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diff --git a/02-data/02-size-1K/07-basic-communication.csv.gz b/02-data/02-size-1K/07-basic-communication.csv.gz
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diff --git a/03-test/01-size-100.json b/03-test/01-size-100.json
index 943ef88..559b43e 100644
--- a/03-test/01-size-100.json
+++ b/03-test/01-size-100.json
@@ -5,512 +5,512 @@
   "spec": {
     "HintLast-0": {
       "01-basic-party": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "party-establishment": "1973-07-06",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "party-establishment": "1965-09-18",
         "party-type": "Customer",
-        "party-typedate": "1993-02-19",
-        "party-gender": "M",
+        "party-typedate": "2007-06-26",
+        "party-gender": "F",
         "party-education": "Elementary school",
-        "party-familystatus": "Married",
-        "party-nchild": 1,
-        "party-industry": "Education",
-        "party-industryposition": "Plumber",
-        "party-residencecountry": "Ireland",
-        "party-city": "Port Calvin",
-        "party-income": 164000,
+        "party-familystatus": "Single",
+        "party-nchild": 2,
+        "party-industry": "Agriculture",
+        "party-industryposition": "Driver",
+        "party-residencecountry": "Yemen",
+        "party-city": "East Paulburgh",
+        "party-income": 79000,
         "party-incometype": "Earned",
-        "party-peoplehousehold": 3,
-        "party-incomehousehold": 295200,
-        "party-expenseshousehold": 118080,
+        "party-peoplehousehold": 4,
+        "party-incomehousehold": 205400,
+        "party-expenseshousehold": 59566,
         "party-currency": "USD",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "02-basic-contact": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "contact-id": "4a754a5f-28c5-45d2-9e26-2fb4db18bdd1",
-        "contact-email": "nielsenkerry@example.net",
-        "contact-phone": "(694)699-7290x5404",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "contact-id": "92f47451-5d0c-4bb7-866a-e881ef356236",
+        "contact-email": "thomashayley@example.org",
+        "contact-phone": "+1-542-639-6128",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "relation-id": "819d3216-da96-4eaf-a7de-de99f786083c",
-        "relation-childid": "1c7e5a4f-f292-4ae6-92a7-e4993c8c42f3",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "relation-id": "6c5247a8-61bd-4e36-b638-cee3a545801f",
+        "relation-childid": "ec7a6cab-b019-4319-8185-fc7fb999e50e",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "account-id": "a6bd8102-96a3-4ac8-a977-b0730f5470f7",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "account-id": "fe4e9313-e90b-4db0-a8f6-90a25c40b224",
         "account-type": "current account",
-        "account-createdate": "1993-02-19",
+        "account-createdate": "2014-05-13",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "a6bd8102-96a3-4ac8-a977-b0730f5470f7",
-        "transaction-id": "14cc1c9e-f736-4579-8c94-08a9da181f52",
+        "account-id": "fe4e9313-e90b-4db0-a8f6-90a25c40b224",
+        "transaction-id": "906d865a-7329-44cb-9f84-9e2c67f1b7ce",
         "transaction-direction": "Incoming",
         "transaction-type": "Standard",
-        "transaction-value": 3095,
+        "transaction-value": 3544,
         "transaction-currency": "USD",
-        "transaction-description": "Income from Artwork Commission Sales",
-        "transaction-date": "2021-05-26",
-        "counterparty-name": "Courtney Valenzuela",
-        "counterparty-iban": "GB12VSQA00413305267463",
+        "transaction-description": "Bonus Payment for Performance",
+        "transaction-date": "2021-07-01",
+        "counterparty-name": "Laura Mason",
+        "counterparty-iban": "GB56VMYL29383385697417",
         "counterparty-other": "",
-        "transaction-fraudanomaly": 0.1218,
+        "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "event-id": "a9135a60-9758-41c5-9221-afe04e8f88a3",
-        "session-id": "8e9a0046-aaf1-412a-8a29-ee7f908213ae",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "event-id": "bd765afa-4ef0-49bd-bda5-de8cbf663b48",
