update source code and pipeline

filter/check_009/bill_paid_counts.csv

@@ -0,0 +1,4 @@
+bill_paid,count
+False,74
+True,1011
+,174

filter/check_009/currency_counts.csv

@@ -0,0 +1,3 @@
+currency,count
+EUR,1137
+F,2

filter/check_009/id_presence.csv

@@ -0,0 +1,11 @@
+field,present_count
+adeli_number,902
+rpps_number,179
+finess_number,133
+prescripteur_finess_number,42
+doctor_name,1051
+invoice_issuer,1122
+insured_name,203
+beneficiary_name,1098
+security_number,494
+currency,1139

filter/check_009/is_bill_counts.csv

@@ -0,0 +1,3 @@
+is_bill,count
+True,1126
+False,133

filter/check_009/issues.csv

@@ -0,0 +1,277 @@
+source,issue
+eedda33e-049b-4ab8-aee8-6f5d0c88b500_IMG_0358,item[0].quantity missing
+eedda33e-049b-4ab8-aee8-6f5d0c88b500_IMG_0358,item[1].quantity missing
+e72e49e0-7891-4dc8-b62f-40c7bf6252a4_Nuria_Ravier_Ophtalomologiste,item[0].quantity missing
+e72e49e0-7891-4dc8-b62f-40c7bf6252a4_Nuria_Ravier_Ophtalomologiste,item[0].quantity missing
+Facture ostéopathe-25417096,item[0].quantity missing
+eb5561dd-937b-4c0b-b6c6-56da8b528c94_facture_vision_claire_ophtalmo_1_001,item[0].quantity missing
+6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1,item[0].quantity missing
+6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1,item[1].quantity missing
+1150ac6a-abdc-409d-b7ca-296e7b35769c_Facture_BOLZERJean_Francois_20250131GMAM,item[0].quantity missing
+Facture ostéopathe-26738638,item[0].quantity missing
+34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09,bill_paid True but remaining_payment > 0
+34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09,item[0].quantity missing
+34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09,item[1].quantity missing
+abff81b4-d895-47d5-b3d4-93da48f5c1e6_20241212_172044,item[0].quantity missing
+abff81b4-d895-47d5-b3d4-93da48f5c1e6_20241212_172044,item[1].quantity missing
+2c75bd51-e61c-452e-b19b-494fa70e9cc9_Facture_lentilles_janvier_2024,item[4].amount negative: -2.9
+2c75bd51-e61c-452e-b19b-494fa70e9cc9_Facture_lentilles_janvier_2024,item[5].amount negative: -3.0
+Facture ostéopathe-26605349,item[0].quantity missing
+Facture médecine douce-27702698,item[0].quantity missing
+6221379e-7344-4868-9ee0-04f2c4e26874_consultation_ophtalmo27janvier2025BEAUPERINyann,item[0].quantity missing
+f55f9121-499d-4c25-b79b-464413d7ca6c_Quittance_Ophtalmologue,item[0].quantity missing
+f55f9121-499d-4c25-b79b-464413d7ca6c_Quittance_Ophtalmologue,item[0].quantity missing
+62b45277-a437-48c6-af52-d1814f23434f_17460042180346042803920585280783,item[0].quantity missing
+62b45277-a437-48c6-af52-d1814f23434f_17460042180346042803920585280783,item[1].quantity missing
+Facture ostéopathe-25847017,bill_paid True but remaining_payment > 0
+02358c4c-820a-409f-9489-a75f22af3f32_image,item[0].quantity missing
+02358c4c-820a-409f-9489-a75f22af3f32_image,item[1].quantity missing
+7ef7306d-400e-4a56-b31c-02237212c470_Scan,item[0].quantity missing
+7ef7306d-400e-4a56-b31c-02237212c470_Scan,item[1].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[0].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[1].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[3].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[4].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[6].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[7].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[8].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[9].quantity missing
+f482ebef-e885-4627-a927-96ad54ab5aa0_Facture,item[11].quantity missing
+Facture ostéopathe-26610949,item[0].quantity missing
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,item[0].quantity missing
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,item[1].quantity missing
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,item[2].quantity missing
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,item[3].quantity missing
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,item[4].quantity missing
+bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136,item[0].quantity missing
+bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136,item[1].quantity missing
