diff --git a/PV_ICE/baselines/CarbonLayer/baseline2050_countrygridmix.csv b/PV_ICE/baselines/CarbonLayer/baseline2050_countrygridmix.csv
new file mode 100644
index 0000000..811e814
--- /dev/null
+++ b/PV_ICE/baselines/CarbonLayer/baseline2050_countrygridmix.csv
@@ -0,0 +1,57 @@
+,Afghanistan_Bioenergy,Afghanistan_Coal,Afghanistan_Gas,Afghanistan_Hydro,Afghanistan_Nuclear,Afghanistan_Other Fossil,Afghanistan_Solar,Afghanistan_Wind,Africa_Bioenergy,Africa_Coal,Africa_Gas,Africa_Hydro,Africa_Nuclear,Africa_Other Fossil,Africa_Solar,Africa_Wind,Albania_Bioenergy,Albania_Coal,Albania_Gas,Albania_Hydro,Albania_Nuclear,Albania_Other Fossil,Albania_Solar,Albania_Wind,Algeria_Bioenergy,Algeria_Coal,Algeria_Gas,Algeria_Hydro,Algeria_Nuclear,Algeria_Other Fossil,Algeria_Solar,Algeria_Wind,American Samoa_Bioenergy,American Samoa_Coal,American Samoa_Gas,American Samoa_Hydro,American Samoa_Nuclear,American Samoa_Other Fossil,American Samoa_Solar,American Samoa_Wind,Angola_Bioenergy,Angola_Coal,Angola_Gas,Angola_Hydro,Angola_Nuclear,Angola_Other Fossil,Angola_Solar,Angola_Wind,Antigua and Barbuda_Bioenergy,Antigua and Barbuda_Coal,Antigua and Barbuda_Gas,Antigua and Barbuda_Hydro,Antigua and Barbuda_Nuclear,Antigua and Barbuda_Other Fossil,Antigua and Barbuda_Solar,Antigua and Barbuda_Wind,Argentina_Bioenergy,Argentina_Coal,Argentina_Gas,Argentina_Hydro,Argentina_Nuclear,Argentina_Other Fossil,Argentina_Solar,Argentina_Wind,Armenia_Bioenergy,Armenia_Coal,Armenia_Gas,Armenia_Hydro,Armenia_Nuclear,Armenia_Other Fossil,Armenia_Solar,Armenia_Wind,Aruba_Bioenergy,Aruba_Coal,Aruba_Gas,Aruba_Hydro,Aruba_Nuclear,Aruba_Other Fossil,Aruba_Solar,Aruba_Wind,ASEAN_Bioenergy,ASEAN_Coal,ASEAN_Gas,ASEAN_Hydro,ASEAN_Nuclear,ASEAN_Other Fossil,ASEAN_Solar,ASEAN_Wind,Asia_Bioenergy,Asia_Coal,Asia_Gas,Asia_Hydro,Asia_Nuclear,Asia_Other Fossil,Asia_Solar,Asia_Wind,Australia_Bioenergy,Australia_Coal,Australia_Gas,Australia_Hydro,Australia_Nuclear,Australia_Other Fossil,Australia_Solar,Australia_Wind,Austria_Bioenergy,Austria_Coal,Austria_Gas,Austria_Hydro,Austria_Nuclear,Austria_Other Fossil,Austria_Solar,Austria_Wind,Azerbaijan_Bioenergy,Azerbaijan_Coal,Azerbaijan_Gas,Azerbaijan_Hydro,Azerbaijan_Nuclear,Azerbaijan_Other Fossil,Azerbaijan_Solar,Azerbaijan_Wind,Bahamas_Bioenergy,Bahamas_Coal,Bahamas_Gas,Bahamas_Hydro,Bahamas_Nuclear,Bahamas_Other Fossil,Bahamas_Solar,Bahamas_Wind,Bahrain_Bioenergy,Bahrain_Coal,Bahrain_Gas,Bahrain_Hydro,Bahrain_Nuclear,Bahrain_Other Fossil,Bahrain_Solar,Bahrain_Wind,Bangladesh_Bioenergy,Bangladesh_Coal,Bangladesh_Gas,Bangladesh_Hydro,Bangladesh_Nuclear,Bangladesh_Other Fossil,Bangladesh_Solar,Bangladesh_Wind,Barbados_Bioenergy,Barbados_Coal,Barbados_Gas,Barbados_Hydro,Barbados_Nuclear,Barbados_Other Fossil,Barbados_Solar,Barbados_Wind,Belarus_Bioenergy,Belarus_Coal,Belarus_Gas,Belarus_Hydro,Belarus_Nuclear,Belarus_Other Fossil,Belarus_Solar,Belarus_Wind,Belgium_Bioenergy,Belgium_Coal,Belgium_Gas,Belgium_Hydro,Belgium_Nuclear,Belgium_Other Fossil,Belgium_Solar,Belgium_Wind,Belize_Bioenergy,Belize_Coal,Belize_Gas,Belize_Hydro,Belize_Nuclear,Belize_Other Fossil,Belize_Solar,Belize_Wind,Benin_Bioenergy,Benin_Coal,Benin_Gas,Benin_Hydro,Benin_Nuclear,Benin_Other Fossil,Benin_Solar,Benin_Wind,Bermuda_Bioenergy,Bermuda_Coal,Bermuda_Gas,Bermuda_Hydro,Bermuda_Nuclear,Bermuda_Other Fossil,Bermuda_Solar,Bermuda_Wind,Bhutan_Bioenergy,Bhutan_Coal,Bhutan_Gas,Bhutan_Hydro,Bhutan_Nuclear,Bhutan_Other Fossil,Bhutan_Solar,Bhutan_Wind,Bolivia_Bioenergy,Bolivia_Coal,Bolivia_Gas,Bolivia_Hydro,Bolivia_Nuclear,Bolivia_Other Fossil,Bolivia_Solar,Bolivia_Wind,Bosnia_Bioenergy,Bosnia_Coal,Bosnia_Gas,Bosnia_Hydro,Bosnia_Nuclear,Bosnia_Other Fossil,Bosnia_Solar,Bosnia_Wind,Botswana_Bioenergy,Botswana_Coal,Botswana_Gas,Botswana_Hydro,Botswana_Nuclear,Botswana_Other Fossil,Botswana_Solar,Botswana_Wind,Brazil_Bioenergy,Brazil_Coal,Brazil_Gas,Brazil_Hydro,Brazil_Nuclear,Brazil_Other Fossil,Brazil_Solar,Brazil_Wind,Brunei Darussalam_Bioenergy,Brunei Darussalam_Coal,Brunei Darussalam_Gas,Brunei Darussalam_Hydro,Brunei Darussalam_Nuclear,Brunei Darussalam_Other Fossil,Brunei Darussalam_Solar,Brunei Darussalam_Wind,Bulgaria_Bioenergy,Bulgaria_Coal,Bulgaria_Gas,Bulgaria_Hydro,Bulgaria_Nuclear,Bulgaria_Other Fossil,Bulgaria_Solar,Bulgaria_Wind,Burkina Faso_Bioenergy,Burkina Faso_Coal,Burkina Faso_Gas,Burkina Faso_Hydro,Burkina Faso_Nuclear,Burkina Faso_Other Fossil,Burkina Faso_Solar,Burkina Faso_Wind,Burundi_Bioenergy,Burundi_Coal,Burundi_Gas,Burundi_Hydro,Burundi_Nuclear,Burundi_Other Fossil,Burundi_Solar,Burundi_Wind,Cabo Verde_Bioenergy,Cabo Verde_Coal,Cabo Verde_Gas,Cabo Verde_Hydro,Cabo Verde_Nuclear,Cabo Verde_Other Fossil,Cabo Verde_Solar,Cabo Verde_Wind,Cambodia_Bioenergy,Cambodia_Coal,Cambodia_Gas,Cambodia_Hydro,Cambodia_Nuclear,Cambodia_Other Fossil,Cambodia_Solar,Cambodia_Wind,Cameroon_Bioenergy,Cameroon_Coal,Cameroon_Gas,Cameroon_Hydro,Cameroon_Nuclear,Cameroon_Other Fossil,Cameroon_Solar,Cameroon_Wind,Canada_Bioenergy,Canada_Coal,Canada_Gas,Canada_Hydro,Canada_Nuclear,Canada_Other Fossil,Canada_Solar,Canada_Wind,Cayman Islands_Bioenergy,Cayman Islands_Coal,Cayman Islands_Gas,Cayman Islands_Hydro,Cayman Islands_Nuclear,Cayman Islands_Other Fossil,Cayman Islands_Solar,Cayman Islands_Wind,Central African Republic_Bioenergy,Central African Republic_Coal,Central African Republic_Gas,Central African Republic_Hydro,Central African Republic_Nuclear,Central African Republic_Other Fossil,Central African Republic_Solar,Central African Republic_Wind,Chad_Bioenergy,Chad_Coal,Chad_Gas,Chad_Hydro,Chad_Nuclear,Chad_Other Fossil,Chad_Solar,Chad_Wind,Chile_Bioenergy,Chile_Coal,Chile_Gas,Chile_Hydro,Chile_Other Fossil,Chile_Solar,Chile_Wind,China_Bioenergy,China_Coal,China_Gas,China_Hydro,China_Nuclear,China_Other Fossil,China_Solar,China_Wind,Colombia_Bioenergy,Colombia_Coal,Colombia_Gas,Colombia_Hydro,Colombia_Nuclear,Colombia_Other Fossil,Colombia_Solar,Colombia_Wind,Comoros_Bioenergy,Comoros_Coal,Comoros_Gas,Comoros_Hydro,Comoros_Nuclear,Comoros_Other Fossil,Comoros_Solar,Comoros_Wind,CongoDRC_Bioenergy,CongoDRC_Coal,CongoDRC_Gas,CongoDRC_Hydro,CongoDRC_Nuclear,CongoDRC_Other Fossil,CongoDRC_Solar,CongoDRC_Wind,Congo_Bioenergy,Congo_Coal,Congo_Gas,Congo_Hydro,Congo_Nuclear,Congo_Other Fossil,Congo_Solar,Congo_Wind,Cook Islands_Bioenergy,Cook Islands_Coal,Cook Islands_Gas,Cook Islands_Hydro,Cook Islands_Nuclear,Cook Islands_Other Fossil,Cook Islands_Solar,Cook Islands_Wind,Costa Rica_Bioenergy,Costa Rica_Coal,Costa Rica_Gas,Costa Rica_Hydro,Costa Rica_Nuclear,Costa Rica_Other Fossil,Costa Rica_Solar,Costa Rica_Wind,Cote d'Ivoire_Bioenergy,Cote d'Ivoire_Coal,Cote d'Ivoire_Gas,Cote d'Ivoire_Hydro,Cote d'Ivoire_Nuclear,Cote d'Ivoire_Other Fossil,Cote d'Ivoire_Solar,Cote d'Ivoire_Wind,Croatia_Bioenergy,Croatia_Coal,Croatia_Gas,Croatia_Hydro,Croatia_Nuclear,Croatia_Other Fossil,Croatia_Solar,Croatia_Wind,Cuba_Bioenergy,Cuba_Coal,Cuba_Gas,Cuba_Hydro,Cuba_Nuclear,Cuba_Other Fossil,Cuba_Solar,Cuba_Wind,Cyprus_Bioenergy,Cyprus_Coal,Cyprus_Gas,Cyprus_Hydro,Cyprus_Nuclear,Cyprus_Other Fossil,Cyprus_Solar,Cyprus_Wind,Czechia_Bioenergy,Czechia_Coal,Czechia_Gas,Czechia_Hydro,Czechia_Nuclear,Czechia_Other Fossil,Czechia_Solar,Czechia_Wind,Denmark_Bioenergy,Denmark_Coal,Denmark_Gas,Denmark_Hydro,Denmark_Nuclear,Denmark_Other Fossil,Denmark_Solar,Denmark_Wind,Djibouti_Bioenergy,Djibouti_Coal,Djibouti_Gas,Djibouti_Hydro,Djibouti_Nuclear,Djibouti_Other Fossil,Djibouti_Solar,Djibouti_Wind,Dominica_Bioenergy,Dominica_Coal,Dominica_Gas,Dominica_Hydro,Dominica_Nuclear,Dominica_Other Fossil,Dominica_Solar,Dominica_Wind,Dominican Republic_Bioenergy,Dominican Republic_Coal,Dominican Republic_Gas,Dominican Republic_Hydro,Dominican Republic_Nuclear,Dominican Republic_Other Fossil,Dominican Republic_Solar,Dominican Republic_Wind,Ecuador_Bioenergy,Ecuador_Coal,Ecuador_Gas,Ecuador_Hydro,Ecuador_Nuclear,Ecuador_Other Fossil,Ecuador_Solar,Ecuador_Wind,Egypt_Bioenergy,Egypt_Coal,Egypt_Gas,Egypt_Hydro,Egypt_Other Fossil,Egypt_Solar,Egypt_Wind,El Salvador_Bioenergy,El Salvador_Coal,El Salvador_Gas,El Salvador_Hydro,El Salvador_Nuclear,El Salvador_Other Fossil,El Salvador_Solar,El Salvador_Wind,Equatorial Guinea_Bioenergy,Equatorial Guinea_Coal,Equatorial Guinea_Gas,Equatorial Guinea_Hydro,Equatorial Guinea_Nuclear,Equatorial Guinea_Other Fossil,Equatorial Guinea_Solar,Equatorial Guinea_Wind,Eritrea_Bioenergy,Eritrea_Coal,Eritrea_Gas,Eritrea_Hydro,Eritrea_Nuclear,Eritrea_Other Fossil,Eritrea_Solar,Eritrea_Wind,Estonia_Bioenergy,Estonia_Coal,Estonia_Gas,Estonia_Hydro,Estonia_Nuclear,Estonia_Other Fossil,Estonia_Solar,Estonia_Wind,Eswatini_Bioenergy,Eswatini_Coal,Eswatini_Gas,Eswatini_Hydro,Eswatini_Nuclear,Eswatini_Other Fossil,Eswatini_Solar,Eswatini_Wind,Ethiopia_Bioenergy,Ethiopia_Coal,Ethiopia_Gas,Ethiopia_Hydro,Ethiopia_Nuclear,Ethiopia_Other Fossil,Ethiopia_Solar,Ethiopia_Wind,EU_Bioenergy,EU_Coal,EU_Gas,EU_Hydro,EU_Nuclear,EU_Other Fossil,EU_Solar,EU_Wind,Europe_Bioenergy,Europe_Coal,Europe_Gas,Europe_Hydro,Europe_Nuclear,Europe_Other Fossil,Europe_Solar,Europe_Wind,Falkland Islands [Malvinas]_Bioenergy,Falkland Islands [Malvinas]_Coal,Falkland Islands [Malvinas]_Gas,Falkland Islands [Malvinas]_Hydro,Falkland Islands [Malvinas]_Nuclear,Falkland Islands [Malvinas]_Other Fossil,Falkland Islands [Malvinas]_Solar,Falkland Islands [Malvinas]_Wind,Faroe Islands_Bioenergy,Faroe Islands_Coal,Faroe Islands_Gas,Faroe Islands_Hydro,Faroe Islands_Nuclear,Faroe Islands_Other Fossil,Faroe Islands_Solar,Faroe Islands_Wind,Fiji_Bioenergy,Fiji_Coal,Fiji_Gas,Fiji_Hydro,Fiji_Nuclear,Fiji_Other Fossil,Fiji_Solar,Fiji_Wind,Finland_Bioenergy,Finland_Coal,Finland_Gas,Finland_Hydro,Finland_Nuclear,Finland_Other Fossil,Finland_Solar,Finland_Wind,France_Bioenergy,France_Coal,France_Gas,France_Hydro,France_Nuclear,France_Other Fossil,France_Solar,France_Wind,French Guiana_Bioenergy,French Guiana_Hydro,French Guiana_Other Fossil,French Guiana_Solar,French Polynesia_Bioenergy,French Polynesia_Coal,French Polynesia_Gas,French Polynesia_Hydro,French Polynesia_Nuclear,French Polynesia_Other Fossil,French Polynesia_Solar,French Polynesia_Wind,G20_Bioenergy,G20_Coal,G20_Gas,G20_Hydro,G20_Nuclear,G20_Other Fossil,G20_Solar,G20_Wind,G7_Bioenergy,G7_Coal,G7_Gas,G7_Hydro,G7_Nuclear,G7_Other Fossil,G7_Solar,G7_Wind,Gabon_Bioenergy,Gabon_Coal,Gabon_Gas,Gabon_Hydro,Gabon_Nuclear,Gabon_Other Fossil,Gabon_Solar,Gabon_Wind,Gambia_Bioenergy,Gambia_Coal,Gambia_Gas,Gambia_Hydro,Gambia_Nuclear,Gambia_Other Fossil,Gambia_Solar,Gambia_Wind,Georgia_Bioenergy,Georgia_Coal,Georgia_Gas,Georgia_Hydro,Georgia_Nuclear,Georgia_Other Fossil,Georgia_Solar,Georgia_Wind,Germany_Bioenergy,Germany_Coal,Germany_Gas,Germany_Hydro,Germany_Nuclear,Germany_Other Fossil,Germany_Solar,Germany_Wind,Ghana_Bioenergy,Ghana_Coal,Ghana_Gas,Ghana_Hydro,Ghana_Nuclear,Ghana_Other Fossil,Ghana_Solar,Ghana_Wind,Gibraltar_Bioenergy,Gibraltar_Coal,Gibraltar_Gas,Gibraltar_Hydro,Gibraltar_Nuclear,Gibraltar_Other Fossil,Gibraltar_Solar,Gibraltar_Wind,Greece_Bioenergy,Greece_Coal,Greece_Gas,Greece_Hydro,Greece_Nuclear,Greece_Other Fossil,Greece_Solar,Greece_Wind,Greenland_Bioenergy,Greenland_Coal,Greenland_Gas,Greenland_Hydro,Greenland_Nuclear,Greenland_Other Fossil,Greenland_Solar,Greenland_Wind,Grenada_Bioenergy,Grenada_Coal,Grenada_Gas,Grenada_Hydro,Grenada_Nuclear,Grenada_Other Fossil,Grenada_Solar,Grenada_Wind,Guadeloupe_Bioenergy,Guadeloupe_Coal,Guadeloupe_Hydro,Guadeloupe_Other Fossil,Guadeloupe_Solar,Guadeloupe_Wind,Guam_Bioenergy,Guam_Coal,Guam_Gas,Guam_Hydro,Guam_Nuclear,Guam_Other Fossil,Guam_Solar,Guam_Wind,Guatemala_Bioenergy,Guatemala_Coal,Guatemala_Gas,Guatemala_Hydro,Guatemala_Nuclear,Guatemala_Other Fossil,Guatemala_Solar,Guatemala_Wind,Guinea_Bioenergy,Guinea_Coal,Guinea_Gas,Guinea_Hydro,Guinea_Nuclear,Guinea_Other Fossil,Guinea_Solar,Guinea_Wind,Guinea-Bissau_Bioenergy,Guinea-Bissau_Coal,Guinea-Bissau_Gas,Guinea-Bissau_Hydro,Guinea-Bissau_Nuclear,Guinea-Bissau_Other Fossil,Guinea-Bissau_Solar,Guinea-Bissau_Wind,Guyana_Bioenergy,Guyana_Coal,Guyana_Gas,Guyana_Hydro,Guyana_Nuclear,Guyana_Other Fossil,Guyana_Solar,Guyana_Wind,Haiti_Bioenergy,Haiti_Coal,Haiti_Gas,Haiti_Hydro,Haiti_Nuclear,Haiti_Other Fossil,Haiti_Solar,Haiti_Wind,Honduras_Bioenergy,Honduras_Coal,Honduras_Gas,Honduras_Hydro,Honduras_Nuclear,Honduras_Other Fossil,Honduras_Solar,Honduras_Wind,Hong Kong_Bioenergy,Hong Kong_Coal,Hong Kong_Gas,Hong Kong_Hydro,Hong Kong_Nuclear,Hong Kong_Other Fossil,Hong Kong_Solar,Hong Kong_Wind,Hungary_Bioenergy,Hungary_Coal,Hungary_Gas,Hungary_Hydro,Hungary_Nuclear,Hungary_Other Fossil,Hungary_Solar,Hungary_Wind,Iceland_Bioenergy,Iceland_Coal,Iceland_Gas,Iceland_Hydro,Iceland_Nuclear,Iceland_Other Fossil,Iceland_Solar,Iceland_Wind,India_Bioenergy,India_Coal,India_Gas,India_Hydro,India_Nuclear,India_Other Fossil,India_Solar,India_Wind,Indonesia_Bioenergy,Indonesia_Coal,Indonesia_Gas,Indonesia_Hydro,Indonesia_Other Fossil,Indonesia_Solar,Indonesia_Wind,Iran_Bioenergy,Iran_Coal,Iran_Gas,Iran_Hydro,Iran_Nuclear,Iran_Other Fossil,Iran_Solar,Iran_Wind,Iraq_Bioenergy,Iraq_Coal,Iraq_Gas,Iraq_Hydro,Iraq_Nuclear,Iraq_Other Fossil,Iraq_Solar,Iraq_Wind,Ireland_Bioenergy,Ireland_Coal,Ireland_Gas,Ireland_Hydro,Ireland_Nuclear,Ireland_Other Fossil,Ireland_Solar,Ireland_Wind,Israel_Bioenergy,Israel_Coal,Israel_Gas,Israel_Hydro,Israel_Nuclear,Israel_Other Fossil,Israel_Solar,Israel_Wind,Italy_Bioenergy,Italy_Coal,Italy_Gas,Italy_Hydro,Italy_Nuclear,Italy_Other Fossil,Italy_Solar,Italy_Wind,Jamaica_Bioenergy,Jamaica_Coal,Jamaica_Gas,Jamaica_Hydro,Jamaica_Nuclear,Jamaica_Other Fossil,Jamaica_Solar,Jamaica_Wind,Japan_Bioenergy,Japan_Coal,Japan_Gas,Japan_Hydro,Japan_Nuclear,Japan_Other Fossil,Japan_Solar,Japan_Wind,Jordan_Bioenergy,Jordan_Coal,Jordan_Gas,Jordan_Hydro,Jordan_Nuclear,Jordan_Other Fossil,Jordan_Solar,Jordan_Wind,Kazakhstan_Bioenergy,Kazakhstan_Coal,Kazakhstan_Gas,Kazakhstan_Hydro,Kazakhstan_Other Fossil,Kazakhstan_Solar,Kazakhstan_Wind,Kenya_Bioenergy,Kenya_Coal,Kenya_Gas,Kenya_Hydro,Kenya_Nuclear,Kenya_Other Fossil,Kenya_Solar,Kenya_Wind,Kiribati_Bioenergy,Kiribati_Coal,Kiribati_Gas,Kiribati_Hydro,Kiribati_Nuclear,Kiribati_Other Fossil,Kiribati_Solar,Kiribati_Wind,North Korea_Bioenergy,North Korea_Coal,North Korea_Gas,North Korea_Hydro,North Korea_Nuclear,North Korea_Other Fossil,North Korea_Solar,North Korea_Wind,Kosovo_Bioenergy,Kosovo_Coal,Kosovo_Gas,Kosovo_Hydro,Kosovo_Nuclear,Kosovo_Other Fossil,Kosovo_Solar,Kosovo_Wind,Kuwait_Bioenergy,Kuwait_Coal,Kuwait_Gas,Kuwait_Hydro,Kuwait_Nuclear,Kuwait_Other Fossil,Kuwait_Solar,Kuwait_Wind,Kyrgyzstan_Bioenergy,Kyrgyzstan_Coal,Kyrgyzstan_Gas,Kyrgyzstan_Hydro,Kyrgyzstan_Nuclear,Kyrgyzstan_Other Fossil,Kyrgyzstan_Solar,Kyrgyzstan_Wind,Laos_Bioenergy,Laos_Coal,Laos_Gas,Laos_Hydro,Laos_Nuclear,Laos_Other Fossil,Laos_Solar,Laos_Wind,Latin America and Caribbean_Bioenergy,Latin America and Caribbean_Coal,Latin America and Caribbean_Gas,Latin America and Caribbean_Hydro,Latin America and Caribbean_Nuclear,Latin America and Caribbean_Other Fossil,Latin America and Caribbean_Solar,Latin America and Caribbean_Wind,Latvia_Bioenergy,Latvia_Coal,Latvia_Gas,Latvia_Hydro,Latvia_Nuclear,Latvia_Other Fossil,Latvia_Solar,Latvia_Wind,Lebanon_Bioenergy,Lebanon_Coal,Lebanon_Gas,Lebanon_Hydro,Lebanon_Nuclear,Lebanon_Other Fossil,Lebanon_Solar,Lebanon_Wind,Lesotho_Bioenergy,Lesotho_Coal,Lesotho_Gas,Lesotho_Hydro,Lesotho_Nuclear,Lesotho_Other Fossil,Lesotho_Solar,Lesotho_Wind,Liberia_Bioenergy,Liberia_Coal,Liberia_Gas,Liberia_Hydro,Liberia_Nuclear,Liberia_Other Fossil,Liberia_Solar,Liberia_Wind,Libya_Bioenergy,Libya_Coal,Libya_Gas,Libya_Hydro,Libya_Nuclear,Libya_Other Fossil,Libya_Solar,Libya_Wind,Lithuania_Bioenergy,Lithuania_Coal,Lithuania_Gas,Lithuania_Hydro,Lithuania_Nuclear,Lithuania_Other Fossil,Lithuania_Solar,Lithuania_Wind,Luxembourg_Bioenergy,Luxembourg_Coal,Luxembourg_Gas,Luxembourg_Hydro,Luxembourg_Nuclear,Luxembourg_Other Fossil,Luxembourg_Solar,Luxembourg_Wind,Macao_Bioenergy,Macao_Coal,Macao_Gas,Macao_Hydro,Macao_Nuclear,Macao_Other Fossil,Macao_Solar,Macao_Wind,Madagascar_Bioenergy,Madagascar_Coal,Madagascar_Gas,Madagascar_Hydro,Madagascar_Nuclear,Madagascar_Other Fossil,Madagascar_Solar,Madagascar_Wind,Malawi_Bioenergy,Malawi_Coal,Malawi_Gas,Malawi_Hydro,Malawi_Nuclear,Malawi_Other Fossil,Malawi_Solar,Malawi_Wind,Malaysia_Bioenergy,Malaysia_Coal,Malaysia_Gas,Malaysia_Hydro,Malaysia_Other Fossil,Malaysia_Solar,Malaysia_Wind,Maldives_Bioenergy,Maldives_Coal,Maldives_Gas,Maldives_Hydro,Maldives_Nuclear,Maldives_Other Fossil,Maldives_Solar,Maldives_Wind,Mali_Bioenergy,Mali_Coal,Mali_Gas,Mali_Hydro,Mali_Nuclear,Mali_Other Fossil,Mali_Solar,Mali_Wind,Malta_Bioenergy,Malta_Coal,Malta_Gas,Malta_Hydro,Malta_Nuclear,Malta_Other Fossil,Malta_Solar,Malta_Wind,Martinique_Bioenergy,Martinique_Other Fossil,Martinique_Solar,Martinique_Wind,Mauritania_Bioenergy,Mauritania_Coal,Mauritania_Gas,Mauritania_Hydro,Mauritania_Nuclear,Mauritania_Other Fossil,Mauritania_Solar,Mauritania_Wind,Mauritius_Bioenergy,Mauritius_Coal,Mauritius_Gas,Mauritius_Hydro,Mauritius_Nuclear,Mauritius_Other