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Prüfe Struktur und 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Batch"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":995,"cache_read_input_tokens":31275,"output_tokens":496,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":995,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":496,"cache_read_input_tokens":31275,"cache_creation_input_tokens":995,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":995},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR2CYyuFXJVoHbvs7H5","type":"assistant","uuid":"6666edcf-b706-4794-a1ce-df0b4db1fa09","timestamp":"2026-07-07T08:53:55.278Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"6666edcf-b706-4794-a1ce-df0b4db1fa09","isSidechain":false,"promptId":"e8d05882-c438-47a9-8cf9-cd9ec4c2f60e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AjRCj72ANjeb87awhcMtHx","type":"tool_result","content":"extracted_xml_data_batch_1.json dict keys=export_AAN_20251202_02-1,export_AAN_20260310_01-1,export_AAN_20260410_01-1,export_AAN_20260507_01-1,export_AAN_20260603_01-1,export_AAN_20260616_02-1,export_AA_20251105_02-1,export_AA_20260521_03-1 \nextracted_xml_data_batch_10.json dict keys=export_WES_20260603_04-1,export_WES_20260603_05-1,export_WES_20260603_06-1,export_WES_20260605_02-1,export_WES_20260605_03-1,export_WES_20260610_02-1,export_WES_20260610_03-1,export_WES_20260610_06-1 \nextracted_xml_data_batch_2.json dict keys=export_CAR_20260702_05-1,export_CC_20260331_01-1,export_CC_20260529_02-1,export_CC_20260617_02-1,export_CC_20260623_02-1,export_CC_20260701_01-1,export_CD_20240314_02-1,export_CD_20260218_01-1 \nextracted_xml_data_batch_3.json dict keys=export_FAB_20260623_01-1,export_FAB_20260625_01-1,export_FAB_20260630_02-1,export_FAB_20260630_05-1,export_FAB_20260701_01-1,export_FBA_20260618_03-1,export_FBA_20260619_02-1,export_FBA_20260626_03-1 \nextracted_xml_data_batch_4.json dict keys=export_HDE_20260702_04-1,export_HDE_20260702_06-1,export_HDE_20260703_04-1,export_HEM_20260129_01-1,export_HEM_20260511_01-1,export_HEM_20260529_02-1,export_HEM_20260602_02-1,export_HEM_20260603_01-1 \nextracted_xml_data_batch_5.json dict keys=export_KSC_20260702_07-1,export_KSC_20260702_08-1,export_KSC_20260706_01-1,export_KSE_20241217_05-1,export_KSE_20260217_02-1,export_KSE_20260217_03-1,export_KSE_20260331_02-1,export_KSE_20260331_03-1 \nextracted_xml_data_batch_6.json dict keys=export_MHE_20260630_06-1,export_MHE_20260630_07-1,export_MHE_20260701_05-1,export_MHE_20260701_06-1,export_MHE_20260702_01-1,export_MH_20260311_01-1,export_MH_20260506_03-1,export_MH_20260520_02-1 \nextracted_xml_data_batch_7.json dict keys=export_NSE_20260602_06-1,export_NSE_20260602_08-1,export_NSE_20260604_01-1,export_NSE_20260604_03-1,export_NSE_20260604_04-1,export_NSE_20260605_03-1,export_NSE_20260609_08-1,export_NSE_20260609_09-1 \nextracted_xml_data_batch_8.json dict keys=export_SDO_20260626_02-1,export_SDO_20260629_03-1,export_SDO_20260630_02-1,export_SDO_20260630_04-1,export_SEM_20260520_01-1,export_SEM_20260527_01-1,export_SEM_20260602_01-1,export_SEM_20260602_02-1 \nextracted_xml_data_batch_9.json dict keys=export_THR_20260703_04-1,export_TKO_20250815_02-1,export_TKO_20260128_04-1,export_TKO_20260304_05-1,export_TKO_20260323_01-1,export_TKO_20260519_01-1,export_TKO_20260601_05-1,export_TKO_20260601_06-1 \nTOTAL Aufträge (falls list): 0","is_error":false}]},"uuid":"cb739fc3-da08-4af3-9793-1b3d14d5f814","timestamp":"2026-07-07T08:53:57.680Z","toolUseResult":{"stdout":"extracted_xml_data_batch_1.json dict keys=export_AAN_20251202_02-1,export_AAN_20260310_01-1,export_AAN_20260410_01-1,export_AAN_20260507_01-1,export_AAN_20260603_01-1,export_AAN_20260616_02-1,export_AA_20251105_02-1,export_AA_20260521_03-1 \nextracted_xml_data_batch_10.json dict keys=export_WES_20260603_04-1,export_WES_20260603_05-1,export_WES_20260603_06-1,export_WES_20260605_02-1,export_WES_20260605_03-1,export_WES_20260610_02-1,export_WES_20260610_03-1,export_WES_20260610_06-1 \nextracted_xml_data_batch_2.json dict keys=export_CAR_20260702_05-1,export_CC_20260331_01-1,export_CC_20260529_02-1,export_CC_20260617_02-1,export_CC_20260623_02-1,export_CC_20260701_01-1,export_CD_20240314_02-1,export_CD_20260218_01-1 \nextracted_xml_data_batch_3.json dict keys=export_FAB_20260623_01-1,export_FAB_20260625_01-1,export_FAB_20260630_02-1,export_FAB_20260630_05-1,export_FAB_20260701_01-1,export_FBA_20260618_03-1,export_FBA_20260619_02-1,export_FBA_20260626_03-1 \nextracted_xml_data_batch_4.json dict keys=export_HDE_20260702_04-1,export_HDE_20260702_06-1,export_HDE_20260703_04-1,export_HEM_20260129_01-1,export_HEM_20260511_01-1,export_HEM_20260529_02-1,export_HEM_20260602_02-1,export_HEM_20260603_01-1 \nextracted_xml_data_batch_5.json dict keys=export_KSC_20260702_07-1,export_KSC_20260702_08-1,export_KSC_20260706_01-1,export_KSE_20241217_05-1,export_KSE_20260217_02-1,export_KSE_20260217_03-1,export_KSE_20260331_02-1,export_KSE_20260331_03-1 \nextracted_xml_data_batch_6.json dict keys=export_MHE_20260630_06-1,export_MHE_20260630_07-1,export_MHE_20260701_05-1,export_MHE_20260701_06-1,export_MHE_20260702_01-1,export_MH_20260311_01-1,export_MH_20260506_03-1,export_MH_20260520_02-1 \nextracted_xml_data_batch_7.json dict keys=export_NSE_20260602_06-1,export_NSE_20260602_08-1,export_NSE_20260604_01-1,export_NSE_20260604_03-1,export_NSE_20260604_04-1,export_NSE_20260605_03-1,export_NSE_20260609_08-1,export_NSE_20260609_09-1 \nextracted_xml_data_batch_8.json dict keys=export_SDO_20260626_02-1,export_SDO_20260629_03-1,export_SDO_20260630_02-1,export_SDO_20260630_04-1,export_SEM_20260520_01-1,export_SEM_20260527_01-1,export_SEM_20260602_01-1,export_SEM_20260602_02-1 \nextracted_xml_data_batch_9.json dict keys=export_THR_20260703_04-1,export_TKO_20250815_02-1,export_TKO_20260128_04-1,export_TKO_20260304_05-1,export_TKO_20260323_01-1,export_TKO_20260519_01-1,export_TKO_20260601_05-1,export_TKO_20260601_06-1 \nTOTAL Aufträge (falls list): 0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"6666edcf-b706-4794-a1ce-df0b4db1fa09","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"41793a05-09f3-4dd7-a3cb-4b9a3d2dfee1","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR349ExGfMLkS6jWtxR","type":"message","role":"assistant","content":[{"type":"text","text":"Struktur ist ein Dict, Keys = Auftrags-IDs (`export_...`). Zähle Aufträge gesamt:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1791,"cache_read_input_tokens":32270,"output_tokens":270,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1791,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":270,"cache_read_input_tokens":32270,"cache_creation_input_tokens":1791,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1791},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR32VXTde89T4sdiNmp","type":"assistant","uuid":"27d7c8ae-f392-4f44-bab3-83831b319bdd","timestamp":"2026-07-07T08:54:04.968Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"e11e881e-9b33-4a4c-b1d4-d32f198911ed","isSidechain":false,"promptId":"e8d05882-c438-47a9-8cf9-cd9ec4c2f60e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01WNWChZX888BZLzTQbkwLhN","type":"tool_result","content":"extracted_xml_data_batch_1.json 200 Aufträge\nextracted_xml_data_batch_10.json 28 Aufträge\nextracted_xml_data_batch_2.json 200 Aufträge\nextracted_xml_data_batch_3.json 200 Aufträge\nextracted_xml_data_batch_4.json 200 Aufträge\nextracted_xml_data_batch_5.json 200 Aufträge\nextracted_xml_data_batch_6.json 200 Aufträge\nextracted_xml_data_batch_7.json 200 Aufträge\nextracted_xml_data_batch_8.json 200 Aufträge\nextracted_xml_data_batch_9.json 200 Aufträge\nTOTAL: 1828","is_error":false}]},"uuid":"7dbe47ca-3ab9-44f3-bb5e-9b61608288d5","timestamp":"2026-07-07T08:54:07.243Z","toolUseResult":{"stdout":"extracted_xml_data_batch_1.json 200 Aufträge\nextracted_xml_data_batch_10.json 28 Aufträge\nextracted_xml_data_batch_2.json 200 Aufträge\nextracted_xml_data_batch_3.json 200 Aufträge\nextracted_xml_data_batch_4.json 200 Aufträge\nextracted_xml_data_batch_5.json 200 Aufträge\nextracted_xml_data_batch_6.json 200 Aufträge\nextracted_xml_data_batch_7.json 200 Aufträge\nextracted_xml_data_batch_8.json 200 Aufträge\nextracted_xml_data_batch_9.json 200 Aufträge\nTOTAL: 1828","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e11e881e-9b33-4a4c-b1d4-d32f198911ed","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"38063568-1a4f-44f8-ab15-b68ef00c8306","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR3nM1DvCFXrjipY8Gj","type":"message","role":"assistant","content":[{"type":"text","text":"Prüfe, ob die Auftrags-Struktur der bekannten (`extracted_xml_data.json`, 191) entspricht:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":653,"cache_read_input_tokens":34061,"output_tokens":480,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":653,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":480,"cache_read_input_tokens":34061,"cache_creation_input_tokens":653,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":653},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR3jQtusGJzEyrMxW1Y","type":"assistant","uuid":"faf79653-10f1-41b4-a01c-3f1dc5079e37","timestamp":"2026-07-07T08:54:13.581Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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Auftrags"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":653,"cache_read_input_tokens":34061,"output_tokens":480,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":653,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":480,"cache_read_input_tokens":34061,"cache_creation_input_tokens":653,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":653},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR3jQtusGJzEyrMxW1Y","type":"assistant","uuid":"128f9ba7-6197-489b-923a-e9176ff1bc72","timestamp":"2026-07-07T08:54:16.811Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"128f9ba7-6197-489b-923a-e9176ff1bc72","isSidechain":false,"promptId":"e8d05882-c438-47a9-8cf9-cd9ec4c2f60e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HvMDA4FRsX2hbyrGx4FNPd","type":"tool_result","content":"Auftrag-Key: export_AAN_20251202_02-1\nTyp: dict\n kopf_summe_einkaufspreis: float = 24775.84\n kopf_summe_positionen_liste: float = 92119.0\n kopf_summe_positionen: float = 52165.45\n kopf_montage_zeit: float = 253.0\n kopf_montage_wert: float = 0.0\n kopf_fracht: float = 0.0\n kopf_rabatt_wert: float = 39953.55\n kopf_rabatt_prozent: float = 43.37\n kopf_aufschlag_wert: float = 27389.61\n kopf_aufschlag_prozent: float = 110.55\n kopf_kundenpreis_netto: float = 52165.45\n kopf_aw_wert: float = 164.0\n kopf_re: float = 27389.61\n kopf_ka: float = 110.55\n fzg_hersteller_id: str = for\n fzg_typ: str = Connect\n fzg_baujahr: str = |txt_fzg_ab| 23\n fzg_dach: str = H1\n fzg_antrieb: str = F\n fzg_leasing: int = 0\n fzg_rad_stand: str = 2755mm, L1, 4501mm\n fzg_seitentuer: str = beide\n fzg_wand: str = TW\n wuerth_innen_landeskenner: str = NO\n currency: str = EUR\n kde_name: str = MADSPUSSEROPP AS\n kde_name_1: str = \n kde_name_2: str = \n kde_landeskenner: str = NO\n kde_plz: int = 3946\n kde_strasse: str = MOEN 17, LAGER 8\n montage_art: str = kunde\n quotation_state: str = offer\n struktur_data_json: dict = {'root': {'typ': 'root', 'version': 1.1, 'fzg_id': 'FZG_056_\n artikel_data_json: dict = {'VD022': {'rabatt_wert': 299.7, 'preis': 366.3, 'modul_id':","is_error":false}]},"uuid":"d3742cff-3de1-4eeb-8004-d4444680c537","timestamp":"2026-07-07T08:54:17.085Z","toolUseResult":{"stdout":"Auftrag-Key: export_AAN_20251202_02-1\nTyp: dict\n kopf_summe_einkaufspreis: float = 24775.84\n kopf_summe_positionen_liste: float = 92119.0\n kopf_summe_positionen: float = 52165.45\n kopf_montage_zeit: float = 253.0\n kopf_montage_wert: float = 0.0\n kopf_fracht: float = 0.0\n kopf_rabatt_wert: float = 39953.55\n kopf_rabatt_prozent: float = 43.37\n kopf_aufschlag_wert: float = 27389.61\n kopf_aufschlag_prozent: float = 110.55\n kopf_kundenpreis_netto: float = 52165.45\n kopf_aw_wert: float = 164.0\n kopf_re: float = 27389.61\n kopf_ka: float = 110.55\n fzg_hersteller_id: str = for\n fzg_typ: str = Connect\n fzg_baujahr: str = |txt_fzg_ab| 23\n fzg_dach: str = H1\n fzg_antrieb: str = F\n fzg_leasing: int = 0\n fzg_rad_stand: str = 2755mm, L1, 4501mm\n fzg_seitentuer: str = beide\n fzg_wand: str = TW\n wuerth_innen_landeskenner: str = NO\n currency: str = EUR\n kde_name: str = MADSPUSSEROPP AS\n kde_name_1: str = \n kde_name_2: str = \n kde_landeskenner: str = NO\n kde_plz: int = 3946\n kde_strasse: str = MOEN 17, LAGER 8\n montage_art: str = kunde\n quotation_state: str = offer\n struktur_data_json: dict = {'root': {'typ': 'root', 'version': 1.1, 'fzg_id': 'FZG_056_\n artikel_data_json: dict = {'VD022': {'rabatt_wert': 299.7, 'preis': 366.3, 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{"parentUuid":"757b5530-3160-46db-a5c3-9e9ca5a1ef43","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR4bzBtDYiu6FuJ756b","type":"message","role":"assistant","content":[{"type":"text","text":"Angeschaut. Zusammenfassung:\n\n**`extracted_xml_data_batch/`** — 10 JSON-Dateien (~155 MB), zusammen **1828 Aufträge** (9× 200 + 1× 28).