Zeppelin - Global Anomaly Detection - Exploration.json

{"paragraphs":[{"text":"import sys\r\nsys.path.append('/mnt/home/faheyc/demos/ecs_iot_demo2')","dateUpdated":"Apr 11, 2016 9:40:01 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582370709_-973049643","id":"20160321-174610_1497810421","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:46:10 PM","dateStarted":"Apr 11, 2016 9:40:01 PM","dateFinished":"Apr 11, 2016 9:40:01 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12025","focus":true},{"text":"import pandas as pd\r\nimport numpy as np\r\nfrom pykafka import KafkaClient\r\nimport pykafka\r\nfrom time import sleep\r\nimport datetime\r\nfrom pyspark.mllib.regression import LabeledPoint\r\nfrom pyspark.mllib.tree import RandomForest, RandomForestModel\r\nfrom pyspark.mllib.classification import LogisticRegressionWithLBFGS\r\nfrom pyspark.ml.param import Param, Params\r\nfrom pyspark.sql import SQLContext\r\nfrom pyspark import SparkContext\r\nfrom pyspark.sql.types import StructType, StructField, StringType, IntegerType, FloatType\r\nfrom pyspark.ml.feature import VectorAssembler, StringIndexer\r\nfrom pyspark.ml import Pipeline\r\nfrom pyspark.ml.classification import RandomForestClassifier\r\nfrom optparse import OptionParser\r\nfrom common import get_kdd_schema_text, get_kdd_feature_cols\r\nfrom common_pyspark import build_features_vector, extract_features, extract_labeled_points","dateUpdated":"Apr 11, 2016 9:40:03 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582419669_357689533","id":"20160321-174659_1989079312","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:46:59 PM","dateStarted":"Apr 11, 2016 9:40:03 PM","dateFinished":"Apr 11, 2016 9:40:03 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12026","focus":true},{"text":"def show_pandas_dataframe(df, n=10, **kwargs):\r\n    style = '.dataframe td, .dataframe th {padding: 0.2em;}'\r\n    print('%%html\\n<style type=\"text/css\">%s</style>\\n%s' % (style, df.head(n).to_html(**kwargs)))\r\ndef head_to_pandas(sdf, n=10):\r\n    return pd.DataFrame([row.asDict() for row in sdf.head(n)])\r\ndef show_spark_dataframe(sdf, n=10):\r\n    show_pandas_dataframe(head_to_pandas(sdf, n=n))\r\ndef binned_column(col, buckets):\r\n    buckets = np.array(buckets)\r\n    return buckets[np.digitize(col, buckets)]","dateUpdated":"Apr 11, 2016 9:53:20 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582482367_-2058625504","id":"20160321-174802_1109638944","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:48:02 PM","dateStarted":"Apr 11, 2016 9:53:20 PM","dateFinished":"Apr 11, 2016 9:53:20 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12027","focus":true},{"text":"# Class to collect messages from Kafka.\r\nclass KafkaMessageCollector():\r\n    def __init__(self, topic, zookeeper_hosts='localhost:2181', earliest=False):\r\n        self.client = KafkaClient(zookeeper_hosts=zookeeper_hosts)\r\n        self.topic = self.client.topics[topic]\r\n        auto_offset_reset = pykafka.common.OffsetType.EARLIEST if earliest else  pykafka.common.OffsetType.LATEST\r\n        self.consumer = self.topic.get_simple_consumer(auto_offset_reset=auto_offset_reset, reset_offset_on_start=True)\r\n        self.messages_df = pd.DataFrame()\r\n\r\n    def consume_messages(self):\r\n        rec_list = []\r\n        while True:\r\n            message = self.consumer.consume(block=False)\r\n            if message is None: break\r\n            rec = json.loads(message.value)\r\n            rec_list.append(rec)\r\n        df = pd.DataFrame(rec_list)\r\n        self.messages_df = pd.concat([self.messages_df, df], ignore_index=True)\r\n\r\n    def get_all_messages(self):\r\n        self.consume_messages()\r\n        return self.messages_df","dateUpdated":"Apr 11, 2016 9:40:23 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458584998820_-688754143","id":"20160321-182958_871997619","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 6:29:58 PM","dateStarted":"Apr 11, 2016 9:40:23 PM","dateFinished":"Apr 11, 2016 9:40:23 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12028","focus":true},{"text":"#input_data_path = 'viprfs://repbucket1.ns1.site1/tmp/ecs_iot_demo2/tiny-json/tiny.json'\r\n#input_data_path = 'viprfs://repbucket1.ns1.site1/tmp/ecs_iot_demo2/enriched_data_one_sequential_pass/*'\r\ninput_data_path = 'viprfs://repbucket1.ns1.site1/tmp/ecs_iot_demo2/enriched_data/2016-04-11/site1/enriched_data.1460332805131'\r\nmessages_sdf = sqlContext.read.json(input_data_path)\r\n#messages_sdf = messages_sdf.sample(False, 0.01)\r\nmessages_sdf = messages_sdf.cache()","dateUpdated":"Apr 11, 2016 9:44:18 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582523012_-1837517480","id":"20160321-174843_136206137","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:48:43 PM","dateStarted":"Apr 11, 2016 9:44:18 PM","dateFinished":"Apr 11, 2016 9:44:21 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12029","focus":true},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1460411332922_542330560","id":"20160411-214852_641488086","dateCreated":"Apr 11, 2016 9:48:52 PM","status":"READY","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:12510","text":"input_data_path = 'viprfs://repbucket1.ns1.site1/tmp/ecs_iot_demo2/enriched_data/*/*'\r\nmessages_sdf = sqlContext.read.json(input_data_path)\r\nmessages_sdf = messages_sdf.sample(False, 0.01)\r\nmessages_sdf = messages_sdf.cache()","dateUpdated":"Apr 11, 2016 9:49:18 PM"},{"text":"print(messages_sdf.count())","dateUpdated":"Apr 11, 2016 9:44:27 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582544710_1223205993","id":"20160321-174904_831506508","result":{"code":"SUCCESS","type":"TEXT","msg":"125114\n"},"dateCreated":"Mar 21, 2016 5:49:04 PM","dateStarted":"Apr 11, 2016 9:44:28 PM","dateFinished":"Apr 11, 2016 9:44:33 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12030","focus":true},{"text":"messages_sdf.registerTempTable('messages')","dateUpdated":"Apr 11, 2016 9:44:43 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582633170_929131951","id":"20160321-175033_1311478671","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:50:33 PM","dateStarted":"Apr 11, 2016 9:44:43 PM","dateFinished":"Apr 11, 2016 9:44:43 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12031","focus":true},{"text":"%sql\nselect max(utc), count(*) from messages","dateUpdated":"Apr 11, 2016 9:44:48 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[{"name":"_c0","index":0,"aggr":"sum"}],"values":[{"name":"_c1","index":1,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"_c0","index":0,"aggr":"sum"}}},"enabled":true,"editorMode":"ace/mode/sql"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1460063363297_173566126","id":"20160407-210923_1547547477","result":{"code":"SUCCESS","type":"TABLE","msg":"_c0\t_c1\n2016-04-11T12:02:59.907630\t125114\n","comment":"","msgTable":[[{"key":"_c1","value":"2016-04-11T12:02:59.907630"},{"key":"_c1","value":"125114"}]],"columnNames":[{"name":"_c0","index":0,"aggr":"sum"},{"name":"_c1","index":1,"aggr":"sum"}],"rows":[["2016-04-11T12:02:59.907630","125114"]]},"dateCreated":"Apr 