Fossil,Mauritius_Solar,Mauritius_Wind,Mexico_Bioenergy,Mexico_Coal,Mexico_Gas,Mexico_Hydro,Mexico_Nuclear,Mexico_Other Fossil,Mexico_Solar,Mexico_Wind,Middle East_Bioenergy,Middle East_Coal,Middle East_Gas,Middle East_Hydro,Middle East_Nuclear,Middle East_Other Fossil,Middle East_Solar,Middle East_Wind,Moldova_Bioenergy,Moldova_Coal,Moldova_Gas,Moldova_Hydro,Moldova_Nuclear,Moldova_Other Fossil,Moldova_Solar,Moldova_Wind,Mongolia_Bioenergy,Mongolia_Coal,Mongolia_Gas,Mongolia_Hydro,Mongolia_Nuclear,Mongolia_Other Fossil,Mongolia_Solar,Mongolia_Wind,Montenegro_Bioenergy,Montenegro_Coal,Montenegro_Gas,Montenegro_Hydro,Montenegro_Nuclear,Montenegro_Other Fossil,Montenegro_Solar,Montenegro_Wind,Montserrat_Bioenergy,Montserrat_Coal,Montserrat_Gas,Montserrat_Hydro,Montserrat_Nuclear,Montserrat_Other Fossil,Montserrat_Solar,Montserrat_Wind,Morocco_Bioenergy,Morocco_Coal,Morocco_Gas,Morocco_Hydro,Morocco_Nuclear,Morocco_Other Fossil,Morocco_Solar,Morocco_Wind,Mozambique_Bioenergy,Mozambique_Coal,Mozambique_Gas,Mozambique_Hydro,Mozambique_Nuclear,Mozambique_Other Fossil,Mozambique_Solar,Mozambique_Wind,Myanmar_Bioenergy,Myanmar_Coal,Myanmar_Gas,Myanmar_Hydro,Myanmar_Nuclear,Myanmar_Other Fossil,Myanmar_Solar,Myanmar_Wind,Namibia_Bioenergy,Namibia_Coal,Namibia_Gas,Namibia_Hydro,Namibia_Nuclear,Namibia_Other Fossil,Namibia_Solar,Namibia_Wind,Nauru_Bioenergy,Nauru_Coal,Nauru_Gas,Nauru_Hydro,Nauru_Nuclear,Nauru_Other Fossil,Nauru_Solar,Nauru_Wind,Nepal_Bioenergy,Nepal_Coal,Nepal_Gas,Nepal_Hydro,Nepal_Nuclear,Nepal_Other Fossil,Nepal_Solar,Nepal_Wind,Netherlands_Bioenergy,Netherlands_Coal,Netherlands_Gas,Netherlands_Hydro,Netherlands_Nuclear,Netherlands_Other Fossil,Netherlands_Solar,Netherlands_Wind,New Caledonia_Bioenergy,New Caledonia_Coal,New Caledonia_Gas,New Caledonia_Hydro,New Caledonia_Nuclear,New Caledonia_Other Fossil,New Caledonia_Solar,New Caledonia_Wind,New Zealand_Bioenergy,New Zealand_Coal,New Zealand_Gas,New Zealand_Hydro,New Zealand_Nuclear,New Zealand_Other Fossil,New Zealand_Solar,New Zealand_Wind,Nicaragua_Bioenergy,Nicaragua_Coal,Nicaragua_Gas,Nicaragua_Hydro,Nicaragua_Nuclear,Nicaragua_Other Fossil,Nicaragua_Solar,Nicaragua_Wind,Niger_Bioenergy,Niger_Coal,Niger_Gas,Niger_Hydro,Niger_Nuclear,Niger_Other Fossil,Niger_Solar,Niger_Wind,Nigeria_Bioenergy,Nigeria_Coal,Nigeria_Gas,Nigeria_Hydro,Nigeria_Nuclear,Nigeria_Other Fossil,Nigeria_Solar,Nigeria_Wind,Niue_Bioenergy,Niue_Coal,Niue_Gas,Niue_Hydro,Niue_Nuclear,Niue_Other Fossil,Niue_Solar,Niue_Wind,North America_Bioenergy,North America_Coal,North America_Gas,North America_Hydro,North America_Nuclear,North America_Other Fossil,North America_Solar,North America_Wind,North Macedonia_Bioenergy,North Macedonia_Coal,North Macedonia_Gas,North Macedonia_Hydro,North Macedonia_Nuclear,North Macedonia_Other Fossil,North Macedonia_Solar,North Macedonia_Wind,Norway_Bioenergy,Norway_Coal,Norway_Gas,Norway_Hydro,Norway_Nuclear,Norway_Other Fossil,Norway_Solar,Norway_Wind,Oceania_Bioenergy,Oceania_Coal,Oceania_Gas,Oceania_Hydro,Oceania_Nuclear,Oceania_Other Fossil,Oceania_Solar,Oceania_Wind,OECD_Bioenergy,OECD_Coal,OECD_Gas,OECD_Hydro,OECD_Nuclear,OECD_Other Fossil,OECD_Solar,OECD_Wind,Oman_Bioenergy,Oman_Coal,Oman_Gas,Oman_Hydro,Oman_Nuclear,Oman_Other Fossil,Oman_Solar,Oman_Wind,Pakistan_Bioenergy,Pakistan_Coal,Pakistan_Gas,Pakistan_Hydro,Pakistan_Nuclear,Pakistan_Other Fossil,Pakistan_Solar,Pakistan_Wind,Palestine_Bioenergy,Palestine_Coal,Palestine_Gas,Palestine_Hydro,Palestine_Nuclear,Palestine_Other Fossil,Palestine_Solar,Palestine_Wind,Panama_Bioenergy,Panama_Coal,Panama_Gas,Panama_Hydro,Panama_Nuclear,Panama_Other Fossil,Panama_Solar,Panama_Wind,Papua New Guinea_Bioenergy,Papua New Guinea_Coal,Papua New Guinea_Gas,Papua New Guinea_Hydro,Papua New Guinea_Nuclear,Papua New Guinea_Other Fossil,Papua New Guinea_Solar,Papua New Guinea_Wind,Paraguay_Bioenergy,Paraguay_Coal,Paraguay_Gas,Paraguay_Hydro,Paraguay_Nuclear,Paraguay_Other Fossil,Paraguay_Solar,Paraguay_Wind,Peru_Bioenergy,Peru_Coal,Peru_Gas,Peru_Hydro,Peru_Nuclear,Peru_Other Fossil,Peru_Solar,Peru_Wind,Philippines_Bioenergy,Philippines_Coal,Philippines_Gas,Philippines_Hydro,Philippines_Nuclear,Philippines_Other Fossil,Philippines_Solar,Philippines_Wind,Poland_Bioenergy,Poland_Coal,Poland_Gas,Poland_Hydro,Poland_Nuclear,Poland_Other Fossil,Poland_Solar,Poland_Wind,Portugal_Bioenergy,Portugal_Coal,Portugal_Gas,Portugal_Hydro,Portugal_Nuclear,Portugal_Other Fossil,Portugal_Solar,Portugal_Wind,Puerto Rico_Bioenergy,Puerto Rico_Coal,Puerto Rico_Gas,Puerto Rico_Hydro,Puerto Rico_Nuclear,Puerto Rico_Other Fossil,Puerto Rico_Solar,Puerto Rico_Wind,Qatar_Bioenergy,Qatar_Coal,Qatar_Gas,Qatar_Hydro,Qatar_Nuclear,Qatar_Other Fossil,Qatar_Solar,Qatar_Wind,Reunion_Bioenergy,Reunion_Coal,Reunion_Hydro,Reunion_Other Fossil,Reunion_Solar,Reunion_Wind,Romania_Bioenergy,Romania_Coal,Romania_Gas,Romania_Hydro,Romania_Nuclear,Romania_Other Fossil,Romania_Solar,Romania_Wind,Russia_Bioenergy,Russia_Coal,Russia_Gas,Russia_Hydro,Russia_Nuclear,Russia_Other Fossil,Russia_Solar,Russia_Wind,Rwanda_Bioenergy,Rwanda_Coal,Rwanda_Gas,Rwanda_Hydro,Rwanda_Nuclear,Rwanda_Other Fossil,Rwanda_Solar,Rwanda_Wind,"Saint Helena, Ascension and Tristan da Cunha_Bioenergy","Saint Helena, Ascension and Tristan da Cunha_Coal","Saint Helena, Ascension and Tristan da Cunha_Gas","Saint Helena, Ascension and Tristan da Cunha_Hydro","Saint Helena, Ascension and Tristan da Cunha_Nuclear","Saint Helena, Ascension and Tristan da Cunha_Other Fossil","Saint Helena, Ascension and Tristan da Cunha_Solar","Saint Helena, Ascension and Tristan da Cunha_Wind",Saint Kitts and Nevis_Bioenergy,Saint Kitts and Nevis_Coal,Saint Kitts and Nevis_Gas,Saint Kitts and Nevis_Hydro,Saint Kitts and Nevis_Nuclear,Saint Kitts and Nevis_Other Fossil,Saint Kitts and Nevis_Solar,Saint Kitts and Nevis_Wind,Saint Lucia_Bioenergy,Saint Lucia_Coal,Saint Lucia_Gas,Saint Lucia_Hydro,Saint Lucia_Nuclear,Saint Lucia_Other Fossil,Saint Lucia_Solar,Saint Lucia_Wind,Saint Pierre and Miquelon_Bioenergy,Saint Pierre and Miquelon_Coal,Saint Pierre and Miquelon_Gas,Saint Pierre and Miquelon_Hydro,Saint Pierre and Miquelon_Nuclear,Saint Pierre and Miquelon_Other Fossil,Saint Pierre and Miquelon_Solar,Saint Pierre and Miquelon_Wind,Saint Vincent and the Grenadines_Bioenergy,Saint Vincent and the Grenadines_Coal,Saint Vincent and the Grenadines_Gas,Saint Vincent and the Grenadines_Hydro,Saint Vincent and the Grenadines_Nuclear,Saint Vincent and the Grenadines_Other Fossil,Saint Vincent and the Grenadines_Solar,Saint Vincent and the Grenadines_Wind,Samoa_Bioenergy,Samoa_Coal,Samoa_Gas,Samoa_Hydro,Samoa_Nuclear,Samoa_Other Fossil,Samoa_Solar,Samoa_Wind,Sao Tome and Principe_Bioenergy,Sao Tome and Principe_Coal,Sao Tome and Principe_Gas,Sao Tome and Principe_Hydro,Sao Tome and Principe_Nuclear,Sao Tome and Principe_Other Fossil,Sao Tome and Principe_Solar,Sao Tome and Principe_Wind,Saudi Arabia_Bioenergy,Saudi Arabia_Coal,Saudi Arabia_Gas,Saudi Arabia_Other Fossil,Saudi Arabia_Solar,Saudi Arabia_Wind,Senegal_Bioenergy,Senegal_Coal,Senegal_Gas,Senegal_Hydro,Senegal_Nuclear,Senegal_Other Fossil,Senegal_Solar,Senegal_Wind,Serbia_Bioenergy,Serbia_Coal,Serbia_Gas,Serbia_Hydro,Serbia_Nuclear,Serbia_Other Fossil,Serbia_Solar,Serbia_Wind,Seychelles_Bioenergy,Seychelles_Coal,Seychelles_Gas,Seychelles_Hydro,Seychelles_Nuclear,Seychelles_Other Fossil,Seychelles_Solar,Seychelles_Wind,Sierra Leone_Bioenergy,Sierra Leone_Coal,Sierra Leone_Gas,Sierra Leone_Hydro,Sierra Leone_Nuclear,Sierra Leone_Other Fossil,Sierra Leone_Solar,Sierra Leone_Wind,Singapore_Bioenergy,Singapore_Coal,Singapore_Gas,Singapore_Other Fossil,Singapore_Solar,Slovakia_Bioenergy,Slovakia_Coal,Slovakia_Gas,Slovakia_Hydro,Slovakia_Nuclear,Slovakia_Other Fossil,Slovakia_Solar,Slovakia_Wind,Slovenia_Bioenergy,Slovenia_Coal,Slovenia_Gas,Slovenia_Hydro,Slovenia_Nuclear,Slovenia_Other Fossil,Slovenia_Solar,Slovenia_Wind,Solomon Islands_Bioenergy,Solomon Islands_Coal,Solomon Islands_Gas,Solomon Islands_Hydro,Solomon Islands_Nuclear,Solomon Islands_Other Fossil,Solomon Islands_Solar,Solomon Islands_Wind,Somalia_Bioenergy,Somalia_Coal,Somalia_Gas,Somalia_Hydro,Somalia_Nuclear,Somalia_Other Fossil,Somalia_Solar,Somalia_Wind,South Africa_Bioenergy,South Africa_Coal,South Africa_Gas,South Africa_Hydro,South Africa_Nuclear,South Africa_Other Fossil,South Africa_Solar,South Africa_Wind,South Korea_Bioenergy,South Korea_Coal,South Korea_Gas,South Korea_Hydro,South Korea_Nuclear,South Korea_Other Fossil,South Korea_Solar,South Korea_Wind,South Sudan_Bioenergy,South Sudan_Coal,South Sudan_Gas,South Sudan_Hydro,South Sudan_Nuclear,South Sudan_Other Fossil,South Sudan_Solar,South Sudan_Wind,Spain_Bioenergy,Spain_Coal,Spain_Gas,Spain_Hydro,Spain_Nuclear,Spain_Other Fossil,Spain_Solar,Spain_Wind,Sri Lanka_Bioenergy,Sri Lanka_Coal,Sri Lanka_Gas,Sri Lanka_Hydro,Sri Lanka_Nuclear,Sri Lanka_Other Fossil,Sri Lanka_Solar,Sri Lanka_Wind,Sudan_Bioenergy,Sudan_Coal,Sudan_Gas,Sudan_Hydro,Sudan_Nuclear,Sudan_Other Fossil,Sudan_Solar,Sudan_Wind,Suriname_Bioenergy,Suriname_Coal,Suriname_Gas,Suriname_Hydro,Suriname_Nuclear,Suriname_Other Fossil,Suriname_Solar,Suriname_Wind,Sweden_Bioenergy,Sweden_Coal,Sweden_Gas,Sweden_Hydro,Sweden_Nuclear,Sweden_Other Fossil,Sweden_Solar,Sweden_Wind,Switzerland_Bioenergy,Switzerland_Gas,Switzerland_Hydro,Switzerland_Nuclear,Switzerland_Other Fossil,Switzerland_Solar,Switzerland_Wind,Syria_Bioenergy,Syria_Coal,Syria_Gas,Syria_Hydro,Syria_Nuclear,Syria_Other Fossil,Syria_Solar,Syria_Wind,Taiwan_Bioenergy,Taiwan_Coal,Taiwan_Gas,Taiwan_Hydro,Taiwan_Nuclear,Taiwan_Other Fossil,Taiwan_Solar,Taiwan_Wind,Tajikistan_Bioenergy,Tajikistan_Coal,Tajikistan_Gas,Tajikistan_Hydro,Tajikistan_Nuclear,Tajikistan_Other Fossil,Tajikistan_Solar,Tajikistan_Wind,Tanzania_Bioenergy,Tanzania_Coal,Tanzania_Gas,Tanzania_Hydro,Tanzania_Nuclear,Tanzania_Other Fossil,Tanzania_Solar,Tanzania_Wind,Thailand_Bioenergy,Thailand_Coal,Thailand_Gas,Thailand_Hydro,Thailand_Other Fossil,Thailand_Solar,Thailand_Wind,Timor-Leste_Bioenergy,Timor-Leste_Coal,Timor-Leste_Gas,Timor-Leste_Hydro,Timor-Leste_Nuclear,Timor-Leste_Other Fossil,Timor-Leste_Solar,Timor-Leste_Wind,Togo_Bioenergy,Togo_Coal,Togo_Gas,Togo_Hydro,Togo_Nuclear,Togo_Other Fossil,Togo_Solar,Togo_Wind,Tonga_Bioenergy,Tonga_Coal,Tonga_Gas,Tonga_Hydro,Tonga_Nuclear,Tonga_Other Fossil,Tonga_Solar,Tonga_Wind,Trinidad and Tobago_Bioenergy,Trinidad and Tobago_Coal,Trinidad and Tobago_Gas,Trinidad and Tobago_Hydro,Trinidad and Tobago_Nuclear,Trinidad and Tobago_Other Fossil,Trinidad and Tobago_Solar,Trinidad and Tobago_Wind,Tunisia_Bioenergy,Tunisia_Coal,Tunisia_Gas,Tunisia_Hydro,Tunisia_Nuclear,Tunisia_Other Fossil,Tunisia_Solar,Tunisia_Wind,Turkey_Bioenergy,Turkey_Coal,Turkey_Gas,Turkey_Hydro,Turkey_Nuclear,Turkey_Other Fossil,Turkey_Solar,Turkey_Wind,Turkmenistan_Bioenergy,Turkmenistan_Coal,Turkmenistan_Gas,Turkmenistan_Hydro,Turkmenistan_Nuclear,Turkmenistan_Other Fossil,Turkmenistan_Solar,Turkmenistan_Wind,Turks and Caicos Islands_Bioenergy,Turks and Caicos Islands_Coal,Turks and Caicos Islands_Gas,Turks and Caicos Islands_Hydro,Turks and Caicos Islands_Nuclear,Turks and Caicos Islands_Other Fossil,Turks and Caicos Islands_Solar,Turks and Caicos Islands_Wind,Uganda_Bioenergy,Uganda_Coal,Uganda_Gas,Uganda_Hydro,Uganda_Nuclear,Uganda_Other Fossil,Uganda_Solar,Uganda_Wind,Ukraine_Bioenergy,Ukraine_Coal,Ukraine_Gas,Ukraine_Hydro,Ukraine_Nuclear,Ukraine_Other Fossil,Ukraine_Solar,Ukraine_Wind,UAE_Bioenergy,UAE_Coal,UAE_Gas,UAE_Hydro,UAE_Nuclear,UAE_Other Fossil,UAE_Solar,UAE_Wind,United Kingdom_Bioenergy,United Kingdom_Coal,United Kingdom_Gas,United Kingdom_Hydro,United Kingdom_Nuclear,United Kingdom_Other Fossil,United Kingdom_Solar,United Kingdom_Wind,USA_Bioenergy,USA_Coal,USA_Gas,USA_Hydro,USA_Nuclear,USA_Other Fossil,USA_Solar,USA_Wind,Uruguay_Bioenergy,Uruguay_Coal,Uruguay_Gas,Uruguay_Hydro,Uruguay_Nuclear,Uruguay_Other Fossil,Uruguay_Solar,Uruguay_Wind,Uzbekistan_Bioenergy,Uzbekistan_Coal,Uzbekistan_Gas,Uzbekistan_Hydro,Uzbekistan_Nuclear,Uzbekistan_Other Fossil,Uzbekistan_Solar,Uzbekistan_Wind,Vanuatu_Bioenergy,Vanuatu_Coal,Vanuatu_Gas,Vanuatu_Hydro,Vanuatu_Nuclear,Vanuatu_Other Fossil,Vanuatu_Solar,Vanuatu_Wind,Venezuela_Bioenergy,Venezuela_Coal,Venezuela_Gas,Venezuela_Hydro,Venezuela_Nuclear,Venezuela_Other Fossil,Venezuela_Solar,Venezuela_Wind,Viet Nam_Bioenergy,Viet Nam_Coal,Viet Nam_Gas,Viet Nam_Hydro,Viet Nam_Nuclear,Viet Nam_Other Fossil,Viet Nam_Solar,Viet Nam_Wind,Virgin Islands (British)_Bioenergy,Virgin Islands (British)_Coal,Virgin Islands (British)_Gas,Virgin Islands (British)_Hydro,Virgin Islands (British)_Nuclear,Virgin Islands (British)_Other Fossil,Virgin Islands (British)_Solar,Virgin Islands (British)_Wind,Virgin Islands (U.S.)_Bioenergy,Virgin Islands (U.S.)_Coal,Virgin Islands (U.S.)_Gas,Virgin Islands (U.S.)_Hydro,Virgin Islands (U.S.)_Nuclear,Virgin Islands (U.S.)_Other Fossil,Virgin Islands (U.S.)_Solar,Virgin Islands (U.S.)_Wind,Western Sahara_Bioenergy,Western Sahara_Coal,Western Sahara_Gas,Western Sahara_Hydro,Western Sahara_Nuclear,Western Sahara_Other Fossil,Western Sahara_Solar,Western Sahara_Wind,World_Bioenergy,World_Coal,World_Gas,World_Hydro,World_Nuclear,World_Other Fossil,World_Solar,World_Wind,Yemen_Bioenergy,Yemen_Coal,Yemen_Gas,Yemen_Hydro,Yemen_Nuclear,Yemen_Other Fossil,Yemen_Solar,Yemen_Wind,Zambia_Bioenergy,Zambia_Coal,Zambia_Gas,Zambia_Hydro,Zambia_Nuclear,Zambia_Other Fossil,Zambia_Solar,Zambia_Wind,Zimbabwe_Bioenergy,Zimbabwe_Coal,Zimbabwe_Gas,Zimbabwe_Hydro,Zimbabwe_Nuclear,Zimbabwe_Other Fossil,Zimbabwe_Solar,Zimbabwe_Wind
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diff --git a/PV_ICE/baselines/CarbonLayer/baseline2100_countrygridmix.csv b/PV_ICE/baselines/CarbonLayer/baseline2100_countrygridmix.csv
new file mode 100644
index 0000000..740aae9
--- /dev/null
+++ b/PV_ICE/baselines/CarbonLayer/baseline2100_countrygridmix.csv
@@ -0,0 +1,107 @@
+,Afghanistan_Bioenergy,Afghanistan_Coal,Afghanistan_Gas,Afghanistan_Hydro,Afghanistan_Nuclear,Afghanistan_Other Fossil,Afghanistan_Solar,Afghanistan_Wind,Africa_Bioenergy,Africa_Coal,Africa_Gas,Africa_Hydro,Africa_Nuclear,Africa_Other Fossil,Africa_Solar,Africa_Wind,Albania_Bioenergy,Albania_Coal,Albania_Gas,Albania_Hydro,Albania_Nuclear,Albania_Other Fossil,Albania_Solar,Albania_Wind,Algeria_Bioenergy,Algeria_Coal,Algeria_Gas,Algeria_Hydro,Algeria_Nuclear,Algeria_Other Fossil,Algeria_Solar,Algeria_Wind,American Samoa_Bioenergy,American Samoa_Coal,American Samoa_Gas,American Samoa_Hydro,American Samoa_Nuclear,American Samoa_Other Fossil,American Samoa_Solar,American Samoa_Wind,Angola_Bioenergy,Angola_Coal,Angola_Gas,Angola_Hydro,Angola_Nuclear,Angola_Other Fossil,Angola_Solar,Angola_Wind,Antigua and Barbuda_Bioenergy,Antigua and Barbuda_Coal,Antigua and Barbuda_Gas,Antigua and Barbuda_Hydro,Antigua and Barbuda_Nuclear,Antigua and Barbuda_Other Fossil,Antigua and Barbuda_Solar,Antigua and Barbuda_Wind,Argentina_Bioenergy,Argentina_Coal,Argentina_Gas,Argentina_Hydro,Argentina_Nuclear,Argentina_Other Fossil,Argentina_Solar,Argentina_Wind,Armenia_Bioenergy,Armenia_Coal,Armenia_Gas,Armenia_Hydro,Armenia_Nuclear,Armenia_Other Fossil,Armenia_Solar,Armenia_Wind,Aruba_Bioenergy,Aruba_Coal,Aruba_Gas,Aruba_Hydro,Aruba_Nuclear,Aruba_Other Fossil,Aruba_Solar,Aruba_Wind,ASEAN_Bioenergy,ASEAN_Coal,ASEAN_Gas,ASEAN_Hydro,ASEAN_Nuclear,ASEAN_Other Fossil,ASEAN_Solar,ASEAN_Wind,Asia_Bioenergy,Asia_Coal,Asia_Gas,Asia_Hydro,Asia_Nuclear,Asia_Other Fossil,Asia_Solar,Asia_Wind,Australia_Bioenergy,Australia_Coal,Australia_Gas,Australia_Hydro,Australia_Nuclear,Australia_Other Fossil,Australia_Solar,Australia_Wind,Austria_Bioenergy,Austria_Coal,Austria_Gas,Austria_Hydro,Austria_Nuclear,Austria_Other Fossil,Austria_Solar,Austria_Wind,Azerbaijan_Bioenergy,Azerbaijan_Coal,Azerbaijan_Gas,Azerbaijan_Hydro,Azerbaijan_Nuclear,Azerbaijan_Other 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Fossil,Benin_Solar,Benin_Wind,Bermuda_Bioenergy,Bermuda_Coal,Bermuda_Gas,Bermuda_Hydro,Bermuda_Nuclear,Bermuda_Other Fossil,Bermuda_Solar,Bermuda_Wind,Bhutan_Bioenergy,Bhutan_Coal,Bhutan_Gas,Bhutan_Hydro,Bhutan_Nuclear,Bhutan_Other Fossil,Bhutan_Solar,Bhutan_Wind,Bolivia_Bioenergy,Bolivia_Coal,Bolivia_Gas,Bolivia_Hydro,Bolivia_Nuclear,Bolivia_Other Fossil,Bolivia_Solar,Bolivia_Wind,Bosnia_Bioenergy,Bosnia_Coal,Bosnia_Gas,Bosnia_Hydro,Bosnia_Nuclear,Bosnia_Other Fossil,Bosnia_Solar,Bosnia_Wind,Botswana_Bioenergy,Botswana_Coal,Botswana_Gas,Botswana_Hydro,Botswana_Nuclear,Botswana_Other Fossil,Botswana_Solar,Botswana_Wind,Brazil_Bioenergy,Brazil_Coal,Brazil_Gas,Brazil_Hydro,Brazil_Nuclear,Brazil_Other Fossil,Brazil_Solar,Brazil_Wind,Brunei Darussalam_Bioenergy,Brunei Darussalam_Coal,Brunei Darussalam_Gas,Brunei Darussalam_Hydro,Brunei Darussalam_Nuclear,Brunei Darussalam_Other Fossil,Brunei Darussalam_Solar,Brunei 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Fossil,Comoros_Solar,Comoros_Wind,CongoDRC_Bioenergy,CongoDRC_Coal,CongoDRC_Gas,CongoDRC_Hydro,CongoDRC_Nuclear,CongoDRC_Other Fossil,CongoDRC_Solar,CongoDRC_Wind,Congo_Bioenergy,Congo_Coal,Congo_Gas,Congo_Hydro,Congo_Nuclear,Congo_Other