Merge branch 'develop' into 2_MoreFlexibleResourcesInput

config/config.py

@@ -45,7 +45,7 @@ resource_groups = {
 
 resource_unit_map = {
     "Land": "Mha",
-    "Energy": "TWh",
+    "Energy": "MWh",
     "Biomass": "Mt",
     "Minerals": "Mt",
     "Chemicals": "Mt",

data/cost_sliders.json

@@ -2,8 +2,8 @@
   "Afforestation": {
     "Unspecified land (Mha/MtCO2)": {
       "min": 0.002,
-      "median": 0.094926862556845,
-      "max": 0.38461538
+      "median": 0.094927,
+      "max": 0.384615
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": 0.046,
@@ -14,23 +14,23 @@
   "Agroforestry": {
     "Arable land (Mha/MtCO2)": {
       "min": 0.0025,
-      "median": 0.06410128,
-      "max": 3.03030303
+      "median": 0.064101,
+      "max": 3.030303
     }
   },
   "BioCCS with anaerobic digestion/fermentation": {
     "Arable land (Mha/MtCO2)": {
-      "min": 0.022803284,
-      "median": 0.058844191,
-      "max": 0.454545455
+      "min": 0.022803,
+      "median": 0.058844,
+      "max": 0.454545
     },
     "Non-forest biomass (Mt/MtCO2)": {
       "min": 1.315,
-      "median": 1.5617433414042998,
+      "median": 1.561743,
       "max": 8.0
     },
     "Unspecified biomass (Mt/MtCO2)": {
-      "min": 0.99809364,
+      "min": 0.998094,
       "median": 1.14,
       "max": 2.0
     },
@@ -41,23 +41,23 @@
     }
   },
   "BioCCS with combustion": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.101,
-      "max": 0.5
+      "median": 101000.0,
+      "max": 500000.0
     },
     "Forest biomass (Mt/MtCO2)": {
-      "min": 0.55555555,
+      "min": 0.555556,
       "median": 0.59375,
       "max": 0.8547
     },
-    "Thermal energy unspecified grade (TWh/MtCO2)": {
+    "Thermal energy unspecified grade (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.9306111111111112,
-      "max": 4.0
+      "median": 930611.1,
+      "max": 4000000.0
     },
     "Unspecified biomass (Mt/MtCO2)": {
-      "min": 0.66666667,
+      "min": 0.666667,
       "median": 1.14,
       "max": 2.0
     },
@@ -68,29 +68,29 @@
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": 0.00063,
-      "median": 0.2016252165,
-      "max": 1.29634217
+      "median": 0.201625,
+      "max": 1.296342
     }
   },
   "Coastal revegetation (mangrove, seaweeds, etc.)": {
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0078,
-      "median": 0.12056618,
-      "max": 0.32828863
+      "median": 0.120566,
+      "max": 0.328289
     }
   },
   "Cropland management": {
     "Arable land (Mha/MtCO2)": {
-      "min": 0.08264463,
-      "median": 0.4206349227777499,
+      "min": 0.082645,
+      "median": 0.420635,
       "max": 9.0
     }
   },
   "Durable biobased products": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 2.0,
-      "median": 4.0,
-      "max": 4.0
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 2000000.0,
+      "median": 4000000.0,
+      "max": 4000000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 3.0,
@@ -99,7 +99,7 @@
     },
     "Unspecified biomass (Mt/MtCO2)": {
       "min": 0.0,
-      "median": 3.57142857,
+      "median": 3.571429,
       "max": 4.0
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -109,14 +109,14 @@
     }
   },
   "Electrochemical DACCS": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.252556,
-      "median": 0.784125,
-      "max": 6.2222222222
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 252556.0,
+      "median": 784125.0,
+      "max": 6222222.0
     },
     "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0002225771032,
-      "median": 0.000323748514,
+      "min": 0.000223,
+      "median": 0.000324,
       "max": 0.016
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -126,10 +126,10 @@
     }
   },
   "Electrochemical OAE": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.83,
-      "median": 2.15,
-      "max": 5.0
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 830000.0,
+      "median": 2150000.0,
+      "max": 5000000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.00071,
@@ -155,20 +155,20 @@
     }
   },
   "High-temp DACCS (solid-sorbent/liquid-solvent)": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.077,
-      "median": 0.46296111111111,
-      "max": 0.77
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 77000.0,
+      "median": 462961.1,
+      "max": 770000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 1.5e-10,
-      "median": 0.0002225771032,
-      "max": 0.0009914798235
+      "median": 0.000223,
+      "max": 0.000991
     },
-    "Thermal energy high grade (TWh/MtCO2)": {
-      "min": 1.125,
