{
  "paragraphs": [
    {
      "title": "Get Simulated Transactions Data",
      "text": "%sh\n#wget https://www.dropbox.com/s/k9bkc2l7v0071x4/simulatedtransactions.json",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:25:07+0000",
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      },
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      "results": {
        "code": "SUCCESS",
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      },
      "apps": [],
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      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T18:07:01+0000",
      "dateFinished": "2018-05-02T18:07:01+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "focus": true,
      "$$hashKey": "object:207"
    },
    {
      "title": "Get Training Data",
      "text": "%sh\n#curl -sSL -O \"https://raw.githubusercontent.com/hortonworks-gallery/zeppelin-notebooks/master/2D8S9EJ23/training.csv\"",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:25:58+0000",
      "config": {
        "editorSetting": {
          "language": "sh",
          "editOnDblClick": false
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        "code": "SUCCESS",
        "msg": []
      },
      "apps": [],
      "jobName": "paragraph_1525229420962_1220029712",
      "id": "20180502-022346_1177295861",
      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T18:07:03+0000",
      "dateFinished": "2018-05-02T18:07:03+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "$$hashKey": "object:208"
    },
    {
      "title": "Read JSON Transactions",
      "text": "%spark\nval transaction = spark.read.format(\"json\").option(\"inferSchema\", \"true\").load(\"./datasets/SimulatedTransactions.json\")\n\ntransaction.printSchema\ntransaction.createOrReplaceTempView(\"trans\")",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:25:29+0000",
      "config": {
        "tableHide": true,
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          "language": "scala",
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        "results": {},
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      },
      "settings": {
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      },
      "results": {
        "code": "SUCCESS",
        "msg": [
          {
            "type": "TEXT",
            "data": "transaction: org.apache.spark.sql.DataFrame = [accountNumber: string, accountType: string ... 10 more fields]\nroot\n |-- accountNumber: string (nullable = true)\n |-- accountType: string (nullable = true)\n |-- amount: string (nullable = true)\n |-- currency: string (nullable = true)\n |-- ipAddress: string (nullable = true)\n |-- isCardPresent: string (nullable = true)\n |-- latitude: string (nullable = true)\n |-- longitude: string (nullable = true)\n |-- merchantId: string (nullable = true)\n |-- merchantType: string (nullable = true)\n |-- transactionId: string (nullable = true)\n |-- transactionTimeStamp: string (nullable = true)\n\n"
          }
        ]
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      "jobName": "paragraph_1525229420962_1220029712",
      "id": "20180313-232401_119794092",
      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T19:43:52+0000",
      "dateFinished": "2018-05-02T19:43:59+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "$$hashKey": "object:209"
    },
    {
      "title": "Visualize Transactions",
      "text": "%sql\nselect * from trans limit 200\n",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:26:21+0000",
      "config": {
        "editorSetting": {
          "language": "sql"
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        },
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      },
      "settings": {
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      },
      "results": {
        "code": "SUCCESS",
        "msg": [
          {
            "type": "TABLE",