Fossil,Congo_Solar,Congo_Wind,Cook Islands_Bioenergy,Cook Islands_Coal,Cook Islands_Gas,Cook Islands_Hydro,Cook Islands_Nuclear,Cook Islands_Other Fossil,Cook Islands_Solar,Cook Islands_Wind,Costa Rica_Bioenergy,Costa Rica_Coal,Costa Rica_Gas,Costa Rica_Hydro,Costa Rica_Nuclear,Costa Rica_Other Fossil,Costa Rica_Solar,Costa Rica_Wind,Cote d'Ivoire_Bioenergy,Cote d'Ivoire_Coal,Cote d'Ivoire_Gas,Cote d'Ivoire_Hydro,Cote d'Ivoire_Nuclear,Cote d'Ivoire_Other Fossil,Cote d'Ivoire_Solar,Cote d'Ivoire_Wind,Croatia_Bioenergy,Croatia_Coal,Croatia_Gas,Croatia_Hydro,Croatia_Nuclear,Croatia_Other Fossil,Croatia_Solar,Croatia_Wind,Cuba_Bioenergy,Cuba_Coal,Cuba_Gas,Cuba_Hydro,Cuba_Nuclear,Cuba_Other Fossil,Cuba_Solar,Cuba_Wind,Cyprus_Bioenergy,Cyprus_Coal,Cyprus_Gas,Cyprus_Hydro,Cyprus_Nuclear,Cyprus_Other Fossil,Cyprus_Solar,Cyprus_Wind,Czechia_Bioenergy,Czechia_Coal,Czechia_Gas,Czechia_Hydro,Czechia_Nuclear,Czechia_Other Fossil,Czechia_Solar,Czechia_Wind,Denmark_Bioenergy,Denmark_Coal,Denmark_Gas,Denmark_Hydro,Denmark_Nuclear,Denmark_Other Fossil,Denmark_Solar,Denmark_Wind,Djibouti_Bioenergy,Djibouti_Coal,Djibouti_Gas,Djibouti_Hydro,Djibouti_Nuclear,Djibouti_Other Fossil,Djibouti_Solar,Djibouti_Wind,Dominica_Bioenergy,Dominica_Coal,Dominica_Gas,Dominica_Hydro,Dominica_Nuclear,Dominica_Other Fossil,Dominica_Solar,Dominica_Wind,Dominican Republic_Bioenergy,Dominican Republic_Coal,Dominican Republic_Gas,Dominican Republic_Hydro,Dominican Republic_Nuclear,Dominican Republic_Other Fossil,Dominican Republic_Solar,Dominican Republic_Wind,Ecuador_Bioenergy,Ecuador_Coal,Ecuador_Gas,Ecuador_Hydro,Ecuador_Nuclear,Ecuador_Other Fossil,Ecuador_Solar,Ecuador_Wind,Egypt_Bioenergy,Egypt_Coal,Egypt_Gas,Egypt_Hydro,Egypt_Other Fossil,Egypt_Solar,Egypt_Wind,El Salvador_Bioenergy,El Salvador_Coal,El Salvador_Gas,El Salvador_Hydro,El Salvador_Nuclear,El Salvador_Other Fossil,El Salvador_Solar,El Salvador_Wind,Equatorial Guinea_Bioenergy,Equatorial Guinea_Coal,Equatorial Guinea_Gas,Equatorial Guinea_Hydro,Equatorial Guinea_Nuclear,Equatorial Guinea_Other Fossil,Equatorial Guinea_Solar,Equatorial Guinea_Wind,Eritrea_Bioenergy,Eritrea_Coal,Eritrea_Gas,Eritrea_Hydro,Eritrea_Nuclear,Eritrea_Other Fossil,Eritrea_Solar,Eritrea_Wind,Estonia_Bioenergy,Estonia_Coal,Estonia_Gas,Estonia_Hydro,Estonia_Nuclear,Estonia_Other Fossil,Estonia_Solar,Estonia_Wind,Eswatini_Bioenergy,Eswatini_Coal,Eswatini_Gas,Eswatini_Hydro,Eswatini_Nuclear,Eswatini_Other Fossil,Eswatini_Solar,Eswatini_Wind,Ethiopia_Bioenergy,Ethiopia_Coal,Ethiopia_Gas,Ethiopia_Hydro,Ethiopia_Nuclear,Ethiopia_Other 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Fossil,France_Solar,France_Wind,French Guiana_Bioenergy,French Guiana_Hydro,French Guiana_Other Fossil,French Guiana_Solar,French Polynesia_Bioenergy,French Polynesia_Coal,French Polynesia_Gas,French Polynesia_Hydro,French Polynesia_Nuclear,French Polynesia_Other Fossil,French Polynesia_Solar,French Polynesia_Wind,G20_Bioenergy,G20_Coal,G20_Gas,G20_Hydro,G20_Nuclear,G20_Other Fossil,G20_Solar,G20_Wind,G7_Bioenergy,G7_Coal,G7_Gas,G7_Hydro,G7_Nuclear,G7_Other Fossil,G7_Solar,G7_Wind,Gabon_Bioenergy,Gabon_Coal,Gabon_Gas,Gabon_Hydro,Gabon_Nuclear,Gabon_Other Fossil,Gabon_Solar,Gabon_Wind,Gambia_Bioenergy,Gambia_Coal,Gambia_Gas,Gambia_Hydro,Gambia_Nuclear,Gambia_Other Fossil,Gambia_Solar,Gambia_Wind,Georgia_Bioenergy,Georgia_Coal,Georgia_Gas,Georgia_Hydro,Georgia_Nuclear,Georgia_Other Fossil,Georgia_Solar,Georgia_Wind,Germany_Bioenergy,Germany_Coal,Germany_Gas,Germany_Hydro,Germany_Nuclear,Germany_Other 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Fossil,Moldova_Solar,Moldova_Wind,Mongolia_Bioenergy,Mongolia_Coal,Mongolia_Gas,Mongolia_Hydro,Mongolia_Nuclear,Mongolia_Other Fossil,Mongolia_Solar,Mongolia_Wind,Montenegro_Bioenergy,Montenegro_Coal,Montenegro_Gas,Montenegro_Hydro,Montenegro_Nuclear,Montenegro_Other Fossil,Montenegro_Solar,Montenegro_Wind,Montserrat_Bioenergy,Montserrat_Coal,Montserrat_Gas,Montserrat_Hydro,Montserrat_Nuclear,Montserrat_Other Fossil,Montserrat_Solar,Montserrat_Wind,Morocco_Bioenergy,Morocco_Coal,Morocco_Gas,Morocco_Hydro,Morocco_Nuclear,Morocco_Other Fossil,Morocco_Solar,Morocco_Wind,Mozambique_Bioenergy,Mozambique_Coal,Mozambique_Gas,Mozambique_Hydro,Mozambique_Nuclear,Mozambique_Other Fossil,Mozambique_Solar,Mozambique_Wind,Myanmar_Bioenergy,Myanmar_Coal,Myanmar_Gas,Myanmar_Hydro,Myanmar_Nuclear,Myanmar_Other Fossil,Myanmar_Solar,Myanmar_Wind,Namibia_Bioenergy,Namibia_Coal,Namibia_Gas,Namibia_Hydro,Namibia_Nuclear,Namibia_Other Fossil,Namibia_Solar,Namibia_Wind,Nauru_Bioenergy,Nauru_Coal,Nauru_Gas,Nauru_Hydro,Nauru_Nuclear,Nauru_Other Fossil,Nauru_Solar,Nauru_Wind,Nepal_Bioenergy,Nepal_Coal,Nepal_Gas,Nepal_Hydro,Nepal_Nuclear,Nepal_Other Fossil,Nepal_Solar,Nepal_Wind,Netherlands_Bioenergy,Netherlands_Coal,Netherlands_Gas,Netherlands_Hydro,Netherlands_Nuclear,Netherlands_Other Fossil,Netherlands_Solar,Netherlands_Wind,New Caledonia_Bioenergy,New Caledonia_Coal,New Caledonia_Gas,New Caledonia_Hydro,New Caledonia_Nuclear,New Caledonia_Other Fossil,New Caledonia_Solar,New Caledonia_Wind,New Zealand_Bioenergy,New Zealand_Coal,New Zealand_Gas,New Zealand_Hydro,New Zealand_Nuclear,New Zealand_Other Fossil,New Zealand_Solar,New Zealand_Wind,Nicaragua_Bioenergy,Nicaragua_Coal,Nicaragua_Gas,Nicaragua_Hydro,Nicaragua_Nuclear,Nicaragua_Other Fossil,Nicaragua_Solar,Nicaragua_Wind,Niger_Bioenergy,Niger_Coal,Niger_Gas,Niger_Hydro,Niger_Nuclear,Niger_Other Fossil,Niger_Solar,Niger_Wind,Nigeria_Bioenergy,Nigeria_Coal,Nigeria_Gas,Nigeria_Hydro,Nigeria_Nuclear,Nigeria_Other Fossil,Nigeria_Solar,Nigeria_Wind,Niue_Bioenergy,Niue_Coal,Niue_Gas,Niue_Hydro,Niue_Nuclear,Niue_Other Fossil,Niue_Solar,Niue_Wind,North America_Bioenergy,North America_Coal,North America_Gas,North America_Hydro,North America_Nuclear,North America_Other Fossil,North America_Solar,North America_Wind,North Macedonia_Bioenergy,North Macedonia_Coal,North Macedonia_Gas,North Macedonia_Hydro,North Macedonia_Nuclear,North Macedonia_Other Fossil,North Macedonia_Solar,North Macedonia_Wind,Norway_Bioenergy,Norway_Coal,Norway_Gas,Norway_Hydro,Norway_Nuclear,Norway_Other Fossil,Norway_Solar,Norway_Wind,Oceania_Bioenergy,Oceania_Coal,Oceania_Gas,Oceania_Hydro,Oceania_Nuclear,Oceania_Other Fossil,Oceania_Solar,Oceania_Wind,OECD_Bioenergy,OECD_Coal,OECD_Gas,OECD_Hydro,OECD_Nuclear,OECD_Other Fossil,OECD_Solar,OECD_Wind,Oman_Bioenergy,Oman_Coal,Oman_Gas,Oman_Hydro,Oman_Nuclear,Oman_Other Fossil,Oman_Solar,Oman_Wind,Pakistan_Bioenergy,Pakistan_Coal,Pakistan_Gas,Pakistan_Hydro,Pakistan_Nuclear,Pakistan_Other Fossil,Pakistan_Solar,Pakistan_Wind,Palestine_Bioenergy,Palestine_Coal,Palestine_Gas,Palestine_Hydro,Palestine_Nuclear,Palestine_Other Fossil,Palestine_Solar,Palestine_Wind,Panama_Bioenergy,Panama_Coal,Panama_Gas,Panama_Hydro,Panama_Nuclear,Panama_Other Fossil,Panama_Solar,Panama_Wind,Papua New Guinea_Bioenergy,Papua New Guinea_Coal,Papua New Guinea_Gas,Papua New Guinea_Hydro,Papua New Guinea_Nuclear,Papua New Guinea_Other Fossil,Papua New Guinea_Solar,Papua New Guinea_Wind,Paraguay_Bioenergy,Paraguay_Coal,Paraguay_Gas,Paraguay_Hydro,Paraguay_Nuclear,Paraguay_Other Fossil,Paraguay_Solar,Paraguay_Wind,Peru_Bioenergy,Peru_Coal,Peru_Gas,Peru_Hydro,Peru_Nuclear,Peru_Other Fossil,Peru_Solar,Peru_Wind,Philippines_Bioenergy,Philippines_Coal,Philippines_Gas,Philippines_Hydro,Philippines_Nuclear,Philippines_Other Fossil,Philippines_Solar,Philippines_Wind,Poland_Bioenergy,Poland_Coal,Poland_Gas,Poland_Hydro,Poland_Nuclear,Poland_Other Fossil,Poland_Solar,Poland_Wind,Portugal_Bioenergy,Portugal_Coal,Portugal_Gas,Portugal_Hydro,Portugal_Nuclear,Portugal_Other Fossil,Portugal_Solar,Portugal_Wind,Puerto Rico_Bioenergy,Puerto Rico_Coal,Puerto Rico_Gas,Puerto Rico_Hydro,Puerto Rico_Nuclear,Puerto Rico_Other Fossil,Puerto Rico_Solar,Puerto Rico_Wind,Qatar_Bioenergy,Qatar_Coal,Qatar_Gas,Qatar_Hydro,Qatar_Nuclear,Qatar_Other Fossil,Qatar_Solar,Qatar_Wind,Reunion_Bioenergy,Reunion_Coal,Reunion_Hydro,Reunion_Other Fossil,Reunion_Solar,Reunion_Wind,Romania_Bioenergy,Romania_Coal,Romania_Gas,Romania_Hydro,Romania_Nuclear,Romania_Other Fossil,Romania_Solar,Romania_Wind,Russia_Bioenergy,Russia_Coal,Russia_Gas,Russia_Hydro,Russia_Nuclear,Russia_Other Fossil,Russia_Solar,Russia_Wind,Rwanda_Bioenergy,Rwanda_Coal,Rwanda_Gas,Rwanda_Hydro,Rwanda_Nuclear,Rwanda_Other Fossil,Rwanda_Solar,Rwanda_Wind,"Saint Helena, Ascension and Tristan da Cunha_Bioenergy","Saint Helena, Ascension and Tristan da Cunha_Coal","Saint Helena, Ascension and Tristan da Cunha_Gas","Saint Helena, Ascension and Tristan da Cunha_Hydro","Saint Helena, Ascension and Tristan da Cunha_Nuclear","Saint Helena, Ascension and Tristan da Cunha_Other Fossil","Saint Helena, Ascension and Tristan da Cunha_Solar","Saint Helena, Ascension and Tristan da Cunha_Wind",Saint Kitts and Nevis_Bioenergy,Saint Kitts and Nevis_Coal,Saint Kitts and Nevis_Gas,Saint Kitts and Nevis_Hydro,Saint Kitts and Nevis_Nuclear,Saint Kitts and Nevis_Other Fossil,Saint Kitts and Nevis_Solar,Saint Kitts and Nevis_Wind,Saint Lucia_Bioenergy,Saint Lucia_Coal,Saint Lucia_Gas,Saint Lucia_Hydro,Saint Lucia_Nuclear,Saint Lucia_Other Fossil,Saint Lucia_Solar,Saint Lucia_Wind,Saint Pierre and Miquelon_Bioenergy,Saint Pierre and Miquelon_Coal,Saint Pierre and Miquelon_Gas,Saint Pierre and Miquelon_Hydro,Saint Pierre and Miquelon_Nuclear,Saint Pierre and Miquelon_Other Fossil,Saint Pierre and Miquelon_Solar,Saint Pierre and Miquelon_Wind,Saint Vincent and the Grenadines_Bioenergy,Saint Vincent and the Grenadines_Coal,Saint Vincent and the Grenadines_Gas,Saint Vincent and the Grenadines_Hydro,Saint Vincent and the Grenadines_Nuclear,Saint Vincent and the Grenadines_Other Fossil,Saint Vincent and the Grenadines_Solar,Saint Vincent and the Grenadines_Wind,Samoa_Bioenergy,Samoa_Coal,Samoa_Gas,Samoa_Hydro,Samoa_Nuclear,Samoa_Other Fossil,Samoa_Solar,Samoa_Wind,Sao Tome and Principe_Bioenergy,Sao Tome and Principe_Coal,Sao Tome and Principe_Gas,Sao Tome and Principe_Hydro,Sao Tome and Principe_Nuclear,Sao Tome and Principe_Other Fossil,Sao Tome and Principe_Solar,Sao Tome and Principe_Wind,Saudi Arabia_Bioenergy,Saudi Arabia_Coal,Saudi Arabia_Gas,Saudi Arabia_Other Fossil,Saudi Arabia_Solar,Saudi Arabia_Wind,Senegal_Bioenergy,Senegal_Coal,Senegal_Gas,Senegal_Hydro,Senegal_Nuclear,Senegal_Other Fossil,Senegal_Solar,Senegal_Wind,Serbia_Bioenergy,Serbia_Coal,Serbia_Gas,Serbia_Hydro,Serbia_Nuclear,Serbia_Other Fossil,Serbia_Solar,Serbia_Wind,Seychelles_Bioenergy,Seychelles_Coal,Seychelles_Gas,Seychelles_Hydro,Seychelles_Nuclear,Seychelles_Other Fossil,Seychelles_Solar,Seychelles_Wind,Sierra Leone_Bioenergy,Sierra Leone_Coal,Sierra Leone_Gas,Sierra Leone_Hydro,Sierra Leone_Nuclear,Sierra Leone_Other Fossil,Sierra Leone_Solar,Sierra Leone_Wind,Singapore_Bioenergy,Singapore_Coal,Singapore_Gas,Singapore_Other Fossil,Singapore_Solar,Slovakia_Bioenergy,Slovakia_Coal,Slovakia_Gas,Slovakia_Hydro,Slovakia_Nuclear,Slovakia_Other Fossil,Slovakia_Solar,Slovakia_Wind,Slovenia_Bioenergy,Slovenia_Coal,Slovenia_Gas,Slovenia_Hydro,Slovenia_Nuclear,Slovenia_Other Fossil,Slovenia_Solar,Slovenia_Wind,Solomon Islands_Bioenergy,Solomon Islands_Coal,Solomon Islands_Gas,Solomon Islands_Hydro,Solomon Islands_Nuclear,Solomon Islands_Other Fossil,Solomon Islands_Solar,Solomon Islands_Wind,Somalia_Bioenergy,Somalia_Coal,Somalia_Gas,Somalia_Hydro,Somalia_Nuclear,Somalia_Other Fossil,Somalia_Solar,Somalia_Wind,South Africa_Bioenergy,South Africa_Coal,South Africa_Gas,South Africa_Hydro,South Africa_Nuclear,South Africa_Other Fossil,South Africa_Solar,South Africa_Wind,South Korea_Bioenergy,South Korea_Coal,South Korea_Gas,South Korea_Hydro,South Korea_Nuclear,South Korea_Other Fossil,South Korea_Solar,South Korea_Wind,South Sudan_Bioenergy,South Sudan_Coal,South Sudan_Gas,South Sudan_Hydro,South Sudan_Nuclear,South Sudan_Other Fossil,South Sudan_Solar,South Sudan_Wind,Spain_Bioenergy,Spain_Coal,Spain_Gas,Spain_Hydro,Spain_Nuclear,Spain_Other Fossil,Spain_Solar,Spain_Wind,Sri Lanka_Bioenergy,Sri Lanka_Coal,Sri Lanka_Gas,Sri Lanka_Hydro,Sri Lanka_Nuclear,Sri Lanka_Other Fossil,Sri Lanka_Solar,Sri Lanka_Wind,Sudan_Bioenergy,Sudan_Coal,Sudan_Gas,Sudan_Hydro,Sudan_Nuclear,Sudan_Other Fossil,Sudan_Solar,Sudan_Wind,Suriname_Bioenergy,Suriname_Coal,Suriname_Gas,Suriname_Hydro,Suriname_Nuclear,Suriname_Other Fossil,Suriname_Solar,Suriname_Wind,Sweden_Bioenergy,Sweden_Coal,Sweden_Gas,Sweden_Hydro,Sweden_Nuclear,Sweden_Other Fossil,Sweden_Solar,Sweden_Wind,Switzerland_Bioenergy,Switzerland_Gas,Switzerland_Hydro,Switzerland_Nuclear,Switzerland_Other Fossil,Switzerland_Solar,Switzerland_Wind,Syria_Bioenergy,Syria_Coal,Syria_Gas,Syria_Hydro,Syria_Nuclear,Syria_Other Fossil,Syria_Solar,Syria_Wind,Taiwan_Bioenergy,Taiwan_Coal,Taiwan_Gas,Taiwan_Hydro,Taiwan_Nuclear,Taiwan_Other Fossil,Taiwan_Solar,Taiwan_Wind,Tajikistan_Bioenergy,Tajikistan_Coal,Tajikistan_Gas,Tajikistan_Hydro,Tajikistan_Nuclear,Tajikistan_Other Fossil,Tajikistan_Solar,Tajikistan_Wind,Tanzania_Bioenergy,Tanzania_Coal,Tanzania_Gas,Tanzania_Hydro,Tanzania_Nuclear,Tanzania_Other Fossil,Tanzania_Solar,Tanzania_Wind,Thailand_Bioenergy,Thailand_Coal,Thailand_Gas,Thailand_Hydro,Thailand_Other Fossil,Thailand_Solar,Thailand_Wind,Timor-Leste_Bioenergy,Timor-Leste_Coal,Timor-Leste_Gas,Timor-Leste_Hydro,Timor-Leste_Nuclear,Timor-Leste_Other Fossil,Timor-Leste_Solar,Timor-Leste_Wind,Togo_Bioenergy,Togo_Coal,Togo_Gas,Togo_Hydro,Togo_Nuclear,Togo_Other Fossil,Togo_Solar,Togo_Wind,Tonga_Bioenergy,Tonga_Coal,Tonga_Gas,Tonga_Hydro,Tonga_Nuclear,Tonga_Other Fossil,Tonga_Solar,Tonga_Wind,Trinidad and Tobago_Bioenergy,Trinidad and Tobago_Coal,Trinidad and Tobago_Gas,Trinidad and Tobago_Hydro,Trinidad and Tobago_Nuclear,Trinidad and Tobago_Other Fossil,Trinidad and Tobago_Solar,Trinidad and Tobago_Wind,Tunisia_Bioenergy,Tunisia_Coal,Tunisia_Gas,Tunisia_Hydro,Tunisia_Nuclear,Tunisia_Other Fossil,Tunisia_Solar,Tunisia_Wind,Turkey_Bioenergy,Turkey_Coal,Turkey_Gas,Turkey_Hydro,Turkey_Nuclear,Turkey_Other Fossil,Turkey_Solar,Turkey_Wind,Turkmenistan_Bioenergy,Turkmenistan_Coal,Turkmenistan_Gas,Turkmenistan_Hydro,Turkmenistan_Nuclear,Turkmenistan_Other Fossil,Turkmenistan_Solar,Turkmenistan_Wind,Turks and Caicos Islands_Bioenergy,Turks and Caicos Islands_Coal,Turks and Caicos Islands_Gas,Turks and Caicos Islands_Hydro,Turks and Caicos Islands_Nuclear,Turks and Caicos Islands_Other Fossil,Turks and Caicos Islands_Solar,Turks and Caicos Islands_Wind,Uganda_Bioenergy,Uganda_Coal,Uganda_Gas,Uganda_Hydro,Uganda_Nuclear,Uganda_Other Fossil,Uganda_Solar,Uganda_Wind,Ukraine_Bioenergy,Ukraine_Coal,Ukraine_Gas,Ukraine_Hydro,Ukraine_Nuclear,Ukraine_Other Fossil,Ukraine_Solar,Ukraine_Wind,UAE_Bioenergy,UAE_Coal,UAE_Gas,UAE_Hydro,UAE_Nuclear,UAE_Other Fossil,UAE_Solar,UAE_Wind,United Kingdom_Bioenergy,United Kingdom_Coal,United Kingdom_Gas,United Kingdom_Hydro,United Kingdom_Nuclear,United Kingdom_Other Fossil,United Kingdom_Solar,United Kingdom_Wind,USA_Bioenergy,USA_Coal,USA_Gas,USA_Hydro,USA_Nuclear,USA_Other Fossil,USA_Solar,USA_Wind,Uruguay_Bioenergy,Uruguay_Coal,Uruguay_Gas,Uruguay_Hydro,Uruguay_Nuclear,Uruguay_Other Fossil,Uruguay_Solar,Uruguay_Wind,Uzbekistan_Bioenergy,Uzbekistan_Coal,Uzbekistan_Gas,Uzbekistan_Hydro,Uzbekistan_Nuclear,Uzbekistan_Other Fossil,Uzbekistan_Solar,Uzbekistan_Wind,Vanuatu_Bioenergy,Vanuatu_Coal,Vanuatu_Gas,Vanuatu_Hydro,Vanuatu_Nuclear,Vanuatu_Other Fossil,Vanuatu_Solar,Vanuatu_Wind,Venezuela_Bioenergy,Venezuela_Coal,Venezuela_Gas,Venezuela_Hydro,Venezuela_Nuclear,Venezuela_Other Fossil,Venezuela_Solar,Venezuela_Wind,Viet Nam_Bioenergy,Viet Nam_Coal,Viet Nam_Gas,Viet Nam_Hydro,Viet Nam_Nuclear,Viet Nam_Other Fossil,Viet Nam_Solar,Viet Nam_Wind,Virgin Islands (British)_Bioenergy,Virgin Islands (British)_Coal,Virgin Islands (British)_Gas,Virgin Islands (British)_Hydro,Virgin Islands (British)_Nuclear,Virgin Islands (British)_Other Fossil,Virgin Islands (British)_Solar,Virgin Islands (British)_Wind,Virgin Islands (U.S.)_Bioenergy,Virgin Islands (U.S.)_Coal,Virgin Islands (U.S.)_Gas,Virgin Islands (U.S.)_Hydro,Virgin Islands (U.S.)_Nuclear,Virgin Islands (U.S.)_Other Fossil,Virgin Islands (U.S.)_Solar,Virgin Islands (U.S.)_Wind,Western Sahara_Bioenergy,Western Sahara_Coal,Western Sahara_Gas,Western Sahara_Hydro,Western Sahara_Nuclear,Western Sahara_Other Fossil,Western Sahara_Solar,Western Sahara_Wind,World_Bioenergy,World_Coal,World_Gas,World_Hydro,World_Nuclear,World_Other Fossil,World_Solar,World_Wind,Yemen_Bioenergy,Yemen_Coal,Yemen_Gas,Yemen_Hydro,Yemen_Nuclear,Yemen_Other Fossil,Yemen_Solar,Yemen_Wind,Zambia_Bioenergy,Zambia_Coal,Zambia_Gas,Zambia_Hydro,Zambia_Nuclear,Zambia_Other Fossil,Zambia_Solar,Zambia_Wind,Zimbabwe_Bioenergy,Zimbabwe_Coal,Zimbabwe_Gas,Zimbabwe_Hydro,Zimbabwe_Nuclear,Zimbabwe_Other Fossil,Zimbabwe_Solar,Zimbabwe_Wind
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diff --git a/PV_ICE/main.py b/PV_ICE/main.py
index 1f9e5d0..7eb0a95 100644
--- a/PV_ICE/main.py
+++ b/PV_ICE/main.py
@@ -1648,7 +1648,7 @@ def calculateCarbonFlows(self, scenarios=None, materials_input=None,
         carbonfolder = Path(DATA_PATH) / 'CarbonLayer'
         