-      "median": 1.75,
-      "max": 3.8
+    "Thermal energy high grade (MWh/MtCO2)": {
+      "min": 1125000.0,
+      "median": 1750000.0,
+      "max": 3800000.0
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": 5e-09,
@@ -177,42 +177,42 @@
     }
   },
   "Low-temp DACCS (solid-sorbent/liquid-solvent)": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.13,
-      "median": 0.46296111111111,
-      "max": 4.6111111111
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 130000.0,
+      "median": 462961.1,
+      "max": 4611111.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 1e-11,
-      "median": 0.0002225771032,
-      "max": 0.0009914798235
+      "median": 0.000223,
+      "max": 0.000991
     },
-    "Thermal energy low grade (TWh/MtCO2)": {
-      "min": 0.6388888889,
-      "median": 1.5,
-      "max": 2.7222222222
+    "Thermal energy low grade (MWh/MtCO2)": {
+      "min": 638888.9,
+      "median": 1500000.0,
+      "max": 2722222.0
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": -0.002,
-      "median": 0.00100817439,
+      "median": 0.001008,
       "max": 0.015
     }
   },
   "Mineral OAE / Ocean liming": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.027,
-      "median": 0.6065,
-      "max": 4.0
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 27000.0,
+      "median": 606500.0,
+      "max": 4000000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0,
       "median": 0.000355,
       "max": 0.00131
     },
-    "Thermal energy unspecified grade (TWh/MtCO2)": {
-      "min": 0.16,
-      "median": 1.4589444444444444,
-      "max": 1.55
+    "Thermal energy unspecified grade (MWh/MtCO2)": {
+      "min": 160000.0,
+      "median": 1458944.0,
+      "max": 1550000.0
     },
     "Unspecified mineral (Mt/MtCO2)": {
       "min": 1.4,
@@ -220,26 +220,26 @@
       "max": 5.0
     },
     "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0003391655,
-      "median": 0.000678331,
-      "max": 0.000678331
+      "min": 0.000339,
+      "median": 0.000678,
+      "max": 0.000678
     }
   },
   "Mineral looping DACCS": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.0833333333333333,
-      "max": 4.0
+      "median": 83333.33,
+      "max": 4000000.0
     },
     "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0002225771032,
-      "median": 0.00063889,
+      "min": 0.000223,
+      "median": 0.000639,
       "max": 0.0033
     },
-    "Thermal energy unspecified grade (TWh/MtCO2)": {
-      "min": 1.0,
-      "median": 1.81944444445,
-      "max": 2.2222222222
+    "Thermal energy unspecified grade (MWh/MtCO2)": {
+      "min": 1000000.0,
+      "median": 1819444.0,
+      "max": 2222222.0
     },
     "Unspecified mineral (Mt/MtCO2)": {
       "min": 0.0,
@@ -249,29 +249,29 @@
     "Unspecified water (bcm/MtCO2)": {
       "min": 0.0,
       "median": 0.0002,
-      "max": 0.02671400689
+      "max": 0.026714
     }
   },
   "Mineralization ex-situ": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.75,
-      "max": 3.0
+      "median": 750000.0,
+      "max": 3000000.0
     },
     "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0002225771032,
-      "median": 0.00043604877962,
-      "max": 0.0009914798235
+      "min": 0.000223,
+      "median": 0.000436,
+      "max": 0.000991
     },
     "Olivine mineral (Mt/MtCO2)": {
       "min": 0.4,
       "median": 0.8,
       "max": 0.8
     },
-    "Thermal energy unspecified grade (TWh/MtCO2)": {
-      "min": 0.4,
-      "median": 0.45,
-      "max": 1.0
+    "Thermal energy unspecified grade (MWh/MtCO2)": {
+      "min": 400000.0,
+      "median": 450000.0,
+      "max": 1000000.0
     },
     "Unspecified mineral (Mt/MtCO2)": {
       "min": 0.04,
@@ -285,33 +285,33 @@
     }
   },
   "Moisture swing DACCS": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.316,
-      "median": 0.32466666665,
-      "max": 0.3333333333
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 316000.0,
+      "median": 324666.7,
+      "max": 333333.3
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 8e-06,
-      "median": 0.00027248,
-      "max": 0.0009914798235
+      "median": 0.000272,
+      "max": 0.000991
     },
     "Unspecified water (bcm/MtCO2)": {
-      "min": -0.000146,
+      "min": -0.00015,
       "median": 0.000427,
       "max": 0.001
     }
   },
   "Pasture management": {
     "Arable land (Mha/MtCO2)": {
-      "min": 0.07189434,
-      "median": 0.25242204,
-      "max": 2.28974424
+      "min": 0.071894,
+      "median": 0.252422,
+      "max": 2.289744
     }
   },
   "Reforestation": {