+        "session-id": "d9e17b7e-158d-46e7-9940-aa1ebdfb048e",
         "event-group": "offer",
-        "event-category": "service list",
+        "event-category": "legal conditions",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-04-16 22:11:54",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-05-29 20:04:32",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "25efe1df-8f54-4986-a1ef-d908bdabc58b",
-        "communication-id": "535fb0d6-e095-4da9-a53b-2cd0e6079ad9",
-        "session-id": "1c1a831d-bd35-4650-ab60-28648a6d714f",
-        "content": "At she sometimes fill security and get strategy argue blue very field ground rest health onto popular herself world capital public.",
+        "party-id": "eef07b4a-3da0-4725-b751-82ad62c5b322",
+        "communication-id": "5286cc4d-d90f-46b6-9b73-6afc6d079523",
+        "session-id": "7a1c852f-ec60-4724-bbc6-a6d175a5bd0c",
+        "content": "City art performance ability professional particular watch service live Democrat great idea bit memory just film yard meeting to particular.",
         "content-type": "text",
-        "channel": "email",
-        "communication-date": "2024-04-17 18:54:08",
-        "record-date": "2024-04-18 21:31:57"
+        "channel": "chat",
+        "communication-date": "2024-05-29 13:59:32",
+        "record-date": "2024-05-31 13:31:45"
       }
     },
     "HintLast-1": {
       "01-basic-party": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "party-establishment": "1981-05-13",
+        "party-id": "6334e16d-8c03-40dd-9331-8b72260a6f13",
+        "party-establishment": "1972-02-01",
         "party-type": "Customer",
-        "party-typedate": "2007-05-09",
-        "party-gender": "F",
-        "party-education": "Elementary school",
+        "party-typedate": "2008-04-01",
+        "party-gender": "M",
+        "party-education": "High school",
         "party-familystatus": "Single",
-        "party-nchild": 3,
-        "party-industry": "Mining",
-        "party-industryposition": "Driver",
+        "party-nchild": 2,
+        "party-industry": "Social services",
+        "party-industryposition": "Teacher",
         "party-residencecountry": "Finland",
-        "party-city": "Port Kimberlyhaven",
-        "party-income": 104000,
+        "party-city": "Kimberlyland",
+        "party-income": 78000,
         "party-incometype": "Earned",
-        "party-peoplehousehold": 5,
-        "party-incomehousehold": 187200,
-        "party-expenseshousehold": 71136,
+        "party-peoplehousehold": 4,
+        "party-incomehousehold": 132600,
+        "party-expenseshousehold": 60996,
         "party-currency": "USD",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "02-basic-contact": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "contact-id": "1c15b672-0ac8-400d-8497-00a27b3aaec2",
-        "contact-email": "melissa26@example.org",
-        "contact-phone": "6896304898",
+        "party-id": "6334e16d-8c03-40dd-9331-8b72260a6f13",
+        "contact-id": "90287d7c-4f74-4f7f-b412-acf8a3b935fa",
+        "contact-email": "harrisrobert@example.com",
+        "contact-phone": "624-573-0906x9498",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "relation-id": "b9f07d06-a723-4d9b-8a40-0a8aa1864873",
-        "relation-childid": "60dc079e-8ea0-486a-a656-31c80a6b8c1e",
+        "party-id": "6334e16d-8c03-40dd-9331-8b72260a6f13",
+        "relation-id": "59c1151f-6271-48de-9c5b-c2d17a63980f",
+        "relation-childid": "c6187348-37c5-4059-a870-d535cebefd1b",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "account-id": "0a31f4e4-66bf-4b0c-bdef-607e7573cb37",
+        "party-id": "6334e16d-8c03-40dd-9331-8b72260a6f13",
+        "account-id": "0812ddcb-846a-49a8-aef9-d036a508f2aa",
         "account-type": "current account",
-        "account-createdate": "2007-05-09",
+        "account-createdate": "2008-04-01",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "0a31f4e4-66bf-4b0c-bdef-607e7573cb37",
-        "transaction-id": "9c2d9b5d-926e-4695-97a2-7b346454c39c",
+        "account-id": "0812ddcb-846a-49a8-aef9-d036a508f2aa",