         if countrygridmixes is None:
-            countrygridmixes = pd.read_csv(os.path.join(carbonfolder,'baseline_countrygridmix.csv'))
+            countrygridmixes = pd.read_csv(os.path.join(carbonfolder,'baseline2100_countrygridmix.csv'))
         else:
             if isinstance(countrygridmixes, str):
                 countrygridmixes = pd.read_csv(countrygridmixes)
diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html
index a170e6e..e8ccc34 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html	
@@ -14701,10 +14701,10 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[4]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[6]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s1">'https://ember-climate.org/app/uploads/2022/07/yearly_full_release_long_format.csv'</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s1">'https://storage.googleapis.com/emb-prod-bkt-publicdata/public-downloads/yearly_full_release_long_format.csv'</span>
 </pre></div>
 
      </div>
@@ -14717,7 +14717,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[5]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">storage_options</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'User-Agent'</span><span class="p">:</span> <span class="s1">'Mozilla/5.0'</span><span class="p">}</span>
@@ -14741,7 +14741,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[5]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
 
 
 
@@ -14906,7 +14906,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[6]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#down select for only columsn of interest</span>
@@ -14939,7 +14939,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[6]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[8]:</div>
 
 
 
@@ -15019,7 +15019,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>...</td>
     </tr>
     <tr>
-      <th>41708</th>
+      <th>41743</th>
       <td>Zimbabwe</td>
       <td>2022</td>
       <td>Hydro</td>
@@ -15027,7 +15027,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>65.85</td>
     </tr>
     <tr>
-      <th>41709</th>
+      <th>41744</th>
       <td>Zimbabwe</td>
       <td>2022</td>
       <td>Nuclear</td>
@@ -15035,7 +15035,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>41710</th>
+      <th>41745</th>
       <td>Zimbabwe</td>
       <td>2022</td>
       <td>Other Fossil</td>
@@ -15043,7 +15043,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>41711</th>
+      <th>41746</th>
       <td>Zimbabwe</td>
       <td>2022</td>
       <td>Solar</td>
@@ -15051,7 +15051,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.34</td>
     </tr>
     <tr>
-      <th>41712</th>
+      <th>41747</th>
       <td>Zimbabwe</td>
       <td>2022</td>
       <td>Wind</td>
@@ -15060,7 +15060,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
     </tr>
   </tbody>
 </table>
-<p>41713 rows × 5 columns</p>
+<p>41748 rows × 5 columns</p>
 </div>
 </div>
 
@@ -15075,7 +15075,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[9]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">emberdata_vars_perc</span><span class="p">[</span><span class="s1">'Area'</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
@@ -15096,7 +15096,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
 
 
 
@@ -15172,7 +15172,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[10]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#munge the Area strings into a more usable format (this takes a while!)</span>
@@ -15208,7 +15208,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[9]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[11]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">emberdata_vars_perc_rename</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">emberdata_vars_perc_rename</span><span class="p">[</span><span class="s1">'Area'</span><span class="p">]</span><span class="o">==</span><span class="s2">"Laos"</span><span class="p">]</span>
@@ -15229,7 +15229,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[11]:</div>
 
 
 
@@ -15261,7 +15261,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
   </thead>
   <tbody>
     <tr>
-      <th>20836</th>
+      <th>20868</th>
       <td>Laos</td>
       <td>2000</td>
       <td>Bioenergy</td>
@@ -15269,7 +15269,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>20837</th>
+      <th>20869</th>
       <td>Laos</td>
       <td>2000</td>
       <td>Coal</td>
@@ -15277,7 +15277,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>20838</th>
+      <th>20870</th>
       <td>Laos</td>
       <td>2000</td>
       <td>Gas</td>
@@ -15285,7 +15285,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>20839</th>
+      <th>20871</th>
       <td>Laos</td>
       <td>2000</td>
       <td>Hydro</td>
@@ -15293,7 +15293,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>89.86</td>
     </tr>
     <tr>
-      <th>20840</th>
+      <th>20872</th>
       <td>Laos</td>
       <td>2000</td>
       <td>Nuclear</td>
@@ -15309,7 +15309,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>...</td>
     </tr>
     <tr>
-      <th>21015</th>
+      <th>21047</th>
       <td>Laos</td>
       <td>2022</td>
       <td>Hydro</td>
@@ -15317,7 +15317,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>72.69</td>
     </tr>
     <tr>
-      <th>21016</th>
+      <th>21048</th>
       <td>Laos</td>
       <td>2022</td>
       <td>Nuclear</td>
@@ -15325,7 +15325,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>21017</th>
+      <th>21049</th>
       <td>Laos</td>
       <td>2022</td>
       <td>Other Fossil</td>
@@ -15333,7 +15333,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.00</td>
     </tr>
     <tr>
-      <th>21018</th>
+      <th>21050</th>
       <td>Laos</td>
       <td>2022</td>
       <td>Solar</td>
@@ -15341,7 +15341,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
       <td>0.13</td>
     </tr>
     <tr>
-      <th>21019</th>
+      <th>21051</th>
       <td>Laos</td>
       <td>2022</td>
       <td>Wind</td>
@@ -15365,7 +15365,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[10]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[12]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#emberdata_vars_perc.loc[emberdata_vars_perc['Area']=="Bahamas (the)"]</span>
@@ -15387,7 +15387,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[10]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[12]:</div>
 
 
 
@@ -15454,7 +15454,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[11]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[13]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#for unique values of renamed area, do a pivot table with year on index, variable on column, and value in thingy</span>
@@ -15484,7 +15484,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[11]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[13]:</div>
 
 
 
@@ -16133,7 +16133,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
     </tr>
   </tbody>
 </table>
-<p>24 rows × 1799 columns</p>
+<p>24 rows × 1800 columns</p>
 </div>
 </div>
 
@@ -16148,7 +16148,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[12]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[14]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#add in the 1995 to 2000 and present to 2050, ffill and bfill</span>
@@ -16173,7 +16173,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[12]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[14]:</div>
 
 
 
@@ -17566,7 +17566,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
     </tr>
   </tbody>
 </table>
-<p>56 rows × 1799 columns</p>
+<p>56 rows × 1800 columns</p>
 </div>
 </div>
 
@@ -17610,7 +17610,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre>&lt;matplotlib.legend.Legend at 0x164d185aed0&gt;</pre>
+<pre>&lt;matplotlib.legend.Legend at 0x18214f43910&gt;</pre>
 </div>
 
 </div>
@@ -17624,7 +17624,7 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 
 