     "Unspecified land (Mha/MtCO2)": {
       "min": 0.002,
-      "median": 0.094926862556845,
+      "median": 0.094927,
       "max": 38.8
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -321,10 +321,10 @@
     }
   },
   "pH swing": {
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.66,
-      "median": 1.768,
-      "max": 4.67
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 660000.0,
+      "median": 1768000.0,
+      "max": 4670000.0
     },
     "Salt water (bcm/MtCO2)": {
       "min": 0.435,
@@ -332,16 +332,16 @@
       "max": 9.125
     },
     "Unspecified water (bcm/MtCO2)": {
-      "min": 0.217391304,
-      "median": 6.608695652,
+      "min": 0.217391,
+      "median": 6.608696,
       "max": 13.0
     }
   },
   "Bio-char - Forest biomass": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.00035,
-      "max": 0.5
+      "median": 350.0,
+      "max": 500000.0
     },
     "Forest biomass (Mt/MtCO2)": {
       "min": 0.33,
@@ -349,8 +349,8 @@
       "max": 0.82
     },
     "Unspecified land (Mha/MtCO2)": {
-      "min": 0.05640158,
-      "median": 0.16320079,
+      "min": 0.056402,
+      "median": 0.163201,
       "max": 0.27
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -360,10 +360,10 @@
     }
   },
   "Bio-char - Non-forest biomass": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.00035,
-      "max": 0.5
+      "median": 350.0,
+      "max": 500000.0
     },
     "Non-forest biomass (Mt/MtCO2)": {
       "min": 0.818,
@@ -371,8 +371,8 @@
       "max": 1.667
     },
     "Unspecified land (Mha/MtCO2)": {
-      "min": 0.05640158,
-      "median": 0.16320079,
+      "min": 0.056402,
+      "median": 0.163201,
       "max": 0.27
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -382,19 +382,19 @@
     }
   },
   "Bio-char - Unspecified biomass": {
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.00035,
-      "max": 0.5
+      "median": 350.0,
+      "max": 500000.0
     },
     "Unspecified biomass (Mt/MtCO2)": {
       "min": 0.5,
-      "median": 1.20922073,
+      "median": 1.209221,
       "max": 12.86
     },
     "Unspecified land (Mha/MtCO2)": {
-      "min": 0.05640158,
-      "median": 0.16320079,
+      "min": 0.056402,
+      "median": 0.163201,
       "max": 0.27
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -414,14 +414,14 @@
       "median": 4.3,
       "max": 19.0
     },
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.00925,
-      "median": 0.38875,
-      "max": 2.775
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0009,
-      "median": 0.00906504,
+      "median": 0.009065,
       "max": 40.0
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -436,18 +436,18 @@
       "median": 0.25,
       "max": 2.5
     },
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.00925,
-      "median": 0.38875,
-      "max": 2.775
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0009,
-      "median": 0.00906504,
+      "median": 0.009065,
       "max": 40.0
     },
     "Olivine mineral (Mt/MtCO2)": {
-      "min": 0.27027027,
+      "min": 0.27027,
       "median": 1.25,
       "max": 3.7
     },
@@ -463,14 +463,14 @@
       "median": 0.25,
       "max": 2.5
     },
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.00925,
-      "median": 0.38875,
-      "max": 2.775
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0009,
-      "median": 0.00906504,
+      "median": 0.009065,
       "max": 40.0
     },
     "Unspecified water (bcm/MtCO2)": {
@@ -480,7 +480,7 @@
     },
     "Wollastonite mineral (Mt/MtCO2)": {
       "min": 0.56,
-      "median": 1.5642857142856998,
+      "median": 1.564286,
       "max": 3.0
     }
   },
@@ -490,14 +490,14 @@
       "median": 0.25,
       "max": 2.5
     },
-    "Electrical energy (TWh/MtCO2)": {
-      "min": 0.00925,
-      "median": 0.38875,
-      "max": 2.775
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
     },
     "Non-arable land (Mha/MtCO2)": {
       "min": 0.0009,
-      "median": 0.00906504,
+      "median": 0.009065,
       "max": 40.0
     },
     "Unspecified mineral (Mt/MtCO2)": {
@@ -513,19 +513,19 @@
   },
   "BioCCS with combustion & growing biomass": {
     "Arable land (Mha/MtCO2)": {
-      "min": 0.022803284,
-      "median": 0.058399844,
+      "min": 0.022803,
+      "median": 0.0584,
       "max": 1.9451
     },
-    "Electrical energy (TWh/MtCO2)": {
+    "Electrical energy (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.101,
-      "max": 0.5
+      "median": 101000.0,
+      "max": 500000.0
     },
-    "Thermal energy unspecified grade (TWh/MtCO2)": {
