update source code and pipeline

filter/check_008/bill_paid_counts.csv

@@ -0,0 +1,4 @@
+bill_paid,count
+False,68
+True,1015
+,180

filter/check_008/currency_counts.csv

@@ -0,0 +1,3 @@
+currency,count
+EUR,1135
+F,2

filter/check_008/id_presence.csv

@@ -0,0 +1,11 @@
+field,present_count
+adeli_number,898
+rpps_number,182
+finess_number,139
+prescripteur_finess_number,41
+doctor_name,1040
+invoice_issuer,1120
+insured_name,208
+beneficiary_name,1093
+security_number,492
+currency,1137

filter/check_008/is_bill_counts.csv

@@ -0,0 +1,3 @@
+is_bill,count
+True,1124
+False,139

filter/check_008/issues.csv

@@ -0,0 +1,279 @@
+source,issue
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+DDE prestation Facture des lentilles de contact-26772554,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26772554,item[1].quantity missing
+DDE prestation Facture des lentilles de contact-26705902,item[3].amount negative: -3.0
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+Facture ostéopathe-1216961,bill_paid True but amount_paid missing
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+DDE prestation Facture des lentilles de contact-26723200,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26736761,item[0].quantity missing
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+DDE prestation Facture des lentilles de contact-26772555,item[0].quantity missing
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+c53ffdcc-0ee6-4bf2-8c43-923c5471310f_IMG_7285,item[1].quantity missing
+8605959d-bf31-4ea3-a820-bde824a1a4de_20241226_080232,item[0].quantity missing
+3ee0ac3b-4d77-4692-80fa-15004f8a3499_facture_ophta,item[0].quantity missing
+3ee0ac3b-4d77-4692-80fa-15004f8a3499_facture_ophta,item[1].quantity missing
+29d72de2-da83-483a-8702-939fbe4addfa_20250207_112449,item[0].quantity missing
+1724425079263JACOB_Francois_2024-111,item[0].quantity missing
+1724425079184Facture_Osteopathe_Brousseau_sader_17avr24,item[0].quantity missing
+DDE prestation Facture des lentilles de contact-26685394,item[0].quantity missing
+Facture ostéopathe-26447822,bill_paid True but amount_paid missing
+DDE prestation Facture des lentilles de contact-26705131,item[2].amount negative: -5.0
+3fe044b5-fd6a-4f5c-accc-ce7b987575a8_IMG_6817,item[0].quantity missing
+3fe044b5-fd6a-4f5c-accc-ce7b987575a8_IMG_6817,item[1].quantity missing
+Facture ostéopathe-25187936,item[0].quantity missing
+Facture des lentilles de contact-27545715,item[1].quantity missing
+82ac654c-54d4-401f-a006-96d9e46531fe_Facture_ostheo_JEAN,item[0].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
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[0].quantity missing
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[1].quantity missing
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[2].quantity missing
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[3].quantity missing
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[4].quantity missing
+3d4c57ed-eecc-4557-81c9-9e46e46b5a82_IMG_8797,item[5].quantity missing
+Facture ostéopathe-26675471,item[0].quantity missing
+38b89b50-a6b6-4816-a495-ce2d9e71082f_Kine-28-11-2024,item[0].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
+9c1cc24a-5f7e-42ef-998d-c813a686a7b5_549D8459-524A-4A5C-9612-09EEA1ADDB58,item[0].quantity missing
+9c1cc24a-5f7e-42ef-998d-c813a686a7b5_549D8459-524A-4A5C-9612-09EEA1ADDB58,item[1].quantity missing
+c052b9e0-c0d4-473f-93a9-a5dc396a0d86_Facture_ophtalmologique_,item[0].quantity missing
+c052b9e0-c0d4-473f-93a9-a5dc396a0d86_Facture_ophtalmologique_,item[1].quantity missing
+ec6baa8c-a189-4850-b310-c90bab372cc2_Facture_Krys,bill_paid True but remaining_payment > 0
+Facture ostéopathe-26539711,item[0].quantity missing
+0bfb5041-2751-421d-b5d5-60d696c361c1_17391960081576654684571490136238,item[0].quantity missing
+Facture ostéopathe-26605349,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
+1d4346b3-1322-457d-9436-ea1d82f74cea_Facture_ophtalmo_enfants,item[0].quantity missing
+1d4346b3-1322-457d-9436-ea1d82f74cea_Facture_ophtalmo_enfants,item[0].quantity missing
+1d4346b3-1322-457d-9436-ea1d82f74cea_Facture_ophtalmo_enfants,item[1].quantity missing
+Facture ostéopathe-25358482,item[0].quantity missing
+34f7e622-ffd8-493d-b955-10a692290a75_image,item[0].quantity missing
+Facture ostéopathe-26595219,item[0].quantity missing
+Facture des lentilles de contact-27716093,item[0].quantity missing
+6d9a0fdf-c334-43b6-946b-45b1b1ab83d7_Facture_osteo_FEV_25,item[0].quantity missing
+24ca9fa1-064d-49a0-8d54-d6f0171c8187_Facture_lunette,item[0].quantity missing
+24ca9fa1-064d-49a0-8d54-d6f0171c8187_Facture_lunette,item[1].quantity missing
+24ca9fa1-064d-49a0-8d54-d6f0171c8187_Facture_lunette,item[2].quantity missing
+24ca9fa1-064d-49a0-8d54-d6f0171c8187_Facture_lunette,item[3].quantity missing
+1724399050380osteo_Lina,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

