{
  "metadata": {
    "version": 1
  },
  "nodes": [
    {
      "node_id": "ecd37d17-827a-47f9-bcfc-d6e227c3f251",
      "type": "SOURCE",
      "operator": "sagemaker.s3_source_0.1",
      "parameters": {
        "dataset_definition": {
          "__typename": "S3CreateDatasetDefinitionOutput",
          "datasetSourceType": "S3",
          "name": "Online_Retail.csv",
          "description": null,
          "s3ExecutionContext": {
            "__typename": "S3ExecutionContext",
            "s3Uri": "s3://sagemaker-personalization-demo/Online Retail.csv",
            "s3ContentType": "csv",
            "s3HasHeader": true
          }
        }
      },
      "inputs": [],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "8326e57a-51f1-4ee6-bc22-ce980f0cb2e1",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.infer_and_cast_type_0.1",
      "parameters": {},
      "trained_parameters": {
        "schema": {
          "InvoiceNo": "long",
          "StockCode": "string",
          "Description": "string",
          "Quantity": "long",
          "InvoiceDate": "string",
          "UnitPrice": "float",
          "CustomerID": "long",
          "Country": "string"
        }
      },
      "inputs": [
        {
          "name": "default",
          "node_id": "ecd37d17-827a-47f9-bcfc-d6e227c3f251",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "515bf821-431c-4805-b1d3-80b7b6d1e5d1",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.handle_missing_0.1",
      "parameters": {
        "operator": "Drop missing",
        "drop_missing_parameters": {
          "dimension": "Drop Rows",
          "drop_rows_parameters": {
            "input_column": "CustomerID"
          }
        },
        "impute_parameters": {
          "column_type": "Numeric",
          "numeric_parameters": {
            "strategy": "Approximate Median"
          }
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "8326e57a-51f1-4ee6-bc22-ce980f0cb2e1",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "43fd1560-4dc6-4ff0-87b7-dd0f207a2e35",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.format_string_0.1",
      "parameters": {
        "operator": "Strip left and right",
        "strip_left_and_right_parameters": {
          "input_column": "Description"
        },
        "lower_case_parameters": {}
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "515bf821-431c-4805-b1d3-80b7b6d1e5d1",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "f28f010d-3bc5-4b13-9493-64e2b7f8ed53",
      "type": "VISUALIZATION",
      "operator": "sagemaker.visualizations.histogram_0.1",
      "parameters": {
        "name": "QuantityHist",
        "x_axis": "Quantity"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "43fd1560-4dc6-4ff0-87b7-dd0f207a2e35",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "a99d071a-17eb-4fdf-b490-89e2847ec7c9",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.custom_pandas_0.1",
      "parameters": {
