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bcolloran/gist:ac508f1d141eacdf7098

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{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "source": "import ujson as json\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport numpy as np\nimport plotly.plotly as py\nimport networkx as nx\nimport collections\n\n\n\nfrom moztelemetry import get_pings, get_pings_properties, get_one_ping_per_client\n\n%pylab inline\n", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Populating the interactive namespace from numpy and matplotlib\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 2, "cell_type": "code", "source": "import boto\nconn = boto.connect_s3()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 3, "cell_type": "code", "source": "numCores = sc.defaultParallelism\nnumCores", "outputs": [{"execution_count": 3, "output_type": "execute_result", "data": {"text/plain": "64"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 4, "cell_type": "code", "source": "v4Pings = get_pings(sc, app=\"Firefox\",\n channel=\"nightly\",\n submission_date=(\"20150525\",\"20150609\"),\n build_id=(\"20150507000000\", \"99990507000000\"),\n fraction=1,\n doc_type=\"main\",\n schema=\"v4\")\\\n .filter(lambda p: p.get(\"payload\",{}).get(\"info\",{}).get(\"reason\", \"idle-daily\")!=\"idle-daily\")", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 5, "cell_type": "code", "source": "v4Pings.count()", "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "2306208"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 6, "cell_type": "code", "source": "def getDictPaths(d, paths):\n result = {}\n\n for path in paths:\n pathItems = path.split(\"/\")\n out = d.get(pathItems.pop(0),{})\n while pathItems:\n out = out.get(pathItems.pop(0),{})\n if out=={}:\n out=\"MISSING\"\n result[path] = out\n return result", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 7, "cell_type": "code", "source": "v4PathsToV2fields = ['clientId',\n 'meta/appUpdateChannel',\n 'id',\n 'environment',\n 'application',\n 'version',\n 'creationDate',\n 'type',\n 'payload/info',\n 'payload/simpleMeasurements/activeTicks',\n 'payload/simpleMeasurements/totalTime',\n 'payload/simpleMeasurements/main',\n 'payload/simpleMeasurements/firstPaint',\n 'payload/simpleMeasurements/sessionRestored',\n 'payload/histograms/PLACES_PAGES_COUNT',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT',\n 'payload/keyedHistograms/SEARCH_COUNTS',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE']", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 8, "cell_type": "code", "source": "#was having trouble with get_pings_properties(v4Pings,v4PathsToV2fields)\n# it was choking on histograms\nv4Subsess = v4Pings.map(lambda p: getDictPaths(p,v4PathsToV2fields))\\\n# .coalesce(numCores*2) #reducing the number of partitions seems to make the job fail. OOM?\n ", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 9, "cell_type": "code", "source": "v4f = v4Subsess.first()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 10, "cell_type": "code", "source": "v4f.keys()", "outputs": [{"execution_count": 10, "output_type": "execute_result", "data": {"text/plain": "['payload/info',\n 'payload/simpleMeasurements/main',\n 'payload/simpleMeasurements/totalTime',\n 'payload/simpleMeasurements/sessionRestored',\n 'type',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE',\n 'payload/simpleMeasurements/firstPaint',\n 'clientId',\n 'environment',\n 'application',\n 'payload/histograms/PLACES_PAGES_COUNT',\n 'version',\n 'payload/simpleMeasurements/activeTicks',\n 'meta/appUpdateChannel',\n 'creationDate',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT',\n 'id',\n 'payload/keyedHistograms/SEARCH_COUNTS']"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 11, "cell_type": "code", "source": "def dropDupePings(pingListIn):\n pingsAdded = []\n pingListOut = []\n for s in pingListIn:\n if s['id'] not in pingsAdded:\n pingsAdded.append(s['id'])\n pingListOut.append(s)\n return pingListOut", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 12, "cell_type": "code", "source": "v4HistoriesById = v4Subsess.map(lambda p: (p.get(\"clientId\",\"noId\"),[p]) ) \\\n .reduceByKey(lambda l1,l2: l1+l2) \\\n .mapValues(dropDupePings)", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 13, "cell_type": "code", "source": "v4h = v4HistoriesById.first()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 14, "cell_type": "code", "source": "v4h", "outputs": [{"execution_count": 14, "output_type": "execute_result", "data": {"text/plain": "(u'f54d588b-7aa2-40c7-9b93-f705eeffc483',\n [{'application': {u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'channel': u'nightly',\n u'name': u'Firefox',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n 'clientId': u'f54d588b-7aa2-40c7-9b93-f705eeffc483',\n 'creationDate': u'2015-06-04T01:08:43.478Z',\n 'environment': {u'addons': {u'activeAddons': {},\n u'activeExperiment': {},\n u'activeGMPlugins': {u'gmp-eme-adobe': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False},\n u'gmp-gmpopenh264': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False,\n u'version': u'1.4'}},\n u'activePlugins': {},\n u'theme': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The default theme.',\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'id': u'{972ce4c6-7e08-4474-a285-3208198ce6fd}',\n u'installDay': 16590,\n u'name': u'Default',\n