\n\n- Struktur: Dict, Key = Auftrags-ID (`export___NN-1`).\n- Pro Auftrag dasselbe Schema wie bisher, u.a.:\n - **Kopf-Kennzahlen**: `kopf_summe_einkaufspreis`, `kopf_summe_positionen`, `kopf_kundenpreis_netto`, `kopf_rabatt_wert/_prozent`, `kopf_aufschlag_wert/_prozent`, `kopf_montage_zeit/_wert`, `kopf_re`, `kopf_ka`.\n - **Fahrzeug**: `fzg_hersteller_id`, `fzg_typ`, `fzg_baujahr`, `fzg_dach`, `fzg_antrieb`, `fzg_rad_stand`, `fzg_seitentuer`, `fzg_wand`, `fzg_leasing`. Die Fzg-Daten liegen hier also schon direkt als Felder vor, nicht nur in .plax-Rohdaten.\n - **Kunde**: `kde_name`, `kde_landeskenner`, `kde_plz`, `kde_strasse` (Beispiel oben: norwegischer Kunde, `NO`).\n - **Sonstiges**: `montage_art`, `quotation_state` (z.B. `offer`), `currency`.\n - **Verschachtelt**: `struktur_data_json` (Aufbau-Baum, `root`/`fzg_id`/version) und `artikel_data_json` (Artikel-Map mit `preis`, `rabatt_wert`, `modul_id`).\n\nDamit ist die Datenbasis von 191 auf 1828 gewachsen — nahe am Zielwert ~2000."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1199,"cache_read_input_tokens":34714,"output_tokens":844,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1199,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":844,"cache_read_input_tokens":34714,"cache_creation_input_tokens":1199,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1199},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR4XfEkGwE3ccxaa3gZ","type":"assistant","uuid":"5838f930-40ea-4696-ab7c-07a9129ff0c8","timestamp":"2026-07-07T08:54:31.784Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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aufhübschen?"},"uuid":"30b67b0f-214d-4b65-9dec-f78eba51871c","timestamp":"2026-07-07T09:16:05.573Z","permissionMode":"default","origin":{"kind":"human"},"promptSource":"typed","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"91d3a7a4-8851-4538-8fbd-7325d299fff7","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnSixpju3crwSyxJKjkP","type":"message","role":"assistant","content":[{"type":"text","text":"Ich muss erst verstehen, wie „unsere Daten\" aktuell befüllt werden (DB + Ingest-Pipeline), bevor ich einen Plan 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{"parentUuid":"e664bb33-d0c3-4c51-8cbd-ec40ef760843","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Uv4U5W8kExeJGZ4zDUMp6v","type":"tool_result","content":"=== data/ ===\ndata/extracted_xml_data.json\n=== projekt-root (spiegel) ===\ntotal 208\ndrwxr-xr-x 22 marcus.hinz staff 704 Jul 6 09:15 .\ndrwxr-xr-x 18 marcus.hinz staff 576 Jul 4 14:50 ..\n-rw-r--r--@ 1 marcus.hinz staff 10244 Jul 6 10:27 .DS_Store\n-rw-r--r-- 1 marcus.hinz staff 269 Jul 1 12:59 .gitignore\ndrwxr-xr-x 3 marcus.hinz wheel 96 Jun 30 14:06 .vscode\n-rw-r--r-- 1 marcus.hinz wheel 612 Jun 30 14:06 README.md\n-rwxr-xr-x 1 marcus.hinz staff 247 Jul 3 08:37 build.sh\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 6 11:47 data\n-rwxr-xr-x 1 marcus.hinz staff 245 Jul 3 08:37 dev.sh\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 3 10:29 dist\n-rw-r--r-- 1 marcus.hinz wheel 376 Jun 30 14:06 index.html\n-rw-r--r--@ 1 marcus.hinz staff 7000 Jul 6 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Jul 6 10:27 .DS_Store\n-rw-r--r-- 1 marcus.hinz staff 269 Jul 1 12:59 .gitignore\ndrwxr-xr-x 3 marcus.hinz wheel 96 Jun 30 14:06 .vscode\n-rw-r--r-- 1 marcus.hinz wheel 612 Jun 30 14:06 README.md\n-rwxr-xr-x 1 marcus.hinz staff 247 Jul 3 08:37 build.sh\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 6 11:47 data\n-rwxr-xr-x 1 marcus.hinz staff 245 Jul 3 08:37 dev.sh\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 3 10:29 dist\n-rw-r--r-- 1 marcus.hinz wheel 376 Jun 30 14:06 index.html\n-rw-r--r--@ 1 marcus.hinz staff 7000 Jul 6 09:15 ki-usecases.drawio\ndrwxr-xr-x 41 marcus.hinz staff 1312 Jul 3 10:28 node_modules\n-rw-r--r-- 1 marcus.hinz staff 49008 Jul 3 10:28 package-lock.json\n-rw-r--r-- 1 marcus.hinz staff 500 Jul 3 10:28 package.json\ndrwxr-xr-x 14 marcus.hinz staff 448 Jul 6 11:19 pipeline\ndrwxr-xr-x 4 marcus.hinz wheel 128 Jun 30 14:06 public\ndrwxr-xr-x 7 marcus.hinz wheel 224 Jul 6 12:06 src\ndrwxr-xr-x 13 marcus.hinz wheel 416 Jul 3 08:40 src-tauri\n-rw-r--r-- 1 marcus.hinz wheel 661 Jun 30 14:06 tsconfig.json\n-rw-r--r-- 1 marcus.hinz wheel 213 Jun 30 14:06 tsconfig.node.json\n-rw-r--r-- 1 marcus.hinz wheel 812 Jun 30 14:06 vite.config.ts","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e664bb33-d0c3-4c51-8cbd-ec40ef760843","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"2de4e4e4-7440-4383-b605-79507a7f4b32","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTDGJVcqW2C4HSTujTy","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1500,"cache_read_input_tokens":36777,"output_tokens":228,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1500,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":228,"cache_read_input_tokens":36777,"cache_creation_input_tokens":1500,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1500},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTDFC23rwfJH9Y5vNj5","type":"assistant","uuid":"2a7996e2-c48b-443e-9c0e-ef90985a3657","timestamp":"2026-07-07T09:22:32.931Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"2ce516e1-f5c7-4a33-bf05-961d122f5bab","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BLs8DmKsXoRN4K43XBSGzJ","type":"tool_result","content":"=== pipeline/ ===\ntotal 440\ndrwxr-xr-x 14 marcus.hinz staff 448 Jul 6 11:19 .\ndrwxr-xr-x 22 marcus.hinz staff 704 Jul 6 09:15 ..\n-rw-r--r-- 1 marcus.hinz staff 3877 Jun 30 16:18 collect_fzg_text.py\n-rw-r--r-- 1 marcus.hinz staff 3931 Jul 1 11:04 enrich_currency.py\n-rw-r--r-- 1 marcus.hinz staff 1745 Jun 30 16:30 enrich_fzg_load.py\n-rw-r--r-- 1 marcus.hinz staff 2802 Jun 30 14:49 enrich_load.py\ndrwxr-xr-x 12 marcus.hinz staff 384 Jun 30 14:48 enrichment\n-rw-r--r-- 1 marcus.hinz staff 6049 Jul 1 10:26 extract_stueckliste.py\n-rw-r--r-- 1 marcus.hinz staff 992 Jul 1 12:08 fx_cache.json\ndrwxr-xr-x 10 marcus.hinz staff 320 Jun 30 16:30 fzg_enrichment\n-rw-r--r-- 1 marcus.hinz staff 98805 Jun 30 16:18 fzg_texts.json\n-rw-r--r-- 1 marcus.hinz staff 6796 Jul 1 12:07 import.py\n-rw-r--r-- 1 marcus.hinz staff 8236 Jul 6 11:19 schema.sql\n-rw-r--r-- 1 marcus.hinz staff 73349 Jul 1 12:08 stueckliste.json\n=== data/ ===\ntotal 40528\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 6 11:47 .\ndrwxr-xr-x 22 marcus.hinz staff 704 Jul 6 09:15 ..\n-rw-r--r--@ 1 marcus.hinz staff 6148 Jun 30 15:58 .DS_Store\ndrwxrwxr-x@ 216 marcus.hinz staff 6912 Jun 24 15:37 Auftragsplanungen\n-rw-r--r--@ 1 marcus.hinz staff 18617991 Jun 30 14:36 extracted_xml_data.json\n-rw-r--r-- 1 marcus.hinz staff 1179648 Jul 6 11:47 wuerth.db","is_error":false}]},"uuid":"9d45d6e3-5a0c-4ce4-9a45-a290045bff31","timestamp":"2026-07-07T09:22:34.156Z","toolUseResult":{"stdout":"=== pipeline/ ===\ntotal 440\ndrwxr-xr-x 14 marcus.hinz staff 448 Jul 6 11:19 .\ndrwxr-xr-x 22 marcus.hinz staff 704 Jul 6 09:15 ..\n-rw-r--r-- 1 marcus.hinz staff 3877 Jun 30 16:18 collect_fzg_text.py\n-rw-r--r-- 1 marcus.hinz staff 3931 Jul 1 11:04 enrich_currency.py\n-rw-r--r-- 1 marcus.hinz staff 1745 Jun 30 16:30 enrich_fzg_load.py\n-rw-r--r-- 1 marcus.hinz staff 2802 Jun 30 14:49 enrich_load.py\ndrwxr-xr-x 12 marcus.hinz staff 384 Jun 30 14:48 enrichment\n-rw-r--r-- 1 marcus.hinz staff 6049 Jul 1 10:26 extract_stueckliste.py\n-rw-r--r-- 1 marcus.hinz staff 992 Jul 1 12:08 fx_cache.json\ndrwxr-xr-x 10 marcus.hinz staff 320 Jun 30 16:30 fzg_enrichment\n-rw-r--r-- 1 marcus.hinz staff 98805 Jun 30 16:18 fzg_texts.json\n-rw-r--r-- 1 marcus.hinz staff 6796 Jul 1 12:07 import.py\n-rw-r--r-- 1 marcus.hinz staff 8236 Jul 6 11:19 schema.sql\n-rw-r--r-- 1 marcus.hinz staff 73349 Jul 1 12:08 stueckliste.json\n=== data/ ===\ntotal 40528\ndrwxr-xr-x 6 marcus.hinz staff 192 Jul 6 11:47 .\ndrwxr-xr-x 22 marcus.hinz staff 704 Jul 6 09:15 ..\n-rw-r--r--@ 1 marcus.hinz staff 6148 Jun 30 15:58 .DS_Store\ndrwxrwxr-x@ 216 marcus.hinz staff 6912 Jun 24 15:37 Auftragsplanungen\n-rw-r--r--@ 1 marcus.hinz staff 18617991 Jun 30 14:36 extracted_xml_data.json\n-rw-r--r-- 1 marcus.hinz staff 1179648 Jul 6 11:47 wuerth.db","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"2ce516e1-f5c7-4a33-bf05-961d122f5bab","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"9d45d6e3-5a0c-4ce4-9a45-a290045bff31","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTDaJTzxouWzLxpuzjA","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_012cYDTFUzNQWmicRRQSfu4Q","name":"Read","input":{"file_path":"/home/marcuh/projects/08-07/pipeline/import.py"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1111,"cache_read_input_tokens":38277,"output_tokens":74,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1111,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":74,"cache_read_input_tokens":38277,"cache_creation_input_tokens":1111,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1111},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTDZFxhdct5ZtCyUnYS","type":"assistant","uuid":"ae2573a1-88e7-4b58-b310-511714276536","timestamp":"2026-07-07T09:22:36.014Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"ae2573a1-88e7-4b58-b310-511714276536","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012cYDTFUzNQWmicRRQSfu4Q","type":"tool_result","content":"1\t#!/usr/bin/env python3\n2\t\"\"\"JSON -> SQLite (Arbeitsschicht).\n3\t\n4\tLiest den Plato-Export und schreibt die normalisierten Tabellen\n5\t(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\n6\tschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n7\t\n8\tRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n9\t\"\"\"\n10\timport argparse\n11\timport html\n12\timport re\n13\timport sqlite3\n14\tfrom pathlib import Path\n15\t\n16\tKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n17\t\n18\tLAND_MAP = {\n19\t \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n20\t \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n21\t \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n22\t \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n23\t \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n24\t \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n25\t \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n26\t \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n27\t}\n28\t\n29\t# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n30\t# Übersteuert Kundenkenner und Innendienst-Fallback.