7, 2016 9:09:23 PM","dateStarted":"Apr 11, 2016 9:44:48 PM","dateFinished":"Apr 11, 2016 9:44:48 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12032","focus":true},{"text":"%sql\nselect t.num_duplicates, count(*) as count from (\nselect count(*) - 1 as num_duplicates from messages group by uuid) as t group by num_duplicates","dateUpdated":"Apr 11, 2016 9:44:59 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/sql"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1460062777010_813160005","id":"20160407-205937_920183165","result":{"code":"SUCCESS","type":"TABLE","msg":"num_duplicates\tcount\n0\t125114\n","comment":"","msgTable":[[{"key":"count","value":"0"},{"key":"count","value":"125114"}]],"columnNames":[{"name":"num_duplicates","index":0,"aggr":"sum"},{"name":"count","index":1,"aggr":"sum"}],"rows":[["0","125114"]]},"dateCreated":"Apr 7, 2016 8:59:37 PM","dateStarted":"Apr 11, 2016 9:44:59 PM","dateFinished":"Apr 11, 2016 9:45:08 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12033","focus":true},{"text":"show_spark_dataframe(messages_sdf, 10)","dateUpdated":"Apr 11, 2016 9:47:07 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582564064_-452360143","id":"20160321-174924_1094415086","result":{"code":"SUCCESS","type":"HTML","msg":"<style type=\"text/css\">.dataframe td, .dataframe th {padding: 0.2em;}</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>count</th>\n      <th>diff_srv_rate</th>\n      <th>dst_bytes</th>\n      <th>dst_host_count</th>\n      <th>dst_host_diff_srv_rate</th>\n      <th>dst_host_rerror_rate</th>\n      <th>dst_host_same_src_port_rate</th>\n      <th>dst_host_same_srv_rate</th>\n      <th>dst_host_serror_rate</th>\n      <th>dst_host_srv_count</th>\n      <th>dst_host_srv_diff_host_rate</th>\n      <th>dst_host_srv_rerror_rate</th>\n      <th>dst_host_srv_serror_rate</th>\n      <th>duration</th>\n      <th>flag</th>\n      <th>hot</th>\n      <th>index</th>\n      <th>is_guest_login</th>\n      <th>is_host_login</th>\n      <th>label</th>\n      <th>land</th>\n      <th>logged_in</th>\n      <th>num_access_files</th>\n      <th>num_compromised</th>\n      <th>num_failed_logins</th>\n      <th>num_file_creations</th>\n      <th>num_outbound_cmds</th>\n      <th>num_root</th>\n      <th>num_shells</th>\n      <th>protocol_type</th>\n      <th>rerror_rate</th>\n      <th>root_shell</th>\n      <th>same_srv_rate</th>\n      <th>sequence_id</th>\n      <th>serror_rate</th>\n      <th>service</th>\n      <th>src_bytes</th>\n      <th>srv_count</th>\n      <th>srv_diff_host_rate</th>\n      <th>srv_rerror_rate</th>\n      <th>srv_serror_rate</th>\n      <th>su_attempted</th>\n      <th>total_bytes</th>\n      <th>urgent</th>\n      <th>utc</th>\n      <th>uuid</th>\n      <th>wrong_fragment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>511</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>3141320</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754038</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:28.246877</td>\n      <td>de109b13-52ef-490b-91b0-ba6a0fe45633</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>261</td>\n      <td>0.06</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.07</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.03</td>\n      <td>1</td>\n      <td>7</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>S0</td>\n      <td>0</td>\n      <td>574483</td>\n      <td>0</td>\n      <td>0</td>\n      <td>neptune.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.03</td>\n      <td>11754076</td>\n      <td>1</td>\n      <td>netbios_dgm</td>\n      <td>0</td>\n      <td>7</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:28.776814</td>\n      <td>921cc57f-eb2f-4366-b07a-747968403147</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>111</td>\n      <td>0.08</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.06</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0.02</td>\n      <td>0</td>\n      <td>4</td>\n      <td>0.00</td>\n      <td>1.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>REJ</td>\n      <td>0</td>\n      <td>4727333</td>\n      <td>0</td>\n      <td>0</td>\n      <td>neptune.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0.04</td>\n      <td>11754077</td>\n      <td>0</td>\n      <td>private</td>\n      <td>0</td>\n      <td>4</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:28.777401</td>\n      <td>5261a9b9-75a2-4191-b338-ba992787d073</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>509</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>2101832</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754090</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>509</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:28.785743</td>\n      <td>bc84ed13-9f8c-4278-aea2-b5e5258b7740</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>509</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>2155060</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754092</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>509</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:28.786917</td>\n      <td>de011143-5277-4c88-a6a3-a895a061b2a8</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>510</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>1823232</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754103</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>510</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:29.045653</td>\n      <td>dd80fa7e-128e-46da-801a-9ec45293fc86</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>510</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>3306841</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754115</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>510</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:29.057266</td>\n      <td>a76e5b66-3fd9-446e-94d4-e58a3bb8d8fb</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>510</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>2520762</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754116</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>510</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:29.058100</td>\n      <td>7bc49ea3-998e-467f-92a4-e793a79c12fd</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>7</td>\n      <td>0.00</td>\n      <td>19783</td>\n      <td>221</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.01</td>\n      <td>0.01</td>\n      <td>0.01</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>1029020</td>\n      <td>0</td>\n      <td>0</td>\n      <td>normal.