u'scope': 4,\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'41.0a1'}},\n u'build': {u'applicationId': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}',\n u'applicationName': u'Firefox',\n u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'partner': {u'partnerNames': {}},\n u'profile': {u'creationDate': 16590},\n u'settings': {u'blocklistEnabled': True,\n u'defaultSearchEngine': u'google',\n u'e10sEnabled': False,\n u'isDefaultBrowser': False,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.newtabpage.enhanced': True}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 4000',\n u'deviceID': u'0x0166',\n u'driver': u'igdumdim64 igd10iumd64 igd10iumd64 igdumdim32 igd10iumd32 igd10iumd32',\n u'driverDate': u'9-16-2013',\n u'driverVersion': u'10.18.10.3308',\n u'subsysID': u'15171043',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': {u'model': u'ADATA XM11 256GB-V2',\n u'revision': u'5.0.2a'},\n u'profile': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'},\n u'system': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'}},\n u'isWow64': False,\n u'memoryMB': 3982,\n u'os': {u'installYear': 2015,\n u'locale': u'en-US',\n u'name': u'Windows_NT',\n u'servicePackMajor': 0,\n u'servicePackMinor': 0,\n u'version': u'6.3'}}},\n 'id': u'd67be193-e4af-4a4b-8940-1bb2f9dd8ade',\n 'meta/appUpdateChannel': u'nightly',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT': 'MISSING',\n 'payload/histograms/PLACES_PAGES_COUNT': 'MISSING',\n 'payload/info': {u'addons': u'%7B972ce4c6-7e08-4474-a285-3208198ce6fd%7D:41.0a1',\n u'asyncPluginInit': False,\n u'previousSessionId': u'aea782a4-901b-44dc-bd12-75423d603fdc',\n u'previousSubsessionId': u'3281098d-093b-447a-b2f9-521593b40d0e',\n u'profileSubsessionCounter': 4,\n u'reason': u'environment-change',\n u'revision': u'https://hg.mozilla.org/mozilla-central/rev/14be4237f855',\n u'sessionId': u'7d9a4469-c17e-4e79-8dfc-d9eb9f78ec11',\n u'sessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'b84940ce-9bee-4d58-80e3-d8064de73fb2',\n u'subsessionLength': 89,\n u'subsessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'timezoneOffset': -420},\n 'payload/keyedHistograms/SEARCH_COUNTS': 'MISSING',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': 'MISSING',\n 'payload/simpleMeasurements/activeTicks': 18,\n 'payload/simpleMeasurements/firstPaint': 1244,\n 'payload/simpleMeasurements/main': 26,\n 'payload/simpleMeasurements/sessionRestored': 1423,\n 'payload/simpleMeasurements/totalTime': 90,\n 'type': u'main',\n 'version': 4},\n {'application': {u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'channel': u'nightly',\n u'name': u'Firefox',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n 'clientId': u'f54d588b-7aa2-40c7-9b93-f705eeffc483',\n 'creationDate': u'2015-06-04T01:03:19.649Z',\n 'environment': {u'addons': {u'activeAddons': {},\n u'activeExperiment': {},\n u'activeGMPlugins': {u'gmp-eme-adobe': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False},\n u'gmp-gmpopenh264': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False,\n u'version': u'1.4'}},\n u'activePlugins': {},\n u'theme': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The default theme.',\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'id': u'{972ce4c6-7e08-4474-a285-3208198ce6fd}',\n u'installDay': 16590,\n u'name': u'Default',\n u'scope': 4,\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'41.0a1'}},\n u'build': {u'applicationId': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}',\n u'applicationName': u'Firefox',\n u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'partner': {u'partnerNames': {}},\n u'profile': {u'creationDate': 16590},\n u'settings': {u'blocklistEnabled': True,\n u'defaultSearchEngine': u'google',\n u'e10sEnabled': False,\n u'isDefaultBrowser': False,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.newtabpage.enhanced': True}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'RAM': 0,\n u'description': u'Microsoft Basic Display Adapter',\n u'deviceID': u'0x0166',\n u'driver': u'Unknown',\n u'driverDate': u'6-21-2006',\n u'driverVersion': u'6.3.9600.16384',\n u'subsysID': u'15171043',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': {u'model': u'ADATA XM11 256GB-V2',\n u'revision': u'5.0.2a'},\n u'profile': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'},\n u'system': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'}},\n u'isWow64': False,\n u'memoryMB': 3982,\n u'os': {u'installYear': 2015,\n u'locale': u'en-US',\n u'name': u'Windows_NT',\n u'servicePackMajor': 0,\n u'servicePackMinor': 0,\n u'version': u'6.3'}}},\n 'id': u'd933ef74-3a6b-420c-abea-e7df1f307902',\n 'meta/appUpdateChannel': u'nightly',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT': 'MISSING',\n 'payload/histograms/PLACES_PAGES_COUNT': 'MISSING',\n 'payload/info': {u'addons': u'%7B972ce4c6-7e08-4474-a285-3208198ce6fd%7D:41.0a1',\n u'asyncPluginInit': False,\n u'profileSubsessionCounter': 1,\n u'reason': u'shutdown',\n u'revision': u'https://hg.mozilla.org/mozilla-central/rev/14be4237f855',\n u'sessionId': u'acdd8a6f-e32e-4a54-8306-7b3b94e9f139',\n u'sessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'15d12401-edeb-4b23-b893-17068bd61621',\n u'subsessionLength': 227,\n u'subsessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'timezoneOffset': -420},\n 'payload/keyedHistograms/SEARCH_COUNTS': 'MISSING',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': 