        "code": "# Table is available as variable `df`\ndf = df.groupby(['StockCode', 'Description', 'CustomerID', 'Country', 'UnitPrice'])['Quantity'].sum().reset_index()\n"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "43fd1560-4dc6-4ff0-87b7-dd0f207a2e35",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "d7863d04-e70f-448d-bd59-0a26996a57be",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.featurize_text_0.1",
      "parameters": {
        "operator": "Vectorize",
        "vectorize_parameters": {
          "tokenizer": "Standard",
          "vectorizer": "Count Vectorizer",
          "apply_idf": "No",
          "output_format": "Vector",
          "tokenizer_standard_parameters": {},
          "vectorizer_count_vectorizer_parameters": {
            "minimum_term_frequency": 1,
            "minimum_document_frequency": 1,
            "maximum_document_frequency": 0.999,
            "maximum_vocabulary_size": 262144,
            "binarize_count": false
          },
          "apply_idf_no_parameters": {},
          "apply_idf_yes_parameters": {
            "minimum_document_frequency": 5
          },
          "input_column": "Description"
        },
        "character_statistics_parameters": {}
      },
      "trained_parameters": {
        "vectorize_parameters": {
          "_hash": -8099864168037364000,
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        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "a99d071a-17eb-4fdf-b490-89e2847ec7c9",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "682ac2e2-31b3-4208-bdb9-1e70ad131b9c",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.manage_columns_0.1",
      "parameters": {
        "operator": "Drop column",
        "drop_column_parameters": {
          "column_to_drop": "Description"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "d7863d04-e70f-448d-bd59-0a26996a57be",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "86650b86-6f8b-4908-9a21-be7486610636",
      "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": "Vector",
          "input_column": "StockCode"
        },
        "ordinal_encode_parameters": {
          "invalid_handling_strategy": "Replace with NaN",
          "input_column": "StockCode"
        }
      },
      "trained_parameters": {
        "one_hot_encode_parameters": {
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          "string_indexer_model": 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          "one_hot_encoder_model": "P)h>@6aWAK2mtzeL{dm-gObz$003zL000vJ003=ebYWy+bYU-WVRCdWFfcGMFolmzOT$1AhVTB2Ij75J(?-Zu1ceqod0mENVuSm|?raa1{CCHSqJnst!^`_TFLQ>`VJR>`%+CrFjz>}@VSZ8GshN;#CiM{LF7j;{<3#x&$3X+Ucq)uO!O-@t+3t+#I-_?DT=*x-Wr;z|ozhBg(7%R_7OpOngg=zF#re9YUYqS?q#``}1B&?!OGuS(q7#P6Cp*UX@gs)G(S10fyXYwAm?fWbOnWR0!;G#_1F`ZKZ$AZA!zx{xu{wVIHuk@kbNyxg`x9$Fda$lnZ%|7E1QY-O00;p3dPGttDOS`D0000C0000O0001OWprU=VRT_HE^uLTbS*G2FfcGKV{&6lE=p!#U|?dH)STe~08mQ<1QY-O00;p3dPGtH00002000000000H0001OWprU=VRT_HUsF{>Lq$_l0{~D<0|XQR000O8`g%lCMW*Nc3IG5A2mk;8761SMZDn*}WMOn+FD_qGRYOBXQ&TQua$`#_N@ieSU}69OP)h>@6aWAK2mtzeL{h$1mal;U001xo002k;003lRbYU-WVRCdWFfcGMFfC>@I5aahHaRU}V=!ecG+{A0EjeX0GA%Y^HDNJhH8Wy1H#se1FfcGKb8ca9aCt6pVRCVGWpsT~U5gVj6is8TeNe%N3>lb*A+V)|G0Zsa?6mB|?