{
  "metadata": {
    "version": 1
  },
  "nodes": [
    {
      "node_id": "7a666955-a13e-4cc5-88bd-1e41556bb4f5",
      "type": "SOURCE",
      "operator": "sagemaker.s3_source_0.1",
      "parameters": {
        "dataset_definition": {
          "__typename": "S3CreateDatasetDefinitionOutput",
          "datasetSourceType": "S3",
          "name": "customers.csv",
          "description": null,
          "s3ExecutionContext": {
            "__typename": "S3ExecutionContext",
            "s3Uri": "${data_uri}",
            "s3ContentType": "csv",
            "s3HasHeader": true
          }
        }
      },
      "inputs": [],
      "outputs": [
        {
          "name": "default",
          "sampling": {
            "sampling_method": "sample_by_limit",
            "limit_rows": 50000
          }
        }
      ]
    },
    {
      "node_id": "dfd8b343-9c88-402f-8cda-6b53a944d112",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.infer_and_cast_type_0.1",
      "parameters": {},
      "trained_parameters": {
        "schema": {
          "policy_id": "long",
          "customer_age": "long",
          "customer_gender": "string",
          "customer_zip": "long",
          "customer_education": "string",
          "months_as_customer": "long",
          "policy_state": "string",
          "policy_deductable": "long",
          "policy_annual_premium": "long",
          "policy_liability": "string",
          "auto_year": "long",
          "num_claims_past_year": "long",
          "num_insurers_past_5_years": "long"
        }
      },
      "inputs": [
        {
          "name": "default",
          "node_id": "7a666955-a13e-4cc5-88bd-1e41556bb4f5",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "279bd5ed-0f9c-4b42-92b8-d4a353212b8c",
      "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": "dfd8b343-9c88-402f-8cda-6b53a944d112",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "d3c2ccee-114e-4493-ad52-2592ef95b500",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.manage_columns_0.1",
      "parameters": {
        "operator": "Drop column",
        "drop_column_parameters": {
          "column_to_drop": "customer_zip"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "279bd5ed-0f9c-4b42-92b8-d4a353212b8c",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "90d4de7d-68cd-4137-98c1-b8991a7c7dee",
      "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": "customer_gender"
        },
        "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>@6aWAK2mm2_kWmv8{qxfR003zL000vJ003=ebYWy+bYU-WVRCdWFfcGMFqMx@OT<77hVTB2oV&x+u66BI1O*p8c^yKVy2be-lkwov|887SQ1IX-hva$$QmmFdASPBe~_}O5_@j#|z<QEgXnF*ybnTJTXNp9kpCgQyg4-Lo?s0fA(L)+V3+nsl|+g;fPPW}^dSyI&G&RAnN7~bN>s#ljump>xiWpDAKN8E1bRuT0v>`{}CaKJcux{I&qPa-iVR%YUq@39CBGx|aeq$$;_}b@B>1p^)8}y!&We;`iZe53457jMdBIzsiK`udcs8aqg3Ybv=6rP)h>@6aWAK2mm2_kWpLI(K!wP000aC000;O003=ebYWy+bYU+paA9(EEif=JFfcA-a$$`#_N@ieSU}E_ES6CPTP)h>@6aWAK2mm2_kWl~t0006200000000pH003=ebYWy+bYU-FQ&mGlMN?A)08mQ<1QY-O00;mfdyr8@rsw<$$000080000M0001OWprU=VRT_HE?-ksLqkPVQ!Zn2V@obdW?*1oVgLY8O9KQH0000803v&kQQkS|+<*Z905Ado07w7;0AyiwVJ~oDa&#>)FfcGMEoEdgWHmQ2FfC*^Ic6<1IXPu5IA&rpEjKeaHZw3aVPZIBWG!PbFfcB2Zeeh6c`k5aa&dKKbbV4yPvbBUb=^`pEC&vb94Uv&5*0|nN=ON5#Q|=s)oO)+8$$!r!Y>04@V!OL4P>G+x59Eh1{QxaO!iVvEyf^d4^6AN0Ob}tD8xjmoo3sPkY9fS|)<Zl0MR2x`G1w-WhfTb=2=;&f{9(t!++Ewztt<t>=m68rk#O>+Hq-OsL0V|vMh7k0(uH*ZAb1<mb*W`3D~CMn2Y%4q2%y<^8~NF1@`CgZCfLK?llR={ZXA81)em4F7&EUtc^LU2rM0=?Vk|%;U+Cq3rLjd_(Y1s}JVJE$$3&P%O4$$l2VI&SKJyp&Gl!U_7)cw}xmmTbVRGn0{HAyb9axn+aPM^=e)Ui!2KAeM{|rZ7fKA-!7dVwo)}AV~xHQC&GvRQAtAYc^0qTR96^1(6tPfWlxIvUg3;cs9G5A^K~jc&{{_)ry^%#}SV^JHtt#^G>Atx#}gkRBD)IDnC?Nnx=W0r2RPS?I%g3dg(Cl@A^RiFZkL(=oJ3S8&FFF1QY-O00;mgdyr9&x}>ra0000G0000@0001FVRT_HE^uLTbS*G2FfcGJWn?pCH8(LZEo3)2W-T;1Ib|(4W@0ieH#0XjGcYw_VmM@EEn_e+FfMa$$VQ_GHE^uLTadl;ME@N_IOD;-gU|?Wkm?IP`cJ7~*830gA0|XQR000O8B72Zg000000ssI2000004FCWDWMOn+FJDttLqkPVQv(1{O9KQH0000803v&kQAMWb{0aa700;m801^NI0AyiwVJ|LUQ&mGlMN?BQV{&6lE=p!#U|?bZ08mQ-0u%!j0000803myjQ4<sW^V0wT0BHdL022TJ00000000000HlEc0001OWprU=VRT_HaA9(EEif=JFfdR{0Rj{Q6aWAK2mm2_kWpLI(K!wP000aC000;O0000000000005+c1OWg5ZDn*}WMOn+FD`Ila&#>)FfcGME@N_IP)h*<6ay3h000O8A$$yQf000000ssI2000005dZ)H0000000000q=85Q003=ebYWy+bYU-FQ&mGlMN?ByO928D0~7!N00;mfdyr8@rsw<$$000080000M00000000000001_fq4M{0BvP-VPs)+VJ|LUQ&mGlMN?BQV{&6qO928D0~7!N00;mgdyrAyIq2Mg0RR9n0ssI=00000000000001_fwutw0AyiwVJ~oDa&#>)FfcGMEoEdgWHmQ2FfC*^Ic6<1IXPu5IA&rpEjKeaHZw3aVPZIBWG!PbFfcB2Zeeh6c`k5aa&dKKbWlqH0u%!j0000803v&kQIEQ$$vJwCQ01yBG08Ib@00000000000HlGP0{{SIVRT_HE^uLTbS*G2FfcGJWn?pCH8(LZEo3)2W-T;1Ib|(4W@0ieH#0XjGcYw_VmM@EEn_e+FfMa$$VQ_GHE^uLTadl;ME@N_IP)h*<6ay3h000O8B72Zg000000ssI2000004FCWD0000000000q=6a)003lRbYU-FQ&mGlMN?ByO928D0~7!N00;mgdyr8@rsw<$$000080000I00000000000001_fky-Y0AyiwVJ|LUQ&mGlMN?BQV{&6qO9ci10000800;nf0ssJk1ONa400"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "d3c2ccee-114e-4493-ad52-2592ef95b500",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "ad057faa-7b72-4ca4-a873-0abb59fdbb26",
