diff --git a/scripts/extract_blank_scenario_inputs.py b/scripts/extract_blank_scenario_inputs.py
new file mode 100644
index 0000000..fc9770a
--- /dev/null
+++ b/scripts/extract_blank_scenario_inputs.py
@@ -0,0 +1,702 @@
+import requests
+import csv
+
+# Define the base URL of the API
+base_url = "https://engine.energytransitionmodel.com/api/v3"
+
+# List of area codes for which you want to create blank scenarios
+# By default, the list contains all municipalities in the Netherlands as of baseyear 2019
+area_codes = [
+    "GM0014_groningen",
+    "GM0034_almere",
+    "GM0037_stadskanaal",
+    "GM0047_veendam",
+    "GM0050_zeewolde",
+    "GM0059_achtkarspelen",
+    "GM0060_ameland",
+    "GM0072_harlingen",
+    "GM0074_heerenveen",
+    "GM0080_leeuwarden",
+    "GM0085_ooststellingwerf",
+    "GM0086_opsterland",
+    "GM0088_schiermonnikoog",
+    "GM0090_smallingerland",
+    "GM0093_terschelling",
+    "GM0096_vlieland",
+    "GM0098_weststellingwerf",
+    "GM0106_assen",
+    "GM0109_coevorden",
+    "GM0114_emmen",
+    "GM0118_hoogeveen",
+    "GM0119_meppel",
+    "GM0141_almelo",
+    "GM0147_borne",
+    "GM0148_dalfsen",
+    "GM0150_deventer",
+    "GM0153_enschede",
+    "GM0158_haaksbergen",
+    "GM0160_hardenberg",
+    "GM0163_hellendoorn",
+    "GM0164_hengelo",
+    "GM0166_kampen",
+    "GM0168_losser",
+    "GM0171_noordoostpolder",
+    "GM0173_oldenzaal",
+    "GM0175_ommen",
+    "GM0177_raalte",
+    "GM0180_staphorst",
+    "GM0183_tubbergen",
+    "GM0184_urk",
+    "GM0189_wierden",
+    "GM0193_zwolle",
+    "GM0197_aalten",
+    "GM0200_apeldoorn",
+    "GM0202_arnhem",
+    "GM0203_barneveld",
+    "GM0209_beuningen",
+    "GM0213_brummen",
+    "GM0214_buren",
+    "GM0216_culemborg",
+    "GM0221_doesburg",
+    "GM0222_doetinchem",
+    "GM0225_druten",
+    "GM0226_duiven",
+    "GM0228_ede",
+    "GM0230_elburg",
+    "GM0232_epe",
+    "GM0233_ermelo",
+    "GM0243_harderwijk",
+    "GM0244_hattem",
+    "GM0246_heerde",
+    "GM0252_heumen",
+    "GM0262_lochem",
+    "GM0263_maasdriel",
+    "GM0267_nijkerk",
+    "GM0268_nijmegen",
+    "GM0269_oldebroek",
+    "GM0273_putten",
+    "GM0274_renkum",
+    "GM0275_rheden",
+    "GM0277_rozendaal",
+    "GM0279_scherpenzeel",
+    "GM0281_tiel",
+    "GM0285_voorst",
+    "GM0289_wageningen",
+    "GM0293_westervoort",
+    "GM0294_winterswijk",
+    "GM0296_wijchen",
+    "GM0297_zaltbommel",
+    "GM0299_zevenaar",
+    "GM0301_zutphen",
+    "GM0302_nunspeet",
+    "GM0303_dronten",
+    "GM0307_amersfoort",
+    "GM0308_baarn",
+    "GM0310_de_bilt",
+    "GM0312_bunnik",
+    "GM0313_bunschoten",
+    "GM0317_eemnes",
+    "GM0321_houten",
+    "GM0327_leusden",
+    "GM0331_lopik",
+    "GM0335_montfoort",
+    "GM0339_renswoude",
+    "GM0340_rhenen",
+    "GM0342_soest",
+    "GM0344_utrecht",
+    "GM0345_veenendaal",
+    "GM0351_woudenberg",
+    "GM0352_wijk_bij_duurstede",
+    "GM0353_ijsselstein",
+    "GM0355_zeist",
+    "GM0356_nieuwegein",
+    "GM0358_aalsmeer",
+    "GM0361_alkmaar",
+    "GM0362_amstelveen",
