{
  "metadata": {
    "version": 1
  },
  "nodes": [
    {
      "node_id": "e5d60d4f-6284-4a68-a788-39787909ebc9",
      "type": "SOURCE",
      "operator": "sagemaker.s3_source_0.1",
      "parameters": {
        "dataset_definition": {
          "__typename": "S3CreateDatasetDefinitionOutput",
          "datasetSourceType": "S3",
          "name": "claims.csv",
          "description": null,
          "s3ExecutionContext": {
            "__typename": "S3ExecutionContext",
            "s3Uri": "",
            "s3ContentType": "csv",
            "s3HasHeader": true
          }
        }
      },
      "inputs": [],
      "outputs": [
        {
          "name": "default",
          "sampling": {
            "sampling_method": "sample_by_limit",
            "limit_rows": 50000
          }
        }
      ]
    },
    {
      "node_id": "1626aef2-cad0-4922-a496-34586d3def90",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.infer_and_cast_type_0.1",
      "parameters": {},
      "trained_parameters": {
        "schema": {
          "policy_id": "long",
          "driver_relationship": "string",
          "incident_type": "string",
          "collision_type": "string",
          "incident_severity": "string",
          "authorities_contacted": "string",
          "num_vehicles_involved": "long",
          "num_injuries": "long",
          "num_witnesses": "long",
          "police_report_available": "string",
          "injury_claim": "long",
          "vehicle_claim": "long",
          "total_claim_amount": "long",
          "incident_month": "long",
          "incident_day": "long",
          "incident_dow": "long",
          "incident_hour": "long",
          "fraud": "long"
        }
      },
      "inputs": [
        {
          "name": "default",
          "node_id": "e5d60d4f-6284-4a68-a788-39787909ebc9",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "921ad4e5-3812-4651-b3cd-fecc38e0bba6",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.custom_pandas_0.1",
      "parameters": {
        "code": "# Table is available as variable `df`\ncat_cols = df.dtypes[df.dtypes == object].index\ndf[cat_cols] = df[cat_cols].apply(lambda x: x.str.lower())\n"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "1626aef2-cad0-4922-a496-34586d3def90",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "e90bfd12-d702-4c79-8e11-5e4011600fda",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.format_string_0.1",
      "parameters": {
        "operator": "Remove symbols",
        "remove_symbols_parameters": {
          "symbols": "!@#$%^&*()_+=-/\\`~{}|<>?",
          "input_column": "driver_relationship"
        },
        "lower_case_parameters": {}
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "921ad4e5-3812-4651-b3cd-fecc38e0bba6",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "10ca6bec-5d89-43bd-ba3e-7b5e839e9d23",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.format_string_0.1",
      "parameters": {
        "operator": "Remove symbols",
        "remove_symbols_parameters": {
          "symbols": "!@#$%^&*()_+=-/\\`~{}|<>?",
          "input_column": "collision_type"
        },
        "lower_case_parameters": {}
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "e90bfd12-d702-4c79-8e11-5e4011600fda",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "09a3e1c7-29c5-46e8-8690-4cdaf905628a",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.format_string_0.1",
      "parameters": {
        "operator": "Remove symbols",
        "remove_symbols_parameters": {
          "symbols": "!@#$%^&*()_+=-/\\`~{}|<>?",
          "input_column": "incident_type"
        },
        "lower_case_parameters": {}
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "10ca6bec-5d89-43bd-ba3e-7b5e839e9d23",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "a5333162-b98e-41f4-8b18-5bb68b98a615",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "One-hot encode",
        "one_hot_encode_parameters": {
          "invalid_handling_strategy": "Keep",
          "drop_last": false,
          "output_style": "Columns",
          "input_column": "driver_relationship"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
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          "one_hot_encoder_model": "P)h>@6aWAK2mnNWkWn4qilNj1003zL000vJ003=ebYWy+bYU-WVRCdWFfcGMFpZB*OT$1AhVTB2Ij76Ugwo_Hf<lX)ye>m_Vng?f+1VZ}`R}e31wp~f9NwAdd6^4L4s(VPBEKq3I2}plgnUxoshLm;lX?pD5am8h(Gnl(aL|A(p0c1%Ft%I0YrAfzhucm!aOGc!^AbZfcS<Y0LH`yux^iW)HT<D8!_eBkoi+9Sww_cT{Q;}_0+wUiV-^@^beS4BVz7=L!x`PxM9h&Z6pN%HchS|%2>E2D=*&ms622E-Ijjv>nz1-}{<TcF{Il!tPmKAzgLS=m2T)4`1QY-O00;m?evnb(*qn(D0000C0000O0001OWprU=VRT_HE^uLTbS*G2FfcGKV{&6lE=p!#U|?cc*mYkP08mQ<1QY-O00;m?evnZB00002000000000H0001OWprU=VRT_HUsF{>Lq$_l0{~D<0|XQR000O8M1GJ_MW*Nc3IG5A2mk;8761SMZDn*}WMOn+FD_qGRYOBXQ&TQua$`#_N@ieSU}69OP)h>@6aWAK2mnNWkWqlb$k2iT001xo002k;003lRbYU-WVRCdWFfcGMFfA}MFfcGPH#99WWMnZdG&wh8EjeUmG%Yw`VK^~jH(@t6V`VL4FfcGKb8ca9aCt6pVRCVGWpsT~U2EGg6jjvB>qGa@2N@as5Cjb^xWb+j*9m=S-%2SXY<nAHD6!O;$#x<sD`^|(&*%^A59v*lj)g)cxZIC(?mbs%bpACVh%nNP2nNR^UP#*>LTGJ$bogHcXa5X?