filter/check_008/item_total_billed_mismatches.csv

@@ -0,0 +1,54 @@
+source_image,total_billed,sum_item_amount,diff
+74441931-f8d0-4cb0-8eb5-df4147a72bbe_mgp,71.9,0.0,71.9
+Facture des lentilles de contact-27718628,201.52,223.92,-22.399999999999977
+7f084bf4-357d-452d-bb4c-76bff332ea0c_IMG_7791,78.43,0.0,78.43
+6eeacb70-27be-40dd-9511-522025b459a3_20241226_080214,65.5,65.05000000000001,0.44999999999998863
+Facture ostéopathe-1066603,45.0,65.0,-20.0
+fa95b732-7a88-4fea-a8e7-9975dbbc69a8_Facture_0122202407740700218,238.03,218.03000000000003,19.99999999999997
+cc0c0b33-1a94-469b-bd88-ca534e257d33_Osteo,60.0,80.0,-20.0
+32ffb8dc-fbd0-4edf-94b2-7b784cc72ff2_17479876010256548167621008372337,92.4,75.72,16.680000000000007
+e997eddb-05a4-49f9-a7fd-82b48c2694b3_IMG_OPHTALMOLOGIE_20250117_0001,119.48,0.0,119.48
+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
+edb77e5c-ea68-4bad-a177-1256a3bafc9c_CF_1686176,64.48,59.88,4.600000000000001
+Facture ostéopathe-26112640,66.0,65.0,1.0
+1498c5f5-22cf-41d4-87f0-9b295ff481f4_IMG_5659,50.0,41.41,8.590000000000003
+Facture ostéopathe-25449739,70.0,60.0,10.0
+4fa21bd9-393e-41d4-9af2-bf42004f4e94_image,15.93,14.48,1.4499999999999993
+895777f3-4478-4e8d-a616-d498850d1523_factures-lunettes_Tess,41.0,79.0,-38.0
+6f544990-74c6-4c7e-8a25-08eb3f9138c8_RemboursementSoins01082024_1,24.98,41.41,-16.429999999999996
+9901adc0-96d4-4cfd-a028-8286fd1f7841_Fre_Ophtalmo,70.69,72.69,-2.0
+5c4353b0-55a4-4687-9744-d1a6da183abd_facture_lentilles_de_contact,78.98,65.82,13.16000000000001
+598221c3-d0b3-403a-a261-c68cbe56b453_facture_ophtalmo,44.0,88.0,-44.0
+803f61ed-759c-4773-90f2-d8737ef911ab_image,115.0,0.0,115.0
+8c8c6ff8-8e9c-49fc-b131-1dce75bcdfc2_Facture_FA1947_04_02_2025,70.0,58.33,11.670000000000002
+e6272522-cc2a-44b0-af14-9f54d1a76a59_Facture_lunettes_,691.62,1253.62,-561.9999999999999
+8908ff09-4087-467a-88f1-e415501a95b4_POUVAIT_lunettes,262.0,257.0,5.0
+47399c82-030f-4904-b8f4-2c3dc7c46723_image,77.61,0.0,77.61
+e0f0eab0-f98c-4b74-95f2-bfc61ad76d28_Ophtalmo_Isa_01-24,76.0,0.0,76.0