+    "GM0363_amsterdam",
+    "GM0370_beemster",
+    "GM0373_bergen",
+    "GM0375_beverwijk",
+    "GM0376_blaricum",
+    "GM0377_bloemendaal",
+    "GM0383_castricum",
+    "GM0384_diemen",
+    "GM0385_edam_volendam",
+    "GM0388_enkhuizen",
+    "GM0392_haarlem",
+    "GM0394_haarlemmermeer",
+    "GM0396_heemskerk",
+    "GM0397_heemstede",
+    "GM0398_heerhugowaard",
+    "GM0399_heiloo",
+    "GM0400_den_helder",
+    "GM0402_hilversum",
+    "GM0405_hoorn",
+    "GM0406_huizen",
+    "GM0415_landsmeer",
+    "GM0416_langedijk",
+    "GM0417_laren",
+    "GM0420_medemblik",
+    "GM0431_oostzaan",
+    "GM0432_opmeer",
+    "GM0437_ouder_amstel",
+    "GM0439_purmerend",
+    "GM0441_schagen",
+    "GM0014_groningen",
+    "GM0034_almere",
+    "GM0037_stadskanaal",
+    "GM0047_veendam",
+    "GM0050_zeewolde",
+    "GM0059_achtkarspelen",
+    "GM0060_ameland",
+    "GM0072_harlingen",
+    "GM0074_heerenveen",
+    "GM0080_leeuwarden",
+    "GM0085_ooststellingwerf",
+    "GM0086_opsterland",
+    "GM0088_schiermonnikoog",
+    "GM0090_smallingerland",
+    "GM0093_terschelling",
+    "GM0096_vlieland",
+    "GM0098_weststellingwerf",
+    "GM0106_assen",
+    "GM0109_coevorden",
+    "GM0114_emmen",
+    "GM0118_hoogeveen",
+    "GM0119_meppel",
+    "GM0141_almelo",
+    "GM0147_borne",
+    "GM0148_dalfsen",
+    "GM0150_deventer",
+    "GM0153_enschede",
+    "GM0158_haaksbergen",
+    "GM0160_hardenberg",
+    "GM0163_hellendoorn",
+    "GM0164_hengelo",
+    "GM0166_kampen",
+    "GM0168_losser",
+    "GM0171_noordoostpolder",
+    "GM0173_oldenzaal",
+    "GM0175_ommen",
+    "GM0177_raalte",
+    "GM0180_staphorst",
+    "GM0183_tubbergen",
+    "GM0184_urk",
+    "GM0189_wierden",
+    "GM0193_zwolle",
+    "GM0197_aalten",
+    "GM0200_apeldoorn",
+    "GM0202_arnhem",
+    "GM0203_barneveld",
+    "GM0209_beuningen",
+    "GM0213_brummen",
+    "GM0214_buren",
+    "GM0216_culemborg",
+    "GM0221_doesburg",
+    "GM0222_doetinchem",
+    "GM0225_druten",
+    "GM0226_duiven",
+    "GM0228_ede",
+    "GM0230_elburg",
+    "GM0232_epe",
+    "GM0233_ermelo",
+    "GM0243_harderwijk",
+    "GM0244_hattem",
+    "GM0246_heerde",
+    "GM0252_heumen",
+    "GM0262_lochem",
+    "GM0263_maasdriel",
+    "GM0267_nijkerk",
+    "GM0268_nijmegen",
+    "GM0269_oldebroek",
+    "GM0273_putten",
+    "GM0274_renkum",
+    "GM0275_rheden",
+    "GM0277_rozendaal",
+    "GM0279_scherpenzeel",
+    "GM0281_tiel",
+    "GM0285_voorst",
+    "GM0289_wageningen",
+    "GM0293_westervoort",
+    "GM0294_winterswijk",
+    "GM0296_wijchen",
+    "GM0297_zaltbommel",
+    "GM0299_zevenaar",
+    "GM0301_zutphen",
+    "GM0302_nunspeet",
+    "GM0303_dronten",
+    "GM0307_amersfoort",
+    "GM0308_baarn",
+    "GM0310_de_bilt",
+    "GM0312_bunnik",
+    "GM0313_bunschoten",
+    "GM0317_eemnes",
+    "GM0321_houten",
+    "GM0327_leusden",
+    "GM0331_lopik",
+    "GM0335_montfoort",
+    "GM0339_renswoude",
+    "GM0340_rhenen",
+    "GM0342_soest",
+    "GM0344_utrecht",
+    "GM0345_veenendaal",
+    "GM0351_woudenberg",