\n31\tLAND_OVERRIDE = {\n32\t \"autohaus schmid ford\": \"AT\",\n33\t \"car's paradise di andrea tosti\": \"IT\",\n34\t \"eks stefan strasser\": \"DE\",\n35\t}\n36\t\n37\t\n38\tdef clean(s):\n39\t return html.unescape(s).strip() if isinstance(s, str) else s\n40\t\n41\t\n42\tdef norm_name(s):\n43\t return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n44\t\n45\t\n46\tdef norm_land(landeskenner):\n47\t return LAND_MAP.get(clean(landeskenner).upper(), None)\n48\t\n49\t\n50\tdef parse_key(key):\n51\t m = KEY_RE.match(key)\n52\t bearbeiter, datum8, _nr = m.groups()\n53\t datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n54\t return bearbeiter, datum\n55\t\n56\t\n57\tdef comp_mengen(struktur):\n58\t \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n59\t mengen = {}\n60\t\n61\t def walk(node):\n62\t if isinstance(node, dict):\n63\t for k, v in node.items():\n64\t if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n65\t mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n66\t else:\n67\t walk(v)\n68\t elif isinstance(node, list):\n69\t for v in node:\n70\t walk(v)\n71\t\n72\t walk(struktur)\n73\t return mengen\n74\t\n75\t\n76\tdef main():\n77\t ap = argparse.ArgumentParser()\n78\t here = Path(__file__).resolve().parent\n79\t ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n80\t ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n81\t ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n82\t args = ap.parse_args()\n83\t\n84\t import json\n85\t data = json.loads(Path(args.input).read_text())\n86\t\n87\t db = Path(args.db)\n88\t if db.exists():\n89\t db.unlink()\n90\t con = sqlite3.connect(db)\n91\t con.executescript(Path(args.schema).read_text())\n92\t con.execute(\"PRAGMA foreign_keys = ON\")\n93\t\n94\t kunde_ids = {} # name_norm|plz -> kunde_id\n95\t next_kunde = 1\n96\t\n97\t for key, rec in data.items():\n98\t bearbeiter, datum = parse_key(key)\n99\t\n100\t name_roh = clean(rec[\"kde_name\"])\n101\t name_norm = norm_name(rec[\"kde_name\"])\n102\t plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n103\t dedup = f\"{name_norm}|{plz}\"\n104\t if dedup not in kunde_ids:\n105\t kunde_ids[dedup] = next_kunde\n106\t con.execute(\n107\t \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n108\t \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n109\t (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n110\t clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n111\t clean(rec[\"kde_landeskenner\"]),\n112\t # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n113\t LAND_OVERRIDE.get(name_norm)\n114\t or norm_land(rec[\"kde_landeskenner\"])\n115\t or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n116\t )\n117\t next_kunde += 1\n118\t kunde_id = kunde_ids[dedup]\n119\t\n120\t con.execute(\n121\t \"INSERT INTO auftraege (\"\n122\t \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n123\t \"currency, wuerth_innen_landeskenner, \"\n124\t \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n125\t \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n126\t \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n127\t \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n128\t \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n129\t \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n130\t (\n131\t key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n132\t clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n133\t clean(rec[\"wuerth_innen_landeskenner\"]),\n134\t rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n135\t rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n136\t rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n137\t rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n138\t rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n139\t rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n140\t clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n141\t clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n142\t clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n143\t clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n144\t clean(rec[\"fzg_wand\"]),\n145\t ),\n146\t )\n147\t\n148\t mengen = comp_mengen(rec[\"struktur_data_json\"])\n149\t for modul_id, art in rec[\"artikel_data_json\"].items():\n150\t con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n151\t preis_liste = art[\"preis_liste\"]\n152\t rabatt_wert = art[\"rabatt_wert\"]\n153\t rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n154\t con.execute(\n155\t \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n156\t \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n157\t \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n158\t (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n159\t art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n160\t art[\"aw_wert\"], art[\"typ\"]),\n161\t )\n162\t\n163\t con.commit()\n164\t\n165\t n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n166\t print(f\"kunden {n('kunden')}\")\n167\t print(f\"auftraege {n('auftraege')}\")\n168\t print(f\"module {n('module')}\")\n169\t print(f\"positionen {n('positionen')}\")\n170\t con.close()\n171\t\n172\t\n173\tif __name__ == \"__main__\":\n174\t main()\n175\t"}]},"uuid":"7f4a18ab-6aa8-432c-978f-8292785884e6","timestamp":"2026-07-07T09:22:36.041Z","toolUseResult":{"type":"text","file":{"filePath":"/home/marcuh/projects/08-07/pipeline/import.py","content":"#!/usr/bin/env python3\n\"\"\"JSON -> SQLite (Arbeitsschicht).\n\nLiest den Plato-Export und schreibt die normalisierten Tabellen\n(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\nschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n\nRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n\"\"\"\nimport argparse\nimport html\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n\nLAND_MAP = {\n \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n}\n\n# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n# Übersteuert Kundenkenner und Innendienst-Fallback.\nLAND_OVERRIDE = {\n \"autohaus schmid ford\": \"AT\",\n \"car's paradise di andrea tosti\": \"IT\",\n \"eks stefan strasser\": \"DE\",\n}\n\n\ndef clean(s):\n return html.unescape(s).strip() if isinstance(s, str) else s\n\n\ndef norm_name(s):\n return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n\n\ndef norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)\n\n\ndef parse_key(key):\n m = KEY_RE.match(key)\n bearbeiter, datum8, _nr = m.groups()\n datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n return bearbeiter, datum\n\n\ndef comp_mengen(struktur):\n \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n mengen = {}\n\n def walk(node):\n if isinstance(node, dict):\n for k, v in node.items():\n if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n else:\n walk(v)\n elif isinstance(node, list):\n for v in node:\n walk(v)\n\n walk(struktur)\n return mengen\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n args = ap.parse_args()\n\n import json\n data = json.loads(Path(args.input).read_text())\n\n db = Path(args.db)\n if db.exists():\n db.unlink()\n con = sqlite3.connect(db)\n con.executescript(Path(args.schema).read_text())\n con.execute(\"PRAGMA foreign_keys = ON\")\n\n kunde_ids = {} # name_norm|plz -> kunde_id\n next_kunde = 1\n\n for key, rec in data.items():\n bearbeiter, datum = parse_key(key)\n\n name_roh = clean(rec[\"kde_name\"])\n name_norm = norm_name(rec[\"kde_name\"])\n plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n dedup = f\"{name_norm}|{plz}\"\n if dedup not in kunde_ids:\n kunde_ids[dedup] = next_kunde\n con.execute(\n \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n clean(rec[\"kde_landeskenner\"]),\n # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n LAND_OVERRIDE.get(name_norm)\n or norm_land(rec[\"kde_landeskenner\"])\n or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n )\n next_kunde += 1\n kunde_id = kunde_ids[dedup]\n\n con.execute(\n \"INSERT INTO auftraege (\"\n \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n \"currency, wuerth_innen_landeskenner, \"\n \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n (\n key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n clean(rec[\"wuerth_innen_landeskenner\"]),\n rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n clean(rec[\"fzg_wand\"]),\n ),\n )\n\n mengen = comp_mengen(rec[\"struktur_data_json\"])\n for modul_id, art in rec[\"artikel_data_json\"].items():\n con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n preis_liste = art[\"preis_liste\"]\n rabatt_wert = art[\"rabatt_wert\"]\n rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n con.execute(\n \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n art[\"aw_wert\"], art[\"typ\"]),\n )\n\n con.commit()\n\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n print(f\"kunden {n('kunden')}\")\n print(f\"auftraege {n('auftraege')}\")\n print(f\"module {n('module')}\")\n print(f\"positionen {n('positionen')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n","numLines":175,"startLine":1,"totalLines":175}},"sourceToolAssistantUUID":"ae2573a1-88e7-4b58-b310-511714276536","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"type":"last-prompt","lastPrompt":"kannst du unsere daten damit aufhübschen?","leafUuid":"7f4a18ab-6aa8-432c-978f-8292785884e6","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} 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COMP-Struktur):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3671,"cache_read_input_tokens":39388,"output_tokens":1372,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3671,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1372,"cache_read_input_tokens":39388,"cache_creation_input_tokens":3671,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3671},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTDhRqpeALD2i5Q1FvH","type":"assistant","uuid":"ac225640-21ed-47d8-8e05-ce1976177261","timestamp":"2026-07-07T09:22:44.704Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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['kde_name','kde_name_1','kde_name_2','kde_plz','kde_strasse','kde_landeskenner','wuerth_innen_landeskenner','quotation_state','montage_art','currency','kopf_summe_einkaufspreis','kopf_summe_positionen_liste','kopf_summe_positionen','kopf_montage_zeit','kopf_montage_wert','kopf_fracht','kopf_rabatt_wert','kopf_rabatt_prozent','kopf_aufschlag_wert','kopf_aufschlag_prozent','kopf_kundenpreis_netto','kopf_aw_wert','kopf_re','kopf_ka','fzg_hersteller_id','fzg_typ','fzg_baujahr','fzg_dach','fzg_antrieb','fzg_leasing','fzg_rad_stand','fzg_seitentuer','fzg_wand','struktur_data_json','artikel_data_json']\nneed_art = ['preis_liste','rabatt_wert','einkaufspreis','preis','aufschlag_wert','aw_wert','typ','modul_id']\nimport re\nKEY_RE = re.compile(r'^export_(.+)_(\\d{8})_(\\d+)-\\d+\\$')\nmiss_rec=set(); miss_art=set(); badkey=[]; n=0; nart=0\nfor f in sorted(glob.glob('*.json')):\n d=json.load(open(f))\n for key,rec in d.items():\n n+=1\n if not KEY_RE.match(key): badkey.append(key)\n for fld in 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{"parentUuid":"daab7c83-a99f-4c9e-ba87-22dc2cb87251","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTF8guTDqebTRAXonXZ","type":"message","role":"assistant","content":[{"type":"text","text":"Alle Felder vorhanden, alle Keys passen: **1828 Aufträge, 36 689 Positionen**, 0 Fehler. `import.py` kann die Daten direkt verarbeiten, sobald sie in einer JSON zusammengeführt sind.\n\nVor dem Plan prüfe ich noch die nachgelagerte Veredelung (was offline durchläuft vs. was LLM/API/Rohdaten braucht):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1454,"cache_read_input_tokens":43059,"output_tokens":1027,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1454,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1027,"cache_read_input_tokens":43059,"cache_creation_input_tokens":1454,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1454},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTF1kSXT1tTQvUriCRE","type":"assistant","uuid":"5d3bd159-d816-4dda-ba16-a6c9bf99593c","timestamp":"2026-07-07T09:23:14.099Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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Enrichment-Skripte"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1454,"cache_read_input_tokens":43059,"output_tokens":1027,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1454,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1027,"cache_read_input_tokens":43059,"cache_creation_input_tokens":1454,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1454},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTF1kSXT1tTQvUriCRE","type":"assistant","uuid":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","timestamp":"2026-07-07T09:23:15.894Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FjLPtnb8euDJthtgqT97ye","type":"tool_result","content":"===== enrich_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Web-Recherche-Ergebnisse -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/enrichment/ und fuellt\ndie Tabellen kunde_firmendaten (konsolidiert) und web_cache (Beleg je Kunde).