+    "Thermal energy unspecified grade (MWh/MtCO2)": {
       "min": 0.0,
-      "median": 0.9306111111111112,
-      "max": 4.0
+      "median": 930611.1,
+      "max": 4000000.0
     },
     "Unspecified chemical (Mt/MtCO2)": {
       "min": 0.00013,
@@ -534,15 +534,15 @@
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": 0.00063,
-      "median": 0.2016252165,
-      "max": 1.29634217
+      "median": 0.201625,
+      "max": 1.296342
     }
   },
   "BioCCS with anaerobic digestion/fermentation & growing biomass": {
     "Arable land (Mha/MtCO2)": {
-      "min": 0.022803284,
-      "median": 0.058844191,
-      "max": 0.454545455
+      "min": 0.022803,
+      "median": 0.058844,
+      "max": 0.454545
     },
     "Unspecified water (bcm/MtCO2)": {
       "min": 0.368182,

data/inputs_aggregated.csv

@@ -1,76 +1,76 @@
-Implementation,Resource,Type,Unit,count,quantile_25,mean,median,quantile_75,std,min,max
-Afforestation,Unspecified land,Physical,Mha/MtCO2,36,0.024592505,0.1156522109750372,0.094926862556845,0.197075,0.1123677997644441,0.002,0.38461538
-Afforestation,Unspecified water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092
-Agroforestry,Arable land,Physical,Mha/MtCO2,12,0.03995278725,0.4507674440833333,0.06410128,0.2141,0.901140274110988,0.0025,3.03030303
-Bio-char,Electrical energy,Energy,TWh/MtCO2,6,8.75e-05,0.1667833333333333,0.00035,0.3750875,0.2581085675964025,0.0,0.5
-Bio-char,Forest biomass,Physical,Mt/MtCO2,6,0.34,0.4728333333333332,0.37,0.55525,0.2016238246504282,0.33,0.82
-Bio-char,Non-forest biomass,Physical,Mt/MtCO2,8,1.142,1.291,1.3395,1.4885000000000002,0.332019792869556,0.818,1.667
-Bio-char,Unspecified biomass,Physical,Mt/MtCO2,48,0.94339623,1.924254525942129,1.20922073,2.522177213052725,1.9378239910641315,0.5,12.86
-Bio-char,Unspecified land,Physical,Mha/MtCO2,4,0.05640158,0.16320079,0.16320079,0.27,0.1233211052854787,0.05640158,0.27
-Bio-char,Unspecified water,Physical,bcm/MtCO2,9,0.0,0.0006333333333333334,0.0001,0.0005,0.0013765899897936204,-0.0005,0.003
-BioCCS with anaerobic digestion/fermentation,Arable land,Physical,Mha/MtCO2,16,0.03793734775,0.100866767,0.058844191,0.1030339664999999,0.1137577264881768,0.022803284,0.454545455
-BioCCS with anaerobic digestion/fermentation,Non-forest biomass,Physical,Mt/MtCO2,6,1.4285714285714,2.689964230684533,1.5617433414042998,2.1282742681047,2.6242499596696813,1.315,8.0
-BioCCS with anaerobic digestion/fermentation,Unspecified biomass,Physical,Mt/MtCO2,6,1.03357023,1.3793645466666666,1.14,1.785,0.4849128814150571,0.99809364,2.0
-BioCCS with anaerobic digestion/fermentation,Unspecified water,Physical,bcm/MtCO2,14,0.3954545,0.5698051428571428,0.565909,0.6545455,0.183277283077123,0.368182,0.913636
-BioCCS with combustion,Arable land,Physical,Mha/MtCO2,32,0.038,0.20054008704125,0.058399844,0.09459459,0.4656596577374178,0.022803284,1.9451
-BioCCS with combustion,Electrical energy,Energy,TWh/MtCO2,18,0.0277777777777777,0.1309753086419752,0.101,0.1111111111111111,0.162410257015863,0.0,0.5
-BioCCS with combustion,Forest biomass,Physical,Mt/MtCO2,8,0.5607638875000001,0.67548055375,0.59375,0.8386749975,0.1444191465369566,0.55555555,0.8547
-BioCCS with combustion,Thermal energy unspecified grade,Energy,TWh/MtCO2,22,0.3472222222222222,1.0062424242424242,0.9306111111111112,1.025,1.0524401441735465,0.0,4.0
-BioCCS with combustion,Unspecified biomass,Physical,Mt/MtCO2,8,0.9166666675,1.2641666675,1.14,1.625,0.5282247887342408,0.66666667,2.0
-BioCCS with combustion,Unspecified chemical,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794157908491,0.00013,20.2
-BioCCS with combustion,Unspecified water,Physical,bcm/MtCO2,32,0.006475,0.31293745634375003,0.2016252165,0.5420455,0.34315480918602004,0.00063,1.29634217
-"Coastal revegetation (mangrove, seaweeds, etc.)",Non-arable land,Physical,Mha/MtCO2,11,0.04329502,0.1320179618181818,0.12056618,0.19744896,0.1170638856345574,0.0078,0.32828863
-Cropland management,Arable land,Physical,Mha/MtCO2,14,0.27061989,1.2779463596825358,0.4206349227777499,1.05233487,2.3297794467976978,0.08264463,9.0
-Durable biobased products,Electrical energy,Energy,TWh/MtCO2,2,4.0,4.0,4.0,4.0,0.0,4.0,4.0
-Durable biobased products,Non-arable land,Physical,Mha/MtCO2,2,6.0,6.0,6.0,6.0,0.0,6.0,6.0
-Durable biobased products,Unspecified biomass,Physical,Mt/MtCO2,6,1.2678571425,2.6071428566666666,3.57142857,3.8928571425,1.8426633339173129,0.0,4.0
-Durable biobased products,Unspecified water,Physical,bcm/MtCO2,2,0.0002,0.0003,0.0003,0.0004,0.000282842712474619,0.0001,0.0005
-Electrochemical DACCS,Electrical energy,Energy,TWh/MtCO2,10,0.33333333335,2.0320806,0.784125,2.75,2.378832503076304,0.252556,6.2222222222