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"
+<img 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"
 class="
 "
 >
@@ -17641,10 +17641,379 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[14]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[16]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gridmix_bycountry_1995to2050_full</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">baselinesFolder</span><span class="p">,</span><span class="s1">'CarbonLayer'</span><span class="p">,</span><span class="s1">'baseline2050_countrygridmix.csv'</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[17]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#add in the 1995 to 2000 and present to 2100, ffill and bfill</span>
+<span class="n">indx_temp</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1995</span><span class="p">,</span><span class="mi">2101</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+<span class="n">gridmix_bycountry_1995to2100</span> <span class="o">=</span> <span class="n">gridmix_bycountry_2000topresent</span><span class="o">.</span><span class="n">reindex</span><span class="p">(</span><span class="n">indx_temp</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">'nearest'</span><span class="p">)</span> <span class="c1">#still leaving NaN if 2023 value NaN</span>
+<span class="n">gridmix_bycountry_1995to2100_full</span> <span class="o">=</span> <span class="n">gridmix_bycountry_1995to2100</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">'ffill'</span><span class="p">)</span> <span class="c1">#fix nan values throughout</span>
+<span class="n">gridmix_bycountry_1995to2100_full</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[17]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Variable</th>
+      <th>Afghanistan_Bioenergy</th>
+      <th>Afghanistan_Coal</th>
+      <th>Afghanistan_Gas</th>
+      <th>Afghanistan_Hydro</th>
+      <th>Afghanistan_Nuclear</th>
+      <th>Afghanistan_Other Fossil</th>
+      <th>Afghanistan_Solar</th>
+      <th>Afghanistan_Wind</th>
+      <th>Africa_Bioenergy</th>
+      <th>Africa_Coal</th>
+      <th>...</th>
+      <th>Zambia_Solar</th>
+      <th>Zambia_Wind</th>
+      <th>Zimbabwe_Bioenergy</th>
+      <th>Zimbabwe_Coal</th>
+      <th>Zimbabwe_Gas</th>
+      <th>Zimbabwe_Hydro</th>
+      <th>Zimbabwe_Nuclear</th>
+      <th>Zimbabwe_Other Fossil</th>
+      <th>Zimbabwe_Solar</th>
+      <th>Zimbabwe_Wind</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>1995</th>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>64.58</td>
+      <td>0.0</td>
+      <td>35.42</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.46</td>
+      <td>47.96</td>
+      <td>...</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>53.36</td>
+      <td>0.0</td>
+      <td>45.64</td>
+      <td>0.0</td>
+      <td>1.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>1996</th>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>64.58</td>
+      <td>0.0</td>
+      <td>35.42</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.46</td>
+      <td>47.96</td>
+      <td>...</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>53.36</td>
+      <td>0.0</td>
+      <td>45.64</td>
+      <td>0.0</td>
+      <td>1.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>1997</th>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>64.58</td>
+      <td>0.0</td>
+      <td>35.42</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.46</td>
+      <td>47.96</td>
+      <td>...</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>53.36</td>
+      <td>0.0</td>
+      <td>45.64</td>
+      <td>0.0</td>
+      <td>1.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>1998</th>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>64.58</td>
+      <td>0.0</td>
+      <td>35.42</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.46</td>
+      <td>47.96</td>
+      <td>...</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>53.36</td>
+      <td>0.0</td>
+      <td>45.64</td>
+      <td>0.0</td>
+      <td>1.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>1999</th>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>64.58</td>
+      <td>0.0</td>
+      <td>35.42</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.46</td>
+      <td>47.96</td>
+      <td>...</td>
+      <td>0.00</td>
+      <td>0.0</td>
+      <td>0.00</td>
+      <td>53.36</td>
+      <td>0.0</td>
+      <td>45.64</td>
+      <td>0.0</td>
+      <td>1.0</td>
+      <td>0.00</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>2096</th>
+      <td>0.0</td>
+      <td>3.61</td>
+      <td>0.0</td>
+      <td>74.70</td>
+      <td>0.0</td>
+      <td>12.05</td>
+      <td>9.64</td>
+      <td>0.0</td>
+      <td>0.33</td>
+      <td>25.32</td>
+      <td>...</td>
+      <td>0.72</td>
+      <td>0.0</td>
+      <td>1.12</td>
+      <td>32.70</td>
+      <td>0.0</td>
+      <td>65.85</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.34</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>2097</th>
+      <td>0.0</td>
+      <td>3.61</td>
+      <td>0.0</td>
+      <td>74.70</td>
+      <td>0.0</td>
+      <td>12.05</td>
+      <td>9.64</td>
+      <td>0.0</td>
+      <td>0.33</td>
+      <td>25.32</td>
+      <td>...</td>
+      <td>0.72</td>
+      <td>0.0</td>
+      <td>1.12</td>
+      <td>32.70</td>
+      <td>0.0</td>
+      <td>65.85</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.34</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>2098</th>
+      <td>0.0</td>
+      <td>3.61</td>
+      <td>0.0</td>
+      <td>74.70</td>
+      <td>0.0</td>
+      <td>12.05</td>
+      <td>9.64</td>
+      <td>0.0</td>
+      <td>0.33</td>
+      <td>25.32</td>
+      <td>...</td>
+      <td>0.72</td>
+      <td>0.0</td>
+      <td>1.12</td>
+      <td>32.70</td>
+      <td>0.0</td>
+      <td>65.85</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.34</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>2099</th>
+      <td>0.0</td>
+      <td>3.61</td>
+      <td>0.0</td>
+      <td>74.70</td>
+      <td>0.0</td>
+      <td>12.05</td>
+      <td>9.64</td>
+      <td>0.0</td>
+      <td>0.33</td>
+      <td>25.32</td>
+      <td>...</td>
+      <td>0.72</td>
+      <td>0.0</td>
+      <td>1.12</td>
+      <td>32.70</td>
+      <td>0.0</td>
+      <td>65.85</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.34</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>2100</th>
+      <td>0.0</td>
+      <td>3.61</td>
+      <td>0.0</td>
+      <td>74.70</td>
+      <td>0.0</td>
+      <td>12.05</td>
+      <td>9.64</td>
+      <td>0.0</td>
+      <td>0.33</td>
+      <td>25.32</td>
+      <td>...</td>
+      <td>0.72</td>
+      <td>0.0</td>
+      <td>1.12</td>
+      <td>32.70</td>
+      <td>0.0</td>
+      <td>65.85</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.34</td>
+      <td>0.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>106 rows × 1800 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[18]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gridmix_bycountry_1995to2050_full</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">baselinesFolder</span><span class="p">,</span><span class="s1">'CarbonLayer'</span><span class="p">,</span><span class="s1">'baseline_countrygridmix.csv'</span><span class="p">))</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gridmix_bycountry_1995to2100_full</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">baselinesFolder</span><span class="p">,</span><span class="s1">'CarbonLayer'</span><span class="p">,</span><span class="s1">'baseline2100_countrygridmix.csv'</span><span class="p">))</span>
 </pre></div>
 
      </div>
diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb
index dbe1093..35a1c8c 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb	
@@ -75,17 +75,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "id": "f78fbb77-bb18-45ae-8220-be2b56b517ec",
    "metadata": {},
    "outputs": [],
    "source": [
-    "url = 'https://ember-climate.org/app/uploads/2022/07/yearly_full_release_long_format.csv'"
+    "url = 'https://storage.googleapis.com/emb-prod-bkt-publicdata/public-downloads/yearly_full_release_long_format.csv'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "id": "348d2abf-5801-41a7-a69e-96fbadaddfee",
    "metadata": {},
    "outputs": [
@@ -270,7 +270,7 @@
        "4           NaN  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -284,7 +284,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "id": "297a3f6f-1911-4345-bb72-0775ab83628b",
    "metadata": {},
    "outputs": [
@@ -366,7 +366,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41708</th>\n",
+       "      <th>41743</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2022</td>\n",
        "      <td>Hydro</td>\n",
@@ -374,7 +374,7 @@
        "      <td>65.85</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41709</th>\n",
+       "      <th>41744</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2022</td>\n",
        "      <td>Nuclear</td>\n",
@@ -382,7 +382,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41710</th>\n",
+       "      <th>41745</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2022</td>\n",
        "      <td>Other Fossil</td>\n",
@@ -390,7 +390,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41711</th>\n",
+       "      <th>41746</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2022</td>\n",
        "      <td>Solar</td>\n",
@@ -398,7 +398,7 @@
        "      <td>0.34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41712</th>\n",
+       "      <th>41747</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2022</td>\n",
        "      <td>Wind</td>\n",
@@ -407,7 +407,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>41713 rows × 5 columns</p>\n",
+       "<p>41748 rows × 5 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -418,16 +418,16 @@
        "3      Afghanistan  2000         Hydro    %  64.58\n",
        "4      Afghanistan  2000       Nuclear    %   0.00\n",
        "...            ...   ...           ...  ...    ...\n",
-       "41708     Zimbabwe  2022         Hydro    %  65.85\n",
-       "41709     Zimbabwe  2022       Nuclear    %   0.00\n",
-       "41710     Zimbabwe  2022  Other Fossil    %   0.00\n",
-       "41711     Zimbabwe  2022         Solar    %   0.34\n",
-       "41712     Zimbabwe  2022          Wind    %   0.00\n",
+       "41743     Zimbabwe  2022         Hydro    %  65.85\n",
+       "41744     Zimbabwe  2022       Nuclear    %   0.00\n",
+       "41745     Zimbabwe  2022  Other Fossil    %   0.00\n",
+       "41746     Zimbabwe  2022         Solar    %   0.34\n",
+       "41747     Zimbabwe  2022          Wind    %   0.00\n",
        "\n",
-       "[41713 rows x 5 columns]"
+       "[41748 rows x 5 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -450,7 +450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "id": "00f5be97-f4c6-4c38-b422-ac7244a39945",
    "metadata": {
     "scrolled": true
@@ -518,7 +518,7 @@
        "      dtype=object)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -529,7 +529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "id": "403d7771-a1ac-4017-bf53-f0be35a58f61",
    "metadata": {},
    "outputs": [],
@@ -559,7 +559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "id": "1d99e9fb-516c-4aa8-81c4-ed175c8ed28b",
    "metadata": {},
    "outputs": [
@@ -593,7 +593,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>20836</th>\n",
+       "      <th>20868</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2000</td>\n",
        "      <td>Bioenergy</td>\n",
@@ -601,7 +601,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20837</th>\n",
+       "      <th>20869</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2000</td>\n",
        "      <td>Coal</td>\n",
@@ -609,7 +609,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20838</th>\n",
+       "      <th>20870</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2000</td>\n",
        "      <td>Gas</td>\n",
@@ -617,7 +617,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20839</th>\n",
+       "      <th>20871</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2000</td>\n",
        "      <td>Hydro</td>\n",
@@ -625,7 +625,7 @@
        "      <td>89.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20840</th>\n",
+       "      <th>20872</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2000</td>\n",
        "      <td>Nuclear</td>\n",
@@ -641,7 +641,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21015</th>\n",
+       "      <th>21047</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2022</td>\n",
        "      <td>Hydro</td>\n",
@@ -649,7 +649,7 @@
        "      <td>72.69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21016</th>\n",
+       "      <th>21048</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2022</td>\n",
        "      <td>Nuclear</td>\n",
@@ -657,7 +657,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21017</th>\n",
+       "      <th>21049</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2022</td>\n",
        "      <td>Other Fossil</td>\n",
@@ -665,7 +665,7 @@
        "      <td>0.00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21018</th>\n",
+       "      <th>21050</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2022</td>\n",
        "      <td>Solar</td>\n",
@@ -673,7 +673,7 @@
        "      <td>0.13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21019</th>\n",
+       "      <th>21051</th>\n",
        "      <td>Laos</td>\n",
        "      <td>2022</td>\n",
        "      <td>Wind</td>\n",
@@ -687,22 +687,22 @@
       ],
       "text/plain": [
        "       Area  Year      Variable Unit  Value\n",
-       "20836  Laos  2000     Bioenergy    %   0.00\n",
-       "20837  Laos  2000          Coal    %   0.00\n",
-       "20838  Laos  2000           Gas    %   0.00\n",
-       "20839  Laos  2000         Hydro    %  89.86\n",
-       "20840  Laos  2000       Nuclear    %   0.00\n",
+       "20868  Laos  2000     Bioenergy    %   0.00\n",
+       "20869  Laos  2000          Coal    %   0.00\n",
+       "20870  Laos  2000           Gas    %   0.00\n",
+       "20871  Laos  2000         Hydro    %  89.86\n",
+       "20872  Laos  2000       Nuclear    %   0.00\n",
        "...     ...   ...           ...  ...    ...\n",
-       "21015  Laos  2022         Hydro    %  72.69\n",
-       "21016  Laos  2022       Nuclear    %   0.00\n",
-       "21017  Laos  2022  Other Fossil    %   0.00\n",
-       "21018  Laos  2022         Solar    %   0.13\n",
-       "21019  Laos  2022          Wind    %   0.00\n",
+       "21047  Laos  2022         Hydro    %  72.69\n",
+       "21048  Laos  2022       Nuclear    %   0.00\n",
+       "21049  Laos  2022  Other Fossil    %   0.00\n",
+       "21050  Laos  2022         Solar    %   0.13\n",
+       "21051  Laos  2022          Wind    %   0.00\n",
        "\n",
        "[184 rows x 5 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -713,7 +713,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "id": "eec1cbed-e7ed-4d73-8133-5194be8b36e2",
    "metadata": {},
    "outputs": [
@@ -770,7 +770,7 @@
        "       'Zambia', 'Zimbabwe'], dtype=object)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -782,7 +782,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "875013f7-2b5e-4893-b963-56ef03985087",
    "metadata": {
     "scrolled": true
@@ -1435,7 +1435,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>24 rows × 1799 columns</p>\n",
+       "<p>24 rows × 1800 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1601,10 +1601,10 @@
        "2022                       0.00            0.34            0.0  \n",
        "2023                        NaN             NaN            NaN  \n",
        "\n",
-       "[24 rows x 1799 columns]"
+       "[24 rows x 1800 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1624,7 +1624,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "id": "4ea3c5de-266c-4c80-9e44-ce070adaf9b5",
    "metadata": {
     "scrolled": true
@@ -3021,7 +3021,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>56 rows × 1799 columns</p>\n",
+       "<p>56 rows × 1800 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -3373,10 +3373,10 @@
        "2049                       0.00            0.34            0.0  \n",
        "2050                       0.00            0.34            0.0  \n",
        "\n",
-       "[56 rows x 1799 columns]"
+       "[56 rows x 1800 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3398,7 +3398,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x164d185aed0>"
+       "<matplotlib.legend.Legend at 0x18214f43910>"
       ]
      },
      "execution_count": 15,
@@ -3407,7 +3407,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -3424,12 +3424,439 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "id": "ed46a250-acf5-4a99-8512-9d96f5cd7aa3",
    "metadata": {},
    "outputs": [],
    "source": [
-    "gridmix_bycountry_1995to2050_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline_countrygridmix.csv'))"
+    "gridmix_bycountry_1995to2050_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline2050_countrygridmix.csv'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "9d1f56ea-2de1-43c5-88b5-f1af1bf28817",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Variable</th>\n",
+       "      <th>Afghanistan_Bioenergy</th>\n",
+       "      <th>Afghanistan_Coal</th>\n",
+       "      <th>Afghanistan_Gas</th>\n",
+       "      <th>Afghanistan_Hydro</th>\n",
+       "      <th>Afghanistan_Nuclear</th>\n",
+       "      <th>Afghanistan_Other Fossil</th>\n",
+       "      <th>Afghanistan_Solar</th>\n",
+       "      <th>Afghanistan_Wind</th>\n",
+       "      <th>Africa_Bioenergy</th>\n",
+       "      <th>Africa_Coal</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Zambia_Solar</th>\n",
+       "      <th>Zambia_Wind</th>\n",
+       "      <th>Zimbabwe_Bioenergy</th>\n",
+       "      <th>Zimbabwe_Coal</th>\n",
+       "      <th>Zimbabwe_Gas</th>\n",
+       "      <th>Zimbabwe_Hydro</th>\n",
+       "      <th>Zimbabwe_Nuclear</th>\n",
+       "      <th>Zimbabwe_Other Fossil</th>\n",
+       "      <th>Zimbabwe_Solar</th>\n",
+       "      <th>Zimbabwe_Wind</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1995</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>64.58</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>47.96</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>53.36</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1996</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>64.58</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>47.96</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>53.36</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1997</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>64.58</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>47.96</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>53.36</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1998</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>64.58</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>47.96</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>53.36</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1999</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>64.58</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.42</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>47.96</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>53.36</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2096</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>9.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>25.32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>32.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.85</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2097</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>9.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>25.32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>32.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.85</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2098</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>9.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>25.32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>32.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.85</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2099</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>9.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>25.32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>32.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.85</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2100</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.05</td>\n",
+       "      <td>9.64</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>25.32</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.12</td>\n",
+       "      <td>32.70</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65.85</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.34</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>106 rows × 1800 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Variable  Afghanistan_Bioenergy  Afghanistan_Coal  Afghanistan_Gas  \\\n",
+       "1995                        0.0              0.00              0.0   \n",
+       "1996                        0.0              0.00              0.0   \n",
+       "1997                        0.0              0.00              0.0   \n",
+       "1998                        0.0              0.00              0.0   \n",
+       "1999                        0.0              0.00              0.0   \n",
+       "...                         ...               ...              ...   \n",
+       "2096                        0.0              3.61              0.0   \n",
+       "2097                        0.0              3.61              0.0   \n",
+       "2098                        0.0              3.61              0.0   \n",
+       "2099                        0.0              3.61              0.0   \n",
+       "2100                        0.0              3.61              0.0   \n",
+       "\n",
+       "Variable  Afghanistan_Hydro  Afghanistan_Nuclear  Afghanistan_Other Fossil  \\\n",
+       "1995                  64.58                  0.0                     35.42   \n",
+       "1996                  64.58                  0.0                     35.42   \n",
+       "1997                  64.58                  0.0                     35.42   \n",
+       "1998                  64.58                  0.0                     35.42   \n",
+       "1999                  64.58                  0.0                     35.42   \n",
+       "...                     ...                  ...                       ...   \n",
+       "2096                  74.70                  0.0                     12.05   \n",
+       "2097                  74.70                  0.0                     12.05   \n",
+       "2098                  74.70                  0.0                     12.05   \n",
+       "2099                  74.70                  0.0                     12.05   \n",
+       "2100                  74.70                  0.0                     12.05   \n",
+       "\n",
+       "Variable  Afghanistan_Solar  Afghanistan_Wind  Africa_Bioenergy  Africa_Coal  \\\n",
+       "1995                   0.00               0.0              0.46        47.96   \n",
+       "1996                   0.00               0.0              0.46        47.96   \n",
+       "1997                   0.00               0.0              0.46        47.96   \n",
+       "1998                   0.00               0.0              0.46        47.96   \n",
+       "1999                   0.00               0.0              0.46        47.96   \n",
+       "...                     ...               ...               ...          ...   \n",
+       "2096                   9.64               0.0              0.33        25.32   \n",
+       "2097                   9.64               0.0              0.33        25.32   \n",
+       "2098                   9.64               0.0              0.33        25.32   \n",
+       "2099                   9.64               0.0              0.33        25.32   \n",
+       "2100                   9.64               0.0              0.33        25.32   \n",
+       "\n",
+       "Variable  ...  Zambia_Solar  Zambia_Wind  Zimbabwe_Bioenergy  Zimbabwe_Coal  \\\n",
+       "1995      ...          0.00          0.0                0.00          53.36   \n",
+       "1996      ...          0.00          0.0                0.00          53.36   \n",
+       "1997      ...          0.00          0.0                0.00          53.36   \n",
+       "1998      ...          0.00          0.0                0.00          53.36   \n",
+       "1999      ...          0.00          0.0                0.00          53.36   \n",
+       "...       ...           ...          ...                 ...            ...   \n",
+       "2096      ...          0.72          0.0                1.12          32.70   \n",
+       "2097      ...          0.72          0.0                1.12          32.70   \n",
+       "2098      ...          0.72          0.0                1.12          32.70   \n",
+       "2099      ...          0.72          0.0                1.12          32.70   \n",
+       "2100      ...          0.72          0.0                1.12          32.70   \n",
+       "\n",
+       "Variable  Zimbabwe_Gas  Zimbabwe_Hydro  Zimbabwe_Nuclear  \\\n",
+       "1995               0.0           45.64               0.0   \n",
+       "1996               0.0           45.64               0.0   \n",
+       "1997               0.0           45.64               0.0   \n",
+       "1998               0.0           45.64               0.0   \n",
+       "1999               0.0           45.64               0.0   \n",
+       "...                ...             ...               ...   \n",
+       "2096               0.0           65.85               0.0   \n",
+       "2097               0.0           65.85               0.0   \n",
+       "2098               0.0           65.85               0.0   \n",
+       "2099               0.0           65.85               0.0   \n",
+       "2100               0.0           65.85               0.0   \n",
+       "\n",
+       "Variable  Zimbabwe_Other Fossil  Zimbabwe_Solar  Zimbabwe_Wind  \n",
+       "1995                        1.0            0.00            0.0  \n",
+       "1996                        1.0            0.00            0.0  \n",
+       "1997                        1.0            0.00            0.0  \n",
+       "1998                        1.0            0.00            0.0  \n",
+       "1999                        1.0            0.00            0.0  \n",
+       "...                         ...             ...            ...  \n",
+       "2096                        0.0            0.34            0.0  \n",
+       "2097                        0.0            0.34            0.0  \n",
+       "2098                        0.0            0.34            0.0  \n",
+       "2099                        0.0            0.34            0.0  \n",
+       "2100                        0.0            0.34            0.0  \n",
+       "\n",
+       "[106 rows x 1800 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#add in the 1995 to 2000 and present to 2100, ffill and bfill\n",
+    "indx_temp = pd.Series(range(1995,2101,1))\n",
+    "gridmix_bycountry_1995to2100 = gridmix_bycountry_2000topresent.reindex(indx_temp, method='nearest') #still leaving NaN if 2023 value NaN\n",
+    "gridmix_bycountry_1995to2100_full = gridmix_bycountry_1995to2100.fillna(method='ffill') #fix nan values throughout\n",
+    "gridmix_bycountry_1995to2100_full"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "46336429-4004-4db3-8647-14f181a846bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gridmix_bycountry_1995to2100_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline2100_countrygridmix.csv'))"
    ]
   },
   {
diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py
index 458a0ef..66b6e07 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py	
@@ -35,13 +35,13 @@
 #print("PV_ICE version ", PV_ICE.__version__)
 