+        "transaction-id": "1ff691bb-1e17-4e57-8921-1db36f8fc978",
         "transaction-direction": "Incoming",
-        "transaction-type": "Standard",
-        "transaction-value": 4259,
+        "transaction-type": "Instant",
+        "transaction-value": 4709,
         "transaction-currency": "USD",
-        "transaction-description": "Freelance Project Payment - Website Design",
-        "transaction-date": "2021-05-24",
-        "counterparty-name": "Robert Lewis",
-        "counterparty-iban": "GB72CADZ45446365136112",
+        "transaction-description": "Magazine protect forward price. Arm medical although or lead.",
+        "transaction-date": "2021-06-28",
+        "counterparty-name": "Angela Graham",
+        "counterparty-iban": "GB89HBGD78906528130840",
         "counterparty-other": "",
         "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "event-id": "0480120f-6e69-41cb-b6ec-5f7bb6157557",
-        "session-id": "dd0d1989-3b8f-4bb4-a80a-a7799e58beda",
+        "party-id": "6334e16d-8c03-40dd-9331-8b72260a6f13",
+        "event-id": "b927c4c9-a43c-475d-a22b-8db114c0e800",
+        "session-id": "469101cb-1665-4cf6-b282-9f1f1929c3c4",
         "event-group": "offer",
         "event-category": "service list",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-04-18 09:28:36",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-05-28 04:27:34",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
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-        "session-id": "6328c5d9-e04f-4d0e-92d4-00a8c866c379",
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-        "party-establishment": "1981-05-13",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "party-establishment": "2007-12-07",
         "party-type": "Customer",
-        "party-typedate": "2007-05-09",
+        "party-typedate": "2016-07-18",
         "party-gender": "F",
         "party-education": "Elementary school",
         "party-familystatus": "Single",
-        "party-nchild": 3,
-        "party-industry": "Mining",
+        "party-nchild": 1,
+        "party-industry": "Aerospace",
         "party-industryposition": "Driver",
-        "party-residencecountry": "Finland",
-        "party-city": "Port Kimberlyhaven",
-        "party-income": 104000,
+        "party-residencecountry": "Isle of Man",
+        "party-city": "Barronport",
+        "party-income": 150000,
         "party-incometype": "Earned",
-        "party-peoplehousehold": 5,
-        "party-incomehousehold": 187200,
-        "party-expenseshousehold": 71136,
+        "party-peoplehousehold": 2,
+        "party-incomehousehold": 210000,
+        "party-expenseshousehold": 48300,
         "party-currency": "USD",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "02-basic-contact": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "contact-id": "1c15b672-0ac8-400d-8497-00a27b3aaec2",
-        "contact-email": "melissa26@example.org",
-        "contact-phone": "6896304898",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "contact-id": "e7edcdcd-b28c-4073-a125-1199e809b989",
+        "contact-email": "ryanmccarty@example.org",
+        "contact-phone": "605-362-9479x038",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "relation-id": "639e7185-597b-4f7a-ab32-671e0c3748bb",
-        "relation-childid": "adc47479-fd2f-4237-a589-f40f4d53e936",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "relation-id": "d5b71aa4-ad63-4b9b-b7c7-bb92b1cd13e2",
+        "relation-childid": "96f70fc9-f453-4034-9185-1c7c31c9554f",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "account-id": "0a31f4e4-66bf-4b0c-bdef-607e7573cb37",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "account-id": "68a407ac-a432-4608-ae49-2906f279e4ab",
         "account-type": "current account",
-        "account-createdate": "2007-05-09",
+        "account-createdate": "2016-07-18",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "0a31f4e4-66bf-4b0c-bdef-607e7573cb37",
-        "transaction-id": "342d6305-f95a-442f-a4b0-f488d91ef778",
+        "account-id": "68a407ac-a432-4608-ae49-2906f279e4ab",
