From a84781e634d3d73d6ee05a2a5224f72e25a0d8a9 Mon Sep 17 00:00:00 2001
From: romainsacchi <r_s@me.com>
Date: Thu, 11 Jul 2024 16:03:46 +0200
Subject: [PATCH] Change the oxygen supplier depending on the ei version

---
 dev/Untitled1.ipynb | 863 ++++++++++++++++++++++++++++++--------------
 premise/cement.py   |  24 +-
 2 files changed, 613 insertions(+), 274 deletions(-)

diff --git a/dev/Untitled1.ipynb b/dev/Untitled1.ipynb
index 28e02fcd..d08b284e 100644
--- a/dev/Untitled1.ipynb
+++ b/dev/Untitled1.ipynb
@@ -26,6 +26,24 @@
   {
    "cell_type": "code",
    "execution_count": 3,
+   "id": "776096ec-6e11-42ba-9604-4876ae234207",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Inventory cache cleared!\n"
+     ]
+    }
+   ],
+   "source": [
+    "clear_inventory_cache()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "id": "bee86950-ac96-49e0-8a9c-43920ae26096",
    "metadata": {},
    "outputs": [
@@ -33,7 +51,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "premise v.(2, 1, 1, 'dev2')\n",
+      "premise v.(2, 1, 1, 'dev4')\n",
       "+------------------------------------------------------------------+\n",
       "| Warning                                                          |\n",
       "+------------------------------------------------------------------+\n",
@@ -69,22 +87,579 @@
       "NewDatabase(..., quiet=True)\n",
       "- Extracting source database\n",
       "- Extracting inventories\n",
+      "Cannot find cached inventories. Will create them now for next time...\n",
+      "Importing default inventories...\n",
+      "\n",
+      "Extracted 1 worksheets in 0.09 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 7 worksheets in 0.03 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.03 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.03 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Could not find a biosphere flow for ('Iron, 72% in magnetite, 14% in crude ore', 'natural resource', 'in ground', 'kilogram') in lci-vanadium.xlsx. Exchange deleted.\n",
+      "Could not find a biosphere flow for ('TiO2, 54% in ilmenite, 18% in crude ore, in ground', 'natural resource', 'in ground', 'kilogram') in lci-vanadium.xlsx. Exchange deleted.\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.36 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "The following datasets to import already exist in the source database. They will not be imported\n",
+      "+--------------------------------+--------------------------------+----------+-------------+\n",
+      "|              Name              |       Reference product        | Location |     File    |\n",
+      "+--------------------------------+--------------------------------+----------+-------------+\n",
+      "| fluorspar production, 97% puri |     fluorspar, 97% purity      |   GLO    | lci-PV.xlsx |\n",
+      "| metallization paste production | metallization paste, back side |   RER    | lci-PV.xlsx |\n",
+      "| metallization paste production | metallization paste, back side |   RER    | lci-PV.xlsx |\n",
+      "| metallization paste production | metallization paste, front sid |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic module production | photovoltaic module, building- |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic module production | photovoltaic module, building- |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic mounting system p | photovoltaic mounting system,  |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic mounting system p | photovoltaic mounting system,  |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic mounting system p | photovoltaic mounting system,  |   RER    | lci-PV.xlsx |\n",
+      "| photovoltaic panel factory con |   photovoltaic panel factory   |   GLO    | lci-PV.xlsx |\n",
+      "|  polyvinylfluoride production  |       polyvinylfluoride        |    US    | lci-PV.xlsx |\n",
+      "| polyvinylfluoride production,  | polyvinylfluoride, dispersion  |    US    | lci-PV.xlsx |\n",
+      "| polyvinylfluoride, film produc |    polyvinylfluoride, film     |    US    | lci-PV.xlsx |\n",
+      "| silicon production, metallurgi |  silicon, metallurgical grade  |    NO    | lci-PV.xlsx |\n",
+      "|   vinyl fluoride production    |         vinyl fluoride         |    US    | lci-PV.xlsx |\n",
+      "|   wafer factory construction   |         wafer factory          |    DE    | lci-PV.xlsx |\n",
+      "+--------------------------------+--------------------------------+----------+-------------+\n",
+      "Extracted 1 worksheets in 0.04 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "The following datasets to import already exist in the source database. They will not be imported\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "|              Name              |       Reference product        | Location |              File              |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "| carbon dioxide, captured at ce | carbon dioxide, captured and r |   RER    | lci-synfuels-from-methanol-fro |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "The following datasets to import already exist in the source database. They will not be imported\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "|              Name              |       Reference product        | Location |              File              |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "| hydrogen production, coal gasi | hydrogen, gaseous, low pressur |   RoW    | lci-hydrogen-coal-gasification |\n",
+      "| methanol production, coal gasi |            methanol            |   RoW    | lci-hydrogen-coal-gasification |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "Extracted 1 worksheets in 0.00 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "The following datasets to import already exist in the source database. They will not be imported\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "|              Name              |       Reference product        | Location |              File              |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "| hydrogen production, steam met | hydrogen, gaseous, low pressur |   RER    | lci-hydrogen-smr-atr-natgas.xl |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.00 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "The following datasets to import already exist in the source database. They will not be imported\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "|              Name              |       Reference product        | Location |              File              |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "| methanol production facility,  | methanol production facility,  |   RER    | lci-synfuels-from-methanol-fro |\n",