%N`Z6!lF+(oV7tW@g$XRcg23&)6U65Akk4WQ$+|mz$Gw?mahTdi6dbh%nNN2!^CXIst9Vmk8~nhx(6BuwGqah)-Zc#OMJf*uS}cZWqFQ`(o!`WhDqkBTQe+g_F09S$`;hN(<#XXw;@{U0MeOg3l0rCbg_&?U0B4zz=%e0E(S;ke{E5ccLSiU=MqD-mg}#d+{HyegN}88%TkTksndom|HFu0!;FqU;bShTQ)U)n(~;(hz|Z?*rn!>ELYNT)BNC-bfOSW(EHYgx%EP_3A4_u=8i>7l~Na$O+IZ{EvkpBlQDp?SNv59W5gQZ!)PD(Xjy|u8o=jG?L=AIcPp*gL<w!>HexlL#7qMf8q0_sJwf5^_VX6ew+F|sD-#|@3=^KjJPG@=RjG?GR^vhq(?TjW%X3wnt31oHB1^Mzk`LdcX{?6XtQZgcAb=PA-9l&zf8`HQO9KQH000080Q!1FQj`71<`Mt^01yBG08Ib@0AyiwVJ|LlVRCdWFfcGMFfC>@I5aahHaRU}V=!ecG+{A0EjeX0GA%Y^HDNJhH8Wy1H#se1FfcGKb8ca9aCt6pVRCVGWpplMa$`#_N@ieSU}E^HF+=y<KPxi;P)h>@6aWAK2mtzeL{b0%0006200000000dD003lRbYU-FQ&mGlMN?A)08mQ<1QY-O00;p3dPGu1rsw<$000080000I0001FVRT_HE?-ksLqkPVQ!Zn2V@obdW?*1oVgLY8O928D0~7!N00;p3dPGu4XoHf}0001K0RR9K00000000000001_fdBvi0BvP-VPs)+VJ~oDa&#>)FfcGMP)h*<6ay3h000O8`g%lCCMj0b4gdfE3;+NC7ytkO0000000000q=5wi003=ebYWy+bYU+paA9(EEif=JFfcA-a$`_S0Rj{Q6aWAK2mtzeL{b0%0006200000000pH0000000000005+cNdW)=ZDn*}WMOn+FJDttLqkPVQ&39*0u%!j000080Q!1FQbnfc{0aa700;m802TlM00000000000HlF>0RRAPWprU=VRT_HE?-ksLqkPVQ!Zn2V^B*00u%!j000080Q!1FQodG}uYmyo05Ado07w7;00000000000HlGq0RRAGVRT_HaA9(EEif=JFfc7<G&nRfHa0meVPi05Ei_><IW0M5G%_tVV>MwhV>L5kHa9sfV=yo<E^}^SaBz7paA9(Bb!Bu=O928D0~7!N00;p3dPGu_{m14K0000G0000@00000000000001_fu92a0AyiwVJ|LlVRCdWFfcGMFfC>@I5aahHaRU}V=!ecG+{A0EjeX0GA%Y^HDNJhH8Wy1H#se1FfcGKb8ca9aCt6pVRCVGWpplMa$`_S0Rj{Q6aWAK2mtzeL{b0%0006200000000dD0000000000005+c90ULWWMOn+FJDttLqkPVQ&39*0u%!j000080Q!1FQbnfc{0aa700;m801^NI00000000000HlFQ1ONbJVRT_HE?-ksLqkPVQ!Zn2V^B*41^@s600;mG0CoZZ0D}Yo0000"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "682ac2e2-31b3-4208-bdb9-1e70ad131b9c",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "56dc083d-416d-458f-9007-09e496bcfe3f",
      "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": "Vector",
          "input_column": "CustomerID"
        },
        "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>@6aWAK2mk?lL{dc`KzZ2!003zL000vJ003=ebYWy+bYU-WVRCdWFfcGMFm;bTPs2bAhIf93=k%1MY1C##NFY(c#Cmdb4vn}k-T4@(^4~E<KpDDtc=bMy?Gua^bA|yzdQ}*4Jd(;0)0=WuO@v$$sV7hOf$#hn45hsc3l;F}C^NbUL(?~Hw`tpMz3ci4&io6dJO?l4wW?LULigcUwQyxN68=-_O@E-tY<Jt{&`U*lbbA!@36AKEr3e3x_6$-=AxX!i5Far!3=`T+70f;sz71A7OfKp%d|ep||Hk?!*EK9+pb3lR=Zj^3Qcgvj*Op&euYaQTcMq23<`Ym$0|XQR000O80eeJJic}6*4gdfE3;+NC7ytkOZDn*}WMOn+FD`Ila&#>)FfcGME@N_IOD;-gU|?WksC1Bb1prV>0|XQR000O80eeJJ000000ssI2000005dZ)HZDn*}WMOn+FJDttLqkPVQv(1{O9KQH0000800DbMQbnfc{0aa700;m802TlM0BvP-VPs)+VJ|LUQ&mGlMN?BQV{&6lE=p!#U|?bZ08mQ<1QY-O00;mAdqh$jxx*%Z0RR9n0ssI=0001FVRT_HaA9(EEif=JFfc7JI5ssjVl+7|W@R^FEi^bVVJ%{1W??NjHa9RhW@9pAIW=Z2V=yo<E^}^SaBz7paA9(Bb!BvYQqf8yF%(U+we~?De8`Z2c_@Jvg)z)H?KmwyxNpm{h^TKOl6Ddu%*@mzRjL;JjQzm<kiFU}ieLhlo0D_yJvZd|=SfTuVWbxl3`vW$0@@^72rZ+Bwm+O;Z5?8WKVU<|=mjO%|MP3ZPKCL-w3BOD3WCu9)6I!+@~SrT)8au|DBnVZCT;4%Iv^0-MRZ+iS<1>G5Bq^1^x6Rw>$Z@eeHOop-pB-d*n9Gx8@=|yH(vb!=7Bbl0vjVgq_j3yTucR+<gb4Doiw(nE4r5Oh)0O-d|}vI%^|s+Nykln&r9h<E}Wo$8;{J*r;?4Bb!IkkEM%&XI=5_e{>Um(zFd780~kxiyHXe<<^ZooJ6obf1tMtxpVXBTMP-j>TC<T7+R8=9DmaO;1}Zd`A$#)#g%^v91){%Kj(1DbS&i6<c^vV$vpt>_I`2ekn5%x0OQptHrt*E2rD>X{Nji+P{$7$qs-KSY;f@~!