15298.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15329.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15360.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15391.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15422.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15454.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15485.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15518.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15549.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15580.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15612.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15645.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15676.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15707.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15738.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15774.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15805.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15837.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15870.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15904.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15935.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15968.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 15999.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16030.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16061.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16092.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16124.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16156.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16187.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16218.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16249.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16280.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16311.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16342.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16374.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 16406.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 16937.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 17286.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 17350.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17382.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
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| "Job launched 17477.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17508.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17540.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17571.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17602.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17634.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17666.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17697.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17728.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17760.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17792.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17823.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17854.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17886.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17917.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17949.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 17981.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18013.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18044.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18075.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18106.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18137.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18169.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18201.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18232.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18263.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18296.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18327.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18358.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18389.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18423.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18453.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18484.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18515.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18546.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18577.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18609.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18640.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18671.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18702.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18733.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18764.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18795.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18826.7s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18857.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18888.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18919.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18950.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 18981.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19013.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19043.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19074.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19105.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19136.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19167.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19199.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19230.2s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19261.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19293.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19324.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19355.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19386.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19416.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19448.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19479.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19510.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19542.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19574.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19605.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19636.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19667.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19698.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19729.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19760.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19791.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19822.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19853.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19884.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19915.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19946.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 19977.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20008.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20039.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20070.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20101.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20132.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20163.8s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20195.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20226.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20257.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20288.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20319.4s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20350.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20381.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20413.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20444.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20475.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20507.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20538.0s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20569.1s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20600.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20631.6s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20662.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20693.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20724.5s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20755.9s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n", | |
| "Job launched 20788.3s ago, status RUNNING: Running step (correlateCoOccurrences.jakerylandwilliams.20151007.011339.624686: Step 1 of 3)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!correlateCoOccurrences.py s3://ucb-mids-mls-jakewilliams/stripeCoOccurrences/output/ -r emr \\\n", | |
| " --output-dir=s3://ucb-mids-mls-jakewilliams/correlateCoOccurrences/output \\\n", | |
| " --no-output \\\n", | |
| " --file top10kWords.txt " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.10" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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