+17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo,item[0].quantity missing
+17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo,item[1].quantity missing
+17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo,item[0].quantity missing
+e566a3b0-cc99-4c4d-8715-9f3be841a066_noname,item[0].quantity missing
+e566a3b0-cc99-4c4d-8715-9f3be841a066_noname,item[1].quantity missing
+c6013936-5850-4027-9f61-32c30486e6d5_optique,item[0].quantity missing
+c6013936-5850-4027-9f61-32c30486e6d5_optique,item[1].quantity missing
+47399c82-030f-4904-b8f4-2c3dc7c46723_image,item[0].quantity missing
+47399c82-030f-4904-b8f4-2c3dc7c46723_image,item[1].quantity missing
+57188e7d-280a-4f94-9d7d-6af62ede30ed_lunettes,item[0].quantity missing
+209e4abe-4973-4fd3-83cc-64f940fb7372_facture_ophtalmologue,item[0].quantity missing
+209e4abe-4973-4fd3-83cc-64f940fb7372_facture_ophtalmologue,item[1].quantity missing
+85120394-0ea3-4a2c-b0d4-11b0fe31a4e7_20250213_145033,item[0].quantity missing
+85120394-0ea3-4a2c-b0d4-11b0fe31a4e7_20250213_145033,item[1].quantity missing
+Facture ostéopathe-26972680,item[0].quantity missing
+Facture médecine douce-27784971,item[0].quantity missing
+8de5aacb-e142-4321-aaaf-c4179f031d7a_20240810152224_001,item[0].quantity missing
+8de5aacb-e142-4321-aaaf-c4179f031d7a_20240810152224_001,item[1].quantity missing
+8de5aacb-e142-4321-aaaf-c4179f031d7a_20240810152224_001,item[2].quantity missing
+Facture ostéopathe-26479073,item[0].quantity missing
+b5cfbf34-f15b-4f2e-bbe9-e83c86549d98_FACTURE_OPHTALMO,item[0].quantity missing
+b5cfbf34-f15b-4f2e-bbe9-e83c86549d98_FACTURE_OPHTALMO,item[1].quantity missing
+43666807-3eb2-40b9-bdf6-94d4fe31b71e_factures,item[0].quantity missing
+43666807-3eb2-40b9-bdf6-94d4fe31b71e_factures,item[1].quantity missing
+43666807-3eb2-40b9-bdf6-94d4fe31b71e_factures,item[2].quantity missing
+70e53730-c41c-402b-a227-2262cdd9fa7b_osteo_Laurette,item[0].quantity missing
+1724226151795facture_du_30_mars_2024,item[0].quantity missing
+Facture médecine douce-27688568,bill_paid True but amount_paid missing
+Facture ostéopathe-26626551,item[0].quantity missing
+Facture des lentilles de contact-27559701,item[5].amount negative: -6.67
+Facture des lentilles de contact-27601451,item[0].quantity missing
+Facture des lentilles de contact-27601451,item[1].quantity missing
+Facture des lentilles de contact-27680116,item[0].quantity missing
+Facture des lentilles de contact-27680116,item[1].quantity missing
+Facture médecine douce-27640153,item[0].quantity missing
+Facture médecine douce-27640153,item[1].quantity missing
+Facture des lentilles de contact-27653858,item[4].amount negative: -2.9
+Facture des lentilles de contact-27653858,item[5].amount negative: -3.0
+Facture des lentilles de contact-27545715,item[1].quantity missing
+ed44bada-dfae-4ab1-b810-e47cec83e3d9_PXL_20250206_222803759.MP,item[0].quantity missing
+f6fc955d-e941-4a94-892b-ffebcfbb949a_image,item[0].quantity missing
+f6fc955d-e941-4a94-892b-ffebcfbb949a_image,item[1].quantity missing
+f6fc955d-e941-4a94-892b-ffebcfbb949a_image,item[2].quantity missing
+252c4ad4-8fa3-4ed1-9508-ee77f6dce6fe_img20250206_20040851,item[0].quantity missing
+c53ffdcc-0ee6-4bf2-8c43-923c5471310f_IMG_7285,item[0].quantity missing
+c53ffdcc-0ee6-4bf2-8c43-923c5471310f_IMG_7285,item[1].quantity missing
+d8203a60-049f-4f78-befd-556987e766d7_Facture_Mme_GLACON_Adeline,item[0].quantity missing
+d8203a60-049f-4f78-befd-556987e766d7_Facture_Mme_GLACON_Adeline,item[1].quantity missing
+821b6297-8c00-4f88-89a7-a9213c38c3e8_JEAN_PIERRE_001,item[0].quantity missing
+821b6297-8c00-4f88-89a7-a9213c38c3e8_JEAN_PIERRE_001,item[1].quantity missing
+b442261a-d504-4cda-98cd-e22a6875bfd0_M._ZIMMER_2401,item[0].quantity missing
+819f6faf-d9f3-4668-9000-e414d92c7f41_ROYER_LUDIVINE_FACTURE_OPHTALMO,item[0].quantity missing
+819f6faf-d9f3-4668-9000-e414d92c7f41_ROYER_LUDIVINE_FACTURE_OPHTALMO,item[1].quantity missing
+Facture ostéopathe-25152747,bill_paid True but amount_paid missing
+DDE prestation Facture des lentilles de contact-26705902,item[3].amount negative: -3.0