\nIdempotent: leert beide Tabellen vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\nFELDER = [\n \"branche_nace\", \"branche_text\", \"gewerk\", \"segment\", \"mitarbeiter_kl\",\n \"umsatz_kl\", \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\",\n \"hr_nummer\", \"konfidenz\", \"bestaetigt\", \"quelle_primaer\",\n]\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n===== enrich_currency.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Währung + Wechselkurs je Auftrag -> SQLite (Veredelungsschicht).\n\nDie echte Landeswährung steht nur im .plax-XML (CURRENCY:USER:EINSTELLUNGEN_LAND),\nnicht im JSON-Export (dort konstant EUR). Dieses Skript liest sie je Auftrag und\nholt den ECB-Tageskurs (EUR->Währung) zum Auftragsdatum über frankfurter.dev.\nDie Kurse werden in pipeline/fx_cache.json gecacht -> wiederholbar/offline nach\neinmaligem Abruf. EUR-Aufträge bekommen Kurs 1.\n\nReihenfolge: nach import.py laufen (braucht auftraege.datum).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport urllib.request\nimport zipfile\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\nCUR_RE = re.compile(\n r'VARNAME:CURRENCY:USER:EINSTELLUNGEN_LAND\"\\s+value=\"([^\"]*)\"'\n)\n\n\n===== enrich_fzg_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Fahrzeug-Extraktion -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/fzg_enrichment/ und\nfuellt die Tabelle auftrag_fzg. Idempotent: leert die Tabelle vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"fzg_enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n===== extract_stueckliste.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Stücklisten-Klartext aus den eingebetteten PDFs der .plax ziehen.\n\nDie Bauteil-Bezeichnung + Würth-Artikelnummer stehen nur in der PDF\n(Auftragsbestätigung/Angebot) jeder .plax, nicht in XML/JSON. Dieses Skript\nliest alle PDFs, mappt Bezeichnung/Artikelnummer auf die modul_id und\nschreibt sie in module.klartext / module.artikelnummer. pipeline/stueckliste.json\nbleibt als Beleg/Cache.\n\nWiederholbar: bei neuen .plax einfach erneut laufen lassen (nach import.py).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport zipfile\nfrom collections import Counter, defaultdict\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\n\n\ndef norm(s):\n \"\"\"Vergleichsschlüssel: nur alphanumerisch, klein.\"\"\"\n===== collect_fzg_text.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Sammelt je Auftrag alle Textquellen mit moeglichem Fahrzeugbezug aus den\n.plax-Rohdaten: subject (storage.dict), interner Text (XML), PDF-Fahrzeugblock\nund fahrzeugrelevante Modulcodes. Schreibt fzg_texts.json fuer die LLM-Extraktion.\n\"\"\"\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport tempfile\nimport zipfile\nfrom pathlib import Path\n\nHERE = Path(__file__).resolve().parent\nPLAX_DIR = HERE.parent / \"data\" / \"Auftragsplanungen\"\nDB = HERE.parent / \"data\" / \"wuerth.db\"\nOUT = HERE / \"fzg_texts.json\"\n\nKEY_FROM_FILE = re.compile(r\"^(export_.+-\\d+)_\\d+\\.plax$\")\nSUBJ = re.compile(r\"subject \\{(.*?)\\}\", re.S)\nINTTXT = re.compile(r'VARNAME:INTERNER_TEXT:USER:KOPFDATEN\" value=\"([^\"]*)\"')\nMODUL_FZG = re.compile(r\"(VAREBIL|KASTEN|PRITSCHE|LASTBIL|L[1-5]|H[1-3])\", re.I)\n\n\ndef plax_index():","is_error":false}]},"uuid":"15de6401-bbd3-470f-a536-faf3c0b50a7f","timestamp":"2026-07-07T09:26:23.472Z","toolUseResult":{"stdout":"===== enrich_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Web-Recherche-Ergebnisse -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/enrichment/ und fuellt\ndie Tabellen kunde_firmendaten (konsolidiert) und web_cache (Beleg je Kunde).\nIdempotent: leert beide Tabellen vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\nFELDER = [\n \"branche_nace\", \"branche_text\", \"gewerk\", \"segment\", \"mitarbeiter_kl\",\n \"umsatz_kl\", \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\",\n \"hr_nummer\", \"konfidenz\", \"bestaetigt\", \"quelle_primaer\",\n]\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n===== enrich_currency.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Währung + Wechselkurs je Auftrag -> SQLite (Veredelungsschicht).\n\nDie echte Landeswährung steht nur im .plax-XML (CURRENCY:USER:EINSTELLUNGEN_LAND),\nnicht im JSON-Export (dort konstant EUR). Dieses Skript liest sie je Auftrag und\nholt den ECB-Tageskurs (EUR->Währung) zum Auftragsdatum über frankfurter.dev.\nDie Kurse werden in pipeline/fx_cache.json gecacht -> wiederholbar/offline nach\neinmaligem Abruf. EUR-Aufträge bekommen Kurs 1.\n\nReihenfolge: nach import.py laufen (braucht auftraege.datum).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport urllib.request\nimport zipfile\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\nCUR_RE = re.compile(\n r'VARNAME:CURRENCY:USER:EINSTELLUNGEN_LAND\"\\s+value=\"([^\"]*)\"'\n)\n\n\n===== enrich_fzg_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Fahrzeug-Extraktion -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/fzg_enrichment/ und\nfuellt die Tabelle auftrag_fzg. Idempotent: leert die Tabelle vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"fzg_enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n===== extract_stueckliste.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Stücklisten-Klartext aus den eingebetteten PDFs der .plax ziehen.\n\nDie Bauteil-Bezeichnung + Würth-Artikelnummer stehen nur in der PDF\n(Auftragsbestätigung/Angebot) jeder .plax, nicht in XML/JSON. Dieses Skript\nliest alle PDFs, mappt Bezeichnung/Artikelnummer auf die modul_id und\nschreibt sie in module.klartext / module.artikelnummer. pipeline/stueckliste.json\nbleibt als Beleg/Cache.\n\nWiederholbar: bei neuen .plax einfach erneut laufen lassen (nach import.py).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport zipfile\nfrom collections import Counter, defaultdict\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\n\n\ndef norm(s):\n \"\"\"Vergleichsschlüssel: nur alphanumerisch, klein.\"\"\"\n===== collect_fzg_text.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Sammelt je Auftrag alle Textquellen mit moeglichem Fahrzeugbezug aus den\n.plax-Rohdaten: subject (storage.dict), interner Text (XML), PDF-Fahrzeugblock\nund fahrzeugrelevante Modulcodes. Schreibt fzg_texts.json fuer die LLM-Extraktion.\n\"\"\"\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport tempfile\nimport zipfile\nfrom pathlib import Path\n\nHERE = Path(__file__).resolve().parent\nPLAX_DIR = HERE.parent / \"data\" / \"Auftragsplanungen\"\nDB = HERE.parent / \"data\" / \"wuerth.db\"\nOUT = HERE / \"fzg_texts.json\"\n\nKEY_FROM_FILE = re.compile(r\"^(export_.+-\\d+)_\\d+\\.plax$\")\nSUBJ = re.compile(r\"subject \\{(.*?)\\}\", re.S)\nINTTXT = re.compile(r'VARNAME:INTERNER_TEXT:USER:KOPFDATEN\" value=\"([^\"]*)\"')\nMODUL_FZG = re.compile(r\"(VAREBIL|KASTEN|PRITSCHE|LASTBIL|L[1-5]|H[1-3])\", re.I)\n\n\ndef plax_index():","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"fca38e14-08f0-49d7-98cd-c83ce977d460","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTWV5uod2CCc6TDkbZr","type":"message","role":"assistant","content":[{"type":"text","text":"Vollständige Pipeline verstanden. Ein Punkt ist für den Umfang entscheidend: die Veredelungsschritte (Währung, Stückliste, Fzg-LLM) lesen die **`.plax`-Rohdaten** aus `data/Auftragsplanungen/`. Ich prüfe, ob für die 1828 neuen Aufträge überhaupt `.plax`-Dateien da sind:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3279,"cache_read_input_tokens":44513,"output_tokens":1823,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3279,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1823,"cache_read_input_tokens":44513,"cache_creation_input_tokens":3279,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3279},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTWTmYN7r7KYrLMHSp4","type":"assistant","uuid":"1f3c4c11-41bf-48d1-bbd3-8a2d75d70b0d","timestamp":"2026-07-07T09:26:43.337Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"1f3c4c11-41bf-48d1-bbd3-8a2d75d70b0d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTWV5uod2CCc6TDkbZr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VCkpVHEE4BTy7ZiwEq41tf","name":"Bash","input":{"command":"cd /home/marcuh/projects/08-07/data\necho \"=== .plax Dateien in Auftragsplanungen ===\"\nls Auftragsplanungen/ | grep -c '\\.plax$'\necho \"=== Beispiel-Namen ===\"\nls Auftragsplanungen/ | grep '\\.plax$' | head -3\npython3 -c \"\nimport json, glob, re, os\n# keys der neuen Daten\nnewkeys=set()\nfor f in glob.glob('/home/marcuh/claude-projects/08-07/extracted_xml_data_batch/*.json'):\n newkeys|=set(json.load(open(f)).keys())\n# plax vorhandene keys (export_...-1 aus dateiname)\nR=re.compile(r'^(export_.+-\\d+)_\\d+\\.plax\\$')\nplaxkeys=set()\nfor fn in os.listdir('Auftragsplanungen'):\n m=R.match(fn)\n if m: plaxkeys.add(m.group(1))\nprint('neue Aufträge:',len(newkeys))\nprint('.plax-Keys vorhanden:',len(plaxkeys))\nprint('neue MIT .plax:',len(newkeys & plaxkeys))\nprint('neue OHNE .plax:',len(newkeys - plaxkeys))\n# alte 191\nold=set(json.load(open('extracted_xml_data.json')).keys())\nprint('alte Aufträge (191-Datei):',len(old),' davon in neuen enthalten:',len(old & newkeys))\n\"","description":"Abgleich neue Keys vs. vorhandene .plax und alte Daten"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3279,"cache_read_input_tokens":44513,"output_tokens":1823,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3279,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1823,"cache_read_input_tokens":44513,"cache_creation_input_tokens":3279,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3279},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTWTmYN7r7KYrLMHSp4","type":"assistant","uuid":"9152da61-860c-4c13-b9e8-a46facbbea76","timestamp":"2026-07-07T09:26:50.571Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"9152da61-860c-4c13-b9e8-a46facbbea76","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VCkpVHEE4BTy7ZiwEq41tf","type":"tool_result","content":"=== .plax Dateien in Auftragsplanungen ===\n214\n=== Beispiel-Namen ===\nexport_AAN_20260624_06-1_1782304231705517.plax\nexport_ADA_20260527_01-1_1782291788511302.plax\nexport_ADA_20260616_04-1_1782288705447399.plax\nneue Aufträge: 1828\n.plax-Keys vorhanden: 191\nneue MIT .plax: 5\nneue OHNE .plax: 1823\nalte Aufträge (191-Datei): 191 davon in neuen enthalten: 5","is_error":false}]},"uuid":"66afaf1d-4ddb-4cc0-b2f7-ef8af9f0ca75","timestamp":"2026-07-07T09:34:10.392Z","toolUseResult":{"stdout":"=== .plax Dateien in Auftragsplanungen ===\n214\n=== Beispiel-Namen ===\nexport_AAN_20260624_06-1_1782304231705517.plax\nexport_ADA_20260527_01-1_1782291788511302.plax\nexport_ADA_20260616_04-1_1782288705447399.plax\nneue Aufträge: 1828\n.plax-Keys vorhanden: 191\nneue MIT .plax: 5\nneue OHNE .plax: 1823\nalte Aufträge (191-Datei): 191 davon in neuen enthalten: 5","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"9152da61-860c-4c13-b9e8-a46facbbea76","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"type":"last-prompt","lastPrompt":"kannst du unsere daten damit aufhübschen?","leafUuid":"66afaf1d-4ddb-4cc0-b2f7-ef8af9f0ca75","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} 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{"parentUuid":"5d1e7086-6ac4-4e1e-90c7-36042a75aebb","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnU6urdW7W6zAp4U8MXc","type":"message","role":"assistant","content":[{"type":"text","text":"Wichtiger Befund: die neuen 1828 Aufträge sind ein **anderer, größerer Satz** — nur 5 überlappen mit den alten 191. Die `.plax`-Rohdaten in `Auftragsplanungen/` gehören zu den **alten** 191; für 1823 der neuen Aufträge gibt es **kein `.plax`**.