@Phvu2pz*;`43P_0|XQR000O80((SK1vgc@5&!@I5C8xGO#lD@WMOn+FD`Ila&#>)FfcGMEigDXH8f&0IW1;oH(@O_I51%?Vr6DwEjTteFgRvoGGjS4W-VhdFfcB2Zeeh6c`k5aa&dKKbS`6ZV@obdW?*1oVwe=h_2}F`D>DF4O9KQH0000800MhNQUCw|00IC20000001W^D0AyiwVJ}}(RYOBXQ&R%~P)h>@6aWAK2mk_mL{dej=llu)000O8000sI003lRbYU+pUsF{>Lq$_lE@N_IOD;-gU|?Wk002-+0Rj{Q6aWAK2mk?lL{dc`KzZ2!003zL000vJ0000000000005+c00000ZDn*}WMOn+FK}UUbS*G2FfcGsO928D0~7!N00;m9dqh%-R1R1U0000C0000O00000000000001_feHZt0BvP-VPs)+VJ|LlVRCdWFfcGMFfL<qV^B*00u%!j0000800DbMQUCw|00IC20000001*HH00000000000HlFV0RRAPWprU=VRT_HUsF{>Lq$_lP)h*<6ay3h000O80eeJJMW*Nc3IG5A2mk;8761SM0000000000q=A0{003=ebYWy+bYU+pUsF{>Lq$_lE@N_IP)h*<6ay3h000O80((SK8@a<Ke*pjhFaiJoNB{r;0000000000q=CHw003lRbYU-WVRCdWFfcGMFfA}RHZ?S2G&wD1WjA3hG&nF}En;P6VJ$c|H!wJ6V=`koHD)biFfcGKb8ca9aCt6pVRCVGWpq$W0Rj{Q6aWAK2mk_mL{bGeRl5=Z000mG002z@0000000000005+cq5}W`WMOn+FD`Ila&#>)FfcGMEigDXH8f&0IW1;oH(@O_I51%?Vr6DwEjTteFgRvoGGjS4W-VhdFfcB2Zeeh6c`k5aa&dKKbS`6ZV^B*00u%!j0000800MhNQUCw|00IC20000001W^D00000000000HlE*1ONbJVRT_HUsF{>Lq$_lP)h*<6ay3h000O80((SKMW*Nc3IG5A2mk;85&!@I0000000000q=8HX003lRbYU+pUsF{>Lq$_lE@N_IP)h{{000002mlBGb^-tZh6Dfr000"
        }
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "86650b86-6f8b-4908-9a21-be7486610636",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "68d5458e-5aca-414f-9619-11c869c6fcf3",
      "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": "Vector",
          "input_column": "Country"
        },
        "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": "56dc083d-416d-458f-9007-09e496bcfe3f",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "56f5a927-3223-4abf-b40d-5e0eb669b8f9",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "StockCode",
        "original_data_type": "Object",
        "data_type": "string"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "68d5458e-5aca-414f-9619-11c869c6fcf3",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "d9cbe8af-ac68-4dcb-a896-7e2e1f4ec5a2",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "CustomerID",
        "original_data_type": "Object",
        "data_type": "string"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "56f5a927-3223-4abf-b40d-5e0eb669b8f9",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "c7a77c97-6c50-4b94-be25-c20ded5e41ab",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "Country",
        "original_data_type": "Object",
        "data_type": "string"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "d9cbe8af-ac68-4dcb-a896-7e2e1f4ec5a2",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    },
    {
      "node_id": "68ca69fe-f780-4e58-a8ed-2c813229be06",
      "type": "TRANSFORM",
      "operator": "sagemaker.spark.cast_single_data_type_0.1",
      "parameters": {
        "column": "Description_features",
        "original_data_type": "Object",
        "data_type": "string"
      },
      "inputs": [
        {
          "name": "df",
          "node_id": "c7a77c97-6c50-4b94-be25-c20ded5e41ab",
          "output_name": "default"
        }
      ],
      "outputs": [
        {
          "name": "default"
        }
      ]
    }
  ]
}