-Electrochemical DACCS,Non-arable land,Physical,Mha/MtCO2,14,0.00027248,0.0026615877837057,0.000323748514,0.000880697128935,0.0056568299980059,0.0002225771032,0.016
-Electrochemical DACCS,Unspecified water,Physical,bcm/MtCO2,6,0.002,0.011,0.005,0.0215,0.012521980673998822,0.001,0.027
-Electrochemical OAE,Electrical energy,Energy,TWh/MtCO2,8,1.6,2.24125,2.15,2.5,1.2835935883292655,0.83,5.0
-Electrochemical OAE,Non-arable land,Physical,Mha/MtCO2,2,0.00086,0.00101,0.00101,0.00116,0.0004242640687119,0.00071,0.00131
-Electrochemical OAE,Shoreline,Physical,km/MtCO2,2,0.012,0.012,0.012,0.012,0.0,0.012,0.012
-Electrochemical OAE,Unspecified mineral,Physical,Mt/MtCO2,4,2.4,2.95,2.95,3.5,0.6350852961085884,2.4,3.5
-Enhanced weathering,Arable land,Physical,Mha/MtCO2,28,0.12875,0.548973515,0.25,0.5,0.7099161244217219,1e-06,2.5
-Enhanced weathering,Basalt mineral,Physical,Mt/MtCO2,25,3.33,5.773041804595108,4.3,5.3,4.967901225163679,1.0,19.0
-Enhanced weathering,Electrical energy,Energy,TWh/MtCO2,8,0.09285,0.59343125,0.38875,0.5,0.9045657102947644,0.00925,2.775
-Enhanced weathering,Non-arable land,Physical,Mha/MtCO2,12,0.004428795,11.432468628333334,0.00906504,28.5714286,17.226399848110834,0.0009,40.0
-Enhanced weathering,Olivine mineral,Physical,Mt/MtCO2,26,0.9090909,1.4295112634615386,1.25,1.58,0.9412466256217809,0.27027027,3.7
-Enhanced weathering,Unspecified mineral,Physical,Mt/MtCO2,19,1.31578947,6.356736418947368,2.5,8.625,7.726415037245945,0.5,25.0
-Enhanced weathering,Unspecified water,Physical,bcm/MtCO2,5,0.0005,0.010466399999999999,0.000866,0.000866,0.02210221859452123,0.0001,0.05
-Enhanced weathering,Wollastonite mineral,Physical,Mt/MtCO2,8,1.32142857142855,1.62964285714285,1.5642857142856998,1.83,0.7423655162834324,0.56,3.0
-Forest management,Unspecified land,Physical,Mha/MtCO2,2,0.438675,0.76865,0.76865,1.0986250000000002,0.9333102404881242,0.1087,1.4286
-High-temp DACCS (solid-sorbent/liquid-solvent),Electrical energy,Energy,TWh/MtCO2,32,0.3611111111,0.4237878472201387,0.46296111111111,0.5,0.1631783450145829,0.077,0.77
-High-temp DACCS (solid-sorbent/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,2.2000000000000002e-08,0.0002292964161686,0.0002225771032,0.000298114257,0.0002987803322061,1.5e-10,0.0009914798235
-High-temp DACCS (solid-sorbent/liquid-solvent),Thermal energy high grade,Energy,TWh/MtCO2,38,1.4722222222,1.954835008771642,1.75,2.3148148055556,0.6439376166933265,1.125,3.8
-High-temp DACCS (solid-sorbent/liquid-solvent),Unspecified water,Physical,bcm/MtCO2,16,0.0025020435975000002,0.01022102242375,0.0047,0.00818,0.015886886921845426,5e-09,0.05
-Low-temp DACCS (solid-sorbent/liquid-solvent),Electrical energy,Energy,TWh/MtCO2,44,0.218,0.8953202020237373,0.46296111111111,0.69,1.2556951906425198,0.13,4.6111111111
-Low-temp DACCS (solid-sorbent/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,6.25e-08,0.0002382447396469,0.0002225771032,0.000298114257,0.0002944782932015,1e-11,0.0009914798235
-Low-temp DACCS (solid-sorbent/liquid-solvent),Thermal energy low grade,Energy,TWh/MtCO2,30,1.4325,1.6782145666607466,1.5,2.062499999975,0.5167942816781624,0.6388888889,2.7222222222
-Low-temp DACCS (solid-sorbent/liquid-solvent),Unspecified water,Physical,bcm/MtCO2,14,7.5e-10,0.0031868824842857142,0.00100817439,0.004925,0.005237922016339205,-0.002,0.015
-Mineral OAE / Ocean liming,Electrical energy,Energy,TWh/MtCO2,12,0.323625,1.1535833333333334,0.6065,1.755,1.2860244737055733,0.027,4.0
-Mineral OAE / Ocean liming,Non-arable land,Physical,Mha/MtCO2,4,0.0,0.000505,0.000355,0.00086,0.0006324818837985,0.0,0.00131
-Mineral OAE / Ocean liming,Thermal energy unspecified grade,Energy,TWh/MtCO2,6,1.3888888888888888,1.2576296296296297,1.4589444444444444,1.529,0.5425887907843043,0.16,1.55
-Mineral OAE / Ocean liming,Unspecified mineral,Physical,Mt/MtCO2,8,1.62,2.489,1.743,2.5895,1.5545979728350534,1.4,5.0
-Mineral OAE / Ocean liming,Unspecified water,Physical,bcm/MtCO2,2,0.000678331,0.000678331,0.000678331,0.000678331,0.0,0.000678331,0.000678331
-Mineral looping DACCS,Electrical energy,Energy,TWh/MtCO2,8,0.0833333333,1.1041666666583332,0.0833333333333333,1.375,1.793811009144325,0.0,4.0
-Mineral looping DACCS,Non-arable land,Physical,Mha/MtCO2,12,0.0005870872613099,0.001064587040495,0.00063889,0.0008728674558749,0.0010640920465922,0.0002225771032,0.0033
-Mineral looping DACCS,Thermal energy unspecified grade,Energy,TWh/MtCO2,4,1.479166666675,1.715277777775,1.81944444445,2.05555555555,0.5340152854505239,1.0,2.2222222222
-Mineral looping DACCS,Unspecified mineral,Physical,Mt/MtCO2,4,0.15,0.225,0.2,0.275,0.206155281280883,0.0,0.5