</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754129</td>\n      <td>0</td>\n      <td>http</td>\n      <td>217</td>\n      <td>7</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>20000</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:29.317856</td>\n      <td>ff13a314-c9a4-4e6b-93e8-e08d3973b14c</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>509</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>2039864</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>11754138</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>509</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>2016-04-11T11:20:29.323736</td>\n      <td>43a3905a-88b3-435d-a73a-d43f282a7a36</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n"},"dateCreated":"Mar 21, 2016 5:49:24 PM","dateStarted":"Apr 11, 2016 9:47:07 PM","dateFinished":"Apr 11, 2016 9:47:08 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12034","focus":true},{"text":"messages_described_pdf = messages_sdf.describe().toPandas().set_index(['summary'])\r\nshow_pandas_dataframe(messages_described_pdf)\r\n      ","dateUpdated":"Apr 11, 2016 9:47:16 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582576608_-1929795919","id":"20160321-174936_686350123","result":{"code":"SUCCESS","type":"HTML","msg":"<style type=\"text/css\">.dataframe td, .dataframe th {padding: 0.2em;}</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>count</th>\n      <th>diff_srv_rate</th>\n      <th>dst_bytes</th>\n      <th>dst_host_count</th>\n      <th>dst_host_diff_srv_rate</th>\n      <th>dst_host_rerror_rate</th>\n      <th>dst_host_same_src_port_rate</th>\n      <th>dst_host_same_srv_rate</th>\n      <th>dst_host_serror_rate</th>\n      <th>dst_host_srv_count</th>\n      <th>dst_host_srv_diff_host_rate</th>\n      <th>dst_host_srv_rerror_rate</th>\n      <th>dst_host_srv_serror_rate</th>\n      <th>duration</th>\n      <th>hot</th>\n      <th>index</th>\n      <th>is_guest_login</th>\n      <th>is_host_login</th>\n      <th>land</th>\n      <th>logged_in</th>\n      <th>num_access_files</th>\n      <th>num_compromised</th>\n      <th>num_failed_logins</th>\n      <th>num_file_creations</th>\n      <th>num_outbound_cmds</th>\n      <th>num_root</th>\n      <th>num_shells</th>\n      <th>rerror_rate</th>\n      <th>root_shell</th>\n      <th>same_srv_rate</th>\n      <th>sequence_id</th>\n      <th>serror_rate</th>\n      <th>src_bytes</th>\n      <th>srv_count</th>\n      <th>srv_diff_host_rate</th>\n      <th>srv_rerror_rate</th>\n      <th>srv_serror_rate</th>\n      <th>su_attempted</th>\n      <th>total_bytes</th>\n      <th>urgent</th>\n      <th>wrong_fragment</th>\n    </tr>\n    <tr>\n      <th>summary</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n      <td>125114</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>333.9004827597231</td>\n      <td>0.021203942004886955</td>\n      <td>670.9605000239782</td>\n      <td>232.83120194382724</td>\n      <td>0.030385328580327792</td>\n      <td>0.05839554326454297</td>\n      <td>0.6024797384784918</td>\n      <td>0.7514096743769664</td>\n      <td>0.18120769857889774</td>\n      <td>188.60443275732533</td>\n      <td>0.00659438592004069</td>\n      <td>0.058289639848458516</td>\n      <td>0.18097519062615103</td>\n      <td>47.83312818709337</td>\n      <td>0.011821219048228016</td>\n      <td>2451085.2036702526</td>\n      <td>7.353293796057995E-4</td>\n      <td>0.0</td>\n      <td>7.992710647889124E-6</td>\n      <td>0.1431814185462858</td>\n      <td>9.351471458030276E-4</td>\n      <td>0.0045478523586489124</td>\n      <td>2.3978131943667377E-5</td>\n      <td>0.001023066962929808</td>\n      <td>0.0</td>\n      <td>0.008967821346931599</td>\n      <td>6.3941685183113E-5</td>\n      <td>0.05820667551193313</td>\n      <td>6.3941685183113E-5</td>\n      <td>0.7870852982080293</td>\n      <td>1.1881206012284797E7</td>\n      <td>0.18104936298096122</td>\n      <td>805.5716306728264</td>\n      <td>293.86465143788865</td>\n      <td>0.02862053806928075</td>\n      <td>0.058159838227536474</td>\n      <td>0.18112489409658394</td>\n      <td>3.19708425915565E-5</td>\n      <td>1476.5321306968044</td>\n      <td>0.0</td>\n      <td>8.072637754368016E-4</td>\n    </tr>\n    <tr>\n      <th>stddev</th>\n      <td>212.0115065291509</td>\n      <td>0.0820166436642765</td>\n      <td>14588.085715752679</td>\n      <td>64.30010931221491</td>\n      <td>0.10603272970607724</td>\n      <td>0.23183366670810854</td>\n      <td>0.48148812221611215</td>\n      <td>0.4124529026192731</td>\n      <td>0.3844954674620388</td>\n      <td>106.2155455711424</td>\n      <td>0.042134943878131915</td>\n      <td>0.23204168250274032</td>\n      <td>0.38478352690332884</td>\n      <td>751.1581304805032</td>\n      <td>0.4611419456349887</td>\n      <td>1416004.067735797</td>\n      <td>0.02710709396651469</td>\n      <td>0.0</td>\n      <td>0.002827138243505114</td>\n      <td>0.350259161888642</td>\n      <td>0.032344689772740826</td>\n      <td>0.9695450078959071</td>\n      <td>0.004896707939020138</td>\n      <td>0.1147651765740299</td>\n      <td>0.0</td>\n      <td>1.0576257917914111</td>\n      <td>0.007996130794503233</td>\n      <td>0.23333106487024688</td>\n      <td>0.00799613079450324</td>\n      <td>0.3912306231106727</td>\n      <td>73631.71238372209</td>\n      <td>0.38449648202899184</td>\n      <td>23347.600789638735</td>\n      <td>246.19719803752622</td>\n      <td>0.1420081300700127</td>\n      <td>0.23349883916736314</td>\n      <td>0.3848288278991421</td>\n      <td>0.007996322536744035</td>\n      <td>27525.158152737276</td>\n      <td>0.0</td>\n      <td>0.04788814686977827</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>6</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>11753353</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>511</td>\n      <td>1.0</td>\n      <td>2661605</td>\n      <td>255</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>255</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>42041</td>\n      <td>30</td>\n      <td>4898352</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>2</td>\n      <td>307</td>\n      <td>1</td>\n      <td>32</td>\n      <td>0</td>\n      <td>338</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>12009206</td>\n      <td>1.0</td>\n      <td>5135678</td>\n      <td>511</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>2</td>\n      <td>5135678</td>\n      <td>0</td>\n      <td>3</td>\n    </tr>\n  </tbody>\n</table>\n"},"dateCreated":"Mar 21, 2016 5:49:36 PM","dateStarted":"Apr 11, 2016 9:47:17 PM","dateFinished":"Apr 11, 2016 9:47:29 