 
-# In[4]:
+# In[6]:
 
 
-url = 'https://ember-climate.org/app/uploads/2022/07/yearly_full_release_long_format.csv'
+url = 'https://storage.googleapis.com/emb-prod-bkt-publicdata/public-downloads/yearly_full_release_long_format.csv'
 
 
-# In[5]:
+# In[7]:
 
 
 storage_options = {'User-Agent': 'Mozilla/5.0'}
@@ -50,7 +50,7 @@
 emberdata_raw.head()
 
 
-# In[6]:
+# In[8]:
 
 
 #down select for only columsn of interest
@@ -68,13 +68,13 @@
 emberdata_vars_perc
 
 
-# In[7]:
+# In[9]:
 
 
 emberdata_vars_perc['Area'].unique()
 
 
-# In[8]:
+# In[10]:
 
 
 #munge the Area strings into a more usable format (this takes a while!)
@@ -100,20 +100,20 @@ def remove_substrings_regex(text, substrings):
 #emberdata_vars_perc['Area'].unique()
 
 
-# In[9]:
+# In[11]:
 
 
 emberdata_vars_perc_rename.loc[emberdata_vars_perc_rename['Area']=="Laos"]
 
 
-# In[10]:
+# In[12]:
 
 
 #emberdata_vars_perc.loc[emberdata_vars_perc['Area']=="Bahamas (the)"]
 emberdata_vars_perc_rename['Area'].unique()
 
 
-# In[11]:
+# In[13]:
 
 
 #for unique values of renamed area, do a pivot table with year on index, variable on column, and value in thingy
@@ -128,7 +128,7 @@ def remove_substrings_regex(text, substrings):
 gridmix_bycountry_2000topresent
 
 
-# In[12]:
+# In[14]:
 
 
 #add in the 1995 to 2000 and present to 2050, ffill and bfill
@@ -146,10 +146,26 @@ def remove_substrings_regex(text, substrings):
 gridmix_bycountry_1995to2050_full.filter(like=areaofinterest).plot(kind='area', legend='reverse').legend(bbox_to_anchor=(1, 0.5))
 
 
-# In[14]:
+# In[16]:
+
+
+gridmix_bycountry_1995to2050_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline2050_countrygridmix.csv'))
+
+
+# In[17]:
+
+
+#add in the 1995 to 2000 and present to 2100, ffill and bfill
+indx_temp = pd.Series(range(1995,2101,1))
+gridmix_bycountry_1995to2100 = gridmix_bycountry_2000topresent.reindex(indx_temp, method='nearest') #still leaving NaN if 2023 value NaN
+gridmix_bycountry_1995to2100_full = gridmix_bycountry_1995to2100.fillna(method='ffill') #fix nan values throughout
+gridmix_bycountry_1995to2100_full
+
+
+# In[18]:
 
 
-gridmix_bycountry_1995to2050_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline_countrygridmix.csv'))
+gridmix_bycountry_1995to2100_full.to_csv(os.path.join(baselinesFolder,'CarbonLayer','baseline2100_countrygridmix.csv'))
 
 
 # In[ ]:
diff --git a/docs/baseline development documentation/Test Carbon Code.html b/docs/baseline development documentation/Test Carbon Code.html
index fc15dfd..0d746fc 100644
--- a/docs/baseline development documentation/Test Carbon Code.html	
+++ b/docs/baseline development documentation/Test Carbon Code.html	
@@ -14717,7 +14717,7 @@
 
 </div>
 
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
@@ -14727,7 +14727,7 @@
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#sim1.modifyScenario('test1', 'mod_EOL_collection_eff', 100.0, start_year=2022) #100% collection</span>
 <span class="c1">#sim1.scenario['test1'].modifyMaterials('glass', 'mat_MFG_scrap_Recycled', 100.0, start_year=2022)</span>
-<span class="c1">#sim1.trim_Years(startYear=2000, endYear=2100)</span>
+<span class="n">sim1</span><span class="o">.</span><span class="n">trim_Years</span><span class="p">(</span><span class="n">startYear</span><span class="o">=</span><span class="mi">2000</span><span class="p">,</span> <span class="n">endYear</span><span class="o">=</span><span class="mi">2100</span><span class="p">)</span>
 <span class="c1">#sim1.modifyScenario(scenarios=None,stage='new_Installed_Capacity_[MW]', value= global_projection['World_annual_[MWdc]'], start_year=2000)</span>
 </pre></div>
 
@@ -14736,12 +14736,636 @@
 </div>
 </div>
 
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>Trimming and extending  PV_ICE
+PV_ICE aluminium_frames : Data trimmed for Energy, years now encompass  2000  to  2100
+PV_ICE aluminium_frames : Data trimmed for Mass, years now encompass  2000  to  2100
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
 </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
 <div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">dataIn_m</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[6]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>year</th>
+      <th>new_Installed_Capacity_[MW]</th>
+      <th>mod_eff</th>
+      <th>mod_reliability_t50</th>
+      <th>mod_reliability_t90</th>
+      <th>mod_degradation</th>
+      <th>mod_lifetime</th>
+      <th>mod_MFG_eff</th>
+      <th>mod_Repair</th>
+      <th>mod_MerchantTail</th>
+      <th>...</th>
+      <th>mod_EOL_pg1_landfill</th>
+      <th>mod_EOL_pg2_stored</th>
+      <th>mod_EOL_pg3_reMFG</th>
+      <th>mod_EOL_pg4_recycled</th>
+      <th>mod_EOL_reMFG_yield</th>
+      <th>mod_EOL_sp_reMFG_recycle</th>
+      <th>mod_EOL_pb1_landfill</th>
+      <th>mod_EOL_pb2_stored</th>
+      <th>mod_EOL_pb3_reMFG</th>
+      <th>mod_EOL_pb4_recycled</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>98</th>
+      <td>2098</td>
+      <td>152662.6502</td>
+      <td>25.07478</td>
+      <td>40</td>
+      <td>44</td>
+      <td>0.5</td>
+      <td>35.0</td>
+      <td>98</td>
+      <td>0</td>
+      <td>0</td>
+      <td>...</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+      <td>0</td>
+      <td>100</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+    </tr>
+    <tr>
+      <th>99</th>
+      <td>2099</td>
+      <td>152662.6502</td>
+      <td>25.07478</td>
+      <td>40</td>
+      <td>44</td>
+      <td>0.5</td>
+      <td>35.0</td>
+      <td>98</td>
+      <td>0</td>
+      <td>0</td>
+      <td>...</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+      <td>0</td>
+      <td>100</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+    </tr>
+    <tr>
+      <th>100</th>
+      <td>2100</td>
+      <td>152662.6502</td>
+      <td>25.07478</td>
+      <td>40</td>
+      <td>44</td>
+      <td>0.5</td>
+      <td>35.0</td>
+      <td>98</td>
+      <td>0</td>
+      <td>0</td>
+      <td>...</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+      <td>0</td>
+      <td>100</td>
+      <td>60</td>
+      <td>0</td>
+      <td>0</td>
+      <td>40</td>
+    </tr>
+  </tbody>
+</table>
+<p>3 rows × 22 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">dataIn_e</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>year</th>
+      <th>e_mod_MFG</th>
+      <th>e_mod_Install</th>
+      <th>e_mod_OandM</th>
+      <th>e_mod_Repair</th>
+      <th>e_mod_Demount</th>
+      <th>e_mod_Resell_Certify</th>
+      <th>e_mod_Store</th>
+      <th>e_mod_ReMFG_Disassembly</th>
+      <th>e_mod_Recycle_Crush</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>98</th>
+      <td>2098</td>
+      <td>3320.0</td>
+      <td>9.5</td>
+      <td>0</td>
+      <td>48</td>
+      <td>9.5</td>
+      <td>0.2</td>
+      <td>0</td>
+      <td>1.1</td>
+      <td>670</td>
+    </tr>
+    <tr>
+      <th>99</th>
+      <td>2099</td>
+      <td>3320.0</td>
+      <td>9.5</td>
+      <td>0</td>
+      <td>48</td>
+      <td>9.5</td>
+      <td>0.2</td>
+      <td>0</td>
+      <td>1.1</td>
+      <td>670</td>
+    </tr>
+    <tr>
+      <th>100</th>
+      <td>2100</td>
+      <td>3320.0</td>
+      <td>9.5</td>
+      <td>0</td>
+      <td>48</td>
+      <td>9.5</td>
+      <td>0.2</td>
+      <td>0</td>
+      <td>1.1</td>
+      <td>670</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">material</span><span class="p">[</span><span class="s1">'aluminium_frames'</span><span class="p">]</span><span class="o">.</span><span class="n">matdataIn_m</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[8]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>year</th>
+      <th>mat_virgin_eff</th>
+      <th>mat_massperm2</th>
+      <th>mat_MFG_eff</th>
+      <th>mat_MFG_scrap_Recycled</th>
+      <th>mat_MFG_scrap_Recycling_eff</th>
+      <th>mat_MFG_scrap_Recycled_into_HQ</th>
+      <th>mat_MFG_scrap_Recycled_into_HQ_Reused4MFG</th>
+      <th>mat_PG3_ReMFG_target</th>
+      <th>mat_ReMFG_yield</th>
+      <th>...</th>
+      <th>mat_EOL_RecycledHQ_Reused4MFG</th>
+      <th>e_mod_MFG</th>
+      <th>e_mod_Install</th>
+      <th>e_mod_OandM</th>
+      <th>e_mod_Repair</th>
+      <th>e_mod_Demount</th>
+      <th>e_mod_Resell_Certify</th>
+      <th>e_mod_Store</th>
+      <th>e_mod_ReMFG_Disassembly</th>
+      <th>e_mod_Recycle_Crush</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>98</th>
+      <td>2098</td>
+      <td>18.6</td>
+      <td>1143.529412</td>
+      <td>99.0</td>
+      <td>100.0</td>
+      <td>60.0</td>
+      <td>100.0</td>
+      <td>100.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>...</td>
+      <td>100.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>99</th>
+      <td>2099</td>
+      <td>18.6</td>
+      <td>1143.529412</td>
+      <td>99.0</td>
+      <td>100.0</td>
+      <td>60.0</td>
+      <td>100.0</td>
+      <td>100.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>...</td>
+      <td>100.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>100</th>
+      <td>2100</td>
+      <td>18.6</td>
+      <td>1143.529412</td>
+      <td>99.0</td>
+      <td>100.0</td>
+      <td>60.0</td>
+      <td>100.0</td>
+      <td>100.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>...</td>
+      <td>100.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>3 rows × 23 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">material</span><span class="p">[</span><span class="s1">'aluminium_frames'</span><span class="p">]</span><span class="o">.</span><span class="n">matdataIn_e</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[9]:</div>
+
+
+
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>year</th>
+      <th>e_mat_extraction</th>
+      <th>e_mat_MFG</th>
+      <th>e_mat_MFG_fuelfraction</th>
+      <th>e_mat_MFGScrap_LQ</th>
+      <th>e_mat_MFGScrap_HQ</th>
+      <th>e_mat_Landfill</th>
+      <th>e_mat_Landfill_fuelfraction</th>
+      <th>e_mat_EoL_ReMFG_clean</th>
+      <th>e_mat_Recycled_LQ</th>
+      <th>...</th>
+      <th>e_mat_Recycled_HQ_fuelfraction</th>
+      <th>e_mod_MFG</th>
+      <th>e_mod_Install</th>
+      <th>e_mod_OandM</th>
+      <th>e_mod_Repair</th>
+      <th>e_mod_Demount</th>
+      <th>e_mod_Resell_Certify</th>
+      <th>e_mod_Store</th>
+      <th>e_mod_ReMFG_Disassembly</th>
+      <th>e_mod_Recycle_Crush</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>98</th>
+      <td>2098</td>
+      <td>2.24</td>
+      <td>22.39</td>
+      <td>35.74</td>
+      <td>2.5</td>
+      <td>0.0</td>
+      <td>0.09</td>
+      <td>0.0</td>
+      <td>0.01</td>
+      <td>2.5</td>
+      <td>...</td>
+      <td>80.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>99</th>
+      <td>2099</td>
+      <td>2.24</td>
+      <td>22.39</td>
+      <td>35.74</td>
+      <td>2.5</td>
+      <td>0.0</td>
+      <td>0.09</td>
+      <td>0.0</td>
+      <td>0.01</td>
+      <td>2.5</td>
+      <td>...</td>
+      <td>80.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>100</th>
+      <td>2100</td>
+      <td>2.24</td>
+      <td>22.39</td>
+      <td>35.74</td>
+      <td>2.5</td>
+      <td>0.0</td>
+      <td>0.09</td>
+      <td>0.0</td>
+      <td>0.01</td>
+      <td>2.5</td>
+      <td>...</td>
+      <td>80.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>3 rows × 21 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
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+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+     </div>
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+
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-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
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 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">calculateCarbonFlows</span><span class="p">()</span>
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 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">dataOut_c</span>
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+      <th>101</th>
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-<p>101 rows × 29 columns</p>
+<p>106 rows × 29 columns</p>
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 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[12]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[13]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">sim1</span><span class="o">.</span><span class="n">scenario</span><span class="p">[</span><span class="s1">'PV_ICE'</span><span class="p">]</span><span class="o">.</span><span class="n">material</span><span class="p">[</span><span class="s1">'aluminium_frames'</span><span class="p">]</span><span class="o">.</span><span class="n">matdataOut_c</span>
@@ -15208,7 +15832,7 @@
 <div class="jp-OutputArea-child">
 
     
-    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[12]:</div>
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[13]:</div>
 
 
 
@@ -15257,23 +15881,23 @@
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-      <td>4.668826e+08</td>
-      <td>1.242616e+08</td>
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-      <td>2.333758e+08</td>
-      <td>2.408576e+07</td>
-      <td>3.956221e+08</td>
+      <td>1.023774e+08</td>
+      <td>4.227693e+08</td>
+      <td>8.526493e+07</td>
+      <td>6.163965e+08</td>
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       <td>...</td>
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@@ -15281,23 +15905,23 @@
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-      <td>9.744517e+07</td>
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       <td>0.0</td>
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-      <td>2.568214e+08</td>
-      <td>1.847117e+07</td>
-      <td>3.820672e+08</td>
+      <td>1.080105e+08</td>
+      <td>5.568635e+08</td>
+      <td>1.346621e+08</td>
+      <td>6.090662e+08</td>
+      <td>5.881967e+08</td>
+      <td>4.230443e+07</td>
+      <td>8.750467e+08</td>
       <td>...</td>
-      <td>9.929233</td>
-      <td>58531.943475</td>
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       <td>0.0</td>
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-      <td>2.523613</td>
-      <td>1.502066e+09</td>
+      <td>0.083796</td>
+      <td>0.005913</td>
+      <td>3.212712e+09</td>
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     </tr>
     <tr>
       <th>2</th>
-      <td>5.356985e+08</td>
-      <td>9.391487e+07</td>
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+      <td>3.009705e+08</td>
       <td>0.0</td>
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-      <td>8.849545e+07</td>
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-      <td>2.505269e+08</td>
-      <td>1.876389e+07</td>
-      <td>3.826822e+08</td>
+      <td>1.131790e+08</td>
+      <td>7.577486e+08</td>
+      <td>2.836028e+08</td>
+      <td>7.928872e+08</td>
+      <td>8.028678e+08</td>
+      <td>6.013293e+07</td>
+      <td>1.226388e+09</td>
       <td>...</td>
-      <td>209.237117</td>
-      <td>62501.025890</td>
+      <td>1.819338</td>
+      <td>184899.033809</td>
       <td>0.0</td>
-      <td>753.680458</td>
-      <td>53.179693</td>
-      <td>1.593175e+09</td>
+      <td>6.553329</td>
+      <td>0.462403</td>
+      <td>4.746538e+09</td>
       <td>0.0</td>
       <td>0.0</td>
       <td>0.0</td>
@@ -15329,23 +15953,23 @@
     </tr>
     <tr>
       <th>3</th>
-      <td>5.819207e+08</td>
-      <td>9.345902e+07</td>
+      <td>2.742869e+09</td>
+      <td>4.405169e+08</td>
       <td>0.0</td>
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-      <td>5.215190e+07</td>
-      <td>2.624507e+08</td>
-      <td>1.937336e+08</td>
-      <td>1.753481e+07</td>
-      <td>2.883874e+08</td>
+      <td>4.427272e+08</td>
+      <td>9.861881e+08</td>
+      <td>2.458167e+08</td>
+      <td>1.237055e+09</td>
+      <td>9.131585e+08</td>
+      <td>8.264992e+07</td>
+      <td>1.359307e+09</td>
       <td>...</td>
-      <td>1206.574753</td>
-      <td>60916.159523</td>
+      <td>23.710720</td>
+      <td>254852.479731</td>
       <td>0.0</td>
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-      <td>306.662967</td>
-      <td>1.498533e+09</td>
+      <td>85.406963</td>
+      <td>6.026315</td>
+      <td>6.541164e+09</td>
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       <td>0.0</td>
       <td>0.0</td>
@@ -15353,23 +15977,23 @@
     </tr>
     <tr>
       <th>4</th>
-      <td>9.576453e+08</td>
-      <td>1.177023e+08</td>
+      <td>4.801981e+09</td>
+      <td>5.902020e+08</td>
       <td>0.0</td>
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-      <td>2.998626e+08</td>
-      <td>1.252403e+08</td>
-      <td>2.631935e+08</td>
-      <td>3.681731e+08</td>
-      <td>2.455403e+07</td>
-      <td>4.641717e+08</td>
+      <td>4.787217e+08</td>
+      <td>1.503620e+09</td>
+      <td>6.280002e+08</td>
+      <td>1.319748e+09</td>
+      <td>1.846154e+09</td>
+      <td>1.231228e+08</td>
+      <td>2.327525e+09</td>
       <td>...</td>
-      <td>4032.178686</td>
-      <td>89211.420248</td>
+      <td>149.167108</td>
+      <td>390187.037053</td>
       <td>0.0</td>
-      <td>14524.068802</td>
-      <td>1024.818295</td>
-      <td>2.072048e+09</td>
+      <td>537.305885</td>
+      <td>37.912303</td>
+      <td>1.000862e+10</td>
       <td>0.0</td>
       <td>0.0</td>
       <td>0.0</td>
@@ -15400,7 +16024,7 @@
       <td>...</td>
     </tr>
     <tr>
-      <th>96</th>
+      <th>101</th>
       <td>NaN</td>
       <td>NaN</td>
       <td>NaN</td>
@@ -15424,7 +16048,7 @@
       <td>NaN</td>
     </tr>
     <tr>
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+      <th>102</th>
       <td>NaN</td>
       <td>NaN</td>
       <td>NaN</td>
@@ -15448,7 +16072,7 @@
       <td>NaN</td>
     </tr>
     <tr>
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+      <th>103</th>
       <td>NaN</td>
       <td>NaN</td>
       <td>NaN</td>
@@ -15472,7 +16096,7 @@
       <td>NaN</td>
     </tr>
     <tr>
-      <th>99</th>
+      <th>104</th>
       <td>NaN</td>
       <td>NaN</td>
       <td>NaN</td>
@@ -15496,7 +16120,7 @@
       <td>NaN</td>
     </tr>
     <tr>
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+      <th>105</th>
       <td>NaN</td>
       <td>NaN</td>
       <td>NaN</td>
@@ -15521,7 +16145,7 @@
     </tr>
   </tbody>
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-<p>101 rows × 25 columns</p>
+<p>106 rows × 25 columns</p>
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 </div>
 
