From 5a010857b80c8cfdfed0faee013fccbfcbe43c96 Mon Sep 17 00:00:00 2001
From: ERKuipers <elskuipers@protonmail.com>
Date: Mon, 25 Nov 2024 12:19:43 +0100
Subject: [PATCH 1/4] adding impact folder and merging file, shared glofas to
 imppact events

---
 .../Modelled_vsImpactRP5.0_yr_leadtime168.cpg |   1 +
 .../Modelled_vsImpactRP5.0_yr_leadtime168.dbf | Bin 0 -> 2398244 bytes
 .../Modelled_vsImpactRP5.0_yr_leadtime168.prj |   1 +
 .../Modelled_vsImpactRP5.0_yr_leadtime168.shp | Bin 0 -> 4251812 bytes
 .../Modelled_vsImpactRP5.0_yr_leadtime168.shx | Bin 0 -> 5396 bytes
 comparison/impact/merging_csv.py              | 155 ++++++++++++++++++
 comparison/{ => observation}/HydroImpact.py   |   0
 7 files changed, 157 insertions(+)
 create mode 100644 GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.cpg
 create mode 100644 GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.dbf
 create mode 100644 GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.prj
 create mode 100644 GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.shp
 create mode 100644 GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.shx
 create mode 100644 comparison/impact/merging_csv.py
 rename comparison/{ => observation}/HydroImpact.py (100%)

diff --git a/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.cpg b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.cpg
new file mode 100644
index 0000000..3ad133c
--- /dev/null
+++ b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.cpg
@@ -0,0 +1 @@
+UTF-8
\ No newline at end of file
diff --git a/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.dbf b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.dbf
new file mode 100644
index 0000000000000000000000000000000000000000..9bf2a57482da0d8f6d1263e7a9aaad213f91b831
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diff --git a/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.prj b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.prj
new file mode 100644
index 0000000..f45cbad
--- /dev/null
+++ b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.prj
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.shp b/GloFAS/results/Modelled_vsImpactRP5.0_yr_leadtime168.shp
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diff --git a/comparison/impact/merging_csv.py b/comparison/impact/merging_csv.py
new file mode 100644
index 0000000..f8c6ead
--- /dev/null
+++ b/comparison/impact/merging_csv.py
@@ -0,0 +1,155 @@
+import configuration as cfg 
+import pandas as pd
+from datetime import datetime, timedelta
+
+DataDir = cfg.DataDir / 'impact'
+MasterInnondationPath = DataDir / 'CleanedImpactInnondations_220623.csv'
+DesinventarTextminingPath = DataDir / 'merged_desinventar_textmining.csv'
+
+# Load the data
+innondation_df = pd.read_csv(MasterInnondationPath)
+desinventar_df = pd.read_csv(DesinventarTextminingPath)
+
+import pandas as pd
+from datetime import timedelta
+
+# Convert dates to datetime objects, using dayfirst=True for day/month/year format
+innondation_df['Start Date'] = pd.to_datetime(innondation_df['Start Date'], dayfirst=True)
+innondation_df['End Date'] = pd.to_datetime(innondation_df['End Date'], dayfirst=True)
+desinventar_df['Start Date'] = pd.to_datetime(desinventar_df['date'], dayfirst=True)
+desinventar_df['End Date'] = pd.to_datetime(desinventar_df['date'], dayfirst=True)
+
+# Normalize administrative units to uppercase in both datasets
+innondation_df['Commune'] = innondation_df['Commune'].str.upper()
+innondation_df['Cercle'] = innondation_df['Cercle'].str.upper()
+innondation_df['Région'] = innondation_df['Région'].str.upper()
+
+desinventar_df['Commune'] = desinventar_df['commune (adm3)'].str.upper()
+desinventar_df['Cercle'] = desinventar_df['cercle (adm2)'].str.upper()
+desinventar_df['Région'] = desinventar_df['region (adm1)'].str.upper()
+
+# Function to split rows with multiple administrative units
+def split_administrative_units(df):
+    expanded_rows = []  # To store the expanded rows
+    thrown_out_entries = []  # To store duplicates
+    
+    # Iterate through each row
+    for idx, row in df.iterrows():
+        # Split the values in 'Commune', 'Cercle', and 'Région' by comma (if they contain commas)
+        communes = str(row['Commune']).split(',') if pd.notna(row['Commune']) else [None]
+        cercles = str(row['Cercle']).split(',') if pd.notna(row['Cercle']) else [None]
+        regions = str(row['Région']).split(',') if pd.notna(row['Région']) else [None]
+        
+        # For each combination of commune, cercle, and region, create a new entry
+        for commune in communes:
+            for cercle in cercles:
+                for region in regions:
+                    # Create a new row
+                    new_row = row.copy()
+                    new_row['Commune'] = commune.strip() if commune else None
+                    new_row['Cercle'] = cercle.strip() if cercle else None
+                    new_row['Région'] = region.strip() if region else None
+                    
+                    # Check if this entry is a duplicate by comparing it to existing expanded rows
+                    is_duplicate = any(
+                        (existing['Commune'] == new_row['Commune']) and
+                        (existing['Cercle'] == new_row['Cercle']) and
+                        (existing['Région'] == new_row['Région']) and
+                        (existing['Start Date'] == new_row['Start Date']) and
+                        (existing['End Date'] == new_row['End Date'])
+                        for existing in expanded_rows
+                    )
+                    
+                    # If it's not a duplicate, add it to the expanded rows
+                    if not is_duplicate:
+                        expanded_rows.append(new_row)
+                    else:
+                        # Log duplicate entry
+                        admin_unit = new_row['Commune'] or new_row['Cercle'] or new_row['Région']
+                        timestamp = f"{new_row['Start Date']} - {new_row['End Date']}"
+                        print(f"Double entry for {admin_unit} at time {timestamp}")
+    
+    # Convert the list of expanded rows back into a DataFrame
+    expanded_df = pd.DataFrame(expanded_rows)
+    return expanded_df
+# Limit events longer than 14 days to their first 10 days
+def limit_long_events(df):
+    df['Event Duration'] = (df['End Date'] - df['Start Date']).dt.days
+    df.loc[df['Event Duration'] > 14, 'End Date'] = df['Start Date'] + timedelta(days=14)
+    return df
+
+# Convert dates to datetime objects if they aren't already
+innondation_df['Start Date'] = pd.to_datetime(innondation_df['Start Date'], dayfirst=True)
+innondation_df['End Date'] = pd.to_datetime(innondation_df['End Date'], dayfirst=True)
+
+innondation_df = limit_long_events (innondation_df)
+# Apply the splitting function
+innondation_df_expanded = split_administrative_units(innondation_df)
+
+# Function to check if two date ranges overlap
+def is_date_overlap(start1, end1, start2, end2):
+    return max(start1, start2) <= min(end1, end2)
+
+# Function to check if two rows match based on administrative units
+def is_admin_unit_match(row1, row2):
+    # 1. First check if both communes are available and match
+    if pd.notna(row1['Commune']) and pd.notna(row2['Commune']):
+        return row1['Commune'] == row2['Commune']  # Match only if Communes are the same
+    
+    # 2. If Commune is missing in either dataset, check Cercle
+    if pd.isna(row1['Commune']) or pd.isna(row2['Commune']):
+        if pd.notna(row1['Cercle']) and pd.notna(row2['Cercle']):
+            return row1['Cercle'] == row2['Cercle']  # Match only if Cercles are the same
+    
+    # 3. If Commune and Cercle are missing, check Région
+    if (pd.isna(row1['Commune']) and pd.isna(row2['Commune'])) or (pd.isna(row1['Cercle']) and pd.isna(row2['Cercle'])):
+        return row1['Région'] == row2['Région']  # Match only if Régions are the same
+    
+    return False  # No match if none of the above conditions apply
+
+# Merge and deduplicate while adding additional info where relevant
+def merge_with_additional_info(innondation_df, desinventar_df):
+    merged_data = innondation_df.copy()
+    thrown_out_entries = []
+
+    # Iterate over desinventar entries
+    for _, row2 in desinventar_df.iterrows():
+        overlap_found = False
+        
+        # Iterate over innondation entries
+        for idx1, row1 in merged_data.iterrows():
+            same_admin_unit = is_admin_unit_match(row1, row2)  # Check for matching administrative unit
+            
+            # If same administrative unit and date overlap
+            if same_admin_unit and is_date_overlap(row1['Start Date'], row1['End Date'], row2['Start Date'], row2['End Date']):
+                overlap_found = True
+                
+                # Compare date ranges, update if desinventar has more information
+                duration1 = (row1['End Date'] - row1['Start Date']).days
+                duration2 = (row2['End Date'] - row2['Start Date']).days
+                if duration2 > duration1:
+                    # Update innondation row with longer coverage or missing data from desinventar
+                    merged_data.at[idx1, 'Start Date'] = row2['Start Date']
+                    merged_data.at[idx1, 'End Date'] = row2['End Date']
+                
+                # Add extra administrative info if desinventar has more detail
+                if pd.isna(row1['Commune']) and pd.notna(row2['Commune']):
+                    merged_data.at[idx1, 'Commune'] = row2['Commune']
+                if pd.isna(row1['Cercle']) and pd.notna(row2['Cercle']):
+                    merged_data.at[idx1, 'Cercle'] = row2['Cercle']
+                if pd.isna(row1['Région']) and pd.notna(row2['Région']):
+                    merged_data.at[idx1, 'Région'] = row2['Région']
+                
+                break  # Stop searching once overlap is found
+        
+        # If no overlap found, append the desinventar row
+        if not overlap_found:
+            merged_data = pd.concat([merged_data, pd.DataFrame([row2])], ignore_index=True)
+    
+    return merged_data
+
+# Merge datasets
+merged_df = merge_with_additional_info(innondation_df_expanded, desinventar_df)
+
+# Save final merged data
+merged_df.to_csv(DataDir / 'MergedImpactData.csv', index=False)
diff --git a/comparison/HydroImpact.py b/comparison/observation/HydroImpact.py
similarity index 100%
rename from comparison/HydroImpact.py
rename to comparison/observation/HydroImpact.py

From 99a41d7da9ef72704db034103ddabcca9983543a Mon Sep 17 00:00:00 2001
From: ERKuipers <elskuipers@protonmail.com>
Date: Mon, 25 Nov 2024 14:36:30 +0100
Subject: [PATCH 2/4] pointmatching includes working buffer for points to
 polygon

---
 comparison/observation/HydroImpact.py         |  13 +-
 .../Hydro Stations - Return Periods.xlsx      | Bin 0 -> 23414 bytes
 .../data/DNHMali_2019/HydroStations_RP.csv    |  45 +++
 ... a\342\225\240\303\207 Bafing Makana.xlsx" | Bin 0 -> 238978 bytes
 ...3\274 a\342\225\240\303\207 Bougouni.xlsx" | Bin 0 -> 539867 bytes
 ...u Bafing a\342\225\240\303\207 Dibia.xlsx" | Bin 0 -> 271949 bytes
 ...\274 a\342\225\240\303\207 Pankourou.xlsx" | Bin 0 -> 568211 bytes
 ... du Bani a\342\225\240\303\207 Douna.xlsx" | Bin 0 -> 520608 bytes
 ...du Bani a\342\225\240\303\207 Sofara.xlsx" | Bin 0 -> 556252 bytes
 ... Niger a\342\225\240\303\207 Ansongo.xlsx" | Bin 0 -> 391317 bytes
 ...iger a\342\225\240\303\207 Banankoro.xlsx" | Bin 0 -> 340337 bytes
 ...240\303\207 Dire\342\225\240\303\274.xlsx" | Bin 0 -> 447523 bytes
 ...iger a\342\225\240\303\207 Koulikoro.xlsx" | Bin 0 -> 438124 bytes
 ...du Niger a\342\225\240\303\207 Mopti.xlsx" | Bin 0 -> 453096 bytes
 ...3\274gal a\342\225\240\303\207 Kayes.xlsx" | Bin 0 -> 526004 bytes
 ...e Niger a\342\225\240\303\207 Bamako.xlsx" | Bin 0 -> 365642 bytes
 ... a\342\225\240\303\207 Bafing Makana.xlsx" | Bin 0 -> 269017 bytes
 ...e Niger a\342\225\240\303\207 Bamako.xlsx" | Bin 0 -> 279333 bytes
 ...iger a\342\225\240\303\207 Koulikoro.xlsx" | Bin 0 -> 290213 bytes
 .../DNHMali_2019/Q_stations/Niger_Ansongo.csv | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Niger_Bamako.csv  | 367 ++++++++++++++++++
 .../Q_stations/Niger_Banankoro.csv            | 367 ++++++++++++++++++
 .../Q_stations/Niger_Bougouni.csv             | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Niger_Dire.csv    | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Niger_Douna.csv   | 367 ++++++++++++++++++
 .../Q_stations/Niger_Koulikoro.csv            | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Niger_Mopti.csv   | 367 ++++++++++++++++++
 .../Q_stations/Niger_Pankourou.csv            | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Niger_Sofara.csv  | 367 ++++++++++++++++++
 .../Q_stations/Senegal_Bafing Makana.csv      | 367 ++++++++++++++++++
 .../Q_stations/Senegal_Dibiya.csv             | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/Senegal_Kayes.csv | 367 ++++++++++++++++++
 .../DNHMali_2019/Q_stations/stations.xlsx     | Bin 0 -> 21532 bytes
 .../DNHMali_2019/Q_stations/~$stations.xlsx   | Bin 0 -> 165 bytes
 .../data/DNHMali_2019/Stations_DNH.xlsx       | Bin 0 -> 21330 bytes
 ... a\342\225\240\303\207 Bafing Makana.xlsx" | Bin 0 -> 244 bytes
 ...3\274 a\342\225\240\303\207 Bougouni.xlsx" | Bin 0 -> 244 bytes
 ...u Bafing a\342\225\240\303\207 Dibia.xlsx" | Bin 0 -> 244 bytes
 ...\274 a\342\225\240\303\207 Pankourou.xlsx" | Bin 0 -> 244 bytes
 ... du Bani a\342\225\240\303\207 Douna.xlsx" | Bin 0 -> 244 bytes
 ...du Bani a\342\225\240\303\207 Sofara.xlsx" | Bin 0 -> 244 bytes
 ... Niger a\342\225\240\303\207 Ansongo.xlsx" | Bin 0 -> 244 bytes
 ...iger a\342\225\240\303\207 Banankoro.xlsx" | Bin 0 -> 244 bytes
 ...240\303\207 Dire\342\225\240\303\274.xlsx" | Bin 0 -> 244 bytes
 ...iger a\342\225\240\303\207 Koulikoro.xlsx" | Bin 0 -> 244 bytes
 ...du Niger a\342\225\240\303\207 Mopti.xlsx" | Bin 0 -> 244 bytes
 ...3\274gal a\342\225\240\303\207 Kayes.xlsx" | Bin 0 -> 244 bytes
 ...e Niger a\342\225\240\303\207 Bamako.xlsx" | Bin 0 -> 244 bytes
 ... a\342\225\240\303\207 Bafing Makana.xlsx" | Bin 0 -> 244 bytes
 ...e Niger a\342\225\240\303\207 Bamako.xlsx" | Bin 0 -> 244 bytes
 ...iger a\342\225\240\303\207 Koulikoro.xlsx" | Bin 0 -> 244 bytes
 .../._stations.xlsx"                          | Bin 0 -> 244 bytes
 .../._~$stations.xlsx"                        | Bin 0 -> 244 bytes
 comparison/pointMatching.py                   |  82 ++--
 54 files changed, 4851 insertions(+), 60 deletions(-)
 create mode 100644 comparison/observation/data/DNHMali_2019/Hydro Stations - Return Periods.xlsx
 create mode 100644 comparison/observation/data/DNHMali_2019/HydroStations_RP.csv
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit de Bafing a\342\225\240\303\207 Bafing Makana.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit de Baoule\342\225\240\303\274 a\342\225\240\303\207 Bougouni.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bafing a\342\225\240\303\207 Dibia.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bagoe\342\225\240\303\274 a\342\225\240\303\207 Pankourou.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Douna.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Sofara.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Ansongo.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Banankoro.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Dire\342\225\240\303\274.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Koulikoro.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Mopti.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Se\342\225\240\303\274ne\342\225\240\303\274gal a\342\225\240\303\207 Kayes.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bits du Fleuve Niger a\342\225\240\303\207 Bamako.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/HE du Bafing a\342\225\240\303\207 Bafing Makana.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/HE du Fleuve Niger a\342\225\240\303\207 Bamako.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/Q_stations/HE du Fleuve Niger a\342\225\240\303\207 Koulikoro.xlsx"
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Ansongo.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bamako.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Banankoro.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bougouni.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Dire.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Douna.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Koulikoro.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Mopti.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Pankourou.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Niger_Sofara.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Bafing Makana.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Dibiya.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Kayes.csv
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/stations.xlsx
 create mode 100644 comparison/observation/data/DNHMali_2019/Q_stations/~$stations.xlsx
 create mode 100644 comparison/observation/data/DNHMali_2019/Stations_DNH.xlsx
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit de Bafing a\342\225\240\303\207 Bafing Makana.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit de Baoule\342\225\240\303\274 a\342\225\240\303\207 Bougouni.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Bafing a\342\225\240\303\207 Dibia.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Bagoe\342\225\240\303\274 a\342\225\240\303\207 Pankourou.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Douna.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Sofara.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Ansongo.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Banankoro.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Dire\342\225\240\303\274.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Koulikoro.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Mopti.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bit du Se\342\225\240\303\274ne\342\225\240\303\274gal a\342\225\240\303\207 Kayes.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._De\342\225\240\303\274bits du Fleuve Niger a\342\225\240\303\207 Bamako.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._HE du Bafing a\342\225\240\303\207 Bafing Makana.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._HE du Fleuve Niger a\342\225\240\303\207 Bamako.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._HE du Fleuve Niger a\342\225\240\303\207 Koulikoro.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._stations.xlsx"
 create mode 100644 "comparison/observation/data/DNHMali_2019/__MACOSX/Donne\342\225\240\303\274es partage\342\225\240\303\274es - DNH Mali - 2019/._~$stations.xlsx"

diff --git a/comparison/observation/HydroImpact.py b/comparison/observation/HydroImpact.py
index d854002..df58732 100644
--- a/comparison/observation/HydroImpact.py
+++ b/comparison/observation/HydroImpact.py
@@ -176,7 +176,6 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
         stationPath = rf"{hydrodir}/{BasinName}_{StationName}.csv"
         try: 
             hydro_df = transform_hydro (stationPath)
-            
         except: 
             print (f'no discharge measures found for station {StationName} in {BasinName}')
             continue
@@ -190,7 +189,7 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
     
     all_events_df = pd.concat (all_events, ignore_index=True)
     
-    gdf_pointPolygon = attributePoints_to_Polygon (admPath, station_csv, 'StationName')
+    gdf_pointPolygon = attributePoints_to_Polygon (admPath, station_csv, 'StationName', border_tolerance=5000, StationDataDir=cfg.stationsDir)
     gdf_pointPolygon.rename(columns={f'ADM{adminLevel}_FR':f'ADM{adminLevel}'}, inplace=True)
     gdf_melt = gdf_pointPolygon.melt(
         id_vars=gdf_pointPolygon.columns.difference(['StationName', 'StationName_0', 'StationName_1', 'StationName_2']),
@@ -203,12 +202,14 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
     # Proceed with the merge
     hydro_events_df = pd.merge(gdf_melt, all_events_df, left_on='StationName_Merged', right_on='StationName', how='inner')
     hydro_events_df [f'ADM{adminLevel}'] = hydro_events_df [f'ADM{adminLevel}'].apply(capitalize)
+    hydro_events_df.to_csv (f"{DataDir}/observation/observational_flood_events_RP_{RP}yr.csv")
     hydro_events_gdf = gpd.GeoDataFrame(hydro_events_df, geometry='geometry')   
-    hydro_events_gdf.to_file(f"{DataDir}/Impact_from_hydro_RP_{RP}.gpkg")
+    hydro_events_gdf.to_file(f"{DataDir}/observation/observational_flood_events_RP_{RP}yr.gpkg")
+    hydro_events_gdf.to_file
     return hydro_events_gdf
 