'MISSING',\n 'payload/simpleMeasurements/activeTicks': 45,\n 'payload/simpleMeasurements/firstPaint': 479,\n 'payload/simpleMeasurements/main': 172,\n 'payload/simpleMeasurements/sessionRestored': 3953,\n 'payload/simpleMeasurements/totalTime': 230,\n 'type': u'main',\n 'version': 4},\n {'application': {u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'channel': u'nightly',\n u'name': u'Firefox',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n 'clientId': u'f54d588b-7aa2-40c7-9b93-f705eeffc483',\n 'creationDate': u'2015-06-04T01:04:01.991Z',\n 'environment': {u'addons': {u'activeAddons': {},\n u'activeExperiment': {},\n u'activeGMPlugins': {u'gmp-eme-adobe': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False},\n u'gmp-gmpopenh264': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False,\n u'version': u'1.4'}},\n u'activePlugins': {},\n u'theme': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The default theme.',\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'id': u'{972ce4c6-7e08-4474-a285-3208198ce6fd}',\n u'installDay': 16590,\n u'name': u'Default',\n u'scope': 4,\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'41.0a1'}},\n u'build': {u'applicationId': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}',\n u'applicationName': u'Firefox',\n u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'partner': {u'partnerNames': {}},\n u'profile': {u'creationDate': 16590},\n u'settings': {u'blocklistEnabled': True,\n u'defaultSearchEngine': u'google',\n u'e10sEnabled': False,\n u'isDefaultBrowser': False,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.newtabpage.enhanced': True}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'RAM': 0,\n u'description': u'Microsoft Basic Display Adapter',\n u'deviceID': u'0x0166',\n u'driver': u'Unknown',\n u'driverDate': u'6-21-2006',\n u'driverVersion': u'6.3.9600.16384',\n u'subsysID': u'15171043',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': {u'model': u'ADATA XM11 256GB-V2',\n u'revision': u'5.0.2a'},\n u'profile': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'},\n u'system': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'}},\n u'isWow64': False,\n u'memoryMB': 3982,\n u'os': {u'installYear': 2015,\n u'locale': u'en-US',\n u'name': u'Windows_NT',\n u'servicePackMajor': 0,\n u'servicePackMinor': 0,\n u'version': u'6.3'}}},\n 'id': u'48745398-b8e8-478e-ba31-6e6319273368',\n 'meta/appUpdateChannel': u'nightly',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT': 'MISSING',\n 'payload/histograms/PLACES_PAGES_COUNT': 'MISSING',\n 'payload/info': {u'addons': u'%7B972ce4c6-7e08-4474-a285-3208198ce6fd%7D:41.0a1',\n u'asyncPluginInit': False,\n u'previousSessionId': u'acdd8a6f-e32e-4a54-8306-7b3b94e9f139',\n u'previousSubsessionId': u'15d12401-edeb-4b23-b893-17068bd61621',\n u'profileSubsessionCounter': 2,\n u'reason': u'shutdown',\n u'revision': u'https://hg.mozilla.org/mozilla-central/rev/14be4237f855',\n u'sessionId': u'1b530b2d-7a1c-4bab-85b9-730fdadc73d9',\n u'sessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'995d2fa0-19b2-4b95-91bd-01c0b902c63c',\n u'subsessionLength': 41,\n u'subsessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'timezoneOffset': -420},\n 'payload/keyedHistograms/SEARCH_COUNTS': 'MISSING',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': 'MISSING',\n 'payload/simpleMeasurements/activeTicks': 6,\n 'payload/simpleMeasurements/firstPaint': 1223,\n 'payload/simpleMeasurements/main': 61,\n 'payload/simpleMeasurements/sessionRestored': 1547,\n 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Use 'Customize' menu to move buttons on toolbars.\",\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'installDay': 16590,\n u'name': u'Classic Theme Restorer',\n u'scope': 1,\n u'signedState': 2,\n u'type': u'extension',\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'1.3.2.1-signed'}},\n u'activeExperiment': {},\n u'activeGMPlugins': {u'gmp-eme-adobe': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False},\n u'gmp-gmpopenh264': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False,\n u'version': u'1.4'}},\n u'activePlugins': {},\n u'theme': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The default theme.',\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'id': u'{972ce4c6-7e08-4474-a285-3208198ce6fd}',\n u'installDay': 16590,\n u'name': u'Default',\n u'scope': 4,\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'41.0a1'}},\n u'build': {u'applicationId': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}',\n u'applicationName': u'Firefox',\n u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'partner': {u'partnerNames': {}},\n u'profile': {u'creationDate': 16590},\n u'settings': {u'blocklistEnabled': True,\n u'defaultSearchEngine': u'google',\n u'e10sEnabled': False,\n u'isDefaultBrowser': False,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.newtab.url': u'<user-set>',\n u'browser.newtabpage.enhanced': True}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 4000',\n u'deviceID': u'0x0166',\n u'driver': u'igdumdim64 igd10iumd64 igd10iumd64 igdumdim32 igd10iumd32 igd10iumd32',\n u'driverDate': u'9-16-2013',\n u'driverVersion': u'10.18.10.3308',\n u'subsysID': u'15171043',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': {u'model': u'ADATA XM11 256GB-V2',\n u'revision': u'5.0.2a'},\n u'profile': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'},\n