+        "transaction-id": "d11a7d53-7031-44ff-bd2e-c27d5b4fe4f3",
         "transaction-direction": "Incoming",
-        "transaction-type": "Instant",
-        "transaction-value": 3498,
+        "transaction-type": "Standard",
+        "transaction-value": 4574,
         "transaction-currency": "USD",
-        "transaction-description": "Bonus Payment for Performance",
-        "transaction-date": "2022-07-16",
-        "counterparty-name": "Jacob Moore",
-        "counterparty-iban": "GB70FNGA79289378397121",
+        "transaction-description": "Payment for Nutrition Consulting Services Rendered",
+        "transaction-date": "2022-11-01",
+        "counterparty-name": "Michael Brown",
+        "counterparty-iban": "GB29VWSW22118158326134",
         "counterparty-other": "",
         "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "event-id": "fd2ddd29-c243-4ce0-8f3a-401ccebff9c8",
-        "session-id": "c5b9dd94-7f62-4062-8784-515221ed29a6",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "event-id": "11915765-1699-4c0c-a28d-0ab2d0a71a13",
+        "session-id": "7c099716-3998-4674-91c3-ad2c1409a030",
         "event-group": "offer",
-        "event-category": "product list",
+        "event-category": "service list",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-01-28 10:21:58",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-05-07 10:18:54",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "a9018587-4633-4a12-8837-7151a1251323",
-        "communication-id": "2e931575-e5f9-4186-9936-245e5d8e0fcd",
-        "session-id": "a8215314-5596-42d8-a70a-a37b4b3557cb",
-        "content": "How can I compare different insurance plans and prices?",
+        "party-id": "f4c0d8f3-f6de-42f6-8679-1da8c3770a0d",
+        "communication-id": "657b8fd0-556d-4160-b45e-2f525d18a684",
+        "session-id": "c778a699-2a74-46d1-a943-1e5aab7b1dba",
+        "content": "What are the available options if I want to upgrade my current plan?",
         "content-type": "text",
         "channel": "chat",
-        "communication-date": "2024-02-06 16:58:38",
-        "record-date": "2024-04-18 21:31:57"
+        "communication-date": "2024-05-04 18:38:26",
+        "record-date": "2024-05-31 13:31:45"
       }
     }
   }
diff --git a/03-test/02-size-1k.json b/03-test/02-size-1k.json
index b17c42c..cd78144 100644
--- a/03-test/02-size-1k.json
+++ b/03-test/02-size-1k.json
@@ -5,512 +5,512 @@
   "spec": {
     "HintLast-0": {
       "01-basic-party": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "party-establishment": "1969-07-21",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "party-establishment": "1983-08-27",
         "party-type": "Customer",
-        "party-typedate": "1997-02-13",
-        "party-gender": "F",
+        "party-typedate": "2000-08-16",
+        "party-gender": "M",
         "party-education": "University",
-        "party-familystatus": "Divorced",
+        "party-familystatus": "Single",
         "party-nchild": 1,
-        "party-industry": "Aerospace",
-        "party-industryposition": "Laborer",
-        "party-residencecountry": "British Indian Ocean Territory (Chagos Archipelago)",
-        "party-city": "Owenschester",
-        "party-income": 198000,
+        "party-industry": "Financial services",
+        "party-industryposition": "Electrician",
+        "party-residencecountry": "Morocco",
+        "party-city": "South Cynthiaside",
+        "party-income": 146000,
         "party-incometype": "Earned",
         "party-peoplehousehold": 3,
-        "party-incomehousehold": 435600,
-        "party-expenseshousehold": 117612,
+        "party-incomehousehold": 233600,
+        "party-expenseshousehold": 95776,
         "party-currency": "USD",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "02-basic-contact": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "contact-id": "a078f670-b0a2-47c6-b199-9b7ae1c5c109",
-        "contact-email": "mvaughn@example.net",
-        "contact-phone": "463-757-0927",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "contact-id": "66ac59c4-7999-4020-95ce-e86c188a0036",