 
 if __name__=="__main__": 
-    #print (readcsv(f"{DataDir}/Données partagées - DNH Mali - 2019/Donne╠ües partage╠ües - DNH Mali - 2019/De╠übit du Niger a╠Ç Ansongo.csv"))
-    event_gdf = loop_over_stations (cfg.DNHstations, cfg.DataDir, 5, cfg.admPath, cfg.adminLevel)
-    print (event_gdf)
\ No newline at end of file
+    for RP in cfg.RPsyr: 
+        #print (readcsv(f"{DataDir}/Données partagées - DNH Mali - 2019/Donne╠ües partage╠ües - DNH Mali - 2019/De╠übit du Niger a╠Ç Ansongo.csv"))
+        event_gdf = loop_over_stations (cfg.DNHstations, cfg.DataDir, RP, cfg.admPath, cfg.adminLevel)
\ No newline at end of file
diff --git a/comparison/observation/data/DNHMali_2019/Hydro Stations - Return Periods.xlsx b/comparison/observation/data/DNHMali_2019/Hydro Stations - Return Periods.xlsx
new file mode 100644
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diff --git a/comparison/observation/data/DNHMali_2019/HydroStations_RP.csv b/comparison/observation/data/DNHMali_2019/HydroStations_RP.csv
new file mode 100644
index 0000000..4e156b5
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/HydroStations_RP.csv
@@ -0,0 +1,45 @@
+StationName,Sub-Basin,Latitude  N  (°),Longitude W (°),Altitude Z (m),superficie du BV    (km2),dates de creation ,temps propagation (ans),2,5,10,20,50,100,200,500,1000,
+Guélélinkoro,Sankarani,11.15,-8.5643,,23300,,ND,,,,,,,,,,
+Séligué Aval,,11.64,"-8,23",325,34200,1964,,618,717,790,853,897,939,981,1031,1063,
+Gouala,,11.97,"-8,23",-,35300,-,,576,654,692,729,767,795,821,856,874,
+Banankoro, Niger Supérieur,11.68,"-8,66",,71800,1967,le temps de progation entre Banankoro et Bamako peuvent être variables entre 4 et 12 jours. le temps de progation entre Banankoro et Bamako sont dépendants des apports du Sankarani. ,566,677,724,763,835,871,906,941,975,
+Kéniéroba ,,12.1,"-8,31",-,113000,1953,,544,614,655,679,723,750,768,803,821,
+Bamako,,12.63,"-7,99",316,117000,1941,,331,370,387,407,427,442,451,468,482,
+Koulikoro,,12.86,"-7,56",290,120000,1907,Bamako - Koulikoro: 1 jour ,532,596,625,653,693,707,733,760,774,
+Tamani,,13.33,"-6,83",282,131500,1952, Koulikoro - Tamani: 3 jours ,519,579,620,646,688,705,736,756,782,
+Ségou ,,13.45,"-6,26",279,136500,1958,Tamani - Kirango : 2 jous,456,506,537,559,581,601,621,642,656,
+Kirango,,13.69,"-6,07",275,137000,1925,,495,555,585,614,644,672,686,714,728,
+Ké-Macina ,,13.95,"-5,35",277,147000,1953, Kirango - Ké-Macina : 1 jour  ,564,623,658,681,715,737,757,782,793,
+Mopti,Delta du Niger,14.49,"-4,20",261,281600,1922,ND,492,610,641,662,688,703,719,739,750,
+Nantaka,,14.54,"-4,21",261,281600,-,,569,639,680,719,759,795,819,859,878,
+Akka,,15.39,"-4,23",-,307000,1955,,459,486,504,522,546,563,575,592,604,
+Niafunké,,15.93,"-3,98",258,348300,1926,,461,475,503,521,543,560,571,588,599,
+Diré,,16.27,"-3,38",258,366500,1954,,329,496,515,531,551,563,573,586,595,
+Koryoumé,Niger Moyen ,16.67,"-3,03",-,360000,1963,,412,482,512,526,551,561,575,590,604,
+Taoussa,,16.97,"-0,55",250,340000,1954,,484,507,532,550,575,588,605,623,635,
+Ansongo ,,15.66,"-00,49",242,566000,1950,,141,297,309,316,325,331,336,342,347,
+Gao,,16.26,"-0,05",245,556000,1948,,336,413,430,446,462,472,482,495,502,
+Labbezanga,,14.95,"-0,69",-,-,-,,204,249,261,269,279,287,293,299,305,
+Sofara,Bani,14.01,"-4,25",263,129400,1952,,527,595,633,670,707,726,761,779,814,
+Beneny Kegny,,13.38,"-4,92",266,116000,1951,,526,619,682,733,794,837,872,923,945,
+Douna,,13.21,"-5,89",281,101300,1922,,563,702,768,825,888,939,963,1020,1055,
+Kana,,12.95,"-06,34",283,-,-,,,,,,,,,,,
+Bougouni,Baoulé,11.39,"-7,45",330,15700,1975,,672,782,876,964,1049,1120,1139,1207,1282,
+Dioila,,12.51,"-6,83",292,32500,1953,,517,632,686,770,848,884,923,993,1052,
+Kouoro1,Banifing,12.01,"-5,69",298,14300,1957,,691,875,983,1106,1181,1274,1345,1414,1544,
+Pankourou,Bagoé,11.45,-6.58,292,32150,1956,,777,973,1066,1134,1240,1274,1351,1436,1519,
+,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,
+Senegal Basin,,,,,,,,,,,,,,,,,
+"Station names,",Sub-Basin,Latitude  N  (°),Longitude W (°),Altitude Z (m),Catchment area    (km2),dates de creation ,,,,,,,,,,,
+Daka Saidou,Bafing ,11.94,"-10,61",307,15700,1952,,,,,,,,,,,
+Bafing Makana,,12.55,"-10,28",-,21000,1961,,,,,,,,,,,
+Dibiya,,13.14,"-10,48",125,33500,1961,,,,,,,,,,,
+MAHINA,,13.75,"-10,85",90,38400,1956,,,,,,,,,,,
+Oualia,Bakoye,13.6,"-10,38",108,84700,1954,,,,,,,,,,,
+Diangola,,12.8,"-9,48",-,12100,1973,,,,,,,,,,,
+Gourbassy,Falèmé,13.39,"-11,63",-,17100,1954,,,,,,,,,,,
+Kayes,Sénégal,14.44,"-11,44",20,157400,1903,,,,,,,,,,,
+Gouina,,14.0161,-11.1054,48,128600,+,,,,,,,,,,,
diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit de Bafing a\342\225\240\303\207 Bafing Makana.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit de Bafing a\342\225\240\303\207 Bafing Makana.xlsx"
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diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bafing a\342\225\240\303\207 Dibia.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bafing a\342\225\240\303\207 Dibia.xlsx"
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diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Sofara.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Bani a\342\225\240\303\207 Sofara.xlsx"
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diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Ansongo.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Ansongo.xlsx"
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diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Banankoro.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Banankoro.xlsx"
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diff --git "a/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Mopti.xlsx" "b/comparison/observation/data/DNHMali_2019/Q_stations/De\342\225\240\303\274bit du Niger a\342\225\240\303\207 Mopti.xlsx"
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Ansongo.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Ansongo.csv
new file mode 100644
index 0000000..5416bd3
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Ansongo.csv
@@ -0,0 +1,367 @@
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+23/09 12:00,,1261,1354,1440,1440,1455,1162,1354,1434,1332,1443,1345,1310,1186,1333,1538,1012,1201,1343,1418,1081,1010,834.7999878,847.4000244,1296,1330,1068,951.4000244,1232,1263,1053,1296,1011,946,842.5999756,982.7000122,798,829.7000122,1098,923.9000244,1036,1026,974.9000244,945.5,1203,1066,1066,1095,1140,1159,1148,1142,1014,1257,925.0999756,1116,1132,1026,1203,1032,1337,930.4000244,1213,1235,,1035,1347,1238,1326
+24/09 12:00,,1275,1358,1444,1444,1464,1175,1361,1452,1345,1455,1357,1318,1199,1345,1538,1041,1225,1343,1430,1101,1029,845.0999756,867.2999878,1309,1331,1095,960.0999756,1236,1283,1069,1306,1011,957.7999878,852,988.2999878,809.4000244,851,1105,925.5,1046,1036,983.2000122,960,1205,1074,1077,1103,1150,1179,1149,1159,1023,1259,943.2999878,1119,1147,1062,1214,1034,1338,963.0999756,1219,1268,,1043,1344,1252,1338
+25/09 12:00,,1298,1369,1455,1455,1468,1187,1379,1453,1354,1467,1369,1322,1211,1354,1538,1051,1250,1346,1443,1117,1045,855.4000244,885.5999756,1321,1334,1133,960.7000122,1245,1296,1092,1310,1037,977.0999756,861,1005,828.7000122,861,1111,931.7999878,1053,1046,986,984.4000244,1216,1082,1087,1125,1163,1182,1159,1169,1025,1269,968,1126,1149,1082,1224,1034,1341,997.7000122,1226,1315,,1044,1355,1279,1348
+26/09 12:00,,1318,1382,1464,1464,1479,1199,1380,1453,1361,1482,1379,1336,1223,1358,1541,1055,1274,1360,1455,1137,1068,867.9000244,899,1333,1345,1178,963.2000122,1249,1309,1113,1321,1055,992.7000122,868.2999878,1018,853.0999756,870.4000244,1128,954.5,1059,1056,995.5,995.5,1227,1109,1095,1132,1185,1191,1179,1171,1042,1281,983.4000244,1132,1164,1088,1226,1034,1349,1019,1235,1359,,1049,1373,1273,1354
+27/09 12:00,,1322,1394,1468,1468,1488,1211,1380,1458,1379,1503,1383,1354,1232,1369,1549,1071,1296,1381,1467,1150,1089,885.5999756,920,1342,1360,1212,971.2999878,1260,1321,1126,1333,1066,996.0999756,868.7999878,1033,872,879.9000244,1140,967.7999878,1076,1066,1006,1008,1238,1128,1103,1147,1202,1194,1181,1180,1045,1292,993.4000244,1152,1186,1105,1236,1034,1352,1033,1241,1405,,1059,1391,1282,1360
+28/09 12:00,,1333,1403,1479,1479,1492,1223,1385,1476,1383,1516,1394,1358,1233,1379,1550,1101,1312,1394,1479,1165,1105,896.5,939.7000122,1346,1381,1237,974.4000244,1269,1336,1138,1342,1074,1006,870.9000244,1036,893,889.2999878,1147,984.9000244,1084,1077,1016,1023,1249,1137,1125,1150,1205,1223,1182,1182,1054,1303,1003,1171,1202,1117,1246,1035,1360,1039,1252,1444,,1064,1398,1300,1360
+29/09 12:00,,1342,1407,1488,1491,1500,1235,1408,1477,1394,1528,1409,1369,1239,1385,1550,1117,1335,1409,1491,1186,1125,907,953.9000244,1357,1394,1262,982.4000244,1270,1356,1147,1346,1077,1013,879.9000244,1046,914.5,900.9000244,1153,993.2000122,1085,1087,1023,1024,1257,1140,1129,1158,1216,1236,1201,1196,1063,1314,1005,1183,1203,1127,1248,1044,1363,1044,1264,1462,,1065,1410,1318,1366
+30/09 12:00,,1346,1418,1492,1500,1504,1248,1427,1482,1403,1537,1427,1379,1257,1403,1550,1148,1359,1432,1503,1199,1141,918.0999756,975.5999756,1366,1401,1281,985.5,1273,1369,1151,1357,1089,1016,895.5999756,1056,922.4000244,915,1169,993.7999878,1087,1098,1024,1026,1258,1138,1140,1164,1224,1246,1214,1208,1065,1315,1019,1191,1203,1138,1260,1054,1373,1044,1270,1482,,1074,1423,1319,1373
+01/10 12:00,,1360,1433,1503,1504,1513,1263,1428,1500,1407,1541,1431,1383,1263,1407,1553,1196,1384,1452,1513,1214,1164,929.2000122,995.2999878,1370,1395,1282,993.5,1284,1382,1165,1366,1107,1026,925.5,1066,947.2000122,918.2000122,1172,993.7999878,1095,1108,1031,1036,1261,1108,1150,1180,1227,1248,1225,1214,1074,1316,1042,1193,1203,1148,1280,1064,1378,1043,1271,1547,,1080,1446,1325,1392
+02/10 12:00,,1379,1457,1513,1516,1517,1281,1434,1501,1418,1552,1440,1391,1281,1418,1561,1214,1403,1456,1517,1235,1186,940.2999878,1010,1382,1403,1285,999,1296,1391,1186,1370,1121,1038,932.4000244,1077,965,927.0999756,1183,996.0999756,1101,1116,1055,1046,1269,1108,1161,1181,1238,1258,1235,1216,1080,1325,1045,1203,1209,1159,1287,1084,1382,1034,1280,1548,1097,1090,1465,1331,1400
+03/10 12:00,,1383,1476,1517,1525,1528,1285,1452,1507,1427,1564,1444,1395,1282,1430,1562,1232,1407,1464,1528,1251,1202,951.4000244,1029,1394,1407,1296,1015,1306,1395,1199,1382,1139,1053,926,1084,975.5,936.5999756,1194,1006,1118,1122,1066,1058,1275,1119,1172,1181,1249,1268,1241,1244,1090,1326,1054,1212,1224,1170,1303,1096,1387,1025,1286,1547,1105,1101,1483,1337,1411
+04/10 12:00,,1391,1480,1528,1529,1543,1299,1453,1525,1431,1574,1452,1403,1288,1440,1565,1236,1418,1465,1537,1271,1225,962.5999756,1045,1406,1418,1306,1016,1310,1406,1211,1394,1150,1054,925.5,1085,983.2000122,946,1205,1020,1129,1139,1077,1074,1291,1126,1180,1186,1257,1259,1247,1258,1105,1327,1064,1205,1225,1181,1304,1106,1391,1033,1298,1554,1111,1117,1500,1343,1418
+05/10 12:00,,1395,1488,1537,1537,1564,1320,1453,1526,1440,1578,1456,1407,1306,1444,1574,1245,1430,1465,1541,1284,1247,973.7000122,1068,1418,1430,1307,1021,1318,1415,1223,1406,1161,1054,925.5,1087,988.2999878,953.4000244,1216,1045,1137,1147,1087,1077,1295,1129,1186,1204,1261,1258,1248,1269,1112,1347,1074,1223,1231,1191,1305,1116,1396,1039,1309,1574,1118,1127,1502,1343,1427
+06/10 12:00,,1403,1492,1541,1541,1577,1333,1453,1529,1441,1589,1464,1418,1307,1452,1575,1249,1443,1468,1552,1299,1263,984.7999878,1089,1430,1440,1310,1039,1322,1419,1235,1415,1169,1054,927.5999756,1098,1005,956.0999756,1227,1056,1140,1150,1098,1087,1308,1137,1202,1213,1274,1259,1257,1271,1122,1365,1085,1226,1252,1193,1315,1122,1401,1045,1320,1565,1126,1143,1513,1349,1434
+07/10 12:00,,1407,1503,1552,1549,1586,1345,1453,1537,1444,1601,1468,1430,1310,1456,1575,1257,1455,1476,1561,1320,1283,995.9000244,1105,1443,1444,1318,1045,1330,1430,1248,1416,1172,1056,934.5,1110,1013,967.7999878,1235,1066,1147,1158,1108,1098,1325,1140,1203,1214,1291,1270,1263,1281,1126,1383,1095,1235,1269,1202,1326,1143,1405,1058,1327,1565,1132,1159,1514,1356,1441
+08/10 12:00,,1418,1513,1561,1553,1590,1357,1458,1541,1458,1610,1476,1440,1321,1464,1578,1263,1472,1477,1565,1336,1299,1007,1128,1455,1455,1319,1063,1334,1440,1257,1419,1183,1066,937.0999756,1126,1016,982.7000122,1236,1079,1148,1161,1119,1108,1326,1152,1208,1219,1295,1283,1270,1291,1128,1394,1105,1237,1271,1204,1337,1159,1410,1070,1342,1575,1139,1170,1520,1366,1461
+09/10 12:00,,1430,1517,1565,1561,1598,1366,1476,1549,1476,1614,1480,1444,1336,1468,1586,1283,1502,1480,1577,1356,1323,1018,1149,1464,1464,1322,1069,1345,1444,1261,1430,1194,1074,943.9000244,1129,1026,986,1238,1095,1148,1172,1129,1116,1329,1171,1226,1237,1306,1324,1275,1292,1148,1405,1107,1246,1281,1214,1339,1175,1414,1095,1339,1576,1148,1180,1526,1368,1473
+10/10 12:00,,1440,1528,1577,1565,1602,1370,1477,1550,1477,1625,1488,1455,1354,1479,1587,1293,1519,1488,1589,1369,1344,1030,1162,1468,1465,1330,1092,1354,1455,1272,1440,1202,1075,944.4000244,1137,1036,995.5,1249,1096,1150,1183,1140,1119,1340,1183,1235,1246,1314,1348,1292,1293,1158,1416,1116,1248,1291,1224,1349,1192,1419,1117,1348,1581,1158,1186,1532,1379,1463
+11/10 12:00,,1444,1540,1586,1577,1610,1382,1477,1556,1480,1637,1492,1467,1358,1491,1590,1294,1539,1492,1598,1382,1357,1042,1175,1476,1468,1334,1111,1358,1464,1284,1444,1208,1077,946.5,1138,1046,1003,1260,1098,1158,1194,1150,1126,1351,1191,1236,1249,1317,1360,1315,1303,1165,1418,1118,1258,1293,1226,1360,1202,1423,1126,1354,1587,1164,1193,1538,1380,1468
+12/10 12:00,,1455,1552,1590,1589,1614,1391,1482,1574,1491,1647,1500,1476,1369,1500,1604,1297,1552,1500,1602,1394,1369,1054,1187,1480,1476,1342,1117,1369,1468,1296,1455,1224,1084,953.4000244,1140,1056,1006,1269,1108,1159,1205,1158,1127,1362,1192,1236,1257,1330,1382,1325,1304,1180,1428,1127,1269,1303,1236,1372,1203,1428,1128,1360,1592,1171,1202,1544,1381,1474
+13/10 12:00,,1464,1564,1601,1601,1622,1395,1500,1580,1500,1651,1504,1477,1379,1501,1622,1309,1564,1501,1613,1406,1382,1069,1199,1488,1480,1346,1135,1379,1476,1309,1464,1227,1087,956.0999756,1150,1063,1016,1270,1121,1159,1213,1161,1129,1374,1192,1236,1258,1348,1394,1331,1305,1182,1439,1147,1281,1314,1247,1382,1204,1433,1137,1361,1598,1181,1204,1555,1391,1479
+14/10 12:00,,1468,1577,1610,1613,1626,1406,1507,1598,1504,1662,1516,1480,1380,1504,1626,1321,1577,1501,1625,1418,1394,1089,1211,1492,1488,1354,1144,1383,1480,1321,1465,1235,1095,963.2999878,1161,1066,1023,1270,1137,1161,1219,1172,1140,1387,1194,1238,1261,1351,1405,1338,1315,1191,1441,1168,1291,1315,1264,1384,1213,1437,1143,1387,1604,1197,1219,1552,1398,1485
+15/10 12:00,,1479,1589,1614,1622,1637,1415,1525,1599,1516,1674,1525,1491,1380,1516,1637,1336,1586,1504,1637,1427,1406,1102,1223,1500,1492,1358,1171,1391,1491,1333,1468,1238,1098,963.9000244,1169,1077,1024,1272,1140,1169,1235,1183,1150,1405,1207,1249,1269,1362,1406,1338,1325,1192,1461,1180,1293,1316,1281,1394,1215,1442,1149,1406,1610,1213,1235,1561,1404,1486
+16/10 12:00,,1488,1601,1622,1626,1650,1419,1526,1604,1525,1683,1529,1500,1383,1525,1650,1359,1587,1513,1647,1431,1418,1114,1235,1501,1500,1366,1178,1395,1500,1345,1476,1249,1105,963.9000244,1170,1089,1024,1283,1147,1170,1236,1191,1158,1408,1224,1260,1272,1371,1407,1339,1331,1193,1473,1182,1303,1326,1292,1406,1224,1446,1159,1437,1610,1219,1241,1563,1405,1496
+17/10 12:00,,1492,1613,1626,1634,1665,1430,1531,1622,1529,1687,1537,1504,1394,1529,1665,1381,1590,1514,1651,1443,1427,1126,1248,1504,1509,1370,1196,1403,1504,1357,1480,1260,1108,966.0999756,1172,1107,1026,1294,1150,1170,1238,1194,1161,1416,1227,1277,1285,1374,1427,1349,1339,1202,1480,1192,1305,1337,1304,1417,1225,1451,1169,1451,1603,1230,1248,1580,1415,1508
+18/10 12:00,,1500,1622,1637,1638,1688,1440,1549,1629,1537,1698,1541,1513,1403,1537,1688,1394,1601,1514,1659,1455,1431,1138,1260,1516,1539,1379,1205,1407,1516,1369,1488,1269,1116,973.2000122,1183,1121,1033,1303,1158,1172,1246,1202,1169,1419,1235,1299,1305,1385,1439,1359,1349,1204,1496,1202,1314,1349,1315,1428,1226,1456,1171,1456,1581,1236,1257,1593,1417,1529
+19/10 12:00,,1504,1629,1647,1647,1710,1444,1550,1647,1541,1711,1549,1517,1404,1541,1713,1406,1610,1514,1663,1467,1443,1150,1272,1525,1549,1383,1231,1415,1525,1379,1492,1272,1117,971.5999756,1191,1137,1036,1306,1159,1180,1249,1205,1170,1430,1238,1288,1314,1398,1442,1361,1360,1213,1507,1203,1316,1359,1326,1440,1241,1460,1180,1462,1550,1236,1264,1605,1427,1546
+20/10 12:00,1611,1513,1647,1651,1651,1723,1455,1556,1648,1549,1720,1550,1525,1404,1552,1734,1415,1614,1514,1671,1476,1455,1162,1284,1529,1550,1391,1233,1416,1529,1383,1503,1283,1119,964.5,1192,1140,1043,1314,1161,1181,1257,1213,1172,1442,1246,1281,1315,1418,1471,1371,1371,1214,1518,1204,1326,1360,1338,1451,1258,1465,1182,1462,1541,1241,1271,1617,1429,1554
+21/10 12:00,1614,1517,1651,1662,1662,1732,1464,1574,1653,1553,1724,1553,1529,1407,1564,1747,1416,1622,1517,1675,1480,1467,1175,1296,1537,1553,1395,1239,1419,1540,1391,1516,1291,1129,963.9000244,1194,1147,1044,1315,1172,1183,1258,1216,1180,1453,1247,1312,1315,1427,1475,1373,1382,1214,1520,1213,1337,1360,1349,1461,1270,1469,1191,1468,1526,1247,1280,1634,1440,1564
+22/10 12:00,1622,1525,1662,1671,1671,1736,1468,1580,1671,1567,1735,1561,1540,1418,1574,1759,1419,1626,1525,1683,1491,1479,1187,1309,1541,1561,1403,1257,1427,1549,1395,1525,1292,1137,963.9000244,1202,1150,1044,1317,1180,1191,1261,1224,1181,1461,1249,1315,1320,1428,1485,1382,1384,1215,1529,1215,1339,1361,1360,1463,1285,1474,1192,1475,1512,1247,1286,1641,1441,1575
+23/10 12:00,1645,1529,1674,1675,1675,1744,1476,1598,1672,1586,1747,1562,1549,1427,1578,1768,1427,1640,1526,1687,1503,1491,1199,1321,1549,1565,1407,1258,1428,1553,1406,1529,1295,1138,963.9000244,1205,1161,1044,1325,1181,1192,1272,1225,1183,1465,1257,1320,1339,1433,1496,1389,1394,1225,1531,1224,1348,1382,1371,1474,1298,1479,1197,1480,1482,1252,1292,1654,1447,1581
+24/10 12:00,1705,1540,1686,1686,1686,1745,1480,1599,1677,1587,1756,1565,1553,1428,1589,1772,1428,1661,1529,1698,1516,1503,1211,1333,1553,1580,1415,1261,1431,1564,1415,1537,1303,1140,963.9000244,1213,1172,1042,1329,1183,1192,1280,1227,1194,1476,1261,1339,1348,1452,1518,1405,1405,1235,1541,1226,1349,1404,1373,1485,1309,1483,1208,1490,1467,1258,1293,1666,1454,1587
+25/10 12:00,1686,1549,1695,1695,1698,1748,1491,1604,1695,1587,1760,1574,1564,1434,1601,1781,1434,1674,1537,1711,1528,1516,1223,1345,1561,1598,1422,1269,1443,1574,1419,1538,1306,1147,963.9000244,1216,1180,1037,1340,1191,1192,1281,1235,1202,1487,1274,1348,1351,1461,1529,1406,1416,1236,1543,1235,1349,1416,1383,1496,1315,1488,1214,1512,1442,1264,1303,1673,1464,1588
+26/10 12:00,1721,1553,1699,1699,1711,1756,1500,1622,1696,1590,1771,1578,1574,1452,1613,1782,1457,1686,1541,1723,1537,1525,1232,1357,1565,1602,1440,1275,1452,1578,1430,1541,1314,1150,966.0999756,1227,1183,1046,1348,1192,1194,1281,1236,1205,1498,1291,1351,1362,1467,1531,1407,1428,1236,1553,1237,1354,1418,1400,1508,1316,1492,1219,1524,1439,1270,1304,1684,1466,1597
+27/10 12:00,1732,1564,1711,1711,1723,1760,1501,1623,1696,1604,1781,1586,1578,1456,1628,1785,1476,1698,1552,1738,1541,1529,1236,1369,1574,1610,1444,1293,1456,1589,1440,1549,1315,1161,975.5,1235,1194,1056,1349,1194,1202,1281,1238,1213,1510,1292,1359,1374,1484,1542,1416,1429,1237,1569,1246,1360,1427,1417,1519,1325,1497,1225,1536,,1275,1309,1695,1477,1598
+28/10 12:00,1733,1577,1720,1720,1735,1771,1504,1629,1699,1627,1785,1590,1586,1464,1649,1796,1482,1711,1564,1758,1552,1540,1248,1382,1578,1611,1452,1300,1467,1598,1441,1553,1317,1174,985.5,1238,1202,1066,1349,1205,1203,1283,1249,1216,1521,1295,1360,1385,1487,1553,1418,1439,1246,1587,1248,1365,1429,1428,1530,1326,1502,1230,1542,,1286,1316,1702,1489,1604
+29/10 12:00,1733,1589,1724,1724,1744,1784,1519,1647,1708,1647,1796,1598,1590,1468,1662,1805,1503,1720,1574,1768,1564,1552,1257,1394,1589,1614,1458,1318,1476,1602,1444,1564,1325,1193,993.2000122,1246,1203,1074,1351,1213,1205,1296,1257,1224,1532,1303,1363,1396,1498,1564,1427,1451,1247,1597,1257,1373,1439,1440,1541,1327,1506,1237,1541,1418,1298,1325,1715,1501,1610
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bamako.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bamako.csv
new file mode 100644
index 0000000..380c25b
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bamako.csv
@@ -0,0 +1,367 @@
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+08/08 12:00,2853,2959,2051,1774,3435,2540,1297,3062,3127,2630,1697,1925,2017,2078,2966,2724,1599,1042,2036,4243,947.2000122,2497,1346,1269,1329,1403,816.2000122,1137,1334,1146,1296,950.9000244,1352,1637,1420,1688,1477,1525,1764,1148,1727,2003,1676,1940,1267,1551,1983,2119,2722,1276,1561,1573,2142,1326,1276,1403,2371,1478,2105
+09/08 12:00,2939,3025,2135,1924,3546,2839,1376,3121,3188,2606,1708,2179,2017,2180,3013,2701,1641,1109,2385,4169,1013,2604,1405,1275,1516,1381,864.9000244,1156,1375,1207,1260,983.4000244,1393,1639,1420,1860,1575,1485,1845,1176,1873,2092,1783,1981,1266,1632,2086,2179,2811,1380,1708,1694,2371,1371,1278,1424,2378,1564,2263
+10/08 12:00,2958,3095,2303,2078,3605,3287,1454,3238,3219,2616,1654,2386,2011,2214,2969,2671,1756,1080,2525,4099,1089,2697,1356,1275,1737,1350,916.2999878,1136,1424,1207,1251,1009,1428,1668,1494,1989,1674,1485,1946,1183,1919,2188,1956,1964,1280,1668,2167,2215,2885,1504,1793,1737,2444,1398,1263,1451,2382,1752,2589
+11/08 12:00,3067,3133,2552,2247,3595,2764,1661,3289,3306,2688,1605,2636,1990,2306,2942,2653,1925,1022,2594,4089,1182,2755,1307,1323,1911,1342,936.2999878,1169,1436,1127,1324,1053,1464,1749,1575,2091,1778,1498,2053,1243,1894,2276,2013,1925,1340,1769,2253,2201,2881,1693,1883,1787,2483,1403,1220,1518,2408,1771,2629
+12/08 12:00,3200,3160,2795,2412,3603,2769,1832,3288,3326,2807,1617,2912,1975,2321,2894,2632,2068,1004,2640,4067,1268,2817,1280,1406,2006,1367,923.9000244,1152,1429,1079,1389,1126,1523,1820,1737,2161,1805,1435,2172,1291,1865,2315,2082,1930,1428,1913,2333,2167,2861,1839,2043,1825,2567,1415,1232,1548,2489,1841,2672
+13/08 12:00,3454,3190,2884,2586,3663,2805,2110,3264,3379,2856,1754,3175,1936,2310,2807,2625,2150,978.5,2663,4049,1356,2857,1339,1454,2051,1444,925,1181,1388,1059,1464,1232,1558,1867,1958,2180,1858,1453,2302,1268,1830,2349,2183,2047,1558,2022,2387,2087,2892,2021,2181,1867,2545,1495,1279,1605,2644,1951,2740
+14/08 12:00,3769,3174,2959,2700,3775,2780,2321,3225,3402,2975,1993,3432,1946,2321,2680,2713,2225,958.5,2681,4038,1434,2874,1461,1510,2081,1570,936.2999878,1243,1345,1087,1558,1376,1608,1876,2155,2275,1921,1472,2437,1272,1779,2392,2271,2168,1666,2163,2450,2056,2904,2097,2277,1870,2568,1820,1309,1691,2751,2140,2811
+15/08 12:00,4033,3098,2998,2776,3810,2683,2653,3172,3362,3106,2226,3626,1967,2373,2530,2840,2267,947.7000122,2662,4005,1454,2851,1601,1654,2111,1706,970.5,1326,1353,1101,1667,1500,1646,1885,2349,2334,1925,1493,2531,1292,1767,2459,2342,2342,1790,2400,2532,2074,2878,2175,2285,1892,2591,2322,1361,1775,2817,2269,2877
+16/08 12:00,4228,3027,2963,2858,3791,2525,3016,3105,3312,3204,2320,3656,2029,2449,2417,2966,2325,982.2000122,2672,3992,1566,2910,1741,1890,2137,1701,1039,1442,1380,1091,1715,1570,1683,1831,2473,2462,1965,1615,2647,1302,1801,2513,2348,2539,1817,2726,2559,2116,2833,2358,2352,1980,2665,2794,1364,1784,2906,2372,2939
+17/08 12:00,4360,2984,2906,2889,3773,2466,3260,3147,3289,3290,2413,3662,2182,2548,2438,2994,2398,1089,2669,3907,1895,2947,1851,2108,2144,1760,1064,1557,1449,1107,1756,1671,1666,1779,2490,2629,2003,1831,2644,1325,1787,2548,2300,2758,1829,3033,2600,2251,2892,2518,2335,2068,2728,3016,1367,1810,2967,2369,3076
+18/08 12:00,4424,2966,2845,2827,3772,2348,3291,3257,3273,3412,2613,3699,2403,2651,2599,3005,2440,1265,2645,3719,1996,3015,1926,2286,2109,1909,1093,1667,1583,1111,1787,1726,1670,1734,2507,2767,2019,1952,2626,1581,1815,2668,2252,2927,1789,3106,2679,2304,3167,2582,2350,2133,2743,3181,1379,1839,2970,2340,3294
+19/08 12:00,4385,3025,2955,2766,3767,2327,3292,3457,3286,3592,2915,3792,2565,2821,2677,2997,2495,1521,2603,3609,2060,3058,2003,2403,2045,2024,1146,1699,1829,1122,1816,1780,1691,1695,2469,2844,2038,2117,2705,2246,1886,2762,2205,3026,1754,3227,2783,2425,3506,2631,2454,2243,2573,3369,1391,1841,2975,2309,3544
+20/08 12:00,4355,3087,3090,2664,3745,2311,3368,3594,3352,3681,3150,3957,2662,3070,2662,3014,2571,1782,2583,3479,2142,3102,2111,2498,1961,2191,1212,1674,1834,1123,1849,1897,1700,1795,2425,2914,2069,2214,2789,2492,1912,2884,2130,3258,1749,3255,2827,2503,3849,2630,2435,2332,2455,3484,1415,1845,2990,2234,3748
+21/08 12:00,4374,3082,3226,2652,3689,2268,3641,3648,3437,3715,3191,4192,2697,3382,2747,3025,2670,1979,2574,3399,2271,3149,2285,2464,1890,2332,1278,1657,1870,1106,1902,1985,1731,1878,2446,2966,2114,2266,2846,2652,1940,3039,2103,3421,1739,3280,2830,2540,3971,2669,2424,2376,2465,3673,1480,1911,2991,,3995
+22/08 12:00,4397,3049,3421,2628,3550,2374,3809,3709,3472,4001,3135,4150,2663,3695,3122,3008,2762,2120,2585,3393,2426,3152,2432,2449,1828,2456,1396,1674,1938,1157,1971,2059,1765,1939,2452,3040,2161,2258,2846,2941,2048,3133,2126,3512,1738,3337,2848,2571,3994,2737,2513,2418,2536,3919,1561,1956,2996,,4106
+23/08 12:00,4420,3023,3646,2597,3488,2709,4062,3752,3478,4189,3140,4198,2609,3975,3693,3037,2893,2206,2586,3415,2542,3143,2487,2452,1771,2559,1518,1678,2011,1272,1994,2123,1764,1975,2472,3088,2213,2245,2831,3025,2145,3234,2104,3715,1751,3426,2932,2608,4065,2812,2570,2459,2592,3973,1654,1990,3005,,4160
+24/08 12:00,4448,2984,3778,2611,3455,2965,4224,3776,3488,4351,3174,4305,2548,4044,4168,3194,3081,2253,2594,3502,2656,3104,2530,2460,1764,2755,1639,1752,2125,1369,2015,2150,1753,1953,2502,3122,2266,2203,2822,2697,2216,3274,2085,4167,1816,3433,3029,2704,4150,2889,2612,2501,2566,4116,1776,2070,2977,,4163
+25/08 12:00,4488,2948,3983,2604,3467,3153,4407,3794,3488,4538,3186,4265,2515,4033,4236,3253,3193,2328,2646,3551,2697,3078,2598,2453,1756,2940,1757,1904,2258,1423,2014,2152,1759,1975,2516,3242,2364,2207,2793,2541,2274,3291,2079,4335,1936,3460,3099,2789,4215,2918,2717,2528,2557,4221,1849,2294,2973,,4157
+26/08 12:00,4502,2931,4388,2675,3548,3231,4523,3805,3526,4775,3173,4254,2520,3937,4164,3289,3299,2423,2760,3567,2716,3090,2660,2468,1770,3117,1881,2060,2414,1493,2000,2187,1780,1987,2513,3331,2570,2250,2771,2493,2290,3292,2142,4436,2129,3547,3291,2877,4288,2957,2831,2509,2573,4287,1939,2393,3120,2224,4147
+27/08 12:00,4502,2926,4879,2801,3671,3294,4606,3854,3511,4913,3203,4419,2597,3758,4057,3366,3350,2486,2849,3630,2685,3100,2697,2497,1801,3257,2020,2093,2447,1583,1992,2327,1795,1985,2489,3421,2658,2211,2745,2575,2295,3297,2196,4530,2304,3558,3392,3019,4449,3002,2896,2505,2646,4339,2015,2481,3246,2395,4156
+28/08 12:00,4550,2924,5073,2985,3721,3260,4642,3922,3450,5048,3368,4608,2675,3632,3994,3455,3349,2530,2887,3724,2646,3142,2755,2540,1868,3319,2159,2021,2384,1651,1995,2443,1851,1977,2466,3497,2757,2288,2762,2626,2316,3334,2283,4599,2399,3573,3338,3183,4584,3083,2872,2570,2855,4419,2130,2578,3360,2460,4118
+29/08 12:00,4566,2998,5168,3098,3844,3280,4698,4011,3263,5191,3608,4887,2788,3486,4038,3591,3321,2582,2950,3832,2595,3198,2884,2511,1881,3364,2345,1907,2326,1744,1981,2539,1909,1984,2559,3632,2825,2375,2843,2662,2360,3421,2444,4785,2609,3561,3281,3368,4547,3212,2860,2581,2974,4486,2304,2586,3505,2468,4035
+30/08 12:00,4609,3121,5378,3175,3826,3320,4763,4141,3125,5310,3739,5144,2946,3344,4100,3810,3266,2586,2978,3936,2532,3284,2996,2469,1864,3419,2461,1978,2314,1854,2007,2620,1961,1974,2768,3840,2830,2455,2928,2693,2437,3497,2511,4937,2730,3495,3278,3555,4500,3277,2847,2557,3019,4453,2554,2587,3534,2612,3982
+31/08 12:00,4613,3196,5642,3288,3840,3400,4693,4214,3121,5456,3854,5284,3109,3268,4173,4104,3216,2567,3022,4056,2450,3478,3121,2428,1829,3415,2520,1977,2344,1953,2065,2570,1999,1976,3015,4054,2834,2509,3014,2707,2498,3606,2625,5074,2866,3387,3218,3795,4502,3375,2913,2489,3059,4483,2591,2606,3624,2652,4008
+01/09 12:00,4558,3239,5950,3359,3882,3571,4388,4379,3156,5584,4028,5329,3159,3225,4313,4304,3152,2489,3077,4159,2466,3618,3196,2466,1769,3288,2650,1997,2408,2074,2178,2489,2053,1990,3258,4130,2853,2549,3049,2708,2583,3665,2670,5212,2936,3275,3161,4258,4646,3415,3002,2413,3115,4497,2652,2674,3738,2751,4141
+02/09 12:00,4566,3297,6291,3353,4040,3637,4333,4613,3357,5705,4180,5321,3190,3190,4408,4366,3132,2411,3118,4313,2721,3898,3230,2485,1696,3226,2684,2039,2432,2151,2183,2422,2102,2011,3472,4103,2869,2564,3038,2744,2666,3611,2673,5288,3289,3253,3175,4515,4701,3432,3144,2398,3213,4541,2665,2852,3798,2822,4310
+03/09 12:00,4638,3476,6531,3422,4139,3730,4261,4721,3386,5868,4282,5278,3192,3160,4501,4370,3127,2312,3154,4334,3209,4112,3236,2514,1632,3257,2703,2083,2522,2169,2175,2396,2187,2044,3755,4047,2892,2609,3012,2959,2733,3530,2673,5335,3396,3252,3195,4725,4571,3493,3427,2252,3298,4591,2690,3183,3834,2890,4390
+04/09 12:00,4782,3875,6739,3471,4151,3826,4166,4794,3490,6114,4316,5239,3205,3097,4581,4380,3094,2259,3175,4408,3307,4235,3251,2577,1597,3504,2659,2114,2630,2182,2198,2440,2324,2044,3916,4011,2956,2641,3062,3311,2787,3561,2689,5351,3471,3248,3220,4904,4416,3729,3477,2202,3331,4656,2695,3240,3901,2830,4488
+05/09 12:00,4913,4302,6850,3474,4079,4026,4067,4848,3734,6429,4302,5164,3271,3058,4605,4419,3004,2305,3213,4584,3382,4286,3261,2634,1567,3641,2693,2117,2687,2227,2244,2427,2371,2036,3850,3965,2959,2694,3151,3425,2832,3606,2743,5247,3609,3242,3245,4883,4383,3913,3540,2175,3343,4738,2729,3286,3930,2751,4646
+06/09 12:00,5054,4614,6880,3487,3933,4106,4002,4900,3934,6762,4347,5086,3356,3121,4652,4463,2865,2313,3309,4766,3439,4321,3290,2683,1575,3539,2655,2149,2714,2255,2280,2410,2418,2062,3696,3983,3062,2861,3546,3485,2853,3689,2759,4947,3634,3279,3233,4748,4424,4070,3707,2130,3397,4761,2820,3340,3856,2697,4912
+07/09 12:00,5233,4858,6828,3548,3884,4169,3911,4969,4062,7097,4553,5002,3400,3112,4807,4582,2728,2329,3414,4942,3485,4309,3297,2639,1586,3450,2648,2148,2806,2261,2319,2388,2446,2135,3814,4011,3140,3005,3898,3480,2873,3921,2789,4858,3630,3302,3232,4670,4480,4323,3746,2096,3490,4768,2935,3376,3820,2658,5154
+08/09 12:00,5403,5111,6631,3629,3876,4222,3852,5095,4071,7301,4805,4917,3440,3120,4855,4724,2625,2334,3534,5087,3535,4243,3307,2499,1627,3415,2679,2129,2879,2265,2347,2359,2448,2215,3771,4066,3215,3030,4182,3520,2889,4451,2896,4810,3602,3270,3223,4683,4566,4901,3591,2063,3571,4799,3056,3402,3806,2678,5406
+09/09 12:00,5472,5340,6535,3729,3923,4254,3720,5219,4076,7458,5041,4898,3481,3159,4930,4819,2537,2322,3654,5189,3571,4174,3298,2398,1662,3382,2702,2101,2927,2237,2308,2390,2456,2274,3745,4191,3328,3031,4266,3607,2908,5098,2956,4812,3530,3253,3208,4701,4657,5297,3699,2054,3654,4863,3172,3467,3774,2752,5597
+10/09 12:00,5451,5533,6448,3879,3975,4155,3656,5313,4088,7499,5203,4950,3512,3199,5025,4879,2466,2377,3758,5268,3661,4105,3325,2364,1654,3280,2704,2074,2944,2235,2296,2660,2480,2290,3712,4389,3430,3103,4341,3610,3015,5600,3006,4885,3440,3243,3276,4781,4772,5440,3868,2029,3734,4952,3258,3583,3772,2802,5669
+11/09 12:00,5729,5668,6368,4098,4051,4039,3632,5373,4077,7539,5347,5082,3518,3230,5148,4968,2457,2459,3824,5334,3785,4052,3383,2313,1622,3286,2732,2059,2997,2248,2320,3101,2564,2279,3651,4462,3535,3398,4390,3595,3224,6015,3080,4897,3433,3210,3380,4859,4812,5396,3973,2010,3759,5012,3306,3622,3772,2844,5748
+12/09 12:00,5798,5772,6315,4360,4339,4052,3611,5492,4098,7595,5430,5147,3524,3241,5199,5077,2503,2544,3861,5357,3874,4017,3430,2309,1607,3316,2718,2054,3051,2172,2358,3257,2914,2223,3608,4605,3638,3737,4304,3590,3404,6436,3132,4939,3420,3184,3443,4877,4730,5377,3985,1967,3711,5089,3365,3586,3784,2897,5822
+13/09 12:00,5816,5834,6304,4582,4609,4075,3595,5719,4111,7614,5448,5139,3496,3274,5315,5139,2607,2679,3874,5358,3955,3897,3433,2332,1564,3311,2741,2074,3166,2149,2357,3208,3233,2157,3590,4833,3677,4169,4200,3566,3511,6768,3155,5033,3376,3132,3468,4908,4638,5504,4030,1899,3644,5161,3415,3546,3845,2928,5921
+14/09 12:00,5797,5892,6350,4743,4894,4108,3590,5824,4100,7571,5479,5096,3490,3296,5446,5187,2728,2826,3897,5358,4047,3823,3437,2396,1552,3451,2731,2076,3334,2136,2360,2978,3336,2148,3642,4972,3680,4330,4159,3554,3633,6884,3171,5118,3386,3057,3350,4858,4449,5474,4216,1878,3647,5194,3442,3495,3928,2896,5974
+15/09 12:00,5763,5950,6413,4838,5119,4190,3584,5858,4126,7464,5452,5069,3466,3321,5432,5171,2859,2996,3867,5358,4090,3823,3461,2383,1505,3556,2686,2079,3441,2139,2417,2628,3375,2126,3677,5024,3680,4389,4220,3601,3820,6790,3172,5226,3434,3051,3180,4733,4353,5313,4571,1853,3726,5165,3472,3411,3985,2788,5997
+16/09 12:00,5645,5995,6553,4965,5347,4309,3616,5880,4171,7306,5401,5037,3431,3369,5406,5248,3013,3176,3864,5329,4163,3860,3492,2451,1439,3611,2685,2080,3434,2163,2454,2331,3396,2087,3798,5069,3685,4403,4269,3581,3957,6629,3176,5342,3443,3042,3153,4670,4373,5193,4752,1959,3554,5114,3484,3282,4143,2732,5991
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+18/09 12:00,5586,5985,6854,5213,5491,4494,4941,5922,4301,6991,5292,4953,3403,3481,5354,5616,3249,3581,3854,5083,4079,3988,3432,2685,1423,3721,3293,2001,3382,2278,2794,2231,3423,2030,4387,5151,3708,4417,3892,3734,3975,6326,3367,5442,3569,2987,3254,4576,4809,5119,4558,2275,3515,5042,3456,3034,4158,2673,5871