            "data": 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      "dateStarted": "2018-05-02T13:22:35+0000",
      "dateFinished": "2018-05-02T13:22:36+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
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    },
    {
      "title": "Account Distribution",
      "text": "%sql\nselect accountNumber, count(*) \nfrom trans group by accountNumber",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:19:31+0000",
      "config": {
        "editorSetting": {
          "language": "sql"
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        "colWidth": 3,
        "editorMode": "ace/mode/sql",
        "editorHide": false,
        "title": true,
        "results": {
          "0": {
            "graph": {
              "mode": "pieChart",
              "height": 334.972,
              "optionOpen": false,
              "setting": {
                "pieChart": {}
              },
              "commonSetting": {},
              "keys": [
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              "values": [
                {
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              ]
            },
            "helium": {}
          }
        },
        "enabled": true
      },
      "settings": {
        "params": {},
        "forms": {}
      },
      "results": {
        "code": "SUCCESS",
        "msg": [
          {
            "type": "TABLE",
            "data": "accountNumber\tcount(1)\n18675\t29536\n17439\t29536\n19123\t118144\n"
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      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "$$hashKey": "object:211"
    },
    {
      "title": "Merchant Distribution",
      "text": "%sql\nselect count(*), merchantType from trans group by merchantType",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:21:09+0000",
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          {
            "type": "TABLE",
            "data": "count(1)\tmerchantType\n45696\tclothing_store\n8769\tconvenience_store\n35242\tgrocery_or_supermarket\n8726\tbar\n8944\thealth_beauty\n8690\telectronics_store\n8774\tgas_station\n26141\tentertainment\n26234\trestaurant\n"
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      "apps": [],
      "jobName": "paragraph_1525229420966_1218490717",
      "id": "20180321-110943_2078765645",
      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T13:22:51+0000",
      "dateFinished": "2018-05-02T13:23:17+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "$$hashKey": "object:212"
    },
    {
      "title": "Avg Spend Per Category",
      "text": "%sql\nselect * from trans ",
      "user": "nadeem",
      "dateUpdated": "2018-05-12T00:22:50+0000",
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      },
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      "results": {
        "code": "SUCCESS",
        "msg": [
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            "type": "TABLE",
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    {
      "title": "Account Activity by Merchant Type",
      "text": "%sql\nselect accountNumber, merchantType, count(*)\nfrom trans group by accountNumber, merchantType",
      "user": "nadeem",
      "dateUpdated": "2018-05-02T13:31:15+0000",
      "config": {
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            "type": "TABLE",
            "data": "accountNumber\tmerchantType\tcount(1)\n19123\tentertainment\t17566\n18675\trestaurant\t4400\n17439\tbar\t1468\n19123\telectronics_store\t5829\n18675\tconvenience_store\t1406\n19123\tgrocery_or_supermarket\t23280\n18675\tbar\t1384\n17439\tentertainment\t4195\n18675\tclothing_store\t7638\n17439\thealth_beauty\t1476\n17439\telectronics_store\t1419\n18675\tgrocery_or_supermarket\t5921\n17439\tclothing_store\t7602\n19123\tbar\t5874\n18675\tgas_station\t1448\n18675\thealth_beauty\t1517\n17439\tgrocery_or_supermarket\t6041\n17439\tconvenience_store\t1484\n19123\tclothing_store\t30456\n17439\trestaurant\t4329\n19123\tgas_station\t5804\n18675\tentertainment\t4380\n18675\telectronics_store\t1442\n19123\tconvenience_store\t5879\n19123\trestaurant\t17505\n19123\thealth_beauty\t5951\n17439\tgas_station\t1522\n"