+Facture ostéopathe-26750142,item[0].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[0].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[1].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[2].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[3].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[4].quantity missing
+9934f5be-de66-495a-a478-f34e4ced1fa5_Facture_lunettes_Emnah,item[5].quantity missing
+e997eddb-05a4-49f9-a7fd-82b48c2694b3_IMG_OPHTALMOLOGIE_20250117_0001,item[0].quantity missing
+fa25423e-b79c-48f9-89ae-32ffd95e3101_Facture_Ophtalmologie,item[0].quantity missing
+91c41171-ac88-4ce4-8f15-48c4ad2c5aa2_Devis_lunette,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26736761,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26736761,item[1].quantity missing
+Facture ostéopathe-26077624,item[0].quantity missing
+Facture médecine douce-27701986,item[0].quantity missing
+801fa72b-9dba-4852-9378-3b69ea925679_17354854480549213702943309634816,item[0].quantity missing
+Facture médecine douce-27784881,item[0].quantity missing
+d3ef8b3d-b78f-4455-b2d6-1c9ef9ec5e60_Quittance_Ophtalmologue,item[0].quantity missing
+d3ef8b3d-b78f-4455-b2d6-1c9ef9ec5e60_Quittance_Ophtalmologue,item[0].quantity missing
+Facture des lentilles de contact-27654482,item[3].amount negative: -5.9
+Facture des lentilles de contact-27654482,item[4].amount negative: -17.38
+Facture médecine douce-27784857,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26729570,item[0].quantity missing
+1724156677847Facture_osteophate_13_08_2024_POIGNANT_Thierry,item[0].quantity missing
+5cf26866-c1ae-4dfd-8793-54ef5148224c_FACTURE_OSTEO_SILLON_DU_22-11-2024,item[0].quantity missing
+Facture ostéopathe-26300731,item[0].quantity missing
+Facture ostéopathe-26300731,item[1].quantity missing
+Facture ostéopathe-26300731,item[2].quantity missing
+dc4e7302-925d-438f-82d5-e78510d858c5_7447113,item[3].amount negative: -5.9
+dc4e7302-925d-438f-82d5-e78510d858c5_7447113,item[4].amount negative: -5.0
+Facture ostéopathe-25089174,item[0].quantity missing
+d9e1cb2a-b44b-4cc8-b07a-030ddf3acd28_Ordonnance_lentilles_Mary,bill_paid True but amount_paid missing
+1724658376437factosteo,item[0].quantity missing
+Facture des lentilles de contact-27708923,item[0].quantity missing
+b46e8411-29d3-44b6-ae65-55f11bf360bd_FACTURE_OCULISTE_JANE,item[0].quantity missing
+b46e8411-29d3-44b6-ae65-55f11bf360bd_FACTURE_OCULISTE_JANE,item[1].quantity missing
+b46e8411-29d3-44b6-ae65-55f11bf360bd_FACTURE_OCULISTE_JANE,item[2].quantity missing
+27c16ad0-3309-4eb1-9432-ab8a546fee7c_osteo,currency missing for bill
+c2009b55-58d4-411f-a25a-3dc1e32e4a89_facture_lentille,item[3].amount negative: -3.0
+25f19f18-b19d-4e1e-b105-349dd1584c81_75109795868__1FEA46AA-A04E-44AF-9748-541DE3F7B438,item[0].quantity missing
+25f19f18-b19d-4e1e-b105-349dd1584c81_75109795868__1FEA46AA-A04E-44AF-9748-541DE3F7B438,item[1].quantity missing
+1724399050339FACTURE_132120424_MME_RONDIN_MAHEVA,item[0].quantity missing
+64fa4c19-efa4-48f1-acf8-8c2e8f573b8b_Facture_osteopathe_,item[0].quantity missing
+c7704de1-820a-44bf-aef9-f7b185f94a26_facture_ophtalmo,item[0].quantity missing
+c7704de1-820a-44bf-aef9-f7b185f94a26_facture_ophtalmo,item[1].quantity missing
+c7704de1-820a-44bf-aef9-f7b185f94a26_facture_ophtalmo,item[0].quantity missing
+bae2e636-32c5-4b2c-b2d2-a7b28b30760f_KM_C250i24082011140,item[0].quantity missing
+bae2e636-32c5-4b2c-b2d2-a7b28b30760f_KM_C250i24082011140,item[1].quantity missing
+e0f0eab0-f98c-4b74-95f2-bfc61ad76d28_Ophtalmo_Isa_01-24,item[0].quantity missing
+e0f0eab0-f98c-4b74-95f2-bfc61ad76d28_Ophtalmo_Isa_01-24,item[1].quantity missing
+Facture des lentilles de contact-27647325,item[0].quantity missing
+1724399050380osteo_Lina,item[0].quantity missing
+70c3e7f5-405b-49d8-a73c-dae83beafb59_Facture_ophtalmo,item[0].quantity missing
+70c3e7f5-405b-49d8-a73c-dae83beafb59_Facture_ophtalmo,item[1].quantity missing
+70c3e7f5-405b-49d8-a73c-dae83beafb59_Facture_ophtalmo,item[2].quantity missing
+66de7232-78a6-46a0-8392-47ec4630ad31_image,item[0].quantity missing
+66de7232-78a6-46a0-8392-47ec4630ad31_image,item[1].quantity missing
+66de7232-78a6-46a0-8392-47ec4630ad31_image,item[2].quantity missing
+0be67d5b-5af6-49ba-8851-d3976f9920a0_Facture_optalmo_Emma_PINSARD,item[0].quantity missing