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12035","focus":true},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[{"name":"service","index":0,"aggr":"sum"}],"values":[{"name":"cnt","index":1,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"service","index":0,"aggr":"sum"}}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1460411879253_1360115729","id":"20160411-215759_1635516649","dateCreated":"Apr 11, 2016 9:57:59 PM","status":"FINISHED","progressUpdateIntervalMs":500,"focus":true,"$$hashKey":"object:12665","text":"%sql\nselect service, count(*) as cnt from messages group by service order by cnt desc limit 10","dateUpdated":"Apr 11, 2016 10:01:39 PM","dateFinished":"Apr 11, 2016 10:01:40 PM","dateStarted":"Apr 11, 2016 10:01:39 PM","result":{"code":"SUCCESS","type":"TABLE","msg":"service\tcnt\necr_i\t71491\nprivate\t28502\nhttp\t15895\nsmtp\t2536\nother\t1780\ndomain_u\t1473\nftp_data\t1009\neco_i\t418\nfinger\t171\nurp_i\t131\n","comment":"","msgTable":[[{"key":"cnt","value":"ecr_i"},{"key":"cnt","value":"71491"}],[{"value":"private"},{"value":"28502"}],[{"value":"http"},{"value":"15895"}],[{"value":"smtp"},{"value":"2536"}],[{"value":"other"},{"value":"1780"}],[{"value":"domain_u"},{"value":"1473"}],[{"value":"ftp_data"},{"value":"1009"}],[{"value":"eco_i"},{"value":"418"}],[{"value":"finger"},{"value":"171"}],[{"value":"urp_i"},{"value":"131"}]],"columnNames":[{"name":"service","index":0,"aggr":"sum"},{"name":"cnt","index":1,"aggr":"sum"}],"rows":[["ecr_i","71491"],["private","28502"],["http","15895"],["smtp","2536"],["other","1780"],["domain_u","1473"],["ftp_data","1009"],["eco_i","418"],["finger","171"],["urp_i","131"]]}},{"text":"%sql\nselect duration, src_bytes, dst_bytes, total_bytes, protocol_type, service, label from messages \nwhere service in ('http','domain_u','ftp_data','smtp')","dateUpdated":"Apr 11, 2016 10:00:25 PM","config":{"colWidth":12,"graph":{"mode":"pieChart","height":300,"optionOpen":false,"keys":[{"name":"service","index":5,"aggr":"sum"}],"values":[{"name":"src_bytes","index":1,"aggr":"count"}],"groups":[],"scatter":{"xAxis":{"name":"duration","index":0,"aggr":"sum"},"yAxis":{"name":"src_bytes","index":1,"aggr":"sum"}}},"enabled":true,"editorMode":"ace/mode/sql"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458584744237_-1044042131","id":"20160321-182544_1173395697","result":{"code":"SUCCESS","type":"TABLE","msg":"duration\tsrc_bytes\tdst_bytes\ttotal_bytes\tprotocol_type\tservice\tlabel\n0\t217\t19783\t20000\ttcp\thttp\tnormal.\n0\t249\t468\t717\ttcp\thttp\tnormal.\n0\t255\t2435\t2690\ttcp\thttp\tnormal.\n0\t214\t2264\t2478\ttcp\thttp\tnormal.\n0\t239\t14173\t14412\ttcp\thttp\tnormal.\n1\t1045\t526\t1571\ttcp\tsmtp\tnormal.\n0\t235\t8183\t8418\ttcp\thttp\tnormal.\n36\t295\t182\t477\ttcp\thttp\tnormal.\n0\t295\t2168\t2463\ttcp\thttp\tnormal.\n0\t287\t5200\t5487\ttcp\thttp\tnormal.\n0\t316\t354\t670\ttcp\thttp\tnormal.\n0\t228\t598\t826\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t344\t349\t693\ttcp\thttp\tnormal.\n0\t44\t44\t88\tudp\tdomain_u\tnormal.\n0\t43\t133\t176\tudp\tdomain_u\tnormal.\n0\t295\t8422\t8717\ttcp\thttp\tnormal.\n0\t293\t3080\t3373\ttcp\thttp\tnormal.\n0\t182\t424\t606\ttcp\thttp\tnormal.\n15\t819\t365\t1184\ttcp\tsmtp\tnormal.\n0\t54540\t8314\t62854\ttcp\thttp\tback.\n0\t237\t1159\t1396\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t897\t328\t1225\ttcp\tsmtp\tnormal.\n0\t244\t8457\t8701\ttcp\thttp\tnormal.\n0\t323\t675\t998\ttcp\thttp\tnormal.\n0\t1556\t325\t1881\ttcp\tsmtp\tnormal.\n0\t308\t960\t1268\ttcp\thttp\tnormal.\n0\t237\t191\t428\ttcp\thttp\tnormal.\n1\t1353\t328\t1681\ttcp\tsmtp\tnormal.\n0\t180\t2224\t2404\ttcp\thttp\tnormal.\n0\t44\t44\t88\tudp\tdomain_u\tnormal.\n0\t782\t328\t1110\ttcp\tsmtp\tnormal.\n0\t221\t310\t531\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t307\t1380\t1687\ttcp\thttp\tnormal.\n0\t220\t1109\t1329\ttcp\thttp\tnormal.\n0\t208\t7355\t7563\ttcp\thttp\tnormal.\n0\t233\t280\t513\ttcp\thttp\tnormal.\n0\t315\t2047\t2362\ttcp\thttp\tnormal.\n1\t839\t365\t1204\ttcp\tsmtp\tnormal.\n3\t942\t339\t1281\ttcp\tsmtp\tnormal.\n0\t180\t1911\t2091\ttcp\thttp\tnormal.\n0\t772\t326\t1098\ttcp\tsmtp\tnormal.\n4\t1046\t365\t1411\ttcp\tsmtp\tnormal.\n0\t11376\t0\t11376\ttcp\tftp_data\tnormal.\n0\t293\t1680\t1973\ttcp\thttp\tnormal.\n0\t213\t1415\t1628\ttcp\thttp\tnormal.\n1\t1623\t332\t1955\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t226\t2542\t2768\ttcp\thttp\tnormal.\n1\t1022\t327\t1349\ttcp\tsmtp\tnormal.\n0\t294\t1425\t1719\ttcp\thttp\tnormal.\n1\t736\t327\t1063\ttcp\tsmtp\tnormal.\n1\t1140\t329\t1469\ttcp\tsmtp\tnormal.\n0\t330\t1651\t1981\ttcp\thttp\tnormal.\n0\t232\t193\t425\ttcp\thttp\tnormal.\n0\t337\t1216\t1553\ttcp\thttp\tnormal.\n0\t227\t399\t626\ttcp\thttp\tnormal.\n0\t210\t374\t584\ttcp\thttp\tnormal.\n0\t251\t1471\t1722\ttcp\thttp\tnormal.\n1\t1076\t327\t1403\ttcp\tsmtp\tnormal.\n0\t212\t26285\t26497\ttcp\thttp\tnormal.\n0\t339\t1444\t1783\ttcp\thttp\tnormal.\n5\t1160\t405\t1565\ttcp\tsmtp\tnormal.\n0\t212\t362\t574\ttcp\thttp\tnormal.\n0\t349\t2078\t2427\ttcp\thttp\tnormal.\n0\t204\t525\t729\ttcp\thttp\tnormal.\n0\t303\t1718\t2021\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n9\t274\t400\t674\ttcp\thttp\tnormal.\n0\t1153\t330\t1483\ttcp\tsmtp\tnormal.\n0\t302\t3085\t3387\ttcp\thttp\tnormal.\n0\t284\t1395\t1679\ttcp\thttp\tnormal.\n0\t184\t18376\t18560\ttcp\thttp\tnormal.\n0\t186\t4841\t5027\ttcp\thttp\tnormal.\n0\t322\t2067\t2389\ttcp\thttp\tnormal.\n0\t19\t0\t19\ttcp\tftp_data\tnormal.\n0\t215\t609\t824\ttcp\thttp\tnormal.\n0\t42\t108\t150\tudp\tdomain_u\tnormal.\n0\t152\t8159\t8311\ttcp\thttp\tnormal.\n21\t2972\t365\t3337\ttcp\tsmtp\tnormal.\n0\t196\t253\t449\ttcp\thttp\tnormal.\n0\t195\t3942\t4137\ttcp\thttp\tnormal.\n0\t44\t44\t88\tudp\tdomain_u\tnormal.\n0\t621\t331\t952\ttcp\tsmtp\tnormal.\n0\t320\t1565\t1885\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\tftp_data\tneptune.\n0\t233\t251\t484\ttcp\thttp\tnormal.\n0\t2971\t325\t3296\ttcp\tsmtp\tnormal.\n0\t301\t1663\t1964\ttcp\thttp\tnormal.\n0\t316\t2055\t2371\ttcp\thttp\tnormal.\n0\t264\t488\t752\ttcp\thttp\tnormal.\n0\t169\t1483\t1652\ttcp\thttp\tnormal.\n0\t205\t1976\t2181\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t1436\t279\t1715\ttcp\tsmtp\tnormal.\n0\t198\t22841\t23039\ttcp\thttp\tnormal.\n0\t42\t42\t84\tudp\tdomain_u\tnormal.\n0\t311\t2464\t2775\ttcp\thttp\tnormal.\n0\t292\t6170\t6462\ttcp\thttp\tnormal.\n0\t203\t9432\t9635\ttcp\thttp\tnormal.\n0\t196\t585\t781\ttcp\thttp\tnormal.\n0\t278\t1340\t1618\ttcp\thttp\tnormal.\n0\t154\t38649\t38803\ttcp\thttp\tnormal.\n0\t307\t3222\t3529\ttcp\thttp\tnormal.\n0\t283\t2142\t2425\ttcp\thttp\tnormal.\n0\t315\t2761\t3076\ttcp\thttp\tnormal.\n0\t231\t3270\t3501\ttcp\thttp\tnormal.\n0\t696\t329\t1025\ttcp\tsmtp\tnormal.