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    {
      "title": "Visa Transactions (Pointillism)",
      "text": "%sql\nselect * from trans",
      "user": "nadeem",
      "dateUpdated": "2018-05-02T13:31:20+0000",
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      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T13:31:21+0000",
      "dateFinished": "2018-05-02T13:31:22+0000",
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    {
      "title": "Segment Merchant Types",
      "text": "%sql\nselect * from trans",
      "user": "nadeem",
      "dateUpdated": "2018-05-03T17:39:52+0000",
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          },
          {
            "type": "HTML",
            "data": "<div class=\"result-alert alert-warning\" role=\"alert\"><button type=\"button\" class=\"close\" data-dismiss=\"alert\" aria-label=\"Close\"><span aria-hidden=\"true\">&times;</span></button><strong>Output is truncated</strong> to 102400 bytes. Learn more about <strong>ZEPPELIN_INTERPRETER_OUTPUT_LIMIT</strong></div>"
          }
        ]
      },
      "apps": [],
      "jobName": "paragraph_1525229420992_1206948250",
      "id": "20180321-111315_249398493",
      "dateCreated": "2018-05-02T02:50:20+0000",
      "dateStarted": "2018-05-02T13:31:28+0000",
      "dateFinished": "2018-05-02T13:31:28+0000",
      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
      "$$hashKey": "object:216"
    },
    {
      "title": "Merchant Types by Amount",
      "text": "%sql\nselect * from trans",
      "user": "nadeem",
      "dateUpdated": "2018-05-02T19:50:33+0000",
      "config": {
        "editorSetting": {
          "language": "sql"
        },
        "colWidth": 6,
        "editorMode": "ace/mode/sql",
        "editorHide": true,
        "title": true,
        "results": {
          "0": {
            "graph": {
              "mode": "scatterChart",
              "height": 300,
              "optionOpen": false,
              "setting": {
                "scatterChart": {
                  "xAxis": {
                    "name": "transactionId",
                    "index": 10,
                    "aggr": "sum"
                  },
                  "yAxis": {
                    "name": "amount",
                    "index": 2,
                    "aggr": "sum"
                  },
                  "group": {
                    "name": "merchantType",
                    "index": 9,
                    "aggr": "sum"
                  },
                  "size": {
                    "name": "amount",
                    "index": 2,
                    "aggr": "sum"
                  }
                }
              }
            },
            "helium": {}
          }
        },
        "enabled": true
      },
      "settings": {
        "params": {},
        "forms": {}
      },
      "results": {
        "code": "SUCCESS",
        "msg": [
          {
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      "apps": [],
      "jobName": "paragraph_1525229421004_1202331263",
      "id": "20180321-114322_1745926993",
      "dateCreated": "2018-05-02T02:50:21+0000",
      "dateStarted": "2018-05-02T13:31:30+0000",
      "dateFinished": "2018-05-02T13:31:30+0000",
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    {
      "title": "Load Data / Create Model / Train",