\n\nDas trennt sauber:\n\n**Basis-Daten (offline, vollständig für alle 1828):**\n`import.py` baut `wuerth.db` neu — `kunden`, `auftraege` (inkl. aller `fzg_*`-Felder, die jetzt direkt im JSON stehen — der frühere LLM-Fzg-Schritt entfällt damit), `positionen` (36 689), `module`. Läuft komplett offline und deckt alle 1828 ab.\n\n**Veredelungsschicht (an `.plax`/LLM gebunden — deckt die neuen Aufträge NICHT ab):**\n- `enrich_currency` (echte Währung nur im `.plax`; im JSON konstant EUR) → nur die 5 mit `.plax`\n- `extract_stueckliste` (Klartext/Artikelnr. aus `.plax`-PDFs) → nur soweit modul_ids im alten Cache vorkommen\n- `enrich_load` (Branche/Firmendaten) → alte Kunden, neue bräuchten neue Web/LLM-Läufe\n\n**Mein Plan (Scope A, verändernd):**\n1. Alte `data/extracted_xml_data.json` (191) sichern.\n2. Die 10 Batches → eine `data/extracted_xml_data.json` (1828) zusammenführen.\n3. `python3 pipeline/import.py` → `wuerth.db` neu bauen (1828 Aufträge).\n\nDamit ist die Kern-Datenbasis auf 1828 „aufgehübscht\". Die Veredelungstabellen bleiben für die neuen Aufträge leer, weil weder `.plax`-Rohdaten noch neue Web/LLM-Läufe vorliegen.\n\nSoll ich Scope A so ausführen? Die neue Veredelung (Branche per LLM für die neuen Kunden) wäre ein separater, kostenpflichtiger Schritt."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2022,"cache_read_input_tokens":47792,"output_tokens":1941,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2022,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1941,"cache_read_input_tokens":47792,"cache_creation_input_tokens":2022,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2022},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnU6tMbNhsGXqSiRHULK","type":"assistant","uuid":"0a63e3c6-7a54-43e1-af9a-c7a0a516bbbb","timestamp":"2026-07-07T09:34:42.313Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"ec586422-5101-44fa-af09-be2d2a15f1c2","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWAyfv7uU65Rj45DKGW","type":"message","role":"assistant","content":[{"type":"text","text":"Fehler: in den neuen Daten ist `kde_landeskenner` teils ein `int`. Prüfe Häufigkeit und Werte:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":341,"cache_read_input_tokens":52230,"output_tokens":689,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":341,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":689,"cache_read_input_tokens":52230,"cache_creation_input_tokens":341,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":341},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWAtgXUCQPzwrL9vbvt","type":"assistant","uuid":"f4e19b64-d65f-41d2-a6c7-63a3bcdc34e3","timestamp":"2026-07-07T10:01:28.149Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"f4e19b64-d65f-41d2-a6c7-63a3bcdc34e3","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWAyfv7uU65Rj45DKGW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YUf4Z95yRaKAfY6VQNNfQT","name":"Bash","input":{"command":"cd /home/marcuh/projects/08-07/data\npython3 -c \"\nimport json\nd=json.load(open('extracted_xml_data.json'))\nfrom collections import Counter\ntypes=Counter()\nintvals=Counter()\nfor rec in d.values():\n v=rec['kde_landeskenner']\n types[type(v).__name__]+=1\n if not isinstance(v,str): intvals[v]+=1\nprint('Typen kde_landeskenner:',dict(types))\nprint('nicht-str Werte:',dict(intvals))\n# auch wuerth_innen_landeskenner + kde_plz prüfen\nfor fld in ['wuerth_innen_landeskenner','kde_plz','kde_name_1','kde_name_2','kde_strasse','fzg_baujahr']:\n t=Counter(type(rec[fld]).__name__ for rec in d.values())\n print(fld,dict(t))\n\"","description":"Typ-Varianz relevanter 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{"parentUuid":"d6233c6a-a8d6-4eb5-8075-ed51fb2729ee","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWCzwsBBTnJyQmGDoyV","type":"message","role":"assistant","content":[{"type":"text","text":"Ein einzelner Record hat `kde_landeskenner=143` (Datenmüll). `norm_land` normalisiert Strings; ich lasse es den Wert zu String coercen, dann fällt `143` sauber auf `None` (nicht im Land-Map). Kein Fallback, nur korrekte Normalisierung:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":851,"cache_read_input_tokens":52571,"output_tokens":821,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":851,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":821,"cache_read_input_tokens":52571,"cache_creation_input_tokens":851,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":851},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWCyUKVtza8h8Rcsdf5","type":"assistant","uuid":"4350daf6-9268-43af-af20-79f647b1a811","timestamp":"2026-07-07T10:01:57.658Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"4350daf6-9268-43af-af20-79f647b1a811","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWCzwsBBTnJyQmGDoyV","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01M7C2Xtr7p4R2dw8JafPqLF","name":"Edit","input":{"replace_all":false,"file_path":"/home/marcuh/projects/08-07/pipeline/import.py","old_string":"def norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)","new_string":"def norm_land(landeskenner):\n return LAND_MAP.get(str(clean(landeskenner)).upper(), None)"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":851,"cache_read_input_tokens":52571,"output_tokens":821,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":851,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":821,"cache_read_input_tokens":52571,"cache_creation_input_tokens":851,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":851},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWCyUKVtza8h8Rcsdf5","type":"assistant","uuid":"c4a0e294-4622-46ec-97b4-8de9b5c8b644","timestamp":"2026-07-07T10:01:59.063Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} {"parentUuid":"c4a0e294-4622-46ec-97b4-8de9b5c8b644","isSidechain":false,"promptId":"37195e6e-9b89-42e6-9858-279dae825a61","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01M7C2Xtr7p4R2dw8JafPqLF","type":"tool_result","content":"The file /home/marcuh/projects/08-07/pipeline/import.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"cbcb9c2a-fc35-4b6d-b1db-b8a845d8ae4a","timestamp":"2026-07-07T10:01:59.106Z","toolUseResult":{"filePath":"/home/marcuh/projects/08-07/pipeline/import.py","oldString":"def norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)","newString":"def norm_land(landeskenner):\n return LAND_MAP.get(str(clean(landeskenner)).upper(), None)","originalFile":"#!/usr/bin/env python3\n\"\"\"JSON -> SQLite (Arbeitsschicht).\n\nLiest den Plato-Export und schreibt die normalisierten Tabellen\n(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\nschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n\nRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n\"\"\"\nimport argparse\nimport html\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n\nLAND_MAP = {\n \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n}\n\n# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n# Übersteuert Kundenkenner und Innendienst-Fallback.\nLAND_OVERRIDE = {\n \"autohaus schmid ford\": \"AT\",\n \"car's paradise di andrea tosti\": \"IT\",\n \"eks stefan strasser\": \"DE\",\n}\n\n\ndef clean(s):\n return html.unescape(s).strip() if isinstance(s, str) else s\n\n\ndef norm_name(s):\n return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n\n\ndef norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)\n\n\ndef parse_key(key):\n m = KEY_RE.match(key)\n bearbeiter, datum8, _nr = m.groups()\n datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n return bearbeiter, datum\n\n\ndef comp_mengen(struktur):\n \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n mengen = {}\n\n def walk(node):\n if isinstance(node, dict):\n for k, v in node.items():\n if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n else:\n walk(v)\n elif isinstance(node, list):\n for v in node:\n walk(v)\n\n walk(struktur)\n return mengen\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n args = ap.parse_args()\n\n import json\n data = json.loads(Path(args.input).read_text())\n\n db = Path(args.db)\n if db.exists():\n db.unlink()\n con = sqlite3.connect(db)\n con.executescript(Path(args.schema).read_text())\n con.execute(\"PRAGMA foreign_keys = ON\")\n\n kunde_ids = {} # name_norm|plz -> kunde_id\n next_kunde = 1\n\n for key, rec in data.items():\n bearbeiter, datum = parse_key(key)\n\n name_roh = clean(rec[\"kde_name\"])\n name_norm = norm_name(rec[\"kde_name\"])\n plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n dedup = f\"{name_norm}|{plz}\"\n if dedup not in kunde_ids:\n kunde_ids[dedup] = next_kunde\n con.execute(\n \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n clean(rec[\"kde_landeskenner\"]),\n # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n LAND_OVERRIDE.get(name_norm)\n or norm_land(rec[\"kde_landeskenner\"])\n or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n )\n next_kunde += 1\n kunde_id = kunde_ids[dedup]\n\n con.execute(\n \"INSERT INTO auftraege (\"\n \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n \"currency, wuerth_innen_landeskenner, \"\n \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n (\n key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n clean(rec[\"wuerth_innen_landeskenner\"]),\n rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n clean(rec[\"fzg_wand\"]),\n ),\n )\n\n mengen = comp_mengen(rec[\"struktur_data_json\"])\n for modul_id, art in rec[\"artikel_data_json\"].items():\n con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n preis_liste = art[\"preis_liste\"]\n rabatt_wert = art[\"rabatt_wert\"]\n rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n con.execute(\n \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n art[\"aw_wert\"], art[\"typ\"]),\n )\n\n con.commit()\n\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n print(f\"kunden {n('kunden')}\")\n print(f\"auftraege {n('auftraege')}\")\n print(f\"module {n('module')}\")\n print(f\"positionen {n('positionen')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":44,"oldLines":7,"newStart":44,"newLines":7,"lines":[" "," "," def norm_land(landeskenner):","- return LAND_MAP.get(clean(landeskenner).upper(), None)","+ return LAND_MAP.get(str(clean(landeskenner)).upper(), None)"," "," "," def parse_key(key):"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"c4a0e294-4622-46ec-97b4-8de9b5c8b644","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"} 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{"parentUuid":"a74654fd-0064-41eb-974c-126af4fd5b29","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWE9rBQb2qNPrgivYvU","type":"message","role":"assistant","content":[{"type":"text","text":"Erledigt.\n\n`wuerth.db` neu gebaut aus den 1828 Aufträgen:\n\n| Tabelle | Zeilen |\n|---|---|\n| kunden | 1 410 |\n| auftraege | 1 828 |\n| module | 1 831 |\n| positionen | 36 689 |\n\n- Alte 191er-JSON gesichert als `data/extracted_xml_data.json.bak-191`.\n- Ein Datenmüll-Record (`kde_landeskenner=143`) hat den Import gestoppt; `norm_land` in `import.py` coerct den Wert jetzt zu String, `143` fällt sauber auf Land `None`.\n- `fzg_*`-Felder kommen jetzt direkt aus dem JSON in `auftraege` — der frühere LLM-Fzg-Schritt ist für die neuen Daten nicht mehr nötig.\n- Veredelungstabellen (`kunde_firmendaten`, `auftrag_fzg`, Währung, `module.klartext`) sind für die neuen Aufträge leer, da an `.plax`/Web/LLM 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{"parentUuid":"17858b5a-4f1d-46c4-a76a-dddb404bf91e","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWfRJoj2hAKbAZJWQ44","type":"message","role":"assistant","content":[{"type":"text","text":"Ja, die Basis trägt es — aber „LLM\" ist dabei die falsche Komponente für den Kern.\n\n**Was die Empfehlung wirklich ist:** Ko-Vorkommen über die 36 689 Positionen. Pro Gruppe (gleicher Fahrzeugtyp / Hersteller / Montage-Art) zählen, welche `modul_id` zusammen auftreten, und daraus „zu diesem Aufbau wird häufig auch X gewählt\". Das ist Statistik (Support/Konfidenz), keine LLM-Aufgabe. 