-GK`hqg9sR;Ob(}PKEjN%T9jFN)U|tn0}fFC$Af`_*ULZ3++ABZ_~CetpfnT2Z(-@T2``l$j3n#gx%c`njLs3$hXNaq*pM(KKAeZhgNs@^c}512>Za8Rps8tD2OO+%rzHN0V4T}UjA1aTQ)WQkn)(vh#tK`*qP?w%;wT@)7<b%I#CEG=ws`Sxy4knA+yfRCyqr-l~Na$4S(FRT2!mj)*66VGyXA!F=7Gf&1&D**|G+bG?1S(wG(A+zs$8}LnXA8%ZSwwiLnMK43-gl)dY=~%b!a`FE@&hE7RGm*hzR2^Q3b)o|n4l#A;BeURp?{#(A!a6P0IKR%B^5Nb=t2G>ug+8yAD4APnIJpIQiw;IBLbP)h>@6aWAK2mnNWkWsC+ok0=+000mG002z@003lRbYU+paA9(EEif=JFfc7JGcYhPGdDCXGGt^iEi^edV=XykWi%}~VPQBiVmDzoHe+QiV=yo<E^}^SaBz7paA9(Bb!BueV{&6lE=p!#U|?b}Nvml%_s_}<08mQ<1QY-O00;m?evnZB00002000000000D0001FVRT_HUsF{>Lq$_l0{~D<0|XQR000O8M1GJ_MW*Nc3IG5A2mk;85&!@IWMOn+FD_qGRYOBXQ&TQua$`#_N@ieSU}69OP)h*<6ay3h000O8M1GJ_9p8$f)BpegX#oHL6951J0000000000q=5hc003=ebYWy+bYU-WVRCdWFfcGMFi=YY0u%!j0000807QO}QR3K~i4Fh&01N;C02lxO00000000000HlEh0RRAPWprU=VRT_HE^uLTbS*G2FfcGKV{&6qO928D0~7!N00;m?evnZB00002000000000H00000000000001_fk^=X0BvP-VPs)+VJ}}(RYOBXQ&Uh&0Rj{Q6aWAK2mnNWkWodZ=llu)000O8000&M0000000000005+cdI10cZDn*}WMOn+FD_qGRYOBXQ&TQua$`_S0Rj{Q6aWAK2mnNWkWqlb$k2iT001xo002k;0000000000005+cxB&nFWMOn+FK}UUbS*G2FfcGJFf%YPFf%taEiz<eF)cJXH)Ab1WMwohIALKpF=97iH#TEsEn_e+FfMa$VQ_GHE^uLTadl;MP)h*<6ay3h000O8M1GJ_t+t&(5&!@I5C8xGO#lD@0000000000q=BFV003lRbYU+paA9(EEif=JFfc7JGcYhPGdDCXGGt^iEi^edV=XykWi%}~VPQBiVmDzoHe+QiV=yo<E^}^SaBz7paA9(Bb!BueV{&6qO928D0~7!N00;m?evnZB00002000000000D00000000000001_fgJ<@0AyiwVJ}}(RYOBXQ&Uh&0Rj{Q6aWAK2mnNWkWodZ=llu)000O8000sI0000000000005+cN(2A^WMOn+FD_qGRYOBXQ&TQua$`_S1qJ{B000O82mp2h004vp00000"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "09a3e1c7-29c5-46e8-8690-4cdaf905628a",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "de96bceb-ac8c-40d4-a9e8-5a777b44437c",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "One-hot encode",
        "one_hot_encode_parameters": {
          "invalid_handling_strategy": "Keep",
          "drop_last": false,
          "output_style": "Columns",
          "input_column": "incident_type"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "a5333162-b98e-41f4-8b18-5bb68b98a615",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "2e5cb36f-b0a5-4763-9740-2ef60f3c6376",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "One-hot encode",
        "one_hot_encode_parameters": {
          "invalid_handling_strategy": "Keep",
          "drop_last": false,
          "output_style": "Columns",
          "input_column": "collision_type"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "de96bceb-ac8c-40d4-a9e8-5a777b44437c",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "e20b22bc-12aa-469e-9d6c-c4083ddedf08",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "One-hot encode",
        "one_hot_encode_parameters": {
          "invalid_handling_strategy": "Keep",
          "drop_last": false,
          "output_style": "Columns",
          "input_column": "authorities_contacted"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
          "_hash": -1767228197713558300,
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "2e5cb36f-b0a5-4763-9740-2ef60f3c6376",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "cd48da2b-c648-41e2-b828-38b518fc795d",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "Ordinal encode",
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN",
          "input_column": "incident_severity"
        }
      },
      "trained_parameters": {
        "ordinal_encode_parameters": {
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "e20b22bc-12aa-469e-9d6c-c4083ddedf08",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "9ff4c2a4-e1fe-4a66-819f-f7d8df7a5fed",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.encode_categorical_0.1",
      "parameters": {
        "operator": "Ordinal encode",
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN",
          "input_column": "police_report_available"
        }
      },
      "trained_parameters": {
        "ordinal_encode_parameters": {
          "_hash": -7262088998495137000,
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "cd48da2b-c648-41e2-b828-38b518fc795d",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "67fdfb06-278a-4360-8454-3ec1abf1ddd3",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.custom_pandas_0.1",
      "parameters": {
        "code": "# Table is available as variable `df`\nimport pandas as pd\ndf['event_time'] = pd.to_datetime('now').timestamp()"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "9ff4c2a4-e1fe-4a66-819f-f7d8df7a5fed",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "f324323b-8d6e-4e6f-a362-eb9405c2aabf",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "police_report_available",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "67fdfb06-278a-4360-8454-3ec1abf1ddd3",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "c3e12fe4-0792-4627-a728-43bb51312196",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
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