+19/09 12:00,5645,5917,7149,5294,5617,4591,5223,5979,4333,6848,5222,4884,3440,3530,5287,5782,3341,3673,3826,4972,3987,3948,3410,2847,1493,3849,3510,2013,3314,2311,2843,2483,3391,2015,4494,5163,3725,4411,3832,3806,3952,6324,3401,5342,3687,2962,3414,4545,5060,5100,4450,2270,3603,5003,3453,3031,4153,2594,5797
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+21/09 12:00,5834,5597,7503,5424,5919,4898,5276,6157,4380,6444,5177,4839,3474,3638,5338,5863,3402,3776,4007,4714,3781,3937,3389,3097,1428,3910,3300,1922,3077,2307,2993,2580,3373,2266,4681,5325,3656,4393,4172,4203,3893,6455,3605,5092,3752,2873,3979,4488,5279,5012,4254,2292,3826,4861,3483,2993,4230,2437,5645
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+24/09 12:00,6213,5251,7719,5589,6205,5295,4610,6300,4486,6003,5116,4975,3497,3652,5555,5642,3354,3790,4549,4329,3532,3953,3091,3291,1523,4163,3347,1906,2637,2084,2850,2507,3402,2892,5233,5398,3966,4379,4461,5188,4102,6374,3796,5001,3116,2769,3997,4324,5335,5155,3967,2607,4641,4480,,3340,4182,2341,5380
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+29/09 12:00,6350,4605,7343,5502,6179,5539,4419,6638,4750,5533,4282,5121,3276,3164,5787,5616,3769,3520,4901,3629,2974,3791,2437,3339,1927,4028,3487,2595,2528,1925,2531,2866,3201,2579,5200,5628,4543,4434,4869,4687,3960,5596,3467,5193,3411,3580,4176,3383,5001,4992,3827,2831,4293,4130,,3690,4002,2552,4941
+30/09 12:00,6315,4468,7207,5390,6207,5534,4399,6951,4832,5479,4167,5089,3171,3009,5748,5734,3883,3435,4940,3577,2889,3758,2239,3282,1929,3966,3451,2697,2548,1888,2666,2926,3026,2601,5393,5682,4516,4382,4890,4213,3919,5322,3285,5028,3619,3949,4123,3379,5021,4766,3688,2830,4222,4096,,3921,4014,2643,4831
+01/10 12:00,6204,4366,7034,5126,6242,5510,4440,7326,4917,5427,4057,5021,3060,2869,5671,5864,3993,3323,4955,3561,2778,3712,2118,3222,1952,3952,3412,2688,2669,1838,2686,2926,2824,2629,5560,5687,4645,4218,4885,4005,3909,5103,3218,4895,3938,4191,3948,3341,4819,4622,3648,2821,4106,4042,,3992,4058,2734,4796
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+07/10 12:00,5520,3898,6094,4529,6365,5391,5187,9010,4054,5321,3412,4113,2662,2436,5282,6300,4378,2799,4939,3425,2361,3365,2076,2869,2053,3229,3012,2852,2027,1798,2552,2046,2424,2622,4937,4932,4573,3325,4878,3639,4407,4338,2583,3822,3689,4286,3334,3331,4471,3876,3134,2965,3225,3127,3808,4000,4033,2785,4699
+08/10 12:00,5383,3814,6013,4624,6302,5243,5262,9140,3846,5272,3288,3957,2668,2367,5161,6223,4403,2820,4776,3400,2273,3002,2089,2703,1993,3153,2941,2810,1918,1775,2380,1971,2305,2393,4862,4745,4413,3262,4802,3656,4367,4246,2776,3712,3635,4305,3416,3212,4570,3768,2870,2941,3204,3035,3873,4008,3953,2732,4660
+09/10 12:00,5240,3682,5945,4727,6203,4983,5220,9274,3718,5232,3148,3823,2638,2301,5050,6157,4367,2843,4565,3416,2175,2808,2170,2664,2055,3065,2730,2788,1897,1849,2273,1996,2256,2235,5014,4633,4261,3206,4625,3657,4318,4151,2905,3618,3502,4338,3433,3082,4446,3534,2780,2883,3220,3006,3908,4024,3846,2663,4658
+10/10 12:00,5122,3550,5940,4813,6042,4872,5180,9316,3661,5212,3034,3707,2554,2256,4921,6045,4343,2827,4337,3436,2091,2772,2284,2553,2274,2883,2537,2739,1850,1925,2241,2181,2236,2101,5124,4602,4164,3170,4452,3667,4206,4195,2954,3517,3257,4384,3364,2932,4279,3288,2662,2782,3194,2929,3875,4019,3834,2574,4658
+11/10 12:00,4957,3405,5940,4849,5808,4836,5160,9418,3657,5138,2972,3580,2464,2236,4797,5861,4325,2801,4144,3457,2002,2681,2207,2444,2264,2938,2346,2642,1735,2125,2235,2311,2219,2002,5121,4545,4151,3126,4329,3700,4171,3991,2834,3421,3043,4356,3281,2821,4235,3045,2602,2676,3192,2891,3744,3997,3860,2530,4645
+12/10 12:00,4747,3250,5934,4905,5549,4708,5103,9418,3652,5066,2817,3421,2364,2223,4698,5701,4314,2740,4012,3468,1917,2606,2072,2307,2169,2775,2163,2547,1740,2488,2219,2481,2193,1994,5069,4364,4194,3038,4164,3708,4185,3559,2683,3322,2883,4279,3139,2733,4232,2863,2565,2543,3202,2790,3621,3940,3461,2372,4584
+13/10 12:00,4557,3117,5913,4982,5272,4552,5099,9377,3627,5012,2708,3316,2276,2218,4614,5505,4265,2639,3933,3436,1846,2527,2007,2129,2127,2652,2024,2424,1700,2613,2197,2610,2145,2069,5239,4145,4240,3027,4109,3709,4176,3338,2434,3170,2762,4167,3115,2602,4114,2688,2504,2548,3220,2685,3557,3836,3314,2171,4501
+14/10 12:00,4485,3019,5905,5089,4991,4405,5099,9253,3587,4955,2600,3211,2193,2197,4496,5292,4187,2531,3901,3346,1786,2485,1951,1991,2084,2626,1949,2320,1510,2613,2161,2667,2095,2132,5422,4091,4079,2972,4028,3642,4076,3337,2324,3019,2548,3991,3325,2499,3682,2559,2491,2423,3194,2744,3534,3874,3211,1983,4412
+15/10 12:00,4348,2932,5864,5295,4771,4298,5099,8986,3543,4890,2480,3100,2129,2161,4321,5054,4085,2402,3856,3208,1735,2467,1913,1903,2036,2647,1902,2298,1405,2588,2116,2509,2034,2214,5468,4072,3424,2794,3845,3592,3822,3264,2376,2833,2364,3727,3458,2455,3455,2633,2514,2301,3192,2764,3457,3908,3080,1909,4246
+16/10 12:00,4160,2843,5793,5537,4294,4163,5093,8779,3488,4861,2362,3009,2087,2107,4164,4790,4013,2256,3790,3077,1700,2413,1884,1825,1985,2484,1919,2189,1344,2563,2070,2533,1954,2345,5302,4076,3273,2594,3713,3677,3679,3097,2530,2625,2153,3778,3600,2400,3314,2590,2697,2185,3177,2764,3376,3887,2878,1774,4183
+17/10 12:00,4057,2782,5729,5821,4012,3984,5063,8450,3451,4846,2264,2899,2060,2028,4025,4519,3939,2139,3655,2983,1660,2369,1827,1737,1921,2340,1993,2105,1311,2499,1968,2653,1840,2433,5132,4072,3082,2446,3631,3784,3647,2842,2660,2449,2081,3752,3697,2351,3187,2582,2897,2103,3114,2723,3266,3799,2728,1557,4152
+18/10 12:00,3890,2714,5579,6087,3800,3764,5018,8253,3421,4875,2189,2815,2054,1937,3882,4275,3869,2053,3506,2929,1620,2265,1805,1649,1752,2296,2003,2071,1326,2500,1863,2481,1707,2330,5022,3987,2918,2456,3583,3713,3693,2657,2649,2342,2019,3734,3631,2364,3030,2566,3137,2066,3034,2718,3054,3707,2634,1488,4102
+19/10 12:00,3749,2640,5465,6304,3664,3772,4968,8038,3345,4926,2115,2728,2088,1868,3723,3987,3864,1999,3355,2898,1554,2200,1777,1569,1628,2137,1885,2052,1297,2380,1801,2317,1666,2017,4991,3895,2832,2588,3542,3932,3750,2536,2596,2307,1939,3660,3605,2385,2876,2537,3431,2026,2953,2742,2830,3629,2517,1439,4028
+20/10 12:00,3629,2554,5337,6808,3544,3609,4832,7818,3195,4978,2069,2645,2147,1785,3571,3662,3874,1971,3214,2841,1510,2168,1741,1525,1616,2084,1745,2024,1200,2293,1752,2288,1680,1866,4936,3803,2805,2415,3530,3973,3736,2423,2483,2300,1835,3508,3653,2415,2898,2478,3619,1996,2865,2743,2704,3566,2371,1393,3920
+21/10 12:00,3577,2464,5213,7057,3417,3429,4694,7551,3020,5018,2028,2578,2220,1707,3430,3412,3938,1956,3035,2798,1490,2157,1706,1522,1448,2004,1667,1905,1209,2221,1739,2271,1737,1811,4810,3711,2776,2395,3414,3837,3551,2309,2413,2351,1735,3185,3721,2429,2872,2442,3493,1974,2778,2712,2573,3459,2266,1356,3767
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+27/10 12:00,3304,1915,4334,6402,3010,2926,3635,5641,2587,5598,1716,2055,2757,1281,2582,3140,4439,1762,2780,2479,1362,1852,1584,1454,1157,1444,1289,1924,993.2999878,1476,1488,1865,1682,1615,3860,2850,2629,2257,2656,3473,3284,1877,1892,2235,1482,2152,2687,2079,2647,2870,3376,1848,2779,2168,1681,2933,1881,1147,2551
+28/10 12:00,3141,1833,4185,5943,2891,2879,3495,5399,2551,5760,1675,1982,2748,1220,2469,3072,4525,1733,2790,2358,1357,1808,1552,1433,1128,1389,1233,1881,968.7999878,1391,1471,1846,1613,1579,3605,2827,2646,2050,2594,3441,3116,1812,1888,2072,1463,2092,2650,2093,2499,2621,3348,1827,2803,2060,1568,2905,1815,1098,2460
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+30/10 12:00,2827,1724,3752,4968,2673,2699,3223,4835,2438,6030,1636,1824,2579,1154,2298,2848,4526,1646,2761,2125,1456,1706,1568,1570,994.7999878,1291,1404,1925,906.5,1255,1327,1756,1429,1511,3367,2753,2514,1872,2128,3143,2930,1699,1868,1985,1354,1936,2480,2074,2645,2378,3607,1685,2974,1802,1465,2703,1797,1012,2105
+31/10 12:00,2773,1658,3554,4501,2569,2627,3147,4660,2386,6189,1635,1744,2442,1198,2220,2727,4509,1612,2760,2049,1498,1701,1537,1531,1014,1181,1412,1838,869.7999878,1161,1299,1702,1334,1504,3326,2643,2285,1854,2004,3034,2995,1700,1853,2094,1296,1876,2369,2065,2637,2374,3456,1679,2869,1741,1367,2576,1767,1003,1841
+01/11 12:00,2722,1613,3396,4155,2472,2561,3104,4499,2331,6289,1632,1680,2299,1296,2134,2621,4513,1564,2760,1979,1507,1715,1492,1285,980.2999878,1098,1382,1691,840,1137,1271,1653,1280,1484,3330,2535,2118,1790,2088,2921,2993,1725,1816,2221,1249,1769,2305,2069,2468,2358,3302,1671,2622,1730,1266,2539,1673,977.5,1856
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+04/11 12:00,2635,1525,2964,3451,2300,2451,3027,3688,2046,6265,1462,1493,1938,1731,1953,2258,4481,1413,2617,1839,1407,1408,1463,934.2000122,772.9000244,1014,1277,1444,808.0999756,1007,1149,1549,1138,1507,3828,2065,1927,1716,2182,2589,2443,1718,1546,1772,1152,1447,2121,1981,1982,2464,3372,1816,2390,1581,1315,2443,1555,918.7000122,1973
+05/11 12:00,2622,1517,2823,3415,2233,2391,2990,3334,1971,6121,1390,1379,1815,1792,1889,2155,4463,1354,2452,1823,1367,1296,1478,889.7999878,744.7000122,963.2999878,1285,1398,812.9000244,949.2999878,1100,1493,1099,1490,3900,1976,1889,1688,1902,2507,2365,1682,1604,1911,1125,1448,2045,1920,1943,2479,3392,1695,2332,1542,1312,2502,1532,896.7999878,1954
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+07/11 12:00,2573,1466,2662,3174,2055,2293,2840,3103,1901,5611,1268,1266,1594,1718,1779,1996,4462,1232,2194,1824,1304,1314,1452,841.5999756,710.0999756,932,1181,1265,799.4000244,851.9000244,1043,1413,1025,1444,3865,1876,1757,1640,1537,2363,2324,1583,1476,1566,1068,1455,1948,1722,1941,2413,3087,1571,2125,1481,1303,2573,1511,850.5,2068
+08/11 12:00,2505,1425,2596,3060,2006,2215,2725,3000,1899,5348,1207,1207,1482,1618,1747,1954,4462,1171,2060,1860,1306,1313,1404,824.2999878,683.5,889.7999878,1104,1193,774,822.7000122,1017,1348,993.9000244,1415,3849,1878,1657,1594,1472,2248,2245,1532,1437,1467,1048,1430,1879,1678,1829,2417,2998,1520,2082,1444,1303,2590,1510,831,2033
+09/11 12:00,2428,1368,2555,2973,1925,2152,2685,2862,1909,5017,1149,1149,1426,1521,1711,1911,4452,1110,2003,1846,1317,1258,1364,809.7000122,682.2999878,865.9000244,1029,1125,751.7999878,798.2999878,997.7000122,1261,959.5999756,1370,3789,1850,1593,1541,1437,2075,2170,1466,1367,1526,1038,1397,1789,1617,1747,2418,2694,1426,2072,1385,1294,2594,1504,814,1972
+10/11 12:00,2333,1322,2552,2878,1789,2075,2650,2780,1942,4743,1102,1100,1363,1440,1654,1826,4408,1054,1932,1854,1335,1203,1333,783.7000122,650.5999756,864.2999878,1007,1079,725.2999878,764.7000122,978,1173,939,1341,3736,1805,1522,1501,1383,2007,1933,1397,1265,1614,1037,1342,1731,1582,1697,2324,2411,1376,2020,1362,1268,2527,1480,796.5,1895
+11/11 12:00,2266,1285,2564,2797,1714,2035,2596,2701,1934,4556,1066,1055,1293,1378,1590,1737,4352,1014,1855,1855,1365,1120,1238,759.2999878,601.7000122,842.7000122,1019,1040,709.5999756,744.2000122,958.5,1113,919.5,1331,3679,1706,1449,1453,1342,1958,1841,1279,1174,1567,1057,1223,1686,1540,1643,2098,2395,1358,2017,1343,1257,2337,1453,756.2999878,1815
+12/11 12:00,2217,1248,2613,2703,1667,1988,2476,2655,1882,4071,1037,1023,1232,1311,1508,1649,4242,970.4000244,1767,1845,1375,1007,1112,725.7999878,568.4000244,763.7000122,1016,997.0999756,706.2999878,724.7000122,934.7000122,1071,900,1291,3640,1609,1395,1401,1292,1964,1725,1199,1080,1501,1062,1200,1629,1501,1594,1947,2395,1337,2017,1301,1213,2127,1420,704,1758
+13/11 12:00,2181,1211,2653,2588,1632,1925,2322,2636,1790,3814,1015,986.7000122,1173,1230,1428,1564,4058,917.4000244,1678,1800,1373,939.5,1046,707.4000244,540,719.2999878,999.7999878,962.2999878,699.2000122,700.9000244,905.5,1053,889.2000122,1232,3552,1547,1397,1346,1240,2014,1688,1157,1055,1399,1070,1177,1546,1453,1541,1836,2326,1303,2010,1241,1160,2046,1392,656.2999878,1721
+14/11 12:00,2147,1175,2656,2486,1514,1738,2147,2618,1690,3640,988.2999878,956.7999878,1124,1157,1363,1486,3852,881.5999756,1597,1736,1354,965.5,1011,697.0999756,526.7000122,684.0999756,989.4000244,914.7000122,685.0999756,668.0999756,899,1027,906.5,1168,3429,1532,1380,1287,1216,1940,1653,1137,1117,1321,1074,1142,1512,1399,1496,1700,2117,1222,1985,1177,1157,1973,1350,653.5,1690
+15/11 12:00,2109,1143,2652,2395,1450,1625,2064,2601,1629,3509,966.0999756,925.5,1077,1088,1291,1412,3655,856.7000122,1539,1643,1304,1045,967.7000122,689.5,529.4000244,680.5999756,968.7999878,868.0999756,637.4000244,650.9000244,878.4000244,1000,921.7000122,1104,3312,1520,1321,1183,1200,1781,1602,1105,1199,1281,1083,1083,1460,1324,1436,1657,2064,1168,1963,1105,1157,1917,1299,653.5,1634
+16/11 12:00,2045,1133,2628,2288,1427,1565,2000,2583,1535,3365,937.4000244,893.5999756,1034,1030,1220,1344,3483,821.0999756,1492,1534,1244,1043,975.4000244,689,539.0999756,644.9000244,902.2000122,828.5999756,619,627.7999878,845.4000244,962.2000122,901.2000122,1070,3243,1494,1205,1153,1180,1620,1571,1078,1205,1284,1092,1056,1383,1240,1392,1562,2017,1114,1927,1040,1157,1873,1267,653.5,1606
+17/11 12:00,1961,1143,2570,2179,1396,1561,1971,2566,1477,3196,908.0999756,880,996.5999756,978,1161,1295,3307,791.2000122,1458,1452,1175,958,1066,682.9000244,532.5,608.4000244,810.7000122,791.7999878,603,588.7999878,799.9000244,941.7000122,839.5,1060,3099,1436,1165,1123,1164,1517,1542,1045,1153,1302,1132,1032,1292,1149,1318,1485,1904,1079,1915,995.5999756,1157,1730,1214,653.5,1544
+18/11 12:00,1880,1178,2481,2088,1394,1577,1956,2530,1462,2997,881.0999756,861.0999756,964.5,949.2999878,1115,1246,3141,764.2000122,1430,1390,1093,810.7999878,1003,661.2000122,524.5,595.0999756,778.2999878,762,587,572.7999878,760.4000244,893,875.0999756,1055,2903,1408,1135,1084,1129,1470,1518,1017,984.5,1284,1178,994.4000244,1223,1056,1295,1454,1927,1053,1903,965.4000244,1151,1647,1151,651.5,1473
+19/11 12:00,1779,1176,2378,1964,1338,1598,1928,2434,1424,2833,858.9000244,839.5,930.2999878,927.0999756,1078,1197,2957,744.2000122,1386,1334,1048,717.7000122,852.4000244,650.4000244,513.7999878,549.7999878,803.7000122,732.7999878,565.7000122,560.7999878,725.7999878,852.5,928.2000122,1032,2659,1376,1093,1069,1068,1439,1488,997.7000122,962.7999878,1203,1167,959.5999756,1181,1014,1228,1415,1866,1026,1824,933.7999878,1133,1692,1106,643.9000244,1418
+20/11 12:00,1686,1147,2270,1928,1316,1477,1868,2362,1399,2762,834.5999756,812.9000244,907.5999756,898.4000244,1044,1149,2775,720.4000244,1317,1302,993.2999878,699.2999878,755,633.0999756,487.2999878,526.7000122,775.5999756,701.5,527.9000244,539.5999756,700.9000244,871.9000244,959.5,994.4000244,2455,1314,1061,1055,1027,1381,1430,990.9000244,934.7000122,1126,1110,930.4000244,1161,979,1069,1357,1690,998.7000122,1658,895.2000122,1129,1784,1054,633.9000244,1380
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+24/11 12:00,1441,958.5,2107,1614,1262,1275,1762,1913,1271,2280,919.5,729.0999756,812.2999878,759.9000244,925.5,1037,2335,625.5999756,1100,1179,901.7000122,661.7000122,755,553.2999878,544.2999878,492.3999939,567.5,603.5,462.7000122,631.7999878,653.9000244,748,950.9000244,915.7999878,1856,1129,873,932.5999756,870.2999878,1299,1216,1010,874.5999756,1000,967.7000122,863.2000122,1004,848.7000122,979,1151,1488,966.5999756,1369,812,1109,1684,902.9000244,554.5,1235
+25/11 12:00,1392,925.5,2116,1558,1201,1233,1660,1826,1238,2157,1001,728,790.7000122,725.7999878,889.2000122,1021,2282,603.5,1055,1116,892,639.4000244,678.2999878,531.5999756,567.9000244,470.7000122,541.7999878,588.7999878,445.2000122,620.7000122,653.5,702.5,897.9000244,838.9000244,1763,1055,844.9000244,892,842.2000122,1306,1156,969.9000244,706.7999878,985,939.5999756,837.2999878,967.0999756,833.5,972,1114,1425,947.9000244,1291,792.0999756,1102,1424,861.5,542.5,1201
+26/11 12:00,1351,889.2000122,2087,1476,1168,1193,1523,1744,1208,2110,1066,728,764.2000122,703.0999756,859.4000244,1020,2227,588.7999878,1025,1078,877.9000244,611.7999878,620,514.2000122,577.2999878,457.5,530.7000122,576.7999878,433.7000122,610.5,646.4000244,669.9000244,838.2999878,821.5999756,1716,1014,808.5999756,868.7000122,822.2000122,1314,1113,942.2999878,678.0999756,959,915.2000122,799.4000244,939.5999756,819.4000244,969.2999878,1080,1403,923.5999756,1238,772.5999756,,1336,838.4000244,539.7999878,1179
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+28/11 12:00,1301,828.0999756,1908,1354,1113,1148,1397,1635,1158,1951,1125,728,717.7000122,638.0999756,791.7999878,1018,2062,570.5999756,968.7999878,1006,829.7000122,580.7999878,526.2999878,493.1000061,546.7000122,443.8999939,504.3999939,539.0999756,406.1000061,535.5999756,616.2999878,650.4000244,751.2000122,783.2000122,1621,944.5,801.5999756,760.4000244,781,1280,994.4000244,894.5999756,650.9000244,919.5,833.5,703.0999756,895.7000122,743.5999756,957.4000244,1025,1294,846,1177,743,,1137,771,507.7999878,1104
+29/11 12:00,1204,791.7999878,1795,1293,1005,1074,1366,1571,1162,1897,1090,723.7000122,704.7000122,624.7000122,764.2000122,1006,1967,555.0999756,946.5999756,978.5,809.7000122,579.5,521.4000244,476.7000122,544.9000244,451.2000122,500.7999878,523.2000122,388.6000061,547.5,597.2999878,634.9000244,737.0999756,772.2999878,1556,940.0999756,778.7999878,716.5999756,754.5,1262,963.9000244,862.2000122,636.7000122,900,803.7000122,657.5,864.2999878,713.2999878,943.4000244,996.0999756,1244,779.9000244,1143,723.9000244,,1129,746.2000122,493.1000061,1042
+30/11 12:00,1163,768.5,1697,1234,982.2999878,1051,1361,1523,1185,1811,1012,705.2000122,685.7000122,603.5,744.2000122,985.5,1854,537.4000244,920.0999756,954.0999756,825.9000244,591,555.0999756,465.2000122,495.3999939,443.2000122,488.8999939,502.3999939,374.2999878,595,590.0999756,619,641.2000122,796.0999756,1519,928.7000122,745.2999878,697.5999756,728,1215,957.4000244,841.5999756,626.5,880.5,756.0999756,612.7999878,844.2999878,682.7000122,938,964.5,1195,744.2000122,1099,697.5,,1108,733.2000122,472.8999939,975.0999756
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Banankoro.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Banankoro.csv
new file mode 100644
index 0000000..45e1e90
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Banankoro.csv
@@ -0,0 +1,367 @@
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+05/09 12:00,3587,3204,5833,3074,4369,2716,1952,3800,3386,2277,1530,2610,3708,2758,3210,2205,2210,1550,2507,2418,2005,2494,2044,2024,2096,2054,1822,3379,3656,2596,2356,2841,3045,2629,3403,2409,,,,,3304,3353,2861,2681,1563,2168,3473,1920,2476,2753,2342,3747
+06/09 12:00,3707,3119,5891,3327,4304,2766,2053,3872,3504,2150,1543,2682,3789,2720,3139,2199,2184,1586,2420,2519,1995,2579,2029,2026,2092,2058,1901,3339,3667,2679,2667,2831,3003,2647,3640,2475,,,,,3375,3362,3261,2690,1538,2180,3532,1984,2524,2698,2362,3909
+07/09 12:00,3821,3055,5851,3674,4236,2802,2157,4029,3554,2087,1559,2754,3843,2743,2953,2191,2136,1604,2353,2576,1968,2657,2017,2009,2076,2065,1969,3315,3672,2767,2690,2838,2994,2643,3881,2554,,,,,3385,3363,3593,2757,1522,2250,3711,2112,2579,2649,2399,3966
+08/09 12:00,3959,3033,5726,3977,4159,2819,2222,4137,3707,2077,1580,2832,3889,2791,2879,2192,2064,1619,2330,2583,1931,2668,2018,2019,2057,2073,1987,3296,3656,2937,2689,2895,3072,2614,4054,2635,,,,,3374,3351,3774,2848,1500,2382,3820,2295,2676,2623,2474,3943
+09/09 12:00,4078,3044,5636,4072,4081,2820,2264,4253,3843,2087,1614,2904,3911,2918,2829,2233,2017,1609,2333,2563,1904,2716,2020,2060,2047,2092,1986,3310,3658,3110,2702,2961,3139,2592,4174,2710,,,,,3410,3248,3857,2765,1462,2558,3905,2420,2807,2639,2549,3985
+10/09 12:00,4168,3049,5582,4128,4012,2820,2279,4377,3898,2135,1714,2977,3909,3016,2831,2294,2014,1575,2351,2549,1898,2770,2004,2084,2015,2147,1992,3266,3642,3266,2739,3002,3177,2598,4251,2768,,,,,3456,3273,3814,2749,1432,2692,3998,2509,2878,2682,2590,4014
+11/09 12:00,4283,3072,5550,4214,3976,2811,2273,4425,4007,2213,1825,3028,3903,3074,2789,2315,2029,1532,2378,2601,1909,2865,1978,2077,1990,2206,1916,3225,3575,3311,2915,2925,3175,2649,4302,2800,,,,,3506,3253,3783,2889,1404,2649,4020,2593,2912,2729,2598,4034
+12/09 12:00,4400,3042,5485,4248,3953,2773,2272,4489,4114,2295,1927,3013,3853,3095,2750,2324,2023,1504,2418,2651,1923,3015,1952,2065,1942,2231,1870,3266,3536,3308,2929,2840,3130,2715,4309,2826,,,,,3548,3205,3814,2938,1388,2597,4033,2735,2968,2800,2639,4041
+13/09 12:00,4488,3064,5424,4247,3915,2736,2272,4479,4231,2413,2046,2992,3642,3160,2779,2319,1997,1462,2500,2612,1906,3202,1946,2087,1885,2186,1825,3336,3502,3310,2929,2767,3108,2773,4284,2850,,,,,3518,3213,3817,2990,1390,2570,4009,2828,2982,3003,2621,4055
+14/09 12:00,4496,3066,5286,4215,3903,2709,2285,4454,4342,2709,2241,2949,3533,3210,2836,2350,1912,1405,2643,2563,1878,3258,1959,2168,1820,2109,1810,3417,3481,3360,2935,2794,3112,2804,4192,2905,,,,,3489,3230,3719,3183,1393,2551,3953,2833,2844,3115,2571,4065
+15/09 12:00,4559,3200,5179,4130,3866,2698,2360,4387,4428,2793,2452,2885,3449,3231,2914,2410,1822,1364,2731,2527,1852,3195,2000,2194,1750,2014,1780,3596,3555,3409,2958,2822,3161,2831,4116,2986,,,,,3471,3300,3664,3197,1468,2567,3896,2845,2790,3168,2497,4044
+16/09 12:00,4679,3277,5068,4082,3825,2691,2490,4236,4501,2788,2677,2996,3318,3158,2966,2471,1825,1330,2769,2528,1808,3105,2070,2208,1683,1958,1753,3733,3632,3428,2966,2816,3304,2807,4138,3058,,,,,3466,3364,3675,3116,1618,2609,3865,2850,2753,3213,2417,4004
+17/09 12:00,4810,3313,4956,4012,3779,2699,2582,4207,4576,2767,2851,3123,3183,3051,2955,2499,2081,1322,2781,2557,1795,3042,2116,2205,1642,1963,1731,3784,3640,3395,2941,2802,3469,2759,4185,3112,,,,,3461,3475,3681,3037,1773,2642,3863,2855,2698,3237,2355,3953
+18/09 12:00,4890,3335,4874,3917,3786,2730,2633,4185,4576,2719,2874,3262,3108,2952,2952,2503,2336,1335,2820,2551,1798,2993,2142,2188,1623,1984,1718,3792,3698,3387,2914,2850,3524,2714,4248,3131,,,,,3421,3572,3695,2971,1823,2657,3861,2885,2679,3276,2271,3909
+19/09 12:00,4967,3356,4744,3807,3887,2739,2695,4334,4477,2688,2884,3405,3028,2871,2945,2510,2392,1353,2866,2544,1785,2880,2139,2173,1624,2016,1708,3836,3858,3362,2920,2891,3523,2762,4277,3094,,,,,3355,3606,3706,2888,1915,2674,3808,2918,2682,3342,2181,3859
+20/09 12:00,5059,3403,4681,3723,3932,2740,2732,4497,4360,2663,2894,3545,2934,2787,2960,2493,2461,1365,2936,2548,1756,2739,2109,2181,1630,2025,1690,3882,,3406,2945,2888,3525,2839,4252,3042,,,,,3297,3634,3703,2821,1979,2703,3658,2934,2697,3376,2156,3802
+21/09 12:00,5108,3460,4616,3643,3979,2747,2751,4588,4261,2741,2895,3692,2860,2667,3021,2417,2559,1375,2979,2572,1748,2577,2053,2166,1653,2035,1662,3963,,3441,2947,2952,3508,2883,4154,2981,,,,,3255,3659,3706,2754,2023,2744,3507,2963,2708,3324,2136,3740
+22/09 12:00,5124,3512,4545,3502,4052,2775,2759,4639,4217,2807,2864,3847,2771,2538,3072,2328,2657,1395,2996,2620,1751,2465,1988,2109,1742,2051,1640,4013,4116,3454,2947,3222,3480,2931,4078,2939,,,,,3208,3660,3688,2697,2072,2809,3368,2978,2696,3270,2122,3683
+23/09 12:00,5104,3550,4462,3419,4121,2798,2744,4756,4190,2860,2826,4003,2647,2413,3137,2227,2748,1433,3050,2665,1783,2432,1907,2025,1809,2068,1646,4057,4167,3421,2939,3295,3422,3006,4030,2910,,,,,3150,3641,3682,2607,2158,2857,3260,3015,2678,3224,2148,3614
+24/09 12:00,5107,3608,4392,3324,4192,2796,2683,4871,4197,2918,2793,4130,2558,2289,3178,2126,2788,1511,3088,2720,1892,2448,1824,1963,1864,2088,1650,4111,4191,3373,2908,3466,3377,3094,3985,2919,,,,,3050,3632,3685,2584,2246,2878,3159,3105,2657,3193,2190,3549
+25/09 12:00,5177,3697,4327,3250,4243,2768,2638,4926,4207,3004,2756,4152,2368,2169,3195,2016,2797,1574,3097,2773,2088,2441,1818,1903,1912,2094,1644,4075,4220,3375,2883,3550,3360,3170,3922,2941,,,,,3001,3605,3687,2539,2347,2917,3084,3128,2656,3172,2213,3526
+26/09 12:00,5344,3752,4335,3176,4268,2717,2603,4961,4244,3100,2723,4126,2201,2060,3205,1896,2793,1573,3089,2794,2336,2405,1795,1883,1956,2090,1642,3995,4266,3406,2865,3582,3325,3221,3836,2948,,,,,2889,3588,3696,2520,2425,2920,3046,3134,2658,3204,2235,3508
+27/09 12:00,5712,3801,4454,3113,4243,2667,2523,4963,4297,3183,2681,4090,2170,1954,3172,1817,2777,1546,3053,2779,2518,2347,1767,1896,1980,2083,1664,3910,4325,3446,2845,3626,3285,3253,3736,2852,,,,,2828,3561,3641,2513,2457,2916,2974,3145,2706,3267,,3541
+28/09 12:00,5993,3852,4524,3086,4187,2567,2446,4909,4397,3278,2629,4067,2176,1843,3139,1741,2759,1495,3010,2731,2565,2268,1743,1935,1966,2031,1689,3821,4352,3478,2831,3644,3234,3276,3604,2773,,,,,2817,3507,3491,2479,2457,2901,2906,3125,2860,3331,,3610
+29/09 12:00,6102,3903,4553,2996,4092,2485,2378,4775,4501,3368,2571,4056,2212,1737,3114,1697,2739,1448,2960,2662,2558,2206,1709,1960,1924,1976,1696,3752,4278,3510,2849,3643,3167,3299,3474,2683,,,,,2935,3432,3348,2420,2446,2795,2866,3066,2919,3345,2312,3639
+30/09 12:00,6242,3814,4568,2920,4040,2416,2293,4602,4612,3434,2516,4064,2248,1628,3072,1688,2712,1416,2885,2595,2541,2138,1653,1935,1882,1924,1696,3705,4170,,2842,3630,3023,3326,3387,2594,,,,,2919,3344,3201,2353,2445,2654,2812,2962,3042,3349,2303,3665
+01/10 12:00,6390,3682,4556,2840,3947,2363,2199,4493,4719,3476,2457,4103,2275,1533,2995,1679,2683,1386,2788,2538,2539,2053,1576,1893,1813,1863,1693,3673,4076,,2807,3610,2873,3384,3316,2497,,,,,2819,3286,3086,2297,2463,2562,2826,2874,3178,3371,2273,3692
+02/10 12:00,6545,3651,4574,2768,3760,2314,2114,4389,4757,3505,2402,4140,2294,1443,2920,1664,2674,1393,2687,2503,2579,1961,1485,1863,1750,1806,1676,3611,4018,3622,2766,3585,2768,3357,3246,2402,,,,,2814,3242,3017,2256,2509,2517,2832,2787,3215,3393,2232,3722
+03/10 12:00,6690,3634,4569,2696,3471,2278,2056,4285,4797,3561,2324,4128,2314,1352,2840,1649,2657,1439,2608,2507,2589,1879,1407,1834,1702,1749,1644,3544,3908,3638,2732,3538,2686,3349,3116,2295,,,,,2809,3220,2951,2222,2582,2457,2828,2755,3153,3402,2192,3757
+04/10 12:00,6834,3612,4548,2618,3252,2246,1980,4181,4788,3660,2204,4054,2337,1274,2766,1638,2573,1508,2567,2518,2562,1746,1353,1852,1645,1700,1607,3495,3813,3626,2707,3470,2673,3332,3011,2195,,,,,2767,3241,2888,2197,2670,2436,2811,2719,3107,3389,2158,3770
+05/10 12:00,6980,3570,4543,2544,3134,2217,1885,4077,4738,3758,2115,3859,2365,1212,2691,1644,2459,1542,2542,2473,2514,1679,1353,1840,1578,1649,1594,3465,3696,3616,2685,3388,2605,3309,2954,2120,,,,,2719,3280,2777,2172,2706,2408,2777,2831,3218,3358,2117,3759
+06/10 12:00,7132,3472,4543,2464,3002,2196,1810,3976,4684,3793,2030,3787,2386,1147,2630,1670,2370,1555,2518,2375,2446,1600,1392,1794,1532,1614,1590,3490,3575,3550,2648,3304,2646,3296,2913,2084,,,,,2652,3302,2783,2125,2678,2396,2693,2878,3258,3309,1945,3724
+07/10 12:00,7242,3421,4485,2391,2828,2141,1732,3881,4626,3792,1966,3740,2407,1118,2569,1696,2326,1587,2473,2254,2379,1542,1449,1726,1517,1576,1569,3520,3495,3460,2606,3244,2681,3295,2872,2055,,,,,2567,3268,2757,2075,2598,2365,2672,2987,3301,3248,1794,3683
+08/10 12:00,7250,3190,4466,2318,2684,2131,1678,3778,4549,3800,1954,3680,2430,1095,2507,1719,2265,1700,2412,2154,2317,1493,1552,1672,1551,1551,1528,3534,3438,3371,2567,3172,2705,3308,2813,2046,,,,,2481,3198,2715,2064,2487,2338,2604,3043,3323,3192,1715,3646
+09/10 12:00,7187,2969,4441,2242,2577,2035,1630,3674,4454,3887,1943,3529,2458,1067,2433,1681,2193,1745,2338,2069,2252,1438,1692,1624,1643,1528,1489,3557,3450,3235,2532,3047,2786,3323,2726,2002,,,,,2391,3130,2585,2071,2323,2317,2549,3004,3339,3079,1692,3629
+10/10 12:00,6952,2911,4415,2175,2495,1977,1597,3573,4290,4004,1928,3413,2467,1047,2324,1566,2093,1743,2247,1996,2192,1385,1845,1614,1775,1523,1444,3617,3480,3163,2491,3007,2831,3364,2638,1899,,,,,2310,3063,2504,2065,2196,2344,2512,2951,3338,2919,1634,3614
+11/10 12:00,6798,2884,4377,2108,2429,1943,1574,3481,4088,4040,1908,3276,2437,1054,2215,1445,1947,1729,2158,1924,2098,1318,2000,1603,1853,1499,1404,3788,3484,3074,2481,2936,2837,3386,2557,1822,,,,,2233,2987,2452,2075,2095,2402,2428,2879,3307,2786,1561,3595
+12/10 12:00,6643,2846,4311,2041,2384,1890,1550,3388,3892,4036,1850,3145,2398,1067,2105,1403,1784,1731,2064,1854,1985,1246,2100,1581,1862,1443,1388,3978,3450,2976,2406,2814,2823,3329,2473,1762,,,,,2165,2897,2439,2064,1981,2428,2384,2817,3304,2631,1498,3592
+13/10 12:00,6498,2811,4278,1980,2326,1774,1520,3294,3699,4012,1789,3019,2365,1081,2009,1364,1623,1715,1988,1787,1890,1174,2143,1561,1856,1390,1378,4063,3424,2879,2343,2739,2819,3203,2352,1745,,,,,2109,2807,2428,2033,1882,2389,2326,2697,3294,2482,1442,3585
+14/10 12:00,6354,2766,4299,1917,2260,1737,1490,3198,3514,3986,1729,2895,2324,1078,1911,1326,1448,1660,1888,1712,1806,1103,2148,1534,1852,1343,1381,4045,3445,2770,2271,2701,2843,3097,,1759,,,,,2057,2694,2348,2003,1831,2313,2262,2555,3278,2330,1392,3611
+15/10 12:00,6210,2737,4380,1850,2219,1728,1460,3107,3364,3960,1666,2770,2287,1033,1810,1295,1363,1584,1795,1633,1740,1043,2130,1474,1836,1297,1403,3960,3448,2625,2159,2683,2894,2988,,1784,,,,,1990,2589,2262,2020,1735,2249,2206,2489,3233,2225,1361,3601
+16/10 12:00,6066,2703,4419,1787,2144,1751,1425,3023,3246,3934,1601,2721,2249,1026,1714,1276,1341,1492,1731,1564,1691,994.7999878,2092,1426,1810,1256,1433,3818,3439,2493,1989,2637,2947,3008,,1814,,,,,1920,2482,2260,2063,1701,2198,2168,2409,3117,2142,1319,3533
+17/10 12:00,5918,2617,4476,1720,2068,1774,1377,2940,3015,3911,1546,2674,2185,1009,1631,1270,1271,1391,1710,1510,1656,954.9000244,2029,1393,1780,1249,1451,3700,3405,2394,1908,2575,2998,3003,,1823,,,,,1843,2411,2250,2189,1697,2149,2071,2260,2996,2075,1261,3429
+18/10 12:00,5764,2519,4522,1659,2006,1803,1344,2858,2808,3894,1493,2633,2120,989.4000244,1586,1290,1197,1304,1636,1459,1635,926.2000122,1964,1369,1746,1286,1449,3623,3364,2352,1813,2505,3038,3016,,1805,,,,,1779,2375,2210,2433,1696,2105,2036,2168,2874,1983,1219,3263
+19/10 12:00,5621,2433,4595,1599,1951,1887,1308,2766,2605,3869,1442,2592,2060,982.5999756,1550,1320,1141,1224,1548,1408,1621,916.2999878,1883,1356,1684,1317,1435,3424,3323,2352,1759,2428,3042,3012,,1779,,,,,1732,2372,2176,,1683,2058,1982,2060,2868,1926,1192,3092
+20/10 12:00,5480,2220,4695,1540,1907,1960,1285,2645,2436,3846,1393,2551,2005,975.5,1518,1371,1101,1163,1463,1355,1615,898.2000122,1771,1345,1589,1306,1416,3343,3276,2392,1766,2348,3002,2987,,1756,,,,,1700,2372,2126,,1687,2020,1931,1906,2852,1896,1148,2926
+21/10 12:00,5299,2160,4783,1486,1845,2036,1263,2543,2386,3835,1348,2508,1945,956.5,1480,1424,1071,1106,1393,1304,1615,876.5999756,1646,1318,1514,1295,1386,3302,3194,2418,1732,2267,3040,2919,,1728,,,,,1655,2367,2089,2650,1678,1990,1872,1884,2717,1854,1083,2734
+22/10 12:00,5013,2046,4848,1435,1803,2124,1238,2449,2344,3840,1319,2459,1885,921.0999756,1438,1412,1053,1056,1342,1254,1613,858.9000244,1527,1284,1441,1258,1360,3186,3000,2427,1723,2198,3007,2840,,1704,,,,,1642,2341,2057,2768,1655,2005,1797,1812,2634,1823,1011,2582
+23/10 12:00,4810,2034,4896,1386,1767,2257,1222,2355,2304,3867,1291,2417,1824,913,1401,1363,1029,1009,1325,1197,1605,841.5,1437,1242,1389,1241,1333,3098,2855,2408,1727,2153,2955,2750,,1664,,,,,1641,2269,2046,2859,1609,2031,1766,1680,2574,1775,990.2999878,2440
+24/10 12:00,4594,1995,4948,1337,1687,2352,1201,2258,2266,3911,1263,2375,1763,905.9000244,1361,1318,1016,977.5,1270,1144,1590,824.0999756,1373,1192,1393,1215,1305,3007,2770,2352,1709,2135,2895,2684,,1603,,,,,1646,2210,2008,2902,1564,2056,1670,1608,2498,1724,982.7999878,2302
+25/10 12:00,4355,2001,5083,1288,1502,2418,1182,2170,2219,3958,1235,2334,1703,907.5999756,1324,1278,1005,943,1218,1092,1584,805.4000244,1305,1144,1405,1164,1271,2935,2561,2312,1694,2021,2798,2623,,1533,,,,,,2155,2020,2927,1505,2080,1602,1586,2402,1655,952.0999756,2183
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+27/10 12:00,4185,1842,5435,1199,1407,2392,1162,2003,2066,3877,1179,2247,1591,984.7999878,1245,1212,963.9000244,877.5999756,1115,1035,1619,745.4000244,1161,1049,1361,1035,1205,2766,2375,2112,1632,1907,2598,2493,1323,,,,,,,2064,2044,2837,1414,2089,1487,1430,2254,1519,877,1989
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bougouni.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bougouni.csv
new file mode 100644
index 0000000..607efbe
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Bougouni.csv
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Dire.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Dire.csv
new file mode 100644
index 0000000..712f5d0
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Dire.csv
@@ -0,0 +1,367 @@
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+22/08 12:00,973.2999878,1086,1143,1527,1383,1464,837.7999878,1199,1267,1088,1146,1017,1068,774.7000122,1101,1279,593.7999878,977.7000122,1108,1285,758.9000244,827.5,934.9000244,562.9000244,1244,1227,989.2000122,734.9000244,1072,1272,736.0999756,1111,873.2000122,746.2999878,696.2000122,857.5,576.9000244,637.7999878,933.0999756,600.9000244,909.7000122,893.9000244,842.2000122,694.4000244,1080,817,877.7000122,955.0999756,930.5,928.4000244,1027,1057,857.7000122,1287,794.9000244,1100,1078,899.4000244,1183,596.4000244,1036,778.4000244,1178,741.2999878,803.4000244,924.9000244,1029,880.2999878,1128
+23/08 12:00,1014,1118,1154,1541,1412,1477,864.5,1236,1278,1111,1174,1044,1110,802.5999756,1131,1312,616.4000244,1022,1138,1319,791.5999756,854.2999878,954.4000244,615.7000122,1299,1235,1013,750.5,1100,1306,777,1122,891.5,757.7999878,722.4000244,870.2999878,594.0999756,664.5999756,957.7000122,647.7999878,929.0999756,908.4000244,865.7000122,719.5999756,1100,849.4000244,893.9000244,968.0999756,950.2999878,964.4000244,1054,1073,885.2000122,1306,814.9000244,1092,1093,935.5,1206,629.5999756,1044,799.2000122,1198,759.7999878,828.9000244,944.5999756,1050,898.5,1137