-Mineral looping DACCS,Unspecified water,Physical,bcm/MtCO2,6,0.000125,0.006761835055,0.0002,0.01006775258,0.011115783599449734,0.0,0.02671400689
-Mineralization ex-situ,Electrical energy,Energy,TWh/MtCO2,8,0.5,1.0625,0.75,1.25,0.9797047660246574,0.0,3.0
-Mineralization ex-situ,Non-arable land,Physical,Mha/MtCO2,4,0.0002984556613,0.000521538621485,0.00043604877962,0.0006591317398049,0.0003415954957779,0.0002225771032,0.0009914798235
-Mineralization ex-situ,Olivine mineral,Physical,Mt/MtCO2,2,0.8,0.8,0.8,0.8,0.0,0.8,0.8
-Mineralization ex-situ,Thermal energy unspecified grade,Energy,TWh/MtCO2,4,0.4,0.575,0.45,0.625,0.2872281323269014,0.4,1.0
-Mineralization ex-situ,Unspecified mineral,Physical,Mt/MtCO2,22,0.4375,3.935,3.0,7.0,3.6477217286306,0.04,10.0
-Mineralization ex-situ,Unspecified water,Physical,bcm/MtCO2,14,0.0002,0.050004285714285716,0.00545,0.0145,0.10690799154947613,0.0,0.3
-Moisture swing DACCS,Electrical energy,Energy,TWh/MtCO2,4,0.316,0.32466666665,0.32466666665,0.3333333333,0.0100074046467084,0.316,0.3333333333
-Moisture swing DACCS,Non-arable land,Physical,Mha/MtCO2,8,0.0001689328274,0.0003308893107425,0.00027248,0.00037989864681,0.0003186555229397,8e-06,0.0009914798235
-Moisture swing DACCS,Unspecified water,Physical,bcm/MtCO2,4,-0.000146,0.000427,0.000427,0.001,0.0006616434084913112,-0.000146,0.001
-Pasture management,Arable land,Physical,Mha/MtCO2,24,0.1022528475,0.4423677031702624,0.25242204,0.522974429158825,0.522145451866414,0.07189434,2.28974424
-Reforestation,Unspecified land,Physical,Mha/MtCO2,34,0.044458695,1.5641017441794511,0.094926862556845,0.1887,6.825803296418775,0.002,38.8
-Reforestation,Unspecified water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092
-pH swing,Electrical energy,Energy,TWh/MtCO2,28,0.98,2.2051124785714284,1.768,3.3025,1.3819088428118145,0.66,4.67
-pH swing,Salt water,Physical,bcm/MtCO2,4,0.435,4.78,4.78,9.125,5.017173839257849,0.435,9.125
-pH swing,Unspecified water,Physical,bcm/MtCO2,4,0.217391304,6.608695652,6.608695652,13.0,7.380042571581251,0.217391304,13.0
+Implementation,Resource,Type,Unit,count,quantile_25,mean,median,quantile_75,std,min,max
+Afforestation,Unspecified land,Physical,Mha/MtCO2,36,0.024593,0.115652,0.094927,0.197075,0.112368,0.002,0.384615
+Afforestation,Unspecified water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0,0.092,0.092
+Agroforestry,Arable land,Physical,Mha/MtCO2,12,0.039953,0.450767,0.064101,0.2141,0.90114,0.0025,3.030303
+Bio-char,Electrical energy,Energy,MWh/MtCO2,6,8.75E+01,1.67E+05,3.50E+02,3.75E+05,2.58E+05,0.00E+00,5.00E+05
+Bio-char,Forest biomass,Physical,Mt/MtCO2,6,0.34,0.472833,0.37,0.55525,0.201624,0.33,0.82
+Bio-char,Non-forest biomass,Physical,Mt/MtCO2,8,1.142,1.291,1.3395,1.4885,0.33202,0.818,1.667
+Bio-char,Unspecified biomass,Physical,Mt/MtCO2,48,0.943396,1.924255,1.209221,2.522177,1.937824,0.5,12.86
+Bio-char,Unspecified land,Physical,Mha/MtCO2,4,0.056402,0.163201,0.163201,0.27,0.123321,0.056402,0.27
+Bio-char,Unspecified water,Physical,bcm/MtCO2,9,0,0.000633,0.0001,0.0005,0.001377,-0.0005,0.003
+BioCCS with anaerobic digestion/fermentation,Arable land,Physical,Mha/MtCO2,16,0.037937,0.100867,0.058844,0.103034,0.113758,0.022803,0.454545
+BioCCS with anaerobic digestion/fermentation,Non-forest biomass,Physical,Mt/MtCO2,6,1.428571,2.689964,1.561743,2.128274,2.62425,1.315,8
+BioCCS with anaerobic digestion/fermentation,Unspecified biomass,Physical,Mt/MtCO2,6,1.03357,1.379365,1.14,1.785,0.484913,0.998094,2
+BioCCS with anaerobic digestion/fermentation,Unspecified water,Physical,bcm/MtCO2,14,0.395455,0.569805,0.565909,0.654546,0.183277,0.368182,0.913636
+BioCCS with combustion,Arable land,Physical,Mha/MtCO2,32,0.038,0.20054,0.0584,0.094595,0.46566,0.022803,1.9451
+BioCCS with combustion,Electrical energy,Energy,MWh/MtCO2,18,27777.78,130975.3,101000,111111.1,162410.3,0,500000
+BioCCS with combustion,Forest biomass,Physical,Mt/MtCO2,8,0.560764,0.675481,0.59375,0.838675,0.144419,0.555556,0.8547
+BioCCS with combustion,Thermal energy unspecified grade,Energy,MWh/MtCO2,22,347222.2,1006242,930611.1,1025000,1052440,0,4000000
+BioCCS with combustion,Unspecified biomass,Physical,Mt/MtCO2,8,0.916667,1.264167,1.14,1.625,0.528225,0.666667,2
+BioCCS with combustion,Unspecified chemical,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794,0.00013,20.2
+BioCCS with combustion,Unspecified water,Physical,bcm/MtCO2,32,0.006475,0.312937,0.201625,0.542046,0.343155,0.00063,1.296342
+"Coastal revegetation (mangrove, seaweeds, etc.)",Non-arable land,Physical,Mha/MtCO2,11,0.043295,0.132018,0.120566,0.197449,0.117064,0.0078,0.328289