\n0\t314\t482\t796\ttcp\thttp\tnormal.\n5\t1466\t337\t1803\ttcp\tsmtp\tnormal.\n0\t291\t2816\t3107\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t306\t607\t913\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t265\t10238\t10503\ttcp\thttp\tnormal.\n0\t207\t5596\t5803\ttcp\thttp\tnormal.\n0\t263\t6366\t6629\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tneptune.\n0\t929\t327\t1256\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t301\t762\t1063\ttcp\thttp\tnormal.\n0\t158\t891\t1049\ttcp\thttp\tnormal.\n0\t318\t6546\t6864\ttcp\thttp\tnormal.\n0\t305\t1380\t1685\ttcp\thttp\tnormal.\n0\t236\t3222\t3458\ttcp\thttp\tnormal.\n0\t227\t367\t594\ttcp\thttp\tnormal.\n0\t204\t616\t820\ttcp\thttp\tnormal.\n0\t329\t544\t873\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t13239\t0\t13239\ttcp\tftp_data\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t428\t256\t684\ttcp\thttp\tnormal.\n0\t285\t7203\t7488\ttcp\thttp\tnormal.\n0\t328\t273\t601\ttcp\thttp\tnormal.\n0\t732\t328\t1060\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n51\t317\t405\t722\ttcp\thttp\tnormal.\n0\t205\t253\t458\ttcp\thttp\tnormal.\n0\t213\t294\t507\ttcp\thttp\tnormal.\n0\t1266\t336\t1602\ttcp\tsmtp\tnormal.\n0\t228\t1404\t1632\ttcp\thttp\tnormal.\n0\t291\t19921\t20212\ttcp\thttp\tnormal.\n0\t154\t1934\t2088\ttcp\thttp\tnormal.\n0\t1905\t402\t2307\ttcp\tsmtp\tnormal.\n0\t318\t798\t1116\ttcp\thttp\tnormal.\n1\t1434\t363\t1797\ttcp\tsmtp\tnormal.\n0\t303\t6224\t6527\ttcp\thttp\tnormal.\n0\t203\t331\t534\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\tsmtp\tneptune.\n0\t35\t0\t35\tudp\tdomain_u\tnormal.\n0\t229\t5474\t5703\ttcp\thttp\tnormal.\n0\t302\t1075\t1377\ttcp\thttp\tnormal.\n0\t214\t10247\t10461\ttcp\thttp\tnormal.\n0\t255\t8224\t8479\ttcp\thttp\tnormal.\n0\t227\t1528\t1755\ttcp\thttp\tnormal.\n0\t234\t1461\t1695\ttcp\thttp\tnormal.\n0\t274\t5933\t6207\ttcp\thttp\tnormal.\n0\t242\t607\t849\ttcp\thttp\tnormal.\n0\t44\t44\t88\tudp\tdomain_u\tnormal.\n0\t46\t46\t92\tudp\tdomain_u\tnormal.\n0\t45\t135\t180\tudp\tdomain_u\tnormal.\n0\t294\t1156\t1450\ttcp\thttp\tnormal.\n0\t248\t597\t845\ttcp\thttp\tnormal.\n0\t210\t373\t583\ttcp\thttp\tnormal.\n0\t1187\t331\t1518\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n1\t975\t329\t1304\ttcp\tsmtp\tnormal.\n0\t314\t659\t973\ttcp\thttp\tnormal.\n0\t335\t4308\t4643\ttcp\thttp\tnormal.\n0\t312\t2314\t2626\ttcp\thttp\tnormal.\n0\t36\t117\t153\tudp\tdomain_u\tnormal.\n0\t297\t1075\t1372\ttcp\thttp\tnormal.\n0\t209\t3868\t4077\ttcp\thttp\tnormal.\n0\t675\t330\t1005\ttcp\tsmtp\tnormal.\n0\t206\t2014\t2220\ttcp\thttp\tnormal.\n0\t204\t1400\t1604\ttcp\thttp\tnormal.\n0\t226\t255\t481\ttcp\thttp\tnormal.\n0\t322\t1364\t1686\ttcp\thttp\tnormal.\n5\t1158\t407\t1565\ttcp\tsmtp\tnormal.\n0\t224\t816\t1040\ttcp\thttp\tnormal.\n0\t229\t2507\t2736\ttcp\thttp\tnormal.\n0\t346\t1973\t2319\ttcp\thttp\tnormal.\n0\t218\t38737\t38955\ttcp\thttp\tnormal.\n0\t304\t2507\t2811\ttcp\thttp\tnormal.\n0\t307\t12202\t12509\ttcp\thttp\tnormal.\n0\t315\t8578\t8893\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t1289\t331\t1620\ttcp\tsmtp\tnormal.\n0\t279\t28696\t28975\ttcp\thttp\tnormal.\n0\t232\t301\t533\ttcp\thttp\tnormal.\n0\t237\t4959\t5196\ttcp\thttp\tnormal.\n0\t258\t12922\t13180\ttcp\thttp\tnormal.\n0\t194\t260\t454\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t244\t608\t852\ttcp\thttp\tnormal.\n0\t153\t3262\t3415\ttcp\thttp\tnormal.\n0\t296\t20499\t20795\ttcp\thttp\tnormal.\n0\t230\t755\t985\ttcp\thttp\tnormal.\n0\t157\t1761\t1918\ttcp\thttp\tnormal.\n0\t292\t1991\t2283\ttcp\thttp\tnormal.\n0\t179\t1210\t1389\ttcp\thttp\tnormal.\n0\t388\t6121\t6509\ttcp\thttp\tnormal.\n0\t279\t3712\t3991\ttcp\thttp\tnormal.\n0\t395\t1810\t2205\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t30\t0\t30\tudp\tdomain_u\tnormal.\n0\t51\t117\t168\tudp\tdomain_u\tnormal.\n0\t304\t935\t1239\ttcp\thttp\tnormal.\n0\t313\t1905\t2218\ttcp\thttp\tnormal.\n0\t35\t95\t130\tudp\tdomain_u\tnormal.\n0\t225\t522\t747\ttcp\thttp\tnormal.\n0\t934\t332\t1266\ttcp\tsmtp\tnormal.\n0\t1205\t335\t1540\ttcp\tsmtp\tnormal.\n0\t297\t545\t842\ttcp\thttp\tnormal.\n0\t304\t934\t1238\ttcp\thttp\tnormal.\n0\t202\t8671\t8873\ttcp\thttp\tnormal.\n0\t232\t336\t568\ttcp\thttp\tnormal.\n0\t321\t348\t669\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t306\t2110\t2416\ttcp\thttp\tnormal.\n0\t151\t51823\t51974\ttcp\thttp\tnormal.\n0\t194\t290\t484\ttcp\thttp\tnormal.\n0\t495\t0\t495\ttcp\tftp_data\tnormal.\n0\t359\t461\t820\ttcp\thttp\tnormal.\n0\t196\t2251\t2447\ttcp\thttp\tnormal.\n0\t231\t3222\t3453\ttcp\thttp\tnormal.\n0\t207\t1101\t1308\ttcp\thttp\tnormal.\n0\t364\t3112\t3476\ttcp\thttp\tnormal.\n0\t195\t6930\t7125\ttcp\thttp\tnormal.\n0\t286\t2262\t2548\ttcp\thttp\tnormal.\n0\t280\t5356\t5636\ttcp\thttp\tnormal.\n0\t292\t656\t948\ttcp\thttp\tnormal.\n0\t237\t834\t1071\ttcp\thttp\tnormal.\n1\t2096\t329\t2425\ttcp\tsmtp\tnormal.\n0\t286\t8368\t8654\ttcp\thttp\tnormal.\n0\t283\t1286\t1569\ttcp\thttp\tnormal.\n0\t287\t289\t576\ttcp\thttp\tnormal.\n0\t255\t12931\t13186\ttcp\thttp\tnormal.\n0\t299\t2956\t3255\ttcp\th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cp\thttp\tnormal.\n0\t332\t2490\t2822\ttcp\thttp\tnormal.\n0\t303\t12536\t12839\ttcp\thttp\tnormal.\n0\t300\t2698\t2998\ttcp\thttp\tnormal.\n0\t288\t293\t581\ttcp\thttp\tnormal.\n0\t316\t293\t609\ttcp\thttp\tnormal.\n10\t1258\t336\t1594\ttcp\tsmtp\tnormal.\n0\t2922\t341\t3263\ttcp\tsmtp\tnormal.\n1\t2222\t335\t2557\ttcp\tsmtp\tnormal.\n0\t227\t3211\t3438\ttcp\thttp\tnormal.\n1\t1484\t325\t1809\ttcp\tsmtp\tnormal.\n0\t332\t12922\t13254\ttcp\thttp\tnormal.\n0\t287\t468\t755\ttcp\thttp\tnormal.\n0\t218\t1100\t1318\ttcp\thttp\tnormal.\n0\t310\t9158\t9468\ttcp\thttp\tnormal.\n0\t1217\t331\t1548\ttcp\tsmtp\tnormal.\n0\t338\t1610\t1948\ttcp\thttp\tnormal.\n0\t224\t333\t557\ttcp\thttp\tnormal.\n0\t229\t438\t667\ttcp\thttp\tnormal.\n0\t641\t0\t641\ttcp\tftp_data\tnormal.\n2\t793\t333\t1126\ttcp\tsmtp\tnormal.\n0\t293\t1506\t1799\ttcp\thttp\tnormal.\n0\t2105\t330\t2435\ttcp\tsmtp\tnormal.\n0\t686\t328\t1014\ttcp\tsmtp\tnormal.\n0\t314\t1643\t1957\ttcp\thttp\tnormal.\n1\t853\t366\t1219\ttcp\tsmtp\tnormal.\n18\t11666\t1360\t13026\ttcp\tsmtp\tnormal.\n0\t208\t284\t492\ttcp\thttp\tnormal.\n0\t314\t4713\t5027\ttcp\thttp\tnormal.\n0\t201\t290\t491\ttcp\thttp\tnormal.\n1\t1287\t330\t1617\ttcp\tsmtp\tnormal.\n0\t297\t1087\t1384\ttcp\thttp\tnormal.\n0\t144\t389\t533\ttcp\thttp\tnormal.\n0\t45\t119\t164\tudp\tdomain_u\tnormal.\n0\t336\t2787\t3123\ttcp\thttp\tnormal.\n0\t30\t83\t113\tudp\tdomain_u\tnormal.\n0\t215\t482\t697\ttcp\thttp\tnormal.\n4\t11732\t1551\t13283\ttcp\tsmtp\tnormal.\n0\t225\t9957\t10182\ttcp\thttp\tnormal.\n0\t224\t12260\t12484\ttcp\thttp\tnormal.\n0\t373\t458\t831\ttcp\thttp\tnormal.\n0\t240\t8718\t8958\ttcp\thttp\tnormal.\n0\t205\t566\t771\ttcp\thttp\tnormal.