+DDE prestation Facture des lentilles de contact-26736761,78.0,76.0,2.0
+8ed22fd8-18ae-4c54-93ae-2f5cd4ec2af6_17375530503755104210735675998866,73.43,0.0,73.43
+7b830a57-2131-479c-bf31-1673e7308903_invoice_2025_1_31,75.95,59.96,15.990000000000002
+0a26adda-beef-4977-966c-12efc73f1d15_20250129_190625,74.61,0.0,74.61
+bedf599f-99db-4613-aa22-17d52690c34c_doc00194520240521104544,95.29,0.0,95.29
+ee2bacc2-7a66-4adf-b4ff-95fc5c13a2da_20250213_112821,10.26,9.629999999999999,0.6300000000000008
+172442503141724-04-08_recu_kine_Suz,66.12,0.0,66.12
+8019accc-33b4-4f20-95eb-3ff1e1d4db0b_nnn,127.77,0.0,127.77
+Facture des lentilles de contact-27700403,41.2,41.8,-0.5999999999999943
+9c2763f2-fb0c-4fe4-be38-6f94fba64162_optical_facture_lunettes_apres_accident,551.58,620.5799999999999,-68.99999999999989
+1724397366294irm,252.72,0.0,252.72
+209e4abe-4973-4fd3-83cc-64f940fb7372_facture_ophtalmologue,72.63,0.0,72.63
+e07571f8-3ba4-46fc-a37e-53bd6dd965c7_IMG20250123190152,167.0,174.65,-7.650000000000006
+fecefa42-3451-496b-bcb5-d5ebd4cdd8da_invoice_2024_10_14,195.92,163.28,32.639999999999986
+44e87f9e-a4e2-4851-b383-e1401b36e853_image,118.14,0.0,118.14
+96be3553-7261-4698-bf20-88ca5c826889_ReleveMensuel_Mai,154.04,535.1099999999999,-381.06999999999994
+a13a6613-da2d-48b7-96ef-412ba5a88af0_Factures_Clemence_,71.34,39.0,32.34
+78ec53bb-a4c5-469f-a4d0-f42db4cf9b11_CF_1697735,64.48,59.88,4.600000000000001
+2dbb4025-f570-49f9-83d1-08aedb2b122d_lunettes_Lou-Ann,213.4,253.0,-39.599999999999994
+3fe044b5-fd6a-4f5c-accc-ce7b987575a8_IMG_6817,98.61,0.0,98.61
+82ac654c-54d4-401f-a006-96d9e46531fe_Facture_ostheo_JEAN,40.0,60.0,-20.0
+605bfa50-15ce-48a0-87ec-201c3aa0557a_lunette_auregane_daden_001,627.9,557.7,70.19999999999993
+43666807-3eb2-40b9-bdf6-94d4fe31b71e_factures,147.0,105.0,42.0
+9c1cc24a-5f7e-42ef-998d-c813a686a7b5_549D8459-524A-4A5C-9612-09EEA1ADDB58,77.61,0.0,77.61
+Facture des lentilles de contact-27693842,130.0,150.0,-20.0
+626c99a4-986b-401f-b91e-9b6c0f15cce6_Commande_n100691223,39.51,43.9,-4.390000000000001