+Cropland management,Arable land,Physical,Mha/MtCO2,14,0.27062,1.277946,0.420635,1.052335,2.329779,0.082645,9
+Durable biobased products,Electrical energy,Energy,MWh/MtCO2,2,4000000,4000000,4000000,4000000,0,4000000,4000000
+Durable biobased products,Non-arable land,Physical,Mha/MtCO2,2,6,6,6,6,0,6,6
+Durable biobased products,Unspecified biomass,Physical,Mt/MtCO2,6,1.267857,2.607143,3.571429,3.892857,1.842663,0,4
+Durable biobased products,Unspecified water,Physical,bcm/MtCO2,2,0.0002,0.0003,0.0003,0.0004,0.000283,0.0001,0.0005
+Electrochemical DACCS,Electrical energy,Energy,MWh/MtCO2,10,333333.3,2032081,784125,2750000,2378833,252556,6222222
+Electrochemical DACCS,Non-arable land,Physical,Mha/MtCO2,14,0.000272,0.002662,0.000324,0.000881,0.005657,0.000223,0.016
+Electrochemical DACCS,Unspecified water,Physical,bcm/MtCO2,6,0.002,0.011,0.005,0.0215,0.012522,0.001,0.027
+Electrochemical OAE,Electrical energy,Energy,MWh/MtCO2,8,1600000,2241250,2150000,2500000,1283594,830000,5000000
+Electrochemical OAE,Non-arable land,Physical,Mha/MtCO2,2,0.00086,0.00101,0.00101,0.00116,0.000424,0.00071,0.00131
+Electrochemical OAE,Shoreline,Physical,km/MtCO2,2,1.20E-02,1.20E-02,1.20E-02,1.20E-02,0.00E+00,1.20E-02,1.20E-02
+Electrochemical OAE,Unspecified mineral,Physical,Mt/MtCO2,4,2.4,2.95,2.95,3.5,0.635085,2.4,3.5
+Enhanced weathering,Arable land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1.00E-06,2.5
+Enhanced weathering,Basalt mineral,Physical,Mt/MtCO2,25,3.33,5.773042,4.3,5.3,4.967901,1,19
+Enhanced weathering,Electrical energy,Energy,MWh/MtCO2,8,92850,593431.3,388750,500000,904565.7,9250,2775000
+Enhanced weathering,Non-arable land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40
+Enhanced weathering,Olivine mineral,Physical,Mt/MtCO2,26,0.909091,1.429511,1.25,1.58,0.941247,0.27027,3.7
+Enhanced weathering,Unspecified mineral,Physical,Mt/MtCO2,19,1.315789,6.356736,2.5,8.625,7.726415,0.5,25
+Enhanced weathering,Unspecified water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05
+Enhanced weathering,Wollastonite mineral,Physical,Mt/MtCO2,8,1.321429,1.629643,1.564286,1.83,0.742366,0.56,3
+Forest management,Unspecified land,Physical,Mha/MtCO2,2,0.438675,0.76865,0.76865,1.098625,0.93331,0.1087,1.4286
+High-temp DACCS (solid-sorbent/liquid-solvent),Electrical energy,Energy,MWh/MtCO2,32,361111.1,423787.8,462961.1,500000,163178.3,77000,770000
+High-temp DACCS (solid-sorbent/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,2.20E-08,0.000229,0.000223,0.000298,0.000299,1.50E-10,0.000991
+High-temp DACCS (solid-sorbent/liquid-solvent),Thermal energy high grade,Energy,MWh/MtCO2,38,1472222,1954835,1750000,2314815,643937.6,1125000,3800000
+High-temp DACCS (solid-sorbent/liquid-solvent),Unspecified water,Physical,bcm/MtCO2,16,0.002502,0.010221,0.0047,0.00818,0.015887,5E-09,0.05
+Low-temp DACCS (solid-sorbent/liquid-solvent),Electrical energy,Energy,MWh/MtCO2,44,218000,895320.2,462961.1,690000,1255695,130000,4611111
+Low-temp DACCS (solid-sorbent/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,6.25E-08,0.000238,0.000223,0.000298,0.000294,1.00E-11,0.000991
+Low-temp DACCS (solid-sorbent/liquid-solvent),Thermal energy low grade,Energy,MWh/MtCO2,30,1432500,1678215,1500000,2062500,516794.3,638888.9,2722222
+Low-temp DACCS (solid-sorbent/liquid-solvent),Unspecified water,Physical,bcm/MtCO2,14,7.5E-10,0.003187,0.001008,0.004925,0.005238,-0.002,0.015
+Mineral OAE / Ocean liming,Electrical energy,Energy,MWh/MtCO2,12,323625,1153583,606500,1755000,1286024,27000,4000000
+Mineral OAE / Ocean liming,Non-arable land,Physical,Mha/MtCO2,4,0,0.000505,0.000355,0.00086,0.000632,0,0.00131
+Mineral OAE / Ocean liming,Thermal energy unspecified grade,Energy,MWh/MtCO2,6,1388889,1257630,1458944,1529000,542588.8,160000,1550000
+Mineral OAE / Ocean liming,Unspecified mineral,Physical,Mt/MtCO2,8,1.62,2.489,1.743,2.5895,1.554598,1.4,5
+Mineral OAE / Ocean liming,Unspecified water,Physical,bcm/MtCO2,2,0.000678,0.000678,0.000678,0.000678,0,0.000678,0.000678
+Mineral looping DACCS,Electrical energy,Energy,MWh/MtCO2,8,83333.33,1104167,83333.33,1375000,1793811,0,4000000
+Mineral looping DACCS,Non-arable land,Physical,Mha/MtCO2,12,0.000587,0.001065,0.000639,0.000873,0.001064,0.000223,0.0033
+Mineral looping DACCS,Thermal energy unspecified grade,Energy,MWh/MtCO2,4,1479167,1715278,1819444,2055556,534015.3,1000000,2222222
+Mineral looping DACCS,Unspecified mineral,Physical,Mt/MtCO2,4,0.15,0.225,0.2,0.275,0.206155,0,0.5
+Mineral looping DACCS,Unspecified water,Physical,bcm/MtCO2,6,0.000125,0.006762,0.0002,0.010068,0.011116,0,0.026714
+Mineralization ex-situ,Electrical energy,Energy,MWh/MtCO2,8,500000,1062500,750000,1250000,979704.8,0,3000000