+    "GM0352_wijk_bij_duurstede",
+    "GM0353_ijsselstein",
+    "GM0355_zeist",
+    "GM0356_nieuwegein",
+    "GM0358_aalsmeer",
+    "GM0361_alkmaar",
+    "GM0362_amstelveen",
+    "GM0363_amsterdam",
+    "GM0370_beemster",
+    "GM0373_bergen",
+    "GM0375_beverwijk",
+    "GM0376_blaricum",
+    "GM0377_bloemendaal",
+    "GM0383_castricum",
+    "GM0384_diemen",
+    "GM0385_edam_volendam",
+    "GM0388_enkhuizen",
+    "GM0392_haarlem",
+    "GM0394_haarlemmermeer",
+    "GM0396_heemskerk",
+    "GM0397_heemstede",
+    "GM0398_heerhugowaard",
+    "GM0399_heiloo",
+    "GM0400_den_helder",
+    "GM0402_hilversum",
+    "GM0405_hoorn",
+    "GM0406_huizen",
+    "GM0415_landsmeer",
+    "GM0416_langedijk",
+    "GM0417_laren",
+    "GM0420_medemblik",
+    "GM0431_oostzaan",
+    "GM0432_opmeer",
+    "GM0437_ouder_amstel",
+    "GM0439_purmerend",
+    "GM0441_schagen",
+    "GM0014_groningen",
+    "GM0034_almere",
+    "GM0037_stadskanaal",
+    "GM0047_veendam",
+    "GM0050_zeewolde",
+    "GM0059_achtkarspelen",
+    "GM0060_ameland",
+    "GM0072_harlingen",
+    "GM0074_heerenveen",
+    "GM0080_leeuwarden",
+    "GM0085_ooststellingwerf",
+    "GM0086_opsterland",
+    "GM0088_schiermonnikoog",
+    "GM0090_smallingerland",
+    "GM0093_terschelling",
+    "GM0096_vlieland",
+    "GM0098_weststellingwerf",
+    "GM0106_assen",
+    "GM0109_coevorden",
+    "GM0114_emmen",
+    "GM0118_hoogeveen",
+    "GM0119_meppel",
+    "GM0141_almelo",
+    "GM0147_borne",
+    "GM0148_dalfsen",
+    "GM0150_deventer",
+    "GM0153_enschede",
+    "GM0158_haaksbergen",
+    "GM0160_hardenberg",
+    "GM0163_hellendoorn",
+    "GM0164_hengelo",
+    "GM0166_kampen",
+    "GM0168_losser",
+    "GM0171_noordoostpolder",
+    "GM0173_oldenzaal",
+    "GM0175_ommen",
+    "GM0177_raalte",
+    "GM0180_staphorst",
+    "GM0183_tubbergen",
+    "GM0184_urk",
+    "GM0189_wierden",
+    "GM0193_zwolle",
+    "GM0197_aalten",
+    "GM0200_apeldoorn",
+    "GM0202_arnhem",
+    "GM0203_barneveld",
+    "GM0209_beuningen",
+    "GM0213_brummen",
+    "GM0214_buren",
+    "GM0216_culemborg",
+    "GM0221_doesburg",
+    "GM0222_doetinchem",
+    "GM0225_druten",
+    "GM0226_duiven",
+    "GM0228_ede",
+    "GM0230_elburg",
+    "GM0232_epe",
+    "GM0233_ermelo",
+    "GM0243_harderwijk",
+    "GM0244_hattem",
+    "GM0246_heerde",
+    "GM0252_heumen",
+    "GM0262_lochem",
+    "GM0263_maasdriel",
+    "GM0267_nijkerk",
+    "GM0268_nijmegen",
+    "GM0269_oldebroek",
+    "GM0273_putten",
+    "GM0274_renkum",
+    "GM0275_rheden",
+    "GM0277_rozendaal",
+    "GM0279_scherpenzeel",
+    "GM0281_tiel",
+    "GM0285_voorst",
+    "GM0289_wageningen",
+    "GM0293_westervoort",
+    "GM0294_winterswijk",
+    "GM0296_wijchen",
+    "GM0297_zaltbommel",
+    "GM0299_zevenaar",
+    "GM0301_zutphen",
+    "GM0302_nunspeet",
+    "GM0303_dronten",
+    "GM0307_amersfoort",
+    "GM0308_baarn",
+    "GM0310_de_bilt",
+    "GM0312_bunnik",
+    "GM0313_bunschoten",
+    "GM0317_eemnes",
+    "GM0321_houten",