+24/08 12:00,1054,1143,1169,1555,1434,1485,894.0999756,1264,1295,1128,1200,1071,1130,835.9000244,1167,1348,629.0999756,1042,1165,1350,812.4000244,887,976,641.2999878,1320,1264,1052,761.7999878,1129,1336,805,1138,905.4000244,765.4000244,745.5999756,882.7000122,605.9000244,685,970.4000244,686.5999756,951.2999878,923.0999756,890,749,1123,880.2000122,927.7000122,979.7000122,978.5999756,1006,1061,1099,909.2000122,1324,837,1090,1106,970.5,1240,660.0999756,1050,824.5,1224,768.7999878,854.0999756,964,1070,921.5999756,1146
+25/08 12:00,1090,1168,1189,1553,1459,1483,934,1289,1306,1144,1230,1090,1155,870.9000244,1195,1384,648.5,1062,1191,1364,839.7000122,931.5,1004,659,1345,1281,1087,767,1157,1364,828.4000244,1165,922.4000244,776.0999756,762,907.9000244,619.2999878,703.2000122,986.5999756,727.2999878,961.2000122,930.4000244,906.4000244,776.5,1145,913.5999756,962.9000244,996.2999878,1002,1048,1070,1137,933.9000244,1341,871.4000244,1088,1123,1003,1260,699.7000122,1015,847.4000244,1250,777.0999756,878.5999756,973.2000122,1097,940.5999756,1161
+26/08 12:00,1121,1193,1216,1539,1484,1482,979.9000244,1310,1316,1166,1254,1111,1176,900.0999756,1231,1417,671.2999878,1095,1213,1380,871.2000122,955.7000122,1031,712.2000122,1376,1283,1119,789.0999756,1183,1383,847.2999878,1195,934.5,785.0999756,780.9000244,930.2999878,630.0999756,725.4000244,1005,743.7999878,976.9000244,944,920.5999756,805.9000244,1171,936.0999756,986.2000122,1013,1030,1071,1078,1175,947.5,1356,890.7999878,1095,1143,1030,1291,734.5,919.7999878,871.7000122,1278,799.2000122,908.5999756,977.2000122,1134,969.4000244,1180
+27/08 12:00,1138,1218,1249,1529,1504,1484,1009,1335,1333,1185,1274,1145,1192,934.5999756,1286,1444,703.5,1134,1235,1396,906.5999756,978.2999878,1059,774.0999756,1377,1295,1154,802.4000244,1204,1400,879.5,1223,957.2000122,796.7000122,803.4000244,958.9000244,641.7999878,750.2000122,1026,761.2000122,996.9000244,960.2999878,923.5999756,823.2999878,1199,959.4000244,1011,1027,1054,1092,1093,1207,966.5999756,1367,912,1116,1157,1048,1323,781.0999756,798.0999756,893.7999878,1314,832.7999878,939.5,996.0999756,1161,992.5,1198
+28/08 12:00,1146,1247,1285,1526,1522,1486,1034,1358,1345,1207,1297,1182,1205,966.0999756,1320,1464,746,1177,1251,1412,930.9000244,1009,1084,803.5,1376,1323,1184,810.4000244,1223,1417,898.9000244,1251,974.7000122,816.5,810.2999878,975.5999756,656.2999878,771.2000122,1037,816.5999756,1010,973.2999878,926.0999756,843.5,1227,988.4000244,1035,1045,1084,1114,1108,1229,986.5,1380,926.7000122,1139,1173,1069,1349,819.4000244,652,924.0999756,1323,871.5,957.2000122,1015,1178,1008,1224
+29/08 12:00,1155,1281,1325,1531,1539,1491,1062,1360,1349,1223,1328,1230,1225,1000,1345,1485,789.4000244,1208,1269,1427,949.0999756,1029,1092,821.5,1373,1357,1210,831.5,1256,1438,921.0999756,1284,995.2999878,842.5999756,821.7000122,989,677.2999878,784.2000122,1053,842.4000244,1030,995.2999878,929.9000244,853.2000122,1251,1022,1067,1064,1108,1138,1124,1247,1016,1400,936.9000244,1162,1195,1101,1357,855.5999756,481.2999878,948.9000244,1347,912.7000122,972.5999756,1038,1198,1016,1252
+30/08 12:00,1165,1311,1371,1538,1546,1503,1083,1376,1364,1245,1351,1280,1249,1030,1380,1507,815.4000244,1232,1287,1440,972.5,1048,1101,847.7999878,1399,1402,1230,837.2000122,1283,1466,954.4000244,1326,1014,858.7000122,839.2999878,1005,695.7999878,804.5999756,1070,859.7999878,1046,1019,936.4000244,862.0999756,1274,1053,1095,1081,1131,1167,1142,1259,1045,1407,,1190,1210,1123,1375,886.5999756,162.1999969,973.5999756,1376,948.7000122,995.4000244,1063,1222,1021,1274
+31/08 12:00,1177,1338,1417,1548,1548,1518,1103,1394,1376,1270,1381,1302,1271,1055,1408,1519,841.0999756,1254,1305,1457,995.2000122,1065,1112,880.2999878,1420,1430,1257,850.0999756,1308,1481,975.9000244,1371,1029,883.5,861.5,1026,705.2000122,825.2999878,1096,879.5999756,1061,1035,941.2999878,880.7000122,1287,1079,1115,1091,1152,1202,1157,,1068,1417,,1220,1229,1145,1381,914.5,5.368000031,1004,1406,907.2000122,1014,1078,1253,1031,1288
+01/09 12:00,1192,1360,1464,1567,1546,1534,1126,1410,1407,1281,1404,1321,1295,1072,1429,1527,862.4000244,1291,1322,1469,1016,1083,1133,894.7000122,1429,1442,1276,869,1329,1493,1009,1394,1044,912.4000244,875.2000122,1041,716.7000122,836.7999878,1129,897,1072,1054,947.4000244,905.4000244,1307,1106,1125,1108,1170,1222,1176,,1083,1441,,1236,1249,1177,1390,966.2999878,132.8000031,1032,1427,1040,1039,1093,1302,1050,1310
+02/09 12:00,1209,1383,1518,1581,1547,1550,1157,1420,1430,1292,1408,1340,1315,1100,1439,1528,890.9000244,1314,1338,1479,1043,1087,1161,911.7999878,1448,1466,1278,902.4000244,1342,1510,1039,1412,1061,934.0999756,883.0999756,1060,740.9000244,850.2000122,1157,914.9000244,1075,1074,955.2999878,932.5,1326,1126,1139,1127,1200,1249,1194,,1091,1459,,1258,1256,1205,1407,986.7999878,276.2000122,1054,1447,1091,1056,1117,1319,1065,1330
+03/09 12:00,1225,1405,1561,1591,1552,1567,1186,1438,1443,1306,1413,1358,1329,1122,1448,1528,918.7000122,1329,1351,1494,1066,1097,1171,932.7000122,1462,1491,1286,933.4000244,1362,1525,1072,1422,1082,961.7999878,895.5,1081,764.7999878,862.7000122,1204,929.9000244,1086,1094,964.5999756,955.2999878,1340,1150,1155,1142,1222,1277,1209,,1103,1476,,1274,1283,1227,1432,996.0999756,396.1000061,1078,1469,1124,1081,1142,1328,1079,1348
+04/09 12:00,1242,1427,1573,1599,1555,1589,1209,1460,1457,1315,1421,1377,1343,1148,1453,1527,936.7000122,1330,1363,1503,1096,1110,1187,959.7999878,1489,1499,1310,954.7999878,1402,1543,1108,1438,1101,996.5,909,1104,789.7000122,877.7999878,1231,940.7999878,1098,1111,974.7000122,974.9000244,1359,1177,1170,1159,1236,1304,1226,1307,1114,1491,,1296,1300,1255,1457,1024,530.2999878,1096,1493,1162,1102,1165,1337,1097,1379
+05/09 12:00,1262,1448,1580,1606,1567,1615,1238,1486,1473,1329,1433,1393,1360,1178,1460,1546,959.9000244,1343,1375,1519,1119,1126,1208,987.4000244,1522,1515,1329,972.5,1445,1563,1129,1454,1114,1010,922.5999756,1127,809.5999756,889.0999756,1257,958.4000244,1107,1131,985.4000244,988.0999756,1377,1208,1185,1180,1251,1327,1243,1318,1128,1512,,1324,1317,1283,1480,1064,668.4000244,1120,1517,1195,1123,1173,1345,1110,1410
+06/09 12:00,1280,1470,1592,1611,1576,1631,1257,1507,1485,1342,1448,1412,1382,1211,1470,1579,987.0999756,1355,1392,1530,1144,1139,1220,1012,1524,1531,1350,984.9000244,1448,1589,1158,1470,1132,1030,933,1138,836.4000244,908.2999878,1270,978.7999878,1114,1149,995.5999756,1004,1392,1237,1208,1194,1278,1354,1260,1340,1133,1538,,1342,1331,1315,1497,1090,784.2000122,1143,1523,1233,1148,1190,1355,1121,1437
+07/09 12:00,1302,1492,1607,1613,1592,1647,1269,1532,1499,1362,1467,1434,1390,1234,1478,1601,1019,1368,1410,1531,1163,1158,1236,1040,1540,1543,1353,1003,1451,1614,1170,1487,1163,1042,950.4000244,1156,869.2999878,929.4000244,1286,996.2000122,1129,1172,1004,1023,1406,1259,1229,1205,1321,1388,1274,1358,1138,1561,1053,1360,1341,1362,1511,1113,891.5999756,1158,1523,1264,1163,1210,1379,1134,1463
+08/09 12:00,1323,1506,1626,1618,1608,1667,1283,1563,1511,1383,1492,1452,1400,1250,1497,1624,1048,1382,1435,1530,1190,1182,1239,1062,1549,1559,1350,1030,1455,1641,1181,1502,1183,1055,960.2000122,1181,893,945.0999756,1306,1014,1143,1187,1018,1036,1418,1277,1242,1215,1354,1426,1293,1375,1144,1583,1068,1374,1356,1390,1523,1140,932.0999756,1197,1525,1271,1170,1223,1400,1157,1494
+09/09 12:00,1343,1522,1632,1619,1632,1690,1301,1585,1521,1405,1506,1466,1438,1264,1514,1637,1076,1407,1454,1534,1208,1212,1236,1075,1580,1585,1360,1059,1463,1684,1216,1519,1207,1061,974.2000122,1203,922.7000122,962.2000122,1327,1035,1163,1196,1036,1052,1436,1298,1256,1228,1376,1479,1307,1392,1152,1592,1089,1381,1372,1394,1546,1167,966.2999878,1211,1536,1285,1187,1248,1419,1175,1514
+10/09 12:00,1366,1536,1635,1621,1662,1718,1331,1609,1533,1430,1518,1474,1466,1276,1520,1649,1103,1446,1481,1538,1236,1240,1244,1097,1611,1611,1384,1072,1478,1722,1239,1541,1230,1069,980.5999756,1226,949.0999756,976.5,1332,1058,1175,1211,1053,1070,1455,1314,1266,1239,1395,1512,1323,1405,1165,1599,,1399,1387,1404,1569,1189,1171,1223,1553,1304,1198,1268,1432,1189,1528
+11/09 12:00,1383,1545,1646,1633,1683,1744,1363,1628,1544,1451,1524,1483,1484,1297,1527,1662,1129,1488,1509,1548,1250,1261,1263,1132,1619,1631,1407,1088,1472,1751,1260,1554,1243,1095,980.4000244,1235,961.7999878,992.5,1349,1066,1186,1223,1071,1090,1473,1331,1273,1256,1422,1536,1343,1426,1179,1617,,1414,1411,1425,1587,1211,1813,1229,1572,1329,1215,1289,1448,1213,1539
+12/09 12:00,1400,1544,1651,1644,1706,1766,1385,1649,1556,1464,1530,1498,1500,1305,1553,1671,1165,1535,1525,1561,1276,1285,1289,1171,1618,1642,1430,1108,1482,1759,1277,1566,1262,1117,992.2999878,1248,983.9000244,1003,1363,1072,1201,1235,1087,1117,1490,1350,1289,1275,1457,1560,1363,1442,1195,1671,,1430,1438,1443,1594,1241,1895,1248,1579,1356,1236,1305,1454,1230,1549
+13/09 12:00,1424,1544,1662,1660,1736,1787,1401,1671,1569,1477,1538,1522,1517,1314,1568,1683,1211,1583,1541,1576,1291,1308,1296,1194,1635,1663,1447,1141,1502,1749,1294,1575,1286,1129,1005,1260,999.5,1012,1376,1085,1216,1246,1099,1133,1518,1361,1301,1286,1462,1599,1378,1459,1208,1696,,1441,1455,1457,1602,1278,1922,1258,1592,1383,1250,1314,1465,1245,1556
+14/09 12:00,1454,1547,1666,1674,1761,1809,1423,1696,1584,1499,1547,1544,1533,1323,1586,1697,1259,1620,1549,1590,1299,1331,1305,1228,1657,1677,1471,1165,1513,1753,1309,1589,1309,1139,1009,1277,1022,1031,1406,1097,1227,1253,1116,1143,1544,1372,1304,1300,1462,1626,1396,1472,1221,1709,,1454,1476,1479,1620,1307,1942,1266,1618,1409,1284,1326,1484,1259,1569
+15/09 12:00,1484,1551,1674,1685,1775,1833,1440,1719,1603,1517,1559,1563,1550,1330,1602,1707,1294,1652,1549,1604,1311,1345,1313,1264,1678,1681,1496,1189,1524,1761,1326,1602,1330,1153,1011,1298,1033,1043,1440,1114,1236,1262,1130,1166,1565,1383,1312,1319,1479,1643,1406,1486,1233,1728,,1465,1497,1491,1635,1346,1898,1271,1649,1431,1298,1352,1499,1270,1576
+16/09 12:00,1515,1559,1686,1698,1789,1843,1466,1737,1619,1533,1576,1575,1560,1340,1614,1703,1316,1687,1549,1616,1329,1350,1321,1293,1672,1685,1519,1216,1534,1775,1348,1610,1341,1157,1016,1316,1051,1047,1451,1130,1249,1272,1150,1183,1582,1402,1324,1329,1503,1663,1423,1507,1250,1749,,1471,1511,1512,1662,1365,1812,1295,1684,1453,1309,1365,1505,1281,1582
+17/09 12:00,1547,1568,1701,1713,1807,1839,1497,1755,1630,1552,1601,1578,1568,1357,1631,1711,1334,1706,1550,1628,1354,1359,1325,1288,1670,1693,1530,1234,1546,1803,1364,1622,1358,1160,1022,1338,1073,1058,1464,1137,1243,1287,1174,1196,1605,1427,1348,1340,1510,1670,1436,1529,1266,1772,,1478,1523,1521,1682,1390,1724,1305,1707,1477,1342,1372,1510,1289,1589
+18/09 12:00,1577,1580,1719,1727,1823,1832,1517,1776,1639,1574,1617,1582,1573,1376,1647,1715,1337,1716,1561,1640,1388,1368,1327,1300,1686,1702,1536,1259,1575,1842,1384,1642,1371,1180,1032,1355,1097,1063,1485,1150,1247,1302,1193,1208,1621,1452,1366,1356,1511,1675,1450,1548,1285,1794,,1486,1537,1541,1700,1399,1692,1304,1720,1509,1359,1383,1518,1297,1603
+19/09 12:00,1604,1593,1741,1740,1838,1829,1536,1793,1649,1603,1634,1580,1578,1390,1655,1718,1348,1712,1572,1645,1413,1376,1337,1305,1703,1713,1543,1276,1593,1876,1401,1652,1392,1195,1038,1371,1118,1067,1496,1169,1251,1316,1208,1219,1651,1472,1381,1372,1516,1671,1458,1565,1304,,,1494,1548,1562,1710,1407,1706,1308,1726,1523,1382,1399,1536,1308,1612
+20/09 12:00,1632,1608,1773,1751,1858,1834,1549,1802,1659,1645,1652,1577,1589,1399,1665,1726,1360,1706,1579,1656,1433,1384,1347,1306,1735,1727,1551,1282,1614,1917,1421,1662,1400,1203,1043,1378,1147,1087,1507,1195,1254,1327,1227,1239,1671,1485,1399,1385,1537,1676,1469,1577,1324,,,1504,1563,1579,1717,1419,1732,1317,1746,1533,1400,1420,1555,1323,1618
+21/09 12:00,1659,1625,1800,1761,1869,1841,1554,1817,1669,1684,1673,1573,1596,1410,1675,1734,1372,1699,1585,1667,1447,1401,1359,1324,1758,1743,1560,1282,1640,1949,1448,1673,1411,1210,1043,1389,1165,1098,1509,1227,1260,1337,1238,1254,1699,1501,1415,1392,1550,1685,1480,1589,1327,,1322,1517,1584,1605,1721,1431,1763,1330,1761,1549,1410,1449,1576,1344,1631
+22/09 12:00,1686,1645,1816,1769,1872,1853,1553,1831,1688,1717,1699,1572,1597,1425,1677,1748,1398,1688,1595,1674,1468,1419,1372,1332,1788,1764,1572,1290,1655,1971,1465,1684,1421,1217,1048,1409,1184,1113,1513,1264,1265,1344,1250,1266,1716,1518,1436,1406,1556,1691,1494,1600,1338,,1340,1528,1601,1620,1734,1447,1792,1344,1771,1553,1408,1475,1590,1354,1638
+23/09 12:00,1713,1666,1834,1782,1872,1866,1555,1843,1703,1729,1724,1577,1605,1439,1691,1766,1428,1681,1609,1684,1476,1441,1382,1332,1829,1788,1591,1304,1676,2005,1471,1696,1436,1230,1057,1423,1200,1130,1524,1295,1276,1358,1268,1281,1726,1537,1459,1418,1565,1711,1516,1607,1347,,1359,1537,1611,1632,1755,1465,1817,1353,1778,1563,1390,1513,1607,1361,1642
+24/09 12:00,1735,1686,1857,1798,1871,1879,1560,1859,1716,1738,1748,1589,1621,1450,1707,1781,1459,1677,1623,1698,1488,1463,1390,1331,1847,1806,1611,1327,1696,2022,1480,1709,1449,1245,1066,1424,1229,1135,1534,1310,1280,1376,1282,1295,1740,1553,1464,1429,1584,1724,1534,1614,1351,1826,1376,1549,1620,1642,1770,1491,1822,1364,1792,1579,1399,1537,1630,1364,1644
+25/09 12:00,1752,1706,1871,1819,1881,1899,1570,1873,1729,1745,1776,1601,1630,1464,1728,1795,1486,1675,1637,1714,1504,1493,1401,1330,1852,1827,1625,1347,1696,2009,1502,1725,1461,1255,1073,1422,1252,1135,1544,1326,1283,1394,1302,1300,1762,1560,1468,1441,1599,1736,1544,1624,1355,1842,1384,1556,1633,1657,1776,1505,1813,1374,1796,1602,1406,1550,1648,1376,1652
+26/09 12:00,1773,1727,1889,1846,1879,1916,1578,1885,1750,1749,1797,1612,1641,1481,1750,1808,1519,1677,1652,1733,1513,1530,1410,1338,1856,1849,1629,1362,1710,1993,1515,1736,1476,1270,1077,1432,1271,1139,1566,1328,1293,1409,1318,1305,1771,1569,1479,1457,1615,1767,1561,1635,1361,,1391,1565,1652,1670,1786,1519,1807,1382,1801,1624,1415,1561,1659,1381,1660
+27/09 12:00,1792,1753,1896,1874,1866,1932,1589,1899,1767,1742,1806,1628,1661,1499,1768,1815,1555,1684,1670,1755,1519,1574,1424,1376,1843,1865,1637,1378,1710,1974,1527,1744,1479,1287,1080,1448,1287,1158,1600,1325,1300,1417,1330,1311,1775,1582,1495,1469,1634,1811,1580,1647,1364,,,1584,1667,1678,1804,1543,1801,1387,1808,1648,1426,1580,1668,1381,1667
+28/09 12:00,1802,1774,1905,1911,1864,1954,1603,1911,1778,1735,1817,1640,1678,1519,1772,1821,1589,1696,1682,1764,1528,1620,1443,1413,1838,1883,1646,1401,1723,1953,1545,1750,1495,1300,1086,1462,1296,1172,1620,1324,1308,1424,1336,1312,1780,1586,1508,1490,1652,1774,1592,1661,1372,,,1596,1684,1689,1816,1573,1797,1390,1829,1682,1438,,1664,1382,1671
+29/09 12:00,1804,1786,1918,1946,1866,1962,1618,1921,1782,1741,1829,1657,1695,1537,1788,1818,1620,1713,1684,1767,1533,1651,1449,1436,1831,1905,1658,1414,1737,1937,1555,1761,1517,1316,1092,1471,1309,1177,1634,1325,1318,1429,1348,1318,1786,1598,1522,1500,1674,1799,1607,1675,1375,,,1606,1696,1702,1825,1592,1803,1393,1855,1680,1249,,1660,1384,1677
+30/09 12:00,1796,1784,1927,1993,1877,1967,1635,1924,1784,1751,1824,1673,1708,1559,1798,1806,1637,1728,1689,1769,1539,1656,1448,1439,1838,1916,1676,1428,1751,1940,1557,1773,1535,1328,1096,1480,1322,1188,1646,1328,1334,1440,1367,1325,1792,1623,1529,1516,1692,1824,1617,1689,1383,,,1619,1708,1720,1842,1611,1821,1399,1876,1692,1524,,1655,1388,1681
+01/10 12:00,1788,1779,1932,2030,1891,1982,1645,1926,1792,1756,1806,1688,1722,1582,1808,1796,1643,1742,1692,1785,1547,1645,1456,1430,1846,1928,1692,1432,1766,1942,1564,1784,1548,1331,1100,1494,1337,1193,1648,1339,1351,1454,1388,1331,1803,1641,1542,1526,1701,1836,1627,,1403,1913,,1627,1717,1728,1862,1636,1828,1404,1893,1704,1617,,1655,1394,1686
+02/10 12:00,1781,1770,1937,2040,1908,1993,1663,1927,1791,1768,1794,1704,1730,1599,1820,1793,1647,1756,1699,1802,1557,1629,1463,1436,1867,1933,1694,1434,1783,1956,1584,1793,1563,1338,1104,1506,1356,1201,1656,1352,1352,1460,1399,1341,1816,1654,1560,1541,1709,1850,1637,,1428,1922,1471,1629,1726,1737,1878,1657,1853,1402,1906,1726,1647,1632,1656,1397,1701
+03/10 12:00,1775,1761,1942,2048,1929,1994,1685,1932,1793,1772,1793,1719,1735,1613,1833,1800,1650,1762,1705,1814,1570,1609,1467,1465,1892,1936,1699,1448,1804,1984,1605,1808,1573,1355,1107,1527,1374,1202,1678,1367,1360,1464,1404,1351,1839,1670,1575,1560,1720,1867,1648,,1450,1929,1477,1625,1732,1763,1883,1678,1866,1403,1919,1734,1657,1657,1659,1395,1713
+04/10 12:00,1775,1755,1946,2058,1956,1997,1712,1935,1798,1785,1789,1733,1743,1619,1848,1813,1652,1772,1716,1824,1583,1583,1473,1463,1916,1935,1718,1469,1824,2013,1613,1822,1585,1362,1111,1546,1384,1203,1684,1390,1370,1471,1417,1360,1858,1690,1587,1568,1744,1880,1659,1730,1467,1932,1491,1627,1738,1783,1889,1696,1889,1408,1924,1743,1661,1676,1670,1397,1728
+05/10 12:00,1774,1755,1953,2055,1986,2000,1729,1946,1809,1799,1794,1747,1759,1624,1863,1826,1651,1772,1727,1831,1596,1573,1476,1459,1936,1938,1737,1502,1837,2056,1625,1831,1593,1369,1116,1559,1396,1206,1689,1413,1369,1493,1424,1367,1876,1705,1600,1576,1750,1898,1671,1743,1482,1941,1508,1635,1745,1796,1905,1705,1899,1414,1928,1770,1676,1697,1680,1406,1729
+06/10 12:00,1785,1757,1959,2049,2004,2008,1747,1957,1826,1821,1805,1761,1776,1628,1881,1844,1653,1771,1741,1842,1616,1579,1481,1455,1962,1949,1761,1516,1834,2081,1646,1848,1593,1373,1120,1570,1405,1212,1689,1422,1373,1503,1432,1378,1885,1711,1609,1584,1750,1916,1683,1753,1510,1944,1526,1645,1752,1806,1910,1734,1909,1425,1938,1785,1672,1720,1686,1422,1739
+07/10 12:00,1803,1765,1971,2044,2011,2035,1766,1965,1842,1832,1822,1774,1793,1632,1903,1854,1659,1778,1751,1849,1629,1592,1487,1455,1979,1963,1785,1528,1840,2102,1672,1864,1590,1376,1124,1587,1416,1222,1692,1428,1379,1509,1441,1386,1896,1716,1618,1593,1752,1928,1694,1766,1538,1952,1535,1654,1756,1818,1911,1750,1932,1439,1947,1791,1636,1723,1688,1436,1747
+08/10 12:00,1822,1778,1983,2042,2013,2061,1779,1978,1856,1841,1852,1788,1815,1646,1927,1869,1669,1789,1764,1856,1644,1606,1497,1475,1987,1978,1779,1552,1852,2120,1688,1873,1588,1379,1128,1589,1424,1228,1697,1449,1389,1513,1444,1391,1908,1728,1630,1600,1759,1944,1698,1778,1544,1955,1541,1660,1756,1829,1917,1754,1954,1455,1950,1785,1641,1736,1690,1445,1759
+09/10 12:00,1841,1789,1994,2043,2016,2082,1796,1990,1876,1845,1885,1802,1838,1648,1946,1885,1675,1813,1773,1863,1660,1623,1505,1507,1993,2003,1779,1584,1864,2135,1705,1884,1600,1384,1129,1597,1435,1238,1708,1458,1391,1518,1452,1396,1911,1744,1652,1601,1774,1961,1708,1792,1554,1960,1552,1670,1759,1838,1919,1758,1970,1475,1958,1795,1650,1752,1698,1459,1772
+10/10 12:00,1856,1803,2002,2040,2019,2094,1811,1998,1888,1845,1894,1815,1847,1648,1964,1904,1679,1831,1782,1866,1673,1649,1518,1508,2003,2026,1782,1597,1878,2153,1720,1893,1596,1394,1124,1608,1444,1246,1720,1458,1391,1528,1457,1407,1908,1752,1678,1605,1792,1971,1718,1804,1568,1969,1562,1684,1758,1848,1930,1764,1988,1493,1968,1802,1657,1765,1704,1470,1782
+11/10 12:00,1870,1819,2006,2041,2026,2099,1817,2010,1902,1846,1904,1825,1869,1652,1972,1919,1683,1846,1788,1871,1680,1677,1525,1503,2005,2043,1783,1612,1893,2153,1728,1908,1614,1403,1133,1614,1453,1250,1731,1453,1392,1533,1467,1416,1914,1758,1697,1620,1805,1979,1719,1807,1578,1979,1571,1706,1769,1859,1946,1773,1997,1511,1986,1800,1664,1766,1708,1476,1792
+12/10 12:00,1882,1835,2012,2044,2040,2104,1825,2018,1914,1855,1919,1835,1879,1653,1999,1933,1685,1860,1792,1877,1684,1723,1532,1498,2004,2071,1778,1633,1893,2136,1725,1919,1631,1408,1147,1617,1462,1255,1735,1449,1400,1533,1485,1421,1923,1770,1693,1638,1818,1991,1725,1805,1575,1990,1576,1722,1785,1870,1961,1781,2000,1526,1988,1813,1675,1765,1718,1474,1800
+13/10 12:00,1891,1850,2012,2047,2054,2112,1824,2030,1923,1864,1933,1843,1887,1658,2022,1944,1690,1879,1791,1886,1686,1781,1546,1493,2003,2093,1776,1647,1901,2123,1726,1934,1638,1417,1161,1608,1470,1262,1739,1453,1404,1533,1496,1420,1938,1780,1688,1657,1823,1997,1729,1815,1573,1999,1582,1727,1801,1875,1973,1789,2003,1538,1994,1806,1687,1773,1730,1469,1813
+14/10 12:00,1898,1870,2015,2052,2076,2117,1826,2040,1923,1862,1933,1851,1895,1659,2032,1953,1691,1890,1790,1900,1698,1803,1557,1492,2007,2118,1789,1665,1902,2126,1727,1948,1646,1429,1167,1612,1476,1273,1744,1453,1403,1535,1504,1427,1961,1789,1682,1658,1835,2009,1726,1829,1571,2016,1592,1732,1813,1888,1983,1801,2009,1539,2000,1763,1695,1785,1742,1467,1821
+15/10 12:00,1904,1898,2019,2070,2089,2120,1830,2054,1932,1865,1926,1860,1901,1663,2032,1956,1696,1896,1788,1919,1701,1800,1571,1501,2030,2142,1807,1674,1914,2125,1726,1958,1640,1438,1170,1629,1487,1278,1744,1453,1404,1540,1517,1429,1979,1796,1676,1670,1855,2021,1729,1837,1578,2038,1602,1744,1819,1895,1987,1814,2019,1536,2008,1858,1705,1793,1751,1466,1823
+16/10 12:00,1907,1917,2026,2087,2098,2127,1840,2067,1941,1870,1929,1860,1906,1671,2036,1950,1696,1898,1802,1928,1705,1804,1586,1512,2053,2153,1820,1685,1923,2129,1728,1975,1631,1444,1177,1649,1500,1283,1745,1457,1414,1541,1530,1433,1994,1802,1677,1682,1876,2032,1747,1841,1587,2060,1611,1755,1826,1909,1998,1827,2005,1534,2014,1901,1719,1802,1754,1469,1823
+17/10 12:00,1910,1936,2028,2092,2101,2130,1852,2076,1948,1885,1929,1861,1909,1680,2035,1950,1698,1904,1814,1938,1716,1800,1594,1519,2075,2142,1837,1680,1925,2146,1731,1984,1626,1450,1177,1662,1507,1297,1745,1469,1426,1542,1542,1438,2007,1813,1685,1690,1881,2041,1767,1855,1597,2068,1619,1759,1831,1920,2011,1842,2003,1537,2029,1909,1728,1817,1757,1466,1823
+18/10 12:00,1918,1937,2029,2096,2105,2135,1867,2088,1947,1906,1932,1864,1912,1693,2039,1950,1702,1914,1830,1944,1730,1800,1595,1532,2108,2126,1853,1686,1939,2155,1736,1988,1622,1458,1186,1672,1514,1317,1739,1476,1433,1542,1551,1437,2015,1820,1700,1691,1892,2045,1781,1868,1608,2070,1619,1760,1837,1929,2021,1860,2007,1543,2030,1921,1738,1826,1757,1465,1828
+19/10 12:00,1928,1939,2030,2101,2111,2143,1874,2096,1955,1919,1932,1869,1911,1711,2053,1950,1701,1931,1851,1950,1740,1791,1594,1541,2126,2118,1868,1694,1952,2167,1751,1983,1616,1467,1192,1678,1518,1332,1733,1476,1441,1543,1556,1443,2017,1819,1712,1693,1902,2052,1794,1878,1619,2071,1621,1764,1852,1931,2022,1857,2017,1550,2046,1929,1751,1837,1756,1468,1832
+20/10 12:00,1935,1942,2031,2106,2112,2146,1886,2107,1969,1929,1926,1877,1913,1728,2065,1951,1699,1938,1872,1952,1746,1797,1593,1545,2128,2112,1876,1703,1962,2189,1765,1978,1604,1471,1202,1684,1516,1344,1726,1475,1443,1545,1561,1446,2023,1827,1724,1705,1909,2063,1810,1884,1619,2070,1628,1772,1860,1938,2024,1871,2019,1562,2049,1937,1764,1840,1751,1473,1825
+21/10 12:00,1945,1948,2033,2111,2116,2151,1888,2115,1981,1940,1923,1889,1916,1750,2068,1956,1696,1946,1889,1947,1747,1816,1590,1543,2118,2109,1877,1713,1963,2209,1776,1974,1603,1478,1208,1689,1511,1352,1720,1476,1440,1555,1568,1447,2024,1844,1741,1712,1907,2072,1825,1881,1620,2082,1636,1773,1863,1944,2024,1888,2037,1582,2048,1942,1773,1845,1739,1478,1822
+22/10 12:00,1961,1958,2035,2116,2125,2156,1881,2126,1998,1952,1928,1901,1922,1772,2075,1956,1692,1959,1898,1941,1753,1834,1588,1540,2119,2111,1886,1721,1958,2227,1793,1970,1607,1482,1213,1697,1511,1363,1717,1487,1439,1568,1573,1454,2028,1860,1754,1723,1906,2073,1843,1883,1625,2076,1648,1777,1867,1945,2032,1900,2049,1600,2052,1935,1778,1848,1729,1483,1829
+23/10 12:00,1968,1977,2036,2124,2140,2162,1880,2135,2012,1967,1934,1910,1931,1791,2084,1954,1691,1978,1910,1936,1760,1849,1596,1537,2117,2119,1888,1725,1961,2231,1797,1967,1607,1489,1218,1702,1515,1372,1724,1502,1442,1579,1576,1464,2033,1873,1760,1732,1917,2077,1838,1881,1633,2077,1655,1787,1875,1946,2035,1912,2056,1606,2056,1938,1788,1849,1725,1483,1838
+24/10 12:00,1977,1998,2043,2133,2150,2170,1883,2146,2022,1976,1948,1921,1945,1807,2096,1952,1688,1990,1919,1939,1779,1861,1602,1533,2107,2132,1899,1738,1956,2216,1801,1962,1610,1482,1223,1709,1522,1376,1729,1513,1439,1583,1576,1470,2041,1878,1767,1737,1923,2083,1829,1887,1647,2082,1666,1790,1881,1952,2035,1923,2062,1611,2067,1942,1800,1852,,1485,1847
+25/10 12:00,1981,2019,2049,2143,2159,2189,1892,2152,2034,1982,1964,1926,1963,1829,2111,1950,1691,2008,1922,1943,1806,1874,1598,1530,2100,2133,1917,1750,1954,2203,1805,1954,1610,1475,1227,1718,1527,1377,1739,1519,1438,1584,1570,1474,2050,1891,1769,1736,1932,2084,1825,1899,1657,2085,1668,1792,1888,1955,2043,1937,2072,1609,2065,1957,1805,1850,,1485,1853
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+27/10 12:00,1994,2050,2067,2167,2186,2210,1904,2174,2064,2002,2001,1933,1989,1864,2129,1950,1699,2022,1923,1959,1844,1888,1600,1523,2107,2147,1942,1767,1969,2187,1812,1949,1603,1464,1237,1735,1525,1380,1753,1522,1435,1580,1549,1474,2067,1924,1776,1725,1946,2082,1843,1922,1669,2090,1671,1795,1905,1980,2067,1949,2085,1629,2062,1979,1813,1864,1827,1486,1871
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+02/11 12:00,2038,2068,2144,2268,2262,2288,1994,2234,2114,2040,2040,1995,2062,1862,2127,2037,1772,2064,1910,2032,1868,1881,1622,1539,2150,2189,1980,1763,2048,2165,1805,1947,1600,1432,1230,1759,1479,1368,1740,1507,1401,1600,1511,1463,2082,1964,1798,1742,1977,2117,1902,1978,1640,2084,1673,1792,1926,1980,2077,2037,2127,1632,2109,2019,1805,1920,1794,1500,1900
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Douna.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Douna.csv
new file mode 100644
index 0000000..51e0c1d
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Douna.csv
@@ -0,0 +1,367 @@
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+20/08 12:00,1345,1199,900.5999756,2057,1675,2433,895.9000244,1574,1833,1054,1154,1687,678.4000244,802.5,1767,1162,473,1313,875.5999756,1184,962.5,725.5,420.8999939,681.7000122,953,609.2000122,477.3999939,173.1999969,602.7999878,423.7000122,484,897.7000122,363.5,177.1000061,92.63999939,337.7999878,213.6999969,208.1999969,475.6000061,491.6000061,748.7999878,563,256.5,149.1000061,1222,577,569.2000122,553,,1575,891,651.7000122,370.3999939,957.5,376,648.5,,1323,1146,913.7000122,1070,867.5,1428,997.2000122,1116,978.0999756,1638,1092,1520
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+22/08 12:00,1644,1247,933.7000122,2242,1752,2503,1034,1636,1958,1181,1187,1711,734.0999756,856.5,1877,1209,540.5,1488,988.4000244,1286,1049,764.7000122,435.7000122,743.9000244,1298,711.9000244,514.5999756,166.6000061,596.7999878,498.5,449,945.5999756,414.7999878,191.1999969,116.5999985,380,228.6999969,221.6000061,554.9000244,519.7999878,716,596.0999756,280,259.5,1394,623.2999878,586.0999756,573.9000244,,1611,956,712,387.1000061,877,387.6000061,708.2000122,,1382,1219,971.7999878,1091,891.5,1415,1067,1189,1011,1772,1110,1579
+23/08 12:00,1716,1254,954.0999756,2314,1779,2535,1104,1664,2013,1256,1204,1708,752,884.4000244,1926,1239,607,1690,1001,1328,1134,784.2000122,444.7000122,761.5,1374,749.5999756,526,165.8000031,592.2000122,525.5999756,479.5,967.9000244,467,203.6999969,128.3999939,383.5,230.8000031,224,576.4000244,544,702.9000244,622.0999756,283.5,334.5,1454,643.7000122,572.2000122,577.2999878,,1644,1024,755.7000122,393.3999939,837.2000122,397.7000122,728.7000122,,1405,1265,1007,1104,908.0999756,1405,1087,1228,1029,1808,1109,1605
+24/08 12:00,1792,1271,971.5999756,2367,1823,2553,1176,1691,2069,1352,1230,1695,766.4000244,901.0999756,1972,1263,695.5,1856,1019,1380,1202,838.5,452.2999878,776,1450,787.5999756,538.9000244,173.8999939,588.5999756,540.7999878,523,972.7999878,517.2000122,217.3999939,138.6000061,386.3999939,232.6000061,219.8999939,586.7999878,576.5999756,687,632.2999878,284.6000061,361.2000122,1464,655.5999756,562.7000122,579.7999878,,1677,1079,791.9000244,398,809.0999756,407.2999878,734.5,,1434,1306,1044,1119,927.4000244,1407,1120,1239,1041,1823,1117,1620
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+27/08 12:00,2108,1404,1046,2488,1995,2592,1358,1813,2252,1631,1313,1715,881,1023,2114,1334,900.0999756,2207,1267,1515,1388,1134,472.6000061,843.2000122,1544,906.2999878,582,201.1999969,599.0999756,579.2000122,608,993,645.2999878,244.8000031,168.8999939,421.2999878,254.1000061,213.3000031,685.0999756,669.5999756,619.7000122,664.2999878,301.1000061,412,1444,692.7000122,553.5999756,595.7000122,,1842,1195,847.4000244,386.1000061,968.7999878,452.2000122,750.9000244,930.7999878,1592,1416,1102,1141,1019,1561,1205,1298,1083,1833,1160,1632
+28/08 12:00,2266,1479,1091,2537,2058,2602,1402,1863,2318,1717,1350,1743,936.2999878,1071,2160,1341,948.2999878,2221,1351,1560,1447,1213,479.2000122,877.9000244,1540,948.9000244,601.4000244,219.3999939,618.7999878,588.2000122,624.7999878,1009,678.5999756,250.3000031,185.8000031,436.2999878,270.2999878,205,734.7999878,720,606.2000122,678.7000122,308.3999939,444.2000122,1463,710.9000244,551.7999878,602,,1905,1222,862.9000244,380.3999939,1040,473.2000122,756.9000244,969.2999878,1649,1438,1113,1150,1030,1626,1232,1315,1102,1838,1174,1641
+29/08 12:00,2284,1524,1152,2587,2215,2608,1442,1921,2389,1803,1395,1785,1009,1119,2220,1351,990.5999756,2246,1383,1609,1511,1277,483.2999878,906.0999756,1542,969.7000122,619.7999878,233.1999969,639.7999878,610.5,657.0999756,1023,719.2000122,253.5,202,450,296.1000061,202.6999969,777.7000122,782.5,600,693.7000122,325.5,475.8999939,1474,725.4000244,566.2999878,616.7000122,,1952,1243,885.7999878,390.5,1061,500.2999878,759.5,995.5,1708,1455,1135,1171,1047,1641,1253,1334,1122,1844,1187,1651
+30/08 12:00,2269,1567,1202,2619,2424,2613,1483,1993,2461,1880,1460,1835,1099,1156,2288,1365,1024,2264,1413,1644,1559,1337,490.8999939,925.7000122,1541,989.7000122,631.9000244,248.8999939,662.4000244,648.5999756,694.2999878,1031,753.0999756,253.3000031,225.3999939,459.6000061,331.7999878,200.8000031,829.2000122,825.2000122,595.5,717.5,343.6000061,505.5,1478,743.2000122,582.2000122,653.0999756,,1986,1264,910.5,402.6000061,1057,537.9000244,758.2999878,1013,1786,1471,1159,1174,1049,1655,1266,1356,1150,1865,1206,1655
+31/08 12:00,2325,1617,1278,2657,2561,2613,1534,2069,2534,1948,1529,1899,1201,1190,2372,1365,1059,2332,1440,1672,1609,1389,501.6000061,939.0999756,1553,998.4000244,642.2000122,265.7999878,682.0999756,702.7000122,728.2999878,1041,776.9000244,251.8000031,247.5,466.7999878,367.1000061,199,898.5999756,851.7999878,596.5,745.5999756,361.2000122,532.9000244,1473,765.2999878,596.0999756,696.2999878,,2024,1274,935.2999878,417,1050,569.4000244,751.5,1025,1864,1483,1148,1165,1069,1679,1276,1384,,1890,1225,1665
+01/09 12:00,2383,1675,1360,2709,2670,2616,1639,2131,2591,2010,1600,1969,1303,1228,2468,1374,1102,2446,1470,1705,1667,1417,523.9000244,948.0999756,1563,1011,645.7999878,280.5,697.7000122,762.7000122,763.7999878,1048,801.5,251.6999969,259.3999939,472.2000122,383.5,197.1000061,980.7000122,889.4000244,601.9000244,784.4000244,391.2999878,551.5,1446,778.2999878,608.7000122,731.4000244,,2048,1283,973.7999878,429.3999939,1041,598,739.4000244,1023,1932,1495,1213,1215,1077,1701,1285,1400,,1911,1251,1689
+02/09 12:00,2443,1704,1432,2788,2762,2622,1757,2180,2657,2071,1665,2053,1395,1276,2569,1392,1144,2529,1498,1728,1732,1442,552.7000122,952,1562,1031,640.5999756,298.3999939,712.9000244,820,802.0999756,1052,824.2000122,252.1000061,258.8999939,477.3999939,406.5,201.8000031,1052,914,605.7000122,820,425.3999939,577.2999878,1396,789.5999756,617.7000122,750.7000122,,2081,1287,1010,438.3999939,1042,616.5,724.9000244,1021,1986,1514,1261,1235,1084,1702,1298,1413,1246,1931,1280,1717
+03/09 12:00,2498,1742,1487,2884,2826,2615,1845,2217,2713,2118,1725,2140,1475,1329,2679,1406,1197,2603,1520,1750,1796,1465,579.9000244,954.7000122,1552,1062,633.5,321.7999878,729.5,872.4000244,831,1060,842,254,246.8999939,483.7000122,423.7000122,225.3000031,1110,938.0999756,603.2999878,856.9000244,464.2999878,592.7000122,1344,800.0999756,619.5999756,759.2999878,,2131,1296,1035,444.5,1060,637.2000122,720.9000244,1019,2028,1523,1297,1248,1090,1709,1303,1423,1294,1947,1308,1743
+04/09 12:00,2554,1783,1552,2915,2873,2621,1880,2257,2768,2155,1779,2234,1557,1390,2785,1439,1270,2668,1543,1789,1858,1490,604,954.9000244,1532,1116,623.5,343.7999878,749.2999878,908.9000244,857,1086,841.0999756,255.6000061,231.8000031,495.1000061,441.3999939,242.3000031,1161,960,599.2000122,894.4000244,509.6000061,607,1283,824.7000122,627.7000122,770.5999756,,2180,1303,1051,446.1000061,1089,645.7000122,722.5999756,1017,2058,1520,1343,1272,1090,1724,1309,1432,1353,1959,1335,1762
+05/09 12:00,2583,1820,1597,2961,2925,2633,1946,2287,2823,2192,1826,2335,1641,1457,2878,1489,1309,2749,1569,1842,1919,1515,624,951.7999878,1502,1169,617.2999878,362.8999939,766.2999878,937.5999756,884.2000122,1133,833.2000122,256.1000061,217.8999939,512.2999878,465.3999939,259.7000122,1178,976.0999756,589.2999878,922.5,551.0999756,625.7999878,1216,837.7999878,646.5,777,,2222,1303,1065,447.1000061,1134,651.4000244,732.2999878,1014,2082,1517,1386,1316,1086,1728,1321,1439,1408,1964,1362,1781
+06/09 12:00,2592,1856,1606,3005,2970,2650,1973,2309,2877,2221,1870,2468,1724,1518,2966,1547,1350,2767,1600,1881,1979,1535,640.2999878,937.2000122,1472,1206,612.7999878,392.5,783.7999878,984.2000122,924.5999756,1205,828,258,206.1999969,537.7000122,480.6000061,280.1000061,1186,995,573.0999756,938.9000244,585.7000122,674.5,1155,844.7000122,667,804.2000122,,2250,1297,1079,448.7999878,1189,653.5999756,747.9000244,1012,2102,1515,1424,1412,1081,1751,1329,1452,1454,1968,1370,1797