+0be67d5b-5af6-49ba-8851-d3976f9920a0_Facture_optalmo_Emma_PINSARD,item[1].quantity missing
+b79c0ed4-4126-4ff5-86a8-0348cd1c308c_IMG_0048,item[0].quantity missing
+b79c0ed4-4126-4ff5-86a8-0348cd1c308c_IMG_0048,item[1].quantity missing
+b79c0ed4-4126-4ff5-86a8-0348cd1c308c_IMG_0048,item[2].quantity missing
+Facture ostéopathe-26252579,item[0].quantity missing
+Facture ostéopathe-26252579,item[1].quantity missing
+Facture ostéopathe-26252579,item[2].quantity missing
+Facture ostéopathe-26252579,item[3].quantity missing
+a5bd8b97-a2a8-49ae-900d-0673d2f96637_quittance_optique_,item[0].quantity missing
+8b6539db-21b4-41dc-a27f-db2cd351fe5f_Doc_34,item[0].quantity missing
+172465822585720240416133632216,item[0].quantity missing
+Facture médecine douce-27781814,item[0].quantity missing
+Facture ostéopathe-26349654,item[0].quantity missing
+4950b870-6662-4fcd-a7e9-1fc3abd0fdc9_IMG_20250321_182918,item[0].quantity missing
+4950b870-6662-4fcd-a7e9-1fc3abd0fdc9_IMG_20250321_182918,currency missing for bill
+cbc7ddff-2ed1-441b-85cb-5c1079588a52_Mes_des_factures,item[0].quantity missing
+cbc7ddff-2ed1-441b-85cb-5c1079588a52_Mes_des_factures,item[1].quantity missing
+91efe623-7d6b-4a96-8b03-87199c56566a_image,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26705131,item[2].amount negative: -5.0
+Facture des lentilles de contact-27620389,item[0].quantity missing
+Facture des lentilles de contact-27620389,item[1].quantity missing
+2da98e03-19d0-430e-90da-a09706de143b_Facture_Lentilles_Stephanie_Marchenay_,item[0].quantity missing
+Facture-quittance toutes spécialités-27648502,item[0].quantity missing
+Facture médecine douce-27776613,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26685394,item[0].quantity missing
+ec6baa8c-a189-4850-b310-c90bab372cc2_Facture_Krys,bill_paid True but remaining_payment > 0
+DDE prestation Facture des lentilles de contact-26772555,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26772555,item[1].quantity missing
+Facture des lentilles de contact-27700117,item[0].quantity missing
+1724399050308image,item[0].quantity missing
+179673c3-7b80-47cb-9467-3425e010905a_ordonnance08.10.2024,item[0].quantity missing
+179673c3-7b80-47cb-9467-3425e010905a_ordonnance08.10.2024,item[1].quantity missing
+cdea6c95-be16-4d2b-ba78-95ef182d8e63_IMG_20250523_084341,item[0].quantity missing
+Facture ostéopathe-25073562,item[0].quantity missing
+499639d7-4faa-4d3e-b412-7f75da0b4e01_quercy,item[0].quantity missing
+499639d7-4faa-4d3e-b412-7f75da0b4e01_quercy,item[1].quantity missing
+Facture ostéopathe-26189649,item[0].quantity missing
+Facture psychologie - 27581557,item[0].quantity missing
+Facture psychologie - 27581557,item[0].quantity missing
+fdaa0d42-8e79-4506-b222-373c88891ff5_notehonoraire__20250212_143947,item[0].quantity missing
+92340ad4-27cf-476b-a842-051d0b6a2c9f_IMG_20250619_231842,item[0].quantity missing
+Facture ostéopathe-1142513,item[0].quantity missing
+Facture ostéopathe-26447822,bill_paid True but amount_paid missing
+1724156469365facture_osteo08.24,item[0].quantity missing
+1eea4521-e98f-4f41-911b-07ffaf3b52a0_Facture_MGP,item[0].quantity missing
+1eea4521-e98f-4f41-911b-07ffaf3b52a0_Facture_MGP,item[1].quantity missing
+Facture ostéopathe-26595219,item[0].quantity missing
+0aa44c3d-2dc8-47fc-9307-d1485df454c1_20250207152016_001,item[0].quantity missing
+Facture ostéopathe-25416514,item[0].quantity missing
+Sans titre,item[0].quantity missing
+707771f6-bb3b-4e5e-8d7d-acd584a23009_IMG_20240726_142929,item[0].quantity missing
+707771f6-bb3b-4e5e-8d7d-acd584a23009_IMG_20240726_142929,item[1].quantity missing
+d35e4ea0-6678-4dd1-b0d5-fe905d262430_FACTURE_GAFFE_Thierry,item[0].quantity missing
+Facture ostéopathe-25921103,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26764274,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26764274,item[1].quantity missing
+1724658376419facture_ostheo_avril_24,item[0].quantity missing
+Facture des lentilles de contact-27654407,bill_paid True but amount_paid missing
+Facture ostéopathe-26610950,item[0].quantity missing
+Facture des lentilles de contact-27668729,item[4].amount negative: -4.9