      "text": "import org.apache.spark.sql.Row\nimport org.apache.spark.mllib.regression.LabeledPoint\nimport org.apache.spark.ml.classification.ProbabilisticClassifier\nimport org.apache.spark.ml.classification.LogisticRegression\nimport org.apache.spark.mllib.evaluation.MulticlassMetrics\nimport org.apache.spark.mllib.util.MLUtils\nimport org.apache.spark.ml.feature.VectorAssembler\nimport org.apache.spark.ml.linalg.Vectors\nimport org.apache.spark.sql.types._\nimport org.apache.spark.mllib.evaluation.BinaryClassificationMetrics\nimport org.apache.spark.mllib.classification.LogisticRegressionWithLBFGS\nimport org.apache.spark.ml.classification.{BinaryLogisticRegressionSummary, LogisticRegression}\n\n// Load training data\nval data = sqlContext.read.format(\"com.databricks.spark.csv\").option(\"header\", \"true\").option(\"inferSchema\",\"true\").option(\"mode\", \"DROPMALFORMED\").load(\"./datasets/training.csv\")\n\n// show schema and dataset\ndata.printSchema\ndata.show\ndata.createOrReplaceTempView(\"data\")\n\n// create feature vector\nval assembler =  new VectorAssembler()\n  .setInputCols(Array(\"distance\", \"category\", \"frequency\"))\n  .setOutputCol(\"features\")\n  \n// assemble a new vector from dataframe\nval df1 = assembler.transform(data).select($\"label\", $\"features\")\n\n// Split the data into train and test\nval splits = df1.randomSplit(Array(7.0, 3.0), seed = 1234L)\nval (train, test) = (splits(0), splits(1))\n\n// create model\nval model = new LogisticRegression()\n  .setMaxIter(700)\n  .setRegParam(0.1)\n  .setElasticNetParam(0.8)\n // .setFamily(\"binomial\")\n\n// train model\nval rModel = model.fit(train)\n\n// Print the coefficients and intercepts for logistic regression with multinomial family\n//println(s\"Multinomial coefficients: ${rModel.coefficientMatrix}\")\n//println(s\"Multinomial intercepts: ${rModel.interceptVector}\")",
      "user": "nadeem",
      "dateUpdated": "2018-05-02T17:14:49+0000",
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      "results": {
        "code": "SUCCESS",
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            "data": "import org.apache.spark.sql.Row\nimport org.apache.spark.mllib.regression.LabeledPoint\nimport org.apache.spark.ml.classification.ProbabilisticClassifier\nimport org.apache.spark.ml.classification.LogisticRegression\nimport org.apache.spark.mllib.evaluation.MulticlassMetrics\nimport org.apache.spark.mllib.util.MLUtils\nimport org.apache.spark.ml.feature.VectorAssembler\nimport org.apache.spark.ml.linalg.Vectors\nimport org.apache.spark.sql.types._\nimport org.apache.spark.mllib.evaluation.BinaryClassificationMetrics\nimport org.apache.spark.mllib.classification.LogisticRegressionWithLBFGS\nimport org.apache.spark.ml.classification.{BinaryLogisticRegressionSummary, LogisticRegression}\ndata: org.apache.spark.sql.DataFrame = [label: int, accountNumber: int ... 4 more fields]\nroot\n |-- label: integer (nullable = true)\n |-- accountNumber: integer (nullable = true)\n |-- distance: double (nullable = true)\n |-- category: double (nullable = true)\n |-- frequency: double (nullable = true)\n |-- transaction: integer (nullable = true)\n\n+-----+-------------+--------+--------+---------+-----------+\n|label|accountNumber|distance|category|frequency|transaction|\n+-----+-------------+--------+--------+---------+-----------+\n|    0|        17439|    0.44|    0.23|     0.96|        123|\n|    0|        18675|    0.44|    0.23|     0.96|        124|\n|    0|        17439|    0.44|    0.23|     0.96|        125|\n|    0|        18675|    0.44|    0.23|     0.96|        126|\n|    0|        17439|    0.44|    0.23|     0.96|        127|\n|    0|        18675|    0.44|    0.23|     0.96|        128|\n|    0|        17439|    0.44|    0.23|     0.96|        129|\n|    0|        18675|    0.44|    0.23|     0.96|        130|\n|    0|        17439|    1.44|    2.23|     1.45|        131|\n|    0|        18675|    1.44|    1.23|     1.23|        132|\n|    0|        17439|    1.44|    2.23|     1.45|        133|\n|    0|        18675|    1.44|    1.23|     1.23|        134|\n|    0|        17439|    1.44|    2.23|     1.45|        135|\n|    0|        18675|    1.44|    1.23|     1.23|        136|\n|    0|        17439|    1.44|    2.23|     1.45|        137|\n|    0|        18675|    1.44|    1.23|     1.23|        138|\n|    0|        