\n0\t235\t3253\t3488\ttcp\thttp\tnormal.\n0\t207\t1164\t1371\ttcp\thttp\tnormal.\n0\t236\t9032\t9268\ttcp\thttp\tnormal.\n0\t1275\t331\t1606\ttcp\tsmtp\tnormal.\n2\t938\t334\t1272\ttcp\tsmtp\tnormal.\n0\t247\t876\t1123\ttcp\thttp\tnormal.\n0\t144\t1569\t1713\ttcp\thttp\tnormal.\n0\t243\t787\t1030\ttcp\thttp\tnormal.\n0\t2217\t335\t2552\ttcp\tsmtp\tnormal.\n0\t185\t1349\t1534\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t308\t2325\t2633\ttcp\thttp\tnormal.\n0\t272\t4187\t4459\ttcp\thttp\tnormal.\n0\t285\t18259\t18544\ttcp\thttp\tnormal.\n0\t231\t1498\t1729\ttcp\thttp\tnormal.\n0\t1646\t490\t2136\ttcp\tsmtp\tnormal.\n0\t3775\t0\t3775\ttcp\tftp_data\tnormal.\n1\t1073\t368\t1441\ttcp\tsmtp\tnormal.\n0\t216\t765\t981\ttcp\thttp\tnormal.\n4\t1416\t373\t1789\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t265\t2659\t2924\ttcp\thttp\tnormal.\n0\t209\t1902\t2111\ttcp\thttp\tnormal.\n0\t144\t7431\t7575\ttcp\thttp\tnormal.\n0\t1214\t0\t1214\ttcp\tftp_data\tnormal.\n0\t311\t761\t1072\ttcp\thttp\tnormal.\n0\t272\t477\t749\ttcp\thttp\tnormal.\n0\t295\t2563\t2858\ttcp\thttp\tnormal.\n0\t223\t960\t1183\ttcp\thttp\tnormal.\n0\t331\t1926\t2257\ttcp\thttp\tnormal.\n0\t220\t3289\t3509\ttcp\thttp\tnormal.\n1\t2082\t333\t2415\ttcp\tsmtp\tnormal.\n0\t233\t2507\t2740\ttcp\thttp\tnormal.\n0\t45\t114\t159\tudp\tdomain_u\tnormal.\n0\t287\t392\t679\ttcp\thttp\tnormal.\n0\t1508\t485\t1993\ttcp\tsmtp\tnormal.\n0\t297\t3073\t3370\ttcp\thttp\tnormal.\n0\t45\t123\t168\tudp\tdomain_u\tnormal.\n0\t286\t11984\t12270\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t290\t1140\t1430\ttcp\thttp\tnormal.\n0\t981\t333\t1314\ttcp\tsmtp\tnormal.\n0\t346\t3392\t3738\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t229\t951\t1180\ttcp\thttp\tnormal.\n0\t212\t0\t212\ttcp\tftp_data\tnormal.\n8\t1260\t339\t1599\ttcp\tsmtp\tnormal.\n0\t215\t1108\t1323\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t289\t12021\t12310\ttcp\thttp\tnormal.\n0\t328\t21418\t21746\ttcp\thttp\tnormal.\n0\t1234\t333\t1567\ttcp\tsmtp\tnormal.\n0\t304\t1339\t1643\ttcp\thttp\tnormal.\n0\t42\t42\t84\tudp\tdomain_u\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t306\t3306\t3612\ttcp\thttp\tnormal.\n0\t306\t3776\t4082\ttcp\thttp\tnormal.\n0\t292\t215\t507\ttcp\thttp\tnormal.\n0\t245\t2619\t2864\ttcp\thttp\tnormal.\n0\t220\t1509\t1729\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n15\t2291\t364\t2655\ttcp\tsmtp\tnormal.\n0\t251\t2734\t2985\ttcp\thttp\tnormal.\n0\t2468\t331\t2799\ttcp\tsmtp\tnormal.\n0\t229\t29268\t29497\ttcp\thttp\tnormal.\n0\t299\t610\t909\ttcp\thttp\tnormal.\n0\t357\t2325\t2682\ttcp\thttp\tnormal.\n0\t310\t717\t1027\ttcp\thttp\tnormal.\n0\t226\t8347\t8573\ttcp\thttp\tnormal.\n0\t194\t10992\t11186\ttcp\thttp\tnormal.\n0\t1922\t329\t2251\ttcp\tsmtp\tnormal.\n0\t46\t46\t92\tudp\tdomain_u\tnormal.\n2\t761\t332\t1093\ttcp\tsmtp\tnormal.\n0\t221\t997\t1218\ttcp\thttp\tnormal.\n0\t238\t1756\t1994\ttcp\thttp\tnormal.\n0\t210\t751\t961\ttcp\thttp\tnormal.\n0\t641\t0\t641\ttcp\tftp_data\tnormal.\n0\t325\t1808\t2133\ttcp\thttp\tnormal.\n0\t317\t382\t699\ttcp\thttp\tnormal.\n0\t1040\t329\t1369\ttcp\tsmtp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t265\t901\t1166\ttcp\thttp\tnormal.\n0\t0\t0\t0\ttcp\thttp\tnormal.\n0\t292\t7555\t7847\ttcp\thttp\tnormal.\n0\t229\t3569\t3798\ttcp\thttp\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<th>29</th>\n      <th>30</th>\n      <th>31</th>\n      <th>32</th>\n      <th>33</th>\n      <th>34</th>\n      <th>35</th>\n      <th>36</th>\n      <th>37</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>510</td>\n      <td>510</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0</td>\n      <td>1032</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>511</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>255</td>\n      <td>255</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n"},"dateCreated":"Mar 21, 2016 5:52:13 PM","dateStarted":"Mar 21, 2016 6:27:14 PM","dateFinished":"Mar 21, 2016 6:27:15 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12039"},{"text":"features_rdd = extract_features(features_sdf)\r\npredictions_rdd = model.predict(features_rdd)\r\nfeatures_and_predictions_rdd = features_sdf.rdd.zip(predictions_rdd)\r\nanomalies_rdd = features_and_predictions_rdd.filter(lambda x: x[1] <= 0).map(lambda x: x[0])\r\nanomalies = anomalies_rdd.collect()","dateUpdated":"Mar 21, 2016 6:27:45 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582756611_-1453432453","id":"20160321-175236_823531262","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:52:36 PM","dateStarted":"Mar 21, 2016 6:27:45 PM","dateFinished":"Mar 21, 2016 6:27:56 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12040"},{"text":"print(features_sdf.count())\nprint(anomalies)","dateUpdated":"Mar 21, 2016 6:29:02 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458584899855_178752815","id":"20160321-182819_1222360511","result":{"code":"SUCCESS","type":"TEXT","msg":"48699\n[Row(count=5, diff_srv_rate=0.0, dst_bytes=282, dst_host_count=137, dst_host_diff_srv_rate=0.0, dst_host_rerror_rate=0.0, dst_host_same_src_port_rate=0.01, dst_host_same_srv_rate=1.0, dst_host_serror_rate=0.0, dst_host_srv_count=137, dst_host_srv_diff_host_rate=0.0, dst_host_srv_rerror_rate=0.0, dst_host_srv_serror_rate=0.0, duration=187, flag=u'SF', hot=0, index=408850, is_guest_login=0, is_host_login=0, label=u'normal.', land=0, logged_in=1, num_access_files=0, num_compromised=0, num_failed_logins=0, num_file_creations=0, num_outbound_cmds=0, num_root=0, num_shells=0, protocol_type=u'tcp', rerror_rate=0.0, root_shell=0, same_srv_rate=1.0, sequence_id=408850, serror_rate=0.0, service=u'http', src_bytes=266, srv_count=5, srv_diff_host_rate=0.0, srv_rerror_rate=0.0, srv_serror_rate=0.0, su_attempted=0, total_bytes=548, urgent=0, utc=u'2016-03-18T20:30:36.643153', wrong_fragment=0, features=SparseVector(38, {0: 187.0, 1: 266.0, 2: 282.0, 8: 1.0, 19: 5.0, 20: 5.0, 25: 1.0, 28: 137.0, 29: 137.0, 30: 1.0, 32: 0.01})), Row(count=1, diff_srv_rate=0.0, dst_bytes=42, dst_host_count=143, dst_host_diff_srv_rate=0.03, dst_host_rerror_rate=0.0, dst_host_same_src_port_rate=0.06, dst_host_same_srv_rate=0.76, dst_host_serror_rate=0.0, dst_host_srv_count=109, dst_host_srv_diff_host_rate=0.0, dst_host_srv_rerror_rate=0.0, dst_host_srv_serror_rate=0.0, duration=307, flag=u'SF', hot=0, index=4872243, is_guest_login=0, is_host_login=0, label=u'normal.', land=0, logged_in=0, num_access_files=0, num_compromised=0, num_failed_logins=0, num_file_creations=0, num_outbound_cmds=0, num_root=0, num_shells=0, protocol_type=u'udp', rerror_rate=0.0, root_shell=0, same_srv_rate=1.0, sequence_id=4872243, serror_rate=0.0, service=u'domain_u', src_bytes=82, srv_count=1, srv_diff_host_rate=0.0, srv_rerror_rate=0.0, srv_serror_rate=0.0, su_attempted=0, total_bytes=124, urgent=0, utc=u'2016-03-18T20:53:15.135573', wrong_fragment=0, features=SparseVector(38, {0: 