+        "contact-email": "jason47@example.org",
+        "contact-phone": "001-338-488-3480x4154",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "relation-id": "513a7d1f-55a0-48ed-840a-8618128c6346",
-        "relation-childid": "65ea8387-8b03-473d-a98a-30d384685080",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "relation-id": "b3640e08-f6e0-406b-85ef-4e6502068e51",
+        "relation-childid": "deca9d96-a67e-4bc0-a576-2b87ae6489fa",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "account-id": "5ad18a30-aa3a-4d68-a168-db4028637d70",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "account-id": "678ce271-74ea-4f08-a33d-a1c585c34606",
         "account-type": "current account",
-        "account-createdate": "1997-02-13",
+        "account-createdate": "2000-08-16",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "5ad18a30-aa3a-4d68-a168-db4028637d70",
-        "transaction-id": "53cb2468-6b40-4ba1-a62f-c4022164bfa8",
+        "account-id": "678ce271-74ea-4f08-a33d-a1c585c34606",
+        "transaction-id": "a53cfd8c-bdce-402a-8f19-23ef67daa000",
         "transaction-direction": "Incoming",
         "transaction-type": "Standard",
-        "transaction-value": 4339,
+        "transaction-value": 2746,
         "transaction-currency": "USD",
-        "transaction-description": "Freelance Project Payment - Website Design",
-        "transaction-date": "2021-05-24",
-        "counterparty-name": "Megan Roy",
-        "counterparty-iban": "GB54TCSO47616625115174",
+        "transaction-description": "Performance Bonus Payment",
+        "transaction-date": "2021-06-18",
+        "counterparty-name": "Steve Watkins",
+        "counterparty-iban": "GB70JCXS21312651084609",
         "counterparty-other": "",
         "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "event-id": "5da9218a-6508-4df6-8ebc-c1e463b256db",
-        "session-id": "6ccbfe4e-642c-42ed-931f-965e1fe576b5",
-        "event-group": "offer",
-        "event-category": "product list",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "event-id": "c10debc8-418f-4a4e-889a-74b3c495356f",
+        "session-id": "e2ad3c93-be32-4c5b-a9da-ef7037bb6a67",
+        "event-group": "product",
+        "event-category": "account detail",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-04-16 15:54:01",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-05-31 02:32:22",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "3b47a992-0a66-4bd0-b7e4-be9c668b57e1",
-        "communication-id": "6081baf4-cc5b-4e86-a293-5812577fc986",
-        "session-id": "9047b406-a673-480d-9932-ef33db656e12",
-        "content": "Your loan approval process is a black hole. No transparency, no updates.",
+        "party-id": "a9211846-6606-4f37-87c4-7b56674d5e8b",
+        "communication-id": "5b3092ba-a63d-4a63-832b-3c7c3507e00a",
+        "session-id": "f00fe5f6-49a7-4a68-9865-5632e2776848",
+        "content": "I am impressed with the quality of your customer service.",
         "content-type": "text",
         "channel": "email",
-        "communication-date": "2024-04-18 08:05:56",
-        "record-date": "2024-04-18 21:31:57"
+        "communication-date": "2024-05-30 18:10:22",
+        "record-date": "2024-05-31 13:31:45"
       }
     },
     "HintLast-1": {
       "01-basic-party": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "party-establishment": "2005-11-11",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "party-establishment": "1969-03-04",
         "party-type": "Customer",
-        "party-typedate": "2010-10-18",
+        "party-typedate": "1992-07-12",
         "party-gender": "F",
         "party-education": "Elementary school",
-        "party-familystatus": "Single",
+        "party-familystatus": "Divorced",
         "party-nchild": 1,
-        "party-industry": "Education",
+        "party-industry": "Medical services",
         "party-industryposition": "Sales",
-        "party-residencecountry": "Reunion",
-        "party-city": "Santosstad",
-        "party-income": 197000,
+        "party-residencecountry": "Saint Helena",
+        "party-city": "Ronaldberg",