17439|    1.44|    2.23|     1.45|        139|\n|    0|        18675|    1.44|    1.23|     1.23|        140|\n|    1|        17439|    1.44|    2.23|     1.45|        141|\n|    0|        18675|    1.44|    1.23|     1.23|        142|\n+-----+-------------+--------+--------+---------+-----------+\nonly showing top 20 rows\n\nassembler: org.apache.spark.ml.feature.VectorAssembler = vecAssembler_417788f4848f\ndf1: org.apache.spark.sql.DataFrame = [label: int, features: vector]\nsplits: Array[org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]] = Array([label: int, features: vector], [label: int, features: vector])\ntrain: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [label: int, features: vector]\ntest: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [label: int, features: vector]\nmodel: org.apache.spark.ml.classification.LogisticRegression = logreg_a4dfa06377ad\nrModel: org.apache.spark.ml.classification.LogisticRegressionModel = logreg_a4dfa06377ad\n"
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      "dateFinished": "2018-05-02T17:15:19+0000",
      "status": "FINISHED",
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      "$$hashKey": "object:218"
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    {
      "title": "Potentially Fraudulent Transactions will now Stand Out.  Distance / Amount / Freq, Stacked over Transaction ID",
      "text": "%sql\nselect * from data",
      "user": "nadeem",
      "dateUpdated": "2018-05-04T00:03:53+0000",
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              "commonSetting": {},
              "keys": [
                {
                  "name": "transaction",
                  "index": 5,
                  "aggr": "sum"
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              ],
              "groups": [],
              "values": [
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                  "name": "distance",
                  "index": 2,
                  "aggr": "max"
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                  "name": "category",
                  "index": 3,
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            "data": "label\taccountNumber\tdistance\tcategory\tfrequency\ttransaction\n0\t17439\t0.44\t0.23\t0.96\t123\n0\t18675\t0.44\t0.23\t0.96\t124\n0\t17439\t0.44\t0.23\t0.96\t125\n0\t18675\t0.44\t0.23\t0.96\t126\n0\t17439\t0.44\t0.23\t0.96\t127\n0\t18675\t0.44\t0.23\t0.96\t128\n0\t17439\t0.44\t0.23\t0.96\t129\n0\t18675\t0.44\t0.23\t0.96\t130\n0\t17439\t1.44\t2.23\t1.45\t131\n0\t18675\t1.44\t1.23\t1.23\t132\n0\t17439\t1.44\t2.23\t1.45\t133\n0\t18675\t1.44\t1.23\t1.23\t134\n0\t17439\t1.44\t2.23\t1.45\t135\n0\t18675\t1.44\t1.23\t1.23\t136\n0\t17439\t1.44\t2.23\t1.45\t137\n0\t18675\t1.44\t1.23\t1.23\t138\n0\t17439\t1.44\t2.23\t1.45\t139\n0\t18675\t1.44\t1.23\t1.23\t140\n1\t17439\t1.44\t2.23\t1.45\t141\n0\t18675\t1.44\t1.23\t1.23\t142\n1\t17439\t1.44\t4.23\t1.45\t143\n1\t18675\t3.44\t1.23\t1.23\t144\n0\t19123\t0.85\t2.05\t0.78\t145\n0\t19123\t0.96\t2.05\t0.78\t146\n0\t19123\t1.09\t2.05\t0.78\t147\n0\t19123\t0.21\t2.05\t0.78\t148\n0\t19123\t0.39\t2.05\t1.3\t149\n0\t19123\t0.08\t2.44\t0.24\t150\n1\t19123\t4.0\t2.0\t3.0\t151\n1\t19123\t2.1\t6.4\t3.1\t152\n1\t19123\t1.0\t6.5\t9.7\t153\n0\t19123\t0.73\t2.23\t0.43\t154\n0\t19123\t0.77\t2.23\t1.3\t155\n0\t19123\t1.65\t2.05\t0.51\t156\n0\t19123\t0.79\t2.05\t0.51\t157\n0\t19123\t0.61\t2.05\t1.54\t158\n0\t19123\t0.03\t2.05\t1.3\t159\n0\t19123\t1.43\t2.05\t1.54\t160\n0\t19123\t1.37\t2.05\t1.26\t161\n1\t19123\t1.8\t15.6\t0.8\t162\n1\t19123\t0.3\t2.04\t4.5\t163\n0\t19123\t1.61\t2.05\t0.74\t164\n0\t19123\t1.31\t2.05\t1.3\t165\n0\t19123\t1.32\t2.05\t0.51\t166\n0\t19123\t0.95\t2.05\t0.51\t167\n0\t19123\t1.01\t2.05\t1.54\t168\n0\t19147\t0.73\t2.44\t1.54\t169\n0\t19123\t0.06\t2.23\t1.12\t170\n0\t19149\t0.99\t2.23\t0.04\t171\n0\t19123\t1.65\t2.05\t1.22\t173\n0\t19151\t0.09\t2.05\t1.54\t174\n0\t19152\t1.56\t2.05\t0.24\t175\n0\t19153\t1.46\t