+Facture des lentilles de contact-27668729,item[5].amount negative: -12.8
+a05800f6-c1f1-4d50-9598-98e0f90b83f0_17476639221036811513370155179329,item[0].quantity missing
+32ffb8dc-fbd0-4edf-94b2-7b784cc72ff2_17479876010256548167621008372337,item[0].quantity missing
+32ffb8dc-fbd0-4edf-94b2-7b784cc72ff2_17479876010256548167621008372337,item[1].quantity missing
+32ffb8dc-fbd0-4edf-94b2-7b784cc72ff2_17479876010256548167621008372337,item[2].quantity missing
+Facture ostéopathe-1119174,item[0].quantity missing
+Facture ostéopathe-26298895,item[0].quantity missing
+82ac654c-54d4-401f-a006-96d9e46531fe_Facture_ostheo_JEAN,item[0].quantity missing
+Facture ostéopathe-26585743,item[0].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[0].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[1].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[2].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[3].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[4].quantity missing
+106b84f7-29a1-4c06-8cdf-4a297995e678_Facture_lunettes_Amelie,item[5].quantity missing
+284cb22c-17ad-409b-8d5f-79e43a6dd51b_Facture_,item[0].quantity missing
+fe86f6a8-8360-458e-834c-805ac99350cf_Monsieur_OUEDRAOGO_DAOUDA,item[0].quantity missing
+fe86f6a8-8360-458e-834c-805ac99350cf_Monsieur_OUEDRAOGO_DAOUDA,item[1].quantity missing
+Facture des lentilles de contact-27576127,item[2].amount negative: -53.0
+1724425079263JACOB_Francois_2024-111,item[0].quantity missing
+46ddeec5-97bf-4175-b214-b7bd74c4fa24_Renouvin_Ferlicot_Andre,item[0].quantity missing
+46ddeec5-97bf-4175-b214-b7bd74c4fa24_Renouvin_Ferlicot_Andre,item[1].quantity missing
+0a26adda-beef-4977-966c-12efc73f1d15_20250129_190625,item[0].quantity missing
+0a26adda-beef-4977-966c-12efc73f1d15_20250129_190625,item[1].quantity missing
+Facture ostéopathe-26699279,item[0].quantity missing
+Facture ostéopathe-1216961,bill_paid True but amount_paid missing
+Facture ostéopathe-1216961,item[0].quantity missing
+Facture ostéopathe-26935993,item[0].quantity missing
+1724425079207douilly_6,item[0].quantity missing
+Facture ostéopathe-26298310,item[0].quantity missing
+8019accc-33b4-4f20-95eb-3ff1e1d4db0b_nnn,item[0].quantity missing
+8019accc-33b4-4f20-95eb-3ff1e1d4db0b_nnn,item[1].quantity missing
+379ed230-4e27-4f61-9039-226972f26cc9_Factures_Dani_medecin_,item[0].quantity missing
+379ed230-4e27-4f61-9039-226972f26cc9_Factures_Dani_medecin_,item[1].quantity missing
+b410345a-31de-4397-a896-bc11d97e524c_FACTURE_OPHTALMOLOGISTE,item[0].quantity missing
+0268b186-6926-46af-b75f-ba01c02cb647_IMG_20240514_152542,item[0].quantity missing
+0bfb5041-2751-421d-b5d5-60d696c361c1_17391960081576654684571490136238,item[0].quantity missing
+598221c3-d0b3-403a-a261-c68cbe56b453_facture_ophtalmo,item[0].quantity missing
+598221c3-d0b3-403a-a261-c68cbe56b453_facture_ophtalmo,item[1].quantity missing
+1724226151831IMG_8005,item[0].quantity missing
+c8fa8d11-c2df-4f39-9909-28790acc5957_Factures_opthalmo,item[0].quantity missing
+50eeaebf-d552-4a12-92a4-66d185bb992b_facture_optique,item[0].quantity missing
+50eeaebf-d552-4a12-92a4-66d185bb992b_facture_optique,item[1].quantity missing
+50eeaebf-d552-4a12-92a4-66d185bb992b_facture_optique,item[2].quantity missing
+Facture ostéopathe-26744045,item[0].quantity missing
+1724425031419Facture_Osteo_20240417,item[0].quantity missing
+Facture ostéopathe-25187936,item[0].quantity missing
+ec117b21-9348-4a76-9a22-2bae87639392_facture_du_14.02_Tony,item[0].quantity missing
+ec117b21-9348-4a76-9a22-2bae87639392_facture_du_14.02_Tony,item[1].quantity missing
+Facture ostéopathe-26052732,item[0].quantity missing
+de6a66cd-d729-479c-a119-8b9e442702db_Screenshot_20250227_112521_Gallery,item[0].quantity missing
+de6a66cd-d729-479c-a119-8b9e442702db_Screenshot_20250227_112521_Gallery,item[1].quantity missing
+Facture médecine douce-27709304,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26715605,item[0].quantity missing
+Facture médecine douce-27702699,item[0].quantity missing
+70546a38-b6d7-4151-b08a-82b01c8e4a98_480755849_2183001178819517_1003204107786000285_n,item[0].quantity missing
+1724658298461facture_podologue_alicia,item[0].quantity missing