diff --git a/docs/baseline development documentation/Test Carbon Code.ipynb b/docs/baseline development documentation/Test Carbon Code.ipynb
index 00f3a26..ce32844 100644
--- a/docs/baseline development documentation/Test Carbon Code.ipynb	
+++ b/docs/baseline development documentation/Test Carbon Code.ipynb	
@@ -95,17 +95,662 @@
    "execution_count": 5,
    "id": "3e9cc5ad",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Trimming and extending  PV_ICE\n",
+      "PV_ICE aluminium_frames : Data trimmed for Energy, years now encompass  2000  to  2100\n",
+      "PV_ICE aluminium_frames : Data trimmed for Mass, years now encompass  2000  to  2100\n"
+     ]
+    }
+   ],
    "source": [
     "#sim1.modifyScenario('test1', 'mod_EOL_collection_eff', 100.0, start_year=2022) #100% collection\n",
     "#sim1.scenario['test1'].modifyMaterials('glass', 'mat_MFG_scrap_Recycled', 100.0, start_year=2022)\n",
-    "#sim1.trim_Years(startYear=2000, endYear=2100)\n",
+    "sim1.trim_Years(startYear=2000, endYear=2100)\n",
     "#sim1.modifyScenario(scenarios=None,stage='new_Installed_Capacity_[MW]', value= global_projection['World_annual_[MWdc]'], start_year=2000)\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
+   "id": "29d0f2ef-54fa-4d82-919c-f2dcb5fa77b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>new_Installed_Capacity_[MW]</th>\n",
+       "      <th>mod_eff</th>\n",
+       "      <th>mod_reliability_t50</th>\n",
+       "      <th>mod_reliability_t90</th>\n",
+       "      <th>mod_degradation</th>\n",
+       "      <th>mod_lifetime</th>\n",
+       "      <th>mod_MFG_eff</th>\n",
+       "      <th>mod_Repair</th>\n",
+       "      <th>mod_MerchantTail</th>\n",
+       "      <th>...</th>\n",
+       "      <th>mod_EOL_pg1_landfill</th>\n",
+       "      <th>mod_EOL_pg2_stored</th>\n",
+       "      <th>mod_EOL_pg3_reMFG</th>\n",
+       "      <th>mod_EOL_pg4_recycled</th>\n",
+       "      <th>mod_EOL_reMFG_yield</th>\n",
+       "      <th>mod_EOL_sp_reMFG_recycle</th>\n",
+       "      <th>mod_EOL_pb1_landfill</th>\n",
+       "      <th>mod_EOL_pb2_stored</th>\n",
+       "      <th>mod_EOL_pb3_reMFG</th>\n",
+       "      <th>mod_EOL_pb4_recycled</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
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+       "      <th>98</th>\n",
+       "      <td>2098</td>\n",
+       "      <td>152662.6502</td>\n",
+       "      <td>25.07478</td>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>2099</td>\n",
+       "      <td>152662.6502</td>\n",
+       "      <td>25.07478</td>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
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+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>2100</td>\n",
+       "      <td>152662.6502</td>\n",
+       "      <td>25.07478</td>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>98</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  new_Installed_Capacity_[MW]   mod_eff  mod_reliability_t50  \\\n",
+       "98   2098                  152662.6502  25.07478                   40   \n",
+       "99   2099                  152662.6502  25.07478                   40   \n",
+       "100  2100                  152662.6502  25.07478                   40   \n",
+       "\n",
+       "     mod_reliability_t90  mod_degradation  mod_lifetime  mod_MFG_eff  \\\n",
+       "98                    44              0.5          35.0           98   \n",
+       "99                    44              0.5          35.0           98   \n",
+       "100                   44              0.5          35.0           98   \n",
+       "\n",
+       "     mod_Repair  mod_MerchantTail  ...  mod_EOL_pg1_landfill  \\\n",
+       "98            0                 0  ...                    60   \n",
+       "99            0                 0  ...                    60   \n",
+       "100           0                 0  ...                    60   \n",
+       "\n",
+       "     mod_EOL_pg2_stored  mod_EOL_pg3_reMFG  mod_EOL_pg4_recycled  \\\n",
+       "98                    0                  0                    40   \n",
+       "99                    0                  0                    40   \n",
+       "100                   0                  0                    40   \n",
+       "\n",
+       "     mod_EOL_reMFG_yield  mod_EOL_sp_reMFG_recycle  mod_EOL_pb1_landfill  \\\n",
+       "98                     0                       100                    60   \n",
+       "99                     0                       100                    60   \n",
+       "100                    0                       100                    60   \n",
+       "\n",
+       "     mod_EOL_pb2_stored  mod_EOL_pb3_reMFG  mod_EOL_pb4_recycled  \n",
+       "98                    0                  0                    40  \n",
+       "99                    0                  0                    40  \n",
+       "100                   0                  0                    40  \n",
+       "\n",
+       "[3 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
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+    "sim1.scenario['PV_ICE'].dataIn_m.tail(3)"
+   ]
+  },
+  {
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+   "execution_count": 7,
+   "id": "601bf421-f4c5-449d-b78e-ab5bea36f841",
+   "metadata": {},
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+       "      <td>670</td>\n",
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+       "    <tr>\n",
+       "      <th>100</th>\n",
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+       "      <td>670</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
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+       "</div>"
+      ],
+      "text/plain": [
+       "     year  e_mod_MFG  e_mod_Install  e_mod_OandM  e_mod_Repair  e_mod_Demount  \\\n",
+       "98   2098     3320.0            9.5            0            48            9.5   \n",
+       "99   2099     3320.0            9.5            0            48            9.5   \n",
+       "100  2100     3320.0            9.5            0            48            9.5   \n",
+       "\n",
+       "     e_mod_Resell_Certify  e_mod_Store  e_mod_ReMFG_Disassembly  \\\n",
+       "98                    0.2            0                      1.1   \n",
+       "99                    0.2            0                      1.1   \n",
+       "100                   0.2            0                      1.1   \n",
+       "\n",
+       "     e_mod_Recycle_Crush  \n",
+       "98                   670  \n",
+       "99                   670  \n",
+       "100                  670  "
+      ]
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+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
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+   "source": [
+    "sim1.scenario['PV_ICE'].dataIn_e.tail(3)\n"
+   ]
+  },
+  {
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+   "execution_count": 8,
+   "id": "7868bb5e-fa71-4e8e-870b-f08c40c508a9",
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+       "      <th>...</th>\n",
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+       "      <td>99.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <th>99</th>\n",
+       "      <td>2099</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>1143.529412</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <th>100</th>\n",
+       "      <td>2100</td>\n",
+       "      <td>18.6</td>\n",
+       "      <td>1143.529412</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "<p>3 rows × 23 columns</p>\n",
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+      ],
+      "text/plain": [
+       "     year  mat_virgin_eff  mat_massperm2  mat_MFG_eff  mat_MFG_scrap_Recycled  \\\n",
+       "98   2098            18.6    1143.529412         99.0                   100.0   \n",
+       "99   2099            18.6    1143.529412         99.0                   100.0   \n",
+       "100  2100            18.6    1143.529412         99.0                   100.0   \n",
+       "\n",
+       "     mat_MFG_scrap_Recycling_eff  mat_MFG_scrap_Recycled_into_HQ  \\\n",
+       "98                          60.0                           100.0   \n",
+       "99                          60.0                           100.0   \n",
+       "100                         60.0                           100.0   \n",
+       "\n",
+       "     mat_MFG_scrap_Recycled_into_HQ_Reused4MFG  mat_PG3_ReMFG_target  \\\n",
+       "98                                       100.0                   0.0   \n",
+       "99                                       100.0                   0.0   \n",
+       "100                                      100.0                   0.0   \n",
+       "\n",
+       "     mat_ReMFG_yield  ...  mat_EOL_RecycledHQ_Reused4MFG  e_mod_MFG  \\\n",
+       "98               0.0  ...                          100.0        NaN   \n",
+       "99               0.0  ...                          100.0        NaN   \n",
+       "100              0.0  ...                          100.0        NaN   \n",
+       "\n",
+       "     e_mod_Install  e_mod_OandM  e_mod_Repair  e_mod_Demount  \\\n",
+       "98             NaN          NaN           NaN            NaN   \n",
+       "99             NaN          NaN           NaN            NaN   \n",
+       "100            NaN          NaN           NaN            NaN   \n",
+       "\n",
+       "     e_mod_Resell_Certify  e_mod_Store  e_mod_ReMFG_Disassembly  \\\n",
+       "98                    NaN          NaN                      NaN   \n",
+       "99                    NaN          NaN                      NaN   \n",
+       "100                   NaN          NaN                      NaN   \n",
+       "\n",
+       "     e_mod_Recycle_Crush  \n",
+       "98                   NaN  \n",
+       "99                   NaN  \n",
+       "100                  NaN  \n",
+       "\n",
+       "[3 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sim1.scenario['PV_ICE'].material['aluminium_frames'].matdataIn_m.tail(3)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ba4a6a6f-d5b1-424b-a690-0592ff36d1f3",
+   "metadata": {},
+   "outputs": [
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+       "      <th>98</th>\n",
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+       "      <td>0.09</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>80.0</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>2099</td>\n",
+       "      <td>2.24</td>\n",
+       "      <td>22.39</td>\n",
+       "      <td>35.74</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>2100</td>\n",
+       "      <td>2.24</td>\n",
+       "      <td>22.39</td>\n",
+       "      <td>35.74</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  e_mat_extraction  e_mat_MFG  e_mat_MFG_fuelfraction  \\\n",
+       "98   2098              2.24      22.39                   35.74   \n",
+       "99   2099              2.24      22.39                   35.74   \n",
+       "100  2100              2.24      22.39                   35.74   \n",
+       "\n",
+       "     e_mat_MFGScrap_LQ  e_mat_MFGScrap_HQ  e_mat_Landfill  \\\n",
+       "98                 2.5                0.0            0.09   \n",
+       "99                 2.5                0.0            0.09   \n",
+       "100                2.5                0.0            0.09   \n",
+       "\n",
+       "     e_mat_Landfill_fuelfraction  e_mat_EoL_ReMFG_clean  e_mat_Recycled_LQ  \\\n",
+       "98                           0.0                   0.01                2.5   \n",
+       "99                           0.0                   0.01                2.5   \n",
+       "100                          0.0                   0.01                2.5   \n",
+       "\n",
+       "     ...  e_mat_Recycled_HQ_fuelfraction  e_mod_MFG  e_mod_Install  \\\n",
+       "98   ...                            80.0        NaN            NaN   \n",
+       "99   ...                            80.0        NaN            NaN   \n",
+       "100  ...                            80.0        NaN            NaN   \n",
+       "\n",
+       "     e_mod_OandM  e_mod_Repair  e_mod_Demount  e_mod_Resell_Certify  \\\n",
+       "98           NaN           NaN            NaN                   NaN   \n",
+       "99           NaN           NaN            NaN                   NaN   \n",
+       "100          NaN           NaN            NaN                   NaN   \n",
+       "\n",
+       "     e_mod_Store  e_mod_ReMFG_Disassembly  e_mod_Recycle_Crush  \n",
+       "98           NaN                      NaN                  NaN  \n",
+       "99           NaN                      NaN                  NaN  \n",
+       "100          NaN                      NaN                  NaN  \n",
+       "\n",
+       "[3 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sim1.scenario['PV_ICE'].material['aluminium_frames'].matdataIn_e.tail(3)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4c6ecb7-9016-4ec9-83ae-1a7e472adf8d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
    "id": "ea1935c0",
    "metadata": {},
    "outputs": [
@@ -135,7 +780,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 11,
    "id": "05f00b67",
    "metadata": {},
    "outputs": [
@@ -160,7 +805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "id": "d4f62a32-3b6b-41e2-b927-faddf6102d1f",
    "metadata": {},
    "outputs": [
@@ -211,20 +856,20 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>9.860890e+07</td>\n",
-       "      <td>5.845135e+07</td>\n",
-       "      <td>9.980532e+06</td>\n",
-       "      <td>2.813661e+07</td>\n",
+       "      <td>1.627071e+08</td>\n",
+       "      <td>9.644618e+07</td>\n",
+       "      <td>1.646813e+07</td>\n",
+       "      <td>4.642611e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.802909e+06</td>\n",
+       "      <td>1.452502e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.043325e+08</td>\n",
-       "      <td>218852.041500</td>\n",
+       "      <td>3.371536e+08</td>\n",
+       "      <td>3.412700e+05</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
@@ -235,99 +880,99 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>7.593725e+07</td>\n",
-       "      <td>4.501252e+07</td>\n",
-       "      <td>7.685859e+06</td>\n",
-       "      <td>2.166759e+07</td>\n",
+       "      <td>2.170660e+08</td>\n",
+       "      <td>1.286679e+08</td>\n",
+       "      <td>2.196997e+07</td>\n",
+       "      <td>6.193663e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>6.778990e+06</td>\n",
+       "      <td>1.937769e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.573534e+08</td>\n",
-       "      <td>166597.526505</td>\n",
+       "      <td>4.497935e+08</td>\n",
+       "      <td>4.503364e+05</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.732777</td>\n",
+       "      <td>0.002180</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>3.100802</td>\n",
+       "      <td>0.009227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>9.104694e+07</td>\n",
-       "      <td>5.396893e+07</td>\n",
-       "      <td>9.215161e+06</td>\n",
-       "      <td>2.597892e+07</td>\n",
+       "      <td>3.300804e+08</td>\n",
+       "      <td>1.956583e+08</td>\n",
+       "      <td>3.340853e+07</td>\n",
+       "      <td>9.418364e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.127846e+06</td>\n",
+       "      <td>2.946659e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.886629e+08</td>\n",
-       "      <td>197476.585894</td>\n",
+       "      <td>6.839762e+08</td>\n",
+       "      <td>6.774383e+05</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>15.454992</td>\n",
+       "      <td>0.170577</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>65.399018</td>\n",
+       "      <td>0.721810</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>9.205484e+07</td>\n",
-       "      <td>5.456637e+07</td>\n",
-       "      <td>9.317174e+06</td>\n",
-       "      <td>2.626651e+07</td>\n",
+       "      <td>4.651270e+08</td>\n",
+       "      <td>2.757084e+08</td>\n",
+       "      <td>4.707704e+07</td>\n",
+       "      <td>1.327172e+08</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>8.217823e+06</td>\n",
+       "      <td>4.152233e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.907515e+08</td>\n",
-       "      <td>197419.287972</td>\n",
+       "      <td>9.638130e+08</td>\n",
+       "      <td>9.444449e+05</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>89.315891</td>\n",
+       "      <td>2.226726</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>377.947246</td>\n",
+       "      <td>9.422568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1.316027e+08</td>\n",
-       "      <td>7.800871e+07</td>\n",
-       "      <td>1.331994e+07</td>\n",
-       "      <td>3.755090e+07</td>\n",
+       "      <td>7.389872e+08</td>\n",
+       "      <td>4.380416e+08</td>\n",
+       "      <td>7.479533e+07</td>\n",
+       "      <td>2.108592e+08</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.174829e+07</td>\n",
+       "      <td>6.597008e+07</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2.727005e+08</td>\n",
-       "      <td>279096.961539</td>\n",
+       "      <td>1.531292e+09</td>\n",
+       "      <td>1.484726e+06</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>299.003425</td>\n",
+       "      <td>14.043901</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1265.256598</td>\n",
+       "      <td>59.427877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -354,7 +999,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
+       "      <th>101</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -378,7 +1023,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>97</th>\n",
+       "      <th>102</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -402,7 +1047,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
+       "      <th>103</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -426,7 +1071,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>99</th>\n",
+       "      <th>104</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -450,7 +1095,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>100</th>\n",
+       "      <th>105</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -475,48 +1120,48 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>101 rows × 29 columns</p>\n",
+       "<p>106 rows × 29 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     China_mod_MFG_gCO2eq  India_mod_MFG_gCO2eq  Taiwan_mod_MFG_gCO2eq  \\\n",
-       "0            9.860890e+07          5.845135e+07           9.980532e+06   \n",
-       "1            7.593725e+07          4.501252e+07           7.685859e+06   \n",
-       "2            9.104694e+07          5.396893e+07           9.215161e+06   \n",
-       "3            9.205484e+07          5.456637e+07           9.317174e+06   \n",
-       "4            1.316027e+08          7.800871e+07           1.331994e+07   \n",
+       "0            1.627071e+08          9.644618e+07           1.646813e+07   \n",
+       "1            2.170660e+08          1.286679e+08           2.196997e+07   \n",
+       "2            3.300804e+08          1.956583e+08           3.340853e+07   \n",
+       "3            4.651270e+08          2.757084e+08           4.707704e+07   \n",
+       "4            7.389872e+08          4.380416e+08           7.479533e+07   \n",
        "..                    ...                   ...                    ...   \n",
-       "96                    NaN                   NaN                    NaN   \n",
-       "97                    NaN                   NaN                    NaN   \n",
-       "98                    NaN                   NaN                    NaN   \n",
-       "99                    NaN                   NaN                    NaN   \n",
-       "100                   NaN                   NaN                    NaN   \n",
+       "101                   NaN                   NaN                    NaN   \n",
+       "102                   NaN                   NaN                    NaN   \n",
+       "103                   NaN                   NaN                    NaN   \n",
+       "104                   NaN                   NaN                    NaN   \n",
+       "105                   NaN                   NaN                    NaN   \n",
        "\n",
        "     Germany_mod_MFG_gCO2eq  Japan_mod_MFG_gCO2eq  South Korea_mod_MFG_gCO2eq  \\\n",
-       "0              2.813661e+07                   0.0                         0.0   \n",
-       "1              2.166759e+07                   0.0                         0.0   \n",
-       "2              2.597892e+07                   0.0                         0.0   \n",
-       "3              2.626651e+07                   0.0                         0.0   \n",
-       "4              3.755090e+07                   0.0                         0.0   \n",
+       "0              4.642611e+07                   0.0                         0.0   \n",
+       "1              6.193663e+07                   0.0                         0.0   \n",
+       "2              9.418364e+07                   0.0                         0.0   \n",
+       "3              1.327172e+08                   0.0                         0.0   \n",
+       "4              2.108592e+08                   0.0                         0.0   \n",
        "..                      ...                   ...                         ...   \n",
-       "96                      NaN                   NaN                         NaN   \n",
-       "97                      NaN                   NaN                         NaN   \n",
-       "98                      NaN                   NaN                         NaN   \n",
-       "99                      NaN                   NaN                         NaN   \n",
-       "100                     NaN                   NaN                         NaN   \n",
+       "101                     NaN                   NaN                         NaN   \n",
+       "102                     NaN                   NaN                         NaN   \n",
+       "103                     NaN                   NaN                         NaN   \n",
+       "104                     NaN                   NaN                         NaN   \n",
+       "105                     NaN                   NaN                         NaN   \n",
        "\n",
        "     Canada_mod_MFG_gCO2eq  Mexico_mod_MFG_gCO2eq  USA_mod_MFG_gCO2eq  \\\n",
-       "0             8.802909e+06                    0.0                 0.0   \n",
-       "1             6.778990e+06                    0.0                 0.0   \n",
-       "2             8.127846e+06                    0.0                 0.0   \n",
-       "3             8.217823e+06                    0.0                 0.0   \n",
-       "4             1.174829e+07                    0.0                 0.0   \n",
+       "0             1.452502e+07                    0.0                 0.0   \n",
+       "1             1.937769e+07                    0.0                 0.0   \n",
+       "2             2.946659e+07                    0.0                 0.0   \n",
+       "3             4.152233e+07                    0.0                 0.0   \n",
+       "4             6.597008e+07                    0.0                 0.0   \n",
        "..                     ...                    ...                 ...   \n",
-       "96                     NaN                    NaN                 NaN   \n",
-       "97                     NaN                    NaN                 NaN   \n",
-       "98                     NaN                    NaN                 NaN   \n",
-       "99                     NaN                    NaN                 NaN   \n",
-       "100                    NaN                    NaN                 NaN   \n",
+       "101                    NaN                    NaN                 NaN   \n",
+       "102                    NaN                    NaN                 NaN   \n",
+       "103                    NaN                    NaN                 NaN   \n",
+       "104                    NaN                    NaN                 NaN   \n",
+       "105                    NaN                    NaN                 NaN   \n",
        "\n",
        "     Viet Nam_mod_MFG_gCO2eq  ...  El Salvador_mod_MFG_gCO2eq  \\\n",
        "0                        0.0  ...                         0.0   \n",
@@ -525,37 +1170,37 @@
        "3                        0.0  ...                         0.0   \n",
        "4                        0.0  ...                         0.0   \n",
        "..                       ...  ...                         ...   \n",
-       "96                       NaN  ...                         NaN   \n",
-       "97                       NaN  ...                         NaN   \n",
-       "98                       NaN  ...                         NaN   \n",
-       "99                       NaN  ...                         NaN   \n",
-       "100                      NaN  ...                         NaN   \n",
+       "101                      NaN  ...                         NaN   \n",
+       "102                      NaN  ...                         NaN   \n",
+       "103                      NaN  ...                         NaN   \n",
+       "104                      NaN  ...                         NaN   \n",
+       "105                      NaN  ...                         NaN   \n",
        "\n",
        "     Global_mod_MFG_gCO2eq  mod_Install_gCO2eq  mod_OandM_gCO2eq  \\\n",
-       "0             2.043325e+08       218852.041500               0.0   \n",
-       "1             1.573534e+08       166597.526505               0.0   \n",
-       "2             1.886629e+08       197476.585894               0.0   \n",
-       "3             1.907515e+08       197419.287972               0.0   \n",
-       "4             2.727005e+08       279096.961539               0.0   \n",
+       "0             3.371536e+08        3.412700e+05               0.0   \n",
+       "1             4.497935e+08        4.503364e+05               0.0   \n",
+       "2             6.839762e+08        6.774383e+05               0.0   \n",
+       "3             9.638130e+08        9.444449e+05               0.0   \n",
+       "4             1.531292e+09        1.484726e+06               0.0   \n",
        "..                     ...                 ...               ...   \n",
-       "96                     NaN                 NaN               NaN   \n",
-       "97                     NaN                 NaN               NaN   \n",
-       "98                     NaN                 NaN               NaN   \n",
-       "99                     NaN                 NaN               NaN   \n",
-       "100                    NaN                 NaN               NaN   \n",
+       "101                    NaN                 NaN               NaN   \n",
+       "102                    NaN                 NaN               NaN   \n",
+       "103                    NaN                 NaN               NaN   \n",
+       "104                    NaN                 NaN               NaN   \n",
+       "105                    NaN                 NaN               NaN   \n",
        "\n",
        "     mod_Repair_gCO2eq  mod_Demount_gCO2eq  mod_Store_gCO2eq  \\\n",
        "0                  0.0            0.000000               0.0   \n",
-       "1                  0.0            0.732777               0.0   \n",
-       "2                  0.0           15.454992               0.0   \n",
-       "3                  0.0           89.315891               0.0   \n",
-       "4                  0.0          299.003425               0.0   \n",
+       "1                  0.0            0.002180               0.0   \n",
+       "2                  0.0            0.170577               0.0   \n",
+       "3                  0.0            2.226726               0.0   \n",
+       "4                  0.0           14.043901               0.0   \n",
        "..                 ...                 ...               ...   \n",
-       "96                 NaN                 NaN               NaN   \n",
-       "97                 NaN                 NaN               NaN   \n",
-       "98                 NaN                 NaN               NaN   \n",
-       "99                 NaN                 NaN               NaN   \n",
-       "100                NaN                 NaN               NaN   \n",
+       "101                NaN                 NaN               NaN   \n",
+       "102                NaN                 NaN               NaN   \n",
+       "103                NaN                 NaN               NaN   \n",
+       "104                NaN                 NaN               NaN   \n",
+       "105                NaN                 NaN               NaN   \n",
        "\n",
        "     mod_Resell_Certify_gCO2eq  mod_ReMFG_Disassembly_gCO2eq  \\\n",
        "0                          0.0                           0.0   \n",
@@ -564,29 +1209,29 @@
        "3                          0.0                           0.0   \n",
        "4                          0.0                           0.0   \n",
        "..                         ...                           ...   \n",
-       "96                         NaN                           NaN   \n",
-       "97                         NaN                           NaN   \n",
-       "98                         NaN                           NaN   \n",
-       "99                         NaN                           NaN   \n",
-       "100                        NaN                           NaN   \n",
+       "101                        NaN                           NaN   \n",
+       "102                        NaN                           NaN   \n",
+       "103                        NaN                           NaN   \n",
+       "104                        NaN                           NaN   \n",
+       "105                        NaN                           NaN   \n",
        "\n",
        "     mod_Recycle_Crush_gCO2eq  \n",
        "0                    0.000000  \n",
-       "1                    3.100802  \n",
-       "2                   65.399018  \n",
-       "3                  377.947246  \n",
-       "4                 1265.256598  \n",
+       "1                    0.009227  \n",
+       "2                    0.721810  \n",
+       "3                    9.422568  \n",
+       "4                   59.427877  \n",
        "..                        ...  \n",
-       "96                        NaN  \n",
-       "97                        NaN  \n",
-       "98                        NaN  \n",
-       "99                        NaN  \n",
-       "100                       NaN  \n",
+       "101                       NaN  \n",
+       "102                       NaN  \n",
+       "103                       NaN  \n",
+       "104                       NaN  \n",
+       "105                       NaN  \n",
        "\n",
-       "[101 rows x 29 columns]"
+       "[106 rows x 29 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -597,7 +1242,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "664e16fa",
    "metadata": {
     "scrolled": true
@@ -650,23 +1295,23 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>4.668826e+08</td>\n",
-       "      <td>1.242616e+08</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>7.819747e+07</td>\n",
-       "      <td>3.229180e+08</td>\n",
-       "      <td>6.512672e+07</td>\n",
-       "      <td>4.708136e+08</td>\n",
-       "      <td>2.333758e+08</td>\n",
-       "      <td>2.408576e+07</td>\n",
-       "      <td>3.956221e+08</td>\n",
+       "      <td>6.112500e+08</td>\n",
+       "      <td>1.626852e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.023774e+08</td>\n",
+       "      <td>4.227693e+08</td>\n",
+       "      <td>8.526493e+07</td>\n",
+       "      <td>6.163965e+08</td>\n",
+       "      <td>3.055393e+08</td>\n",
+       "      <td>3.153346e+07</td>\n",
+       "      <td>5.179547e+08</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>78742.562959</td>\n",
+       "      <td>96682.055025</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>2.021440e+09</td>\n",
+       "      <td>2.481974e+09</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -674,23 +1319,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>4.001585e+08</td>\n",
-       "      <td>9.744517e+07</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.716008e+07</td>\n",
-       "      <td>2.431405e+08</td>\n",
-       "      <td>5.879685e+07</td>\n",
-       "      <td>2.659335e+08</td>\n",
-       "      <td>2.568214e+08</td>\n",
-       "      <td>1.847117e+07</td>\n",
-       "      <td>3.820672e+08</td>\n",
+       "      <td>9.164811e+08</td>\n",
+       "      <td>2.231782e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.080105e+08</td>\n",
+       "      <td>5.568635e+08</td>\n",
+       "      <td>1.346621e+08</td>\n",
+       "      <td>6.090662e+08</td>\n",
+       "      <td>5.881967e+08</td>\n",
+       "      <td>4.230443e+07</td>\n",
+       "      <td>8.750467e+08</td>\n",
        "      <td>...</td>\n",
-       "      <td>9.929233</td>\n",
-       "      <td>58531.943475</td>\n",
+       "      <td>0.023264</td>\n",
+       "      <td>125147.047065</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>35.765495</td>\n",
-       "      <td>2.523613</td>\n",
-       "      <td>1.502066e+09</td>\n",
+       "      <td>0.083796</td>\n",
+       "      <td>0.005913</td>\n",
+       "      <td>3.212712e+09</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -698,23 +1343,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>5.356985e+08</td>\n",
-       "      <td>9.391487e+07</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.531638e+07</td>\n",
-       "      <td>2.364479e+08</td>\n",
-       "      <td>8.849545e+07</td>\n",
-       "      <td>2.474126e+08</td>\n",
-       "      <td>2.505269e+08</td>\n",
-       "      <td>1.876389e+07</td>\n",
-       "      <td>3.826822e+08</td>\n",
+       "      <td>1.716762e+09</td>\n",
+       "      <td>3.009705e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.131790e+08</td>\n",
+       "      <td>7.577486e+08</td>\n",
+       "      <td>2.836028e+08</td>\n",
+       "      <td>7.928872e+08</td>\n",
+       "      <td>8.028678e+08</td>\n",
+       "      <td>6.013293e+07</td>\n",
+       "      <td>1.226388e+09</td>\n",
        "      <td>...</td>\n",
-       "      <td>209.237117</td>\n",
-       "      <td>62501.025890</td>\n",
+       "      <td>1.819338</td>\n",
+       "      <td>184899.033809</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>753.680458</td>\n",
-       "      <td>53.179693</td>\n",
-       "      <td>1.593175e+09</td>\n",
+       "      <td>6.553329</td>\n",
+       "      <td>0.462403</td>\n",
+       "      <td>4.746538e+09</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -722,23 +1367,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>5.819207e+08</td>\n",
-       "      <td>9.345902e+07</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>9.392795e+07</td>\n",
-       "      <td>2.092273e+08</td>\n",
-       "      <td>5.215190e+07</td>\n",
-       "      <td>2.624507e+08</td>\n",
-       "      <td>1.937336e+08</td>\n",
-       "      <td>1.753481e+07</td>\n",
-       "      <td>2.883874e+08</td>\n",
+       "      <td>2.742869e+09</td>\n",
+       "      <td>4.405169e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.427272e+08</td>\n",
+       "      <td>9.861881e+08</td>\n",
+       "      <td>2.458167e+08</td>\n",
+       "      <td>1.237055e+09</td>\n",
+       "      <td>9.131585e+08</td>\n",
+       "      <td>8.264992e+07</td>\n",
+       "      <td>1.359307e+09</td>\n",
        "      <td>...</td>\n",
-       "      <td>1206.574753</td>\n",
-       "      <td>60916.159523</td>\n",
+       "      <td>23.710720</td>\n",
+       "      <td>254852.479731</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4346.130489</td>\n",
-       "      <td>306.662967</td>\n",
-       "      <td>1.498533e+09</td>\n",
+       "      <td>85.406963</td>\n",
+       "      <td>6.026315</td>\n",
+       "      <td>6.541164e+09</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -746,23 +1391,23 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>9.576453e+08</td>\n",
-       "      <td>1.177023e+08</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>9.547009e+07</td>\n",
-       "      <td>2.998626e+08</td>\n",
-       "      <td>1.252403e+08</td>\n",
-       "      <td>2.631935e+08</td>\n",
-       "      <td>3.681731e+08</td>\n",
-       "      <td>2.455403e+07</td>\n",
-       "      <td>4.641717e+08</td>\n",
+       "      <td>4.801981e+09</td>\n",
+       "      <td>5.902020e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.787217e+08</td>\n",
+       "      <td>1.503620e+09</td>\n",
+       "      <td>6.280002e+08</td>\n",
+       "      <td>1.319748e+09</td>\n",
+       "      <td>1.846154e+09</td>\n",
+       "      <td>1.231228e+08</td>\n",
+       "      <td>2.327525e+09</td>\n",
        "      <td>...</td>\n",
-       "      <td>4032.178686</td>\n",
-       "      <td>89211.420248</td>\n",
+       "      <td>149.167108</td>\n",
+       "      <td>390187.037053</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>14524.068802</td>\n",
-       "      <td>1024.818295</td>\n",
-       "      <td>2.072048e+09</td>\n",
+       "      <td>537.305885</td>\n",
+       "      <td>37.912303</td>\n",
+       "      <td>1.000862e+10</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -793,7 +1438,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
+       "      <th>101</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -817,7 +1462,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>97</th>\n",
+       "      <th>102</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -841,7 +1486,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
+       "      <th>103</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -865,7 +1510,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>99</th>\n",
+       "      <th>104</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -889,7 +1534,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>100</th>\n",
+       "      <th>105</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -914,113 +1559,113 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>101 rows × 25 columns</p>\n",
+       "<p>106 rows × 25 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     China_vmfg_elec_gCO2eq  Canada_vmfg_elec_gCO2eq  \\\n",
-       "0              4.668826e+08             1.242616e+08   \n",
-       "1              4.001585e+08             9.744517e+07   \n",
-       "2              5.356985e+08             9.391487e+07   \n",
-       "3              5.819207e+08             9.345902e+07   \n",
-       "4              9.576453e+08             1.177023e+08   \n",
+       "0              6.112500e+08             1.626852e+08   \n",
+       "1              9.164811e+08             2.231782e+08   \n",
+       "2              1.716762e+09             3.009705e+08   \n",
+       "3              2.742869e+09             4.405169e+08   \n",
+       "4              4.801981e+09             5.902020e+08   \n",
        "..                      ...                      ...   \n",
-       "96                      NaN                      NaN   \n",
-       "97                      NaN                      NaN   \n",
-       "98                      NaN                      NaN   \n",
-       "99                      NaN                      NaN   \n",
-       "100                     NaN                      NaN   \n",
+       "101                     NaN                      NaN   \n",
+       "102                     NaN                      NaN   \n",
+       "103                     NaN                      NaN   \n",
+       "104                     NaN                      NaN   \n",
+       "105                     NaN                      NaN   \n",
        "\n",
        "     Iceland_vmfg_elec_gCO2eq  India_vmfg_elec_gCO2eq  \\\n",
-       "0                         0.0            7.819747e+07   \n",
-       "1                         0.0            4.716008e+07   \n",
-       "2                         0.0            3.531638e+07   \n",
-       "3                         0.0            9.392795e+07   \n",
-       "4                         0.0            9.547009e+07   \n",
+       "0                         0.0            1.023774e+08   \n",
+       "1                         0.0            1.080105e+08   \n",
+       "2                         0.0            1.131790e+08   \n",
+       "3                         0.0            4.427272e+08   \n",
+       "4                         0.0            4.787217e+08   \n",
        "..                        ...                     ...   \n",
-       "96                        NaN                     NaN   \n",
-       "97                        NaN                     NaN   \n",
-       "98                        NaN                     NaN   \n",
-       "99                        NaN                     NaN   \n",
-       "100                       NaN                     NaN   \n",
+       "101                       NaN                     NaN   \n",
+       "102                       NaN                     NaN   \n",
+       "103                       NaN                     NaN   \n",
+       "104                       NaN                     NaN   \n",
+       "105                       NaN                     NaN   \n",
        "\n",
        "     Russia_vmfg_elec_gCO2eq  UAE_vmfg_elec_gCO2eq  USA_vmfg_elec_gCO2eq  \\\n",
-       "0               3.229180e+08          6.512672e+07          4.708136e+08   \n",
-       "1               2.431405e+08          5.879685e+07          2.659335e+08   \n",
-       "2               2.364479e+08          8.849545e+07          2.474126e+08   \n",
-       "3               2.092273e+08          5.215190e+07          2.624507e+08   \n",
-       "4               2.998626e+08          1.252403e+08          2.631935e+08   \n",
+       "0               4.227693e+08          8.526493e+07          6.163965e+08   \n",
+       "1               5.568635e+08          1.346621e+08          6.090662e+08   \n",
+       "2               7.577486e+08          2.836028e+08          7.928872e+08   \n",
+       "3               9.861881e+08          2.458167e+08          1.237055e+09   \n",
+       "4               1.503620e+09          6.280002e+08          1.319748e+09   \n",
        "..                       ...                   ...                   ...   \n",
-       "96                       NaN                   NaN                   NaN   \n",
-       "97                       NaN                   NaN                   NaN   \n",
-       "98                       NaN                   NaN                   NaN   \n",
-       "99                       NaN                   NaN                   NaN   \n",
-       "100                      NaN                   NaN                   NaN   \n",
+       "101                      NaN                   NaN                   NaN   \n",
+       "102                      NaN                   NaN                   NaN   \n",
+       "103                      NaN                   NaN                   NaN   \n",
+       "104                      NaN                   NaN                   NaN   \n",
+       "105                      NaN                   NaN                   NaN   \n",
        "\n",
        "     South Africa_vmfg_elec_gCO2eq  Brazil_vmfg_elec_gCO2eq  \\\n",
-       "0                     2.333758e+08             2.408576e+07   \n",
-       "1                     2.568214e+08             1.847117e+07   \n",
-       "2                     2.505269e+08             1.876389e+07   \n",
-       "3                     1.937336e+08             1.753481e+07   \n",
-       "4                     3.681731e+08             2.455403e+07   \n",
+       "0                     3.055393e+08             3.153346e+07   \n",
+       "1                     5.881967e+08             4.230443e+07   \n",
+       "2                     8.028678e+08             6.013293e+07   \n",
+       "3                     9.131585e+08             8.264992e+07   \n",
+       "4                     1.846154e+09             1.231228e+08   \n",
        "..                             ...                      ...   \n",
-       "96                             NaN                      NaN   \n",
-       "97                             NaN                      NaN   \n",
-       "98                             NaN                      NaN   \n",
-       "99                             NaN                      NaN   \n",
-       "100                            NaN                      NaN   \n",
+       "101                            NaN                      NaN   \n",
+       "102                            NaN                      NaN   \n",
+       "103                            NaN                      NaN   \n",
+       "104                            NaN                      NaN   \n",
+       "105                            NaN                      NaN   \n",
        "\n",
        "     Australia_vmfg_elec_gCO2eq  ...  mat_Recycled_HQ_fuel_gCO2eq  \\\n",
-       "0                  3.956221e+08  ...                     0.000000   \n",
-       "1                  3.820672e+08  ...                     9.929233   \n",
-       "2                  3.826822e+08  ...                   209.237117   \n",
-       "3                  2.883874e+08  ...                  1206.574753   \n",
-       "4                  4.641717e+08  ...                  4032.178686   \n",
+       "0                  5.179547e+08  ...                     0.000000   \n",
+       "1                  8.750467e+08  ...                     0.023264   \n",
+       "2                  1.226388e+09  ...                     1.819338   \n",
+       "3                  1.359307e+09  ...                    23.710720   \n",
+       "4                  2.327525e+09  ...                   149.167108   \n",
        "..                          ...  ...                          ...   \n",
-       "96                          NaN  ...                          NaN   \n",
-       "97                          NaN  ...                          NaN   \n",
-       "98                          NaN  ...                          NaN   \n",
-       "99                          NaN  ...                          NaN   \n",
-       "100                         NaN  ...                          NaN   \n",
+       "101                         NaN  ...                          NaN   \n",
+       "102                         NaN  ...                          NaN   \n",
+       "103                         NaN  ...                          NaN   \n",
+       "104                         NaN  ...                          NaN   \n",
+       "105                         NaN  ...                          NaN   \n",
        "\n",
        "     mat_landfill_elec_gCO2eq  mat_EoL_ReMFG_clean_elec_gCO2eq  \\\n",
-       "0                78742.562959                              0.0   \n",
-       "1                58531.943475                              0.0   \n",
-       "2                62501.025890                              0.0   \n",
-       "3                60916.159523                              0.0   \n",
-       "4                89211.420248                              0.0   \n",
+       "0                96682.055025                              0.0   \n",
+       "1               125147.047065                              0.0   \n",
+       "2               184899.033809                              0.0   \n",
+       "3               254852.479731                              0.0   \n",
+       "4               390187.037053                              0.0   \n",
        "..                        ...                              ...   \n",
-       "96                        NaN                              NaN   \n",
-       "97                        NaN                              NaN   \n",
-       "98                        NaN                              NaN   \n",
-       "99                        NaN                              NaN   \n",
-       "100                       NaN                              NaN   \n",
+       "101                       NaN                              NaN   \n",
+       "102                       NaN                              NaN   \n",
+       "103                       NaN                              NaN   \n",
+       "104                       NaN                              NaN   \n",
+       "105                       NaN                              NaN   \n",
        "\n",
        "     mat_Recycled_LQ_elec_gCO2eq  mat_Recycled_HQ_elec_gCO2eq  \\\n",
        "0                       0.000000                     0.000000   \n",
-       "1                      35.765495                     2.523613   \n",
-       "2                     753.680458                    53.179693   \n",
-       "3                    4346.130489                   306.662967   \n",
-       "4                   14524.068802                  1024.818295   \n",
+       "1                       0.083796                     0.005913   \n",
+       "2                       6.553329                     0.462403   \n",
+       "3                      85.406963                     6.026315   \n",
+       "4                     537.305885                    37.912303   \n",
        "..                           ...                          ...   \n",
-       "96                           NaN                          NaN   \n",
-       "97                           NaN                          NaN   \n",
-       "98                           NaN                          NaN   \n",
-       "99                           NaN                          NaN   \n",
-       "100                          NaN                          NaN   \n",
+       "101                          NaN                          NaN   \n",
+       "102                          NaN                          NaN   \n",
+       "103                          NaN                          NaN   \n",
+       "104                          NaN                          NaN   \n",
+       "105                          NaN                          NaN   \n",
        "\n",
        "     mat_vMFG_p_gCO2eq  mat_LQmfg_p_gCO2eq  mat_LQeol_p_gCO2eq  \\\n",
-       "0         2.021440e+09                 0.0                 0.0   \n",
-       "1         1.502066e+09                 0.0                 0.0   \n",
-       "2         1.593175e+09                 0.0                 0.0   \n",
-       "3         1.498533e+09                 0.0                 0.0   \n",
-       "4         2.072048e+09                 0.0                 0.0   \n",
+       "0         2.481974e+09                 0.0                 0.0   \n",
+       "1         3.212712e+09                 0.0                 0.0   \n",
+       "2         4.746538e+09                 0.0                 0.0   \n",
+       "3         6.541164e+09                 0.0                 0.0   \n",
+       "4         1.000862e+10                 0.0                 0.0   \n",
        "..                 ...                 ...                 ...   \n",
-       "96                 NaN                 NaN                 NaN   \n",
-       "97                 NaN                 NaN                 NaN   \n",
-       "98                 NaN                 NaN                 NaN   \n",
-       "99                 NaN                 NaN                 NaN   \n",
-       "100                NaN                 NaN                 NaN   \n",
+       "101                NaN                 NaN                 NaN   \n",
+       "102                NaN                 NaN                 NaN   \n",
+       "103                NaN                 NaN                 NaN   \n",
+       "104                NaN                 NaN                 NaN   \n",
+       "105                NaN                 NaN                 NaN   \n",
        "\n",
        "     mat_HQmfg_p_gCO2eq  mat_HQeol_p_gCO2eq  \n",
        "0                   0.0                 0.0  \n",
@@ -1029,16 +1674,16 @@
        "3                   0.0                 0.0  \n",
        "4                   0.0                 0.0  \n",
        "..                  ...                 ...  \n",
-       "96                  NaN                 NaN  \n",
-       "97                  NaN                 NaN  \n",
-       "98                  NaN                 NaN  \n",
-       "99                  NaN                 NaN  \n",
-       "100                 NaN                 NaN  \n",
+       "101                 NaN                 NaN  \n",
+       "102                 NaN                 NaN  \n",
+       "103                 NaN                 NaN  \n",
+       "104                 NaN                 NaN  \n",
+       "105                 NaN                 NaN  \n",
        "\n",
-       "[101 rows x 25 columns]"
+       "[106 rows x 25 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/baseline development documentation/Test Carbon Code.py b/docs/baseline development documentation/Test Carbon Code.py
index f28ff2f..54277a6 100644
--- a/docs/baseline development documentation/Test Carbon Code.py	
+++ b/docs/baseline development documentation/Test Carbon Code.py	
@@ -60,29 +60,59 @@
 