+        "party-income": 165000,
         "party-incometype": "Earned",
         "party-peoplehousehold": 3,
-        "party-incomehousehold": 512200,
-        "party-expenseshousehold": 122928,
+        "party-incomehousehold": 445500,
+        "party-expenseshousehold": 187110,
         "party-currency": "USD",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "02-basic-contact": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "contact-id": "d78c4222-4b34-40ed-aced-5dcc228abb94",
-        "contact-email": "kiddmichael@example.net",
-        "contact-phone": "771-208-2707",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "contact-id": "e086ef74-5892-4d89-8288-3f2389001d95",
+        "contact-email": "kevin58@example.org",
+        "contact-phone": "001-393-723-7077x702",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "relation-id": "354449f6-bbe5-435a-a487-ff7695f1ebfa",
-        "relation-childid": "97c8c680-c2d8-403d-82e4-fc6f9f9d938f",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "relation-id": "e75643ef-e47a-4ccc-9ae1-d98143d32a1b",
+        "relation-childid": "a28bcf01-3cd6-4db0-91e8-96268315cc04",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "account-id": "0bd1bc24-8d96-4e6a-abc7-96b08a67265d",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "account-id": "d397bb57-202a-4908-abbc-203813d7dc7c",
         "account-type": "current account",
-        "account-createdate": "2010-10-18",
+        "account-createdate": "1992-07-12",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "0bd1bc24-8d96-4e6a-abc7-96b08a67265d",
-        "transaction-id": "fc298067-a018-4b70-a5b6-0ed4cfb6ed15",
+        "account-id": "d397bb57-202a-4908-abbc-203813d7dc7c",
+        "transaction-id": "263fbf1d-5885-42e2-bff5-5261d64f947d",
         "transaction-direction": "Incoming",
         "transaction-type": "Instant",
-        "transaction-value": 1405,
+        "transaction-value": 1075,
         "transaction-currency": "USD",
-        "transaction-description": "Bonus Payment for Performance",
-        "transaction-date": "2021-05-07",
-        "counterparty-name": "Dr. Margaret Hicks MD",
-        "counterparty-iban": "GB69MEQS05507570536727",
+        "transaction-description": "",
+        "transaction-date": "2021-07-07",
+        "counterparty-name": "Anna Cunningham",
+        "counterparty-iban": "GB48DVSI26433956364739",
         "counterparty-other": "",
         "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "event-id": "ca200dee-0982-46ef-9bad-a2313ede905c",
-        "session-id": "055e3e55-f7a1-4d15-a1ea-19d39f8bea5c",
-        "event-group": "product",
-        "event-category": "contract detail",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "event-id": "d4d8955b-37b5-436e-9c9d-5158850747b4",
+        "session-id": "ee45c5b6-1765-4cdd-be0d-95cf9a45e7c0",
+        "event-group": "offer",
+        "event-category": "product list",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-04-18 11:27:03",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-05-31 06:22:43",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "87f8caf9-c661-48fc-a23c-79bbb32d4717",
-        "communication-id": "e8505273-b165-4911-8278-a2f55c0456a0",
-        "session-id": "da0dd95d-9e73-44ef-b566-c30d001b42ae",
-        "content": "How can I set up or change a payment plan or due date for my card?",
+        "party-id": "cd603e9b-bd71-45a3-a64b-b50466663a42",
+        "communication-id": "ed665f60-d23a-411b-a8ed-13fb8bb1fbfe",
+        "session-id": "9833c28b-012e-4355-8a5b-7782dcc569f1",
+        "content": "Can you help me understand the different insurance options for my device?",
         "content-type": "text",
         "channel": "email",
-        "communication-date": "2024-04-17 23:20:18",
-        "record-date": "2024-04-18 21:31:57"
+        "communication-date": "2024-05-30 19:25:28",
+        "record-date": "2024-05-31 13:31:45"
       }
     },
     "HintLast-2": {
       "01-basic-party": {
-        "party-id": "c8d068a9-a7f5-42c4-b099-7bd9dba9434c",
-        "party-establishment": "2000-07-05",
+        "party-id": "450a3967-4dc8-4e61-93a9-2a490c2ce8a4",