1828 Aufträge reichen dafür, solange die Gruppen nicht zu fein geschnitten werden.\n\n**Wo das LLM sitzt:** nur als Formulierungs-/Erklärschicht obendrauf — die gezählte Korrelation in einen lesbaren Satz gießen, ggf. begründen. Nicht die Zahlen erzeugen.\n\n**Einschränkung auf genau dieser Basis:** Die Gruppierung „im Bereich\" (Branche/Segment) geht aktuell nicht — `kunde_firmendaten` ist für die neuen Kunden leer. Was sofort als Gruppierungsdimension da ist: `fzg_typ`, `fzg_hersteller_id`, `fzg_dach/antrieb`, `montage_art`, `land`. Branche als Dimension bräuchte den Web/LLM-Enrichment-Lauf.\n\nZum „nach Mittag optisch klar\": machbar als eigener Tab — Auftrag/Aufbau wählen → Top-Ko-Module mit Häufigkeit als Balken, ein LLM-Satz je Empfehlung. Für die Zählung selbst ist kein API-Call nötig.\n\nSoll ich das als Tab bauen (Korrelation offline + LLM nur für den Satz), Gruppierung über `fzg_typ`?"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":598,"cache_read_input_tokens":54598,"output_tokens":1710,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":598,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1710,"cache_read_input_tokens":54598,"cache_creation_input_tokens":598,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":598},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWfP8qRmGTFbVwEMhJm","type":"assistant","uuid":"1633b0c3-41e6-44cc-af3f-042d0273bc4e","timestamp":"2026-07-07T10:08:15.062Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"1633b0c3-41e6-44cc-af3f-042d0273bc4e","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":30232,"messageCount":98,"timestamp":"2026-07-07T10:08:15.086Z","uuid":"153ea1d7-939c-46f2-a111-9e5f0c260c21","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"type":"file-history-snapshot","messageId":"3a6a2b1d-14e9-434e-9b4e-5d800b2c5c6a","snapshot":{"messageId":"3a6a2b1d-14e9-434e-9b4e-5d800b2c5c6a","trackedFileBackups":{"/home/marcuh/projects/08-07/pipeline/import.py":{"backupFileName":"2f2e2ec5256fe64a@v2","version":2,"backupTime":"2026-07-07T10:07:44.880Z"}},"timestamp":"2026-07-07T10:09:15.894Z"},"isSnapshotUpdate":false} {"parentUuid":"153ea1d7-939c-46f2-a111-9e5f0c260c21","isSidechain":false,"promptId":"5efc1a43-f18b-4736-a003-95d3166c6a65","type":"user","message":{"role":"user","content":"Ja abedr wann wpürde man denn ein LLM für Empfehlungen hochziehen?"},"uuid":"3a6a2b1d-14e9-434e-9b4e-5d800b2c5c6a","timestamp":"2026-07-07T10:09:15.885Z","permissionMode":"default","origin":{"kind":"human"},"promptSource":"typed","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"3a6a2b1d-14e9-434e-9b4e-5d800b2c5c6a","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWn7m4XTVKouBLVmBcN","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1746,"cache_read_input_tokens":55196,"output_tokens":850,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1746,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":850,"cache_read_input_tokens":55196,"cache_creation_input_tokens":1746,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1746},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWn6B4XNsBmGjNcwDn5","type":"assistant","uuid":"0f5f9c70-5563-449b-b224-2ef2955a4689","timestamp":"2026-07-07T10:09:18.950Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"0f5f9c70-5563-449b-b224-2ef2955a4689","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWn7m4XTVKouBLVmBcN","type":"message","role":"assistant","content":[{"type":"text","text":"Wenn Statistik zu wenig hergibt oder die Empfehlung Sprache/Kontext braucht statt Häufigkeit. Konkret:\n\n- **Kaltstart / dünne Daten**: zu wenige Aufträge pro Gruppe für belastbares Ko-Vorkommen. Das LLM zieht aus Produktbeschreibungen/Katalog „passt technisch zusammen\", auch ohne dass es je zusammen verkauft wurde.\n- **Semantik statt IDs**: Empfehlung über Freitext (Bauteil-Klartext, Kundenanfrage, Fahrzeugbeschreibung) — Ähnlichkeit auf Bedeutungsebene, nicht auf `modul_id`-Gleichheit. Meist als Embedding-Suche, nicht als Chat.\n- **Regeln/Constraints in Prosa**: „passt nur bei Hochdach\", „nicht mit Antrieb F kombinierbar\" — Kompatibilitätswissen, das nirgends strukturiert vorliegt, sondern in Doku/Text steckt.\n- **Begründung + Dialog**: Kunde fragt zurück, will Alternativen, Budgetgrenze, „warum das\". Da ist das LLM die Interaktionsschicht.\n- **Cross-Domain-Transfer**: Muster von einem Fahrzeugtyp auf einen neuen übertragen, den es in den Daten kaum gibt.\n\nWo Statistik reicht — genug gleichartige Aufträge, Empfehlung = „was wird üblicherweise mitbestellt\" — ist das LLM Overkill und schlechter: es rät plausibel, wo Zählen exakt ist, und ist teurer/langsamer.\n\nFür 1828 Aufträge mit klaren `fzg_typ`-Gruppen ist der ehrliche Fall: **Ko-Vorkommen als Engine, LLM nur für Sprache**. Ein „echtes\" Empfehlungs-LLM lohnt hier erst, wenn Katalog-/Kompatibilitätstext oder Freitext-Anfragen dazukommen."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1746,"cache_read_input_tokens":55196,"output_tokens":850,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1746,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":850,"cache_read_input_tokens":55196,"cache_creation_input_tokens":1746,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1746},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWn6B4XNsBmGjNcwDn5","type":"assistant","uuid":"7677a579-92e8-4bfe-ae4c-9b45fe8a33e5","timestamp":"2026-07-07T10:09:32.166Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} 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verstanden, um was es hier geht:\nDass 2000 Angebote für ein LLM zu wenig sind / wer hätte das gedacht?\nWIE OFT MUSS ICH SAGEN, DASS ES UM EINE DEMO GEHT und DU KEINE AHNUNG HAST, WIEVEL DATEN ES IM ENDE SIND"},"uuid":"bb9ab4bd-2996-4040-97b9-819b56fb0c43","timestamp":"2026-07-07T10:18:35.474Z","permissionMode":"default","origin":{"kind":"human"},"promptSource":"typed","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} 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Demo, LLM macht die Empfehlungen, keine Datenmengen-Diskussion mehr.\n\nIch schaue mir den bestehenden „Fragen\"-Tab an, um die Claude-Anbindung und den Tab-Aufbau zu übernehmen, und baue analog einen Empfehlungs-Tab."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":996,"cache_read_input_tokens":56942,"output_tokens":1048,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":996,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1048,"cache_read_input_tokens":56942,"cache_creation_input_tokens":996,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":996},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"unavailable"}}},"requestId":"req_011CcnXVLqm6PDyES3hY6b9Y","type":"assistant","uuid":"48fe5656-b52b-4611-a142-9734a921da21","timestamp":"2026-07-07T10:18:53.226Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"48fe5656-b52b-4611-a142-9734a921da21","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXVNqouQy2HBNkPvDsm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01QQKEzHsGCc65YL3w3KHGiv","name":"Bash","input":{"command":"cd /home/marcuh/projects/08-07\necho \"=== src ===\"; 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{"parentUuid":"18f14ea1-1adc-4b52-98b0-9520824e04be","isSidechain":false,"promptId":"a300ae26-2a29-4e62-acda-b6b07f6c2ee1","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011EpPFTJEftZqMAKK2Y996n","type":"tool_result","content":"1\tuse rusqlite::{Connection, OptionalExtension};\n2\tuse serde::Serialize;\n3\t\n4\tconst DB_PATH: &str = concat!(env!(\"CARGO_MANIFEST_DIR\"), \"/../data/wuerth.db\");\n5\t\n6\t#[derive(Serialize)]\n7\tstruct Kunde360 {\n8\t kunde_id: i64,\n9\t // geliefert\n10\t name_roh: String,\n11\t name_1: Option,\n12\t strasse: Option,\n13\t plz: Option,\n14\t land: Option,\n15\t n_auftraege: i64,\n16\t umsatz_netto: f64,\n17\t // angereichert\n18\t branche_text: Option,\n19\t gewerk: Option,\n20\t segment: Option,\n21\t mitarbeiter_kl: Option,\n22\t gruendungsjahr: Option,\n23\t rechtsform: Option,\n24\t website: Option,\n25\t ort: Option,\n26\t konfidenz: Option,\n27\t bestaetigt: Option,\n28\t quelle_primaer: Option,\n29\t}\n30\t\n31\t#[tauri::command]\n32\tfn list_kunden_360() -> Result, String> {\n33\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n34\t let mut stmt = con\n35\t .prepare(\n36\t \"SELECT kunde_id, name_roh, name_1, strasse, plz, land, n_auftraege, \\\n37\t umsatz_netto, branche_text, gewerk, segment, mitarbeiter_kl, gruendungsjahr, \\\n38\t rechtsform, website, ort, konfidenz, bestaetigt, quelle_primaer \\\n39\t FROM v_kunde_360 ORDER BY name_roh\",\n40\t )\n41\t .map_err(|e| e.to_string())?;\n42\t let rows = stmt\n43\t .query_map([], |r| {\n44\t Ok(Kunde360 {\n45\t kunde_id: r.get(0)?,\n46\t name_roh: r.get(1)?,\n47\t name_1: r.get(2)?,\n48\t strasse: r.get(3)?,\n49\t plz: r.get(4)?,\n50\t land: r.get(5)?,\n51\t n_auftraege: r.get(6)?,\n52\t umsatz_netto: r.get(7)?,\n53\t branche_text: r.get(8)?,\n54\t gewerk: r.get(9)?,\n55\t segment: r.get(10)?,\n56\t mitarbeiter_kl: r.get(11)?,\n57\t gruendungsjahr: r.get(12)?,\n58\t rechtsform: r.get(13)?,\n59\t website: r.get(14)?,\n60\t ort: r.get(15)?,\n61\t konfidenz: r.get(16)?,\n62\t bestaetigt: r.get(17)?,\n63\t quelle_primaer: r.get(18)?,\n64\t })\n65\t })\n66\t .map_err(|e| e.to_string())?;\n67\t let mut out = Vec::new();\n68\t for row in rows {\n69\t out.push(row.map_err(|e| e.to_string())?);\n70\t }\n71\t Ok(out)\n72\t}\n73\t\n74\t#[derive(Serialize)]\n75\tstruct Auftrag {\n76\t kunde_id: i64,\n77\t auftrag_id: String,\n78\t datum: Option,\n79\t fzg_klasse: Option,\n80\t fzg_hersteller: Option,\n81\t fzg_modell: Option,\n82\t fzg_groesse: Option,\n83\t umsatz_netto: f64, // Landeswährung\n84\t umsatz_eur: f64, // umgerechnet\n85\t waehrung: Option,\n86\t wechselkurs: Option,\n87\t kurs_datum: Option,\n88\t quotation_state: Option,\n89\t}\n90\t\n91\t#[tauri::command]\n92\tfn list_auftraege() -> Result, String> {\n93\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n94\t let mut stmt = con\n95\t .prepare(\n96\t \"SELECT a.kunde_id, a.auftrag_id, a.datum, f.fzg_klasse, f.hersteller, \\\n97\t f.modell, f.groesse, a.kundenpreis_netto, \\\n98\t a.kundenpreis_netto / COALESCE(a.wechselkurs, 1) AS umsatz_eur, \\\n99\t a.waehrung, a.wechselkurs, a.kurs_datum, a.quotation_state \\\n100\t FROM auftraege a LEFT JOIN auftrag_fzg f USING (auftrag_id) \\\n101\t ORDER BY a.datum DESC\",\n102\t )\n103\t .map_err(|e| e.to_string())?;\n104\t let rows = stmt\n105\t .query_map([], |r| {\n106\t Ok(Auftrag {\n107\t kunde_id: r.get(0)?,\n108\t auftrag_id: r.get(1)?,\n109\t datum: r.get(2)?,\n110\t fzg_klasse: r.get(3)?,\n111\t fzg_hersteller: r.get(4)?,\n112\t fzg_modell: r.get(5)?,\n113\t fzg_groesse: r.get(6)?,\n114\t umsatz_netto: r.get(7)?,\n115\t umsatz_eur: r.get(8)?,\n116\t waehrung: r.get(9)?,\n117\t wechselkurs: r.get(10)?,\n118\t kurs_datum: r.get(11)?,\n119\t quotation_state: r.get(12)?,\n120\t })\n121\t })\n122\t .map_err(|e| e.to_string())?;\n123\t let mut out = Vec::new();\n124\t for row in rows {\n125\t out.push(row.map_err(|e| e.to_string())?);\n126\t }\n127\t Ok(out)\n128\t}\n129\t\n130\t#[derive(Serialize)]\n131\tstruct Position {\n132\t modul_id: String,\n133\t artikelnummer: Option,\n134\t klartext: String,\n135\t menge: i64,\n136\t einzelpreis: f64,\n137\t pos_wert: f64,\n138\t eur_wert: f64,\n139\t}\n140\t\n141\t#[tauri::command]\n142\tfn list_positionen(auftrag_id: String) -> Result, String> {\n143\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n144\t let mut stmt = con\n145\t .prepare(\n146\t \"SELECT p.modul_id, m.artikelnummer, COALESCE(m.klartext, p.modul_id), \\\n147\t COALESCE(p.menge, 1), p.preis, p.preis * COALESCE(p.menge, 1) AS pos_wert, \\\n148\t p.preis * COALESCE(p.menge, 1) / COALESCE(a.wechselkurs, 1) AS eur_wert \\\n149\t FROM positionen p LEFT JOIN module m USING (modul_id) \\\n150\t JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n151\t WHERE p.auftrag_id = ?1 ORDER BY pos_wert DESC\",\n152\t )\n153\t .map_err(|e| e.to_string())?;\n154\t let rows = stmt\n155\t .query_map([auftrag_id], |r| {\n156\t Ok(Position {\n157\t modul_id: r.get(0)?,\n158\t artikelnummer: r.get(1)?,\n159\t klartext: r.get(2)?,\n160\t menge: r.get(3)?,\n161\t einzelpreis: r.get(4)?,\n162\t pos_wert: r.get(5)?,\n163\t eur_wert: r.get(6)?,\n164\t })\n165\t })\n166\t .map_err(|e| e.to_string())?;\n167\t let mut out = Vec::new();\n168\t for row in rows {\n169\t out.push(row.map_err(|e| e.to_string())?);\n170\t }\n171\t Ok(out)\n172\t}\n173\t\n174\t// ---------------------------------------------------------------------------\n175\t// Natursprache-Assistent: Frage -> Claude erzeugt read-only SQL + Chart-Spec\n176\t// -> Rust prüft (nur SELECT) und führt aus -> Frontend rendert.