u'system': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'}},\n u'isWow64': False,\n u'memoryMB': 3982,\n u'os': {u'installYear': 2015,\n u'locale': u'en-US',\n u'name': u'Windows_NT',\n u'servicePackMajor': 0,\n u'servicePackMinor': 0,\n u'version': u'6.3'}}},\n 'id': u'c6066064-22b4-473b-b9e0-ce3e7aa000d1',\n 'meta/appUpdateChannel': u'nightly',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT': 'MISSING',\n 'payload/histograms/PLACES_PAGES_COUNT': 'MISSING',\n 'payload/info': {u'addons': u'ClassicThemeRestorer%40ArisT2Noia4dev:1.3.2.1-signed,%7B972ce4c6-7e08-4474-a285-3208198ce6fd%7D:41.0a1',\n u'asyncPluginInit': False,\n u'previousSessionId': u'7d9a4469-c17e-4e79-8dfc-d9eb9f78ec11',\n u'previousSubsessionId': u'f013bc82-f877-4bab-aca8-a50f416d0d13',\n u'profileSubsessionCounter': 6,\n u'reason': u'shutdown',\n u'revision': u'https://hg.mozilla.org/mozilla-central/rev/14be4237f855',\n u'sessionId': u'9b5c61ad-edcd-4b20-8557-eccea06c0f46',\n u'sessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'21631193-c8df-43cc-b2f8-f32bf82f00e4',\n u'subsessionLength': 92,\n u'subsessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'timezoneOffset': -420},\n 'payload/keyedHistograms/SEARCH_COUNTS': 'MISSING',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': 'MISSING',\n 'payload/simpleMeasurements/activeTicks': 19,\n 'payload/simpleMeasurements/firstPaint': 1009,\n 'payload/simpleMeasurements/main': 1,\n 'payload/simpleMeasurements/sessionRestored': 1242,\n 'payload/simpleMeasurements/totalTime': 93,\n 'type': u'main',\n 'version': 4},\n {'application': {u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'channel': u'nightly',\n u'name': u'Firefox',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n 'clientId': u'f54d588b-7aa2-40c7-9b93-f705eeffc483',\n 'creationDate': u'2015-06-04T01:15:31.709Z',\n 'environment': {u'addons': {u'activeAddons': {},\n u'activeExperiment': {},\n u'activeGMPlugins': {u'gmp-eme-adobe': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False},\n u'gmp-gmpopenh264': {u'applyBackgroundUpdates': 1,\n u'userDisabled': False,\n u'version': u'1.4'}},\n u'activePlugins': {},\n u'theme': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The default theme.',\n u'foreignInstall': False,\n u'hasBinaryComponents': False,\n u'id': u'{972ce4c6-7e08-4474-a285-3208198ce6fd}',\n u'installDay': 16590,\n u'name': u'Default',\n u'scope': 4,\n u'updateDay': 16590,\n u'userDisabled': False,\n u'version': u'41.0a1'}},\n u'build': {u'applicationId': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}',\n u'applicationName': u'Firefox',\n u'architecture': u'x86-64',\n u'buildId': u'20150603030208',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'partner': {u'partnerNames': {}},\n u'profile': {u'creationDate': 16590},\n u'settings': {u'blocklistEnabled': True,\n u'defaultSearchEngine': u'google',\n u'e10sEnabled': False,\n u'isDefaultBrowser': False,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.newtab.url': u'<user-set>',\n u'browser.newtabpage.enhanced': True}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 4000',\n u'deviceID': u'0x0166',\n u'driver': u'igdumdim64 igd10iumd64 igd10iumd64 igdumdim32 igd10iumd32 igd10iumd32',\n u'driverDate': u'9-16-2013',\n u'driverVersion': u'10.18.10.3308',\n u'subsysID': u'15171043',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': {u'model': u'ADATA XM11 256GB-V2',\n u'revision': u'5.0.2a'},\n u'profile': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'},\n u'system': {u'model': u'ADATA XM11 256GB-V2', u'revision': u'5.0.2a'}},\n u'isWow64': False,\n u'memoryMB': 3982,\n u'os': {u'installYear': 2015,\n u'locale': u'en-US',\n u'name': u'Windows_NT',\n u'servicePackMajor': 0,\n u'servicePackMinor': 0,\n u'version': u'6.3'}}},\n 'id': u'3e6be2dd-8379-486e-9565-45331aae910b',\n 'meta/appUpdateChannel': u'nightly',\n 'payload/histograms/PLACES_BOOKMARKS_COUNT': 'MISSING',\n 'payload/histograms/PLACES_PAGES_COUNT': 'MISSING',\n 'payload/info': {u'addons': u'%7B972ce4c6-7e08-4474-a285-3208198ce6fd%7D:41.0a1',\n u'asyncPluginInit': False,\n u'previousSessionId': u'9b5c61ad-edcd-4b20-8557-eccea06c0f46',\n u'previousSubsessionId': u'21631193-c8df-43cc-b2f8-f32bf82f00e4',\n u'profileSubsessionCounter': 7,\n u'reason': u'shutdown',\n u'revision': u'https://hg.mozilla.org/mozilla-central/rev/14be4237f855',\n u'sessionId': u'80e86260-242e-42d5-92ac-3d7fe87a7d7f',\n u'sessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'edd96fe8-53c7-4159-8663-be79936c3aa6',\n u'subsessionLength': 86,\n u'subsessionStartDate': u'2015-06-03T00:00:00.0-07:00',\n u'timezoneOffset': -420},\n 'payload/keyedHistograms/SEARCH_COUNTS': 'MISSING',\n 'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': 'MISSING',\n 'payload/simpleMeasurements/activeTicks': 17,\n 'payload/simpleMeasurements/firstPaint': 894,\n 'payload/simpleMeasurements/main': 1,\n 'payload/simpleMeasurements/sessionRestored': 1119,\n 'payload/simpleMeasurements/totalTime': 87,\n 'type': u'main',\n 'version': 4}])"}, "metadata": {}}], "metadata": {"scrolled": true, "collapsed": false, "trusted": false}}, {"source": "v4HistoriesById.count()", "cell_type": "markdown", "metadata": {"collapsed": true}}, {"execution_count": 15, "cell_type": "code", "source": "v2SampleBucket = conn.get_bucket('mozillametricsfhrsamples') # Substitute in your bucket name", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 16, "cell_type": "code", "source": "bl = v2SampleBucket.list(prefix=\"nightly\")\nprint \"v2 nightly data size:\", sum(key.size for key in bl)\nlist(bl)[-5:]", "outputs": [{"output_type": "stream", "name": "stdout", "text": "v2 nightly data size: 2015294662\n"}, {"execution_count": 16, "output_type": "execute_result", "data": {"text/plain": "[<Key: mozillametricsfhrsamples,nightly/part-r-00195>,\n <Key: mozillametricsfhrsamples,nightly/part-r-00196>,\n <Key: mozillametricsfhrsamples,nightly/part-r-00197>,\n <Key: mozillametricsfhrsamples,nightly/part-r-00198>,\n <Key: mozillametricsfhrsamples,nightly/part-r-00199>]"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 17, "cell_type": "code", "source": "# Saptarshi stores 100% of nightly records in 200 part files.