2.05\t1.3\t176\n0\t19154\t1.57\t2.05\t0.74\t177\n0\t19155\t0.79\t2.05\t1.22\t178\n0\t19156\t0.96\t2.05\t0.78\t179\n0\t19157\t0.06\t2.05\t1.06\t180\n0\t19158\t0.78\t2.05\t1.22\t181\n0\t19159\t0.72\t2.05\t1.22\t182\n0\t19160\t1.9\t2.05\t0.04\t183\n0\t19161\t0.3\t2.05\t1.54\t184\n0\t19162\t0.5\t2.05\t1.26\t185\n1\t19123\t3.0\t2.0\t3.0\t186\n1\t19123\t2.1\t4.4\t3.1\t187\n1\t19123\t4.0\t6.5\t7.7\t188\n1\t19166\t5.9\t2.0\t9.3\t189\n1\t19167\t7.0\t3.3\t4.1\t190\n1\t19168\t1.4\t2.7\t2.0\t191\n1\t19169\t7.2\t9.5\t11.2\t192\n1\t19170\t0.9\t1.1\t16.6\t193\n0\t19171\t7.4\t0.9\t1.3\t194\n1\t19172\t1.8\t9.6\t0.8\t195\n1\t19173\t0.3\t2.04\t10.5\t196\n1\t19174\t8.0\t2.0\t3.0\t197\n0\t19123\t0.73\t2.23\t0.43\t198\n0\t19123\t0.77\t2.23\t1.3\t199\n0\t19123\t1.65\t2.05\t0.51\t200\n0\t19123\t0.79\t2.05\t0.51\t201\n0\t19123\t0.61\t2.05\t1.54\t202\n0\t19123\t0.03\t2.05\t1.3\t203\n0\t19123\t1.43\t2.05\t1.54\t204\n0\t19123\t1.37\t2.05\t1.26\t205\n0\t19123\t0.73\t2.23\t0.43\t206\n0\t19123\t0.77\t2.23\t1.3\t207\n0\t19123\t1.65\t2.05\t0.51\t208\n0\t19123\t0.79\t2.05\t0.51\t209\n0\t19123\t0.61\t2.05\t1.54\t210\n0\t19123\t0.03\t2.05\t1.3\t211\n0\t19123\t1.43\t2.05\t1.54\t212\n0\t19123\t1.37\t2.05\t1.26\t213\n0\t18675\t1.44\t1.23\t1.13\t214\n0\t17439\t1.45\t2.23\t1.45\t215\n0\t18675\t1.54\t1.03\t1.23\t216\n0\t17439\t1.44\t2.13\t1.45\t217\n0\t18675\t0.44\t1.53\t1.23\t218\n0\t17439\t0.44\t2.73\t1.45\t219\n"
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      "status": "FINISHED",
      "progressUpdateIntervalMs": 500,
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    },
    {
      "title": "View Training Errors / Summary",
      "text": "%spark\n\nval trainingSummary = rModel.summary\n\n// Obtain the objective per iteration.\nval objectiveHistory = trainingSummary.objectiveHistory\nobjectiveHistory.foreach(loss => println(loss))\n\n// Obtain the metrics useful to judge performance on test data.\n// We cast the summary to a BinaryLogisticRegressionSummary since the problem is a\n// binary classification problem.\nval binarySummary = trainingSummary.asInstanceOf[BinaryLogisticRegressionSummary]\n\n// Obtain the receiver-operating characteristic as a dataframe and areaUnderROC.\nval roc = binarySummary.roc\nroc.show()\n\nroc.createOrReplaceTempView(\"roc\")\n\nprintln(binarySummary.areaUnderROC)\n\n// Set the model threshold to maximize F-Measure\nval fMeasure = binarySummary.fMeasureByThreshold\nfMeasure.show\nval maxFMeasure = fMeasure.select(max(\"F-Measure\")).head().getDouble(0)\nval bestThreshold = fMeasure.where($\"F-Measure\" === maxFMeasure)\n  .select(\"threshold\").head().getDouble(0)\nrModel.setThreshold(bestThreshold)\nfMeasure.createOrReplaceTempView(\"fMeasure\")",
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          {
            "type": "TEXT",
            "data": "trainingSummary: org.apache.spark.ml.classification.LogisticRegressionTrainingSummary = org.apache.spark.ml.classification.BinaryLogisticRegressionTrainingSummary@5f1ca66d\nobjectiveHistory: Array[Double] = Array(0.41011631828840883, 0.3961512510805919, 0.3647980134928218, 0.35566236646471755, 0.34238096444324295, 0.329309439823975, 0.3128925654845294, 0.3120381768310443, 0.31196964062624466, 0.311969023849184, 0.3119688902990628, 0.31196888756559266, 0.31196888744900847, 0.31196888744889484, 0.3119688874480503)\n0.41011631828840883\n0.3961512510805919\n0.3647980134928218\n0.35566236646471755\n0.34238096444324295\n0.329309439823975\n0.3128925654845294\n0.3120381768310443\n0.31196964062624466\n0.311969023849184\n0.3119688902990628\n0.31196888756559266\n0.31196888744900847\n0.31196888744889484\n0.3119688874480503\nbinarySummary: org.apache.spark.ml.classification.BinaryLogisticRegressionSummary = org.apache.spark.ml.classification.BinaryLogisticRegressionTrainingSummary@5f1ca66d\nroc: org.apache.spark.sql.DataFrame = [FPR: double, TPR: double]\n+--------------------+---+\n|                 FPR|TPR|\n+--------------------+---+\n|                 