+07/09 12:00,2608,1899,1626,3056,3007,2666,1979,2329,2924,2239,1911,2618,1806,1575,3034,1602,1400,2779,1631,1921,2041,1561,651.5999756,920.7000122,1455,1245,611.2000122,429.5,796.2000122,1020,965.5,1280,819.4000244,260.5,194.1000061,571,491.3999939,297.8999939,1176,1008,557.7999878,950.4000244,613.9000244,693.7999878,1111,852.7000122,673.2999878,891.5,,2265,1288,1103,458.7999878,1248,658.5,757.5,1010,2110,1508,1483,1500,1075,1797,1339,1461,1506,1964,1376,1814
+08/09 12:00,2631,1933,1686,3089,3024,2689,1978,2355,2965,2256,1952,2748,1887,1621,3085,1651,1435,2791,1658,1945,2105,1590,660.5,915.5,1446,1281,605.0999756,464.1000061,805.2999878,1056,997.5999756,1313,811.4000244,264.3999939,185.1999969,605.4000244,507.1000061,315.8999939,1157,1016,546.4000244,959.5,639.5,703.5999756,1075,857,696.5,1008,,2277,1277,1117,486.6000061,1303,660.5999756,759.7000122,1008,2108,1501,1534,1575,1068,1847,1347,1465,1548,1957,1381,1837
+09/09 12:00,2646,1963,1759,3115,3042,2713,1978,2410,3013,2278,1999,2841,1951,1669,3129,1701,1479,2805,1678,1986,2166,1617,668,906.5999756,1440,1315,596,495,811.0999756,1102,1040,1347,799.7999878,267.8999939,181.6000061,632.9000244,544.7999878,322.2000122,1148,1020,535.4000244,954.5,664.4000244,703.5999756,1063,864.4000244,750.5,1134,,2269,1260,1128,508.2000122,1358,664.5999756,761,1005,2119,1490,1574,1681,1066,1891,1362,1465,1581,1946,1391,1782
+10/09 12:00,2687,2007,1827,3143,3054,2734,1997,2468,3053,2305,2053,2908,2020,1719,3160,1733,1508,2820,1697,2056,2227,1643,671.9000244,890.4000244,1455,1346,585.7000122,522.2999878,813.7000122,1159,1086,1393,790.7000122,269.6000061,180.1000061,652.4000244,593,323.2000122,1140,1019,525.0999756,950.7999878,690.7000122,701.4000244,1076,871.5,782.0999756,1185,,2249,1240,1142,554.9000244,1408,664.9000244,760,1003,2148,1481,1610,1727,1062,1907,1370,1465,1629,1930,1388,1843
+11/09 12:00,2803,2047,1852,3172,3066,2765,2032,2531,3092,2332,2106,2963,2079,1767,3183,1758,1529,2838,1705,2093,2281,1676,677.0999756,873.0999756,1469,1385,576.5999756,564.0999756,813.9000244,1223,1133,1447,782.7000122,265.7000122,187.3999939,666.0999756,623.2000122,319.2999878,1144,1034,519.4000244,944.2999878,705.5,701.9000244,1096,882.2999878,801.4000244,1201,,2225,1218,1152,585.0999756,1443,666.4000244,760.4000244,1001,2174,1472,1645,1744,1059,1924,1378,1467,1639,1914,1361,1916
+12/09 12:00,2905,2075,1908,3191,3075,2799,2056,2605,3128,2360,2166,3011,2121,1815,3197,1799,1580,2889,1718,2132,2329,1711,681.0999756,854.7999878,1474,1423,565.0999756,593.2000122,813.9000244,1299,1171,1489,771.0999756,252.6999969,202.1999969,676,649.7000122,315.8999939,1156,1033,523.2000122,929.2999878,714.2999878,704.7999878,1120,886.4000244,810.7999878,1189,,2194,1198,1171,596.2000122,1460,671.0999756,771.2999878,998.7999878,2200,1464,1680,1769,1062,1941,1396,1476,1648,1897,1353,1928
+13/09 12:00,2960,2106,1995,3204,3087,2821,2075,2642,3154,2388,2224,3045,2169,1854,3210,1875,1631,2944,1732,2160,2371,1741,687.7000122,841.7999878,1474,1456,552.7000122,614.7999878,815.2999878,1354,1203,1495,762,255.3000031,212.1999969,685.2999878,666.5999756,316.7000122,1183,1010,534.7000122,918.5999756,719.7999878,709.2000122,1137,883.4000244,827,1180,,2159,1178,1189,598.2000122,1471,682.2999878,769.4000244,996.5,2236,1457,1690,1839,1063,1943,1418,1488,1644,1893,1345,1966
+14/09 12:00,3047,2146,2045,3214,3100,2833,2105,2693,3182,2417,2264,3074,2218,1889,3225,1926,1707,3011,1748,2188,2409,1773,698,831.7999878,1472,1478,542.9000244,670.0999756,821.4000244,1398,1211,1496,756.9000244,266.7999878,224.3999939,690.0999756,678.2000122,320.7000122,1196,1001,551,907.5,721.7000122,718,1159,880.4000244,847.4000244,1169,,2122,1182,1200,600.5999756,1478,688.5999756,764.5999756,994.2999878,2272,1456,1744,1909,1078,1932,1420,1495,1641,1878,1333,1989
+15/09 12:00,3056,2198,2091,3216,3116,2839,2131,2771,3211,2446,2305,3096,2249,1924,3244,1969,1802,3048,1770,2217,2453,1808,715,821.2000122,1459,1490,532.4000244,735.2000122,827.7999878,1434,1216,1499,756.5,268.6000061,239.6000061,703.2999878,686.7999878,325,1191,1002,566.2999878,894.4000244,720.4000244,729.2000122,1212,883,869,1156,,2088,1177,1203,601.2000122,1491,690.5,758.0999756,992.0999756,2297,1457,1776,1982,1077,1917,1430,1494,1638,1865,1323,2015
+16/09 12:00,3047,2229,2154,3219,3143,2845,2152,2798,3230,2475,2339,3121,2272,1953,3261,2006,1880,3067,1788,2239,2491,1846,738.2999878,808.7000122,1423,1511,534.7000122,770.5999756,833,1448,1222,1500,754.4000244,272.3999939,253.5,704.2999878,691.0999756,329.7999878,1187,997.5999756,578.4000244,878.9000244,723.0999756,747.0999756,1281,883.7000122,883.0999756,1138,,2056,1176,1202,607.5999756,1511,690.4000244,749,989.7999878,2313,1462,1795,2105,1082,1902,1447,1480,1609,1892,1308,2032
+17/09 12:00,3046,2291,2212,3217,3173,2851,2170,2813,3243,2505,2367,3146,2293,1975,3270,2046,1947,3083,1803,2259,2520,1872,759.5999756,795.9000244,1377,1529,547.2000122,794.5999756,833.4000244,1470,1237,1506,744.0999756,277.7000122,275,705,689.2000122,337.2000122,1183,1002,588.9000244,858.2999878,728.0999756,763.2999878,1386,892.5,885.7000122,1114,,2035,1180,1192,613.7000122,1544,689.2000122,742.5,987.5999756,2322,1468,1809,2126,1088,1886,1463,1471,1575,1907,1295,2060
+18/09 12:00,3046,2352,2277,3225,3202,2856,2197,2814,3255,2546,2381,3165,2313,1987,3282,2085,2000,3107,1819,2273,2548,1896,778.2000122,781.7000122,1372,1552,555.9000244,810.2000122,833.4000244,1478,1243,1514,730.5,286.5,300.6000061,707.7999878,689,349.6000061,1178,1009,587.9000244,844.5,742,770.4000244,1476,899.5999756,882.7000122,1093,,2022,1182,1186,616.7999878,1586,691.2999878,736.4000244,985.4000244,2324,1464,1819,2188,1108,1878,1484,1455,1563,1921,1276,2079
+19/09 12:00,3047,2440,2367,3240,3238,2856,2240,2813,3261,2592,2398,3178,2331,2000,3298,2122,2044,3129,1825,2280,2572,1915,793.5999756,762.2000122,1362,1582,554.0999756,846.0999756,833.4000244,1477,1228,1525,720.4000244,294,316.2000122,710.2000122,688.2999878,367.2000122,1176,1007,579.4000244,831.2000122,764.2000122,775.2999878,1529,899.9000244,882.2999878,1079,,2010,,1180,618,1626,682.2000122,,983.0999756,2312,1461,1830,2234,1132,1884,1503,1444,1551,1939,1257,2098
+20/09 12:00,3052,2501,2440,3244,3268,2855,2273,2808,3265,2640,2416,3190,2353,2008,3318,2155,2101,3157,1834,2284,2598,1925,806.5,739,1341,1619,543.5999756,872.7000122,834.9000244,1474,1214,1530,708.4000244,304,321.7000122,711.0999756,684.7999878,381.5,1184,1002,569.0999756,819.5999756,789.5,773.5999756,1565,898.2000122,887.9000244,1059,,1997,,1173,618.2999878,1667,674.0999756,,980.9000244,2293,1462,1840,2244,1163,1916,1522,1432,1545,1961,1237,2119
+21/09 12:00,3054,2516,2552,3256,3306,2850,2304,2809,3259,2692,2436,3195,2375,2008,3339,2185,2172,3191,1839,2279,2616,1929,817.7999878,714,1324,1635,533.7999878,907.2000122,842.5999756,1469,1204,1528,696.2000122,312.2999878,322.1000061,713.9000244,679.5999756,389.5,1179,996.0999756,560.5999756,811.4000244,812.2000122,759.7000122,1613,891.7999878,883.7000122,1018,,1987,1172,1160,620,1694,666.5999756,,978.7000122,2275,1467,1853,2249,1181,1958,1551,1408,1535,1976,1215,2136
+22/09 12:00,3060,2551,2655,3266,3345,2849,2332,2815,3247,2737,2449,3195,2393,2007,3360,2204,2252,3207,1844,2263,2633,1930,823.9000244,695.7999878,1309,1656,526.9000244,945.7000122,857.7000122,1450,1188,1519,685.2999878,319.7999878,320.7000122,717,676.2999878,399.2000122,1184,992.4000244,552.9000244,799.7999878,825,733.0999756,1659,885.2000122,883.2999878,968.2999878,,1982,1178,1156,628,1726,660.7999878,,976.4000244,2254,1477,1865,2279,1199,2011,1551,1385,1527,1991,1195,2164
+23/09 12:00,3066,2601,2720,3265,3389,2842,2359,2821,3217,2784,2460,3195,2417,2013,3382,2221,2299,3210,1848,2253,2653,1934,827.2999878,680.4000244,1297,1683,517.2000122,972.7999878,879.7000122,1436,1170,1503,678.9000244,329.8999939,315.1000061,721.4000244,672,409.5,1173,985.9000244,546.7000122,790.7000122,832.0999756,717,1694,880,884,931.5,,1984,1181,1151,632.7999878,1750,654.7000122,,974.2000122,2235,1492,1875,2271,1250,2060,1551,1374,1520,2001,1176,2184
+24/09 12:00,3070,2619,2781,3260,3401,2827,2369,2828,3191,2823,2472,3195,2445,2013,3407,2250,2335,3215,1848,2233,2676,1933,829.7999878,666.0999756,1288,1711,509.2000122,984.2999878,899.2000122,1419,1155,1475,672.2000122,338.2000122,310.1000061,728.2000122,660.9000244,414.7999878,1170,970.0999756,539.7999878,785.5999756,829.5,700.4000244,1732,875.2000122,885.7000122,905.2999878,,1979,1184,1121,635.5,1771,644.2000122,674,971.9000244,2222,1500,1878,2254,1266,2090,1556,1356,1521,2009,1155,2205
+25/09 12:00,3064,2642,2842,3259,3420,2798,2344,2837,3163,2848,2483,3194,2467,2009,3431,2276,2376,3216,1842,2214,2693,1928,830,654.2000122,1286,1752,503.1000061,994.9000244,917.7999878,1394,1136,1436,664.0999756,344.8999939,304.2000122,729.4000244,643.0999756,420.3999939,1159,953.7000122,537.4000244,785.2000122,825.5,680.0999756,1771,872,886.4000244,864.2999878,,1964,1180,1105,635.7999878,1797,638.7999878,668.5999756,969.7000122,2205,1504,1878,2221,1296,2109,1558,1345,1525,2008,1138,2219
+26/09 12:00,3058,2651,2897,3256,3433,2757,2339,2838,3130,2872,2494,3186,2484,2010,3460,2297,2410,3221,1821,2188,2707,1921,828.5999756,642.5999756,1283,1769,502.7000122,1000,942.4000244,1352,1119,1392,658.0999756,352.8999939,300.2999878,731.5,629.7000122,428.7000122,1147,933.9000244,537.2000122,783.0999756,817.7999878,663.2999878,1799,878,891.4000244,841.4000244,,1942,1171,1096,,1823,631.0999756,652.7999878,967.5,2185,1503,1880,2196,1311,2127,1553,1339,1530,1999,1125,2233
+27/09 12:00,3051,2663,2931,3260,3444,2731,2354,2839,3091,2889,2506,3174,2500,2015,3472,2310,2454,3217,1806,2163,2724,1906,822.4000244,630.2999878,1279,1766,503.8999939,988.7999878,967.5999756,1327,1099,1356,653,363.7000122,297.5,733.0999756,613.7999878,439.7000122,1132,925.2999878,536.5999756,773.4000244,804.7000122,649.4000244,1821,883.2999878,879.2000122,811.0999756,,1921,1163,1078,,1849,625,640.5,965.2000122,2168,1498,1871,2167,1321,2133,1549,1339,1532,1992,1113,2251
+28/09 12:00,3046,2672,2973,3257,3445,2698,2397,2849,3052,2901,2516,3162,2510,2020,3477,2313,2496,3203,1788,2138,2735,1889,814.5999756,617.2000122,1264,1772,510.5,978.4000244,983.9000244,1299,1070,1345,648.5,371,293.7999878,741.5999756,602.5,445.7000122,1111,913.5999756,534.5999756,760.7999878,789,631.5,1831,892.9000244,882.2000122,777.7000122,,1905,1146,1065,,1872,624.4000244,636.2000122,963,2153,1494,1861,2142,1327,2142,1547,1335,1539,1982,1112,2278
+29/09 12:00,3045,2676,3031,3245,3445,2690,2415,2868,3011,2911,2522,3151,2515,2024,3500,2323,2526,3193,1767,2102,2741,1869,803,607.5,1251,1772,522,956.7999878,996.4000244,1262,1047,1336,640.0999756,370.5,291.1000061,756.2000122,593.2000122,445.5,1092,894.9000244,538.0999756,746.0999756,773,620,1826,909.2000122,878.5999756,758.9000244,,1888,1126,1057,,1885,628.2999878,638.5,960.7999878,2141,1489,1848,2115,1331,2161,1534,1331,1559,1972,1106,2295
+30/09 12:00,3039,2689,3096,3233,3443,2685,2410,2870,2960,2908,2529,3126,2515,2024,3527,2328,2555,3156,1740,2052,2746,1843,791.0999756,595,1244,1771,529.0999756,929.5,1011,1231,1022,1334,632.0999756,365.6000061,289.7999878,760.2000122,582.2999878,443.7000122,1075,871.7999878,551.9000244,725.0999756,757.7999878,611.0999756,1813,927.5,872.2000122,744.2999878,,1864,1122,1043,,1893,635.5999756,637.2999878,958.5,2126,1482,1829,2085,1327,2163,1522,1331,1564,1962,1106,2318
+01/10 12:00,3032,2703,3148,3227,3438,2685,2392,2873,2913,2893,2537,3098,2513,2024,3535,2333,2583,3117,1722,2008,2746,1815,771.7999878,577.4000244,1229,1767,532.0999756,903.5999756,1015,1205,995.2999878,1330,624.7999878,358.2999878,296.2000122,762.7000122,571.2000122,443.6000061,1061,856.2999878,559.4000244,703.7999878,744.2999878,602.4000244,1787,934.2999878,865.5,725.2000122,,,1116,1030,,1893,643.9000244,635.5999756,956.2999878,2114,1478,1814,2060,1323,2155,1512,1341,1579,1949,1108,2340
+02/10 12:00,3024,2705,3157,3220,3436,2693,2360,2865,2875,2883,2539,3065,2505,2020,3542,2333,2608,3078,1718,1966,2745,1790,750.4000244,555.5999756,1215,1767,534.9000244,883.2999878,1016,1178,966.0999756,1319,611,350.2000122,298.7000122,761.5,558.9000244,443.1000061,1053,834.5999756,559.4000244,683.7999878,727.7999878,593.7999878,1762,935.5,861.4000244,708.5999756,,,1103,1015,608.4000244,1893,645.7999878,632.7999878,954,2098,1478,1802,2035,1321,2149,1500,1349,1586,1934,1117,2363
+03/10 12:00,3012,2712,3164,3210,3428,2735,2341,2851,2838,2866,2545,3025,2503,2003,3548,2334,2642,3037,1704,1921,2739,1758,733.0999756,534.2999878,1197,1767,538.9000244,860.2999878,1015,1158,939.5,1283,590.0999756,345.3999939,306.6000061,756.9000244,545.2000122,440.7999878,1042,808.9000244,549.7999878,667,701.5,584.9000244,1732,930.9000244,849.4000244,683,,1786,1099,999,596.2999878,1888,647.2000122,625.7999878,951.7999878,2082,1478,1773,2014,1313,2142,1491,1357,1590,1926,1123,2385
+04/10 12:00,2994,2723,3169,3186,3416,2792,2307,2851,2803,2847,2550,2978,2498,1992,3548,2339,2674,2983,1685,1877,2733,1714,718.5,517.0999756,1181,1767,547.5,828.0999756,1004,1131,935.2999878,1239,573.7000122,340.8999939,336.1000061,753,538.4000244,437.7999878,1030,791.4000244,539.5,646.9000244,665.5,574,1698,930.5999756,840.0999756,674.5,,1774,1097,986.4000244,591.2000122,1881,643.2999878,617.4000244,949.5999756,2067,1478,1752,1995,1309,2136,1488,1365,1590,1907,1128,2398
+05/10 12:00,2968,2735,3171,3166,3400,2822,2276,2857,2769,2829,2551,2921,2501,1975,3548,2344,2687,2930,1663,1838,2721,1672,699,506.1000061,1169,1767,559,800.0999756,989.9000244,1122,924.7000122,1192,560.9000244,336.6000061,371.6000061,741.0999756,530.9000244,433.5,1017,772.5,524.7999878,627.9000244,654.0999756,562.9000244,1669,930.5999756,830.2999878,664.2999878,,1760,1094,966.4000244,588.4000244,1873,636,615.4000244,947.2999878,2049,1480,1722,1977,1303,2123,1478,1372,1582,1894,1134,2412
+06/10 12:00,2961,2761,3179,3145,3378,2841,2249,2864,2728,2811,2557,2864,2509,1941,3546,2349,2699,2905,1633,1803,2693,1631,682.7999878,493.2999878,1163,1766,575.0999756,786.2999878,972,1093,912.5999756,1143,551.7000122,331.7000122,390,732.5,524.7999878,429.7999878,1007,752.0999756,514,611.7000122,643.2000122,551.9000244,1642,929,814.9000244,657.7000122,,1767,1088,949.9000244,585.5,1857,623.5,615.7000122,945.0999756,2027,1488,1691,1955,1297,2112,1468,1382,1569,1873,1145,2427
+07/10 12:00,2954,2776,3193,3102,3353,2858,2248,2871,2685,2791,2562,2802,2510,1938,3540,2349,2709,2871,1609,1765,2665,1590,665.5999756,474.7000122,1151,1760,602.2000122,773.5999756,949.0999756,1092,903.9000244,1082,539.5999756,325.8999939,392.8999939,711.4000244,516.5,423.2000122,987.7999878,728.2999878,502.3999939,592.5999756,631.7000122,539.5999756,1620,925.4000244,801.5999756,649.2000122,,1787,1077,933.4000244,580.4000244,1846,611.2000122,622.5999756,942.9000244,2009,1497,1663,1937,1289,2103,1458,1385,1555,1830,1154,2450
+08/10 12:00,2951,2780,3213,3024,3329,2867,2185,2883,2627,2768,2568,2732,2507,1932,3533,2349,2711,2845,1585,1724,2625,1543,650.9000244,460.2999878,1137,1750,637.2999878,758,915.7000122,1064,885.0999756,1021,525.4000244,319.5,385.1000061,694.2999878,507.2999878,418.7000122,963.7000122,706.7999878,488.1000061,577.0999756,611.4000244,524.7999878,1602,918.5999756,793.2999878,640.5,,1797,1064,917.5999756,578.5999756,1833,597.2999878,631.0999756,940.5999756,1985,1490,1640,1931,1278,2088,1442,1407,1534,1794,1161,2452
+09/10 12:00,2958,2799,3247,3011,3294,2859,2157,2890,2573,2749,2571,2654,2495,1914,3525,2349,2716,2815,1555,1686,2589,1495,635,443.7999878,1124,1748,667.0999756,736.5,875,1034,843.9000244,956.7000122,515.9000244,308.5,371.6000061,672.7999878,502.3999939,415,949.0999756,687.5,476.7999878,565.7000122,588.7999878,514,1588,908.7999878,782.4000244,632.0999756,,1791,1048,906.7999878,580.2999878,1822,587.2999878,635.7000122,938.4000244,1959,1485,1621,1924,1271,2072,1426,1413,1520,1777,1165,2452
+10/10 12:00,2967,2842,3302,2993,3251,2840,2137,2880,2530,2730,2567,2576,2479,1882,3512,2349,2715,2785,1525,1644,2548,1444,615.5999756,428.2999878,1116,1737,694.5,722.9000244,840.5999756,1008,790.7000122,902.5999756,503.7000122,301.1000061,358.2000122,655.2000122,499.1000061,407.3999939,932.2000122,674.7999878,464,555.2999878,567.2000122,503.5,1578,901.5999756,766.7999878,625.9000244,,1773,1030,892.2999878,593,1808,573.7000122,638.2999878,936.2000122,1929,1476,1593,1912,1260,2061,1413,1413,1505,1756,1169,2452
+11/10 12:00,2970,2874,3324,2949,3199,2814,2120,2873,2483,2706,2566,2496,2467,1883,3498,2349,2707,2759,1494,1605,2500,1398,597.5,411.7000122,1108,1703,712.0999756,707.7999878,808.5,972.5999756,730,854.9000244,492.5,293.5,347.5,646.2999878,492.2000122,397.3999939,907,662.2999878,451.5,546.2000122,546,493,1578,890.9000244,750.7000122,615.5,,1752,1011,875.5999756,602.9000244,1791,560.9000244,636,933.9000244,1898,1467,1571,1894,1247,2039,1392,1411,1480,1723,1169,2444
+12/10 12:00,2976,2903,3337,2891,3150,2782,2103,2862,2434,2682,2559,2416,2449,1888,3482,2348,2695,2732,1465,1577,2443,1354,578.7999878,397.6000061,1093,1665,723.9000244,693.2000122,785.5999756,937,671.9000244,811,479.5,287.2999878,341,609.2000122,478.8999939,385.8999939,885.7999878,647.2000122,439.7000122,535.4000244,519.9000244,482,1583,862.2000122,732.7999878,602.7999878,,1734,993.5999756,860.5,599.7000122,1771,557.4000244,634.0999756,931.7000122,1861,1454,1546,1874,1230,2022,1371,1400,1470,1682,1162,2421
+13/10 12:00,2982,2927,3353,2857,3112,2746,2086,2855,2387,2661,2548,2335,2431,1904,3462,2340,2686,2711,1439,1547,2383,1303,560.7999878,384.7999878,1066,1639,732.5999756,679.5999756,754.5999756,909.5999756,637,786.2999878,467.6000061,275.7000122,336.1000061,583.4000244,463,374.7999878,860.5,628.7000122,428.6000061,525.0999756,496.7000122,469.2000122,1587,859.7000122,718.5999756,591.4000244,,1716,978.2999878,847,595.7999878,1747,539.2999878,626,929.4000244,1823,1442,1529,1858,1219,2011,1357,1389,1460,1638,1156,2402
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Koulikoro.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Koulikoro.csv
new file mode 100644
index 0000000..0268d3f
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Koulikoro.csv
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Mopti.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Mopti.csv
new file mode 100644
index 0000000..2dcfd18
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Mopti.csv
@@ -0,0 +1,367 @@
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+27/10 12:00,3461,3400,3531,3762,3732,3737,3318,3537,3474,3367,3354,3386,3490,3115,3629,3280,3252,3560,2940,3255,3042,2860,1827,1503,2920,3081,2425,1916,2687,2732,1852,2515,1551,1325,1237,1963,1525,1468,1716,1776,1397,1766,1409,1450,3024,2650,2404,2137,2873,3079,2600,2520,1954,2842,1813,2272,2524,2731,2747,2656,2927,1898,3002,2529,2423,2692,2831,1536,3094
+28/10 12:00,3474,3410,3551,3770,3736,3748,3314,3551,3486,3366,3353,3386,3465,3132,3625,3281,3265,3578,2935,3263,3013,2847,1814,1442,2915,3076,2454,1886,2681,2706,1783,2481,1513,1288,1217,1900,1474,1447,1669,1733,1372,1741,1385,1414,3025,2636,2382,2107,2864,3064,2591,2515,1936,2840,1762,2240,2523,2723,2733,2637,2919,1877,2983,2519,2381,2688,2818,1477,3101
+29/10 12:00,3483,3421,3563,3786,3751,3758,3314,3571,3508,3362,3359,3385,3443,3150,3616,3292,3281,3583,2930,3278,2971,2832,1794,1380,2906,3070,2471,1850,2658,2683,1720,2457,1498,1260,1197,1844,1430,1425,1624,1687,1343,1717,1361,1381,3017,2619,2360,2078,2851,3051,2577,2505,1917,2853,1707,2213,2525,2700,2719,2638,2939,1862,2956,2515,2339,2684,2792,1406,3104
+30/10 12:00,3491,3431,3575,3794,3766,3769,3308,3599,3535,3359,3361,3385,3442,3167,3615,3290,3300,3587,2922,3287,2944,2809,1779,1324,2901,3065,2482,1816,2635,2664,1666,2436,1493,1231,1154,1788,1380,1406,1568,1638,1316,1684,1335,1353,3008,2606,2338,2055,2833,3049,2570,2476,1896,2863,1647,2192,2521,2681,2714,2657,2943,1844,2928,2512,2287,2676,2760,1320,3097
+31/10 12:00,3497,3441,3590,3790,3779,3778,3303,3633,3561,3357,3370,3385,3446,3174,3622,3292,3304,3594,2908,3290,2924,2776,1764,1267,2890,3059,2489,1782,2602,2648,1616,2410,1483,1199,1071,1728,1330,1390,1511,1577,1289,1639,1314,1319,3002,2596,2316,2027,2818,3054,2561,2436,1877,2856,1595,2169,2517,2669,2708,2692,2946,1821,2917,2497,2222,2667,2733,1245,3079
+01/11 12:00,3500,3449,3596,3776,3789,3785,3300,3659,3580,3342,3372,3386,3457,3180,3630,3302,3291,3604,2899,3297,2906,2752,1757,1195,2857,3055,2490,1738,2579,2631,1607,2370,1446,1175,983.2999878,1665,1274,1369,1452,1504,1251,1595,1316,1291,3010,2587,2291,1987,2807,3052,2562,2393,1878,2821,1541,2150,2501,2655,2696,2737,2943,1789,2910,2472,2171,2662,2702,1183,3056
+02/11 12:00,3501,3454,3602,3765,3796,3787,3295,3674,3542,3326,3367,3372,3472,3189,3627,3296,3289,3625,2884,3293,2889,2717,1753,1186,2816,3045,2497,1696,2580,2612,1561,2327,1402,1154,953.0999756,1600,1220,1354,1396,1430,1205,1567,1291,1268,3020,2579,2260,1936,2793,3040,2558,2340,1835,2777,1509,2117,2480,2633,2676,2721,2935,1757,2905,2442,2121,2653,2668,1120,3046
+03/11 12:00,3510,3459,3611,3753,3797,3786,3290,3669,3498,3308,3362,3348,3477,3199,3621,3288,3288,3636,2870,3275,2873,2677,1750,1148,2771,3028,2509,1650,2568,2588,1521,2296,1355,1131,927.2000122,1542,1170,1362,1340,1353,1163,1537,1269,1254,3027,2574,2242,1886,2772,3021,2544,2282,1784,2738,1480,2082,2464,2608,2648,2700,2933,1723,2905,2410,2080,2643,2656,1053,3027
+04/11 12:00,3515,3463,3621,3743,3793,3781,3283,3668,3457,3308,3357,3327,3469,3206,3605,3280,3290,3640,2858,3255,2858,2642,1742,1091,2713,3013,2525,1612,2551,2557,1480,2259,1318,1110,895.7000122,1489,1142,1349,1286,1282,1120,1508,1236,1253,3018,2572,2218,1854,2743,3006,2531,2229,1737,2700,1446,2051,2448,2573,2613,2673,2934,1696,2915,2373,2039,2623,2643,995.2999878,3016
+05/11 12:00,3513,3477,3631,3742,3787,3778,3271,3674,3428,3309,3352,3295,3441,3210,3598,3272,3300,3644,2846,3233,2842,2620,1726,1041,2702,2989,2545,1573,2527,2518,1448,2227,1286,1074,861.0999756,1424,1136,1323,1229,1218,1078,1472,1191,1238,3007,2575,2186,1838,2703,2995,2521,2179,1696,2669,1401,2011,2431,2520,2584,2653,2937,1676,2931,2326,2004,2600,2619,949.5999756,2993
+06/11 12:00,3515,3489,3638,3740,3782,3780,3265,3684,3402,3309,3347,3259,3437,3214,3591,3262,3304,3648,2831,3220,2815,2582,1703,1009,2680,2963,2556,1531,2509,2482,1423,2179,1259,1039,823.2000122,1356,1135,1294,1173,1162,1036,1435,1140,1206,2994,2580,2160,1820,2672,2985,2512,2140,1660,2641,1327,1975,2409,2521,2557,2630,2935,1661,2950,2297,1971,2573,2571,938,2973
+07/11 12:00,3518,3497,3640,3730,3776,3771,3254,3695,3391,3305,3342,3231,3435,3218,3577,3247,3312,3652,2810,3216,2786,2525,1679,996,2617,2946,2571,1482,2493,2450,1402,2120,1225,1000,790.7000122,1292,1133,1258,1124,1108,999.9000244,1399,1081,1165,2975,2575,2131,1775,2641,2976,2498,2108,1627,2617,1243,1938,2389,2526,2535,2602,2921,1651,2939,2252,1921,2556,2447,935.5,2956
+08/11 12:00,3522,3500,3639,3725,3771,3761,3243,3706,3397,3285,3335,3208,3433,3228,3567,3237,3312,3666,2781,3219,2756,2468,1653,992.4000244,2579,2926,2583,1440,2482,2422,1381,2065,1209,958.4000244,758.9000244,1232,1104,1222,1080,1073,969.5,1368,1033,1122,2960,2554,2092,1713,2617,2967,2477,2074,1594,2592,1175,1895,2371,2501,2508,2566,2903,1632,2911,2184,1869,2546,2393,917.7999878,2918
+09/11 12:00,3529,3501,3635,3716,3765,3749,3222,3716,3406,3270,3322,3187,3431,3250,3553,3224,3314,3677,2752,3230,2733,2413,1628,997.2999878,2529,2910,2597,1391,2458,2395,1358,1996,1192,916.5999756,721.9000244,1175,1065,1193,1040,1038,933.5999756,1339,984.7999878,1084,2954,2509,2041,1629,2594,2960,2447,2037,1558,2568,1135,1822,2342,2461,2483,2534,2893,1615,2886,2129,1810,2537,2362,875.2000122,2875
+10/11 12:00,3537,3510,3635,3698,3760,3736,3201,3727,3417,3259,3317,3167,3429,3255,3543,3214,3307,3681,2713,3240,2702,2365,1596,1007,2459,2885,2617,1335,2421,2350,1325,1930,1185,876.9000244,679.2999878,1123,1032,1159,986,985,901.5,1315,936.2999878,1053,2954,2431,1986,1580,2570,2952,2408,1984,1518,2540,1108,1720,2317,2409,2441,2520,2890,1590,2866,2079,1754,2527,2334,830.7999878,2842
+11/11 12:00,3518,3515,3644,3683,3752,3731,3178,3741,3429,3246,3307,3147,3427,3252,3537,3207,3300,3677,2683,3251,2658,2320,1558,1010,2408,2856,2642,1281,2378,2286,1282,1867,1168,831.7999878,637.7000122,1085,995.2999878,1130,936.2000122,931.2999878,876.2999878,1290,895,1053,2959,2330,1932,1568,2521,2936,2383,1927,1476,2504,1090,1605,2288,2353,2385,2507,2882,1560,2844,2029,1723,2501,2310,802.5,2811
+12/11 12:00,3496,3513,3646,3671,3737,3723,3164,3757,3422,3231,3298,3126,3425,3248,3530,3203,3293,3668,2656,3265,2612,2269,1519,1007,2379,2821,2630,1232,2356,2254,1247,1803,1166,785.0999756,614.4000244,1051,966.4000244,1096,894.5999756,878.7999878,848.5,1262,905.2999878,1055,2966,2229,1886,1549,2458,2905,2373,1857,1434,2459,1076,1574,2251,2287,2330,2488,2878,1524,2817,1984,1674,2475,2255,765.5999756,2786
+13/11 12:00,3474,3517,3650,3656,3726,3716,3144,3774,3404,3201,3282,3103,3423,3245,3513,3185,3285,3658,2652,3285,2562,2225,1480,1001,2352,2768,2646,1180,2335,2219,1210,1743,1163,754.2000122,596.0999756,1018,941.2999878,1050,868.2999878,829,817.7000122,1222,877.9000244,1031,2952,2127,1845,1513,2397,2850,2368,1807,1390,2404,1057,1559,2220,2257,2307,2465,2877,1489,2794,1976,1629,2462,2219,713.7000122,2770
+14/11 12:00,3460,3517,3649,3622,3710,3700,3114,3790,3395,3179,3269,3077,3415,3242,3496,3163,3274,3649,2643,3299,2516,2184,1429,994.2999878,2312,2718,2660,1128,2290,2185,1167,1686,1157,706.5999756,582.5999756,967,920.2000122,1001,847.0999756,790.7000122,794.9000244,1178,822.5,1011,2940,2119,1785,1467,2324,2796,2364,1761,1346,2345,1036,1525,2187,2240,2295,2448,2869,1452,2771,1966,1574,2450,2184,668,2732
+15/11 12:00,3450,3521,3648,3589,3683,3683,3085,3791,3383,3167,3259,3048,3403,3242,3480,3136,3253,3639,2627,3303,2476,2144,1392,977,2241,2683,2663,1077,2250,2151,1140,1636,1149,676.5,567.4000244,920.0999756,896.5999756,956.2999878,828,746.9000244,772.7999878,1142,763.7999878,990,2925,2117,1736,1427,2307,2757,2334,1713,1285,2302,1026,1482,2148,2218,2267,2425,2862,1420,2747,1927,1534,2427,2138,633.5999756,2685
+16/11 12:00,3442,3534,3648,3548,3670,3656,3057,3781,3374,3151,3246,3013,3419,3242,3475,3105,3237,3630,2595,3299,2438,2082,1359,958.0999756,2178,2656,2660,1031,2204,2112,1119,1578,1142,662.4000244,549.7999878,882.7999878,870.5,910.5999756,810.5999756,720.2000122,750.2999878,1091,738.7000122,965.5999756,2916,2092,1673,1374,2287,2758,2275,1648,1231,2255,988.7999878,1437,2109,2176,2210,2388,2843,1389,2716,1860,1494,2404,2084,601,2629
+17/11 12:00,3424,3543,3649,3508,3663,3636,3025,3762,3369,3137,3229,2980,3409,3224,3455,3082,3228,3616,2553,3286,2400,2031,1310,936,2134,2619,2658,991.2000122,2155,2073,1119,1499,1133,647.9000244,534.7000122,851.7000122,848.5999756,871.4000244,794.5,701.7999878,718,1056,728.0999756,941,2923,2044,1593,1322,2242,2755,2241,1580,1182,2212,948.9000244,1389,2072,2137,2159,2346,2821,1359,2682,1804,1451,2372,2040,575.5999756,2594
+18/11 12:00,3404,3558,3650,3478,3655,3617,2989,3736,3353,3117,3196,2939,3397,3203,3427,3064,3224,3587,2529,3272,2372,1962,1251,906.5999756,2084,2568,2665,948.2999878,2106,2037,1134,1401,1107,631.4000244,517.0999756,823.2000122,829.5,823,782,679.4000244,695.9000244,1019,721.2000122,921.7000122,2928,1983,1529,1269,2184,2724,2199,1514,1140,2175,925.5999756,1344,2037,2079,2102,2288,2793,1330,2651,1746,1400,2342,1983,562.5999756,2562
+19/11 12:00,3394,3568,3631,3442,3648,3595,2958,3712,3335,3099,3170,2896,3369,3179,3404,3045,3217,3563,2520,3257,2313,1848,1175,875.5,2022,2502,2669,916.2999878,2056,2003,1145,1303,1071,640.0999756,508.8999939,795,811.9000244,788.0999756,770.9000244,662.5,678.2999878,959,711.0999756,912.7999878,2920,1915,1484,1214,2138,2668,2131,1448,1107,2124,904.7000122,1296,1996,2003,2032,2227,2758,1302,2624,1696,1355,2315,1927,552.7000122,2555
+20/11 12:00,3381,3570,3608,3405,3643,3579,2922,3710,3314,3073,3152,2851,3340,3173,3377,3018,3202,3555,2492,3241,2245,1790,1116,842.5,1958,2437,2676,895.7000122,2000,1969,1152,1211,1021,647.9000244,488.3999939,769.7000122,795.5999756,761.2999878,758.0999756,638.7999878,660.7999878,927,696.4000244,887.0999756,2911,1853,1441,1199,2095,2600,2038,1397,1088,2070,881.0999756,1250,1944,1927,1979,2184,2725,1270,2600,1646,1314,2290,1876,539.7000122,2529
+21/11 12:00,3356,3565,3577,3372,3640,3570,2898,3707,3289,3048,3140,2812,3311,3174,3351,2973,3179,3546,2441,3231,2179,1761,1078,809.0999756,1889,2380,2675,870.4000244,1946,1932,1144,1182,979.5,641.2000122,471,740,781.9000244,735.2999878,738.9000244,612.2000122,648.0999756,908,685.7000122,855.7000122,2898,1800,1397,1174,2052,2526,1935,1355,1078,2016,860.7000122,1203,1888,1870,1928,2143,2700,1235,2575,1584,1288,2257,1817,525.7999878,2481
+22/11 12:00,3340,3567,3553,3337,3636,3551,2871,3695,3261,3022,3118,2766,3273,3170,3329,2920,3133,3532,2402,3228,2146,1707,1053,771.7000122,1834,2321,2660,842.5999756,1893,1883,1132,1162,950.5,630.5999756,456,711,753.9000244,710.2999878,712.2999878,594.2999878,640.5,890.5999756,674.0999756,827,2876,1753,1355,1165,2014,2509,1826,1315,1042,1963,842.7999878,1157,1839,1793,1876,2109,2672,1198,2551,1510,1265,2209,1763,514.9000244,2431
+23/11 12:00,3333,3566,3548,3324,3621,3525,2848,3684,3242,2994,3094,2721,3273,3163,3309,2872,3101,3516,2379,3219,2143,1636,1015,747.2999878,1761,2259,2644,810.9000244,1844,1835,1119,1146,921.7999878,608.2000122,440.6000061,682.2999878,722.4000244,680.5999756,686.5,574.5999756,635.2999878,867.9000244,666.5,802.4000244,2862,1692,1331,1149,1953,2495,1817,1279,970.0999756,1914,835.9000244,1112,1786,1729,1838,2081,2640,1159,2526,1425,1243,2144,1720,510.6000061,2383
+24/11 12:00,3328,3565,3548,3338,3606,3506,2831,3677,3231,2957,3068,2672,3270,3144,3288,2844,3076,3499,2365,3213,2111,1567,969.2999878,720.7999878,1680,2234,2625,771.7000122,1799,1781,1097,1120,902.4000244,577.7999878,428.2000122,658.9000244,690.0999756,655,660.9000244,555.9000244,623.0999756,843.7999878,666.0999756,788.5999756,2848,1642,1292,1106,1874,2450,1806,1249,907,1885,833.4000244,1071,1730,1652,1788,2041,2596,1125,2500,1371,,2069,1661,501.2999878,2348
+25/11 12:00,3286,3565,3547,3348,3593,3491,2818,3658,3223,2912,3027,2618,3243,3124,3268,2805,3052,3490,2334,3211,2040,1497,919,689.0999756,1616,2155,2609,738,1748,1726,1045,1106,874.0999756,569.5,415.8999939,610,654.2000122,631.0999756,633.4000244,536.0999756,606.4000244,815.5,666.7000122,772.5999756,2827,1606,1246,1058,1802,2389,1739,1213,862.7999878,1862,839,1042,1671,1577,1733,1987,2551,1089,2472,1329,,2017,1576,490.1000061,2323
+26/11 12:00,3238,3566,3543,3337,3579,3474,2796,3638,3204,2870,2992,2560,3212,3089,3248,2769,3025,3478,2281,3200,1991,1436,879.9000244,686.5,1560,2086,2599,709.7999878,1697,1674,1011,1104,845.0999756,553.5999756,408.2999878,587,625.7000122,610.2999878,607.2000122,520.7999878,581.5,788,658.5,752.2000122,2798,1575,1194,1012,1734,2343,1677,1171,832.2000122,1816,876.2999878,1016,1567,1542,1674,1937,2513,1046,2446,1295,,1989,1505,478.5,2301
+27/11 12:00,3194,3573,3524,3307,3563,3441,2754,3618,3172,2826,2955,2507,3187,3023,3228,2721,3010,3456,2221,3187,1938,1370,845.2000122,664.7999878,1507,2012,2589,684.0999756,1652,1625,974.7999878,1086,806.2999878,532.7000122,405.1000061,575.4000244,607.2999878,590.4000244,583.5,512.4000244,553.4000244,762.2000122,644.2000122,727.7999878,2769,1521,1149,974.2999878,1683,2300,1627,1133,803.7999878,1730,861,979.7000122,1490,1470,1616,1893,2470,997.7000122,2426,1262,,1977,1454,461.5,2238
+28/11 12:00,3165,3570,3500,3265,3546,3393,2714,3597,3140,2788,2922,2470,3163,2993,3208,2701,2995,3426,2161,3161,1882,1299,809.5999756,640,1462,1947,2581,656.5,1599,1571,907.7000122,1035,777.9000244,513.5,401.2000122,563.4000244,591.9000244,570.2999878,562.0999756,506.5,530.2000122,738,628.5,705.2999878,2741,1469,1102,947,1618,2254,1579,1112,786.2999878,1609,837.2999878,935.9000244,1410,1406,1550,1852,2396,946.4000244,2412,1233,1060,1953,1412,450.3999939,2171
+29/11 12:00,3147,3567,3472,3228,3525,3358,2689,3582,3109,2745,2898,2438,3132,2963,3187,2677,2973,3399,2097,3129,1826,1248,768.7999878,606.5,1398,1900,2572,636.4000244,1549,1527,870.5,970.0999756,762.0999756,493.2999878,396.7000122,541.7999878,577.2000122,551.5,547.7999878,500.1000061,518.5999756,715.2000122,620.5999756,684.0999756,2710,1422,1051,918.4000244,1526,2201,1524,1100,762.5,1486,815.2000122,885.4000244,1303,1347,1499,1808,2283,965,2388,1195,1020,1904,1367,446.7000122,2122
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+07/12 12:00,2840,3530,3288,2972,3401,3185,2290,3361,2931,2408,2552,2034,2852,2539,2951,2342,2714,3073,1736,2854,1508,924.5,606.4000244,493.5,953.5999756,1454,2315,472.7999878,1159,1131,813,789.7000122,601.5,428.2000122,438.2000122,476.7000122,426.3999939,435.3999939,453.3999939,473.3999939,426.2000122,549.0999756,522.5999756,549.9000244,2390,1057,781.2000122,685.7999878,1085,1859,1124,918.7999878,603,1244,633,695.7999878,1018,1081,1125,1407,2092,771.4000244,1959,912.2000122,821.2000122,1426,1057,325.6000061,1586