+        "party-establishment": "1995-07-07",
         "party-type": "Customer",
-        "party-typedate": "2000-09-14",
+        "party-typedate": "2016-05-09",
         "party-gender": "F",
-        "party-education": "Elementary school",
-        "party-familystatus": "Married",
+        "party-education": "High school",
+        "party-familystatus": "Single",
         "party-nchild": 2,
-        "party-industry": "Transport",
-        "party-industryposition": "Sales",
-        "party-residencecountry": "Congo",
-        "party-city": "Annamouth",
-        "party-income": 75000,
+        "party-industry": "IT",
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-        "contact-phone": "9739341516",
+        "party-id": "70419570-71a0-40c8-b557-ec6eed169394",
+        "contact-id": "cdf5fef9-804d-4d5b-83a9-faa7aa75a828",
+        "contact-email": "derekkelly@example.net",
+        "contact-phone": "(963)828-9567x84949",
         "contact-state": "Active",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "03-basic-relation": {
-        "party-id": "511c641e-2797-4fdc-b8c2-1261033ad7a9",
-        "relation-id": "f35e59fd-a947-4e4b-96fc-33acde8e9edf",
-        "relation-childid": "9616f52c-8edf-48d5-8bff-3a9817310b97",
+        "party-id": "70419570-71a0-40c8-b557-ec6eed169394",
+        "relation-id": "dc33c38b-43dd-4c3b-8f38-1c00f4b54e17",
+        "relation-childid": "c381abb3-709b-4a14-8ba1-8086ac49c7df",
         "relation-type": null,
         "relation-date": "1970-01-01 08:00:00",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "04-basic-account": {
-        "party-id": "511c641e-2797-4fdc-b8c2-1261033ad7a9",
-        "account-id": "c73b3f5e-22fc-4f8a-a4de-7d925806aca8",
+        "party-id": "70419570-71a0-40c8-b557-ec6eed169394",
+        "account-id": "f1045df2-b5a0-4dd3-934d-261206c89c79",
         "account-type": "current account",
-        "account-createdate": "2018-11-12",
+        "account-createdate": "2007-08-14",
         "account-state": "active",
         "account-nonactivedate": "2200-01-01",
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "05-basic-transaction": {
-        "account-id": "c73b3f5e-22fc-4f8a-a4de-7d925806aca8",
-        "transaction-id": "5685a8f5-9c97-4a6f-8bc5-3989f8e606fd",
+        "account-id": "f1045df2-b5a0-4dd3-934d-261206c89c79",
+        "transaction-id": "bf4f398c-3b8e-486a-b403-26bc4ffdf4d4",
         "transaction-direction": "Incoming",
         "transaction-type": "Standard",
-        "transaction-value": 4105,
+        "transaction-value": 2160,
         "transaction-currency": "USD",
-        "transaction-description": "Payment for Event Photography Services",
-        "transaction-date": "2022-07-26",
-        "counterparty-name": "Dustin Hurst",
-        "counterparty-iban": "GB63NNZU10959113611364",
+        "transaction-description": "Payment for Home Staging Services Provided",
+        "transaction-date": "2023-08-09",
+        "counterparty-name": "Gary Webster",
+        "counterparty-iban": "GB47RGCM76888942731214",
         "counterparty-other": "",
         "transaction-fraudanomaly": 0.0,
         "transaction-fraud": 0,
-        "record-date": "2024-04-18 21:31:57"
+        "record-date": "2024-05-31 13:31:45"
       },
       "06-basic-event": {
-        "party-id": "511c641e-2797-4fdc-b8c2-1261033ad7a9",
-        "event-id": "0378fa0e-52a3-4324-bf20-470f28c5b308",
-        "session-id": "90d9c8f6-19a3-442a-b9c3-a7e9c4679bee",
+        "party-id": "70419570-71a0-40c8-b557-ec6eed169394",
+        "event-id": "244a76bb-68f7-478b-b3d1-1657ef0a50e0",
+        "session-id": "c8f5a727-de2a-43ba-b971-9c8c6e029ae2",
         "event-group": "offer",
         "event-category": "product list",
         "event-action": "show",
         "event-detail": "",
-        "event-date": "2024-02-24 17:30:44",
-        "record-date": "2024-04-18 21:31:57"
+        "event-date": "2024-04-15 22:39:31",
+        "record-date": "2024-05-31 13:31:45"
       },
       "07-basic-communication": {
-        "party-id": "511c641e-2797-4fdc-b8c2-1261033ad7a9",
-        "communication-id": "39558e46-d584-444e-8298-5641e58443c7",
