Merge branch 'Predizioni-Epidemiologiche-Italia:main' into main

CSL-PoliTo · Dec 24, 2023 · b6f881b · b6f881b
2 parents d33577d + 080df5a
commit b6f881b
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diff --git a/.github/data-storage/changes_db.json b/.github/data-storage/changes_db.json
@@ -1,23 +1,17 @@
 {
-    "EpiQMUL": [
-        {
-            "model": "SEIR_QMUL",
-            "changes": [
-                "previsioni/EpiQMUL-SEIR_QMUL/2023_49.csv"
-            ]
-        },
+    "ISI": [
         {
-            "model": "ARIMA_QMUL",
+            "model": "FluABCaster",
             "changes": [
-                "previsioni/EpiQMUL-ARIMA_QMUL/2023_49.csv"
+                "previsioni/ISI-FluABCaster/2023_50.csv"
             ]
         }
     ],
-    "ISI": [
+    "EpiQMUL": [
         {
-            "model": "FluABCaster",
+            "model": "SEIR_QMUL",
             "changes": [
-                "previsioni/ISI-FluABCaster/2023_49.csv"
+                "previsioni/EpiQMUL-SEIR_QMUL/2023_50.csv"
             ]
         }
     ]

diff --git a/.github/data-storage/target_db.json b/.github/data-storage/target_db.json
@@ -1,26 +1,26 @@
 {
     "changes": [
-        "sorveglianza/2023-2024/abruzzo-2023_49.csv",
-        "sorveglianza/2023-2024/basilicata-2023_49.csv",
-        "sorveglianza/2023-2024/calabria-2023_49.csv",
-        "sorveglianza/2023-2024/campania-2023_49.csv",
-        "sorveglianza/2023-2024/emilia_romagna-2023_49.csv",
-        "sorveglianza/2023-2024/friuli_venezia_giulia-2023_49.csv",
-        "sorveglianza/2023-2024/italia-2023_49.csv",
-        "sorveglianza/2023-2024/lazio-2023_49.csv",
-        "sorveglianza/2023-2024/liguria-2023_49.csv",
-        "sorveglianza/2023-2024/lombardia-2023_49.csv",
-        "sorveglianza/2023-2024/marche-2023_49.csv",
-        "sorveglianza/2023-2024/molise-2023_49.csv",
-        "sorveglianza/2023-2024/pa_bolzano-2023_49.csv",
-        "sorveglianza/2023-2024/pa_trento-2023_49.csv",
-        "sorveglianza/2023-2024/piemonte-2023_49.csv",
-        "sorveglianza/2023-2024/puglia-2023_49.csv",
-        "sorveglianza/2023-2024/sardegna-2023_49.csv",
-        "sorveglianza/2023-2024/sicilia-2023_49.csv",
-        "sorveglianza/2023-2024/toscana-2023_49.csv",
-        "sorveglianza/2023-2024/umbria-2023_49.csv",
-        "sorveglianza/2023-2024/valle_d_aosta-2023_49.csv",
-        "sorveglianza/2023-2024/veneto-2023_49.csv"
+        "sorveglianza/2023-2024/abruzzo-2023_50.csv",
+        "sorveglianza/2023-2024/basilicata-2023_50.csv",
+        "sorveglianza/2023-2024/calabria-2023_50.csv",
+        "sorveglianza/2023-2024/campania-2023_50.csv",
+        "sorveglianza/2023-2024/emilia_romagna-2023_50.csv",
+        "sorveglianza/2023-2024/friuli_venezia_giulia-2023_50.csv",
+        "sorveglianza/2023-2024/italia-2023_50.csv",
+        "sorveglianza/2023-2024/lazio-2023_50.csv",
+        "sorveglianza/2023-2024/liguria-2023_50.csv",
+        "sorveglianza/2023-2024/lombardia-2023_50.csv",
+        "sorveglianza/2023-2024/marche-2023_50.csv",
+        "sorveglianza/2023-2024/molise-2023_50.csv",
+        "sorveglianza/2023-2024/pa_bolzano-2023_50.csv",
+        "sorveglianza/2023-2024/pa_trento-2023_50.csv",
+        "sorveglianza/2023-2024/piemonte-2023_50.csv",