+08/12 12:00,2787,3519,3258,2937,3389,3141,2261,3335,2894,2380,2510,1975,2804,2557,2902,2320,2687,3053,1688,2803,1472,894.4000244,574,460.1000061,916.2000122,1426,2270,449.1000061,1128,1099,812.0999756,761.2999878,576.7999878,422.6000061,418.7000122,458.5,414.1000061,426,445.2999878,464.6000061,416.7000122,544,507.6000061,543.7000122,2302,1045,761.2000122,658.0999756,1098,1819,1109,915,595.7000122,1210,618.0999756,680.7000122,965,1042,1082,1362,2058,733.5999756,1906,908.2999878,821.5,1390,1019,313.8999939,1516
+09/12 12:00,2743,3513,3219,2897,3369,3096,2232,3312,2863,2358,2468,1911,2793,2570,2849,2256,2652,3030,1654,2760,1413,882.7000122,563.2999878,426.6000061,886.5999756,1363,2216,441.7999878,1113,1083,813.7000122,752.7000122,564.2000122,418.2000122,386.3999939,448.7000122,401,415.2000122,436.7999878,455.7000122,404.8999939,540.7999878,487.5,535.7000122,2241,1035,744.0999756,627,1105,1774,1097,907.0999756,580,1168,601.5999756,660.5999756,926.9000244,982.7000122,1078,1328,2017,701.5999756,1852,899.2000122,824,1374,987.7000122,305.6000061,1438
+10/12 12:00,2697,3498,3164,2856,3341,3039,2190,3293,2840,2330,2431,1847,2795,2524,2798,2171,2627,2988,1622,2723,1343,877.0999756,559.4000244,400.2999878,869.5999756,1301,2151,436.5,1105,1076,815.7000122,741.7999878,551.2999878,416.2000122,357.7000122,445.1000061,392,402.6000061,433.3999939,446.2999878,396.2000122,536.7999878,473.2999878,539.0999756,2194,1024,726.2000122,588.0999756,1069,1722,1078,905.0999756,555,1123,581.5999756,633.2999878,902.0999756,953.7999878,1069,1301,1969,667.4000244,1800,891.4000244,833.2000122,1368,970.5,299.8999939,1393
+11/12 12:00,2645,3482,3129,2809,3316,2989,2143,3257,2823,2262,2404,1791,2787,2429,2753,2089,2606,2955,1589,2686,1266,862.5999756,560.7000122,390.2000122,840.7999878,1253,2122,426.5,1085,1084,817.7999878,742.4000244,535.2999878,414,336,449.1000061,390.7999878,392.2000122,430.8999939,440.1000061,390.1000061,532.2999878,459.7999878,543.5,2177,1006,709.5,564.2000122,1020,1659,1043,903,519,1102,568.2999878,608.2999878,886.5999756,942.5999756,1056,1280,1916,634.5,1755,883.2000122,869.2000122,1358,954.2000122,299.5,1361
+12/12 12:00,2599,3462,3114,2781,3291,2949,2087,3223,2802,2192,2386,1735,2736,2319,2725,2030,2582,2907,1533,2648,1199,838.0999756,561.5,395.6000061,814.2000122,1217,2070,419,1065,1078,817.0999756,729.7000122,517.0999756,411,319.2000122,453.2999878,390.1000061,381.1000061,430.3999939,434.1000061,391.8999939,528.5,446.1000061,547.0999756,2133,981.4000244,699.5,585.5999756,977.7000122,1589,1005,901.7000122,514,1087,555.5999756,595.7999878,881.5,928.0999756,1032,1253,1872,614.5999756,1709,866.7999878,844.9000244,1329,938.5999756,292.7000122,1338
+13/12 12:00,2559,3438,3099,2764,3266,2917,2038,3194,2784,2133,2353,1690,2687,2217,2700,1949,2538,2857,1499,2605,1146,817.4000244,555.0999756,403.1000061,793.7999878,1179,2007,415.1000061,1031,1045,808,709.5999756,505.2000122,407.8999939,302.2999878,454.8999939,386.3999939,368.7000122,433.7000122,428.2000122,392.6000061,516.5,432.5,545.4000244,2060,955.0999756,685,607.2999878,918,1525,961.0999756,895.7000122,513.7000122,1062,543.2999878,597,865.2999878,907.2000122,998.5999756,1196,1826,606.2000122,1661,839.7000122,806.0999756,1299,926,294.5,1299
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Pankourou.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Pankourou.csv
new file mode 100644
index 0000000..da94880
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Pankourou.csv
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Sofara.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Sofara.csv
new file mode 100644
index 0000000..1e9f579
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Niger_Sofara.csv
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Bafing Makana.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Bafing Makana.csv
new file mode 100644
index 0000000..1d38d78
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Bafing Makana.csv	
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Dibiya.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Dibiya.csv
new file mode 100644
index 0000000..89b715f
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Dibiya.csv
@@ -0,0 +1,367 @@
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Kayes.csv b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Kayes.csv
new file mode 100644
index 0000000..7b086b9
--- /dev/null
+++ b/comparison/observation/data/DNHMali_2019/Q_stations/Senegal_Kayes.csv
@@ -0,0 +1,367 @@
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+15/08 12:00,1654,1449,1293,1344,2927,2488,2209,2592,2753,1732,1418,3066,1403,1443,1541,3231,1063,1516,1296,1058,2160,1990,636.5999756,1590,982,1172,1147,753.2999878,1038,621.2000122,1445,1230,1029,586.7000122,515.4000244,1117,576.7999878,116.9000015,172.6999969,346.5,330.1000061,410.2999878,344.3999939,268.8999939,889.2999878,969.2000122,581.9000244,481.1000061,767.2999878,1408,649,471.8999939,479.8999939,1312,541.7000122,798,575,1460,809.2000122,803.5,745.5999756,488.5,1767,2209,743.4000244,986.2999878,916.5999756,590.0999756,1147
+16/08 12:00,1923,1302,1644,1239,2708,2305,2094,2867,2839,2015,1604,2745,1789,1424,1602,3404,960.2999878,1461,1137,1046,2119,1731,766.4000244,1457,954,1129,1384,772.0999756,967.5999756,573.2999878,1319,1323,1002,595,586.5,1221,575.5999756,238.3999939,222.8999939,448.2000122,296.1000061,373.2000122,339.3999939,343.7000122,974.5999756,1376,646.0999756,454.7000122,620.4000244,1564,655.5999756,508.7000122,399.5,1317,534.5999756,817,611.5,1449,746.9000244,889.7000122,750,420.7000122,1692,2355,759.0999756,856.4000244,879.5,529.0999756,1144
+17/08 12:00,1708,1253,1394,1190,2590,2266,2130,3018,3029,2043,1516,2498,2015,1413,1771,3760,1009,1576,1031,1059,2025,1580,924.9000244,1572,897.5,1050,1560,974.7000122,939.9000244,552.5,1251,1369,878.0999756,583.2000122,604.5999756,1177,572.7999878,557,445.5,559.4000244,272.8999939,363.5,318.5,504.2999878,1135,1941,637.4000244,403.3999939,571.5,2195,570.5,533.4000244,440.3999939,1281,523,747.7000122,648.5999756,1526,654.7000122,1031,1160,513.9000244,1527,2203,718.7999878,1001,1024,487.3999939,1118
+18/08 12:00,1899,1202,1375,1239,2647,2428,2205,2723,3227,2157,1528,2522,2079,1351,1771,3891,1011,1695,1053,1181,1845,1628,948.7999878,1746,1003,986,1496,1326,936.2000122,564,1285,1369,771.0999756,665,582.2000122,1120,582.5999756,776.5999756,629.0999756,555.0999756,357.7999878,369.2999878,310.8999939,385.1000061,1103,2167,523.2999878,364.5,576.2999878,2651,544.5,469.7000122,467.1000061,1366,522.0999756,790.5,656.7000122,1452,565.0999756,1047,1014,737.5999756,1457,1998,747.5999756,1258,1173,511.2000122,1126
+19/08 12:00,2509,1207,1483,1294,3065,2701,2353,2623,3249,2602,1512,2611,2071,1265,1712,3999,1156,1930,1223,1436,1838,1651,932.9000244,1812,1787,885.7000122,1476,1399,961.0999756,559.4000244,1213,1303,718.5999756,890.7999878,615.5999756,1102,607.0999756,772.7999878,623.2000122,548.0999756,511.5,382.5,309.2000122,396.8999939,1040,2064,444.6000061,360.2999878,614.7999878,2943,508.3999939,379.2999878,494.1000061,1699,518,1045,632,1308,571.5999756,1158,993.9000244,984.2000122,1377,1765,773,,1338,527.5,1173
+20/08 12:00,3222,1453,1823,1317,3518,2858,2593,2917,3635,2770,1385,2668,1937,1194,1734,3842,1355,2080,1294,1696,1997,1651,941.9000244,1993,3076,806.2000122,1583,1308,897.7999878,549,1104,1251,712.5,1030,633.5999756,1183,675.0999756,680.2999878,616.5,750.7000122,542.5999756,476.8999939,296.3999939,415.1000061,1042,1655,420.3999939,388.8999939,606.2000122,2489,477.3999939,360.2999878,561,1902,512.2999878,1251,625.0999756,1177,611,1173,915.0999756,916.2000122,1320,1755,781.0999756,,1398,641.5,1237
+21/08 12:00,3390,1958,1974,1395,3886,2950,2730,3043,4922,2783,1274,2644,2072,1172,1797,3396,1479,2243,1170,1563,2240,1867,963.4000244,2057,3521,738.0999756,1754,1268,847.5999756,528.0999756,1035,1252,747.7999878,1025,642.2000122,1393,727,646.5,720.4000244,1352,571.2999878,619.4000244,265.2999878,422.2000122,1133,1406,446,475.5,617.7999878,1978,526.2999878,357.2000122,879.7999878,2008,611.5,1115,629.7000122,1087,655.4000244,1156,822.7999878,778.5999756,1431,1653,747.2999878,1151,1516,568.5999756,1375
+22/08 12:00,3470,2010,2177,1714,4147,2872,2947,3043,5293,3127,1268,2523,2219,1218,1935,2991,1784,2201,1044,1597,2612,2719,932.4000244,2298,3821,701.9000244,1795,1113,920.2999878,540,970.9000244,1254,938.2000122,904.7999878,664.4000244,1573,718.7000122,706.4000244,823.7000122,1530,597.2000122,887.7999878,243.6000061,355.7000122,1368,1247,526.2000122,494.8999939,835.7000122,1803,583.2999878,333.3999939,928.0999756,1985,889.5999756,1062,590.5,1129,1089,1097,1006,1222,1285,2150,746.2000122,1141,1478,507.1000061,1271
+23/08 12:00,3522,1840,2189,1943,4734,2869,3159,3097,,3450,1374,2423,2534,1342,1936,2847,2163,2170,945.7000122,1860,2686,3422,844.2000122,2540,4653,701.7000122,1671,955.5999756,1114,559.0999756,912.2999878,1230,1324,761,648.7999878,1421,683.7999878,738.5999756,783.0999756,1529,638.2999878,856.0999756,204.3999939,346.5,1547,1179,548.5,564,1275,1777,649.5999756,,869.0999756,1558,925.7999878,1134,544.9000244,1308,1212,1083,967.4000244,1900,1351,2374,703.0999756,1211,1514,656,1256
+24/08 12:00,,1760,1926,1935,5059,3245,3216,3559,,3844,1613,2543,2857,1429,2002,2849,2267,2415,873.7000122,2080,2394,3459,802.4000244,2582,4987,757,1623,836.2000122,1068,633.2000122,955.9000244,1205,1747,685.2999878,590.5,1270,669.5,543.2999878,686.9000244,1807,606.7000122,1055,206.1999969,462.5,1702,1412,523.7999878,675.7000122,1217,1994,645.2999878,,864.5999756,1443,885.5999756,1077,498.1000061,1406,1361,1163,812.5999756,2246,1432,2002,712.4000244,1337,1529,810.0999756,1307
+25/08 12:00,,1746,1630,1981,5023,3448,2930,3169,,3761,2094,2995,2651,1467,2250,3119,2227,2787,814.2000122,2138,2103,3551,797.0999756,2420,4915,882.2999878,1589,730,957.7000122,774.5,1031,1205,1613,656.2000122,513,1203,721,347.7000122,642.0999756,2028,533.2000122,1321,248.6000061,625.0999756,1722,2258,476.3999939,725.7999878,1047,2322,691.4000244,306.1000061,739.5999756,1505,854.9000244,1031,465.3999939,1361,1458,1213,815.9000244,2555,1737,1806,720.5999756,1158,1431,892.4000244,1444
+26/08 12:00,,1617,1411,2026,4671,3444,2844,2814,,3537,2172,3320,2732,1513,2533,3179,2152,2984,792.4000244,2295,1892,3549,843.9000244,2383,4462,952.2999878,1403,659.7000122,956.2999878,917.5999756,1125,1175,1372,628.2000122,456.1000061,1249,879.2000122,291.2999878,682.5,1896,510.8999939,1287,328,686.7999878,1612,2887,486.3999939,655.5999756,1039,2581,724.0999756,301.2000122,690.7999878,2063,818.9000244,1082,439.2999878,1365,1406,1302,921.0999756,2420,3030,1839,704.5999756,1251,1282,1144,1393
+27/08 12:00,,1575,1314,1911,4344,3361,3064,2725,,3224,1977,3440,2987,1578,2800,3179,2114,3167,833.0999756,2568,1758,3303,820.9000244,2007,3799,954.5,1217,615.4000244,970.4000244,939,1159,1114,1417,595.2000122,432.7999878,1308,991.7999878,293,893.7999878,1794,450.8999939,1141,433,730.2000122,1652,2702,461.2999878,605.2000122,1076,2585,786.5,322,619.9000244,2320,796,1105,408.1000061,1480,1399,1265,999.2000122,1923,3451,1814,690.5999756,1479,1250,1137,1388
+28/08 12:00,,1540,1181,1834,4324,3150,2985,2848,,2975,1879,3461,3009,1834,3352,3520,2087,3248,912.5,2688,1716,3338,813.5999756,1718,3491,1073,1083,617,1004,859,1076,1058,1462,588.5999756,435.7000122,1304,1028,314.2999878,1283,1900,369,1051,469.8999939,711.2000122,2064,2830,451.3999939,677.2000122,1262,2885,833.7999878,808.2000122,604.2000122,2108,778,1183,411.7000122,1863,1404,1125,991.2000122,1531,3421,1815,707.7000122,1534,1309,1037,1388
+29/08 12:00,,1500,1116,1849,4429,3059,3046,2918,4955,2996,1671,3512,2879,1944,3444,3432,2043,3214,998.5,2513,1649,3478,831.5999756,1563,3421,1195,1040,632.2000122,1005,794.5999756,980.2999878,1012,1611,619.4000244,439.7000122,1323,1056,330.7999878,1401,1851,319.5,840.7999878,437.2000122,562.7999878,2459,2738,649,887.2999878,1855,2889,1012,1717,1006,1932,746.5999756,1182,547.9000244,2149,1413,964,1026,1378,3027,1526,714.2000122,1786,1540,940.4000244,1495
+30/08 12:00,,1481,1107,1916,4379,3091,3476,2822,4718,3145,1462,3397,2789,2021,3439,3144,1915,3306,1006,2332,1605,3475,841.9000244,1510,3696,1486,992.7000122,608,1043,857.2999878,922.2000122,995.0999756,1659,581.4000244,449.3999939,1299,1076,331.1000061,1453,1820,279.7999878,581,586.5,475.7000122,2610,2552,1440,1354,2021,2669,1065,2206,1088,1735,735.4000244,1175,520.2000122,2319,1426,855.2000122,1044,1291,2602,1512,696.0999756,1638,1813,866.7999878,2122
+31/08 12:00,3978,1479,1130,1916,4352,3032,3818,2720,4440,3308,1435,3368,2724,2249,3757,3007,1741,3484,983.0999756,2279,1644,3171,917.4000244,1434,3491,2116,979.7999878,602,1174,986.4000244,999.2000122,1104,1529,570.5999756,435.5,1228,1085,343.8999939,1338,1494,275.8999939,562.5,1184,513.0999756,2605,2654,2082,1257,2163,2417,979.2000122,2716,904.4000244,1600,747.9000244,1168,534.5999756,3082,1471,831.9000244,1059,1246,2141,1708,743.2000122,1565,,807,2356
+01/09 12:00,4165,1479,1086,1977,4435,2981,4410,2697,4092,3391,1414,3601,2654,2409,3840,2884,1598,3587,1075,2255,1759,2792,1019,1361,3092,2506,974.4000244,585.7999878,1208,1044,1117,1244,1406,572.4000244,403.7999878,1182,1119,349.7999878,1349,1301,298.1000061,980.2000122,1730,851.7000122,2518,2625,2387,1397,2218,2222,898.9000244,3069,764.9000244,1468,767.5,1335,605.5999756,3341,1620,864.4000244,1014,1179,1868,1735,926.7000122,1873,,794.5,2072
+02/09 12:00,4085,1489,1028,2050,4382,2822,4582,2814,3855,3348,1485,4140,2636,2268,3948,2925,1550,3768,1237,2338,1942,2509,1045,1296,2907,2972,955.5,575.2000122,1078,1017,1223,1226,1451,577.7999878,379.1000061,1165,1172,418.7999878,1510,1139,293.1000061,1504,1899,1630,2431,2581,2518,1570,2360,2034,941.5,2986,704.5,1332,801.4000244,1619,662.9000244,3079,1456,850.5999756,1071,1170,1775,1590,993,2320,2841,755.2999878,1860
+03/09 12:00,,1499,1012,2361,4213,2801,4235,2862,3744,3386,1676,4214,2896,2128,4120,3453,1701,3825,1318,2589,2084,2303,1047,1192,2741,3324,909.0999756,609.5999756,960.4000244,1040,1479,1263,1632,570.5999756,379.1000061,1233,1225,732.2999878,1668,1036,261.2999878,2016,1922,2044,2473,2590,2397,1866,2414,1827,1328,2752,782.2000122,1240,829.5,1692,629.0999756,2984,1118,988.0999756,1212,1145,1860,1473,1006,2224,2109,703.9000244,2108
+04/09 12:00,,1601,1054,2851,4149,2879,3821,2879,3773,3572,1850,4188,3132,2167,4651,3833,1964,3803,1353,3079,2368,2186,1108,1104,2617,3214,886.4000244,751.2999878,860.7000122,1047,1751,1238,1555,574,420.2000122,1225,1458,956.4000244,2005,922.4000244,241.6000061,1836,1804,2158,2583,2615,1763,2201,2415,1669,1648,2384,1228,1367,797.2000122,1681,599.9000244,2950,1293,1269,1228,1030,1886,1261,1906,1967,1933,649.9000244,2222
+05/09 12:00,,1921,1241,3374,4116,2823,3721,2930,3847,3966,2024,4559,2893,2504,5095,3909,2119,3770,1437,3309,3045,2225,1308,1037,2553,2800,846.9000244,859.9000244,780.5999756,1011,1900,1150,1362,603.0999756,454.7999878,1283,1682,1023,2345,897.5,216.5,1523,1708,2099,2644,2569,1073,2497,2305,1606,2270,1782,1723,1561,771.2999878,1558,537.2999878,3188,1480,1369,1252,934.9000244,1823,1417,2045,1509,1954,589.7999878,2072
+06/09 12:00,3869,2088,1507,3364,4078,2664,3685,2910,3772,4229,2134,4442,2641,3079,4771,4049,1998,3714,1558,3114,3174,2239,1506,1065,2404,2803,789,822,755.4000244,992.7000122,2078,1079,1233,654,477.7999878,1407,1819,1035,2353,873.0999756,191.6999969,1489,1619,2084,2646,2429,919.5999756,2406,2191,1727,2652,1445,2050,1818,762.7000122,1484,528.0999756,3032,1469,1828,1309,851,1994,2202,1464,1427,1903,574.5999756,2192
+07/09 12:00,3805,2171,1582,2916,3981,2611,3781,2943,3633,4161,2067,4368,2524,3088,4481,4458,1779,3627,1534,3023,3004,2240,1434,1291,2387,2924,755.4000244,842.7999878,776.4000244,942.7999878,2242,1028,1144,638.7999878,504.1000061,1497,1903,1032,2231,853.5,186.6000061,1355,1489,1990,2570,2342,966.7999878,1585,2460,1860,2652,1295,2281,1618,683.9000244,1401,600.2999878,2769,1430,2485,1375,775.7999878,2123,3084,1515,1436,1649,613.7000122,2406
+08/09 12:00,3792,2154,1879,2586,3766,2645,3816,3095,3443,4072,2073,4424,2475,3007,4262,4646,1629,3578,1441,3288,2687,2178,1277,1464,2487,2778,761.7000122,912.7999878,839.7999878,976.5999756,2253,1004,1048,596,516.5,1524,1866,1018,2557,888.4000244,233.5,1051,1548,1766,2494,2151,1087,1357,2966,1990,3031,1499,2430,1625,608,1321,711.5999756,2754,1422,2276,1466,746.2000122,1965,2809,1454,1417,1488,650.2999878,2350
+09/09 12:00,3734,2093,2638,2423,3522,2832,3694,3208,3267,3917,2196,4424,2418,2690,3987,4462,1621,3580,1530,3330,2422,2257,1139,1466,2448,2554,804.2000122,1012,942.0999756,1112,2322,976.9000244,1008,571.9000244,512.5999756,1587,1693,942.0999756,2718,1007,373.2000122,867.5,1748,1261,2454,2268,1038,1732,2907,2151,2972,1793,2260,1730,616.4000244,1180,648.7000122,2547,1476,2335,1478,733.2999878,1678,2386,1357,1360,1363,633.7999878,2115
+10/09 12:00,3678,2061,2797,2365,3216,3158,3912,3353,3087,3690,2355,4282,2439,2537,3741,4281,1862,3656,2100,3448,2303,2581,1082,1453,2251,2360,781.4000244,1065,1104,1172,2475,978.9000244,1006,559.7999878,509.2000122,1603,1513,700,2671,1301,525.2999878,927.2000122,1782,923.5999756,2541,2066,851.5999756,1674,2467,2468,2886,1532,1783,1732,655.0999756,1180,618.0999756,2079,1600,2335,1455,703.0999756,1497,2149,1253,1344,1287,697.0999756,1971
+11/09 12:00,3700,1984,2703,2440,2994,3410,3900,3667,2902,3352,2078,4046,2491,2555,3595,4342,2228,3846,2446,3430,2309,2610,1042,1420,2005,2220,726,1164,1141,1163,2280,951.2000122,989.2999878,558.9000244,497.2999878,1556,1466,672.2999878,2600,1388,573.9000244,957.2000122,1772,942.9000244,2636,1880,705.5,1559,1857,2601,2773,1086,1571,1826,657.0999756,1279,582.4000244,2243,1674,1938,1540,647.5,1441,2178,1170,1343,1351,785.9000244,1949
+12/09 12:00,3520,1964,2573,2988,2881,3636,3654,3904,2790,3062,1902,3894,2463,2448,3406,4240,2572,4128,2624,3427,2420,2606,1016,1400,1822,2073,729,1256,1105,1047,2060,925.7999878,988,566.7999878,496.7999878,1486,1572,919.7000122,2607,1377,593.2000122,874,1636,1269,2632,1832,582.2999878,1593,1540,2343,2623,1070,1403,1738,648.2000122,1205,552,2152,1294,1715,1805,612.7999878,1383,2062,1064,1430,1525,870.7000122,2004
+13/09 12:00,3837,1957,2465,3489,2822,3870,3402,4051,2814,2856,1801,3938,2527,2337,3277,3931,2500,4121,2483,3463,2494,2487,1022,1371,1720,1978,735.9000244,1291,1122,980.7000122,1843,985.4000244,986.2000122,566.7999878,508.7000122,1438,1671,938.2999878,2615,1279,574.0999756,764.2000122,1570,1378,2525,1893,527.4000244,1691,1513,2145,2471,1160,1346,1645,638.5,955.2000122,547.9000244,2007,1125,1627,1804,591.9000244,1263,1846,984.4000244,1479,1773,973.9000244,2133
+14/09 12:00,3738,2010,2342,3309,2759,3872,3232,4000,2882,2683,1920,3999,2572,2132,3236,3732,2230,4019,2402,3380,2403,2227,1034,1323,1696,1892,740.9000244,1262,1220,964.9000244,1637,970.7000122,979.5999756,551.9000244,466.7999878,1408,1655,655.7000122,2698,894.0999756,528.7999878,651.4000244,1667,1470,2283,2017,561.7999878,1580,1485,1834,2351,1323,1426,1555,596.5999756,904.2000122,611.5999756,1848,1030,1538,1770,569,1149,1693,979.2999878,1469,1901,967.2999878,1884
+15/09 12:00,3555,2095,2198,2961,2678,3586,3039,3948,2837,2563,2177,3985,2606,1953,3310,3542,2122,4087,2667,3207,2224,2040,1051,1281,1807,1802,743.2999878,1262,1371,964,1482,960.7000122,977.0999756,530.0999756,448.6000061,1356,1445,488.3999939,2515,636.0999756,449.2000122,570.7000122,1652,1525,1979,2331,655.2999878,1460,1516,1778,2192,1398,1449,1552,561.7999878,897.2999878,657.7999878,1776,954.2999878,1452,1767,528.2000122,1086,1633,902.7000122,1385,1933,913.0999756,1679
+16/09 12:00,3543,2321,2096,2633,2512,3256,2866,3896,2741,2530,2180,3955,2570,1846,3637,3369,2204,4137,2662,2951,2060,2024,1092,1299,2024,1757,731.5999756,1262,1346,964,1355,960,973.5,521.7999878,451.3999939,1283,1229,421.7000122,2226,636.9000244,393.5,473.8999939,1662,1453,1589,2137,806.2999878,1504,1498,1802,2210,1410,1422,1555,577,816,673.9000244,1683,903.7999878,1447,1703,504.2999878,1054,1626,838.7999878,1360,1879,870.5,1629
+17/09 12:00,3829,2448,2060,2414,2365,3048,2879,3773,2616,2552,2551,3830,2703,1821,3972,3232,2423,4151,2549,2735,1921,2163,1138,1376,2125,1774,759.0999756,1244,1393,935.2999878,1249,957.2000122,940.0999756,560.0999756,447.2000122,1242,1141,412.7000122,2101,777.7000122,371.7999878,382.3999939,1824,1416,1373,1744,805.7999878,1493,1442,1776,2207,1482,1424,1555,573.2000122,781.2000122,655.0999756,1586,900.2000122,1461,1620,493.5,1002,2077,819.5999756,1197,1883,867.2999878,1503
+18/09 12:00,3841,2503,2011,2277,2319,2893,2946,3618,2522,2577,3031,3674,2876,1820,4225,3170,2756,4224,2312,2599,1880,2245,1122,1403,2097,1839,890.2999878,1279,1389,825.2999878,1157,980.2000122,887.7999878,657.0999756,444.2000122,1233,1123,670.7000122,1909,812,334.5,338.7999878,1925,1349,1372,1580,757.0999756,1542,1456,1712,2095,1485,1376,1544,544.7999878,758.5999756,633.7999878,1478,927.2999878,1529,1515,471.5,991.0999756,2599,798,1121,1809,844.2999878,1425
+19/09 12:00,3759,2376,1935,2156,2496,2693,2916,3483,2426,2492,3103,3454,2833,1775,4327,3349,3143,4283,2065,2533,2007,2178,1056,1366,2138,1775,992,1404,1329,757.0999756,1082,1095,851.2000122,790.2000122,463.1000061,1177,1094,878.9000244,1858,1055,298.7999878,311.7999878,1835,1283,1613,1583,686.4000244,1505,1527,1668,1939,1454,1292,1616,521.5,692.5,622.7000122,1332,993.7999878,1697,1413,448.8999939,1142,2402,871,1030,1640,838.7999878,1392
+20/09 12:00,3616,2239,1848,2057,2463,2601,3042,3368,2282,2390,2730,3283,2809,1817,4444,3558,3359,4027,1812,2581,2020,2067,997.5999756,1299,2241,1675,968.5999756,1458,1265,733.0999756,1028,1136,815,977.0999756,482.3999939,1100,1071,778.7000122,1856,1374,257.1000061,295.2999878,1661,1223,2049,1659,643.7000122,1457,1586,1649,1798,1296,1321,2374,496.3999939,647.9000244,601.2000122,1253,1088,1675,1413,438,1525,2057,992.5999756,914.9000244,1482,849.7000122,1384
+21/09 12:00,3646,2142,1840,1924,2432,2790,3339,3313,2207,2369,2478,3180,2819,1942,4816,3447,3317,3781,1621,2653,1960,1988,940.5,1256,2182,1617,905.4000244,1405,1223,726.5,963.9000244,1121,760.5,1052,485.5,1026,1078,708,1736,1610,232.8999939,316.7999878,1135,1052,2356,1752,620.7999878,1394,1436,1718,1623,1270,1357,2777,474.3999939,636.9000244,592.7000122,1112,1129,1539,1471,437.6000061,2335,1704,1144,892.9000244,1303,822.9000244,1324
+22/09 12:00,3698,2092,1963,1822,2422,3307,3377,3342,2212,2471,2272,3155,2664,1922,4835,3420,3251,3634,1485,2639,1996,2015,900,1219,1981,1547,890.7999878,1331,1241,701.7000122,897.2999878,1090,732.2000122,1022,470.5,944,1097,698.7000122,1540,1712,294,368,668.7000122,852.2999878,2282,1772,888.2000122,1225,1282,1625,1444,1246,1320,2811,445.2999878,657.4000244,698.2999878,1020,1147,1412,1435,455.6000061,2551,1442,1147,902.5999756,1242,781.2999878,1226
+23/09 12:00,3686,1997,2282,1761,2397,3468,3214,3156,2233,2401,2116,2877,2501,1991,4479,3373,3066,3599,1381,2482,2110,2079,882.5999756,1195,1797,1484,998.5,1242,1338,663.9000244,844.4000244,1063,747.7999878,970,446.3999939,862.9000244,1086,701.7999878,1420,1386,564.0999756,402.5,468.5,447.3999939,1929,1610,1296,1166,1141,1535,1386,1215,1289,2660,417.5,701.2999878,723.2999878,959.5,929.5999756,1428,1374,502.8999939,2347,1329,1093,931.4000244,1211,740.4000244,1187
+24/09 12:00,3606,1821,2426,1721,2426,3209,3108,2929,2248,2297,2044,2751,2349,2297,4187,3281,2770,3647,1320,2257,2415,1993,869.9000244,1128,1677,1485,1171,1201,1515,622.7999878,807,1030,736,916.0999756,424.7000122,821.5999756,1066,728.0999756,1380,1236,679,402.1000061,399.6000061,308.8999939,1405,1252,1400,1141,1012,1483,1150,1098,1267,2768,408.6000061,659.2000122,697.5,916,864.7000122,1577,1235,491.5,2231,1190,1036,1087,1298,712.5,1202
+25/09 12:00,3699,1668,2275,1678,2558,2953,2952,2769,2332,2210,2004,2617,2223,2386,4016,3183,2560,3556,1286,2096,2113,1823,852.0999756,1050,1583,1556,1134,1195,1719,592.2000122,794.2000122,1009,698.2000122,871.5999756,396.6000061,805.4000244,1073,882.2000122,1395,1178,686.4000244,356.8999939,375.5,256.7999878,1121,939.5,1363,1025,954.2000122,1456,888.7999878,1029,1302,2794,399.3999939,693.2999878,652.2999878,845.2999878,817.7000122,1528,1214,474.2999878,2165,1067,911.5,1132,1648,702.5,1181
+26/09 12:00,3700,1566,2294,1657,2738,2867,2788,2597,2520,2056,1925,2528,2058,2238,3795,3166,2473,3485,1243,2032,1797,1669,808,961.5999756,1495,1722,1067,1199,1987,571.7000122,774.2999878,944.7000122,644.9000244,818.5,370.2000122,793.2999878,1141,1142,1343,1110,687.2000122,401.3999939,374,233.3999939,1020,1136,1265,955.5,942.5,1395,728.2999878,951.4000244,1218,2475,398.6000061,583.4000244,631.7999878,791.4000244,814.5,1510,1216,449.1000061,1895,1000,874.2000122,1051,1822,703.0999756,1173
+27/09 12:00,3484,1558,2573,1637,2803,3055,2601,2437,2565,1936,1801,2478,1959,2011,3513,3167,2290,3425,1210,2073,1560,1516,738.7000122,867.2000122,1451,1809,1054,1144,2010,556,750.2000122,880.4000244,601.2000122,756.2000122,362.1000061,766.2999878,1297,1042,1256,1063,689.0999756,763.0999756,369.5,233.6000061,902,1410,1184,1047,869.4000244,1295,631.9000244,846.5999756,1194,2153,394.6000061,636.4000244,658,766.0999756,821.7000122,1481,1178,459,1683,943.5,866,930.0999756,1804,695,1249
+28/09 12:00,3302,1701,2975,1612,2739,3531,2521,2368,2475,1844,1693,2432,1954,1903,3310,2991,2266,3423,1159,2135,1409,1382,681.7999878,807.7999878,1468,1737,1178,1097,1785,539,726.5999756,837.0999756,582.2000122,707.0999756,367.1000061,727.2000122,1400,576.5999756,1144,1022,685.7999878,1085,351.6000061,242.1999969,812.2000122,1402,1074,1224,778.0999756,1245,604.2000122,766.7000122,1143,2024,403.3999939,740.7999878,687.2000122,761,840.5999756,1374,1084,461,1657,872,824.0999756,950.5999756,1977,684.0999756,1205
+29/09 12:00,3111,1879,3814,1564,2630,3487,2463,2341,2361,1757,1642,2367,1699,1910,3194,2760,2339,3519,1097,2129,1305,1286,633.2999878,770.9000244,1504,1620,1251,1060,1621,539,713.4000244,825.7000122,567,657.2999878,364.2000122,709.5999756,1431,414.1000061,1054,955.0999756,681.2999878,819,335.5,230.1999969,770,1451,794,1100,677.9000244,1280,574.2000122,743.2999878,947.5,1824,434.2000122,874.5,683.4000244,807.7000122,819.2999878,1262,1023,482.3999939,1997,829.5999756,690.4000244,931.4000244,1944,674.7999878,1145
+30/09 12:00,2968,1976,3799,1495,2522,3680,2387,2402,2363,1667,1633,2251,1689,1760,3076,2542,2332,3544,1035,2079,1258,1254,602,721.2000122,1561,1557,1187,1012,1500,567.7999878,699.5999756,801.5,550.2000122,619.5999756,358.5,724,1357,678.7000122,996.5,850.5,674.0999756,782.7000122,318.1000061,222,736.7999878,1356,531.0999756,927.5999756,611.4000244,1373,537.2000122,850.4000244,811.0999756,1530,439.6000061,1043,661.5,711.5,772.2000122,1119,996.5,365.8999939,2173,776.7999878,687.0999756,893.5,1777,657.4000244,1073
+01/10 12:00,3009,2231,3524,1472,2413,4242,2260,2464,2450,1556,1628,2103,1728,1555,2938,2359,2396,3381,992.9000244,2012,1214,1219,585.9000244,693.2000122,1614,1500,1154,990.7000122,1404,606.4000244,690.7000122,777.4000244,532.4000244,605.2000122,352.1000061,698.2000122,1218,671,930,738.5999756,672.4000244,735.0999756,305.8999939,228.6000061,768.5,1190,429.7999878,846,564.9000244,1410,497.5,837.9000244,765.7000122,1432,425.2000122,961.9000244,643.4000244,659.0999756,,1049,929.9000244,507.3999939,2269,714.9000244,624,873.2999878,1792,638.5,988.2999878
+02/10 12:00,3052,2622,3388,1507,2317,4003,2138,2559,2452,1479,1633,1997,1701,1429,2751,2194,2549,3175,990.2000122,1913,1166,1165,558.7000122,664.0999756,1592,1434,1122,951,1295,624,681.9000244,764.7999878,510,593.5999756,345.5,664.2000122,1078,524.5999756,841.7000122,623.0999756,670.7000122,657.4000244,284.2999878,221.6999969,839.5,1038,381.6000061,771.5,551.5,1430,437.7000122,811.2999878,717.7000122,1356,396.2999878,921.0999756,622.9000244,643.9000244,,1049,862,514.2000122,2462,677.5999756,597,802.5,1719,627.7999878,982.4000244
+03/10 12:00,3151,3100,3249,1539,2226,3619,2050,2712,2470,1421,1620,1921,1614,1386,2584,2099,2702,2983,961.2999878,1812,1137,1099,540.5,626.2000122,1513,1362,1120,871.7000122,1207,600.2000122,643.0999756,756.5,480.6000061,572.7000122,359.7000122,633.7999878,963.2999878,357.5,746.0999756,613.4000244,589,799,258.8999939,200.1000061,776.7000122,901.4000244,357.7999878,621.2000122,530.9000244,1415,406.2999878,817,618.2000122,1285,394.6000061,900,629,604.5999756,1107,1055,816.7000122,471.5,2080,645.5,577.9000244,760.7999878,1579,612,975.9000244
+04/10 12:00,3137,3950,3387,1522,2081,3296,1987,3035,2510,1387,1573,1845,1525,1382,2436,2106,3075,2792,909.7999878,1779,1111,1038,559,593.4000244,1442,1267,1144,798.4000244,1096,570.0999756,592.4000244,755.2000122,451.7000122,559.2000122,444.3999939,594.7999878,867.2000122,491.6000061,801.2000122,712.7000122,436.2000122,1414,228.6999969,184.1999969,673.9000244,786.4000244,335.7999878,533.2000122,507.2000122,1460,380.5,812.7000122,469.6000061,1266,378.5,883.5999756,608.2999878,549.7000122,1084,1052,753.2000122,404.2000122,1846,632.9000244,570.5999756,747.0999756,1566,607.7000122,966.4000244
+05/10 12:00,2900,4492,3215,1509,1944,3048,1983,3364,2407,1378,1513,1724,1461,1507,2280,2113,3427,2753,884.5,1778,1050,976.7000122,595.9000244,559.2999878,1395,1198,1099,742.2999878,1052,546.4000244,552,738.0999756,430.6000061,538.5999756,577.5999756,568.5999756,807.7999878,646.2000122,933.2000122,660.7999878,298.1000061,1775,225.8999939,174,597.5999756,729.7000122,330.7000122,543.5999756,453.5,1536,342.5,800.2999878,414.8999939,1345,350.6000061,881.7000122,584.7000122,546.2999878,973.9000244,964.0999756,685.2999878,390.5,1619,612.2999878,576.7000122,727,1639,595.5999756,957.2999878
+06/10 12:00,2689,4379,3166,1457,1847,2840,2071,3449,2244,1358,1460,1636,1404,1872,2128,2059,3423,2732,946.0999756,1763,972.7999878,916.5,610.4000244,526.5999756,1348,1163,1035,693.0999756,1071,523.5999756,520,710.0999756,426.8999939,515.0999756,626.0999756,552.5999756,781.2999878,670.5999756,937.5999756,624,281.6000061,1902,255.5,162.6999969,554.5999756,717.7999878,340.5,519.4000244,406.2999878,1592,308.1000061,789.0999756,394.1000061,1497,328.7000122,938.5999756,564.2999878,535.9000244,812.5,848.4000244,655.2999878,432.5,1491,598.5999756,660.0999756,684.0999756,1546,584.5,924.7000122
+07/10 12:00,2580,3680,2688,1382,1739,2625,2351,3515,2147,1310,1399,1603,1357,2304,1963,2009,3309,2689,1015,1744,904.7000122,874.2999878,609.2000122,528.4000244,1302,1125,989.2999878,658.7000122,1128,493.1000061,487.3999939,676.2999878,427.3999939,493,661.4000244,534.0999756,772.0999756,663.4000244,892.7999878,603.5999756,470.5,1823,260.5,148.3999939,539.0999756,697.7000122,353.8999939,494.2999878,381,1589,308.5,784,377.7000122,1584,322,953.2999878,561.5999756,492.5,705.0999756,824.2999878,651,448.1000061,1396,578.2999878,646.5999756,699.9000244,1341,579.4000244,877.9000244
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diff --git a/comparison/observation/data/DNHMali_2019/Q_stations/stations.xlsx b/comparison/observation/data/DNHMali_2019/Q_stations/stations.xlsx
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diff --git a/comparison/pointMatching.py b/comparison/pointMatching.py
index 988dbea..53b06a6 100644
--- a/comparison/pointMatching.py
+++ b/comparison/pointMatching.py
@@ -121,87 +121,61 @@ def attributePoints_to_Polygon(
         vectorPolygon, 
         vectorPoint, 
         ID2, 
-        crs='EPSG:4326', 
-        border_tolerance=5000,  # Buffer distance in meters
+        local_crs='EPSG:4326', 
+        buffer_distance_meters=5000,  
         StationDataDir=Path.cwd(), 
         filename='attributePoints_to_Polygon.csv'
-        ):
-    '''
-    Assigns points from vector_original to polygons in vector2, adding a new column in vector2 that contains the IDs of all points
-    from vector_original that fall within each polygon or within a specified buffer distance.
-
-    Parameters:
-    vectorPolygon : str or GeoDataFrame
-        The original vector data (file path or GeoDataFrame) containing the source polygon.
-    ID1 : str
-        Column name in vector_original identifying the points.
-    vectorPoint : str or GeoDataFrame
-        The target vector data (file path or GeoDataFrame) containing points.
-    ID2 : str
-        Column name in vector2 identifying the polygons.
-    crs : str, optional
-        Coordinate reference system for all data. Defaults to 'EPSG:4326'.
-    border_tolerance : float, optional
-        Distance in meters to expand the polygons for including nearby points. Defaults to 5000 (5 km).
-    StationDataDir : str or Path, optional
-        Directory where the output CSV file will be saved. Default is the current working directory.
-
-    Writes:
-    CSV
-        A CSV file containing the polygon ID and the IDs of points within or near each polygon.
-
-    Returns:
-    GeoDataFrame
-        A GeoDataFrame containing the polygon data with an additional column for point IDs.
-    '''
-    
+    ):
     # Format input data into GeoDataFrames
-    points_gdf = checkVectorFormat(vectorPoint, 'point', crs)
-    polygons_gdf = checkVectorFormat(vectorPolygon, 'polygon', crs)
+    points_gdf = checkVectorFormat(vectorPoint, 'point', local_crs)
+    polygons_gdf = checkVectorFormat(vectorPolygon, 'polygon', local_crs)
 