filter/check_008/label_analysis_report.md

@@ -0,0 +1,188 @@
+# Label Analysis Report
+
+Input: `008_label_data_sample_seed_1997.json`
+
+
+## Overview
+
+- Total records: 1232
+- Total labels (flattened): 1263
+- is_bill distribution: {True: 1124, False: 139}
+- bill_paid distribution: {False: 68, True: 1015, None: 180}
+- Invoice dates span: 2012-04-17 .. 2025-06-12
+- Unique year-month pairs: 63
+
+## Professions (top)
+
+- Ostéopathe: 371
+- Ostéopathie: 295
+- Optique: 228
+- (missing): 119
+- Psychologue: 67
+- Chiropractie: 57
+- Unknown: 20
+- Kinésithérapie: 16
+- Sophrologie: 8
+- Podologue: 8
+- Hypnothérapie: 7
+- Pharmacie: 7
+- Sophrologue: 6
+- Ophtalmologie: 6
+- Réflexologie: 5
+- Radiologie: 5
+- Étiopathie: 4
+- Sage-femme: 3
+- Psychologie: 3
+- Soins hospitalier: 3
+- Naturopathie: 2
+- Addictologie: 2
+- Etiopathie: 2
+- Kinésiologie: 2
+- Diététicienne: 2
+- Étiopathe: 2
+- Etiopathe: 2
+- Psychomotricité: 1
+- Homéopathie: 1
+- Kinésiologue: 1
+- Optique hay Ophtalmologue???: 1
+- Médecine du sport: 1
+- Otique: 1
+- Biologie: 1
+- Chiropratie: 1
+- Chirurgie dentaire: 1
+- Diététique: 1
+- Audiopathe: 1
+
+## Currency distribution
+
+- EUR: 1135
+- F: 2
+
+## Identifier and key field presence
+
+- adeli_number: 898 present
+- rpps_number: 182 present
+- finess_number: 139 present
+- prescripteur_finess_number: 41 present
+- doctor_name: 1040 present
+- invoice_issuer: 1120 present
+- insured_name: 208 present
+- beneficiary_name: 1093 present
+- security_number: 492 present
+- currency: 1137 present
+
+## Flags
+
+- is_handwriting: {False: 327, None: 880, True: 56}
+- is_rotated: {False: 358, None: 879, True: 26}
+
+## Numeric summaries
+
+- total_billed: {'count': 1130, 'min': 9.9, 'p25': 55.0, 'median': 60.0, 'p75': 70.0, 'max': 8000.0, 'mean': 105.40392920353982, 'sum': 119106.44, 'missing': 133}
+- amount_paid: {'count': 1011, 'min': 0.0, 'p25': 50.0, 'median': 60.0, 'p75': 66.5, 'max': 8000.0, 'mean': 98.68897131552917, 'sum': 99774.55, 'missing': 252}
+- remaining_payment: {'count': 247, 'min': 0.0, 'p25': 0.0, 'median': 0.0, 'p75': 0.0, 'max': 204.06, 'mean': 2.793765182186235, 'sum': 690.06, 'missing': 1016}
+- client_part: {'count': 145, 'min': 0.0, 'p25': 26.44, 'median': 48.77, 'p75': 90.0, 'max': 1420.0, 'mean': 99.44468965517241, 'sum': 14419.480000000003, 'missing': 1118}
+- mandatory_coverage: {'count': 137, 'min': 0.0, 'p25': 0.09, 'median': 27.63, 'p75': 48.55, 'max': 1232.47, 'mean': 43.21014598540146, 'sum': 5919.790000000002, 'missing': 1126}
+- complementary_coverage: {'count': 93, 'min': 0.0, 'p25': 0.0, 'median': 0.0, 'p75': 90.0, 'max': 499.91, 'mean': 63.8452688172043, 'sum': 5937.61, 'missing': 1170}
+
+## Items analysis
+
+- Items per label: count=1263, min=0, max=10, mean=1.25
+- total_billed vs sum(items.amount) mismatches: 53
+
+## Data quality issues (sample)
+
+- Facture médecine douce-27776417: item[0].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[0].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[1].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[2].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[3].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[4].quantity missing
+- 551dd33d-0011-4887-b115-4ddf28ee0e2f_fact_barret_l_2024: item[5].quantity missing
+- Facture médecine douce-27640153: item[0].quantity missing
+- Facture médecine douce-27640153: item[1].quantity missing