+        "sorveglianza/2023-2024/puglia-2023_50.csv",
+        "sorveglianza/2023-2024/sardegna-2023_50.csv",
+        "sorveglianza/2023-2024/sicilia-2023_50.csv",
+        "sorveglianza/2023-2024/toscana-2023_50.csv",
+        "sorveglianza/2023-2024/umbria-2023_50.csv",
+        "sorveglianza/2023-2024/valle_d_aosta-2023_50.csv",
+        "sorveglianza/2023-2024/veneto-2023_50.csv"
     ]
 }
diff --git a/.github/logs/ensemble-members/2023_49.json b/.github/logs/ensemble-members/2023_49.json
@@ -0,0 +1 @@
+[{"regions": [{"id": "01", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "02", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}]}, {"id": "03", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}]}, {"id": "04", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "05", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "06", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "IT", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "EpiQMUL-ARIMA_QMUL", "EpiQMUL-SEIR_QMUL", "ISI-FluABCaster", "ISI-GLEAM", "ISI-IPSICast", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "EpiQMUL-ARIMA_QMUL", "EpiQMUL-SEIR_QMUL", "ISI-FluABCaster", "ISI-GLEAM", "ISI-IPSICast", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "EpiQMUL-ARIMA_QMUL", "EpiQMUL-SEIR_QMUL", "ISI-FluABCaster", "ISI-GLEAM", "ISI-IPSICast", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "EpiQMUL-ARIMA_QMUL", "EpiQMUL-SEIR_QMUL", "ISI-FluABCaster", "ISI-GLEAM", "ISI-IPSICast", "ev_and_modelers-DeepRE"]}]}, {"id": "07", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "08", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "09", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "10", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "11", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "14", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "15", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "16", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "17", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "18", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "12", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}]}, {"id": "13", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "19", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}, {"id": "20", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ev_and_modelers-DeepRE"]}]}, {"id": "21", "members": [{"horizon": 1, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 2, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 3, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}, {"horizon": 4, "models": ["CSL_PoliTo-metaFlu", "ISI-FluABCaster", "ISI-GLEAM", "ev_and_modelers-DeepRE"]}]}]}]
diff --git a/.github/workflows/forecasting_weeks.yml b/.github/workflows/forecasting_weeks.yml
@@ -0,0 +1,62 @@
+name: UpdateForecastingWeeks 
+
+on:
+
+  workflow_dispatch:
+
+  # scheduled run every Wednesday at 03.15 a.m. (Wednesday 02.15 a.m. UTC)
+  # TODO for the time being upload is Thursday at 03.15 a.m. (Thursday 02.15 a.m. UTC)
+  schedule:
+    - cron: '00 13 * * 5'
+
+
+
+jobs:
+
+  update_forecasting_weeks_job:
+    if: github.repository_owner == 'Predizioni-Epidemiologiche-Italia'
+    runs-on: ubuntu-latest
+    steps:
+
+    # Checkout the python tools repo