     # Ensure the geometries are aligned with the same CRS
     if points_gdf.crs != polygons_gdf.crs:
         points_gdf = points_gdf.to_crs(polygons_gdf.crs)
 
-    # Apply a buffer to the polygons
+    # Calculate buffer distance in degrees
+    latitude = polygons_gdf.geometry.centroid.y.mean()
+    meters_per_degree = 111320 * np.cos(np.radians(latitude))
+    buffer_distance_degrees = buffer_distance_meters / meters_per_degree
+
+    # Buffer polygons and store updated geometries
     expanded_polygons_gdf = polygons_gdf.copy()
-    expanded_polygons_gdf['geometry'] = expanded_polygons_gdf.geometry.buffer(border_tolerance)
+    expanded_polygons_gdf['geometry'] = expanded_polygons_gdf.geometry.buffer(buffer_distance_degrees)
 
-    # Initialize a new column in the polygons GeoDataFrame to store point IDs
-    polygons_gdf[f'{ID2}'] = None
+    # Initialize a column to store point IDs
+    polygons_gdf[f'{ID2}_list'] = None
 
     # Loop through each polygon to find points within it
     for idx, polygon_row in expanded_polygons_gdf.iterrows():
-        # Get the geometry of the current buffered polygon
-        expanded_polygon_geom = polygon_row.geometry
+        # Get the geometry of the current polygon
+        polygon_geom = polygon_row.geometry
 