+- 1724397366229Facture_RIVALLANDChrystelle_20240413ICQO: bill_paid True but amount_paid missing
+- Facture ostéopathe-25417095: bill_paid True but remaining_payment > 0
+- Facture ostéopathe-GED N-R-2323015: item[0].quantity missing
+- 74441931-f8d0-4cb0-8eb5-df4147a72bbe_mgp: item[0].quantity missing
+- 74441931-f8d0-4cb0-8eb5-df4147a72bbe_mgp: currency missing for bill
+- 74441931-f8d0-4cb0-8eb5-df4147a72bbe_mgp: currency missing for bill
+- 1724658126141JACOB_Francois_2024-111: item[0].quantity missing
+- Facture des lentilles de contact-27559701: item[5].amount negative: -6.67
+- 91c41171-ac88-4ce4-8f15-48c4ad2c5aa2_Devis_lunette: item[0].quantity missing
+- 0252b5fb-bc84-4fca-bfa7-483ac611885a_Scan_0115: item[0].quantity missing
+- 0252b5fb-bc84-4fca-bfa7-483ac611885a_Scan_0115: item[1].quantity missing
+- 7f084bf4-357d-452d-bb4c-76bff332ea0c_IMG_7791: item[0].quantity missing
+- 7f084bf4-357d-452d-bb4c-76bff332ea0c_IMG_7791: item[1].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
+- Facture médecine douce-27776613: item[0].quantity missing
+- 6eeacb70-27be-40dd-9511-522025b459a3_20241226_080214: item[0].quantity missing
+- 6eeacb70-27be-40dd-9511-522025b459a3_20241226_080214: item[1].quantity missing
+- 1724399050339FACTURE_132120424_MME_RONDIN_MAHEVA: 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-25979892: item[0].quantity missing
+- bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136: item[0].quantity missing
+- bf09a877-0705-4c79-b908-6e8da44e44c7_17490641879424403676372514736136: item[1].quantity missing
+- d4f310c8-3bcf-4bb5-bf53-27ad74d66c1e_FACTURE_OPTICIEN_OPHTALMO: item[0].quantity missing
+- DDE prestation Facture des lentilles de contact-26740934: item[0].quantity missing
+- 45ccffcd-5fe8-418b-80c2-894086de9087_facture_ophtalmo_Fred_: item[0].quantity missing
+- 45ccffcd-5fe8-418b-80c2-894086de9087_facture_ophtalmo_Fred_: item[1].quantity missing
+- Facture ostéopathe-26626551: item[0].quantity missing
+- 27ddc814-9239-4944-951a-fdd8a48c5926_IMG_20240922_0001: item[0].quantity missing
+- 27ddc814-9239-4944-951a-fdd8a48c5926_IMG_20240922_0001: item[1].quantity missing
+- 27ddc814-9239-4944-951a-fdd8a48c5926_IMG_20240922_0001: item[2].quantity missing
+- 27ddc814-9239-4944-951a-fdd8a48c5926_IMG_20240922_0001: item[3].quantity missing
+- 8eceb56a-b571-4ab6-a64e-668db6bf4ad5_chiropracteur_fevrier_25: item[0].quantity missing
+- Facture des lentilles de contact-27576495: item[2].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
+- a5bd8b97-a2a8-49ae-900d-0673d2f96637_quittance_optique_: item[0].quantity missing
+- e997eddb-05a4-49f9-a7fd-82b48c2694b3_IMG_OPHTALMOLOGIE_20250117_0001: 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_008/professions_counts.csv

@@ -0,0 +1,39 @@
+profession,count
+Ostéopathe,371
+Ostéopathie,295
+Optique,228
+(missing),119
+Psychologue,67
+Chiropractie,57
+Unknown,20
+Kinésithérapie,16
+Sophrologie,8
+Podologue,8
+Hypnothérapie,7
+Pharmacie,7
+Sophrologue,6
+Ophtalmologie,6
+Réflexologie,5
+Radiologie,5
+Étiopathie,4
+Sage-femme,3
+Psychologie,3
+Soins hospitalier,3
+Naturopathie,2
+Addictologie,2
+Etiopathie,2
+Kinésiologie,2
+Diététicienne,2
+Étiopathe,2
+Etiopathe,2
+Psychomotricité,1
+Homéopathie,1
+Kinésiologue,1
+Optique hay Ophtalmologue???,1
+Médecine du sport,1
+Otique,1
+Biologie,1
+Chiropratie,1
+Chirurgie dentaire,1
+Diététique,1
+Audiopathe,1