filter/check_009/item_total_billed_mismatches.csv

@@ -0,0 +1,61 @@
+source_image,total_billed,sum_item_amount,diff
+6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1,24.98,41.41,-16.429999999999996
+ea64ca35-29f5-49ba-894b-13aa3421f1d6_doc00681020250513143142,138.96,115.78,23.180000000000007
+b7df45bd-a142-4cb1-bb00-69122c5b405a_IMG20250520184626,594.8,798.0,-203.20000000000005
+2dbb4025-f570-49f9-83d1-08aedb2b122d_lunettes_Lou-Ann,213.4,253.0,-39.599999999999994
+Facture des lentilles de contact-27693842,130.0,150.0,-20.0
+6221379e-7344-4868-9ee0-04f2c4e26874_consultation_ophtalmo27janvier2025BEAUPERINyann,20.8,20.86,-0.05999999999999872
+0a639214-b39e-4971-8d51-d83b7d2d2c2e_facture_lentilles_17_01_2025,540.8,550.8,-10.0
+8f0e72ca-64e5-4797-87bc-9378b842433a_CF_1676107,64.48,59.88,4.600000000000001
+Facture ostéopathe-26610949,60.0,100.0,-40.0
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,262.0,257.0,5.0
+e566a3b0-cc99-4c4d-8715-9f3be841a066_noname,44.0,43.28,0.7199999999999989
+Facture ostéopathe-25449739,70.0,60.0,10.0
+47399c82-030f-4904-b8f4-2c3dc7c46723_image,77.61,0.0,77.61
+209e4abe-4973-4fd3-83cc-64f940fb7372_facture_ophtalmologue,72.63,0.0,72.63
+85120394-0ea3-4a2c-b0d4-11b0fe31a4e7_20250213_145033,73.33,84.33,-11.0
+43666807-3eb2-40b9-bdf6-94d4fe31b71e_factures,147.0,105.0,42.0
+a3e845ff-e89c-4eb0-bf8d-164979dfee2b_Recu_Osteo_LIGNAC_Sebastien,65.0,60.0,5.0
+060cd8e5-ac6f-47e5-b8f5-fe9d3920c522_CHIRO_FEVRIER_2025,40.0,90.0,-50.0
+1724397121050Adobe_Scan_17_avr._2024,45.96,43.00999999999999,2.95000000000001
+8f2b09a0-d20d-4a94-a70a-fda31024af49_Facture_22_04_2025,340.0,290.0,50.0
+06e1588f-71a7-43fc-bf99-d066db847189_Opticien_,375.6,613.6,-238.0
+72cb658b-3239-4479-918d-aac53bc4a552_Facture_ophtalmo_14-01-2025,130.0,0.0,130.0
+e997eddb-05a4-49f9-a7fd-82b48c2694b3_IMG_OPHTALMOLOGIE_20250117_0001,119.48,0.0,119.48
+Facture ostéopathe-1066603,45.0,65.0,-20.0
+DDE prestation Facture des lentilles de contact-26736761,78.0,76.0,2.0
+Facture ostéopathe-26555547,220.65,0.0,220.65
+96be3553-7261-4698-bf20-88ca5c826889_ReleveMensuel_Mai,154.04,535.1099999999999,-381.06999999999994
+ba1b499f-199f-4106-bb2c-aac62a67c235_doc00448420250313084147,644.16,643.96,0.1999999999999318
+1724397121048facture_kine_15-04-24,88.4,17.68,70.72
+Facture ostéopathe-26401996,205.56,0.0,205.56
+27c16ad0-3309-4eb1-9432-ab8a546fee7c_osteo,60.0,0.0,60.0
+c7704de1-820a-44bf-aef9-f7b185f94a26_facture_ophtalmo,120.0,0.0,120.0
+c7704de1-820a-44bf-aef9-f7b185f94a26_facture_ophtalmo,20.8,0.0,20.8
+bae2e636-32c5-4b2c-b2d2-a7b28b30760f_KM_C250i24082011140,110.48,0.0,110.48
+e0f0eab0-f98c-4b74-95f2-bfc61ad76d28_Ophtalmo_Isa_01-24,76.0,0.0,76.0
+670b97e0-61da-4341-843d-a02b4ae76ef5_image,352.0,468.67,-116.67000000000002
+e6c39a83-a53c-48f5-bffe-6bdb57337b33_image,560.06,560.0,0.05999999999994543
+172442503141724-04-08_recu_kine_Suz,66.12,0.0,66.12
+499639d7-4faa-4d3e-b412-7f75da0b4e01_quercy,97.63,97.43,0.19999999999998863
+5dec7b4c-0160-443c-a498-6e94875222aa_FEVRIER_HYPNO,90.0,72.0,18.0
+ff6211dc-b681-4709-9451-d36fb961476f_MICHELIZZA_QuittanceFSE_1952,280.0,245.0,35.0
+8ed22fd8-18ae-4c54-93ae-2f5cd4ec2af6_17375530503755104210735675998866,73.43,0.0,73.43
+78ec53bb-a4c5-469f-a4d0-f42db4cf9b11_CF_1697735,64.48,59.88,4.600000000000001
+4fa21bd9-393e-41d4-9af2-bf42004f4e94_image,15.93,14.48,1.4499999999999993
+DDE prestation Facture des lentilles de contact-26764274,78.0,76.0,2.0
+ffc129de-c82b-4c0b-8ab8-2941fd28cda9_Facture_opticien,525.6,828.3,-302.69999999999993
+edb77e5c-ea68-4bad-a177-1256a3bafc9c_CF_1686176,64.48,59.88,4.600000000000001
+32ffb8dc-fbd0-4edf-94b2-7b784cc72ff2_17479876010256548167621008372337,92.4,75.72,16.680000000000007
+82ac654c-54d4-401f-a006-96d9e46531fe_Facture_ostheo_JEAN,40.0,60.0,-20.0
+Facture des lentilles de contact-27603799,73.7,67.8,5.900000000000006
+fe86f6a8-8360-458e-834c-805ac99350cf_Monsieur_OUEDRAOGO_DAOUDA,87.0,0.0,87.0
+1498c5f5-22cf-41d4-87f0-9b295ff481f4_IMG_5659,50.0,41.41,8.590000000000003
+0a26adda-beef-4977-966c-12efc73f1d15_20250129_190625,74.61,0.0,74.61
+Facture des lentilles de contact-27687795,63.98,58.0,5.979999999999997
+8019accc-33b4-4f20-95eb-3ff1e1d4db0b_nnn,127.77,0.0,127.77
+379ed230-4e27-4f61-9039-226972f26cc9_Factures_Dani_medecin_,26.5,53.0,-26.5
+598221c3-d0b3-403a-a261-c68cbe56b453_facture_ophtalmo,44.0,88.0,-44.0
+1724226151831IMG_8005,33.0,38.0,-5.0
+50eeaebf-d552-4a12-92a4-66d185bb992b_facture_optique,85.08,70.61,14.469999999999999
+b5ecf45a-00cd-45a8-900d-6a4fc90a79a4_ZOPIE_CORPETTI_CAROLE,113.44,113.34,0.09999999999999432