\n# There are about 500K records, at about 2gb of data size.\n# For testing, we can grab just 10% of parts (the ones ending in 0)\npathToV2Nightly = \"s3n://mozillametricsfhrsamples/nightly/part-r-*0\"\nv2Nightly = sc.sequenceFile(pathToV2Nightly)", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 18, "cell_type": "code", "source": "def getClientIdFromV2Str(v2Str):\n try:\n target = '\"clientID\":\"'\n ind = v2Str.index(target)\n clientIdRaw = v2Str[ (ind+len(target)) : (ind+len(target)+36) ]\n return clientIdRaw\n except:\n return \"MISSING\"", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 19, "cell_type": "code", "source": "# re-key by clientID\nv2NightlyByClientId = v2Nightly\\\n .map(lambda id_json: (getClientIdFromV2Str(id_json[1]),id_json[1]) )\\\n .filter(lambda id_json: id_json[0]!=\"MISSING\")\n ", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 20, "cell_type": "code", "source": "v2NightlyByClientId.count()", "outputs": [{"execution_count": 20, "output_type": "execute_result", "data": {"text/plain": "40438"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 21, "cell_type": "code", "source": "mergedDataPerClient = v4HistoriesById\\\n .join(v2NightlyByClientId)\\\n .map(lambda id__v4_v2: (id__v4_v2[0],\n {\"clientId\":id__v4_v2[0], \"v4\": id__v4_v2[1][0], 'v2': json.loads(id__v4_v2[1][1])} ) )\\\n .cache()", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 22, "cell_type": "code", "source": "mergedDataPerClient.count()", "outputs": [{"execution_count": 22, "output_type": "execute_result", "data": {"text/plain": "8428"}, "metadata": {}}], "metadata": {"scrolled": true, "collapsed": false, "trusted": false}}, {"execution_count": 23, "cell_type": "code", "source": "mergedDataPerClient.getNumPartitions()", "outputs": [{"execution_count": 23, "output_type": "execute_result", "data": {"text/plain": "37290"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Why are there more partitions than rows?", "cell_type": "markdown", "metadata": {}}, {"source": "Everything above looks reasonable; this data is pretty much what it should be I think...", "cell_type": "markdown", "metadata": {}}, {"execution_count": 24, "cell_type": "code", "source": "# do we need to do a coalesce or a repartition or something to get this to be saved\n# in a reasonable number of files?\n\nmergedDataPerClient_repart = mergedDataPerClient.repartition(200).cache()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 25, "cell_type": "code", "source": "print v4Pings.getNumPartitions(), v4Subsess.getNumPartitions(), v4HistoriesById.getNumPartitions()\nprint v2NightlyByClientId.getNumPartitions()\nprint mergedDataPerClient_repart.getNumPartitions()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "37270 37270 37270\n20\n200\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 26, "cell_type": "code", "source": "# print mergedDataPerClient_repart.count()\n# print mergedDataPerClient_repart.getNumPartitions()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "8428\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 27, "cell_type": "code", "source": "# md = mergedDataPerClient_repart.first()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 28, "cell_type": "code", "source": "# print len(md),md[0]\n# # print \"{\"+md[1][49:]\n# dat = md[1]\n# # print dat\n# print dat.keys()\n\n# print dat['v2'].keys()\n\n# print len(dat['v4'])\n# print dat['v4'][0].keys()", "outputs": [], "metadata": {"scrolled": true, "collapsed": false, "trusted": false}}, {"execution_count": 34, "cell_type": "code", "source": "outBucketName = \"net-mozaws-prod-us-west-2-pipeline-analysis\"\npathToOutput = \"/bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/\"", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 35, "cell_type": "code", "source": "mergedDataPerClient_repart.map(lambda x: (str(x[0]),json.dumps(x[1])) ) \\\n .saveAsSequenceFile( \"s3n://\"+outBucketName+pathToOutput )", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"source": "#Did it work? List the buckets", "cell_type": "markdown", "metadata": {}}, {"execution_count": 36, "cell_type": "code", "source": "outBucket = conn.get_bucket(outBucketName) # Substitute in your bucket name\nbl = outBucket.list(prefix=pathToOutput[1:])\nmergedDataSize = sum(key.size for key in bl)\nprint \"mergedDataPerClient_repart data size:\", mergedDataSize/(1.0*(10**9)),\"GB\"\nlist(bl)[-5:]", "outputs": [{"output_type": "stream", "name": "stdout", "text": "mergedDataPerClient_repart data size: 2.023315918 GB\n"}, {"execution_count": 36, "output_type": "execute_result", "data": {"text/plain": "[<Key: net-mozaws-prod-us-west-2-pipeline-analysis,bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/part-00195>,\n <Key: net-mozaws-prod-us-west-2-pipeline-analysis,bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/part-00196>,\n <Key: net-mozaws-prod-us-west-2-pipeline-analysis,bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/part-00197>,\n <Key: net-mozaws-prod-us-west-2-pipeline-analysis,bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/part-00198>,\n <Key: net-mozaws-prod-us-west-2-pipeline-analysis,bcolloran/mergedDataPerClient/nightly/2015-06-10/8428clients/part-00199>]"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "#Did it work? Try to load a single file", "cell_type": "markdown", "metadata": {"collapsed": false}}, {"execution_count": 64, "cell_type": "code", "source": "pathToMergeTest = \"s3n://\"+outBucketName+pathToOutput+\"part-0019*\"\nprint pathToMergeTest\nmergeTest = sc.sequenceFile(pathToMergeTest)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "s3n://net-mozaws-prod-us-west-2-pipeline-analysis/bcolloran/mergedDataPerClient/nightly/2015-06-09/part-0019*\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 65, "cell_type": "code", "source": "mergeTest.count()", "outputs": [{"execution_count": 65, "output_type": "execute_result", "data": {"text/plain": "227"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 66, "cell_type": "code", "source": "mt = mergeTest.first()", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 67, "cell_type": "code", "source": "len(mt)", "outputs": [{"execution_count": 67, "output_type": "execute_result", "data": {"text/plain": "2"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 79, "cell_type": "code", "source": "print len(mt),mt[0]\n# print mt[1].keys()\nprint json.loads(mt[1]).keys()\nprint len(json.loads(mt[1])['v4'])\nprint json.loads(mt[1])['v4'][0].keys()\n\nprint json.loads(json.loads(mt[1])['v2'])", "outputs": [{"output_type": "stream", "name": "stdout", "text": "2 2e9bfd95-a48e-4024-9103-34249f003b2b\n[u'v2', u'v4', u'clientId']\n5\n[u'payload/info', u'payload/simpleMeasurements/main', u'payload/simpleMeasurements/totalTime', u'payload/simpleMeasurements/sessionRestored', u'type', u'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE', u'payload/simpleMeasurements/firstPaint', u'clientId', u'environment', u'application', u'payload/histograms/PLACES_PAGES_COUNT', u'version', u'payload/simpleMeasurements/activeTicks', u'meta/appUpdateChannel', u'creationDate', u'payload/histograms/PLACES_BOOKMARKS_COUNT', u'id', u'payload/keyedHistograms/SEARCH_COUNTS']\n{u'thisPingDate': u'2015-05-25', u'geckoAppInfo': {u'vendor': u'Mozilla', u'name': u'Firefox', u'appBuildID': u'20150524030234', u'_v': 1, u'version': u'41.0a1', u'platformBuildID': u'20150524030234', u'platformVersion': u'41.0a1', u'xpcomabi': u'x86_64-msvc', u'os': u'WINNT', u'id': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}', u'updateChannel': u'nightly'}, u'lastPingDate': u'2015-05-23', u'geoCountry': u'GB', u'clientID': u'2e9bfd95-a48e-4024-9103-34249f003b2b', u'version': 2, u'clientIDVersion': 1, u'data': {u'last': {u'org.mozilla.sysinfo.sysinfo': {u'name': u'Windows_NT', u'_v': 2, u'memoryMB': 3977, u'cpuCount': 4, u'architecture': u'x86-64', u'version': u'6.1', u'isWow64': 0}, u'org.mozilla.appSessions.current': {u'totalTime': 64, u'activeTicks': 13, u'_v': 3, u'startDay': 16580, u'firstPaint': 3838, u'main': 920, u'sessionRestored': 4262}, u'org.mozilla.addons.plugins': {u'_v': 1, u'NPSWF64_17_0_0_188.dll:Shockwave Flash:17.0.0.188:Shockwave Flash 17.0 r0': {u'mimeTypes': [u'application/x-shockwave-flash', u'application/futuresplash'], u'name': u'Shockwave Flash', u'disabled': False, u'version': u'17.0.0.188', u'clicktoplay': False, u'blocklisted': False, u'description': u'Shockwave Flash 17.0 r0'}, u'npctrl.dll:Silverlight Plug-In:5.1.40416.0:5.1.40416.0': {u'mimeTypes': [u'application/x-silverlight', u'application/x-silverlight-2'], u'name': u'Silverlight Plug-In', u'disabled': False, u'version': u'5.1.40416.0', u'clicktoplay': True, u'blocklisted': False, u'description': u'5.1.40416.0'}}, u'org.mozilla.appInfo.appinfo': {u'xpcomabi': u'x86_64-msvc', u'vendor': u'Mozilla', u'name': u'Firefox', u'appBuildID': u'20150524030234', u'locale': u'en-US', u'_v': 2, u'distributionID': u'', u'platformBuildID': u'20150524030234', u'version': u'41.0a1', u'platformVersion': u'41.0a1', u'distributionVersion': u'', u'hotfixVersion': u'', u'os': u'WINNT', u'id': u'{ec8030f7-c20a-464f-9b0e-13a3a9e97384}', u'updateChannel': u'nightly'}, u'org.mozilla.addons.gm-plugins': {u'_v': 1, u'gmp-eme-adobe': {u'version': None, u'applyBackgroundUpdates': 1, u'userDisabled': False}, u'gmp-gmpopenh264': {u'version': u'1.4', u'applyBackgroundUpdates': 1, u'userDisabled': False}}, u'org.mozilla.profile.age': {u'_v': 2, u'profileCreation': 16472}, u'org.mozilla.addons.addons': {u'{b1df372d-8b32-4c7d-b6b4-9c5b78cf6fb1}': {u'name': u'FirefoxAdKiller', u'foreignInstall': False, u'userDisabled': False, u'appDisabled': False, u'version': u'0.87', u'hasBinaryComponents': False, u'scope': 1, u'updateDay': 16477, u'installDay': 16477, u'type': u'extension', u'description': u'The Firefox Ad Killer gives you thumbs-up and thumbs-down icons on all kinds of banner ads, so you can target the annoying ones and prevent them from being displayed. We hope one day to collect this feedback and use it to help advertisers craft better ads, but in the meantime, it just blocks the bad ones.'