-        # Find points that fall within this expanded polygon
-        points_within = points_gdf[points_gdf.geometry.within(expanded_polygon_geom)]
+        # Find points that fall within this polygon
+        points_within = points_gdf[points_gdf.geometry.within(polygon_geom)]
 
         # Collect the IDs of these points
         point_ids = points_within[ID2].tolist()
-        
-        # Update the original polygons GeoDataFrame with the list of point IDs
-        nrstations_inpolygon = len(point_ids)
-        if nrstations_inpolygon > 0:
-            polygons_gdf.at[idx, f'{ID2}'] = remove_accents(point_ids[0])
-        if nrstations_inpolygon > 1: 
-            for stationnr in range(nrstations_inpolygon):
-                polygons_gdf.at[idx, f'{ID2}_{stationnr}'] = remove_accents(point_ids[stationnr-1])
+
+        # Store the station names as a comma-separated string
+        if point_ids:
+            polygons_gdf.at[idx, f'{ID2}_list'] = ', '.join(remove_accents(name) for name in point_ids)
 
     # Write the updated GeoDataFrame to a CSV file
-    output_file = StationDataDir / f'{filename}'
+    output_file = StationDataDir / filename
     polygons_gdf.drop(columns='geometry').to_csv(output_file, index=False)
+
     return polygons_gdf
 
 
+
 if __name__ == '__main__': 
     result = attributePoints_to_Polygon(
     cfg.admPath, 
     cfg.DNHstations, 
-    'StationName', 
-    crs=cfg.crs, 
-    border_tolerance=5000, # to tolerate the bolder 
+    'StationName',  
+    local_crs=cfg.crs,
+    buffer_distance_meters=5000, # to tolerate the bolder 
     StationDataDir=cfg.stationsDir,
     filename='DNHstations_in_ADM2.csv'
     )

From 5e9ec0745923c820bbd5de5587a24a9f65595f6d Mon Sep 17 00:00:00 2001
From: ERKuipers <elskuipers@protonmail.com>
Date: Mon, 25 Nov 2024 15:24:26 +0100
Subject: [PATCH 3/4] journal paper list of figures and tables start

---
 comparison/observation/HydroImpact.py         |  6 +--
 comparison/pointMatching.py                   | 43 +++++++++++--------
 .../journal_paper_list_of_figures_tables.md   | 35 +++++++++++++++
 3 files changed, 64 insertions(+), 20 deletions(-)

diff --git a/comparison/observation/HydroImpact.py b/comparison/observation/HydroImpact.py
index df58732..03d442a 100644
--- a/comparison/observation/HydroImpact.py
+++ b/comparison/observation/HydroImpact.py
@@ -189,11 +189,11 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
     
     all_events_df = pd.concat (all_events, ignore_index=True)
     
-    gdf_pointPolygon = attributePoints_to_Polygon (admPath, station_csv, 'StationName', border_tolerance=5000, StationDataDir=cfg.stationsDir)
+    gdf_pointPolygon = attributePoints_to_Polygon (admPath, station_csv, 'StationName', buffer_distance_meters=5000, StationDataDir=cfg.stationsDir)
     gdf_pointPolygon.rename(columns={f'ADM{adminLevel}_FR':f'ADM{adminLevel}'}, inplace=True)
     gdf_melt = gdf_pointPolygon.melt(
-        id_vars=gdf_pointPolygon.columns.difference(['StationName', 'StationName_0', 'StationName_1', 'StationName_2']),
-        value_vars=['StationName', 'StationName_0', 'StationName_1', 'StationName_2'],
+        id_vars=gdf_pointPolygon.columns.difference(['StationName_1', 'StationName_2', 'StationName_3', 'StationName_4']),
+        value_vars=['StationName_1', 'StationName_2', 'StationName_3', 'StationName_4'],
         var_name='StationName_Type',  # Temporary column indicating the source column
         value_name='StationName_Merged'  # Use a unique column name here
     )
diff --git a/comparison/pointMatching.py b/comparison/pointMatching.py
index 53b06a6..c7431ba 100644
--- a/comparison/pointMatching.py
+++ b/comparison/pointMatching.py
@@ -121,14 +121,14 @@ def attributePoints_to_Polygon(
         vectorPolygon, 
         vectorPoint, 
         ID2, 
-        local_crs='EPSG:4326', 
+        crs='EPSG:4326', 
         buffer_distance_meters=5000,  
         StationDataDir=Path.cwd(), 
         filename='attributePoints_to_Polygon.csv'
     ):
     # Format input data into GeoDataFrames
-    points_gdf = checkVectorFormat(vectorPoint, 'point', local_crs)
-    polygons_gdf = checkVectorFormat(vectorPolygon, 'polygon', local_crs)
+    points_gdf = checkVectorFormat(vectorPoint, 'point', crs)
+    polygons_gdf = checkVectorFormat(vectorPolygon, 'polygon', crs)
 
     # Ensure the geometries are aligned with the same CRS
     if points_gdf.crs != polygons_gdf.crs:
@@ -143,8 +143,8 @@ def attributePoints_to_Polygon(
     expanded_polygons_gdf = polygons_gdf.copy()
     expanded_polygons_gdf['geometry'] = expanded_polygons_gdf.geometry.buffer(buffer_distance_degrees)
 
-    # Initialize a column to store point IDs
-    polygons_gdf[f'{ID2}_list'] = None
+    # Initialize a dictionary to track max number of stations per polygon
+    max_stations = 0
 
     # Loop through each polygon to find points within it
     for idx, polygon_row in expanded_polygons_gdf.iterrows():
@@ -157,9 +157,19 @@ def attributePoints_to_Polygon(
         # Collect the IDs of these points
         point_ids = points_within[ID2].tolist()
 
-        # Store the station names as a comma-separated string
-        if point_ids:
-            polygons_gdf.at[idx, f'{ID2}_list'] = ', '.join(remove_accents(name) for name in point_ids)
+        # Add dynamic columns for each point
+        for i, point_id in enumerate(point_ids, start=1):
+            column_name = f'{ID2}_{i}'
+            polygons_gdf.at[idx, column_name] = remove_accents(point_id)
+
+        # Track the maximum number of stations for column consistency
+        max_stations = max(max_stations, len(point_ids))
+
+    # Fill missing columns with NaN for polygons with fewer stations
+    for i in range(1, max_stations + 1):
+        column_name = f'{ID2}_{i}'
+        if column_name not in polygons_gdf.columns:
+            polygons_gdf[column_name] = None
 
     # Write the updated GeoDataFrame to a CSV file
     output_file = StationDataDir / filename
@@ -168,16 +178,15 @@ def attributePoints_to_Polygon(
     return polygons_gdf
 
 
-
 if __name__ == '__main__': 
     result = attributePoints_to_Polygon(
-    cfg.admPath, 
-    cfg.DNHstations, 
-    'StationName',  
-    local_crs=cfg.crs,
-    buffer_distance_meters=5000, # to tolerate the bolder 
-    StationDataDir=cfg.stationsDir,
-    filename='DNHstations_in_ADM2.csv'
-    )
+        cfg.admPath, 
+        cfg.DNHstations, 
+        'StationName',  
+        crs=cfg.crs,
+        buffer_distance_meters=5000, # to tolerate the bolder 
+        StationDataDir=cfg.stationsDir,
+        filename='DNHstations_in_ADM2.csv'
+        )
     
     # matchPoints(cfg.GloFASstations, 'StationName', cfg.googlestations, 'gaugeId', crs=cfg.crs, StationDataDir=cfg.stationsDir)
\ No newline at end of file
diff --git a/comparison/visualization/journal_paper_list_of_figures_tables.md b/comparison/visualization/journal_paper_list_of_figures_tables.md
index e69de29..1be8d8d 100644
--- a/comparison/visualization/journal_paper_list_of_figures_tables.md
+++ b/comparison/visualization/journal_paper_list_of_figures_tables.md
@@ -0,0 +1,35 @@
+- [ ] Figure 1: initial data + study area map combo
+    - [ ] Raw glofas raster data 
+    - [ ] administrative unit overlay (black lines?) + names 
+    - [ ] Google Floodhub stations
+    - [ ] DNH hydrological stations
+
+- [ ] Table 1: Contingency table 
+
+- [ ] Table 2: Performance measures 
+
+- [ ] Table 3: Configuration settings (see configuration.py)
+
+- [ ] Figure 2: GloFAS performance, 2 maps of Mali divided by administrative units, for settings: RP=5yr , leadtime=7 days: 
+    - [ ] FAR 
+    - [ ] POD
+
+- [ ] Figure 3: Google floodhub performance,  2 maps of Mali, divided by administrative units, for settings RP=5yr , leadtime=7 days 
+    - [ ] FAR 
+    - [ ] POD
+
+- [ ] Figure 4: for one administrative unit (pick one with high risk + many datapoints), containing 4 plots
+ each plot with lines for values of each model [GloFAS, Google Floodhub, EAP] against each metric [observation,     impact] = 6 lines (3 colours, 2 linestyles)
+    - [ ] plot 1: POD against leadtime
+        - x-axis : leadtime (hours)
+        - y-axis : POD (0-1, no unit)
+    - [ ] plot 2: POD against return period 
+        - x-axis: return period (years)
+        - y-axis: POd (-) 
+    - [ ] plot 3: FAR against leadtime 
+        - x-axis: leadtime (hr)
+        - y-axis: FAR (-) 
+    - [ ] plot 4: FAR against return period threshold
+        - x-axis: return period (yr) 
+        - y-axis: FAR (-) 
+

From 754e7decca60c74af879e5533b4093b64472dab6 Mon Sep 17 00:00:00 2001
From: ERKuipers <elskuipers@protonmail.com>
Date: Mon, 25 Nov 2024 16:04:31 +0100
Subject: [PATCH 4/4] hydroimpact: observational flood definition files
 successss

---
 comparison/observation/HydroImpact.py                | 12 ++++++------
 .../journal_paper_list_of_figures_tables.md          |  2 +-
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/comparison/observation/HydroImpact.py b/comparison/observation/HydroImpact.py
index 03d442a..07f1229 100644
--- a/comparison/observation/HydroImpact.py
+++ b/comparison/observation/HydroImpact.py
@@ -191,6 +191,7 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
     
     gdf_pointPolygon = attributePoints_to_Polygon (admPath, station_csv, 'StationName', buffer_distance_meters=5000, StationDataDir=cfg.stationsDir)
     gdf_pointPolygon.rename(columns={f'ADM{adminLevel}_FR':f'ADM{adminLevel}'}, inplace=True)
+    gdf_pointPolygon [f'ADM{adminLevel}'] = gdf_pointPolygon [f'ADM{adminLevel}'].apply(capitalize)
     gdf_melt = gdf_pointPolygon.melt(
         id_vars=gdf_pointPolygon.columns.difference(['StationName_1', 'StationName_2', 'StationName_3', 'StationName_4']),
         value_vars=['StationName_1', 'StationName_2', 'StationName_3', 'StationName_4'],
@@ -198,15 +199,14 @@ def loop_over_stations(station_csv, DataDir, RP, admPath, adminLevel):
         value_name='StationName_Merged'  # Use a unique column name here
     )
     gdf_melt = gdf_melt.dropna(subset=['StationName_Merged'])
-
+    gdf_melt = gdf_melt.drop(columns='geometry')#.to_csv (f"{DataDir}/observation/adm_flood_events_RP{RP}yr.csv")
     # Proceed with the merge
     hydro_events_df = pd.merge(gdf_melt, all_events_df, left_on='StationName_Merged', right_on='StationName', how='inner')
-    hydro_events_df [f'ADM{adminLevel}'] = hydro_events_df [f'ADM{adminLevel}'].apply(capitalize)
     hydro_events_df.to_csv (f"{DataDir}/observation/observational_flood_events_RP_{RP}yr.csv")
-    hydro_events_gdf = gpd.GeoDataFrame(hydro_events_df, geometry='geometry')   
-    hydro_events_gdf.to_file(f"{DataDir}/observation/observational_flood_events_RP_{RP}yr.gpkg")
-    hydro_events_gdf.to_file
-    return hydro_events_gdf
+    #hydro_events_gdf = gpd.GeoDataFrame(hydro_events_df, geometry='geometry')   
+    #hydro_events_gdf.to_file(f"{DataDir}/observation/observational_flood_events_RP_{RP}yr.gpkg")
+    #hydro_events_gdf.to_file
+    return hydro_events_df
 
 
 if __name__=="__main__": 
diff --git a/comparison/visualization/journal_paper_list_of_figures_tables.md b/comparison/visualization/journal_paper_list_of_figures_tables.md
index 1be8d8d..156b402 100644
--- a/comparison/visualization/journal_paper_list_of_figures_tables.md
+++ b/comparison/visualization/journal_paper_list_of_figures_tables.md
@@ -1,5 +1,5 @@
 - [ ] Figure 1: initial data + study area map combo
-    - [ ] Raw glofas raster data 
+    - [ ] Raw glofas raster data for one day
     - [ ] administrative unit overlay (black lines?) + names 
     - [ ] Google Floodhub stations
     - [ ] DNH hydrological stations