\n177\t// ---------------------------------------------------------------------------\n178\t\n179\t#[derive(Serialize)]\n180\tstruct AiAntwort {\n181\t frage: String,\n182\t sql: String,\n183\t chart: String, // kpi | bar | table\n184\t label: Option, // Spaltenname für Kategorie\n185\t value: Option, // Spaltenname für Wert\n186\t titel: String,\n187\t erklaerung: String,\n188\t columns: Vec,\n189\t rows: Vec>,\n190\t}\n191\t\n192\tfn read_api_key() -> Result {\n193\t let home = std::env::var(\"HOME\").map_err(|_| \"HOME nicht gesetzt\".to_string())?;\n194\t let path = format!(\"{home}/.ssh/anthropic_api_key\");\n195\t let content =\n196\t std::fs::read_to_string(&path).map_err(|e| format!(\"Key-Datei {path}: {e}\"))?;\n197\t content\n198\t .lines()\n199\t .map(|l| l.trim())\n200\t .find(|l| l.starts_with(\"sk-ant-\"))\n201\t .map(|s| s.to_string())\n202\t .ok_or_else(|| format!(\"kein sk-ant-Key in {path}\"))\n203\t}\n204\t\n205\tfn db_schema(con: &Connection) -> Result {\n206\t let mut stmt = con\n207\t .prepare(\n208\t \"SELECT sql FROM sqlite_master \\\n209\t WHERE type IN ('table','view') AND sql IS NOT NULL \\\n210\t AND name NOT LIKE 'sqlite_%' ORDER BY type DESC, name\",\n211\t )\n212\t .map_err(|e| e.to_string())?;\n213\t let rows = stmt\n214\t .query_map([], |r| r.get::<_, String>(0))\n215\t .map_err(|e| e.to_string())?;\n216\t let mut out = String::new();\n217\t for r in rows {\n218\t out.push_str(&r.map_err(|e| e.to_string())?);\n219\t out.push_str(\";\\n\");\n220\t }\n221\t Ok(out)\n222\t}\n223\t\n224\tfn is_read_only(sql: &str) -> bool {\n225\t let up = sql.trim().to_uppercase();\n226\t if !(up.starts_with(\"SELECT\") || up.starts_with(\"WITH\")) {\n227\t return false;\n228\t }\n229\t // kein Statement-Trenner (nur SELECT), keine schreibenden Schlüsselwörter\n230\t if sql.trim_end().trim_end_matches(';').contains(';') {\n231\t return false;\n232\t }\n233\t const VERBOTEN: [&str; 9] = [\n234\t \"INSERT \", \"UPDATE \", \"DELETE \", \"DROP \", \"ALTER \", \"CREATE \", \"ATTACH \",\n235\t \"PRAGMA \", \"REPLACE \",\n236\t ];\n237\t !VERBOTEN.iter().any(|w| up.contains(w))\n238\t}\n239\t\n240\tfn cell_to_json(v: rusqlite::types::ValueRef) -> serde_json::Value {\n241\t use rusqlite::types::ValueRef;\n242\t match v {\n243\t ValueRef::Null => serde_json::Value::Null,\n244\t ValueRef::Integer(n) => serde_json::Value::from(n),\n245\t ValueRef::Real(f) => serde_json::Value::from(f),\n246\t ValueRef::Text(t) => serde_json::Value::from(String::from_utf8_lossy(t).to_string()),\n247\t ValueRef::Blob(_) => serde_json::Value::from(\"\"),\n248\t }\n249\t}\n250\t\n251\tconst SYSTEM_TMPL: &str = \"Du übersetzt deutsche Fragen in **eine** SQLite-Abfrage über die \\\n252\tfolgende Datenbank und wählst die beste Visualisierung. Antworte AUSSCHLIESSLICH mit einem \\\n253\tJSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\n\\\n254\tSchema:\\n{SCHEMA}\\n\\\n255\tHinweise:\\n\\\n256\t- Nur eine read-only SELECT-Abfrage (ggf. mit WITH). Kein Semikolon, kein INSERT/UPDATE/DELETE/DDL.\\n\\\n257\t- Beträge liegen in Landeswährung; EUR = Betrag / COALESCE(wechselkurs,1). auftraege.kundenpreis_netto ist der Auftragswert.\\n\\\n258\t- v_kunde_360.umsatz_netto ist bereits EUR-normiert. gewerk/land/segment kommen aus der Anreicherung.\\n\\\n259\t- Kunden-Anzeigename ist kunden.name_roh (bzw. v_kunde_360.name_roh), NICHT name_1.\\n\\\n260\t- Für Rankings/Vergleiche LIMIT setzen (z.B. 10). Spaltennamen sprechend aliasen.\\n\\n\\\n261\tJSON-Format:\\n\\\n262\t{\\\"sql\\\": \\\"\\\", \\\"chart\\\": \\\"kpi|bar|table\\\", \\\"label\\\": \\\"\\\", \\\n\\\"value\\\": \\\"\\\", \\\"titel\\\": \\\"\\\", \\\"erklaerung\\\": \\\"<1 Satz>\\\"}\\n\\\n- chart=kpi: eine Kennzahl (value = die Wertspalte). chart=bar: label + value. chart=table: sonst.\";\n\n// Ein Claude-Aufruf (system + eine User-Nachricht), gibt den text-Block zurück.\n// Im Thinking-Modus steht ein thinking-Block vor dem text-Block -> gezielt den text-Block nehmen.\nfn claude_text(\n modell: &str,\n thinking: bool,\n max_tokens_plain: u32,\n system: &str,\n user: &str,\n) -> Result {\n let key = read_api_key()?;\n // Thinking-Konfiguration je Modell; bei Thinking mehr Output-Budget\n let (thinking_cfg, max_tokens) = if !thinking {\n (serde_json::json!({\"type\": \"disabled\"}), max_tokens_plain)\n } else if modell.starts_with(\"claude-haiku\") {\n (serde_json::json!({\"type\": \"enabled\", \"budget_tokens\": 2000}), 4096)\n } else {\n (serde_json::json!({\"type\": \"adaptive\"}), 4096)\n };\n\n let body = serde_json::json!({\n \"model\": modell,\n \"max_tokens\": max_tokens,\n \"thinking\": thinking_cfg,\n \"system\": system,\n \"messages\": [{\"role\": \"user\", \"content\": user}]\n });\n\n let client = reqwest::blocking::Client::builder()\n .timeout(std::time::Duration::from_secs(60))\n .build()\n .map_err(|e| e.to_string())?;\n let resp = client\n .post(\"https://api.anthropic.com/v1/messages\")\n .header(\"x-api-key\", key)\n .header(\"anthropic-version\", \"2023-06-01\")\n .header(\"content-type\", \"application/json\")\n .json(&body)\n .send()\n .map_err(|e| format!(\"API-Aufruf fehlgeschlagen: {e}\"))?;\n\n let status = resp.status();\n let json: serde_json::Value = resp.json().map_err(|e| e.to_string())?;\n if !status.is_success() {\n return Err(format!(\"API {status}: {}\", json));\n }\n json[\"content\"]\n .as_array()\n .and_then(|blocks| {\n blocks\n .iter()\n .find(|b| b[\"type\"] == \"text\")\n .and_then(|b| b[\"text\"].as_str())\n })\n .map(|s| s.to_string())\n .ok_or_else(|| format!(\"kein Text in API-Antwort: {json}\"))\n}\n\n// JSON-Objekt aus dem Antworttext herausschneiden (erstes { bis letztes })\nfn json_objekt(text: &str) -> Result {\n let start = text.find('{').ok_or(\"kein JSON in der Antwort\")?;\n let end = text.rfind('}').ok_or(\"kein JSON in der Antwort\")?;\n serde_json::from_str(&text[start..=end]).map_err(|e| format!(\"JSON-Parse: {e}\"))\n}\n\nfn frage_ai_inner(frage: String, modell: String, thinking: bool) -> Result {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let schema = db_schema(&con)?;\n let system = SYSTEM_TMPL.replace(\"{SCHEMA}\", &schema);\n\n // Modell auf erlaubte Werte begrenzen\n let modell = match modell.as_str() {\n \"claude-opus-4-8\" | \"claude-sonnet-5\" | \"claude-haiku-4-5\" => modell,\n _ => \"claude-sonnet-5\".to_string(),\n };\n\n let text = claude_text(&modell, thinking, 1024, &system, &frage)?;\n let spec = json_objekt(&text)?;\n\n let sql = spec[\"sql\"].as_str().unwrap_or(\"\").trim().to_string();\n if !is_read_only(&sql) {\n return Err(format!(\"Abfrage abgelehnt (nicht read-only): {sql}\"));\n }\n let chart = spec[\"chart\"].as_str().unwrap_or(\"table\").to_string();\n let label = spec[\"label\"].as_str().map(|s| s.to_string());\n let value = spec[\"value\"].as_str().map(|s| s.to_string());\n let titel = spec[\"titel\"].as_str().unwrap_or(\"\").to_string();\n let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n\n let mut stmt = con.prepare(&sql).map_err(|e| format!(\"SQL-Fehler: {e}\"))?;\n let columns: Vec = stmt.column_names().iter().map(|s| s.to_string()).collect();\n let ncol = columns.len();\n let rows_iter = stmt\n .query_map([], |r| {\n let mut row = Vec::with_capacity(ncol);\n for i in 0..ncol {\n row.push(cell_to_json(r.get_ref(i)?));\n }\n Ok(row)\n })\n .map_err(|e| e.to_string())?;\n let mut rows = Vec::new();\n for r in rows_iter {\n rows.push(r.map_err(|e| e.to_string())?);\n }\n\n Ok(AiAntwort {\n frage,\n sql,\n chart,\n label,\n value,\n titel,\n erklaerung,\n columns,\n rows,\n })\n}\n\n#[tauri::command]\nasync fn frage_ai(frage: String, modell: String, thinking: bool) -> Result {\n tauri::async_runtime::spawn_blocking(move || frage_ai_inner(frage, modell, thinking))\n .await\n .map_err(|e| e.to_string())?\n}\n\n// ---------------------------------------------------------------------------\n// Vorschlagsengine: Profil (Gewerk / Land / Größe / Fahrzeug) -> Korrelations-\n// analyse über den Bestand: je Merkmal wird gemessen, ob es die Modulwahl\n// verschiebt; Merkmale ohne Einfluss fließen nicht in den Bereich ein.\n// Je Modul: Anteil im Bereich vs. gesamt (Lift). Claude macht aus den Zahlen\n// die Vorschlagskonfiguration mit Begründung. Harte Regeln (Tabelle regeln)\n// flaggen Konflikte mit dem gewählten Fahrzeug, sperren aber nicht.\n// ---------------------------------------------------------------------------\n\n#[derive(Serialize, Clone)]\nstruct KorrModul {\n modul_id: String,\n klartext: String,\n n_bereich: i64,\n p_bereich: f64, // Anteil der Bereichs-Aufträge mit diesem Modul (0..1)\n p_gesamt: f64,\n lift: f64,\n}\n\n#[derive(Serialize)]\nstruct VorschlagPosition {\n modul_id: String,\n artikelnummer: Option,\n klartext: String,\n menge: i64,\n einzelpreis_eur: f64, // Ø aus den Bereichs-Aufträgen\n begruendung: String,\n p_bereich: f64,\n p_gesamt: f64,\n lift: f64,\n flag: Option, // Regelkonflikt mit dem gewählten Fahrzeug\n}\n\n#[derive(Serialize)]\nstruct VorschlagAntwort {\n n_basis: i64, // Aufträge im Bereich\n n_gesamt: i64,\n mit_einfluss: Vec,\n ohne_einfluss: Vec,\n erklaerung: String,\n positionen: Vec,\n korrelationen: Vec,\n}\n\n// Einfluss-Kriterium: ein Merkmal zählt nur, wenn es die Modulwahl messbar\n// verschiebt — mindestens MIN_VERSCHOBEN Module mit Lift außerhalb\n// [LIFT_TIEF, LIFT_HOCH] (Überrepräsentation ab MIN_SUPPORT Aufträgen im\n// Segment, Unterrepräsentation nur bei global gängigen Modulen). Segmente\n// unter MIN_SEGMENT Aufträgen tragen keine belastbare Aussage.\nconst MIN_SUPPORT: i64 = 3;\nconst MIN_SEGMENT: i64 = 5;\nconst LIFT_HOCH: f64 = 1.5;\nconst LIFT_TIEF: f64 = 0.5;\nconst MIN_VERSCHOBEN: usize = 2;\n\nconst ORDER_JOINS: &str = \"auftraege a \\\n JOIN kunden k ON k.kunde_id = a.kunde_id \\\n LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n\nconst POS_JOINS: &str = \"positionen p \\\n JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n JOIN kunden k ON k.kunde_id = a.kunde_id \\\n LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n\nfn where_und(conds: &[&str]) -> String {\n if conds.is_empty() {\n \"1=1\".to_string()\n } else {\n conds.join(\" AND \")\n }\n}\n\nfn order_count(con: &Connection, conds: &[&str], werte: &[&String]) -> Result {\n con.query_row(\n &format!(\n \"SELECT COUNT(DISTINCT a.auftrag_id) FROM {ORDER_JOINS} WHERE {}\",\n where_und(conds)\n ),\n rusqlite::params_from_iter(werte.iter()),\n |r| r.get(0),\n )\n .map_err(|e| e.to_string())\n}\n\n// Modul -> Anzahl Aufträge (distinct) im Segment\nfn modul_counts(\n con: &Connection,\n conds: &[&str],\n werte: &[&String],\n) -> Result, String> {\n let mut stmt = con\n .prepare(&format!(\n \"SELECT p.modul_id, COUNT(DISTINCT p.auftrag_id) \\\n FROM {POS_JOINS} \\\n WHERE {} GROUP BY p.modul_id\",\n where_und(conds)\n ))\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map(rusqlite::params_from_iter(werte.iter()), |r| {\n Ok((r.get::<_, String>(0)?, r.get::<_, i64>(1)?))\n })\n .map_err(|e| e.to_string())?;\n let mut out = std::collections::HashMap::new();\n for row in rows {\n let (id, n) = row.map_err(|e| e.to_string())?;\n out.insert(id, n);\n }\n Ok(out)\n}\n\nconst VORSCHLAG_TMPL: &str = \"Du konfigurierst Würth-Fahrzeugeinrichtungen. Grundlage ist eine \\\nKorrelationsanalyse über den Auftragsbestand: je Modul der Anteil der Aufträge im Bereich \\\n(= Profil), die es enthalten, verglichen mit dem Gesamtbestand (Lift = Anteil Bereich / Anteil \\\ngesamt). Stelle EINE stimmige Vorschlagskonfiguration zusammen. Antworte AUSSCHLIESSLICH mit \\\neinem JSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\\nRegeln:\\n\\\n- Verwende ausschließlich modul_id-Werte aus der Liste.