}, u'_v': 2, u'smartwebprinting@hp.com': {u'name': u'HP Smart Web Printing', u'foreignInstall': True, u'userDisabled': True, u'appDisabled': True, u'version': u'4.5', u'hasBinaryComponents': False, u'scope': 2, u'updateDay': 16451, u'installDay': 16451, u'type': u'extension', u'description': u'Print what you want, how you want.'}}}, u'days': {u'2015-05-23': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [82], u'_v': 3, u'firstPaint': [3088], u'cleanTotalTime': [1289], u'main': [1176], u'sessionRestored': [3843]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.passwordmgr.passwordmgr': {u'numSavedPasswords': 0, u'_v': 2, u'enabled': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 3529}, u'org.mozilla.appInfo.versions': {u'_v': 2, u'platformBuildID': [u'20150425030208'], u'appBuildID': [u'20150425030208']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 2, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}}, u'2015-05-25': {u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.passwordmgr.passwordmgr': {u'numSavedPasswords': 0, u'_v': 2, u'enabled': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 3547}, u'org.mozilla.appInfo.versions': {u'platformVersion': [u'41.0a1'], u'_v': 2, u'platformBuildID': [u'20150524030234'], u'appVersion': [u'41.0a1'], u'appBuildID': [u'20150524030234']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 2, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 1}}, u'2015-05-24': {u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [30, 296, 1, 33, 2], u'_v': 3, u'firstPaint': [29210, 2504, -1, 7083, 3489], u'cleanTotalTime': [6893, 2438, 3, 191, 60], u'main': [18190, 1014, 702, 1778, 780], u'sessionRestored': [30448, 2741, -1, 8663, 3705]}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 2}, u'org.mozilla.passwordmgr.passwordmgr': {u'_v': 2, u'numTotalLoginsEncountered': 1}}, u'2015-03-04': {u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [419], u'_v': 3, u'firstPaint': [7687], u'cleanTotalTime': [3337], u'main': [3183], u'sessionRestored': [8261]}}, u'2015-03-07': {u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [232, 38, 296, 197], u'_v': 3, u'firstPaint': [7472, 3205, 4779, 3299], u'cleanTotalTime': [1168, 246, 1598, 994], u'main': [1982, 219, 469, 234], u'sessionRestored': [8599, 3834, 5382, 3844]}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 1}}, u'2015-02-12': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [44], u'_v': 3, u'firstPaint': [14333], u'cleanTotalTime': [309], u'main': [7926], u'sessionRestored': [14922]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 29, u'pages': 249}, u'org.mozilla.appInfo.versions': {u'_v': 2, u'platformBuildID': [u'20150211030228'], u'appBuildID': [u'20150211030228']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 1}}, u'2015-02-20': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [530, 315], u'_v': 3, u'firstPaint': [2230, 2445], u'cleanTotalTime': [3002, 1745], u'main': [920, 109], u'sessionRestored': [2887, 2937]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 2546}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 1}}, u'2015-02-21': {u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [99, 371, 421], u'_v': 3, u'firstPaint': [2550, 1839, 748], u'cleanTotalTime': [1049, 2736, 2417], u'main': [1374, 701, 77], u'sessionRestored': [2858, 2261, 999]}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 3, u'google.urlbar': 1}}, u'2015-02-23': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [76, 74, 885], u'_v': 3, u'firstPaint': [9121, 5791, 1294], u'cleanTotalTime': [752, 2321, 6166], u'main': [5086, 2668, 406], u'sessionRestored': [10310, 6755, 1489]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 2664}, u'org.mozilla.appInfo.versions': {u'_v': 2, u'platformBuildID': [u'20150220030202'], u'appBuildID': [u'20150220030202']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 5, u'yahoo.searchbar': 1}}, u'2015-02-24': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [499], u'_v': 3, u'firstPaint': [3598], u'cleanTotalTime': [5467], u'main': [1357], u'sessionRestored': [5806]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 2718}, u'org.mozilla.appInfo.versions': {u'_v': 2, u'platformBuildID': [u'20150223030231'], u'appBuildID': [u'20150223030231']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}}, u'2015-02-25': {u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [29, 18], u'_v': 3, u'firstPaint': [12135, 27566], u'cleanTotalTime': [188, 124], u'main': [1046, 15304], u'sessionRestored': [14063, 28744]}}, u'2015-02-08': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [1003], u'_v': 3, u'firstPaint': [5404], u'cleanTotalTime': [10383], u'main': [2403], u'sessionRestored': [5966]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 27, u'pages': 147}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 1, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 1}}, u'2015-02-27': {u'org.mozilla.healthreport.submissions': {u'_v': 2, u'continuationUploadAttempt': 1, u'uploadSuccess': 1}, u'org.mozilla.sync.sync': {u'activeProtocol': u'1.5', u'_v': 1, u'enabled': 0, u'preferredProtocol': u'1.5'}, u'org.mozilla.appSessions.previous': {u'cleanActiveTicks': [243, 142, 43], u'_v': 3, u'firstPaint': [9331, 8218, 1040], u'cleanTotalTime': [1783, 2644, 4030], u'main': [4742, 5398, 171], u'sessionRestored': [16774, 8713, 1233]}, u'org.mozilla.appInfo.update': {u'_v': 1, u'enabled': 1, u'autoDownload': 1}, u'org.mozilla.translation.translation': {u'_v': 1, u'detectLanguageEnabled': 