+    "GM0327_leusden",
+    "GM0331_lopik",
+    "GM0335_montfoort",
+    "GM0339_renswoude",
+    "GM0340_rhenen",
+    "GM0342_soest",
+    "GM0344_utrecht",
+    "GM0345_veenendaal",
+    "GM0351_woudenberg",
+    "GM0352_wijk_bij_duurstede",
+    "GM0353_ijsselstein",
+    "GM0355_zeist",
+    "GM0356_nieuwegein",
+    "GM0358_aalsmeer",
+    "GM0361_alkmaar",
+    "GM0362_amstelveen",
+    "GM0363_amsterdam",
+    "GM0370_beemster",
+    "GM0373_bergen",
+    "GM0375_beverwijk",
+    "GM0376_blaricum",
+    "GM0377_bloemendaal",
+    "GM0383_castricum",
+    "GM0384_diemen",
+    "GM0385_edam_volendam",
+    "GM0388_enkhuizen",
+    "GM0392_haarlem",
+    "GM0394_haarlemmermeer",
+    "GM0396_heemskerk",
+    "GM0397_heemstede",
+    "GM0398_heerhugowaard",
+    "GM0399_heiloo",
+    "GM0400_den_helder",
+    "GM0402_hilversum",
+    "GM0405_hoorn",
+    "GM0406_huizen",
+    "GM0415_landsmeer",
+    "GM0416_langedijk",
+    "GM0417_laren",
+    "GM0420_medemblik",
+    "GM0431_oostzaan",
+    "GM0432_opmeer",
+    "GM0437_ouder_amstel",
+    "GM0439_purmerend",
+    "GM0441_schagen",
+    "GM0448_texel",
+    "GM0450_uitgeest",
+    "GM0451_uithoorn",
+    "GM0453_velsen",
+    "GM0457_weesp",
+    "GM0473_zandvoort",
+    "GM0479_zaanstad",
+    "GM0482_alblasserdam",
+    "GM0484_alphen_aan_den_rijn",
+    "GM0489_barendrecht",
+    "GM0498_drechterland",
+    "GM0501_brielle",
+    "GM0502_capelle_aan_den_ijssel",
+    "GM0503_delft",
+    "GM0505_dordrecht",
+    "GM0512_gorinchem",
+    "GM0513_gouda",
+    "GM0518_s_gravenhage",
+    "GM0523_hardinxveld_giessendam",
+    "GM0530_hellevoetsluis",
+    "GM0531_hendrik_ido_ambacht",
+    "GM0532_stede_broec",
+    "GM0534_hillegom",
+    "GM0537_katwijk",
+    "GM0542_krimpen_aan_den_ijssel",
+    "GM0546_leiden",
+    "GM0547_leiderdorp",
+    "GM0553_lisse",
+    "GM0556_maassluis",
+    "GM0569_nieuwkoop",
+    "GM0575_noordwijk",
+    "GM0579_oegstgeest",
+    "GM0589_oudewater",
+    "GM0590_papendrecht",
+    "GM0597_ridderkerk",
+    "GM0599_rotterdam",
+    "GM0603_rijswijk",
+    "GM0606_schiedam",
+    "GM0610_sliedrecht",
+    "GM0613_albrandswaard",
+    "GM0614_westvoorne",
+    "GM0622_vlaardingen",
+    "GM0626_voorschoten",
+    "GM0627_waddinxveen",
+    "GM0629_wassenaar",
+    "GM0632_woerden",
+    "GM0637_zoetermeer",
+    "GM0638_zoeterwoude",
+    "GM0642_zwijndrecht",
+    "GM0654_borsele",
+    "GM0664_goes",
+    "GM0668_west_maas_en_waal",
+    "GM0677_hulst",
+    "GM0678_kapelle",
+    "GM0687_middelburg",
+    "GM0703_reimerswaal",
+    "GM0715_terneuzen",
+    "GM0716_tholen",
+    "GM0717_veere",
+    "GM0718_vlissingen",
+    "GM0736_de_ronde_venen",
+    "GM0737_tytsjerksteradiel",
+    "GM0743_asten",
+    "GM0744_baarle_nassau",
+    "GM0748_bergen_op_zoom",
+    "GM0753_best",
+    "GM0755_boekel",
+    "GM0756_boxmeer",
+    "GM0757_boxtel",
+    "GM0758_breda",
+    "GM0762_deurne",
+    "GM0765_pekela",
+    "GM0766_dongen",
+    "GM0770_eersel",
+    "GM0772_eindhoven",
+    "GM0777_etten_leur",
+    "GM0779_geertruidenberg",