filter/check_009/label_analysis_report.md

@@ -0,0 +1,193 @@
+# Label Analysis Report
+
+Input: `009_label_data_sample_seed_42.json`
+
+
+## Overview
+
+- Total records: 1232
+- Total labels (flattened): 1259
+- is_bill distribution: {True: 1126, False: 133}
+- bill_paid distribution: {False: 74, True: 1011, None: 174}
+- Invoice dates span: 2012-04-17 .. 2025-12-20
+- Unique year-month pairs: 64
+
+## Professions (top)
+
+- Ostéopathe: 377
+- Ostéopathie: 308
+- Optique: 221
+- (missing): 108
+- Chiropractie: 54
+- Psychologue: 52
+- Unknown: 21
+- Kinésithérapie: 15
+- Ophtalmologie: 13
+- Sophrologie: 12
+- Podologue: 9
+- Hypnothérapie: 7
+- Pharmacie: 5
+- Naturopathie: 5
+- Etiopathie: 4
+- Radiologie: 4
+- Étiopathie: 4
+- Soins hospitalier: 4
+- Sophrologue: 3
+- Etiopathe: 3
+- Psychologie: 2
+- Psychomotricité: 2
+- Otique: 2
+- Médecine Générale: 2
+- Homéopathie: 2
+- Kinésiologie: 2
+- Pompes funèbres: 2
+- Chirurgie dentaire: 1
+- Biologie: 1
+- Sevrage tabagique: 1
+- Acupuncture: 1
+- Étiopathe: 1
+- unknown: 1
+- Orthopédie: 1
+- Psychiatrie: 1
+- Diététicienne: 1
+- Chiropratie: 1
+- Medecine Générale: 1
+- Sage-femme: 1
+- Addictologie: 1
+- Ophtalmologue: 1
+- Diététique: 1
+- Réflexologie: 1
+
+## Currency distribution
+
+- EUR: 1137
+- F: 2
+
+## Identifier and key field presence
+
+- adeli_number: 902 present
+- rpps_number: 179 present
+- finess_number: 133 present
+- prescripteur_finess_number: 42 present
+- doctor_name: 1051 present
+- invoice_issuer: 1122 present
+- insured_name: 203 present
+- beneficiary_name: 1098 present
+- security_number: 494 present
+- currency: 1139 present
+
+## Flags
+
+- is_handwriting: {True: 62, None: 858, False: 339}
+- is_rotated: {False: 372, None: 856, True: 31}
+
+## Numeric summaries
+
+- total_billed: {'count': 1134, 'min': 1.0, 'p25': 55.0, 'median': 60.0, 'p75': 70.0, 'max': 18600.0, 'mean': 112.98805114638448, 'sum': 128128.45000000001, 'missing': 125}
+- amount_paid: {'count': 1012, 'min': 0.0, 'p25': 50.0, 'median': 60.0, 'p75': 65.0, 'max': 18600.0, 'mean': 106.93289525691699, 'sum': 108216.08999999997, 'missing': 247}
+- remaining_payment: {'count': 252, 'min': 0.0, 'p25': 0.0, 'median': 0.0, 'p75': 0.0, 'max': 2744.64, 'mean': 14.226587301587301, 'sum': 3585.1, 'missing': 1007}
+- client_part: {'count': 153, 'min': 0.0, 'p25': 27.72, 'median': 46.41, 'p75': 81.5, 'max': 1100.0, 'mean': 95.07934640522876, 'sum': 14547.140000000007, 'missing': 1106}
+- mandatory_coverage: {'count': 138, 'min': 0.0, 'p25': 0.09, 'median': 27.380000000000003, 'p75': 47.730000000000004, 'max': 1175.72, 'mean': 39.25376811594203, 'sum': 5417.020000000004, 'missing': 1121}
+- complementary_coverage: {'count': 89, 'min': 0.0, 'p25': 0.0, 'median': 0.0, 'p75': 60.0, 'max': 370.03, 'mean': 54.395168539325844, 'sum': 4841.169999999999, 'missing': 1170}
+
+## Items analysis
+
+- Items per label: count=1259, min=0, max=14, mean=1.22
+- total_billed vs sum(items.amount) mismatches: 60
+
+## Data quality issues (sample)
+
+- eedda33e-049b-4ab8-aee8-6f5d0c88b500_IMG_0358: item[0].quantity missing
+- eedda33e-049b-4ab8-aee8-6f5d0c88b500_IMG_0358: item[1].quantity missing
+- e72e49e0-7891-4dc8-b62f-40c7bf6252a4_Nuria_Ravier_Ophtalomologiste: item[0].quantity missing
+- e72e49e0-7891-4dc8-b62f-40c7bf6252a4_Nuria_Ravier_Ophtalomologiste: item[0].quantity missing
+- Facture ostéopathe-25417096: item[0].quantity missing
+- eb5561dd-937b-4c0b-b6c6-56da8b528c94_facture_vision_claire_ophtalmo_1_001: item[0].quantity missing
+- 6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1: item[0].quantity missing
+- 6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1: item[1].quantity missing
+- 1150ac6a-abdc-409d-b7ca-296e7b35769c_Facture_BOLZERJean_Francois_20250131GMAM: item[0].quantity missing
+- Facture ostéopathe-26738638: item[0].quantity missing
+- 34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09: bill_paid True but remaining_payment > 0
+- 34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09: item[0].quantity missing
+- 34162b51-6c3f-4dcc-a18a-d6b9e45e4f22_Recu_ophtalmo_Cadet_Corine_2025-03-09: item[1].quantity missing
+- abff81b4-d895-47d5-b3d4-93da48f5c1e6_20241212_172044: item[0].quantity missing