 #sim1.modifyScenario('test1', 'mod_EOL_collection_eff', 100.0, start_year=2022) #100% collection
 #sim1.scenario['test1'].modifyMaterials('glass', 'mat_MFG_scrap_Recycled', 100.0, start_year=2022)
-#sim1.trim_Years(startYear=2000, endYear=2100)
+sim1.trim_Years(startYear=2000, endYear=2100)
 #sim1.modifyScenario(scenarios=None,stage='new_Installed_Capacity_[MW]', value= global_projection['World_annual_[MWdc]'], start_year=2000)
 
 
 # In[6]:
 
 
-sim1.calculateFlows()
+sim1.scenario['PV_ICE'].dataIn_m.tail(3)
 
 
 # In[7]:
 
 
+sim1.scenario['PV_ICE'].dataIn_e.tail(3)
+
+
+# In[8]:
+
+
+sim1.scenario['PV_ICE'].material['aluminium_frames'].matdataIn_m.tail(3)
+
+
+# In[9]:
+
+
+sim1.scenario['PV_ICE'].material['aluminium_frames'].matdataIn_e.tail(3)
+
+
+# In[ ]:
+
+
+
+
+
+# In[10]:
+
+
+sim1.calculateFlows()
+
+
+# In[11]:
+
+
 sim1.calculateCarbonFlows()
 
 
-# In[13]:
+# In[12]:
 
 
 sim1.scenario['PV_ICE'].dataOut_c
 
 
-# In[12]:
+# In[13]:
 
 
 sim1.scenario['PV_ICE'].material['aluminium_frames'].matdataOut_c