+      "+--------------------------------+--------------------------------+----------+--------------------------------+\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.00 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 5 worksheets in 0.14 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.03 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.07 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.51 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.02 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.04 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.01 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 39 worksheets in 0.36 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.20 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.16 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Extracted 1 worksheets in 0.84 seconds\n",
+      "Migrating to 3.8 first\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Applying strategy: migrate_datasets\n",
+      "Applying strategy: migrate_exchanges\n",
+      "Remove uncertainty data.\n",
+      "Data cached. It is advised to restart your workflow at this point.\n",
+      "This allows premise to use the cached data instead, which results in\n",
+      "a faster workflow.\n",
       "- Fetching IAM data\n",
       "Done!\n"
      ]
     }
    ],
    "source": [
-    "#clear_inventory_cache()\n",
     "ndb = NewDatabase(\n",
     "    scenarios=[\n",
     "        #{\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2050},\n",
     "        #{\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2010},\n",
     "        #{\"model\":\"image\", \"pathway\":\"SSP2-Base\", \"year\":2020},\n",
-    "        {\"model\":\"image\", \"pathway\":\"SSP2-RCP26\", \"year\":2050},\n",
+    "        {\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2050},\n",
     "        #{\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2040},\n",
     "        #{\"model\":\"image\", \"pathway\":\"SSP2-Base\", \"year\":2050},\n",
-    "        {\"model\":\"remind\", \"pathway\":\"SSP2-PkBudg500\", \"year\":2050},\n",
+    "        #{\"model\":\"image\", \"pathway\":\"SSP2-Base\", \"year\":2050},\n",
     "    ],\n",
     "    source_db=\"ecoinvent-3.10-cutoff\", # <-- name of the database in the BW2 project. Must be a string.\n",
     "    source_version=\"3.10\", # <-- version of ecoinvent. Can be \"3.5\", \"3.6\", \"3.7\" or \"3.8\". Must be a string.\n",
@@ -95,259 +670,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "0c80994c-cbac-4143-81ee-1de1531a6f95",
+   "execution_count": 5,
+   "id": "3e88c655-ddb1-409d-b84f-c2c4e1976542",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Processing scenarios: 100%|█████████████| 2/2 [02:44<00:00, 82.05s/it]"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Done!\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
+      "Generate scenario report.\n",
+      "Report saved under /Users/romain/GitHub/premise/dev/export/scenario_report.\n"
      ]
     }
    ],
    "source": [
-    "#ndb.update_electricity()\n",
-    "#ndb.update_all()\n",
-    "ndb.update()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "b00fe6fb-6a91-4afa-a838-dab9fef0cd9c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from premise.utils import load_database\n",
-    "ndb.scenarios[0] = load_database(ndb.scenarios[0])"
+    "ndb.generate_scenario_report()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "c898d82d-d788-473b-ba7a-d2f9ed063109",
+   "execution_count": null,
+   "id": "0c80994c-cbac-4143-81ee-1de1531a6f95",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "carbon dioxide, captured at cement production plant, using monoethanolamine RER\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 RER\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1.0 EUR\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine CAZ\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 CAZ\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 CA-QC\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.0904905634903877 CA\n",
-      "market group for electricity, low voltage 0.057952274880177346 Canada without Quebec\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine CHA\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 CHA\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.04269921210154193 CN\n",
-      "market group for electricity, low voltage 0.03525409515461643 CN-SGCC\n",
-      "market group for electricity, low voltage 0.07048953111440667 RAS\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine EUR\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 EUR\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 Europe without Switzerland\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RER\n",
-      "market group for electricity, low voltage 0.035853045162977645 ENTSO-E\n",
-      "market group for electricity, low voltage 0.0379425475156873 Europe without Switzerland\n",
-      "market group for electricity, low voltage 0.03794675201018174 RER\n",
-      "market group for electricity, low voltage 0.00952853037376815 RME\n",
-      "market group for electricity, low voltage 0.027171963307950207 UCTE\n",
-      "market group for tap water 0.473 RER\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 Europe without Switzerland\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine IND\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 IND\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 IN\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine JPN\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 JPN\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine LAM\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 LAM\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.00011688040006759077 BR\n",