      "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": "policy_state"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "90d4de7d-68cd-4137-98c1-b8991a7c7dee",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "b1f59864-63ce-43f8-815d-7e3b446fe8d7",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.custom_pandas_0.1",
      "parameters": {
        "code": "# Table is available as variable `df`\neduc_dict = {\n'below high school': 0,\n'high school': 1, \n'associate': 2, \n'bachelor': 3, \n'advanced degree': 4\n}\ndf['customer_education'] = df['customer_education'].replace(educ_dict)\n"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "ad057faa-7b72-4ca4-a873-0abb59fdbb26",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "74a1c2e0-b391-47fe-b4a0-9ba0121257df",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.custom_pandas_0.1",
      "parameters": {
        "code": "# Table is available as variable `df`\nliability_dict = {\n'15/30': 0,\n'25/50': 1, \n'30/60': 2, \n'100/200': 3\n}\ndf['policy_liability'] = df['policy_liability'].replace(liability_dict)\n"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "b1f59864-63ce-43f8-815d-7e3b446fe8d7",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "47a2310f-9d50-4c2e-ad3a-373ec33823cb",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "customer_gender_male",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "74a1c2e0-b391-47fe-b4a0-9ba0121257df",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "0e1eec11-19f6-4ee0-afab-6c505ceb9362",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "customer_gender_female",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "47a2310f-9d50-4c2e-ad3a-373ec33823cb",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "a38c7be6-7fdb-4445-95b9-065b4a88eab5",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "customer_gender_unkown",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "0e1eec11-19f6-4ee0-afab-6c505ceb9362",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "498bd4f2-1144-4086-b999-3ce290748cc2",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "customer_gender_other",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "a38c7be6-7fdb-4445-95b9-065b4a88eab5",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "d6e6fd4d-3ea9-4b4f-8065-ca4078e8999c",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_ca",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "498bd4f2-1144-4086-b999-3ce290748cc2",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "57bee32a-0355-48a4-87f1-b453b8c5bed5",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_wa",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "d6e6fd4d-3ea9-4b4f-8065-ca4078e8999c",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "1c68f34f-c431-430c-b0e8-1a3ff6a3a7e1",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_az",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "57bee32a-0355-48a4-87f1-b453b8c5bed5",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "4bcc58e7-69d8-4124-89e9-77281952d5a0",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_or",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "1c68f34f-c431-430c-b0e8-1a3ff6a3a7e1",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "9d2d0fdb-e63c-47cb-9b0d-a9d482e781e8",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_nv",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "4bcc58e7-69d8-4124-89e9-77281952d5a0",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "df1fb220-c834-4bb5-8382-f4f3e39f8e0f",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "policy_state_id",
        "original_data_type": "Float",
        "data_type": "long"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "9d2d0fdb-e63c-47cb-9b0d-a9d482e781e8",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "c6088afc-0054-45c9-8334-6e51ff614dd7",
      "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": "df1fb220-c834-4bb5-8382-f4f3e39f8e0f",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "5011c783-e859-4cd2-ab14-362950ce85eb",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.manage_columns_0.1",
      "parameters": {
        "operator": "Drop column",
        "drop_column_parameters": {
          "column_to_drop": "customer_gender_unkown"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "c6088afc-0054-45c9-8334-6e51ff614dd7",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "dc0ba3db-3a12-49ef-8b39-a7b7867e295b",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.manage_columns_0.1",
      "parameters": {
        "operator": "Drop column",
        "drop_column_parameters": {
          "column_to_drop": "customer_gender_other"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "5011c783-e859-4cd2-ab14-362950ce85eb",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    }
  ]
}