+    # -------------------------------------------      
+    - name: checkout python tools repo
+      uses: actions/checkout@v3
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}
+        repository: 'Predizioni-Epidemiologiche-Italia/hub-tools'
+        ref: 'main'
+        path: './tools/'
+
+    # Checkout the data repository
+    # -------------------------------------------      
+    - name: checkout data repo
+      uses: actions/checkout@v3
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}
+        repository: 'Predizioni-Epidemiologiche-Italia/Influcast'
+        ref: 'main'
+        path: './repo/'
+
+
+
+    # Run Pyton code
+    # -------------------------
+    - uses: actions/setup-python@v4
+      with:
+        python-version: '3.10' 
+
+    - run: pip install pandas==1.2.5 isoweek==1.3.3
+
+    - name: Pyhton
+      id: update_forecasting_weeks
+      run: |
+        python ./tools/code/update_forecasting_weeks.py --hub_path ./repo
+
+    - name: Commit data repo changes
+      uses: EndBug/add-and-commit@v7
+      with: 
+          cwd: './repo'
+          message: "Update data storage"
+          default_author: github_actions
+          push: true
diff --git a/previsioni/EpiQMUL-SEIR_QMUL/2023_50.csv b/previsioni/EpiQMUL-SEIR_QMUL/2023_50.csv
@@ -0,0 +1,93 @@
+anno,settimana,luogo,tipo_valore,id_valore,orizzonte,valore
+2023,50,IT,quantile,0.01,1,5.6
+2023,50,IT,quantile,0.025,1,6.56
+2023,50,IT,quantile,0.05,1,7.43
+2023,50,IT,quantile,0.1,1,8.69
+2023,50,IT,quantile,0.15,1,9.51
+2023,50,IT,quantile,0.2,1,10.2
+2023,50,IT,quantile,0.25,1,10.73
+2023,50,IT,quantile,0.3,1,11.38
+2023,50,IT,quantile,0.35,1,12.07
+2023,50,IT,quantile,0.4,1,12.6
+2023,50,IT,quantile,0.45,1,13.04
+2023,50,IT,quantile,0.5,1,13.76
+2023,50,IT,quantile,0.55,1,14.29
+2023,50,IT,quantile,0.6,1,14.82
+2023,50,IT,quantile,0.65,1,15.4
+2023,50,IT,quantile,0.7,1,15.89
+2023,50,IT,quantile,0.75,1,16.56
+2023,50,IT,quantile,0.8,1,17.18
+2023,50,IT,quantile,0.85,1,18.05
+2023,50,IT,quantile,0.9,1,18.92
+2023,50,IT,quantile,0.95,1,20.17
+2023,50,IT,quantile,0.975,1,20.96
+2023,50,IT,quantile,0.99,1,21.95
+2023,50,IT,quantile,0.01,2,2.83
+2023,50,IT,quantile,0.025,2,3.51
+2023,50,IT,quantile,0.05,2,4.2
+2023,50,IT,quantile,0.1,2,5.09
+2023,50,IT,quantile,0.15,2,5.78
+2023,50,IT,quantile,0.2,2,6.46
+2023,50,IT,quantile,0.25,2,7.07
+2023,50,IT,quantile,0.3,2,7.86
+2023,50,IT,quantile,0.35,2,8.6
+2023,50,IT,quantile,0.4,2,9.33
+2023,50,IT,quantile,0.45,2,10.31
+2023,50,IT,quantile,0.5,2,11.08
+2023,50,IT,quantile,0.55,2,11.96
+2023,50,IT,quantile,0.6,2,13.04
+2023,50,IT,quantile,0.65,2,14.01
+2023,50,IT,quantile,0.7,2,14.75
+2023,50,IT,quantile,0.75,2,15.58
+2023,50,IT,quantile,0.8,2,16.93
+2023,50,IT,quantile,0.85,2,18.07
+2023,50,IT,quantile,0.9,2,19.34
+2023,50,IT,quantile,0.95,2,21.02
+2023,50,IT,quantile,0.975,2,22.55
+2023,50,IT,quantile,0.99,2,23.88
+2023,50,IT,quantile,0.01,3,1.38
+2023,50,IT,quantile,0.025,3,1.72
+2023,50,IT,quantile,0.05,3,2.13
+2023,50,IT,quantile,0.1,3,2.62
+2023,50,IT,quantile,0.15,3,3.15
+2023,50,IT,quantile,0.2,3,3.62
+2023,50,IT,quantile,0.25,3,4.15
+2023,50,IT,quantile,0.3,3,4.77
+2023,50,IT,quantile,0.35,3,5.39
+2023,50,IT,quantile,0.4,3,6.16
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