+- abff81b4-d895-47d5-b3d4-93da48f5c1e6_20241212_172044: item[1].quantity missing
+- 2c75bd51-e61c-452e-b19b-494fa70e9cc9_Facture_lentilles_janvier_2024: item[4].amount negative: -2.9
+- 2c75bd51-e61c-452e-b19b-494fa70e9cc9_Facture_lentilles_janvier_2024: item[5].amount negative: -3.0
+- Facture ostéopathe-26605349: item[0].quantity missing
+- Facture médecine douce-27702698: item[0].quantity missing
+- 6221379e-7344-4868-9ee0-04f2c4e26874_consultation_ophtalmo27janvier2025BEAUPERINyann: item[0].quantity missing
+- f55f9121-499d-4c25-b79b-464413d7ca6c_Quittance_Ophtalmologue: item[0].quantity missing
+- f55f9121-499d-4c25-b79b-464413d7ca6c_Quittance_Ophtalmologue: item[0].quantity missing
+- 62b45277-a437-48c6-af52-d1814f23434f_17460042180346042803920585280783: item[0].quantity missing
+- 62b45277-a437-48c6-af52-d1814f23434f_17460042180346042803920585280783: item[1].quantity missing
+- Facture ostéopathe-25847017: bill_paid True but remaining_payment > 0
+- 02358c4c-820a-409f-9489-a75f22af3f32_image: item[0].quantity missing
+- 02358c4c-820a-409f-9489-a75f22af3f32_image: item[1].quantity missing
+- 7ef7306d-400e-4a56-b31c-02237212c470_Scan: item[0].quantity missing
+- 7ef7306d-400e-4a56-b31c-02237212c470_Scan: item[1].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[0].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[1].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[3].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[4].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[6].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[7].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[8].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[9].quantity missing
+- f482ebef-e885-4627-a927-96ad54ab5aa0_Facture: item[11].quantity missing
+- Facture ostéopathe-26610949: item[0].quantity missing
+- 8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes: item[0].quantity missing
+- 8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes: item[1].quantity missing
+- 8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes: item[2].quantity missing
+- 8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes: item[3].quantity missing
+- 8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes: item[4].quantity missing
+- bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136: item[0].quantity missing
+- bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136: item[1].quantity missing
+- 17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo: item[0].quantity missing
+- 17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo: item[1].quantity missing
+- 17b264a2-4881-49a4-8326-48ace17dd86f_factures_ophtalmo: item[0].quantity missing
+- e566a3b0-cc99-4c4d-8715-9f3be841a066_noname: item[0].quantity missing
+
+## Plots
+
+- is_bill
+![](plots/is_bill.png)
+
+- bill_paid
+![](plots/bill_paid.png)
+
+- is_handwriting
+![](plots/is_handwriting.png)
+
+- is_rotated
+![](plots/is_rotated.png)
+
+- professions_top20
+![](plots/professions_top20.png)
+
+- currency
+![](plots/currency.png)
+
+- invoice_year_month
+![](plots/invoice_year_month.png)
+
+- items_per_label
+![](plots/items_per_label.png)
+
+- hist_total_billed
+![](plots/hist_total_billed.png)
+
+- hist_amount_paid
+![](plots/hist_amount_paid.png)
+
+- hist_remaining_payment
+![](plots/hist_remaining_payment.png)
+
+- hist_client_part
+![](plots/hist_client_part.png)
+
+- hist_mandatory_coverage
+![](plots/hist_mandatory_coverage.png)
+
+- hist_complementary_coverage
+![](plots/hist_complementary_coverage.png)

filter/check_009/professions_counts.csv

@@ -0,0 +1,44 @@
+profession,count
+Ostéopathe,377
+Ostéopathie,308
+Optique,221
+(missing),108
+Chiropractie,54
+Psychologue,52
+Unknown,21
+Kinésithérapie,15
+Ophtalmologie,13
+Sophrologie,12
+Podologue,9
+Hypnothérapie,7
+Pharmacie,5
+Naturopathie,5
+Etiopathie,4
+Radiologie,4
+Étiopathie,4
+Soins hospitalier,4
+Sophrologue,3
+Etiopathe,3
+Psychologie,2
+Psychomotricité,2
+Otique,2
+Médecine Générale,2
+Homéopathie,2
+Kinésiologie,2
+Pompes funèbres,2
+Chirurgie dentaire,1
+Biologie,1
+Sevrage tabagique,1
+Acupuncture,1
+Étiopathe,1
+unknown,1
+Orthopédie,1
+Psychiatrie,1
+Diététicienne,1
+Chiropratie,1
+Medecine Générale,1
+Sage-femme,1
+Addictologie,1
+Ophtalmologue,1
+Diététique,1
+Réflexologie,1