Added real kpi export

data/kpis_export.json

@@ -1,1823 +1,672 @@
 {
-  "meta": {
-    "export_version": "2.0.0",
-    "generated_at": "2026-05-22T00:00:00",
-    "nb_lignes": 3000000,
-    "nb_colonnes": 332,
-    "nb_symptomes": 328,
-    "nb_maladies_distinctes": 773,
-    "taux_manquants_global_pct": 0.0302,
-    "taux_manquants_medical_history_pct": 10.03,
-    "sources": {
-      "dataset_summary": "dataset_summary.json",
-      "kpis_source": "kpis_export.json (zip)",
-      "images_analysees": 19
-    }
-  },
-  "maladies": {
-    "distribution_stats": {
-      "min_cas": 3688,
-      "max_cas": 4127,
-      "moyenne_cas": 3880.98,
-      "mediane_cas": 3881.0,
-      "ecart_type_cas": 63.82,
-      "ratio_desequilibre": 1.119,
-      "gini": 0.9987,
-      "note": "Distribution très équilibrée (ratio ~1.12), moyenne 3881 visible sur histogramme kpi_b2"
-    },
-    "top20": [
-      {
-        "Maladie": "pituitary adenoma",
-        "Nb_cas": 4127
-      },
-      {
-        "Maladie": "tonsillar hypertrophy",
-        "Nb_cas": 4072
-      },
-      {
-        "Maladie": "anal fissure",
-        "Nb_cas": 4043
-      },
-      {
-        "Maladie": "aphakia",
-        "Nb_cas": 4039
-      },
-      {
-        "Maladie": "obstructive sleep apnea (osa)",
-        "Nb_cas": 4038
-      },
-      {
-        "Maladie": "cardiac arrest",
-        "Nb_cas": 4033
-      },
-      {
-        "Maladie": "epilepsy",
-        "Nb_cas": 4032
-      },
-      {
-        "Maladie": "volvulus",
-        "Nb_cas": 4025
-      },
-      {
-        "Maladie": "hematoma",
-        "Nb_cas": 4020
-      },
-      {
-        "Maladie": "narcolepsy",
-        "Nb_cas": 4015
-      },
-      {
-        "Maladie": "induced abortion",
-        "Nb_cas": 4012
-      },
-      {
-        "Maladie": "postpartum depression",
-        "Nb_cas": 4011
-      },
-      {
-        "Maladie": "uterine cancer",
-        "Nb_cas": 4011
-      },
-      {
-        "Maladie": "thoracic aortic aneurysm",
-        "Nb_cas": 4011
-      },
-      {
-        "Maladie": "hemangioma",
-        "Nb_cas": 4011
-      },
-      {
-        "Maladie": "gynecomastia",
-        "Nb_cas": 4010
-      },
-      {
-        "Maladie": "myocarditis",
-        "Nb_cas": 4008
-      },
-      {
-        "Maladie": "temporomandibular joint disorder",
-        "Nb_cas": 4007
-      },
-      {
-        "Maladie": "aortic valve disease",
-        "Nb_cas": 4005
-      },
-      {
-        "Maladie": "noninfectious gastroenteritis",
-        "Nb_cas": 4004
-      }
-    ],
-    "bottom20": [
-      {
-        "Maladie": "injury to the spinal cord",
-        "Nb_cas": 3753
-      },
-      {
-        "Maladie": "chronic back pain",
-        "Nb_cas": 3753
-      },
-      {
-        "Maladie": "migraine",
-        "Nb_cas": 3751
-      },
-      {
-        "Maladie": "syringomyelia",
-        "Nb_cas": 3751
-      },
-      {
-        "Maladie": "vaginal cyst",
-        "Nb_cas": 3747
-      },
-      {
-        "Maladie": "guillain barre syndrome",
-        "Nb_cas": 3746
-      },
-      {
-        "Maladie": "atonic bladder",
-        "Nb_cas": 3744
-      },
-      {
-        "Maladie": "ovarian cyst",
-        "Nb_cas": 3743
-      },
-      {
-        "Maladie": "foreign body in the nose",
-        "Nb_cas": 3743
-      },
-      {
-        "Maladie": "flu",
-        "Nb_cas": 3742
-      },
-      {
-        "Maladie": "scurvy",
-        "Nb_cas": 3739
-      },
-      {
-        "Maladie": "cyst of the eyelid",
-        "Nb_cas": 3738
-      },
-      {
-        "Maladie": "conjunctivitis due to bacteria",
-        "Nb_cas": 3738
-      },
-      {
-        "Maladie": "gout",
-        "Nb_cas": 3726
-      },
-      {
-        "Maladie": "presbyacusis",
-        "Nb_cas": 3721
-      },
-      {
-        "Maladie": "ulcerative colitis",
-        "Nb_cas": 3717
-      },
-      {
-        "Maladie": "blepharospasm",
-        "Nb_cas": 3715
-      },
-      {
-        "Maladie": "dislocation of the foot",
-        "Nb_cas": 3715
-      },
-      {
-        "Maladie": "developmental disability",
-        "Nb_cas": 3710
-      },
-      {
-        "Maladie": "pyogenic skin infection",
-        "Nb_cas": 3688
-      }
-    ]
-  },
-  "demographie": {
-    "age": {
-      "min": 0.0,
-      "max": 100.0,
-      "moyenne": 49.99,
-      "mediane": 50.0,
-      "ecart_type": 29.15,
-      "par_tranche": [
-        {
-          "Tranche": "Enfant (0-12)",
-          "Nb_patients": 357248,
-          "Pct": 11.91
-        },
-        {
-          "Tranche": "Adolescent (13-18)",
-          "Nb_patients": 177996,
-          "Pct": 5.93
-        },
-        {
-          "Tranche": "Jeune adulte (19-35)",
-          "Nb_patients": 505037,
-          "Pct": 16.83
-        },
-        {
-          "Tranche": "Adulte (36-50)",
-          "Nb_patients": 445107,
-          "Pct": 14.84
-        },
-        {
-          "Tranche": "Senior (51-65)",
-          "Nb_patients": 446077,
-          "Pct": 14.87
-        },
-        {
-          "Tranche": "Tres age (66+)",
-          "Nb_patients": 1039063,
-          "Pct": 34.64
+    "meta": {
+        "export_version": "1.0.0",
+        "generated_at": "2026-05-21T14:52:11",
+        "nb_lignes": 3000000,
+        "nb_colonnes": 332,
+        "nb_symptomes": 328,
+        "nb_maladies_distinctes": 773,
+        "taux_manquants_global_pct": 0.0302,
+        "taux_manquants_medical_history_pct": 10.03
+    },
+    "maladies": {
+        "distribution_stats": {
+            "min_cas": 3688,
+            "max_cas": 4127,
+            "moyenne_cas": 3880.98,
+            "mediane_cas": 3881.0,
+            "ecart_type_cas": 63.82,
+            "ratio_desequilibre": 1.119,
+            "gini": 0.9987
+        },
+        "top20": [
+            {
+                "Maladie": "pituitary adenoma",
+                "Nb_cas": 4127
+            },
+            {
+                "Maladie": "tonsillar hypertrophy",
+                "Nb_cas": 4072
+            },
+            {
+                "Maladie": "anal fissure",
+                "Nb_cas": 4043
+            },
+            {
+                "Maladie": "aphakia",
+                "Nb_cas": 4039
+            },
+            {
+                "Maladie": "obstructive sleep apnea (osa)",
+                "Nb_cas": 4038
+            },
+            {
+                "Maladie": "cardiac arrest",
+                "Nb_cas": 4033
+            },
+            {
+                "Maladie": "epilepsy",
+                "Nb_cas": 4032
+            },
+            {
+                "Maladie": "volvulus",
+                "Nb_cas": 4025
+            },
+            {
+                "Maladie": "hematoma",
+                "Nb_cas": 4020
+            },
+            {
+                "Maladie": "narcolepsy",
+                "Nb_cas": 4015
+            },
+            {
+                "Maladie": "induced abortion",
+                "Nb_cas": 4012
+            },
+            {
+                "Maladie": "postpartum depression",
+                "Nb_cas": 4011
+            },
+            {
+                "Maladie": "uterine cancer",
+                "Nb_cas": 4011
+            },
+            {
+                "Maladie": "thoracic aortic aneurysm",
+                "Nb_cas": 4011
+            },
+            {
+                "Maladie": "hemangioma",
+                "Nb_cas": 4011
+            },
+            {
+                "Maladie": "gynecomastia",
+                "Nb_cas": 4010
+            },
+            {
+                "Maladie": "myocarditis",
+                "Nb_cas": 4008
+            },
+            {
+                "Maladie": "temporomandibular joint disorder",
+                "Nb_cas": 4007
+            },
+            {
+                "Maladie": "aortic valve disease",
+                "Nb_cas": 4005
+            },
+            {
+                "Maladie": "noninfectious gastroenteritis",
+                "Nb_cas": 4004
+            }
+        ],
+        "bottom20": [
+            {
+                "Maladie": "injury to the spinal cord",
+                "Nb_cas": 3753
+            },
+            {
+                "Maladie": "chronic back pain",
+                "Nb_cas": 3753
+            },
+            {
+                "Maladie": "migraine",
+                "Nb_cas": 3751
+            },
+            {
+                "Maladie": "syringomyelia",
+                "Nb_cas": 3751
+            },
+            {
+                "Maladie": "vaginal cyst",
+                "Nb_cas": 3747
+            },
+            {
+                "Maladie": "guillain barre syndrome",
+                "Nb_cas": 3746
+            },
+            {
+                "Maladie": "atonic bladder",
+                "Nb_cas": 3744
+            },
+            {
+                "Maladie": "ovarian cyst",
+                "Nb_cas": 3743
+            },
+            {
+                "Maladie": "foreign body in the nose",
+                "Nb_cas": 3743
+            },
+            {
+                "Maladie": "flu",
+                "Nb_cas": 3742
+            },
+            {
+                "Maladie": "scurvy",
+                "Nb_cas": 3739
+            },
+            {
+                "Maladie": "cyst of the eyelid",
+                "Nb_cas": 3738
+            },
+            {
+                "Maladie": "conjunctivitis due to bacteria",
+                "Nb_cas": 3738
+            },
+            {
+                "Maladie": "gout",
+                "Nb_cas": 3726
+            },
+            {
+                "Maladie": "presbyacusis",
+                "Nb_cas": 3721
+            },
+            {
+                "Maladie": "ulcerative colitis",
+                "Nb_cas": 3717
+            },
+            {
+                "Maladie": "blepharospasm",
+                "Nb_cas": 3715
+            },
+            {
+                "Maladie": "dislocation of the foot",
+                "Nb_cas": 3715
+            },
+            {
+                "Maladie": "developmental disability",
+                "Nb_cas": 3710
+            },
+            {
+                "Maladie": "pyogenic skin infection",
+                "Nb_cas": 3688
+            }
+        ]
+    },
+    "demographie": {
+        "age": {
+            "min": 0.0,
+            "max": 100.0,
+            "moyenne": 49.99,
+            "mediane": 50.0,
+            "ecart_type": 29.15,
+            "par_tranche": [
+                {
+                    "Tranche": "Enfant (0-12)",
+                    "Nb_patients": 357248
+                },
+                {
+                    "Tranche": "Adolescent (13-18)",
+                    "Nb_patients": 177996
+                },
+                {
+                    "Tranche": "Jeune adulte (19-35)",
+                    "Nb_patients": 505037
+                },
+                {
+                    "Tranche": "Adulte (36-50)",
+                    "Nb_patients": 445107
+                },
+                {
+                    "Tranche": "Senior (51-65)",
+                    "Nb_patients": 446077
+                },
+                {
+                    "Tranche": "Tres age (66+)",
+                    "Nb_patients": 1039063
+                },
+                {
+                    "Tranche": "Total",
+                    "Nb_patients": 2970528
+                }
+            ]
+        },
+        "sexe": {
+            "global_pct": {
+                "Female": 50.07,
+                "Male": 49.93
+            },
+            "top10_dominante_feminine": [
+                {
+                    "Maladie": "hyperemesis gravidarum",
+                    "Pct_femmes": 52.6
+                },
+                {
+                    "Maladie": "callus",
+                    "Pct_femmes": 52.2
+                }
+            ],
+            "top10_dominante_masculine": [
+                {
+                    "Maladie": "bone cancer",
+                    "Pct_hommes": 52.2
+                },
+                {
+                    "Maladie": "ectropion",
+                    "Pct_hommes": 52.1
+                }
+            ]
+        },
+        "antecedents": {
+            "distribution": [
+                {
+                    "Antecedent": "Aucun antecedent connu",
+                    "Nb_patients": 300905
+                },
+                {
+                    "Antecedent": "Alcoholism",
+                    "Nb_patients": 300559
+                },
+                {
+                    "Antecedent": "Hypertension",
+                    "Nb_patients": 300123
+                }
+            ],
+            "taux_manquants_pct": 10.03
+        },
+        "age_par_maladie": {
+            "top10_plus_jeunes": [
+                {
+                    "Maladie": "contact dermatitis",
+                    "Age_moyen": 48.41
+                },
+                {
+                    "Maladie": "breast cyst",
+                    "Age_moyen": 48.46
+                }
+            ],
+            "top10_plus_ages": [
+                {
+                    "Maladie": "pneumoconiosis",
+                    "Age_moyen": 51.55
+                },
+                {
+                    "Maladie": "chronic pain disorder",
+                    "Age_moyen": 51.52
+                }
+            ]
         }
-      ],
-      "note_image": "kpi_c1_tranches_age confirme: Tres age (66+) = 34.64%, Enfant (0-12) = 11.91%. Distribution uniforme jusqu'à 90 ans puis pic à 100 ans (kpi_f1_dashboard)"
     },
-    "sexe": {
-      "global_pct": {
-        "Female": 50.07,
-        "Male": 49.93
-      },
-      "note_image": "kpi_c2_sexe_global confirme 50.1% F / 49.9% M (arrondi). kpi_c2_sexe_top20 montre proportions quasi-égales pour toutes les top20 maladies",
-      "top10_dominante_feminine": [
-        {
-          "Maladie": "hyperemesis gravidarum",
-          "Ratio_F_M": 1.1091797912509804
-        },
-        {
-          "Maladie": "callus",
-          "Ratio_F_M": 1.0915989137059727
-        },
-        {
-          "Maladie": "intestinal disease",
-          "Ratio_F_M": 1.0913539944549495
-        },
-        {
-          "Maladie": "cryptorchidism",
-          "Ratio_F_M": 1.0887480167433121
-        },
-        {
-          "Maladie": "food allergy",
-          "Ratio_F_M": 1.087999997728256
-        },
-        {
-          "Maladie": "arrhythmia",
-          "Ratio_F_M": 1.0837837815254128
-        },
-        {
-          "Maladie": "varicose veins",
-          "Ratio_F_M": 1.0773809501428215
-        },
-        {
-          "Maladie": "polycystic ovarian syndrome (pcos)",
-          "Ratio_F_M": 1.0764642060077108
-        },
-        {
-          "Maladie": "chickenpox",
-          "Ratio_F_M": 1.0755905489486166
-        },
-        {
-          "Maladie": "tricuspid valve disease",
-          "Ratio_F_M": 1.0754321612043676
-        }
-      ],
-      "top10_dominante_masculine": [
-        {
-          "Maladie": "bone cancer",
-          "Ratio_F_M": 0.9142011816819876
-        },
-        {
-          "Maladie": "ectropion",
-          "Ratio_F_M": 0.9176413237763555
-        },
-        {
-          "Maladie": "congenital heart defect",
-          "Ratio_F_M": 0.9271093342093649
-        },
-        {
-          "Maladie": "drug poisoning due to medication",
-          "Ratio_F_M": 0.9317492398583348
-        },
-        {
-          "Maladie": "shingles (herpes zoster)",
-          "Ratio_F_M": 0.9333986269906672
-        },
-        {
-          "Maladie": "corneal abrasion",
-          "Ratio_F_M": 0.9337979076018891
-        },
-        {
-          "Maladie": "cardiac arrest",
-          "Ratio_F_M": 0.9361497821529084
-        },
-        {
-          "Maladie": "complex regional pain syndrome",
-          "Ratio_F_M": 0.9363089249673578
-        },
-        {
-          "Maladie": "thyroid disease",
-          "Ratio_F_M": 0.9373737355576941
-        },
-        {
-          "Maladie": "urge incontinence",
-          "Ratio_F_M": 0.9374999981835939
+    "symptomes": {
+        "nb_symptomes_par_patient": {
+            "min": 6,
+            "max": 18,
+            "moyenne": 12.5,
+            "mediane": 12.0,
+            "patients_sans_symptome": 0
+        },
+        "prevalence_globale": {
+            "top20": [
+                {
+                    "Symptome": "sharp abdominal pain",
+                    "Pct_presence": 18.12
+                },
+                {
+                    "Symptome": "headache",
+                    "Pct_presence": 15.81
+                },
+                {
+                    "Symptome": "sharp chest pain",
+                    "Pct_presence": 14.4
+                }
+            ],
+            "bottom20": [
+                {
+                    "Symptome": "ankle weakness",
+                    "Pct_presence": 1.93
+                },
+                {
+                    "Symptome": "skin pain",
+                    "Pct_presence": 1.93
+                }
+            ],
+            "nb_quasi_absents_inf1pct": 0,
+            "nb_quasi_universels_sup90pct": 0
+        },
+        "top30_discriminants": [
+            {
+                "Symptome": "sharp abdominal pain",
+                "Score": 1256.06
+            },
+            {
+                "Symptome": "headache",
+                "Score": 1111.21
+            },
+            {
+                "Symptome": "sharp chest pain",
+                "Score": 1013.93
+            },
+            {
+                "Symptome": "shortness of breath",
+                "Score": 987.86
+            },
+            {
+                "Symptome": "cough",
+                "Score": 981.67
+            }
+        ],
+        "complexite_par_maladie": {
+            "top10_simples": [
+                {
+                    "Maladie": "open wound of the knee",
+                    "Nb_symptomes_moyen": 7.85
+                },
+                {
+                    "Maladie": "open wound of the head",
+                    "Nb_symptomes_moyen": 7.854
+                }
+            ],
+            "top10_complexes": [
+                {
+                    "Maladie": "peripheral nerve disorder",
+                    "Nb_symptomes_moyen": 17.205
+                },
+                {
+                    "Maladie": "bursitis",
+                    "Nb_symptomes_moyen": 17.206
+                }
+            ]
         }
-      ]
     },
-    "antecedents": {
-      "distribution": [
-        {
-          "Antecedent": "Aucun antecedent connu",
-          "Nb_patients": 300905,
-          "Pct": 10.03
-        },
-        {
-          "Antecedent": "Alcoholism",
-          "Nb_patients": 300559,
-          "Pct": 10.02
-        },
-        {
-          "Antecedent": "Hypertension",
-          "Nb_patients": 300123,
-          "Pct": 10.0
-        },
-        {
-          "Antecedent": "Allergies",
-          "Nb_patients": 300114,
-          "Pct": 10.0
-        },
-        {
-          "Antecedent": "Diabetes",
-          "Nb_patients": 300078,
-          "Pct": 10.0
-        },
-        {
-          "Antecedent": "Smoking",
-          "Nb_patients": 299934,
-          "Pct": 10.0
-        },
-        {
-          "Antecedent": "Obesity",
-          "Nb_patients": 299859,
-          "Pct": 10.0
-        },
-        {
-          "Antecedent": "Heart Disease",
-          "Nb_patients": 299692,
-          "Pct": 9.99
-        },
-        {
-          "Antecedent": "Asthma",
-          "Nb_patients": 299467,
-          "Pct": 9.98
-        },
-        {
-          "Antecedent": "Previous Surgery",
-          "Nb_patients": 299269,
-          "Pct": 9.98
+    "croisements": {
+        "top5_maladies_par_tranche_age": [
+            {
+                "Tranche_age": "Enfant (0-12)",
+                "Maladie": "ankylosing spondylitis",
+                "Nb_cas": 529,
+                "Rang": 1
+            },
+            {
+                "Tranche_age": "Adolescent (13-18)",
+                "Maladie": "pseudohypoparathyroidism",
+                "Nb_cas": 271,
+                "Rang": 1
+            },
+            {
+                "Tranche_age": "Jeune adulte (19-35)",
+                "Maladie": "pituitary adenoma",
+                "Nb_cas": 741,
+                "Rang": 1
+            }
+        ],
+        "top5_maladies_par_antecedent": [
+            {
+                "Antecedent": "Alcoholism",
+                "Maladie": "chronic constipation",
+                "Nb_cas": 449,
+                "Rang": 1
+            },
+            {
+                "Antecedent": "Allergies",
+                "Maladie": "paroxysmal ventricular tachycardia",
+                "Nb_cas": 455,
+                "Rang": 1
+            }
+        ],
+        "nb_symptomes_moyen_age_sexe": [
+            {
+                "Tranche_age": "Enfant (0-12)",
+                "Female": 12.51,
+                "Male": 12.5
+            },
+            {
+                "Tranche_age": "Adolescent (13-18)",
+                "Female": 12.5,
+                "Male": 12.49
+            },
+            {
+                "Tranche_age": "Jeune adulte (19-35)",
+                "Female": 12.51,
+                "Male": 12.51
+            }
+        ]
+    },
+    "chartjs": {
+        "top20_maladies": {
+            "labels": [
+                "pituitary adenoma",
+                "tonsillar hypertrophy",
+                "anal fissure",
+                "aphakia",
+                "obstructive sleep apnea (osa)",
+                "cardiac arrest",
+                "epilepsy",
+                "volvulus",
+                "hematoma",
+                "narcolepsy",
+                "induced abortion",
+                "postpartum depression",
+                "uterine cancer",
+                "thoracic aortic aneurysm",
+                "hemangioma",
+                "gynecomastia",
+                "myocarditis",
+                "temporomandibular joint disorder",
+                "aortic valve disease",
+                "noninfectious gastroenteritis"
+            ],
+            "datasets": [
+                {
+                    "label": "Nombre de cas",
+                    "data": [
+                        4127,
+                        4072,
+                        4043,
+                        4039,
+                        4038,
+                        4033,
+                        4032,
+                        4025,
+                        4020,
+                        4015,
+                        4012,
+                        4011,
+                        4011,
+                        4011,
+                        4011,
+                        4010,
+                        4008,
+                        4007,
+                        4005,
+                        4004
+                    ]
+                }
+            ]
+        },
+        "sexe_global": {
+            "labels": [
+                "Female",
+                "Male"
+            ],
+            "datasets": [
+                {
+                    "data": [
+                        50.07,
+                        49.93
+                    ]
+                }
+            ]
+        },
+        "top5_discriminants": {
+            "labels": [
+                "sharp abdominal pain",
+                "headache",
+                "sharp chest pain",
+                "shortness of breath",
+                "cough"
+            ],
+            "datasets": [
+                {
+                    "label": "Score discriminant",
+                    "data": [
+                        1256.06,
+                        1111.21,
+                        1013.93,
+                        987.86,
+                        981.67
+                    ]
+                }
+            ]
+        },
+        "age_par_tranche": {
+            "labels": [
+                "Enfant (0-12)",
+                "Adolescent (13-18)",
+                "Jeune adulte (19-35)",
+                "Adulte (36-50)",
+                "Senior (51-65)",
+                "Tres age (66+)",
+                "Total"
+            ],
+            "datasets": [
+                {
+                    "label": "Nombre de patients",
+                    "data": [
+                        357248,
+                        177996,
+                        505037,
+                        445107,
+                        446077,
+                        1039063,
+                        2970528
+                    ]
+                }
+            ]
+        },
+        "antecedents": {
+            "labels": [
+                "Aucun antecedent connu",
+                "Alcoholism",
+                "Hypertension"
+            ],
+            "datasets": [
+                {
+                    "label": "Nombre de patients",
+                    "data": [
+                        300905,
+                        300559,
+                        300123
+                    ]
+                }
+            ]
+        },
+        "top20_symptomes": {
+            "labels": [
+                "sharp abdominal pain",
+                "headache",
+                "sharp chest pain",
+                "shortness of breath",
+                "cough",
+                "vomiting",
+                "dizziness",
+                "nausea",
+                "depressive or psychotic symptoms",
+                "fever",
+                "leg pain",
+                "back pain",
+                "abnormal appearing skin",
+                "skin swelling",
+                "skin lesion",
+                "nasal congestion",
+                "sore throat",
+                "fatigue",
+                "skin rash",
+                "depression"
+            ],
+            "datasets": [
+                {
+                    "label": "Prévalence (%)",
+                    "data": [
+                        18.12,
+                        15.81,
+                        14.4,
+                        14.04,
+                        13.9,
+                        13.63,
+                        13.2,
+                        11.46,
+                        11.0,
+                        10.99,
+                        10.39,
+                        10.38,
+                        10.04,
+                        8.69,
+                        8.45,
+                        8.36,
+                        8.12,
+                        8.0,
+                        7.73,
+                        7.62
+                    ]
+                }
+            ]
+        },
+        "maladies_par_tranche_age": {
+            "labels": [
+                "Enfant (0-12)",
+                "Adolescent (13-18)",
+                "Jeune adulte (19-35)"
+            ],
+            "datasets": [
+                {
+                    "label": "Leading disease (case count)",
+                    "data": [
+                        529,
+                        271,
+                        741
+                    ],
+                    "disease_names": [
+                        "ankylosing spondylitis",
+                        "pseudohypoparathyroidism",
+                        "pituitary adenoma"
+                    ]
+                }
+            ]
+        },
+        "maladies_par_antecedent": {
+            "labels": [
+                "Alcoholism",
+                "Allergies"
+            ],
+            "datasets": [
+                {
+                    "label": "Leading disease (case count)",
+                    "data": [
+                        449,
+                        455
+                    ],
+                    "disease_names": [
+                        "chronic constipation",
+                        "paroxysmal ventricular tachycardia"
+                    ]
+                }
+            ]
+        },
+        "symptomes_age_sexe": {
+            "labels": [
+                "Enfant (0-12)",
+                "Adolescent (13-18)",
+                "Jeune adulte (19-35)"
+            ],
+            "datasets": [
+                {
+                    "label": "Female",
+                    "data": [
+                        12.51,
+                        12.5,
+                        12.51
+                    ]
+                },
+                {
+                    "label": "Male",
+                    "data": [
+                        12.5,
+                        12.49,
+                        12.51
+                    ]
+                }
+            ]
         }
-      ],
-      "taux_manquants_pct": 10.03,
-      "note_image": "kpi_c3_antecedents confirme distribution quasi-uniforme ~10% par catégorie, Aucun antecedent connu légèrement dominant à 10.03%"
-    },
-    "age_par_maladie": {
-      "top10_plus_jeunes": [
-        {
-          "disease": "contact dermatitis",
-          "Age_moyen": 48.41,
-          "Age_median": 49.0,
-          "Ecart_type": 28.8
-        },
-        {
-          "disease": "breast cyst",
-          "Age_moyen": 48.46,
-          "Age_median": 48.0,
-          "Ecart_type": 28.87
-        },
-        {
-          "disease": "ankylosing spondylitis",
-          "Age_moyen": 48.64,
-          "Age_median": 48.0,
-          "Ecart_type": 29.31
-        },
-        {
-          "disease": "paroxysmal ventricular tachycardia",
-          "Age_moyen": 48.66,
-          "Age_median": 48.0,
-          "Ecart_type": 29.49
-        },
-        {
-          "disease": "social phobia",
-          "Age_moyen": 48.68,
-          "Age_median": 48.0,
-          "Ecart_type": 29.18
-        },
-        {
-          "disease": "premature ventricular contractions (pvcs)",
-          "Age_moyen": 48.69,
-          "Age_median": 49.0,
-          "Ecart_type": 29.27
-        },
-        {
-          "disease": "trichinosis",
-          "Age_moyen": 48.74,
-          "Age_median": 49.0,
-          "Ecart_type": 28.94
-        },
-        {
-          "disease": "subarachnoid hemorrhage",
-          "Age_moyen": 48.82,
-          "Age_median": 48.0,
-          "Ecart_type": 29.3
-        },
-        {
-          "disease": "abscess of nose",
-          "Age_moyen": 48.85,
-          "Age_median": 48.0,
-          "Ecart_type": 29.76
-        },
-        {
-          "disease": "postpartum depression",
-          "Age_moyen": 48.85,
-          "Age_median": 48.0,
-          "Ecart_type": 29.19
-        }
-      ],
-      "top10_plus_ages": [
-        {
-          "disease": "pneumoconiosis",
-          "Age_moyen": 51.55,
-          "Age_median": 51.0,
-          "Ecart_type": 29.08
-        },
-        {
-          "disease": "chronic pain disorder",
-          "Age_moyen": 51.52,
-          "Age_median": 52.0,
-          "Ecart_type": 29.1
-        },
-        {
-          "disease": "mumps",
-          "Age_moyen": 51.33,
-          "Age_median": 51.0,
-          "Ecart_type": 29.22
-        },
-        {
-          "disease": "tuberculosis",
-          "Age_moyen": 51.23,
-          "Age_median": 52.0,
-          "Ecart_type": 28.9
-        },
-        {
-          "disease": "poisoning due to antimicrobial drugs",
-          "Age_moyen": 51.16,
-          "Age_median": 52.0,
-          "Ecart_type": 29.36
-        },
-        {
-          "disease": "bone cancer",
-          "Age_moyen": 51.13,
-          "Age_median": 52.0,
-          "Ecart_type": 29.35
-        },
-        {
-          "disease": "ulcerative colitis",
-          "Age_moyen": 51.12,
-          "Age_median": 51.0,
-          "Ecart_type": 28.86
-        },
-        {
-          "disease": "parkinson disease",
-          "Age_moyen": 51.08,
-          "Age_median": 52.0,
-          "Ecart_type": 28.85
-        },
-        {
-          "disease": "uveitis",
-          "Age_moyen": 51.08,
-          "Age_median": 51.0,
-          "Ecart_type": 29.28
-        },
-        {
-          "disease": "avascular necrosis",
-          "Age_moyen": 51.03,
-          "Age_median": 52.0,
-          "Ecart_type": 29.09
-        }
-      ],
-      "note_image": "kpi_c4_age_par_maladie: boxplots pour top20 maladies montrent médiane ~50 ans pour toutes, IQR 25-75 ans, distribution très uniforme entre maladies"
-    }
-  },
-  "symptomes": {
-    "nb_symptomes_par_patient": {
-      "min": 6,
-      "max": 18,
-      "moyenne": 12.5,
-      "mediane": 12.0,
-      "patients_sans_symptome": 0,
-      "note_image": "kpi_d2_nb_symptomes_distribution: histogramme confirme min=7(~25k patients), max=18(~65k), pic bimodal à 10-11 et 14-15 symptomes, moyenne=12.5 (ligne rouge)"
-    },
-    "prevalence_globale": {
-      "top20": [
-        {
-          "Symptome": "sharp abdominal pain",
-          "Prevalence_pct": 18.1205
-        },
-        {
-          "Symptome": "headache",
-          "Prevalence_pct": 15.8109
-        },
-        {
-          "Symptome": "sharp chest pain",
-          "Prevalence_pct": 14.4013
-        },
-        {
-          "Symptome": "shortness of breath",
-          "Prevalence_pct": 14.0433
-        },
-        {
-          "Symptome": "cough",
-          "Prevalence_pct": 13.9045
-        },
-        {
-          "Symptome": "vomiting",
-          "Prevalence_pct": 13.6346
-        },
-        {
-          "Symptome": "dizziness",
-          "Prevalence_pct": 13.1969
-        },
-        {
-          "Symptome": "nausea",
-          "Prevalence_pct": 11.4557
-        },
-        {
-          "Symptome": "depressive or psychotic symptoms",
-          "Prevalence_pct": 11.0037
-        },
-        {
-          "Symptome": "fever",
-          "Prevalence_pct": 10.9943
-        },
-        {
-          "Symptome": "leg pain",
-          "Prevalence_pct": 10.3853
-        },
-        {
-          "Symptome": "back pain",
-          "Prevalence_pct": 10.3759
-        },
-        {
-          "Symptome": "abnormal appearing skin",
-          "Prevalence_pct": 10.0376
-        },
-        {
-          "Symptome": "skin swelling",
-          "Prevalence_pct": 8.689
-        },
-        {
-          "Symptome": "skin lesion",
-          "Prevalence_pct": 8.4496
-        },
-        {
-          "Symptome": "nasal congestion",
-          "Prevalence_pct": 8.3602
-        },
-        {
-          "Symptome": "sore throat",
-          "Prevalence_pct": 8.1206
-        },
-        {
-          "Symptome": "fatigue",
-          "Prevalence_pct": 7.9984
-        },
-        {
-          "Symptome": "skin rash",
-          "Prevalence_pct": 7.7337
-        },
-        {
-          "Symptome": "depression",
-          "Prevalence_pct": 7.6218
-        }
-      ],
-      "bottom20": [
-        {
-          "Symptome": "excessive growth",
-          "Prevalence_pct": 1.9506
-        },
-        {
-          "Symptome": "unwanted hair",
-          "Prevalence_pct": 1.9492
-        },
-        {
-          "Symptome": "hand or finger cramps or spasms",
-          "Prevalence_pct": 1.949
-        },
-        {
-          "Symptome": "premenstrual tension or irritability",
-          "Prevalence_pct": 1.9474
-        },
-        {
-          "Symptome": "muscle weakness",
-          "Prevalence_pct": 1.947
-        },
-        {
-          "Symptome": "incontinence of stool",
-          "Prevalence_pct": 1.9466
-        },
-        {
-          "Symptome": "abdominal distention",
-          "Prevalence_pct": 1.9458
-        },
-        {
-          "Symptome": "neck cramps or spasms",
-          "Prevalence_pct": 1.9451
-        },
-        {
-          "Symptome": "low back weakness",
-          "Prevalence_pct": 1.9446
-        },
-        {
-          "Symptome": "joint swelling",
-          "Prevalence_pct": 1.9445
-        },
-        {
-          "Symptome": "poor circulation",
-          "Prevalence_pct": 1.944
-        },
-        {
-          "Symptome": "shoulder lump or mass",
-          "Prevalence_pct": 1.9428
-        },
-        {
-          "Symptome": "symptoms of infants",
-          "Prevalence_pct": 1.9419
-        },
-        {
-          "Symptome": "postpartum problems of the breast",
-          "Prevalence_pct": 1.9418
-        },
-        {
-          "Symptome": "thirst",
-          "Prevalence_pct": 1.9409
-        },
-        {
-          "Symptome": "wrinkles on skin",
-          "Prevalence_pct": 1.9404
-        },
-        {
-          "Symptome": "bedwetting",
-          "Prevalence_pct": 1.9401
-        },
-        {
-          "Symptome": "back stiffness or tightness",
-          "Prevalence_pct": 1.9361
-        },
-        {
-          "Symptome": "skin pain",
-          "Prevalence_pct": 1.9345
-        },
-        {
-          "Symptome": "ankle weakness",
-          "Prevalence_pct": 1.9306
-        }
-      ],
-      "nb_quasi_absents_inf1pct": 0,
-      "nb_quasi_universels_sup90pct": 0,
-      "note_image": "kpi_d1_top20 confirme sharp abdominal pain dominant à ~18%, écart important avec symptomes rares ~1.93% (kpi_d1_bottom20)"
-    },
-    "top30_discriminants": [
-      {
-        "Symptome": "sharp abdominal pain",
-        "Variance_inter_maladies": 1256.0577
-      },
-      {
-        "Symptome": "headache",
-        "Variance_inter_maladies": 1111.2106
-      },
-      {
-        "Symptome": "sharp chest pain",
-        "Variance_inter_maladies": 1013.9259
-      },
-      {
-        "Symptome": "shortness of breath",
-        "Variance_inter_maladies": 987.8643
-      },
-      {
-        "Symptome": "cough",
-        "Variance_inter_maladies": 981.6711
-      },
-      {
-        "Symptome": "vomiting",
-        "Variance_inter_maladies": 962.6876
-      },
-      {
-        "Symptome": "dizziness",
-        "Variance_inter_maladies": 930.1355
-      },
-      {
-        "Symptome": "nausea",
-        "Variance_inter_maladies": 808.0444
-      },
-      {
-        "Symptome": "depressive or psychotic symptoms",
-        "Variance_inter_maladies": 772.1508
-      },
-      {
-        "Symptome": "fever",
-        "Variance_inter_maladies": 772.1091
-      },
-      {
-        "Symptome": "leg pain",
-        "Variance_inter_maladies": 727.1004
-      },
-      {
-        "Symptome": "back pain",
-        "Variance_inter_maladies": 726.2119
-      },
-      {
-        "Symptome": "abnormal appearing skin",
-        "Variance_inter_maladies": 698.4099
-      },
-      {
-        "Symptome": "skin swelling",
-        "Variance_inter_maladies": 594.467
-      },
-      {
-        "Symptome": "skin lesion",
-        "Variance_inter_maladies": 576.4985
-      },
-      {
-        "Symptome": "nasal congestion",
-        "Variance_inter_maladies": 566.193
-      },
-      {
-        "Symptome": "sore throat",
-        "Variance_inter_maladies": 546.5914
-      },
-      {
-        "Symptome": "fatigue",
-        "Variance_inter_maladies": 537.0389
-      },
-      {
-        "Symptome": "skin rash",
-        "Variance_inter_maladies": 517.3761
-      },
-      {
-        "Symptome": "depression",
-        "Variance_inter_maladies": 507.6271
-      },
-      {
-        "Symptome": "lower abdominal pain",
-        "Variance_inter_maladies": 507.1707
-      },
-      {
-        "Symptome": "diminished vision",
-        "Variance_inter_maladies": 507.0831
-      },
-      {
-        "Symptome": "anxiety and nervousness",
-        "Variance_inter_maladies": 497.1265
-      },
-      {
-        "Symptome": "weakness",
-        "Variance_inter_maladies": 496.6831
-      },
-      {
-        "Symptome": "pain in eye",
-        "Variance_inter_maladies": 488.15
-      },
-      {
-        "Symptome": "abnormal involuntary movements",
-        "Variance_inter_maladies": 487.1263
-      },
-      {
-        "Symptome": "skin growth",
-        "Variance_inter_maladies": 457.6392
-      },
-      {
-        "Symptome": "symptoms of eye",
-        "Variance_inter_maladies": 448.1457
-      },
-      {
-        "Symptome": "problems with movement",
-        "Variance_inter_maladies": 438.6219
-      },
-      {
-        "Symptome": "arm pain",
-        "Variance_inter_maladies": 437.3838
-      }
-    ],
-    "complexite_par_maladie": {
-      "top10_simples": [
-        {
-          "Maladie": "open wound of the knee",
-          "Nb_symptomes_moyen": 7.85
-        },
-        {
-          "Maladie": "open wound of the head",
-          "Nb_symptomes_moyen": 7.854
-        },
-        {
-          "Maladie": "thalassemia",
-          "Nb_symptomes_moyen": 7.855
-        },
-        {
-          "Maladie": "esophageal varices",
-          "Nb_symptomes_moyen": 7.857
-        },
-        {
-          "Maladie": "g6pd enzyme deficiency",
-          "Nb_symptomes_moyen": 7.858
-        },
-        {
-          "Maladie": "rheumatic fever",
-          "Nb_symptomes_moyen": 7.858
-        },
-        {
-          "Maladie": "rocky mountain spotted fever",
-          "Nb_symptomes_moyen": 7.859
-        },
-        {
-          "Maladie": "typhoid fever",
-          "Nb_symptomes_moyen": 7.859
-        },
-        {
-          "Maladie": "meckel diverticulum",
-          "Nb_symptomes_moyen": 7.86
-        },
-        {
-          "Maladie": "open wound of the chest",
-          "Nb_symptomes_moyen": 7.86
-        }
-      ],
-      "top10_complexes": [
-        {
-          "Maladie": "peripheral nerve disorder",
-          "Nb_symptomes_moyen": 17.205
-        },
-        {
-          "Maladie": "bursitis",
-          "Nb_symptomes_moyen": 17.206
-        },
-        {
-          "Maladie": "gout",
-          "Nb_symptomes_moyen": 17.206
-        },
-        {
-          "Maladie": "spinal stenosis",
-          "Nb_symptomes_moyen": 17.208
-        },
-        {
-          "Maladie": "cystitis",
-          "Nb_symptomes_moyen": 17.212
-        },
-        {
-          "Maladie": "complex regional pain syndrome",
-          "Nb_symptomes_moyen": 17.212
-        },
-        {
-          "Maladie": "injury to the arm",
-          "Nb_symptomes_moyen": 17.213
-        },
-        {
-          "Maladie": "temporary or benign blood in urine",
-          "Nb_symptomes_moyen": 17.213
-        },
-        {
-          "Maladie": "acute bronchitis",
-          "Nb_symptomes_moyen": 17.228
-        },
-        {
-          "Maladie": "noninfectious gastroenteritis",
-          "Nb_symptomes_moyen": 17.233
-        }
-      ],
-      "note_image": "kpi_d2_complexite confirme: simples ~7.85 symptomes (barres bleues), complexes ~17.2 symptomes (barres orange)"
-    }
-  },
-  "croisements": {
-    "top5_maladies_par_tranche_age": [
-      {
-        "age_group": "Enfant (0-12)",
-        "disease": "ankylosing spondylitis",
-        "nb_cas": 529
-      },
-      {
-        "age_group": "Enfant (0-12)",
-        "disease": "abscess of nose",
-        "nb_cas": 527
-      },
-      {
-        "age_group": "Enfant (0-12)",
-        "disease": "drug poisoning due to medication",
-        "nb_cas": 520
-      },
-      {
-        "age_group": "Enfant (0-12)",
-        "disease": "empyema",
-        "nb_cas": 519
-      },
-      {
-        "age_group": "Enfant (0-12)",
-        "disease": "rotator cuff injury",
-        "nb_cas": 518
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "disease": "pseudohypoparathyroidism",
-        "nb_cas": 271
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "disease": "fibrocystic breast disease",
-        "nb_cas": 270
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "disease": "drug withdrawal",
-        "nb_cas": 268
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "disease": "flat feet",
-        "nb_cas": 268
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "disease": "graves disease",
-        "nb_cas": 267
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "disease": "pituitary adenoma",
-        "nb_cas": 741
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "disease": "postpartum depression",
-        "nb_cas": 727
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "disease": "narcolepsy",
-        "nb_cas": 724
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "disease": "tonsillar hypertrophy",
-        "nb_cas": 724
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "disease": "systemic lupus erythematosis (sle)",
-        "nb_cas": 720
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "disease": "down syndrome",
-        "nb_cas": 652
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "disease": "carpal tunnel syndrome",
-        "nb_cas": 644
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "disease": "pilonidal cyst",
-        "nb_cas": 643
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "disease": "von willebrand disease",
-        "nb_cas": 643
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "disease": "pyloric stenosis",
-        "nb_cas": 640
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "disease": "dyshidrosis",
-        "nb_cas": 646
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "disease": "drug abuse (cocaine)",
-        "nb_cas": 643
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "disease": "laryngitis",
-        "nb_cas": 642
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "disease": "alcohol withdrawal",
-        "nb_cas": 636
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "disease": "dislocation of the finger",
-        "nb_cas": 635
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "disease": "gynecomastia",
-        "nb_cas": 1451
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "disease": "pituitary adenoma",
-        "nb_cas": 1447
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "disease": "chronic pain disorder",
-        "nb_cas": 1437
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "disease": "anal fissure",
-        "nb_cas": 1436
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "disease": "ascending cholangitis",
-        "nb_cas": 1436
-      }
-    ],
-    "top5_maladies_par_antecedent": [
-      {
-        "medical_history_filled": "Alcoholism",
-        "disease": "chronic constipation",
-        "nb_cas": 449
-      },
-      {
-        "medical_history_filled": "Alcoholism",
-        "disease": "syndrome of inappropriate secretion of adh (siadh)",
-        "nb_cas": 446
-      },
-      {
-        "medical_history_filled": "Alcoholism",
-        "disease": "mastectomy",
-        "nb_cas": 445
-      },
-      {
-        "medical_history_filled": "Alcoholism",
-        "disease": "overflow incontinence",
-        "nb_cas": 444
-      },
-      {
-        "medical_history_filled": "Alcoholism",
-        "disease": "chronic knee pain",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Allergies",
-        "disease": "paroxysmal ventricular tachycardia",
-        "nb_cas": 455
-      },
-      {
-        "medical_history_filled": "Allergies",
-        "disease": "myoclonus",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Allergies",
-        "disease": "lichen simplex",
-        "nb_cas": 440
-      },
-      {
-        "medical_history_filled": "Allergies",
-        "disease": "hyperkalemia",
-        "nb_cas": 438
-      },
-      {
-        "medical_history_filled": "Allergies",
-        "disease": "sprain or strain",
-        "nb_cas": 438
-      },
-      {
-        "medical_history_filled": "Asthma",
-        "disease": "burn",
-        "nb_cas": 457
-      },
-      {
-        "medical_history_filled": "Asthma",
-        "disease": "asperger syndrome",
-        "nb_cas": 448
-      },
-      {
-        "medical_history_filled": "Asthma",
-        "disease": "common cold",
-        "nb_cas": 445
-      },
-      {
-        "medical_history_filled": "Asthma",
-        "disease": "systemic lupus erythematosis (sle)",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Asthma",
-        "disease": "aphakia",
-        "nb_cas": 438
-      },
-      {
-        "medical_history_filled": "Aucun antecedent connu",
-        "disease": "folate deficiency",
-        "nb_cas": 459
-      },
-      {
-        "medical_history_filled": "Aucun antecedent connu",
-        "disease": "uterine cancer",
-        "nb_cas": 449
-      },
-      {
-        "medical_history_filled": "Aucun antecedent connu",
-        "disease": "pituitary adenoma",
-        "nb_cas": 441
-      },
-      {
-        "medical_history_filled": "Aucun antecedent connu",
-        "disease": "tracheitis",
-        "nb_cas": 441
-      },
-      {
-        "medical_history_filled": "Aucun antecedent connu",
-        "disease": "cerebral edema",
-        "nb_cas": 437
-      },
-      {
-        "medical_history_filled": "Diabetes",
-        "disease": "stress incontinence",
-        "nb_cas": 447
-      },
-      {
-        "medical_history_filled": "Diabetes",
-        "disease": "retinopathy due to high blood pressure",
-        "nb_cas": 436
-      },
-      {
-        "medical_history_filled": "Diabetes",
-        "disease": "iron deficiency anemia",
-        "nb_cas": 432
-      },
-      {
-        "medical_history_filled": "Diabetes",
-        "disease": "fracture of the patella",
-        "nb_cas": 431
-      },
-      {
-        "medical_history_filled": "Diabetes",
-        "disease": "strep throat",
-        "nb_cas": 431
-      },
-      {
-        "medical_history_filled": "Heart Disease",
-        "disease": "paronychia",
-        "nb_cas": 447
-      },
-      {
-        "medical_history_filled": "Heart Disease",
-        "disease": "polycythemia vera",
-        "nb_cas": 443
-      },
-      {
-        "medical_history_filled": "Heart Disease",
-        "disease": "fracture of the shoulder",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Heart Disease",
-        "disease": "mastoiditis",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Heart Disease",
-        "disease": "angina",
-        "nb_cas": 439
-      },
-      {
-        "medical_history_filled": "Hypertension",
-        "disease": "myasthenia gravis",
-        "nb_cas": 451
-      },
-      {
-        "medical_history_filled": "Hypertension",
-        "disease": "infection of open wound",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Hypertension",
-        "disease": "lactose intolerance",
-        "nb_cas": 441
-      },
-      {
-        "medical_history_filled": "Hypertension",
-        "disease": "lymphedema",
-        "nb_cas": 440
-      },
-      {
-        "medical_history_filled": "Hypertension",
-        "disease": "joint effusion",
-        "nb_cas": 439
-      },
-      {
-        "medical_history_filled": "Obesity",
-        "disease": "vesicoureteral reflux",
-        "nb_cas": 457
-      },
-      {
-        "medical_history_filled": "Obesity",
-        "disease": "cellulitis or abscess of mouth",
-        "nb_cas": 448
-      },
-      {
-        "medical_history_filled": "Obesity",
-        "disease": "temporomandibular joint disorder",
-        "nb_cas": 447
-      },
-      {
-        "medical_history_filled": "Obesity",
-        "disease": "bone cancer",
-        "nb_cas": 445
-      },
-      {
-        "medical_history_filled": "Obesity",
-        "disease": "acute otitis media",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Previous Surgery",
-        "disease": "chronic pancreatitis",
-        "nb_cas": 457
-      },
-      {
-        "medical_history_filled": "Previous Surgery",
-        "disease": "rhabdomyolysis",
-        "nb_cas": 448
-      },
-      {
-        "medical_history_filled": "Previous Surgery",
-        "disease": "fracture of the finger",
-        "nb_cas": 445
-      },
-      {
-        "medical_history_filled": "Previous Surgery",
-        "disease": "burn",
-        "nb_cas": 444
-      },
-      {
-        "medical_history_filled": "Previous Surgery",
-        "disease": "chronic sinusitis",
-        "nb_cas": 444
-      },
-      {
-        "medical_history_filled": "Smoking",
-        "disease": "indigestion",
-        "nb_cas": 464
-      },
-      {
-        "medical_history_filled": "Smoking",
-        "disease": "pseudotumor cerebri",
-        "nb_cas": 442
-      },
-      {
-        "medical_history_filled": "Smoking",
-        "disease": "injury to the face",
-        "nb_cas": 439
-      },
-      {
-        "medical_history_filled": "Smoking",
-        "disease": "dislocation of the finger",
-        "nb_cas": 438
-      },
-      {
-        "medical_history_filled": "Smoking",
-        "disease": "thalassemia",
-        "nb_cas": 438
-      }
-    ],
-    "nb_symptomes_moyen_age_sexe": [
-      {
-        "age_group": "Enfant (0-12)",
-        "Female": 12.51,
-        "Male": 12.5
-      },
-      {
-        "age_group": "Adolescent (13-18)",
-        "Female": 12.5,
-        "Male": 12.49
-      },
-      {
-        "age_group": "Jeune adulte (19-35)",
-        "Female": 12.51,
-        "Male": 12.51
-      },
-      {
-        "age_group": "Adulte (36-50)",
-        "Female": 12.51,
-        "Male": 12.5
-      },
-      {
-        "age_group": "Senior (51-65)",
-        "Female": 12.5,
-        "Male": 12.5
-      },
-      {
-        "age_group": "Tres age (66+)",
-        "Female": 12.5,
-        "Male": 12.51
-      }
-    ],
-    "note_image_e3": "kpi_e3_symptomes_age_sexe (heatmap) confirme valeurs ~12.49-12.51 pour toutes tranches/sexes, différences minimes"
-  },
-  "valeurs_manquantes": {
-    "colonnes_avec_manquants": [
-      {
-        "colonne": "medical_history",
-        "nb_manquants": 300905,
-        "taux_pct": 10.03
-      }
-    ],
-    "taux_global_pct": 0.0302,
-    "note_image": "kpi_a2_valeurs_manquantes: seule colonne avec manquants = medical_history à 10.03%, toutes autres colonnes complètes"
-  },
-  "chartjs": {
-    "top20_maladies": {
-      "labels": [
-        "pituitary adenoma",
-        "tonsillar hypertrophy",
-        "anal fissure",
-        "aphakia",
-        "obstructive sleep apnea (osa)",
-        "cardiac arrest",
-        "epilepsy",
-        "volvulus",
-        "hematoma",
-        "narcolepsy",
-        "induced abortion",
-        "postpartum depression",
-        "uterine cancer",
-        "thoracic aortic aneurysm",
-        "hemangioma",
-        "gynecomastia",
-        "myocarditis",
-        "temporomandibular joint disorder",
-        "aortic valve disease",
-        "noninfectious gastroenteritis"
-      ],
-      "datasets": [
-        {
-          "label": "Nombre de cas",
-          "data": [
-            4127,
-            4072,
-            4043,
-            4039,
-            4038,
-            4033,
-            4032,
-            4025,
-            4020,
-            4015,
-            4012,
-            4011,
-            4011,
-            4011,
-            4011,
-            4010,
-            4008,
-            4007,
-            4005,
-            4004
-          ]
-        }
-      ]
-    },
-    "bottom20_maladies": {
-      "labels": [
-        "injury to the spinal cord",
-        "chronic back pain",
-        "migraine",
-        "syringomyelia",
-        "vaginal cyst",
-        "guillain barre syndrome",
-        "atonic bladder",
-        "ovarian cyst",
-        "foreign body in the nose",
-        "flu",
-        "scurvy",
-        "cyst of the eyelid",
-        "conjunctivitis due to bacteria",
-        "gout",
-        "presbyacusis",
-        "ulcerative colitis",
-        "blepharospasm",
-        "dislocation of the foot",
-        "developmental disability",
-        "pyogenic skin infection"
-      ],
-      "datasets": [
-        {
-          "label": "Nombre de cas",
-          "data": [
-            3753,
-            3753,
-            3751,
-            3751,
-            3747,
-            3746,
-            3744,
-            3743,
-            3743,
-            3742,
-            3739,
-            3738,
-            3738,
-            3726,
-            3721,
-            3717,
-            3715,
-            3715,
-            3710,
-            3688
-          ]
-        }
-      ]
-    },
-    "sexe_global": {
-      "labels": [
-        "Female",
-        "Male"
-      ],
-      "datasets": [
-        {
-          "data": [
-            50.07,
-            49.93
-          ]
-        }
-      ]
-    },
-    "top20_symptomes": {
-      "labels": [
-        "sharp abdominal pain",
-        "headache",
-        "sharp chest pain",
-        "shortness of breath",
-        "cough",
-        "vomiting",
-        "dizziness",
-        "nausea",
-        "depressive or psychotic symptoms",
-        "fever",
-        "leg pain",
-        "back pain",
-        "abnormal appearing skin",
-        "skin swelling",
-        "skin lesion",
-        "nasal congestion",
-        "sore throat",
-        "fatigue",
-        "skin rash",
-        "depression"
-      ],
-      "datasets": [
-        {
-          "label": "Prévalence (%)",
-          "data": [
-            18.12,
-            15.81,
-            14.4,
-            14.04,
-            13.9,
-            13.63,
-            13.2,
-            11.46,
-            11.0,
-            10.99,
-            10.39,
-            10.38,
-            10.04,
-            8.69,
-            8.45,
-            8.36,
-            8.12,
-            8.0,
-            7.73,
-            7.62
-          ]
-        }
-      ]
-    },
-    "bottom20_symptomes": {
-      "labels": [
-        "excessive growth",
-        "unwanted hair",
-        "hand or finger cramps or spasms",
-        "premenstrual tension or irritability",
-        "muscle weakness",
-        "incontinence of stool",
-        "abdominal distention",
-        "neck cramps or spasms",
-        "low back weakness",
-        "joint swelling",
-        "poor circulation",
-        "shoulder lump or mass",
-        "symptoms of infants",
-        "postpartum problems of the breast",
-        "thirst",
-        "wrinkles on skin",
-        "bedwetting",
-        "back stiffness or tightness",
-        "skin pain",
-        "ankle weakness"
-      ],
-      "datasets": [
-        {
-          "label": "Prévalence (%)",
-          "data": [
-            1.95,
-            1.949,
-            1.949,
-            1.947,
-            1.947,
-            1.947,
-            1.946,
-            1.945,
-            1.945,
-            1.945,
-            1.944,
-            1.943,
-            1.942,
-            1.942,
-            1.941,
-            1.94,
-            1.94,
-            1.936,
-            1.935,
-            1.931
-          ]
-        }
-      ]
-    },
-    "age_par_tranche": {
-      "labels": [
-        "Enfant (0-12)",
-        "Adolescent (13-18)",
-        "Jeune adulte (19-35)",
-        "Adulte (36-50)",
-        "Senior (51-65)",
-        "Tres age (66+)"
-      ],
-      "datasets": [
-        {
-          "label": "Nombre de patients",
-          "data": [
-            357248,
-            177996,
-            505037,
-            445107,
-            446077,
-            1039063
-          ]
-        }
-      ]
-    },
-    "antecedents": {
-      "labels": [
-        "Aucun antecedent connu",
-        "Alcoholism",
-        "Hypertension",
-        "Allergies",
-        "Diabetes",
-        "Smoking",
-        "Obesity",
-        "Heart Disease",
-        "Asthma",
-        "Previous Surgery"
-      ],
-      "datasets": [
-        {
-          "label": "Nombre de patients",
-          "data": [
-            300905,
-            300559,
-            300123,
-            300114,
-            300078,
-            299934,
-            299859,
-            299692,
-            299467,
-            299269
-          ]
-        }
-      ]
-    },
-    "top30_discriminants": {
-      "labels": [
-        "sharp abdominal pain",
-        "headache",
-        "sharp chest pain",
-        "shortness of breath",
-        "cough",
-        "vomiting",
-        "dizziness",
-        "nausea",
-        "depressive or psychotic symptoms",
-        "fever",
-        "leg pain",
-        "back pain",
-        "abnormal appearing skin",
-        "skin swelling",
-        "skin lesion",
-        "nasal congestion",
-        "sore throat",
-        "fatigue",
-        "skin rash",
-        "depression",
-        "lower abdominal pain",
-        "diminished vision",
-        "anxiety and nervousness",
-        "weakness",
-        "pain in eye",
-        "abnormal involuntary movements",
-        "skin growth",
-        "symptoms of eye",
-        "problems with movement",
-        "arm pain"
-      ],
-      "datasets": [
-        {
-          "label": "Variance inter-maladies",
-          "data": [
-            1256.06,
-            1111.21,
-            1013.93,
-            987.86,
-            981.67,
-            962.69,
-            930.14,
-            808.04,
-            772.15,
-            772.11,
-            727.1,
-            726.21,
-            698.41,
-            594.47,
-            576.5,
-            566.19,
-            546.59,
-            537.04,
-            517.38,
-            507.63,
-            507.17,
-            507.08,
-            497.13,
-            496.68,
-            488.15,
-            487.13,
-            457.64,
-            448.15,
-            438.62,
-            437.38
-          ]
-        }
-      ]
-    },
-    "symptomes_age_sexe": {
-      "labels": [
-        "Enfant (0-12)",
-        "Adolescent (13-18)",
-        "Jeune adulte (19-35)",
-        "Adulte (36-50)",
-        "Senior (51-65)",
-        "Tres age (66+)"
-      ],
-      "datasets": [
-        {
-          "label": "Female",
-          "data": [
-            12.51,
-            12.5,
-            12.51,
-            12.51,
-            12.5,
-            12.5
-          ]
-        },
-        {
-          "label": "Male",
-          "data": [
-            12.5,
-            12.49,
-            12.51,
-            12.5,
-            12.5,
-            12.51
-          ]
-        }
-      ]
-    }
-  },
-  "images_analysees": {
-    "kpi_a2_valeurs_manquantes": {
-      "type": "bar horizontal",
-      "titre": "Taux de valeurs manquantes par colonne (%)",
-      "observation": "1 seule colonne avec manquants: medical_history = 10.03%"
-    },
-    "kpi_b1_top20_maladies": {
-      "type": "bar horizontal",
-      "titre": "Top 20 maladies les plus frequentes",
-      "observation": "pituitary adenoma #1 à 4127, échelle 4000-4130, distribution très serrée"
-    },
-    "kpi_b1_bottom20_maladies": {
-      "type": "bar horizontal",
-      "titre": "Bottom 20 maladies les moins frequentes",
-      "observation": "pyogenic skin infection dernier à 3688, échelle 3680-3760"
-    },
-    "kpi_b2_distribution_effectifs": {
-      "type": "histogramme",
-      "titre": "Distribution des effectifs par maladie",
-      "observation": "Distribution normale centrée sur 3881 (ligne rouge), min ~3690, max ~4130"
-    },
-    "kpi_c1_tranches_age": {
-      "type": "bar vertical",
-      "titre": "Nombre de patients par tranche d'age",
-      "observation": "Tres age (66+) largement dominant à 34.64% (~1M patients), Adolescent (13-18) le plus faible à 5.93%"
-    },
-    "kpi_c2_sexe_global": {
-      "type": "pie",
-      "titre": "Repartition globale par sexe",
-      "observation": "Female 50.1% / Male 49.9% - quasi parité"
-    },
-    "kpi_c2_sexe_top20_maladies": {
-      "type": "stacked bar horizontal",
-      "titre": "Repartition homme/femme pour les 20 maladies les plus frequentes",
-      "observation": "Toutes les top20 maladies ont une répartition proche de 50/50"
-    },
-    "kpi_c3_antecedents": {
-      "type": "bar horizontal",
-      "titre": "Distribution des antecedents medicaux",
-      "observation": "Distribution quasi-uniforme ~10% par antécédent, 10 catégories dont NaN traité comme 'Aucun antecedent connu'"
-    },
-    "kpi_c4_age_par_maladie": {
-      "type": "boxplot horizontal",
-      "titre": "Distribution de l'age pour les 20 maladies les plus frequentes",
-      "observation": "Médiane ~50 ans pour toutes les maladies, IQR étendu de ~25 à 75 ans"
-    },
-    "kpi_d1_top20_symptomes": {
-      "type": "bar horizontal",
-      "titre": "Top 20 symptomes les plus frequents (% de patients concernes)",
-      "observation": "sharp abdominal pain dominant à ~18%, écart prononcé entre top (>10%) et reste (<9%)"
-    },
-    "kpi_d1_bottom20_symptomes": {
-      "type": "bar horizontal",
-      "titre": "Bottom 20 symptomes les plus rares",
-      "observation": "Tous entre 1.93% et 1.95%, différences minimes, ankle weakness le plus rare à 1.93%"
-    },
-    "kpi_d2_nb_symptomes_distribution": {
-      "type": "histogramme",
-      "titre": "Distribution du nombre de symptomes par patient",
-      "observation": "Min=7, Max=18, Moyenne=12.5 (ligne rouge), distribution approx. bimodale, pics à 10-11 et 14-15"
-    },
-    "kpi_d2_complexite_maladies": {
-      "type": "bar horizontal double",
-      "titre": "10 maladies les plus simples vs complexes",
-      "observation": "Simples: ~7.85 symptomes (open wounds, thalassemia). Complexes: ~17.2 symptomes (peripheral nerve disorder, bursitis, gout)"
-    },
-    "kpi_d3_heatmap_symptomes_maladies": {
-      "type": "heatmap",
-      "titre": "Heatmap symptomes x maladies",
-      "observation": "Matrice de co-occurrence symptomes/maladies, patterns spécifiques visibles"
-    },
-    "kpi_d4_symptomes_discriminants": {
-      "type": "bar horizontal",
-      "titre": "Top 30 symptomes les plus discriminants (variance inter-maladies)",
-      "observation": "sharp abdominal pain #1 (~1256), écart important avec reste. Top 7 ont variance >900"
-    },
-    "kpi_d5_correlation_symptomes": {
-      "type": "heatmap corrélation",
-      "titre": "Corrélations entre symptomes",
-      "observation": "Matrice de corrélation entre symptomes, clusters de symptomes co-occurring visibles"
-    },
-    "kpi_e2_antecedents_maladies": {
-      "type": "bar horizontal multiple (10 sous-graphes)",
-      "titre": "Top 5 maladies par antécédent médical",
-      "observation": "10 antécédents x 5 maladies chacun, valeurs ~430-464 cas, distribution quasi-uniforme par antécédent"
-    },
-    "kpi_e3_symptomes_age_sexe": {
-      "type": "heatmap",
-      "titre": "Nombre moyen de symptomes par tranche d'age et sexe",
-      "observation": "Valeurs entre 12.49 et 12.51 pour toutes combinaisons - aucune variation significative"
-    },
-    "kpi_f1_dashboard_synthese": {
-      "type": "dashboard multi-graphes",
-      "titre": "Dashboard KPI — Dataset Medical",
-      "observation": "Vue synthétique avec 6 graphes: top20 maladies, sexe (50.1%F/49.9%M), distribution age (uniforme + pic 100ans), top20 symptomes, antécédents, distribution effectifs maladies"
     }
-  }
 }