0, u'showTranslationUI': 0}, u'org.mozilla.places.places': {u'_v': 1, u'bookmarks': 30, u'pages': 2727}, u'org.mozilla.appInfo.versions': {u'platformVersion': [u'39.0a1'], u'_v': 2, u'platformBuildID': [u'20150224030228'], u'appVersion': [u'39.0a1'], u'appBuildID': [u'20150224030228']}, u'org.mozilla.searches.engines': {u'default': u'google', u'_v': 1}, u'org.mozilla.addons.counts': {u'_v': 2, u'theme': 1, u'extension': 2, u'plugin': 2}, u'org.mozilla.appInfo.appinfo': {u'isBlocklistEnabled': 1, u'_v': 2, u'isDefaultBrowser': 1, u'isTelemetryEnabled': 1}, u'org.mozilla.searches.counts': {u'_v': 3, u'google.searchbar': 3, u'yahoo.searchbar': 1}}, u'2015-03-12': 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u'e10sEnabled': False,\n u'isDefaultBrowser': True,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.formfill.enable': False,\n u'browser.newtabpage.enhanced': True,\n u'browser.startup.homepage': u'<user-set>'}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 3000',\n u'deviceID': u'0x0126',\n u'driver': u'igdumd64 igd10umd64 igd10umd64 igdumd32 igd10umd32 igd10umd32',\n u'driverDate': u'2-22-2013',\n u'driverVersion': u'9.17.10.3040',\n u'subsysID': u'04a91028',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': 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u'e10sEnabled': False,\n u'isDefaultBrowser': True,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.formfill.enable': False,\n u'browser.newtabpage.enhanced': True,\n u'browser.startup.homepage': u'<user-set>'}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 3000',\n u'deviceID': u'0x0126',\n u'driver': u'igdumd64 igd10umd64 igd10umd64 igdumd32 igd10umd32 igd10umd32',\n u'driverDate': u'2-22-2013',\n u'driverVersion': u'9.17.10.3040',\n u'subsysID': u'04a91028',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': 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u'buildId': u'20150523030206',\n u'channel': u'nightly',\n u'name': u'Firefox',\n u'platformVersion': u'41.0a1',\n u'vendor': u'Mozilla',\n u'version': u'41.0a1',\n u'xpcomAbi': u'x86_64-msvc'},\n u'clientId': u'2e9bfd95-a48e-4024-9103-34249f003b2b',\n u'creationDate': u'2015-05-24T17:48:46.984Z',\n u'environment': {u'addons': {u'activeAddons': {u'{b1df372d-8b32-4c7d-b6b4-9c5b78cf6fb1}': {u'appDisabled': False,\n u'blocklisted': False,\n u'description': u'The Firefox Ad Killer gives you thumbs-up and thumbs-down icons on all kinds of banner ads, so you can target the annoying ones and prevent them from being displayed. 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u'e10sEnabled': False,\n u'isDefaultBrowser': True,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.formfill.enable': False,\n u'browser.newtabpage.enhanced': True,\n u'browser.startup.homepage': u'<user-set>'}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 3000',\n u'deviceID': u'0x0126',\n u'driver': u'igdumd64 igd10umd64 igd10umd64 igdumd32 igd10umd32 igd10umd32',\n u'driverDate': u'2-22-2013',\n u'driverVersion': u'9.17.10.3040',\n u'subsysID': u'04a91028',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': 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u'e10sEnabled': False,\n u'isDefaultBrowser': True,\n u'locale': u'en-US',\n u'telemetryEnabled': True,\n u'update': {u'autoDownload': True,\n u'channel': u'nightly',\n u'enabled': True},\n u'userPrefs': {u'browser.cache.disk.capacity': 358400,\n u'browser.formfill.enable': False,\n u'browser.newtabpage.enhanced': True,\n u'browser.startup.homepage': u'<user-set>'}},\n u'system': {u'cpu': {u'count': 4,\n u'extensions': [u'hasMMX',\n u'hasSSE',\n u'hasSSE2',\n u'hasSSE3',\n u'hasSSSE3',\n u'hasSSE4A',\n u'hasSSE4_1',\n u'hasSSE4_2',\n u'hasEDSP',\n u'hasARMv6',\n u'hasARMv7',\n u'hasNEON']},\n u'gfx': {u'D2DEnabled': True,\n u'DWriteEnabled': True,\n u'adapters': [{u'GPUActive': True,\n u'description': u'Intel(R) HD Graphics 3000',\n u'deviceID': u'0x0126',\n u'driver': u'igdumd64 igd10umd64 igd10umd64 igdumd32 igd10umd32 igd10umd32',\n u'driverDate': u'2-22-2013',\n u'driverVersion': u'9.17.10.3040',\n u'subsysID': u'04a91028',\n u'vendorID': u'0x8086'}]},\n u'hdd': {u'binary': 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u'https://hg.mozilla.org/mozilla-central/rev/d44425c6730c',\n u'sessionId': u'ec14a548-4248-408e-a1d3-9db2b5eff00f',\n u'sessionStartDate': u'2015-05-24T00:00:00.0+01:00',\n u'subsessionCounter': 1,\n u'subsessionId': u'cf9fd24b-047b-4476-b216-7a458d3f35bd',\n u'subsessionLength': 61,\n u'subsessionStartDate': u'2015-05-24T00:00:00.0+01:00',\n u'timezoneOffset': 60},\n u'payload/keyedHistograms/SEARCH_COUNTS': u'MISSING',\n u'payload/keyedHistograms/SEARCH_DEFAULT_ENGINE': u'MISSING',\n u'payload/simpleMeasurements/activeTicks': 2,\n u'payload/simpleMeasurements/firstPaint': 3489,\n u'payload/simpleMeasurements/main': 780,\n u'payload/simpleMeasurements/sessionRestored': 3705,\n u'payload/simpleMeasurements/totalTime': 62,\n u'type': u'main',\n u'version': 4}]}"}, "metadata": {}}], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 18, "cell_type": "code", "source": "1", "outputs": [{"execution_count": 18, "output_type": "execute_result", "data": {"text/plain": "1"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": null, "cell_type": "code", "source": "", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.9", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}}
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