307.0, 1: 82.0, 2: 42.0, 19: 1.0, 20: 1.0, 25: 1.0, 28: 143.0, 29: 109.0, 30: 0.76, 31: 0.03, 32: 0.06})), Row(count=7, diff_srv_rate=0.0, dst_bytes=318, dst_host_count=7, dst_host_diff_srv_rate=0.0, dst_host_rerror_rate=0.0, dst_host_same_src_port_rate=0.14, dst_host_same_srv_rate=1.0, dst_host_serror_rate=0.0, dst_host_srv_count=255, dst_host_srv_diff_host_rate=0.07, dst_host_srv_rerror_rate=0.0, dst_host_srv_serror_rate=0.0, duration=218, flag=u'SF', hot=0, index=880440, is_guest_login=0, is_host_login=0, label=u'normal.', land=0, logged_in=1, num_access_files=0, num_compromised=0, num_failed_logins=0, num_file_creations=0, num_outbound_cmds=0, num_root=0, num_shells=0, protocol_type=u'tcp', rerror_rate=0.0, root_shell=0, same_srv_rate=1.0, sequence_id=880440, serror_rate=0.0, service=u'http', src_bytes=287, srv_count=7, srv_diff_host_rate=0.0, srv_rerror_rate=0.0, srv_serror_rate=0.0, su_attempted=0, total_bytes=605, urgent=0, utc=u'2016-03-18T20:33:01.064011', wrong_fragment=0, features=SparseVector(38, {0: 218.0, 1: 287.0, 2: 318.0, 8: 1.0, 19: 7.0, 20: 7.0, 25: 1.0, 28: 7.0, 29: 255.0, 30: 1.0, 32: 0.14, 33: 0.07}))]\n"},"dateCreated":"Mar 21, 2016 6:28:19 PM","dateStarted":"Mar 21, 2016 6:29:08 PM","dateFinished":"Mar 21, 2016 6:29:09 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12041"},{"text":"show_pandas_dataframe(pd.DataFrame([row.asDict() for row in anomalies]))","dateUpdated":"Mar 21, 2016 6:29:32 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala"},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582773866_-132158758","id":"20160321-175253_1368591473","result":{"code":"SUCCESS","type":"HTML","msg":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>count</th>\n      <th>diff_srv_rate</th>\n      <th>dst_bytes</th>\n      <th>dst_host_count</th>\n      <th>dst_host_diff_srv_rate</th>\n      <th>dst_host_rerror_rate</th>\n      <th>dst_host_same_src_port_rate</th>\n      <th>dst_host_same_srv_rate</th>\n      <th>dst_host_serror_rate</th>\n      <th>dst_host_srv_count</th>\n      <th>dst_host_srv_diff_host_rate</th>\n      <th>dst_host_srv_rerror_rate</th>\n      <th>dst_host_srv_serror_rate</th>\n      <th>duration</th>\n      <th>features</th>\n      <th>flag</th>\n      <th>hot</th>\n      <th>index</th>\n      <th>is_guest_login</th>\n      <th>is_host_login</th>\n      <th>label</th>\n      <th>land</th>\n      <th>logged_in</th>\n      <th>num_access_files</th>\n      <th>num_compromised</th>\n      <th>num_failed_logins</th>\n      <th>num_file_creations</th>\n      <th>num_outbound_cmds</th>\n      <th>num_root</th>\n      <th>num_shells</th>\n      <th>protocol_type</th>\n      <th>rerror_rate</th>\n      <th>root_shell</th>\n      <th>same_srv_rate</th>\n      <th>sequence_id</th>\n      <th>serror_rate</th>\n      <th>service</th>\n      <th>src_bytes</th>\n      <th>srv_count</th>\n      <th>srv_diff_host_rate</th>\n      <th>srv_rerror_rate</th>\n      <th>srv_serror_rate</th>\n      <th>su_attempted</th>\n      <th>total_bytes</th>\n      <th>urgent</th>\n      <th>utc</th>\n      <th>wrong_fragment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5</td>\n      <td>0</td>\n      <td>282</td>\n      <td>137</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>0.01</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>137</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>0</td>\n      <td>187</td>\n      <td>(187.0, 266.0, 282.0, 0.0, 0.0, 0.0, 0.0, 0.0,...</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>408850</td>\n      <td>0</td>\n      <td>0</td>\n      <td>normal.</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>408850</td>\n      <td>0</td>\n      <td>http</td>\n      <td>266</td>\n      <td>5</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>548</td>\n      <td>0</td>\n      <td>2016-03-18T20:30:36.643153</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>0</td>\n      <td>42</td>\n      <td>143</td>\n      <td>0.03</td>\n      <td>0</td>\n      <td>0.06</td>\n      <td>0.76</td>\n      <td>0</td>\n      <td>109</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>0</td>\n      <td>307</td>\n      <td>(307.0, 82.0, 42.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0...</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>4872243</td>\n      <td>0</td>\n      <td>0</td>\n      <td>normal.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>udp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>4872243</td>\n      <td>0</td>\n      <td>domain_u</td>\n      <td>82</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>124</td>\n      <td>0</td>\n      <td>2016-03-18T20:53:15.135573</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>7</td>\n      <td>0</td>\n      <td>318</td>\n      <td>7</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>0.14</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.07</td>\n      <td>0</td>\n      <td>0</td>\n      <td>218</td>\n      <td>(218.0, 287.0, 318.0, 0.0, 0.0, 0.0, 0.0, 0.0,...</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>880440</td>\n      <td>0</td>\n      <td>0</td>\n      <td>normal.</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>880440</td>\n      <td>0</td>\n      <td>http</td>\n      <td>287</td>\n      <td>7</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>605</td>\n      <td>0</td>\n      <td>2016-03-18T20:33:01.064011</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n"},"dateCreated":"Mar 21, 2016 5:52:53 PM","dateStarted":"Mar 21, 2016 6:29:32 PM","dateFinished":"Mar 21, 2016 6:29:33 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12042"},{"title":"Manually create alerts","text":"client = KafkaClient(zookeeper_hosts='localhost:2181')\r\ntopic = client.topics['alerts']\r\nwith topic.get_producer(delivery_reports=False) as producer:\r\n    for i in range(1):\r\n        msg = {\"count\":119,\"diff_srv_rate\":0.06,\"dst_bytes\":0,\"dst_host_count\":255,\"dst_host_diff_srv_rate\":0.05,\"dst_host_rerror_rate\":0.0,\"dst_host_same_src_port_rate\":0.0,\"dst_host_same_srv_rate\":0.02,\"dst_host_serror_rate\":1.0,\"dst_host_srv_count\":6,\"dst_host_srv_diff_host_rate\":0.0,\"dst_host_srv_rerror_rate\":0.0,\"dst_host_srv_serror_rate\":1.0,\"duration\":0,\"flag\":\"S0\",\"hot\":0,\"index\":642943,\"is_guest_login\":0,\"is_host_login\":0,\"label\":\"neptune.