+    "GM0784_gilze_en_rijen",
+    "GM0785_goirle",
+    "GM0786_grave",
+    "GM0794_helmond",
+    "GM0796_s_hertogenbosch",
+    "GM0797_heusden",
+    "GM0798_hilvarenbeek",
+    "GM0809_loon_op_zand",
+    "GM0815_mill_en_sint_hubert",
+    "GM0820_nuenen_gerwen_en_nederwetten",
+    "GM0823_oirschot",
+    "GM0824_oisterwijk",
+    "GM0826_oosterhout",
+    "GM0828_oss",
+    "GM0840_rucphen",
+    "GM0845_sint_michielsgestel",
+    "GM0847_someren",
+    "GM0848_son_en_breugel",
+    "GM0851_steenbergen",
+    "GM0852_waterland",
+    "GM0855_tilburg",
+    "GM0856_uden",
+    "GM0858_valkenswaard",
+    "GM0861_veldhoven",
+    "GM0865_vught",
+    "GM0866_waalre",
+    "GM0867_waalwijk",
+    "GM0873_woensdrecht",
+    "GM0879_zundert",
+    "GM0880_wormerland",
+    "GM0882_landgraaf",
+    "GM0888_beek",
+    "GM0889_beesel",
+    "GM0893_bergen",
+    "GM0899_brunssum",
+    "GM0907_gennep",
+    "GM0917_heerlen",
+    "GM0928_kerkrade",
+    "GM0935_maastricht",
+    "GM0938_meerssen",
+    "GM0944_mook_en_middelaar",
+    "GM0946_nederweert",
+    "GM0957_roermond",
+    "GM0965_simpelveld",
+    "GM0971_stein",
+    "GM0981_vaals",
+    "GM0983_venlo",
+    "GM0984_venray",
+    "GM0986_voerendaal",
+    "GM0988_weert",
+    "GM0994_valkenburg_aan_de_geul",
+    "GM0995_lelystad",
+    "GM1507_horst_aan_de_maas",
+    "GM1509_oude_ijsselstreek",
+    "GM1525_teylingen",
+    "GM1581_utrechtse_heuvelrug",
+    "GM1586_oost_gelre",
+    "GM1598_koggenland",
+    "GM1621_lansingerland",
+    "GM1640_leudal",
+    "GM1641_maasgouw",
+    "GM1652_gemert_bakel",
+    "GM1655_halderberge",
+    "GM1658_heeze_leende",
+    "GM1659_laarbeek",
+    "GM1667_reusel_de_mierden",
+    "GM1669_roerdalen",
+    "GM1674_roosendaal",
+    "GM1676_schouwen_duiveland",
+    "GM1680_aa_en_hunze",
+    "GM1681_borger_odoorn",
+    "GM1684_cuijk",
+    "GM1685_landerd",
+    "GM1690_de_wolden",
+    "GM1695_noord_beveland",
+    "GM1696_wijdemeren",
+    "GM1699_noordenveld",
+    "GM1700_twenterand",
+    "GM1701_westerveld",
+    "GM1702_sint_anthonis",
+    "GM1705_lingewaard",
+    "GM1706_cranendonck",
+    "GM1708_steenwijkerland",
+    "GM1709_moerdijk",
+    "GM1711_echt_susteren",
+    "GM1714_sluis",
+    "GM1719_drimmelen",
+    "GM1721_bernheze",
+    "GM1723_alphen_chaam",
+    "GM1724_bergeijk",
+    "GM1728_bladel",
+    "GM1729_gulpen_wittem",
+    "GM1730_tynaarlo",
+    "GM1731_midden_drenthe",
+    "GM1734_overbetuwe",
+    "GM1735_hof_van_twente",
+    "GM1740_neder_betuwe",
+    "GM1742_rijssen_holten",
+    "GM1771_geldrop_mierlo",
+    "GM1773_olst_wijhe",
+    "GM1774_dinkelland",
+    "GM1783_westland",
+    "GM1842_midden_delfland",
+    "GM1859_berkelland",
+    "GM1876_bronckhorst",
+    "GM1883_sittard_geleen",
+    "GM1884_kaag_en_braassem",
+    "GM1891_dantumadiel",
+    "GM1892_zuidplas",
+    "GM1894_peel_en_maas",
+    "GM1895_oldambt",
+    "GM1896_zwartewaterland",
+    "GM1900_sudwest_fryslan",
+    "GM1901_bodegraven_reeuwijk",
+    "GM1903_eijsden_margraten",
+    "GM1904_stichtse_vecht",