\\n\\\n- Bevorzuge Module mit hohem Anteil im Bereich; hoher Lift heißt charakteristisch für den Bereich.\\n\\\n- Eine komplette Einrichtung, typisch 6-15 Positionen; menge ganzzahlig, an der Ø-Menge orientiert.\\n\\\n- begruendung je Position: kurz, mit Zahlen aus der Analyse (z. B. 'in 68 % der Aufträge im Bereich, Lift 2,1').\\n\\\n- erklaerung: 2-3 Sätze zur Konfiguration; nenne auch, welche Profilmerkmale eingeflossen sind \\\nund welche ohne Einfluss blieben.\\n\\\nJSON-Format:\\n\\\n{\\\"erklaerung\\\": \\\"<2-3 Sätze>\\\", \\\"positionen\\\": [{\\\"modul_id\\\": \\\"\\\", \\\"menge\\\": 1, \\\n\\\"begruendung\\\": \\\"\\\"}]}\";\n\nfn vorschlag_ai_inner(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let n_gesamt = order_count(&con, &[], &[])?;\n\n // Globale Modul-Statistik (Klartext, Artikelnummer, Häufigkeit im Gesamtbestand)\n struct ModulInfo {\n klartext: String,\n artikelnummer: Option,\n n_all: i64,\n }\n let mut stmt = con\n .prepare(\n \"SELECT p.modul_id, COALESCE(m.klartext, p.modul_id), m.artikelnummer, \\\n COUNT(DISTINCT p.auftrag_id) \\\n FROM positionen p LEFT JOIN module m ON m.modul_id = p.modul_id \\\n GROUP BY p.modul_id\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([], |r| {\n Ok((\n r.get::<_, String>(0)?,\n ModulInfo {\n klartext: r.get(1)?,\n artikelnummer: r.get(2)?,\n n_all: r.get(3)?,\n },\n ))\n })\n .map_err(|e| e.to_string())?;\n let mut global = std::collections::HashMap::new();\n for row in rows {\n let (id, info) = row.map_err(|e| e.to_string())?;\n global.insert(id, info);\n }\n\n // Merkmals-Relevanz: verschiebt das einzelne Merkmal die Modulwahl?\n let gesetzt: Vec<(&str, &str, &String)> = [\n (\"Branche\", \"f.gewerk = ?\", &gewerk),\n (\"Land\", \"k.land = ?\", &land),\n (\"Größe\", \"f.mitarbeiter_kl = ?\", &groesse),\n (\"Fahrzeugklasse\", \"v.fzg_klasse = ?\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"v.groesse = ?\", &fzg_groesse),\n ]\n .into_iter()\n .filter(|(_, _, w)| !w.is_empty())\n .collect();\n\n let mut mit_einfluss: Vec = Vec::new();\n let mut ohne_einfluss: Vec = Vec::new();\n let mut b_conds: Vec<&str> = Vec::new();\n let mut b_werte: Vec<&String> = Vec::new();\n for (name, cond, wert) in &gesetzt {\n let m = order_count(&con, &[cond], &[wert])?;\n let einfluss = if m < MIN_SEGMENT {\n false\n } else {\n let seg = modul_counts(&con, &[cond], &[wert])?;\n let verschoben = global\n .iter()\n .filter(|(id, info)| {\n let n_seg = *seg.get(*id).unwrap_or(&0);\n let p_seg = n_seg as f64 / m as f64;\n let p_all = info.n_all as f64 / n_gesamt as f64;\n let lift = p_seg / p_all;\n (n_seg >= MIN_SUPPORT && lift >= LIFT_HOCH)\n || (info.n_all >= MIN_SEGMENT && lift <= LIFT_TIEF)\n })\n .count();\n verschoben >= MIN_VERSCHOBEN\n };\n if einfluss {\n mit_einfluss.push(name.to_string());\n b_conds.push(cond);\n b_werte.push(wert);\n } else {\n ohne_einfluss.push(name.to_string());\n }\n }\n\n // Bereich = Schnitt der einflussreichen Merkmale (keine -> Gesamtbestand)\n let n_basis = order_count(&con, &b_conds, &b_werte)?;\n if n_basis == 0 {\n return Err(\n \"Die einflussreichen Merkmale treffen zusammen keine Aufträge.\".to_string(),\n );\n }\n let ber_counts = modul_counts(&con, &b_conds, &b_werte)?;\n\n // Ø Menge und Ø Preis (EUR) je Modul aus den Bereichs-Aufträgen\n let mut stmt = con\n .prepare(&format!(\n \"SELECT p.modul_id, AVG(COALESCE(p.menge, 1)), \\\n AVG(p.preis / COALESCE(a.wechselkurs, 1)) \\\n FROM {POS_JOINS} \\\n WHERE {} GROUP BY p.modul_id\",\n where_und(&b_conds)\n ))\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map(rusqlite::params_from_iter(b_werte.iter()), |r| {\n Ok((r.get::<_, String>(0)?, (r.get::<_, f64>(1)?, r.get::<_, f64>(2)?)))\n })\n .map_err(|e| e.to_string())?;\n let mut ber_preise = std::collections::HashMap::new();\n for row in rows {\n let (id, mp) = row.map_err(|e| e.to_string())?;\n ber_preise.insert(id, mp);\n }\n\n // Korrelationstabelle: wiederkehrende Module des Bereichs mit Lift\n let mut korrelationen: Vec = ber_counts\n .iter()\n .filter(|(_, n)| **n >= 2)\n .map(|(id, n)| {\n let info = &global[id];\n let p_bereich = *n as f64 / n_basis as f64;\n let p_gesamt = info.n_all as f64 / n_gesamt as f64;\n KorrModul {\n modul_id: id.clone(),\n klartext: info.klartext.clone(),\n n_bereich: *n,\n p_bereich,\n p_gesamt,\n lift: p_bereich / p_gesamt,\n }\n })\n .collect();\n korrelationen.sort_unstable_by(|a, b| {\n b.n_bereich\n .cmp(&a.n_bereich)\n .then(b.lift.total_cmp(&a.lift))\n });\n korrelationen.truncate(60);\n if korrelationen.is_empty() {\n return Err(\"Keine wiederkehrenden Module im Bereich.\".to_string());\n }\n\n // Prompt: Profilstatus + Korrelationszeilen\n let mut user = String::from(\"Profil:\\n\");\n for (name, _, wert) in [\n (\"Branche\", \"\", &gewerk),\n (\"Land\", \"\", &land),\n (\"Größe (Mitarbeiter)\", \"\", &groesse),\n (\"Fahrzeugklasse\", \"\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"\", &fzg_groesse),\n ] {\n let kurz = name.split(' ').next().unwrap();\n let status = if wert.is_empty() {\n \"nicht gesetzt\".to_string()\n } else if mit_einfluss.iter().any(|e| e == kurz) {\n format!(\"{wert} (eingeflossen)\")\n } else {\n format!(\"{wert} (ohne messbaren Einfluss auf die Modulwahl — ignoriert)\")\n };\n user.push_str(&format!(\"- {name}: {status}\\n\"));\n }\n user.push_str(&format!(\n \"Bereich: {n_basis} von {n_gesamt} Aufträgen.\\n\\n\\\n Korrelationen (modul_id | Bezeichnung | Artikelnr | Anteil Bereich | Anteil gesamt | Lift | Ø Menge | Ø Preis EUR):\\n\"\n ));\n for k in &korrelationen {\n let (avg_menge, avg_preis) = ber_preise[&k.modul_id];\n user.push_str(&format!(\n \"{} | {} | {} | {:.0} % ({} von {}) | {:.0} % | {:.2} | {:.1} | {:.2}\\n\",\n k.modul_id,\n k.klartext,\n global[&k.modul_id].artikelnummer.as_deref().unwrap_or(\"—\"),\n 100.0 * k.p_bereich,\n k.n_bereich,\n n_basis,\n 100.0 * k.p_gesamt,\n k.lift,\n avg_menge,\n avg_preis\n ));\n }\n\n let text = claude_text(\"claude-sonnet-5\", true, 4096, VORSCHLAG_TMPL, &user)?;\n let spec = json_objekt(&text)?;\n\n let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n let pos_arr = spec[\"positionen\"]\n .as_array()\n .ok_or(\"keine positionen im LLM-JSON\")?;\n\n // Regelabgleich gegen das gewählte Fahrzeug: flaggt, sperrt nicht.\n // Ohne gewähltes Fahrzeug greift keine der (fahrzeugbedingten) Regeln.\n let mut regel_stmt = con\n .prepare(\n \"SELECT text FROM regeln \\\n WHERE (fzg_klasse IS NULL OR fzg_klasse = ?1) \\\n AND (groesse_muster IS NULL OR ?2 LIKE groesse_muster) \\\n AND (?3 LIKE klartext_muster OR ?4 LIKE klartext_muster) \\\n LIMIT 1\",\n )\n .map_err(|e| e.to_string())?;\n\n let korr_map: std::collections::HashMap<&str, &KorrModul> = korrelationen\n .iter()\n .map(|k| (k.modul_id.as_str(), k))\n .collect();\n let mut positionen = Vec::new();\n for p in pos_arr {\n let id = p[\"modul_id\"].as_str().ok_or(\"modul_id fehlt im LLM-JSON\")?;\n let menge = p[\"menge\"]\n .as_i64()\n .ok_or_else(|| format!(\"menge fehlt bei {id}\"))?;\n let k = korr_map\n .get(id)\n .ok_or_else(|| format!(\"LLM lieferte modul_id außerhalb der Korrelationsliste: {id}\"))?;\n let flag: Option = regel_stmt\n .query_row(\n rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],\n |r| r.get(0),\n )\n .optional()\n .map_err(|e| e.to_string())?;\n positionen.push(VorschlagPosition {\n modul_id: id.to_string(),\n artikelnummer: global[id].artikelnummer.clone(),\n klartext: k.klartext.clone(),\n menge,\n einzelpreis_eur: ber_preise[id].1,\n begruendung: p[\"begruendung\"].as_str().unwrap_or(\"\").to_string(),\n p_bereich: k.p_bereich,\n p_gesamt: k.p_gesamt,\n lift: k.lift,\n flag,\n });\n }\n\n Ok(VorschlagAntwort {\n n_basis,\n n_gesamt,\n mit_einfluss,\n ohne_einfluss,\n erklaerung,\n positionen,\n korrelationen,\n })\n}\n\n#[tauri::command]\nasync fn vorschlag_ai(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)\n })\n .await\n .map_err(|e| e.to_string())?\n}\n\n#[cfg_attr(mobile, tauri::mobile_entry_point)]\npub fn run() {\n tauri::Builder::default()\n .plugin(tauri_plugin_opener::init())\n .invoke_handler(tauri::generate_handler![\n list_kunden_360,\n list_auftraege,\n list_positionen,\n frage_ai,\n vorschlag_ai\n ])\n .run(tauri::generate_context!())\n .expect(\"error while running tauri application\");\n}\n","numLines":798,"startLine":1,"totalLines":798}},"sourceToolAssistantUUID":"18f14ea1-1adc-4b52-98b0-9520824e04be","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"type":"last-prompt","lastPrompt":"Also hast Du IMMER NOCH NICHT verstanden, um was es hier geht: Dass 2000 Angebote für ein LLM zu wenig sind / wer hätte das gedacht? WIE OFT MUSS ICH SAGEN, DASS ES UM EINE DEMO GEHT und DU KEINE AHNU…","leafUuid":"140430c1-ec10-4d40-b1b0-5075b2dc9899","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} {"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"} 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{"parentUuid":"66370bd7-12a8-45ae-a936-325567bf8389","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXXF4JND8QwY3uuGiYL","type":"message","role":"assistant","content":[{"type":"text","text":"Die Vorschlagsengine existiert bereits im Backend (`vorschlag_ai`): Korrelationsanalyse + Claude stellt die Konfiguration zusammen. Problem: sie zieht Profil-Dimensionen aus `kunde_firmendaten` (Gewerk) und `auftrag_fzg` (Fahrzeugklasse/-größe) — beide für die neuen Daten leer. Die Fahrzeugfelder liegen jetzt direkt in `auftraege` (`fzg_typ`, `fzg_hersteller_id`, …).\n\nIch schaue den Frontend-Tab und das Schema an, um zu sehen, was aktuell gerendert wird und worauf die Engine läuft:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":14955,"cache_read_input_tokens":59258,"output_tokens":1271,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":14955,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1271,"cache_read_input_tokens":59258,"cache_creation_input_tokens":14955,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":14955},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXXDmAi4sMtqWrb9Pq6","type":"assistant","uuid":"93cd20f5-6fa9-4ee6-86b0-24c3b0c7b42f","timestamp":"2026-07-07T10:19:21.533Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"93cd20f5-6fa9-4ee6-86b0-24c3b0c7b42f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXXF4JND8QwY3uuGiYL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CBC8dRCT7yuuqvhSixjGTu","name":"Bash","input":{"command":"cd /home/marcuh/projects/08-07\necho \"=== Tabs / vorschlag im Frontend ===\"; grep -n -i 'vorschlag\\|tab\\|Empfehl' src/App.vue | head -50","description":"Vorschlag/Tab-Stellen im Frontend"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":14955,"cache_read_input_tokens":59258,"output_tokens":1271,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":14955,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1271,"cache_read_input_tokens":59258,"cache_creation_input_tokens":14955,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":14955},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXXDmAi4sMtqWrb9Pq6","type":"assistant","uuid":"099dcfd7-773b-4cce-8ad1-0fc5d189aeef","timestamp":"2026-07-07T10:19:23.426Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/home/marcuh/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"} {"parentUuid":"099dcfd7-773b-4cce-8ad1-0fc5d189aeef","isSidechain":false,"promptId":"a300ae26-2a29-4e62-acda-b6b07f6c2ee1","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CBC8dRCT7yuuqvhSixjGTu","type":"tool_result","content":"=== Tabs / vorschlag im Frontend ===\n74:const activeTab = ref<\"data\" | \"kpis\" | \"fragen\" | \"vorschlag\">(\"data\");\n329: chart: string; // kpi | bar | table\n408:// ---- Vorschlagsengine (vorschlag_ai) ----\n409:interface VorschlagPosition {\n429:interface VorschlagAntwort {\n435: positionen: VorschlagPosition[];\n457:const vAntwort = ref(null);\n492:async function vorschlagen() {\n499: vAntwort.value = await invoke(\"vorschlag_ai\", {\n524: