diff --git a/metadata.json b/metadata.json
index b965277f7427373c1099069b435e5a301564ca74..15018821a726626895b801d6178fb1f9baf6e335 100644
--- a/metadata.json
+++ b/metadata.json
@@ -4,7 +4,7 @@
     {
       "name": "openfisca_france_reforms",
       "repository_url": "https://git.leximpact.dev/leximpact/openfisca-france-reforms",
-      "version": "1.0.302"
+      "version": "1.0.303"
     },
     {
       "name": "openfisca_france_with_indirect_taxation",
diff --git a/package.json b/package.json
index 3f551b19fb0bb0f7fce18e9d2ff9241efe0d2060..af8198eedd399a229528f587be63994a953d57d1 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@leximpact/socio-fiscal-openfisca-json",
-  "version": "0.0.147",
+  "version": "0.0.148",
   "description": "JSON & YAML data extracted from OpenFisca-France with Indirect Taxation source code (parameters, variables, etc)",
   "keywords": [
     "data",
diff --git a/reforms/contrefactuel_plf/editable_processed_parameters_changes.json b/reforms/contrefactuel_plf/editable_processed_parameters_changes.json
index 0dd663967ff480daf529adcdf0b45f2f96a2b540..755c2264b48c22477ea08fcee68775876bc768c4 100644
--- a/reforms/contrefactuel_plf/editable_processed_parameters_changes.json
+++ b/reforms/contrefactuel_plf/editable_processed_parameters_changes.json
@@ -4315,7 +4315,7 @@
           "reference": {
             "2024-01-01": [
               {
-                "title": "Projet de loi de finances pour 2024"
+                "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
               }
             ]
           },
@@ -4324,7 +4324,7 @@
           "unit": "/1",
           "values": {
             "2024-01-01": {
-              "value": 0.04
+              "value": 0.052
             }
           }
         },
@@ -4355,9 +4355,10 @@
           "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
           "name": "inflateurs.inflateur_aides_logement_loyer",
           "reference": {
-            "2024-01-01": [
+            "2023-01-01": [
               {
-                "title": "Projet de loi de finances pour 2024"
+                "href": "https://www.insee.fr/fr/statistiques/7650300",
+                "title": "Indice de référence des loyers du 2e trimestre 2023"
               }
             ]
           },
@@ -4365,7 +4366,7 @@
           "type": "number",
           "unit": "/1",
           "values": {
-            "2024-01-01": {
+            "2023-01-01": {
               "value": 0.035
             }
           }
@@ -5464,7 +5465,7 @@
                         "2022-07-01": {
                           "value": 12.72
                         },
-                        "2024-10-01": {
+                        "2023-10-01": {
                           "value": 13
                         }
                       }
@@ -5542,7 +5543,7 @@
                             "2022-07-01": {
                               "value": 28.05
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 29
                             }
                           }
@@ -5621,7 +5622,7 @@
                             "2022-07-01": {
                               "value": 56.12
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 58
                             }
                           }
@@ -5690,7 +5691,7 @@
                             "2022-07-01": {
                               "value": 273.65
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 283
                             }
                           }
@@ -5751,7 +5752,7 @@
                             "2022-07-01": {
                               "value": 176.07
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 182
                             }
                           }
@@ -5840,7 +5841,7 @@
                             "2022-07-01": {
                               "value": 135.59
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 140
                             }
                           }
@@ -5925,7 +5926,7 @@
                             "2022-07-01": {
                               "value": 87.08
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 90
                             }
                           }
@@ -6001,7 +6002,7 @@
                         "2022-07-01": {
                           "value": 36.63
                         },
-                        "2024-10-01": {
+                        "2023-10-01": {
                           "value": 38
                         }
                       }
@@ -6081,7 +6082,7 @@
                                 "2022-07-01": {
                                   "value": 372.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 385
                                 }
                               }
@@ -6168,7 +6169,7 @@
                                 "2022-07-01": {
                                   "value": 61.01
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 63
                                 }
                               }
@@ -6244,7 +6245,7 @@
                                 "2022-07-01": {
                                   "value": 308.5
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 319
                                 }
                               }
@@ -6331,7 +6332,7 @@
                                 "2022-07-01": {
                                   "value": 420.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 435
                                 }
                               }
@@ -6411,7 +6412,7 @@
                                 "2022-07-01": {
                                   "value": 329.1
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 341
                                 }
                               }
@@ -6498,7 +6499,7 @@
                                 "2022-07-01": {
                                   "value": 53.9
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 56
                                 }
                               }
@@ -6574,7 +6575,7 @@
                                 "2022-07-01": {
                                   "value": 268.87
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 278
                                 }
                               }
@@ -6661,7 +6662,7 @@
                                 "2022-07-01": {
                                   "value": 370.32
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 383
                                 }
                               }
@@ -6741,7 +6742,7 @@
                                 "2022-07-01": {
                                   "value": 305.48
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 316
                                 }
                               }
@@ -6828,7 +6829,7 @@
                                 "2022-07-01": {
                                   "value": 49.09
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 51
                                 }
                               }
@@ -6904,7 +6905,7 @@
                                 "2022-07-01": {
                                   "value": 252
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 261
                                 }
                               }
@@ -6991,7 +6992,7 @@
                                 "2022-07-01": {
                                   "value": 342.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 355
                                 }
                               }
@@ -7023,7 +7024,7 @@
                                   "value": 6990
                                 },
                                 "2024-01-01": {
-                                  "value": 7270
+                                  "value": 7353
                                 }
                               }
                             },
@@ -7042,7 +7043,7 @@
                                   "value": 7432
                                 },
                                 "2024-01-01": {
-                                  "value": 7729
+                                  "value": 7818
                                 }
                               }
                             },
@@ -7061,7 +7062,7 @@
                                   "value": 7854
                                 },
                                 "2024-01-01": {
-                                  "value": 8168
+                                  "value": 8262
                                 }
                               }
                             },
@@ -7080,7 +7081,7 @@
                                   "value": 8283
                                 },
                                 "2024-01-01": {
-                                  "value": 8614
+                                  "value": 8714
                                 }
                               }
                             },
@@ -7099,7 +7100,7 @@
                                   "value": 8711
                                 },
                                 "2024-01-01": {
-                                  "value": 9059
+                                  "value": 9164
                                 }
                               }
                             },
@@ -7118,7 +7119,7 @@
                                   "value": 9139
                                 },
                                 "2024-01-01": {
-                                  "value": 9505
+                                  "value": 9614
                                 }
                               }
                             },
@@ -7137,7 +7138,7 @@
                                   "value": 6122
                                 },
                                 "2024-01-01": {
-                                  "value": 6367
+                                  "value": 6440
                                 }
                               }
                             },
@@ -7156,7 +7157,7 @@
                                   "value": 4274
                                 },
                                 "2024-01-01": {
-                                  "value": 4445
+                                  "value": 4496
                                 }
                               }
                             }
@@ -7189,7 +7190,7 @@
                               "value": 8456
                             },
                             "2024-01-01": {
-                              "value": 8794
+                              "value": 8896
                             }
                           }
                         },
@@ -7220,7 +7221,7 @@
                               "value": 8646
                             },
                             "2024-01-01": {
-                              "value": 8992
+                              "value": 9096
                             }
                           }
                         },
@@ -7251,7 +7252,7 @@
                               "value": 8977
                             },
                             "2024-01-01": {
-                              "value": 9336
+                              "value": 9444
                             }
                           }
                         },
@@ -7282,7 +7283,7 @@
                               "value": 9311
                             },
                             "2024-01-01": {
-                              "value": 9683
+                              "value": 9795
                             }
                           }
                         },
@@ -7313,7 +7314,7 @@
                               "value": 9642
                             },
                             "2024-01-01": {
-                              "value": 10028
+                              "value": 10143
                             }
                           }
                         },
@@ -7344,7 +7345,7 @@
                               "value": 9975
                             },
                             "2024-01-01": {
-                              "value": 10374
+                              "value": 10494
                             }
                           }
                         },
@@ -7375,7 +7376,7 @@
                               "value": 7090
                             },
                             "2024-01-01": {
-                              "value": 7374
+                              "value": 7459
                             }
                           }
                         },
@@ -7406,7 +7407,7 @@
                               "value": 328
                             },
                             "2024-01-01": {
-                              "value": 341
+                              "value": 345
                             }
                           }
                         },
@@ -7437,7 +7438,7 @@
                               "value": 4949
                             },
                             "2024-01-01": {
-                              "value": 5147
+                              "value": 5206
                             }
                           }
                         }
@@ -7477,7 +7478,7 @@
                                 "2022-07-01": {
                                   "value": 577.41
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 598
                                 }
                               }
@@ -7508,7 +7509,7 @@
                                 "2022-07-01": {
                                   "value": 617.94
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 640
                                 }
                               }
@@ -7539,7 +7540,7 @@
                                 "2022-07-01": {
                                   "value": 658.62
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 682
                                 }
                               }
@@ -7570,7 +7571,7 @@
                                 "2022-07-01": {
                                   "value": 710.39
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 735
                                 }
                               }
@@ -7601,7 +7602,7 @@
                                 "2022-07-01": {
                                   "value": 73.68
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 76
                                 }
                               }
@@ -7632,7 +7633,7 @@
                                 "2022-07-01": {
                                   "value": 541.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 560
                                 }
                               }
@@ -7663,7 +7664,7 @@
                                 "2022-07-01": {
                                   "value": 461.92
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 478
                                 }
                               }
@@ -7698,7 +7699,7 @@
                                 "2022-07-01": {
                                   "value": 525.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 544
                                 }
                               }
@@ -7729,7 +7730,7 @@
                                 "2022-07-01": {
                                   "value": 562.68
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 582
                                 }
                               }
@@ -7760,7 +7761,7 @@
                                 "2022-07-01": {
                                   "value": 599.57
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 621
                                 }
                               }
@@ -7791,7 +7792,7 @@
                                 "2022-07-01": {
                                   "value": 638.87
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 661
                                 }
                               }
@@ -7822,7 +7823,7 @@
                                 "2022-07-01": {
                                   "value": 66.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 69
                                 }
                               }
@@ -7853,7 +7854,7 @@
                                 "2022-07-01": {
                                   "value": 492.99
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 510
                                 }
                               }
@@ -7884,7 +7885,7 @@
                                 "2022-07-01": {
                                   "value": 422.42
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 437
                                 }
                               }
@@ -7919,7 +7920,7 @@
                                 "2022-07-01": {
                                   "value": 494.75
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 512
                                 }
                               }
@@ -7950,7 +7951,7 @@
                                 "2022-07-01": {
                                   "value": 527.4
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 546
                                 }
                               }
@@ -7981,7 +7982,7 @@
                                 "2022-07-01": {
                                   "value": 560.04
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 580
                                 }
                               }
@@ -8012,7 +8013,7 @@
                                 "2022-07-01": {
                                   "value": 596.75
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 618
                                 }
                               }
@@ -8043,7 +8044,7 @@
                                 "2022-07-01": {
                                   "value": 61.8
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 64
                                 }
                               }
@@ -8074,7 +8075,7 @@
                                 "2022-07-01": {
                                   "value": 466.34
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 483
                                 }
                               }
@@ -8105,7 +8106,7 @@
                                 "2022-07-01": {
                                   "value": 400.96
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 415
                                 }
                               }
@@ -8147,7 +8148,7 @@
                                 "2022-07-01": {
                                   "value": 135.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 140
                                 }
                               }
@@ -8181,7 +8182,7 @@
                                 "2022-07-01": {
                                   "value": 87.08
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 90
                                 }
                               }
@@ -8216,7 +8217,7 @@
                                 "2022-07-01": {
                                   "value": 273.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 283
                                 }
                               }
@@ -8247,7 +8248,7 @@
                                 "2022-07-01": {
                                   "value": 176.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 182
                                 }
                               }
@@ -8284,7 +8285,7 @@
                             "2022-07-01": {
                               "value": 331.96
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 344
                             }
                           }
@@ -8315,7 +8316,7 @@
                             "2022-07-01": {
                               "value": 213.62
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 221
                             }
                           }
diff --git a/reforms/contrefactuel_plf/raw_processed_parameters.json b/reforms/contrefactuel_plf/raw_processed_parameters.json
index 8c4dab2d4cb12b17e63b6a37a70a4028709c5dea..516d19016851671e46eb4172ad1171ba3a1fe17d 100644
--- a/reforms/contrefactuel_plf/raw_processed_parameters.json
+++ b/reforms/contrefactuel_plf/raw_processed_parameters.json
@@ -125691,7 +125691,7 @@
         "reference": {
           "2024-01-01": [
             {
-              "title": "Projet de loi de finances pour 2024"
+              "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
             }
           ]
         },
@@ -125701,7 +125701,7 @@
       "name": "inflateurs.inflateur_aides_logement_depenses",
       "values": {
         "2024-01-01": {
-          "value": 0.04
+          "value": 0.052
         }
       }
     },
@@ -125731,9 +125731,10 @@
       "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
       "metadata": {
         "reference": {
-          "2024-01-01": [
+          "2023-01-01": [
             {
-              "title": "Projet de loi de finances pour 2024"
+              "href": "https://www.insee.fr/fr/statistiques/7650300",
+              "title": "Indice de référence des loyers du 2e trimestre 2023"
             }
           ]
         },
@@ -125742,7 +125743,7 @@
       },
       "name": "inflateurs.inflateur_aides_logement_loyer",
       "values": {
-        "2024-01-01": {
+        "2023-01-01": {
           "value": 0.035
         }
       }
@@ -186554,7 +186555,7 @@
               "2022-07-01": {
                 "value": 12.72
               },
-              "2024-10-01": {
+              "2023-10-01": {
                 "value": 13.0
               }
             }
@@ -186777,7 +186778,7 @@
                 "2022-07-01": {
                   "value": 28.05
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 29.0
                 }
               }
@@ -187006,7 +187007,7 @@
                 "2022-07-01": {
                   "value": 56.12
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 58.0
                 }
               }
@@ -187214,7 +187215,7 @@
                 "2022-07-01": {
                   "value": 273.65
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 283.0
                 }
               }
@@ -187415,7 +187416,7 @@
                 "2022-07-01": {
                   "value": 176.07
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 182.0
                 }
               }
@@ -187693,7 +187694,7 @@
                 "2022-07-01": {
                   "value": 135.59
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 140.0
                 }
               }
@@ -187974,7 +187975,7 @@
                 "2022-07-01": {
                   "value": 87.08
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 90.0
                 }
               }
@@ -190258,7 +190259,7 @@
               "2022-07-01": {
                 "value": 36.63
               },
-              "2024-10-01": {
+              "2023-10-01": {
                 "value": 38.0
               }
             }
@@ -190629,7 +190630,7 @@
                   "2022-07-01": {
                     "value": 372.07
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 385.0
                   }
                 }
@@ -190976,7 +190977,7 @@
                   "2022-07-01": {
                     "value": 61.01
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 63.0
                   }
                 }
@@ -191301,7 +191302,7 @@
                   "2022-07-01": {
                     "value": 308.5
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 319.0
                   }
                 }
@@ -191646,7 +191647,7 @@
                   "2022-07-01": {
                     "value": 420.52
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 435.0
                   }
                 }
@@ -191962,7 +191963,7 @@
                   "2022-07-01": {
                     "value": 329.1
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 341.0
                   }
                 }
@@ -192309,7 +192310,7 @@
                   "2022-07-01": {
                     "value": 53.9
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 56.0
                   }
                 }
@@ -192634,7 +192635,7 @@
                   "2022-07-01": {
                     "value": 268.87
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 278.0
                   }
                 }
@@ -192979,7 +192980,7 @@
                   "2022-07-01": {
                     "value": 370.32
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 383.0
                   }
                 }
@@ -193295,7 +193296,7 @@
                   "2022-07-01": {
                     "value": 305.48
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 316.0
                   }
                 }
@@ -193642,7 +193643,7 @@
                   "2022-07-01": {
                     "value": 49.09
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 51.0
                   }
                 }
@@ -193967,7 +193968,7 @@
                   "2022-07-01": {
                     "value": 252
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 261.0
                   }
                 }
@@ -194312,7 +194313,7 @@
                   "2022-07-01": {
                     "value": 342.52
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 355.0
                   }
                 }
@@ -200920,7 +200921,7 @@
                     "value": 6990
                   },
                   "2024-01-01": {
-                    "value": 7270.0
+                    "value": 7353.0
                   }
                 }
               },
@@ -200964,7 +200965,7 @@
                     "value": 7432
                   },
                   "2024-01-01": {
-                    "value": 7729.0
+                    "value": 7818.0
                   }
                 }
               },
@@ -201008,7 +201009,7 @@
                     "value": 7854
                   },
                   "2024-01-01": {
-                    "value": 8168.0
+                    "value": 8262.0
                   }
                 }
               },
@@ -201052,7 +201053,7 @@
                     "value": 8283
                   },
                   "2024-01-01": {
-                    "value": 8614.0
+                    "value": 8714.0
                   }
                 }
               },
@@ -201096,7 +201097,7 @@
                     "value": 8711
                   },
                   "2024-01-01": {
-                    "value": 9059.0
+                    "value": 9164.0
                   }
                 }
               },
@@ -201147,7 +201148,7 @@
                     "value": 9139
                   },
                   "2024-01-01": {
-                    "value": 9505.0
+                    "value": 9614.0
                   }
                 }
               },
@@ -201191,7 +201192,7 @@
                     "value": 6122
                   },
                   "2024-01-01": {
-                    "value": 6367.0
+                    "value": 6440.0
                   }
                 }
               },
@@ -201235,7 +201236,7 @@
                     "value": 4274
                   },
                   "2024-01-01": {
-                    "value": 4445.0
+                    "value": 4496.0
                   }
                 }
               }
@@ -201339,7 +201340,7 @@
                   "value": 8456
                 },
                 "2024-01-01": {
-                  "value": 8794.0
+                  "value": 8896.0
                 }
               }
             },
@@ -201426,7 +201427,7 @@
                   "value": 8646
                 },
                 "2024-01-01": {
-                  "value": 8992.0
+                  "value": 9096.0
                 }
               }
             },
@@ -201513,7 +201514,7 @@
                   "value": 8977
                 },
                 "2024-01-01": {
-                  "value": 9336.0
+                  "value": 9444.0
                 }
               }
             },
@@ -201600,7 +201601,7 @@
                   "value": 9311
                 },
                 "2024-01-01": {
-                  "value": 9683.0
+                  "value": 9795.0
                 }
               }
             },
@@ -201687,7 +201688,7 @@
                   "value": 9642
                 },
                 "2024-01-01": {
-                  "value": 10028.0
+                  "value": 10143.0
                 }
               }
             },
@@ -201774,7 +201775,7 @@
                   "value": 9975
                 },
                 "2024-01-01": {
-                  "value": 10374.0
+                  "value": 10494.0
                 }
               }
             },
@@ -201861,7 +201862,7 @@
                   "value": 7090
                 },
                 "2024-01-01": {
-                  "value": 7374.0
+                  "value": 7459.0
                 }
               }
             },
@@ -201948,7 +201949,7 @@
                   "value": 328
                 },
                 "2024-01-01": {
-                  "value": 341.0
+                  "value": 345.0
                 }
               }
             },
@@ -202030,7 +202031,7 @@
                   "value": 4949
                 },
                 "2024-01-01": {
-                  "value": 5147.0
+                  "value": 5206.0
                 }
               }
             }
@@ -208062,7 +208063,7 @@
                   "2022-07-01": {
                     "value": 577.41
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 598.0
                   }
                 }
@@ -208142,7 +208143,7 @@
                   "2022-07-01": {
                     "value": 617.94
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 640.0
                   }
                 }
@@ -208222,7 +208223,7 @@
                   "2022-07-01": {
                     "value": 658.62
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 682.0
                   }
                 }
@@ -208302,7 +208303,7 @@
                   "2022-07-01": {
                     "value": 710.39
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 735.0
                   }
                 }
@@ -208382,7 +208383,7 @@
                   "2022-07-01": {
                     "value": 73.68
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 76.0
                   }
                 }
@@ -208462,7 +208463,7 @@
                   "2022-07-01": {
                     "value": 541.52
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 560.0
                   }
                 }
@@ -208555,7 +208556,7 @@
                   "2022-07-01": {
                     "value": 461.92
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 478.0
                   }
                 }
@@ -208639,7 +208640,7 @@
                   "2022-07-01": {
                     "value": 525.65
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 544.0
                   }
                 }
@@ -208719,7 +208720,7 @@
                   "2022-07-01": {
                     "value": 562.68
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 582.0
                   }
                 }
@@ -208799,7 +208800,7 @@
                   "2022-07-01": {
                     "value": 599.57
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 621.0
                   }
                 }
@@ -208879,7 +208880,7 @@
                   "2022-07-01": {
                     "value": 638.87
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 661.0
                   }
                 }
@@ -208963,7 +208964,7 @@
                   "2022-07-01": {
                     "value": 66.59
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 69.0
                   }
                 }
@@ -209043,7 +209044,7 @@
                   "2022-07-01": {
                     "value": 492.99
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 510.0
                   }
                 }
@@ -209136,7 +209137,7 @@
                   "2022-07-01": {
                     "value": 422.42
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 437.0
                   }
                 }
@@ -209220,7 +209221,7 @@
                   "2022-07-01": {
                     "value": 494.75
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 512.0
                   }
                 }
@@ -209300,7 +209301,7 @@
                   "2022-07-01": {
                     "value": 527.4
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 546.0
                   }
                 }
@@ -209380,7 +209381,7 @@
                   "2022-07-01": {
                     "value": 560.04
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 580.0
                   }
                 }
@@ -209460,7 +209461,7 @@
                   "2022-07-01": {
                     "value": 596.75
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 618.0
                   }
                 }
@@ -209540,7 +209541,7 @@
                   "2022-07-01": {
                     "value": 61.8
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 64.0
                   }
                 }
@@ -209620,7 +209621,7 @@
                   "2022-07-01": {
                     "value": 466.34
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 483.0
                   }
                 }
@@ -209713,7 +209714,7 @@
                   "2022-07-01": {
                     "value": 400.96
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 415.0
                   }
                 }
@@ -209797,7 +209798,7 @@
                   "2022-07-01": {
                     "value": 135.59
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 140.0
                   }
                 }
@@ -209877,7 +209878,7 @@
                   "2022-07-01": {
                     "value": 87.08
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 90.0
                   }
                 }
@@ -209949,7 +209950,7 @@
                   "2022-07-01": {
                     "value": 273.65
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 283.0
                   }
                 }
@@ -210021,7 +210022,7 @@
                   "2022-07-01": {
                     "value": 176.07
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 182.0
                   }
                 }
@@ -210098,7 +210099,7 @@
                 "2022-07-01": {
                   "value": 331.96
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 344.0
                 }
               }
@@ -210169,7 +210170,7 @@
                 "2022-07-01": {
                   "value": 213.62
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 221.0
                 }
               }
diff --git a/reforms/plf_plfss_2024/editable_processed_parameters_changes.json b/reforms/plf_plfss_2024/editable_processed_parameters_changes.json
index 58b906adf978050d22d4167c691d0d1145811b48..917adfc346ec9ea60e30fc43b12522d66384e734 100644
--- a/reforms/plf_plfss_2024/editable_processed_parameters_changes.json
+++ b/reforms/plf_plfss_2024/editable_processed_parameters_changes.json
@@ -4315,7 +4315,7 @@
           "reference": {
             "2024-01-01": [
               {
-                "title": "Projet de loi de finances pour 2024"
+                "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
               }
             ]
           },
@@ -4324,7 +4324,7 @@
           "unit": "/1",
           "values": {
             "2024-01-01": {
-              "value": 0.04
+              "value": 0.052
             }
           }
         },
@@ -4355,9 +4355,10 @@
           "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
           "name": "inflateurs.inflateur_aides_logement_loyer",
           "reference": {
-            "2024-01-01": [
+            "2023-01-01": [
               {
-                "title": "Projet de loi de finances pour 2024"
+                "href": "https://www.insee.fr/fr/statistiques/7650300",
+                "title": "Indice de référence des loyers du 2e trimestre 2023"
               }
             ]
           },
@@ -4365,7 +4366,7 @@
           "type": "number",
           "unit": "/1",
           "values": {
-            "2024-01-01": {
+            "2023-01-01": {
               "value": 0.035
             }
           }
@@ -5464,7 +5465,7 @@
                         "2022-07-01": {
                           "value": 12.72
                         },
-                        "2024-10-01": {
+                        "2023-10-01": {
                           "value": 13
                         }
                       }
@@ -5542,7 +5543,7 @@
                             "2022-07-01": {
                               "value": 28.05
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 29
                             }
                           }
@@ -5621,7 +5622,7 @@
                             "2022-07-01": {
                               "value": 56.12
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 58
                             }
                           }
@@ -5690,7 +5691,7 @@
                             "2022-07-01": {
                               "value": 273.65
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 283
                             }
                           }
@@ -5751,7 +5752,7 @@
                             "2022-07-01": {
                               "value": 176.07
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 182
                             }
                           }
@@ -5840,7 +5841,7 @@
                             "2022-07-01": {
                               "value": 135.59
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 140
                             }
                           }
@@ -5925,7 +5926,7 @@
                             "2022-07-01": {
                               "value": 87.08
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 90
                             }
                           }
@@ -6001,7 +6002,7 @@
                         "2022-07-01": {
                           "value": 36.63
                         },
-                        "2024-10-01": {
+                        "2023-10-01": {
                           "value": 38
                         }
                       }
@@ -6081,7 +6082,7 @@
                                 "2022-07-01": {
                                   "value": 372.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 385
                                 }
                               }
@@ -6168,7 +6169,7 @@
                                 "2022-07-01": {
                                   "value": 61.01
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 63
                                 }
                               }
@@ -6244,7 +6245,7 @@
                                 "2022-07-01": {
                                   "value": 308.5
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 319
                                 }
                               }
@@ -6331,7 +6332,7 @@
                                 "2022-07-01": {
                                   "value": 420.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 435
                                 }
                               }
@@ -6411,7 +6412,7 @@
                                 "2022-07-01": {
                                   "value": 329.1
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 341
                                 }
                               }
@@ -6498,7 +6499,7 @@
                                 "2022-07-01": {
                                   "value": 53.9
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 56
                                 }
                               }
@@ -6574,7 +6575,7 @@
                                 "2022-07-01": {
                                   "value": 268.87
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 278
                                 }
                               }
@@ -6661,7 +6662,7 @@
                                 "2022-07-01": {
                                   "value": 370.32
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 383
                                 }
                               }
@@ -6741,7 +6742,7 @@
                                 "2022-07-01": {
                                   "value": 305.48
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 316
                                 }
                               }
@@ -6828,7 +6829,7 @@
                                 "2022-07-01": {
                                   "value": 49.09
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 51
                                 }
                               }
@@ -6904,7 +6905,7 @@
                                 "2022-07-01": {
                                   "value": 252
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 261
                                 }
                               }
@@ -6991,7 +6992,7 @@
                                 "2022-07-01": {
                                   "value": 342.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 355
                                 }
                               }
@@ -7023,7 +7024,7 @@
                                   "value": 6990
                                 },
                                 "2024-01-01": {
-                                  "value": 7270
+                                  "value": 7353
                                 }
                               }
                             },
@@ -7042,7 +7043,7 @@
                                   "value": 7432
                                 },
                                 "2024-01-01": {
-                                  "value": 7729
+                                  "value": 7818
                                 }
                               }
                             },
@@ -7061,7 +7062,7 @@
                                   "value": 7854
                                 },
                                 "2024-01-01": {
-                                  "value": 8168
+                                  "value": 8262
                                 }
                               }
                             },
@@ -7080,7 +7081,7 @@
                                   "value": 8283
                                 },
                                 "2024-01-01": {
-                                  "value": 8614
+                                  "value": 8714
                                 }
                               }
                             },
@@ -7099,7 +7100,7 @@
                                   "value": 8711
                                 },
                                 "2024-01-01": {
-                                  "value": 9059
+                                  "value": 9164
                                 }
                               }
                             },
@@ -7118,7 +7119,7 @@
                                   "value": 9139
                                 },
                                 "2024-01-01": {
-                                  "value": 9505
+                                  "value": 9614
                                 }
                               }
                             },
@@ -7137,7 +7138,7 @@
                                   "value": 6122
                                 },
                                 "2024-01-01": {
-                                  "value": 6367
+                                  "value": 6440
                                 }
                               }
                             },
@@ -7156,7 +7157,7 @@
                                   "value": 4274
                                 },
                                 "2024-01-01": {
-                                  "value": 4445
+                                  "value": 4496
                                 }
                               }
                             }
@@ -7189,7 +7190,7 @@
                               "value": 8456
                             },
                             "2024-01-01": {
-                              "value": 8794
+                              "value": 8896
                             }
                           }
                         },
@@ -7220,7 +7221,7 @@
                               "value": 8646
                             },
                             "2024-01-01": {
-                              "value": 8992
+                              "value": 9096
                             }
                           }
                         },
@@ -7251,7 +7252,7 @@
                               "value": 8977
                             },
                             "2024-01-01": {
-                              "value": 9336
+                              "value": 9444
                             }
                           }
                         },
@@ -7282,7 +7283,7 @@
                               "value": 9311
                             },
                             "2024-01-01": {
-                              "value": 9683
+                              "value": 9795
                             }
                           }
                         },
@@ -7313,7 +7314,7 @@
                               "value": 9642
                             },
                             "2024-01-01": {
-                              "value": 10028
+                              "value": 10143
                             }
                           }
                         },
@@ -7344,7 +7345,7 @@
                               "value": 9975
                             },
                             "2024-01-01": {
-                              "value": 10374
+                              "value": 10494
                             }
                           }
                         },
@@ -7375,7 +7376,7 @@
                               "value": 7090
                             },
                             "2024-01-01": {
-                              "value": 7374
+                              "value": 7459
                             }
                           }
                         },
@@ -7406,7 +7407,7 @@
                               "value": 328
                             },
                             "2024-01-01": {
-                              "value": 341
+                              "value": 345
                             }
                           }
                         },
@@ -7437,7 +7438,7 @@
                               "value": 4949
                             },
                             "2024-01-01": {
-                              "value": 5147
+                              "value": 5206
                             }
                           }
                         }
@@ -7477,7 +7478,7 @@
                                 "2022-07-01": {
                                   "value": 577.41
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 598
                                 }
                               }
@@ -7508,7 +7509,7 @@
                                 "2022-07-01": {
                                   "value": 617.94
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 640
                                 }
                               }
@@ -7539,7 +7540,7 @@
                                 "2022-07-01": {
                                   "value": 658.62
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 682
                                 }
                               }
@@ -7570,7 +7571,7 @@
                                 "2022-07-01": {
                                   "value": 710.39
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 735
                                 }
                               }
@@ -7601,7 +7602,7 @@
                                 "2022-07-01": {
                                   "value": 73.68
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 76
                                 }
                               }
@@ -7632,7 +7633,7 @@
                                 "2022-07-01": {
                                   "value": 541.52
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 560
                                 }
                               }
@@ -7663,7 +7664,7 @@
                                 "2022-07-01": {
                                   "value": 461.92
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 478
                                 }
                               }
@@ -7698,7 +7699,7 @@
                                 "2022-07-01": {
                                   "value": 525.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 544
                                 }
                               }
@@ -7729,7 +7730,7 @@
                                 "2022-07-01": {
                                   "value": 562.68
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 582
                                 }
                               }
@@ -7760,7 +7761,7 @@
                                 "2022-07-01": {
                                   "value": 599.57
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 621
                                 }
                               }
@@ -7791,7 +7792,7 @@
                                 "2022-07-01": {
                                   "value": 638.87
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 661
                                 }
                               }
@@ -7822,7 +7823,7 @@
                                 "2022-07-01": {
                                   "value": 66.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 69
                                 }
                               }
@@ -7853,7 +7854,7 @@
                                 "2022-07-01": {
                                   "value": 492.99
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 510
                                 }
                               }
@@ -7884,7 +7885,7 @@
                                 "2022-07-01": {
                                   "value": 422.42
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 437
                                 }
                               }
@@ -7919,7 +7920,7 @@
                                 "2022-07-01": {
                                   "value": 494.75
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 512
                                 }
                               }
@@ -7950,7 +7951,7 @@
                                 "2022-07-01": {
                                   "value": 527.4
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 546
                                 }
                               }
@@ -7981,7 +7982,7 @@
                                 "2022-07-01": {
                                   "value": 560.04
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 580
                                 }
                               }
@@ -8012,7 +8013,7 @@
                                 "2022-07-01": {
                                   "value": 596.75
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 618
                                 }
                               }
@@ -8043,7 +8044,7 @@
                                 "2022-07-01": {
                                   "value": 61.8
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 64
                                 }
                               }
@@ -8074,7 +8075,7 @@
                                 "2022-07-01": {
                                   "value": 466.34
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 483
                                 }
                               }
@@ -8105,7 +8106,7 @@
                                 "2022-07-01": {
                                   "value": 400.96
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 415
                                 }
                               }
@@ -8147,7 +8148,7 @@
                                 "2022-07-01": {
                                   "value": 135.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 140
                                 }
                               }
@@ -8181,7 +8182,7 @@
                                 "2022-07-01": {
                                   "value": 87.08
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 90
                                 }
                               }
@@ -8216,7 +8217,7 @@
                                 "2022-07-01": {
                                   "value": 273.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 283
                                 }
                               }
@@ -8247,7 +8248,7 @@
                                 "2022-07-01": {
                                   "value": 176.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 182
                                 }
                               }
@@ -8284,7 +8285,7 @@
                             "2022-07-01": {
                               "value": 331.96
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 344
                             }
                           }
@@ -8315,7 +8316,7 @@
                             "2022-07-01": {
                               "value": 213.62
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 221
                             }
                           }
diff --git a/reforms/plf_plfss_2024/raw_processed_parameters.json b/reforms/plf_plfss_2024/raw_processed_parameters.json
index a0a49f35dbc72a313c08954d8309d8d7b5cb1e80..0386b7521557395eab3f8041ea6af39d615f7af0 100644
--- a/reforms/plf_plfss_2024/raw_processed_parameters.json
+++ b/reforms/plf_plfss_2024/raw_processed_parameters.json
@@ -125691,7 +125691,7 @@
         "reference": {
           "2024-01-01": [
             {
-              "title": "Projet de loi de finances pour 2024"
+              "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
             }
           ]
         },
@@ -125701,7 +125701,7 @@
       "name": "inflateurs.inflateur_aides_logement_depenses",
       "values": {
         "2024-01-01": {
-          "value": 0.04
+          "value": 0.052
         }
       }
     },
@@ -125731,9 +125731,10 @@
       "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
       "metadata": {
         "reference": {
-          "2024-01-01": [
+          "2023-01-01": [
             {
-              "title": "Projet de loi de finances pour 2024"
+              "href": "https://www.insee.fr/fr/statistiques/7650300",
+              "title": "Indice de référence des loyers du 2e trimestre 2023"
             }
           ]
         },
@@ -125742,7 +125743,7 @@
       },
       "name": "inflateurs.inflateur_aides_logement_loyer",
       "values": {
-        "2024-01-01": {
+        "2023-01-01": {
           "value": 0.035
         }
       }
@@ -186554,7 +186555,7 @@
               "2022-07-01": {
                 "value": 12.72
               },
-              "2024-10-01": {
+              "2023-10-01": {
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               }
             }
@@ -186777,7 +186778,7 @@
                 "2022-07-01": {
                   "value": 28.05
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 29.0
                 }
               }
@@ -187006,7 +187007,7 @@
                 "2022-07-01": {
                   "value": 56.12
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 58.0
                 }
               }
@@ -187214,7 +187215,7 @@
                 "2022-07-01": {
                   "value": 273.65
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 283.0
                 }
               }
@@ -187415,7 +187416,7 @@
                 "2022-07-01": {
                   "value": 176.07
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 182.0
                 }
               }
@@ -187693,7 +187694,7 @@
                 "2022-07-01": {
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                 },
-                "2024-10-01": {
+                "2023-10-01": {
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                 }
               }
@@ -187974,7 +187975,7 @@
                 "2022-07-01": {
                   "value": 87.08
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 90.0
                 }
               }
@@ -190258,7 +190259,7 @@
               "2022-07-01": {
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               },
-              "2024-10-01": {
+              "2023-10-01": {
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               }
             }
@@ -190629,7 +190630,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -190976,7 +190977,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
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@@ -191301,7 +191302,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
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                     "value": 319.0
                   }
                 }
@@ -191646,7 +191647,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 435.0
                   }
                 }
@@ -191962,7 +191963,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 341.0
                   }
                 }
@@ -192309,7 +192310,7 @@
                   "2022-07-01": {
                     "value": 53.9
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -192634,7 +192635,7 @@
                   "2022-07-01": {
                     "value": 268.87
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -192979,7 +192980,7 @@
                   "2022-07-01": {
                     "value": 370.32
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -193295,7 +193296,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -193642,7 +193643,7 @@
                   "2022-07-01": {
                     "value": 49.09
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -193967,7 +193968,7 @@
                   "2022-07-01": {
                     "value": 252
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -194312,7 +194313,7 @@
                   "2022-07-01": {
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                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -200920,7 +200921,7 @@
                     "value": 6990
                   },
                   "2024-01-01": {
-                    "value": 7270.0
+                    "value": 7353.0
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@@ -200964,7 +200965,7 @@
                     "value": 7432
                   },
                   "2024-01-01": {
-                    "value": 7729.0
+                    "value": 7818.0
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@@ -201008,7 +201009,7 @@
                     "value": 7854
                   },
                   "2024-01-01": {
-                    "value": 8168.0
+                    "value": 8262.0
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@@ -201052,7 +201053,7 @@
                     "value": 8283
                   },
                   "2024-01-01": {
-                    "value": 8614.0
+                    "value": 8714.0
                   }
                 }
               },
@@ -201096,7 +201097,7 @@
                     "value": 8711
                   },
                   "2024-01-01": {
-                    "value": 9059.0
+                    "value": 9164.0
                   }
                 }
               },
@@ -201147,7 +201148,7 @@
                     "value": 9139
                   },
                   "2024-01-01": {
-                    "value": 9505.0
+                    "value": 9614.0
                   }
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               },
@@ -201191,7 +201192,7 @@
                     "value": 6122
                   },
                   "2024-01-01": {
-                    "value": 6367.0
+                    "value": 6440.0
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                 }
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@@ -201235,7 +201236,7 @@
                     "value": 4274
                   },
                   "2024-01-01": {
-                    "value": 4445.0
+                    "value": 4496.0
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@@ -201339,7 +201340,7 @@
                   "value": 8456
                 },
                 "2024-01-01": {
-                  "value": 8794.0
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@@ -201426,7 +201427,7 @@
                   "value": 8646
                 },
                 "2024-01-01": {
-                  "value": 8992.0
+                  "value": 9096.0
                 }
               }
             },
@@ -201513,7 +201514,7 @@
                   "value": 8977
                 },
                 "2024-01-01": {
-                  "value": 9336.0
+                  "value": 9444.0
                 }
               }
             },
@@ -201600,7 +201601,7 @@
                   "value": 9311
                 },
                 "2024-01-01": {
-                  "value": 9683.0
+                  "value": 9795.0
                 }
               }
             },
@@ -201687,7 +201688,7 @@
                   "value": 9642
                 },
                 "2024-01-01": {
-                  "value": 10028.0
+                  "value": 10143.0
                 }
               }
             },
@@ -201774,7 +201775,7 @@
                   "value": 9975
                 },
                 "2024-01-01": {
-                  "value": 10374.0
+                  "value": 10494.0
                 }
               }
             },
@@ -201861,7 +201862,7 @@
                   "value": 7090
                 },
                 "2024-01-01": {
-                  "value": 7374.0
+                  "value": 7459.0
                 }
               }
             },
@@ -201948,7 +201949,7 @@
                   "value": 328
                 },
                 "2024-01-01": {
-                  "value": 341.0
+                  "value": 345.0
                 }
               }
             },
@@ -202030,7 +202031,7 @@
                   "value": 4949
                 },
                 "2024-01-01": {
-                  "value": 5147.0
+                  "value": 5206.0
                 }
               }
             }
@@ -208062,7 +208063,7 @@
                   "2022-07-01": {
                     "value": 577.41
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 598.0
                   }
                 }
@@ -208142,7 +208143,7 @@
                   "2022-07-01": {
                     "value": 617.94
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 640.0
                   }
                 }
@@ -208222,7 +208223,7 @@
                   "2022-07-01": {
                     "value": 658.62
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -208302,7 +208303,7 @@
                   "2022-07-01": {
                     "value": 710.39
                   },
-                  "2024-10-01": {
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                   }
                 }
@@ -208382,7 +208383,7 @@
                   "2022-07-01": {
                     "value": 73.68
                   },
-                  "2024-10-01": {
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                   }
                 }
@@ -208462,7 +208463,7 @@
                   "2022-07-01": {
                     "value": 541.52
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -208555,7 +208556,7 @@
                   "2022-07-01": {
                     "value": 461.92
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 478.0
                   }
                 }
@@ -208639,7 +208640,7 @@
                   "2022-07-01": {
                     "value": 525.65
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -208719,7 +208720,7 @@
                   "2022-07-01": {
                     "value": 562.68
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -208799,7 +208800,7 @@
                   "2022-07-01": {
                     "value": 599.57
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 621.0
                   }
                 }
@@ -208879,7 +208880,7 @@
                   "2022-07-01": {
                     "value": 638.87
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 661.0
                   }
                 }
@@ -208963,7 +208964,7 @@
                   "2022-07-01": {
                     "value": 66.59
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 69.0
                   }
                 }
@@ -209043,7 +209044,7 @@
                   "2022-07-01": {
                     "value": 492.99
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 510.0
                   }
                 }
@@ -209136,7 +209137,7 @@
                   "2022-07-01": {
                     "value": 422.42
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 437.0
                   }
                 }
@@ -209220,7 +209221,7 @@
                   "2022-07-01": {
                     "value": 494.75
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 512.0
                   }
                 }
@@ -209300,7 +209301,7 @@
                   "2022-07-01": {
                     "value": 527.4
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 546.0
                   }
                 }
@@ -209380,7 +209381,7 @@
                   "2022-07-01": {
                     "value": 560.04
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -209460,7 +209461,7 @@
                   "2022-07-01": {
                     "value": 596.75
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -209540,7 +209541,7 @@
                   "2022-07-01": {
                     "value": 61.8
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
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                   }
                 }
@@ -209620,7 +209621,7 @@
                   "2022-07-01": {
                     "value": 466.34
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 483.0
                   }
                 }
@@ -209713,7 +209714,7 @@
                   "2022-07-01": {
                     "value": 400.96
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 415.0
                   }
                 }
@@ -209797,7 +209798,7 @@
                   "2022-07-01": {
                     "value": 135.59
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 140.0
                   }
                 }
@@ -209877,7 +209878,7 @@
                   "2022-07-01": {
                     "value": 87.08
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 90.0
                   }
                 }
@@ -209949,7 +209950,7 @@
                   "2022-07-01": {
                     "value": 273.65
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 283.0
                   }
                 }
@@ -210021,7 +210022,7 @@
                   "2022-07-01": {
                     "value": 176.07
                   },
-                  "2024-10-01": {
+                  "2023-10-01": {
                     "value": 182.0
                   }
                 }
@@ -210098,7 +210099,7 @@
                 "2022-07-01": {
                   "value": 331.96
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 344.0
                 }
               }
@@ -210169,7 +210170,7 @@
                 "2022-07-01": {
                   "value": 213.62
                 },
-                "2024-10-01": {
+                "2023-10-01": {
                   "value": 221.0
                 }
               }
diff --git a/reforms_changes.json b/reforms_changes.json
index 5285223e890ba02bdb99341e749c40528f14a775..15c40573892aee43677903f01f459e51c2414e74 100644
--- a/reforms_changes.json
+++ b/reforms_changes.json
@@ -4318,7 +4318,7 @@
               "reference": {
                 "2024-01-01": [
                   {
-                    "title": "Projet de loi de finances pour 2024"
+                    "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
                   }
                 ]
               },
@@ -4327,7 +4327,7 @@
               "unit": "/1",
               "values": {
                 "2024-01-01": {
-                  "value": 0.04
+                  "value": 0.052
                 }
               }
             },
@@ -4358,9 +4358,10 @@
               "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
               "name": "inflateurs.inflateur_aides_logement_loyer",
               "reference": {
-                "2024-01-01": [
+                "2023-01-01": [
                   {
-                    "title": "Projet de loi de finances pour 2024"
+                    "href": "https://www.insee.fr/fr/statistiques/7650300",
+                    "title": "Indice de référence des loyers du 2e trimestre 2023"
                   }
                 ]
               },
@@ -4368,7 +4369,7 @@
               "type": "number",
               "unit": "/1",
               "values": {
-                "2024-01-01": {
+                "2023-01-01": {
                   "value": 0.035
                 }
               }
@@ -5467,7 +5468,7 @@
                             "2022-07-01": {
                               "value": 12.72
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 13
                             }
                           }
@@ -5545,7 +5546,7 @@
                                 "2022-07-01": {
                                   "value": 28.05
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 29
                                 }
                               }
@@ -5624,7 +5625,7 @@
                                 "2022-07-01": {
                                   "value": 56.12
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 58
                                 }
                               }
@@ -5693,7 +5694,7 @@
                                 "2022-07-01": {
                                   "value": 273.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 283
                                 }
                               }
@@ -5754,7 +5755,7 @@
                                 "2022-07-01": {
                                   "value": 176.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 182
                                 }
                               }
@@ -5843,7 +5844,7 @@
                                 "2022-07-01": {
                                   "value": 135.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 140
                                 }
                               }
@@ -5928,7 +5929,7 @@
                                 "2022-07-01": {
                                   "value": 87.08
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 90
                                 }
                               }
@@ -6004,7 +6005,7 @@
                             "2022-07-01": {
                               "value": 36.63
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 38
                             }
                           }
@@ -6084,7 +6085,7 @@
                                     "2022-07-01": {
                                       "value": 372.07
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 385
                                     }
                                   }
@@ -6171,7 +6172,7 @@
                                     "2022-07-01": {
                                       "value": 61.01
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 63
                                     }
                                   }
@@ -6247,7 +6248,7 @@
                                     "2022-07-01": {
                                       "value": 308.5
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 319
                                     }
                                   }
@@ -6334,7 +6335,7 @@
                                     "2022-07-01": {
                                       "value": 420.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 435
                                     }
                                   }
@@ -6414,7 +6415,7 @@
                                     "2022-07-01": {
                                       "value": 329.1
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 341
                                     }
                                   }
@@ -6501,7 +6502,7 @@
                                     "2022-07-01": {
                                       "value": 53.9
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 56
                                     }
                                   }
@@ -6577,7 +6578,7 @@
                                     "2022-07-01": {
                                       "value": 268.87
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 278
                                     }
                                   }
@@ -6664,7 +6665,7 @@
                                     "2022-07-01": {
                                       "value": 370.32
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 383
                                     }
                                   }
@@ -6744,7 +6745,7 @@
                                     "2022-07-01": {
                                       "value": 305.48
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 316
                                     }
                                   }
@@ -6831,7 +6832,7 @@
                                     "2022-07-01": {
                                       "value": 49.09
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 51
                                     }
                                   }
@@ -6907,7 +6908,7 @@
                                     "2022-07-01": {
                                       "value": 252
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 261
                                     }
                                   }
@@ -6994,7 +6995,7 @@
                                     "2022-07-01": {
                                       "value": 342.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 355
                                     }
                                   }
@@ -7026,7 +7027,7 @@
                                       "value": 6990
                                     },
                                     "2024-01-01": {
-                                      "value": 7270
+                                      "value": 7353
                                     }
                                   }
                                 },
@@ -7045,7 +7046,7 @@
                                       "value": 7432
                                     },
                                     "2024-01-01": {
-                                      "value": 7729
+                                      "value": 7818
                                     }
                                   }
                                 },
@@ -7064,7 +7065,7 @@
                                       "value": 7854
                                     },
                                     "2024-01-01": {
-                                      "value": 8168
+                                      "value": 8262
                                     }
                                   }
                                 },
@@ -7083,7 +7084,7 @@
                                       "value": 8283
                                     },
                                     "2024-01-01": {
-                                      "value": 8614
+                                      "value": 8714
                                     }
                                   }
                                 },
@@ -7102,7 +7103,7 @@
                                       "value": 8711
                                     },
                                     "2024-01-01": {
-                                      "value": 9059
+                                      "value": 9164
                                     }
                                   }
                                 },
@@ -7121,7 +7122,7 @@
                                       "value": 9139
                                     },
                                     "2024-01-01": {
-                                      "value": 9505
+                                      "value": 9614
                                     }
                                   }
                                 },
@@ -7140,7 +7141,7 @@
                                       "value": 6122
                                     },
                                     "2024-01-01": {
-                                      "value": 6367
+                                      "value": 6440
                                     }
                                   }
                                 },
@@ -7159,7 +7160,7 @@
                                       "value": 4274
                                     },
                                     "2024-01-01": {
-                                      "value": 4445
+                                      "value": 4496
                                     }
                                   }
                                 }
@@ -7192,7 +7193,7 @@
                                   "value": 8456
                                 },
                                 "2024-01-01": {
-                                  "value": 8794
+                                  "value": 8896
                                 }
                               }
                             },
@@ -7223,7 +7224,7 @@
                                   "value": 8646
                                 },
                                 "2024-01-01": {
-                                  "value": 8992
+                                  "value": 9096
                                 }
                               }
                             },
@@ -7254,7 +7255,7 @@
                                   "value": 8977
                                 },
                                 "2024-01-01": {
-                                  "value": 9336
+                                  "value": 9444
                                 }
                               }
                             },
@@ -7285,7 +7286,7 @@
                                   "value": 9311
                                 },
                                 "2024-01-01": {
-                                  "value": 9683
+                                  "value": 9795
                                 }
                               }
                             },
@@ -7316,7 +7317,7 @@
                                   "value": 9642
                                 },
                                 "2024-01-01": {
-                                  "value": 10028
+                                  "value": 10143
                                 }
                               }
                             },
@@ -7347,7 +7348,7 @@
                                   "value": 9975
                                 },
                                 "2024-01-01": {
-                                  "value": 10374
+                                  "value": 10494
                                 }
                               }
                             },
@@ -7378,7 +7379,7 @@
                                   "value": 7090
                                 },
                                 "2024-01-01": {
-                                  "value": 7374
+                                  "value": 7459
                                 }
                               }
                             },
@@ -7409,7 +7410,7 @@
                                   "value": 328
                                 },
                                 "2024-01-01": {
-                                  "value": 341
+                                  "value": 345
                                 }
                               }
                             },
@@ -7440,7 +7441,7 @@
                                   "value": 4949
                                 },
                                 "2024-01-01": {
-                                  "value": 5147
+                                  "value": 5206
                                 }
                               }
                             }
@@ -7480,7 +7481,7 @@
                                     "2022-07-01": {
                                       "value": 577.41
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 598
                                     }
                                   }
@@ -7511,7 +7512,7 @@
                                     "2022-07-01": {
                                       "value": 617.94
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 640
                                     }
                                   }
@@ -7542,7 +7543,7 @@
                                     "2022-07-01": {
                                       "value": 658.62
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 682
                                     }
                                   }
@@ -7573,7 +7574,7 @@
                                     "2022-07-01": {
                                       "value": 710.39
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 735
                                     }
                                   }
@@ -7604,7 +7605,7 @@
                                     "2022-07-01": {
                                       "value": 73.68
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 76
                                     }
                                   }
@@ -7635,7 +7636,7 @@
                                     "2022-07-01": {
                                       "value": 541.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 560
                                     }
                                   }
@@ -7666,7 +7667,7 @@
                                     "2022-07-01": {
                                       "value": 461.92
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 478
                                     }
                                   }
@@ -7701,7 +7702,7 @@
                                     "2022-07-01": {
                                       "value": 525.65
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 544
                                     }
                                   }
@@ -7732,7 +7733,7 @@
                                     "2022-07-01": {
                                       "value": 562.68
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 582
                                     }
                                   }
@@ -7763,7 +7764,7 @@
                                     "2022-07-01": {
                                       "value": 599.57
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 621
                                     }
                                   }
@@ -7794,7 +7795,7 @@
                                     "2022-07-01": {
                                       "value": 638.87
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 661
                                     }
                                   }
@@ -7825,7 +7826,7 @@
                                     "2022-07-01": {
                                       "value": 66.59
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 69
                                     }
                                   }
@@ -7856,7 +7857,7 @@
                                     "2022-07-01": {
                                       "value": 492.99
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 510
                                     }
                                   }
@@ -7887,7 +7888,7 @@
                                     "2022-07-01": {
                                       "value": 422.42
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 437
                                     }
                                   }
@@ -7922,7 +7923,7 @@
                                     "2022-07-01": {
                                       "value": 494.75
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 512
                                     }
                                   }
@@ -7953,7 +7954,7 @@
                                     "2022-07-01": {
                                       "value": 527.4
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 546
                                     }
                                   }
@@ -7984,7 +7985,7 @@
                                     "2022-07-01": {
                                       "value": 560.04
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 580
                                     }
                                   }
@@ -8015,7 +8016,7 @@
                                     "2022-07-01": {
                                       "value": 596.75
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 618
                                     }
                                   }
@@ -8046,7 +8047,7 @@
                                     "2022-07-01": {
                                       "value": 61.8
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 64
                                     }
                                   }
@@ -8077,7 +8078,7 @@
                                     "2022-07-01": {
                                       "value": 466.34
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 483
                                     }
                                   }
@@ -8108,7 +8109,7 @@
                                     "2022-07-01": {
                                       "value": 400.96
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 415
                                     }
                                   }
@@ -8150,7 +8151,7 @@
                                     "2022-07-01": {
                                       "value": 135.59
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 140
                                     }
                                   }
@@ -8184,7 +8185,7 @@
                                     "2022-07-01": {
                                       "value": 87.08
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 90
                                     }
                                   }
@@ -8219,7 +8220,7 @@
                                     "2022-07-01": {
                                       "value": 273.65
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 283
                                     }
                                   }
@@ -8250,7 +8251,7 @@
                                     "2022-07-01": {
                                       "value": 176.07
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 182
                                     }
                                   }
@@ -8287,7 +8288,7 @@
                                 "2022-07-01": {
                                   "value": 331.96
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 344
                                 }
                               }
@@ -8318,7 +8319,7 @@
                                 "2022-07-01": {
                                   "value": 213.62
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 221
                                 }
                               }
@@ -13959,7 +13960,7 @@
               "reference": {
                 "2024-01-01": [
                   {
-                    "title": "Projet de loi de finances pour 2024"
+                    "title": "Projet de loi de financement de la sécurité sociale pour 2024, Article 13, p.40."
                   }
                 ]
               },
@@ -13968,7 +13969,7 @@
               "unit": "/1",
               "values": {
                 "2024-01-01": {
-                  "value": 0.04
+                  "value": 0.052
                 }
               }
             },
@@ -13999,9 +14000,10 @@
               "file_path": "openfisca_france_reforms/contrefactuel_plf/parameters/inflateurs/inflateur_aides_logement_loyer.yaml",
               "name": "inflateurs.inflateur_aides_logement_loyer",
               "reference": {
-                "2024-01-01": [
+                "2023-01-01": [
                   {
-                    "title": "Projet de loi de finances pour 2024"
+                    "href": "https://www.insee.fr/fr/statistiques/7650300",
+                    "title": "Indice de référence des loyers du 2e trimestre 2023"
                   }
                 ]
               },
@@ -14009,7 +14011,7 @@
               "type": "number",
               "unit": "/1",
               "values": {
-                "2024-01-01": {
+                "2023-01-01": {
                   "value": 0.035
                 }
               }
@@ -15108,7 +15110,7 @@
                             "2022-07-01": {
                               "value": 12.72
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 13
                             }
                           }
@@ -15186,7 +15188,7 @@
                                 "2022-07-01": {
                                   "value": 28.05
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 29
                                 }
                               }
@@ -15265,7 +15267,7 @@
                                 "2022-07-01": {
                                   "value": 56.12
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 58
                                 }
                               }
@@ -15334,7 +15336,7 @@
                                 "2022-07-01": {
                                   "value": 273.65
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 283
                                 }
                               }
@@ -15395,7 +15397,7 @@
                                 "2022-07-01": {
                                   "value": 176.07
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 182
                                 }
                               }
@@ -15484,7 +15486,7 @@
                                 "2022-07-01": {
                                   "value": 135.59
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 140
                                 }
                               }
@@ -15569,7 +15571,7 @@
                                 "2022-07-01": {
                                   "value": 87.08
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 90
                                 }
                               }
@@ -15645,7 +15647,7 @@
                             "2022-07-01": {
                               "value": 36.63
                             },
-                            "2024-10-01": {
+                            "2023-10-01": {
                               "value": 38
                             }
                           }
@@ -15725,7 +15727,7 @@
                                     "2022-07-01": {
                                       "value": 372.07
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 385
                                     }
                                   }
@@ -15812,7 +15814,7 @@
                                     "2022-07-01": {
                                       "value": 61.01
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 63
                                     }
                                   }
@@ -15888,7 +15890,7 @@
                                     "2022-07-01": {
                                       "value": 308.5
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 319
                                     }
                                   }
@@ -15975,7 +15977,7 @@
                                     "2022-07-01": {
                                       "value": 420.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 435
                                     }
                                   }
@@ -16055,7 +16057,7 @@
                                     "2022-07-01": {
                                       "value": 329.1
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 341
                                     }
                                   }
@@ -16142,7 +16144,7 @@
                                     "2022-07-01": {
                                       "value": 53.9
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 56
                                     }
                                   }
@@ -16218,7 +16220,7 @@
                                     "2022-07-01": {
                                       "value": 268.87
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 278
                                     }
                                   }
@@ -16305,7 +16307,7 @@
                                     "2022-07-01": {
                                       "value": 370.32
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 383
                                     }
                                   }
@@ -16385,7 +16387,7 @@
                                     "2022-07-01": {
                                       "value": 305.48
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 316
                                     }
                                   }
@@ -16472,7 +16474,7 @@
                                     "2022-07-01": {
                                       "value": 49.09
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 51
                                     }
                                   }
@@ -16548,7 +16550,7 @@
                                     "2022-07-01": {
                                       "value": 252
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 261
                                     }
                                   }
@@ -16635,7 +16637,7 @@
                                     "2022-07-01": {
                                       "value": 342.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 355
                                     }
                                   }
@@ -16667,7 +16669,7 @@
                                       "value": 6990
                                     },
                                     "2024-01-01": {
-                                      "value": 7270
+                                      "value": 7353
                                     }
                                   }
                                 },
@@ -16686,7 +16688,7 @@
                                       "value": 7432
                                     },
                                     "2024-01-01": {
-                                      "value": 7729
+                                      "value": 7818
                                     }
                                   }
                                 },
@@ -16705,7 +16707,7 @@
                                       "value": 7854
                                     },
                                     "2024-01-01": {
-                                      "value": 8168
+                                      "value": 8262
                                     }
                                   }
                                 },
@@ -16724,7 +16726,7 @@
                                       "value": 8283
                                     },
                                     "2024-01-01": {
-                                      "value": 8614
+                                      "value": 8714
                                     }
                                   }
                                 },
@@ -16743,7 +16745,7 @@
                                       "value": 8711
                                     },
                                     "2024-01-01": {
-                                      "value": 9059
+                                      "value": 9164
                                     }
                                   }
                                 },
@@ -16762,7 +16764,7 @@
                                       "value": 9139
                                     },
                                     "2024-01-01": {
-                                      "value": 9505
+                                      "value": 9614
                                     }
                                   }
                                 },
@@ -16781,7 +16783,7 @@
                                       "value": 6122
                                     },
                                     "2024-01-01": {
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+                                      "value": 6440
                                     }
                                   }
                                 },
@@ -16800,7 +16802,7 @@
                                       "value": 4274
                                     },
                                     "2024-01-01": {
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+                                      "value": 4496
                                     }
                                   }
                                 }
@@ -16833,7 +16835,7 @@
                                   "value": 8456
                                 },
                                 "2024-01-01": {
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+                                  "value": 8896
                                 }
                               }
                             },
@@ -16864,7 +16866,7 @@
                                   "value": 8646
                                 },
                                 "2024-01-01": {
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+                                  "value": 9096
                                 }
                               }
                             },
@@ -16895,7 +16897,7 @@
                                   "value": 8977
                                 },
                                 "2024-01-01": {
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+                                  "value": 9444
                                 }
                               }
                             },
@@ -16926,7 +16928,7 @@
                                   "value": 9311
                                 },
                                 "2024-01-01": {
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+                                  "value": 9795
                                 }
                               }
                             },
@@ -16957,7 +16959,7 @@
                                   "value": 9642
                                 },
                                 "2024-01-01": {
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+                                  "value": 10143
                                 }
                               }
                             },
@@ -16988,7 +16990,7 @@
                                   "value": 9975
                                 },
                                 "2024-01-01": {
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+                                  "value": 10494
                                 }
                               }
                             },
@@ -17019,7 +17021,7 @@
                                   "value": 7090
                                 },
                                 "2024-01-01": {
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+                                  "value": 7459
                                 }
                               }
                             },
@@ -17050,7 +17052,7 @@
                                   "value": 328
                                 },
                                 "2024-01-01": {
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+                                  "value": 345
                                 }
                               }
                             },
@@ -17081,7 +17083,7 @@
                                   "value": 4949
                                 },
                                 "2024-01-01": {
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+                                  "value": 5206
                                 }
                               }
                             }
@@ -17121,7 +17123,7 @@
                                     "2022-07-01": {
                                       "value": 577.41
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 598
                                     }
                                   }
@@ -17152,7 +17154,7 @@
                                     "2022-07-01": {
                                       "value": 617.94
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 640
                                     }
                                   }
@@ -17183,7 +17185,7 @@
                                     "2022-07-01": {
                                       "value": 658.62
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 682
                                     }
                                   }
@@ -17214,7 +17216,7 @@
                                     "2022-07-01": {
                                       "value": 710.39
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 735
                                     }
                                   }
@@ -17245,7 +17247,7 @@
                                     "2022-07-01": {
                                       "value": 73.68
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 76
                                     }
                                   }
@@ -17276,7 +17278,7 @@
                                     "2022-07-01": {
                                       "value": 541.52
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 560
                                     }
                                   }
@@ -17307,7 +17309,7 @@
                                     "2022-07-01": {
                                       "value": 461.92
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 478
                                     }
                                   }
@@ -17342,7 +17344,7 @@
                                     "2022-07-01": {
                                       "value": 525.65
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 544
                                     }
                                   }
@@ -17373,7 +17375,7 @@
                                     "2022-07-01": {
                                       "value": 562.68
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 582
                                     }
                                   }
@@ -17404,7 +17406,7 @@
                                     "2022-07-01": {
                                       "value": 599.57
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 621
                                     }
                                   }
@@ -17435,7 +17437,7 @@
                                     "2022-07-01": {
                                       "value": 638.87
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 661
                                     }
                                   }
@@ -17466,7 +17468,7 @@
                                     "2022-07-01": {
                                       "value": 66.59
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 69
                                     }
                                   }
@@ -17497,7 +17499,7 @@
                                     "2022-07-01": {
                                       "value": 492.99
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 510
                                     }
                                   }
@@ -17528,7 +17530,7 @@
                                     "2022-07-01": {
                                       "value": 422.42
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 437
                                     }
                                   }
@@ -17563,7 +17565,7 @@
                                     "2022-07-01": {
                                       "value": 494.75
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 512
                                     }
                                   }
@@ -17594,7 +17596,7 @@
                                     "2022-07-01": {
                                       "value": 527.4
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 546
                                     }
                                   }
@@ -17625,7 +17627,7 @@
                                     "2022-07-01": {
                                       "value": 560.04
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 580
                                     }
                                   }
@@ -17656,7 +17658,7 @@
                                     "2022-07-01": {
                                       "value": 596.75
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 618
                                     }
                                   }
@@ -17687,7 +17689,7 @@
                                     "2022-07-01": {
                                       "value": 61.8
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 64
                                     }
                                   }
@@ -17718,7 +17720,7 @@
                                     "2022-07-01": {
                                       "value": 466.34
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 483
                                     }
                                   }
@@ -17749,7 +17751,7 @@
                                     "2022-07-01": {
                                       "value": 400.96
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 415
                                     }
                                   }
@@ -17791,7 +17793,7 @@
                                     "2022-07-01": {
                                       "value": 135.59
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 140
                                     }
                                   }
@@ -17825,7 +17827,7 @@
                                     "2022-07-01": {
                                       "value": 87.08
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 90
                                     }
                                   }
@@ -17860,7 +17862,7 @@
                                     "2022-07-01": {
                                       "value": 273.65
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 283
                                     }
                                   }
@@ -17891,7 +17893,7 @@
                                     "2022-07-01": {
                                       "value": 176.07
                                     },
-                                    "2024-10-01": {
+                                    "2023-10-01": {
                                       "value": 182
                                     }
                                   }
@@ -17928,7 +17930,7 @@
                                 "2022-07-01": {
                                   "value": 331.96
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 344
                                 }
                               }
@@ -17959,7 +17961,7 @@
                                 "2022-07-01": {
                                   "value": 213.62
                                 },
-                                "2024-10-01": {
+                                "2023-10-01": {
                                   "value": 221
                                 }
                               }