\",\"land\":0,\"logged_in\":0,\"num_access_files\":0,\"num_compromised\":0,\"num_failed_logins\":0,\"num_file_creations\":0,\"num_outbound_cmds\":0,\"num_root\":0,\"num_shells\":0,\"protocol_type\":\"tcp\",\"rerror_rate\":0.0,\"root_shell\":0,\"same_srv_rate\":0.05,\"sequence_id\":242307,\"serror_rate\":1.0,\"service\":\"private\",\"src_bytes\":0,\"srv_count\":6,\"srv_diff_host_rate\":0.0,\"srv_rerror_rate\":0.0,\"srv_serror_rate\":1.0,\"su_attempted\":0,\"urgent\":0,\"utc\":\"2016-03-20T04:11:41.297776\",\"wrong_fragment\":0,\"total_bytes\":0}\r\n        msg['utc'] = datetime.datetime.utcnow().isoformat()\r\n        msg['alert_text'] = 'alert manually created from Zeppelin'\r\n        msg_str = json.dumps(msg)\r\n        producer.produce(msg_str)","dateUpdated":"Mar 21, 2016 6:29:47 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582823957_971193819","id":"20160321-175343_1385138081","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:53:43 PM","dateStarted":"Mar 21, 2016 5:56:16 PM","dateFinished":"Mar 21, 2016 5:56:26 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12043"},{"title":"Simulate an anomaly (this should cause the anomaly detector to generate an alert)","text":"client = KafkaClient(zookeeper_hosts='localhost:2181')\r\ntopic = client.topics['test5']\r\nwith topic.get_producer(delivery_reports=False) as producer:\r\n    msg = {\"count\":1,\"diff_srv_rate\":0.0,\"dst_bytes\":0,\"dst_host_count\":0,\"dst_host_diff_srv_rate\":0.00,\"dst_host_rerror_rate\":0.0,\"dst_host_same_src_port_rate\":0.0,\"dst_host_same_srv_rate\":0.02,\"dst_host_serror_rate\":0.0,\"dst_host_srv_count\":0,\"dst_host_srv_diff_host_rate\":0.0,\"dst_host_srv_rerror_rate\":0.0,\"dst_host_srv_serror_rate\":0.0,\"duration\":0,\"flag\":\"\",\"hot\":0,\"index\":-1,\"is_guest_login\":0,\"is_host_login\":0,\"label\":\"simulated anomaly\",\"land\":0,\"logged_in\":0,\"num_access_files\":0,\"num_compromised\":0,\"num_failed_logins\":0,\"num_file_creations\":0,\"num_outbound_cmds\":0,\"num_root\":0,\"num_shells\":0,\"protocol_type\":\"simulated anomaly\",\"rerror_rate\":0.0,\"root_shell\":0,\"same_srv_rate\":0.00,\"sequence_id\":-1,\"serror_rate\":0.0,\"service\":\"simulated anomaly\",\"src_bytes\":0,\"srv_count\":0,\"srv_diff_host_rate\":0.0,\"srv_rerror_rate\":0.0,\"srv_serror_rate\":0.0,\"su_attempted\":0,\"urgent\":0,\"utc\":\"2016-03-20T04:11:41.297776\",\"wrong_fragment\":0}\r\n    msg['utc'] = datetime.datetime.utcnow().isoformat()\r\n    msg_str = json.dumps(msg)\r\n    producer.produce(msg_str)","dateUpdated":"Mar 23, 2016 4:19:00 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582853389_31246799","id":"20160321-175413_218343145","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:54:13 PM","dateStarted":"Mar 23, 2016 4:19:05 PM","dateFinished":"Mar 23, 2016 4:19:15 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12044"},{"title":"Begin to collect messages from Kafka","text":"message_collector = KafkaMessageCollector(zookeeper_hosts='localhost:2181', topic='test5', earliest=False)","dateUpdated":"Mar 21, 2016 6:30:55 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458582916374_-1104239151","id":"20160321-175516_1478931397","result":{"code":"SUCCESS","type":"TEXT","msg":""},"dateCreated":"Mar 21, 2016 5:55:16 PM","dateStarted":"Mar 21, 2016 6:04:19 PM","dateFinished":"Mar 21, 2016 6:04:19 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12045"},{"title":"Show messages from Kafka","text":"messages_df = message_collector.get_all_messages()\nshow_pandas_dataframe(messages_df)","dateUpdated":"Mar 21, 2016 6:31:08 PM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458583044307_1614228011","id":"20160321-175724_1223886077","result":{"code":"SUCCESS","type":"HTML","msg":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>count</th>\n      <th>diff_srv_rate</th>\n      <th>dst_bytes</th>\n      <th>dst_host_count</th>\n      <th>dst_host_diff_srv_rate</th>\n      <th>dst_host_rerror_rate</th>\n      <th>dst_host_same_src_port_rate</th>\n      <th>dst_host_same_srv_rate</th>\n      <th>dst_host_serror_rate</th>\n      <th>dst_host_srv_count</th>\n      <th>dst_host_srv_diff_host_rate</th>\n      <th>dst_host_srv_rerror_rate</th>\n      <th>dst_host_srv_serror_rate</th>\n      <th>duration</th>\n      <th>flag</th>\n      <th>hot</th>\n      <th>index</th>\n      <th>is_guest_login</th>\n      <th>is_host_login</th>\n      <th>label</th>\n      <th>land</th>\n      <th>logged_in</th>\n      <th>num_access_files</th>\n      <th>num_compromised</th>\n      <th>num_failed_logins</th>\n      <th>num_file_creations</th>\n      <th>num_outbound_cmds</th>\n      <th>num_root</th>\n      <th>num_shells</th>\n      <th>protocol_type</th>\n      <th>rerror_rate</th>\n      <th>root_shell</th>\n      <th>same_srv_rate</th>\n      <th>sequence_id</th>\n      <th>serror_rate</th>\n      <th>service</th>\n      <th>src_bytes</th>\n      <th>srv_count</th>\n      <th>srv_diff_host_rate</th>\n      <th>srv_rerror_rate</th>\n      <th>srv_serror_rate</th>\n      <th>su_attempted</th>\n      <th>urgent</th>\n      <th>utc</th>\n      <th>wrong_fragment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>511</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>SF</td>\n      <td>0</td>\n      <td>2288651</td>\n      <td>0</td>\n      <td>0</td>\n      <td>smurf.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>icmp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1.00</td>\n      <td>0</td>\n      <td>0</td>\n      <td>ecr_i</td>\n      <td>1032</td>\n      <td>511</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2016-03-21T18:04:55.974869</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>119</td>\n      <td>0.06</td>\n      <td>0</td>\n      <td>255</td>\n      <td>0.05</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.02</td>\n      <td>1</td>\n      <td>6</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>S0</td>\n      <td>0</td>\n      <td>642943</td>\n      <td>0</td>\n      <td>0</td>\n      <td>neptune.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>tcp</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.05</td>\n      <td>242307</td>\n      <td>1</td>\n      <td>private</td>\n      <td>0</td>\n      <td>6</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2016-03-21T18:06:11.287793</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n"},"dateCreated":"Mar 21, 2016 5:57:24 PM","dateStarted":"Mar 21, 2016 6:06:25 PM","dateFinished":"Mar 21, 2016 6:06:25 PM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:12046"},{"config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1458583245277_1762800739","id":"20160321-180045_224258520","dateCreated":"Mar 21, 2016 6:00:45 PM","status":"READY","progressUpdateIntervalMs":500,"$$hashKey":"object:12047"}],"name":"Global Anomaly Detection - Exploration","id":"2BEXD6S44","angularObjects":{"2BDJ6EVRR":[],"2BFA8KDV7":[],"2BG9K1J7Y":[],"2BF2TZSGR":[],"2BERBN14Q":[],"2BDJH5VYH":[],"2BFB2SQYJ":[],"2BDJGNHHP":[],"2BD53UECM":[],"2BFVVDM49":[],"2BGFFB9TP":[],"2BDHV75U3":[],"2BDX4UT6D":[]},"config":{"looknfeel":"default"},"info":{}}