-        "session-id": "40d10b5f-1598-44dd-9da8-04cc9fa2d04a",
-        "content": "I'm not sure what to do next.",
+        "party-id": "70419570-71a0-40c8-b557-ec6eed169394",
+        "communication-id": "6b1b2404-20d3-43ba-9564-cdfa74492d05",
+        "session-id": "3466d490-f047-48d2-bc5e-91b61f327888",
+        "content": "Assume large onto administration play every fight leave along cup person thousand per raise respond.",
         "content-type": "text",
         "channel": "email",
-        "communication-date": "2024-02-05 03:27:11",
-        "record-date": "2024-04-18 21:31:57"
+        "communication-date": "2024-05-03 18:22:40",
+        "record-date": "2024-05-31 13:31:45"
       }
     }
   }
diff --git a/03-test/20-pipeline.json b/03-test/20-pipeline.json
index 6ad9d8b..c5f13a4 100644
--- a/03-test/20-pipeline.json
+++ b/03-test/20-pipeline.json
@@ -3,33 +3,54 @@
   "description": "Setting for test pipelines for ingestion",
   "kind": "test",
   "spec": {
-        "featuresets": ["basic-party", "basic-contact", "basic-relation", "basic-account"],
+        "featuresets": ["basic-party", "basic-contact", "basic-relation", "basic-account", "basic-transaction",
+        "basic-event", "basic-communication"],
         "tests": {
           "basic-party": {
             "filter": "(event['party-gender'] == 'F')",
-            "extend": "({'ext': 'd'})",
+            "extend": "({'bparty': 'party'})",
             "calc": "",
             "agreg": ""
           },
           "basic-contact": {
-            "filter": "",
-            "extend": "",
+            "filter": "(event['contact-state'] == 'Active')",
+            "extend": "({'bcontact': 'contact'})",
             "calc": "",
             "agreg": ""
           },
           "basic-relation": {
-            "filter": "",
+            "filter": "(event['relation-type'] == 'TTT')",
             "extend": "",
             "calc": "",
             "agreg": ""
           },
           "basic-account": {
-            "filter": "",
-            "extend": "",
+            "filter": "(event['account-state'] == 'active')",
+            "extend": "({'baccount': 'account'})",
+            "calc": "",
+            "agreg": ""
+          },
+          "basic-transaction":
+          {
+            "filter": "(event['transaction-direction'] == 'Incoming' and event['transaction-type'] == 'Standard')",
+            "extend": "({'btransaction': 'transaction'})",
+            "calc": "",
+            "agreg": ""
+          },
+          "basic-event":
+          {
+            "filter": "(event['event-group'] == 'access' and event['event-action'] == 'login')",
+            "extend": "({'bevent': 'event'})",
+            "calc": "",
+            "agreg": ""
+          },
+          "basic-communication":
+          {
+            "filter": "(event['content-type'] == 'text' and event['channel'] == 'xxx')",
+            "extend": "({'bcommunication': 'communication'})",
             "calc": "",
             "agreg": ""
           }
-
         }
   }
 }
\ No newline at end of file
diff --git a/generator/basic_event.py b/generator/basic_event.py
index 66f4f54..acca941 100644
--- a/generator/basic_event.py
+++ b/generator/basic_event.py
@@ -115,8 +115,8 @@ def generate(self, count):
                     if event==0:
                         # add default group, category and action -> login for first event in bundle
                         group="access"
-                        category="login"
-                        action="mobile" if self.rnd_bool() else "web"
+                        category="mobile" if self.rnd_bool() else "web"
+                        action="login"
                     else:
                         # add random group, category, action
                         if party_customer:
diff --git a/generator/version.py b/generator/version.py
index cfeffaa..d40e260 100644
--- a/generator/version.py
+++ b/generator/version.py
@@ -1,3 +1,3 @@
 # Store the version here so:
 
-__version__ = '0.2.3'
\ No newline at end of file
+__version__ = '0.2.4'
\ No newline at end of file