+    "GM1911_hollands_kroon",
+    "GM1916_leidschendam_voorburg",
+    "GM1924_goeree_overflakkee",
+    "GM1926_pijnacker_nootdorp",
+    "GM1930_nissewaard",
+    "GM1931_krimpenerwaard",
+    "GM1940_de_fryske_marren",
+    "GM1942_gooise_meren",
+    "GM1945_berg_en_dal",
+    "GM1948_meierijstad",
+    "GM1949_waadhoeke",
+    "GM1950_westerwolde",
+    "GM1952_midden_groningen",
+    "GM1954_beekdaelen",
+    "GM1955_montferland",
+    "GM1959_altena",
+    "GM1960_west_betuwe",
+    "GM1961_vijfheerenlanden",
+    "GM1963_hoeksche_waard",
+    "GM1966_het_hogeland",
+    "GM1969_westerkwartier",
+    "GM1970_noardeast_fryslan",
+    "GM1978_molenlanden",
+    "GM1979_eemsdelta"
+]
+
+
+# Personal Access Token for authentication
+access_token = "PERSONAL_ACCESS_TOKEN_FROM_ETM_ACCOUNT"  # Replace with your actual access token
+
+# Function to create a blank scenario
+def create_blank_scenario(area_code):
+    url = f"{base_url}/scenarios"
+    payload = {
+        "scenario": {
+            "area_code": area_code,
+            "end_year": 2050
+        }
+    }
+    headers = {
+        "Authorization": f"Bearer {access_token}"
+    }
+    response = requests.post(url, json=payload, headers=headers)
+    if response.status_code == 422:
+        print(f"Error creating scenario for area code {area_code}: {response.json().get('errors')}")
+        return None
+    response.raise_for_status()
+    scenario_id = response.json()["id"]
+    return scenario_id
+
+# Function to get all scenario inputs and their values
+def get_scenario_inputs(scenario_id):
+    url = f"{base_url}/scenarios/{scenario_id}/inputs"
+    headers = {
+        "Authorization": f"Bearer {access_token}"
+    }
+    response = requests.get(url, headers=headers)
+    response.raise_for_status()
+    return response.json()
+
+# Main script
+scenario_inputs = {}
+
+for area_code in area_codes:
+    scenario_id = create_blank_scenario(area_code)
+    print(f"Created scenario for area code {area_code} with ID: {scenario_id}")
+
+    inputs = get_scenario_inputs(scenario_id)
+
+    scenario_inputs[area_code] = {}
+    
+    # Store the inputs in a dictionary with area codes as keys
+    for input_item in inputs:
+        scenario_inputs[area_code].update({input_item: inputs[input_item]['default']})
+
+# Get the list of all unique input keys
+all_input_keys = set()
+for inputs in scenario_inputs.values():
+    all_input_keys.update(inputs.keys())
+
+# Create a CSV file with scenario inputs
+csv_filename = "scenario_inputs_municipalities_nl_2019.csv"
+with open(csv_filename, mode='w', newline='') as csv_file:
+    writer = csv.writer(csv_file)
+    
+    # Write the header row
+    header = ["Input Name"] + area_codes
+    writer.writerow(header)
+    
+    # Write the input values for each input key
+    for input_key in sorted(all_input_keys):
+        row = [input_key] + [scenario_inputs[area_code].get(input_key, "") for area_code in area_codes]
+        writer.writerow(row)
+
+print(f"Scenario inputs have been exported to {csv_filename}")
\ No newline at end of file