0.0|0.0|\n|                 0.0|0.1|\n|                 0.0|0.2|\n|                 0.0|0.3|\n|                 0.0|0.4|\n|                 0.0|0.5|\n|                 0.0|0.6|\n|                 0.0|0.7|\n|                 0.0|0.8|\n|                 0.0|0.9|\n|0.016666666666666666|0.9|\n| 0.08333333333333333|1.0|\n| 0.13333333333333333|1.0|\n|                0.15|1.0|\n| 0.16666666666666666|1.0|\n| 0.18333333333333332|1.0|\n|                 0.2|1.0|\n| 0.21666666666666667|1.0|\n|                0.25|1.0|\n|                 0.3|1.0|\n+--------------------+---+\nonly showing top 20 rows\n\n0.995\nfMeasure: org.apache.spark.sql.DataFrame = [threshold: double, F-Measure: double]\n+-------------------+-------------------+\n|          threshold|          F-Measure|\n+-------------------+-------------------+\n|  0.836064829780773|0.18181818181818182|\n| 0.8128722784662812|0.33333333333333337|\n| 0.7643209232170834| 0.4615384615384615|\n| 0.7524172242853228| 0.5714285714285715|\n|0.48860601141428994| 0.6666666666666666|\n|   0.39661365872549| 0.7499999999999999|\n| 0.3959175869039054| 0.8235294117647058|\n|0.35972784143644204|  0.888888888888889|\n|0.20244254688714913| 0.9473684210526316|\n|0.17815844055950183|                0.9|\n|0.10430423508555352|                0.8|\n|0.10267295233380731| 0.7142857142857143|\n|0.10193964529932859| 0.6896551724137931|\n|0.10092571066720504| 0.6666666666666666|\n| 0.1004533191834321| 0.6451612903225806|\n| 0.0962881570996464|              0.625|\n| 0.0959426368788185| 0.6060606060606061|\n|0.09348442547856863| 0.5714285714285715|\n|0.09053962505769679| 0.5263157894736842|\n|0.08994997277516985|                0.5|\n+-------------------+-------------------+\nonly showing top 20 rows\n\nmaxFMeasure: Double = 0.9473684210526316\nbestThreshold: Double = 0.20244254688714913\nres57: rModel.type = logreg_d218c4d2b9ff\n"
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    },
    {
      "title": "Run a Single Prediction",
      "text": "%spark\n\n// transform test data\nval prediction = rModel.transform(test)\n\n// generate preditions\nprediction.select(\"label\", \"prediction\",\"features\", \"probability\").show(3)    \nprediction.select(\"label\", \"prediction\",\"features\", \"probability\", \"rawPrediction\").collect.foreach(println)",
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      "title": "Roc Curve   AUC",
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            "data": "FPR\tTPR\n0.0\t0.0\n0.0\t0.1\n0.0\t0.2\n0.0\t0.3\n0.0\t0.4\n0.0\t0.5\n0.0\t0.6\n0.0\t0.7\n0.0\t0.8\n0.0\t0.9\n0.016666666666666666\t0.9\n0.08333333333333333\t1.0\n0.13333333333333333\t1.0\n0.15\t1.0\n0.16666666666666666\t1.0\n0.18333333333333332\t1.0\n0.2\t1.0\n0.21666666666666667\t1.0\n0.25\t1.0\n0.3\t1.0\n0.3333333333333333\t1.0\n0.35\t1.0\n0.36666666666666664\t1.0\n0.38333333333333336\t1.0\n0.4\t1.0\n0.4166666666666667\t1.0\n0.43333333333333335\t1.0\n0.45\t1.0\n0.4666666666666667\t1.0\n0.48333333333333334\t1.0\n0.5333333333333333\t1.0\n0.6333333333333333\t1.0\n0.65\t1.0\n0.6666666666666666\t1.0\n0.7\t1.0\n0.7166666666666667\t1.0\n0.7333333333333333\t1.0\n0.75\t1.0\n0.7666666666666667\t1.0\n0.7833333333333333\t1.0\n0.8\t1.0\n0.8166666666666667\t1.0\n0.85\t1.0\n0.8666666666666667\t1.0\n0.8833333333333333\t1.0\n1.0\t1.0\n1.0\t1.0\n"
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      "text": "%sql\nselect threshold, `F-Measure` from fMeasure\norder by `F-Measure` desc",
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    {
      "text": "%sql\n",
      "dateUpdated": "2018-05-02T02:50:21+0000",
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    {
      "title": "",
      "text": "%spark.pyspark\r\n\nimport pandas as pd\n# Add asset from file system\ndf_data_0 = pd.read_json('./datasets/SimulatedTransactions.json')\ndf_data_0.head()\n\r\n",
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  "name": "Credit Fraud Detection ML",
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