-      "market group for electricity, low voltage 0.14832595797049744 RLA\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine MEA\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 MEA\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine NEU\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 NEU\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 CH\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine OAS\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 OAS\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine REF\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 REF\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine SSA\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 SSA\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 RAF\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine USA\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 USA\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.0787203060480959 RNA\n",
-      "market group for electricity, low voltage 0.06972253232246912 US\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine World\n",
-      "carbon dioxide, captured at cement production plant, using monoethanolamine 1 World\n",
-      "Monoethanolamine 4.540440528634362e-05 None\n",
-      "Water 0.00047299999999999995 None\n",
-      "carbon dioxide storage from hard coal, post, pipeline 200km, storage 1000m 1 RER\n",
-      "heat production, natural gas, at industrial furnace >100kW 1.82 RoW\n",
-      "market for monoethanolamine 0.0014 GLO\n",
-      "market for sodium hydroxide, without water, in 50% solution state 0.0005359299516908213 RoW\n",
-      "market group for electricity, low voltage 0.14844283837056504 GLO\n",
-      "market group for tap water 0.473 GLO\n",
-      "treatment of spent solvent mixture, hazardous waste incineration -0.0013639484978540772 RoW\n",
-      "\n"
+      "Processing scenarios:   0%|                     | 0/1 [00:00<?, ?it/s]"
      ]
     }
    ],
    "source": [
-    "for ds in ndb.scenarios[0][\"database\"]:\n",
-    "    if ds[\"name\"].startswith(\"carbon dioxide, captured at cement production plant, using mono\"):\n",
-    "        print(ds[\"name\"], ds[\"location\"])\n",
-    "        for e in ds[\"exchanges\"]:\n",
-    "            print(e[\"name\"], e[\"amount\"], e.get(\"location\"))\n",
-    "        print()"
+    "ndb.update()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e15409c-15e1-4658-82e3-d7a1bd77f9c5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for ds in ndb.scenarios[0][\"database\"]:\n",
-    "    if ds[\"name\"].startswith(\"carbon dioxide, captured at cement production plant, using\"):\n",
-    "        print(ds[\"name\"], ds[\"location\"])\n",
-    "        for e in ds[\"exchanges\"]:\n",
-    "            print(e[\"name\"], e[\"amount\"], e.get(\"location\"))\n",
-    "        print()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
    "id": "dff4efb1-69ab-4bd5-8d52-4038df180a85",
    "metadata": {},
    "outputs": [
@@ -366,31 +726,7 @@
      "text": [
       "Writing activities to SQLite3 database:\n",
       "0% [##############################] 100% | ETA: 00:00:00\n",
-      "Total time elapsed: 00:00:46\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Title: Writing activities to SQLite3 database:\n",
-      "  Started: 06/25/2024 14:32:42\n",
-      "  Finished: 06/25/2024 14:33:28\n",
-      "  Total time elapsed: 00:00:46\n",
-      "  CPU %: 94.90\n",
-      "  Memory %: 22.00\n",
-      "Created database: cement 11\n",
-      "Running all checks...\n",
-      "Minor anomalies found: check the change report.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Writing activities to SQLite3 database:\n",
-      "0% [##############################] 100% | ETA: 00:00:00\n",
-      "Total time elapsed: 00:00:34\n"
+      "Total time elapsed: 00:00:32\n"
      ]
     },
     {
@@ -398,21 +734,16 @@
      "output_type": "stream",
      "text": [
       "Title: Writing activities to SQLite3 database:\n",
-      "  Started: 06/25/2024 14:38:06\n",
-      "  Finished: 06/25/2024 14:38:40\n",
-      "  Total time elapsed: 00:00:34\n",
-      "  CPU %: 93.50\n",
-      "  Memory %: 20.92\n",
-      "Created database: cement 12\n",
-      "Generate scenario report.\n",
-      "Report saved under /Users/romain/Github/premise/dev/export/scenario_report.\n",
-      "Generate change report.\n",
-      "Report saved under /Users/romain/Github/premise/dev.\n"
+      "  Started: 07/01/2024 17:19:47\n",
+      "  Finished: 07/01/2024 17:20:20\n",
+      "  Total time elapsed: 00:00:32\n",
+      "  CPU %: 94.20\n",
+      "  Memory %: 15.94\n"
      ]
     }
    ],
    "source": [
-    "ndb.write_db_to_brightway([\"cement 11\", \"cement 12\"])"
+    "ndb.write_db_to_brightway()"
    ]
   },
   {
@@ -11252,7 +11583,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,
diff --git a/premise/cement.py b/premise/cement.py
index c0feda21..aab29f1d 100644
--- a/premise/cement.py
+++ b/premise/cement.py
@@ -296,15 +296,23 @@ def build_CCS_datasets(self):
                 self.database.append(dataset)
 
         # also create region-specific air separation datasets
-        air_separation = self.fetch_proxies(
-            name="industrial gases production, cryogenic air separation",
-            ref_prod="oxygen, liquid",
-        )
+        datasets_to_regionalize=[
+            "industrial gases production, cryogenic air separation"
+            if self.version == "3.10" else "air separation, cryogenic",
+            "market for oxygen, liquid"
+        ]
+
+        for ds_to_regionlaize in datasets_to_regionalize:
+
+            air_separation = self.fetch_proxies(
+                name=ds_to_regionlaize,
+                ref_prod="oxygen, liquid",
+            )
 
-        for dataset in air_separation.values():
-            self.add_to_index(dataset)
-            self.write_log(dataset)
-            self.database.append(dataset)
+            for dataset in air_separation.values():
+                self.add_to_index(dataset)
+                self.write_log(dataset)
+                self.database.append(dataset)
 
     def build_clinker_production_datasets(self) -> list:
         """