From f8b01ed50b8213b051191f92950acc768a49a7bf Mon Sep 17 00:00:00 2001
From: romainsacchi <r_s@me.com>
Date: Mon, 15 Jul 2024 07:33:28 +0200
Subject: [PATCH] Update docs on batteries.

---
 dev/Untitled1.ipynb                           | 617 +-----------------
 .../lci-battery-capacity.xlsx                 | Bin 16506 -> 16510 bytes
 2 files changed, 24 insertions(+), 593 deletions(-)

diff --git a/dev/Untitled1.ipynb b/dev/Untitled1.ipynb
index 2b7abb93..ac4135e3 100644
--- a/dev/Untitled1.ipynb
+++ b/dev/Untitled1.ipynb
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "bee86950-ac96-49e0-8a9c-43920ae26096",
    "metadata": {},
    "outputs": [
@@ -87,566 +87,6 @@
       "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 0.12 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 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 0.03 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 0.01 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 0.03 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 0.04 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 0.02 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 0.04 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",
-      "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 0.01 seconds\n",
-      "Remove uncertainty data.\n",
-      "Extracted 1 worksheets in 0.47 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 0.06 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 0.02 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",
-      "| 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 0.01 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 0.03 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",
-      "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 0.01 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",
-      "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 0.01 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 5 worksheets in 0.17 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 0.60 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 0.02 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 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 0.06 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",
-      "Remove uncertainty data.\n",
-      "Extracted 39 worksheets in 0.50 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 0.28 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 1.09 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",
-      "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"
      ]
@@ -659,6 +99,8 @@
     "        #{\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2010},\n",
     "        #{\"model\":\"image\", \"pathway\":\"SSP2-Base\", \"year\":2020},\n",
     "        #{\"model\":\"remind\", \"pathway\":\"SSP2-Base\", \"year\":2050},\n",
+    "        {\"model\":\"remind\", \"pathway\":\"SSP2-PkBudg1150\", \"year\":2020},\n",
+    "        {\"model\":\"remind\", \"pathway\":\"SSP2-PkBudg1150\", \"year\":2035},\n",
     "        {\"model\":\"remind\", \"pathway\":\"SSP2-PkBudg1150\", \"year\":2050},\n",
     "        #{\"model\":\"image\", \"pathway\":\"SSP2-RCP26\", \"year\":2040},\n",
     "        #{\"model\":\"image\", \"pathway\":\"SSP2-RCP26\", \"year\":2060},\n",
@@ -674,7 +116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "0c80994c-cbac-4143-81ee-1de1531a6f95",
    "metadata": {},
    "outputs": [
@@ -682,7 +124,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Processing scenarios: 100%|█████████████| 1/1 [00:09<00:00,  9.96s/it]"
+      "Processing scenarios: 100%|█████████████| 3/3 [04:27<00:00, 89.29s/it]"
      ]
     },
     {
@@ -702,31 +144,12 @@
     }
    ],
    "source": [
-    "ndb.update(\"battery\")"
+    "ndb.update()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "8a38e57d-83cd-4dd4-a4ce-306f5e58b78d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Generate change report.\n",
-      "Report saved under /Users/romain/GitHub/premise/dev.\n"
-     ]
-    }
-   ],
-   "source": [
-    "ndb.generate_change_report()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "76ccb07e-9e8c-4295-9e10-7d0753d8c62a",
    "metadata": {},
    "outputs": [
@@ -734,7 +157,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Write new database(s) to Brightway.\n",
+      "Running all checks...\n",
+      "Minor anomalies found: check the change report.\n",
+      "Running all checks...\n",
+      "Minor anomalies found: check the change report.\n",
+      "Running all checks...\n",
+      "Minor anomalies found: check the change report.\n",
+      "Building superstructure database...\n",
+      "Dropped 0 duplicate(s).\n",
+      "Scenario difference file exported to /Users/romain/GitHub/premise/dev/export/scenario diff files!\n",
       "Running all checks...\n",
       "Minor anomalies found: check the change report.\n"
      ]
@@ -745,7 +176,7 @@
      "text": [
       "Writing activities to SQLite3 database:\n",
       "0% [##############################] 100% | ETA: 00:00:00\n",
-      "Total time elapsed: 00:00:25\n"
+      "Total time elapsed: 00:00:40\n"
      ]
     },
     {
@@ -753,12 +184,12 @@
      "output_type": "stream",
      "text": [
       "Title: Writing activities to SQLite3 database:\n",
-      "  Started: 07/14/2024 20:32:00\n",
-      "  Finished: 07/14/2024 20:32:25\n",
-      "  Total time elapsed: 00:00:25\n",
-      "  CPU %: 92.00\n",
-      "  Memory %: 13.95\n",
-      "Created database: battery 3\n",
+      "  Started: 07/14/2024 21:00:21\n",
+      "  Finished: 07/14/2024 21:01:01\n",
+      "  Total time elapsed: 00:00:40\n",
+      "  CPU %: 89.10\n",
+      "  Memory %: 19.82\n",
+      "Created database: battery 4\n",
       "Generate scenario report.\n",
       "Report saved under /Users/romain/GitHub/premise/dev/export/scenario_report.\n",
       "Generate change report.\n",
@@ -767,7 +198,7 @@
     }
    ],
    "source": [
-    "ndb.write_db_to_brightway(\"battery 3\")"
+    "ndb.write_superstructure_db_to_brightway(\"battery 4\")"
    ]
   },
   {
diff --git a/premise/data/additional_inventories/lci-battery-capacity.xlsx b/premise/data/additional_inventories/lci-battery-capacity.xlsx
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