+Mineralization ex-situ,Non-arable land,Physical,Mha/MtCO2,4,0.000298,0.000522,0.000436,0.000659,0.000342,0.000223,0.000991
+Mineralization ex-situ,Olivine mineral,Physical,Mt/MtCO2,2,0.8,0.8,0.8,0.8,0,0.8,0.8
+Mineralization ex-situ,Thermal energy unspecified grade,Energy,MWh/MtCO2,4,400000,575000,450000,625000,287228.1,400000,1000000
+Mineralization ex-situ,Unspecified mineral,Physical,Mt/MtCO2,22,0.4375,3.935,3,7,3.647722,0.04,10
+Mineralization ex-situ,Unspecified water,Physical,bcm/MtCO2,14,0.0002,0.050004,0.00545,0.0145,0.106908,0,0.3
+Moisture swing DACCS,Electrical energy,Energy,MWh/MtCO2,4,316000,324666.7,324666.7,333333.3,10007.4,316000,333333.3
+Moisture swing DACCS,Non-arable land,Physical,Mha/MtCO2,8,0.000169,0.000331,0.000272,0.00038,0.000319,8.00E-06,0.000991
+Moisture swing DACCS,Unspecified water,Physical,bcm/MtCO2,4,-0.00015,0.000427,0.000427,0.001,0.000662,-0.00015,0.001
+Pasture management,Arable land,Physical,Mha/MtCO2,24,0.102253,0.442368,0.252422,0.522974,0.522145,0.071894,2.289744
+Reforestation,Unspecified land,Physical,Mha/MtCO2,34,0.044459,1.564102,0.094927,0.1887,6.825803,0.002,38.8
+Reforestation,Unspecified water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0,0.092,0.092
+pH swing,Electrical energy,Energy,MWh/MtCO2,28,980000,2205112,1768000,3302500,1381909,660000,4670000
+pH swing,Salt water,Physical,bcm/MtCO2,4,0.435,4.78,4.78,9.125,5.017174,0.435,9.125
+pH swing,Unspecified water,Physical,bcm/MtCO2,4,0.217391,6.608696,6.608696,13,7.380043,0.217391,13

data/inputs_aggregated_old.csv

@@ -1,76 +0,0 @@
-Implementation,Resource,Type,Unit,count,quantile_25,mean,median,quantile_75,std,min,max
-Afforestation,Unspecified land,Physical,Mha/MtCO2,36,0.024592505,0.11565221097503724,0.094926862556845,0.197075,0.11236779976444418,0.002,0.38461538
-Afforestation,Unspecified water,Physical,Liters/tCO2,2,92000.0,92000.0,92000.0,92000.0,0.0,92000.0,92000.0
-Agroforestry,Arable land,Physical,Mha/MtCO2,12,0.03995278725,0.4507674440833333,0.06410128000000001,0.2141,0.901140274110988,0.0025,3.03030303
-Bio-char,Electrical energy,Energy,TWh/MtCO2,6,8.75e-05,0.1667833333333333,0.00035,0.3750875,0.2581085675964025,0.0,0.5
-Bio-char,Forest biomass,Physical,Mt/MtCO2,6,0.34,0.47283333333333327,0.37,0.55525,0.20162382465042825,0.33,0.82
-Bio-char,Non-forest biomass,Physical,Mt/MtCO2,8,1.142,1.291,1.3395000000000001,1.4885000000000002,0.332019792869556,0.818,1.667
-Bio-char,Unspecified biomass,Physical,Mt/MtCO2,48,0.94339623,1.924254525942129,1.20922073,2.522177213052725,1.9378239910641315,0.5,12.86
-Bio-char,Unspecified land,Physical,Mha/MtCO2,4,0.05640158,0.16320079,0.16320079,0.27,0.12332110528547877,0.05640158,0.27
-Bio-char,Unspecified water,Physical,Liters/tCO2,9,0.0,633.3333333333334,100.0,500.0,1376.5899897936204,-500.0,3000.0
-BioCCS with anaerobic digestion/fermentation,Arable land,Physical,Mha/MtCO2,16,0.03793734775,0.100866767,0.058844191000000004,0.10303396649999999,0.11375772648817686,0.022803284,0.454545455
-BioCCS with anaerobic digestion/fermentation,Non-forest biomass,Physical,Mt/MtCO2,6,1.4285714285714,2.689964230684533,1.5617433414042998,2.1282742681047,2.6242499596696813,1.315,8.0
-BioCCS with anaerobic digestion/fermentation,Unspecified biomass,Physical,Mt/MtCO2,6,1.03357023,1.3793645466666666,1.14,1.785,0.4849128814150571,0.99809364,2.0
-BioCCS with anaerobic digestion/fermentation,Unspecified water,Physical,Liters/tCO2,14,395454.5,569805.1428571428,565909.0,654545.5,183277.283077123,368182.0,913636.0
-BioCCS with combustion,Arable land,Physical,Mha/MtCO2,32,0.038,0.20054008704125,0.058399844,0.09459459,0.4656596577374178,0.022803284,1.9451
-BioCCS with combustion,Electrical energy,Energy,TWh/MtCO2,18,0.0277777777777777,0.13097530864197526,0.101,0.1111111111111111,0.16241025701586306,0.0,0.5
-BioCCS with combustion,Forest biomass,Physical,Mt/MtCO2,8,0.5607638875000001,0.67548055375,0.59375,0.8386749975,0.14441914653695664,0.55555555,0.8547
-BioCCS with combustion,Thermal energy unspecified grade,Energy,TWh/MtCO2,22,0.3472222222222222,1.0062424242424242,0.9306111111111111,1.025,1.0524401441735463,0.0,4.0
-BioCCS with combustion,Unspecified biomass,Physical,Mt/MtCO2,8,0.9166666675,1.2641666675,1.14,1.625,0.5282247887342408,0.66666667,2.0
-BioCCS with combustion,Unspecified chemical,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794157908491,0.00013,20.2
-BioCCS with combustion,Unspecified water,Physical,Liters/tCO2,32,6475.0,312937.45634375,201625.2165,542045.5,343154.80918602005,630.0,1296342.17
-"Coastal revegetation (mangrove, seaweeds…)",Non-arable land,Physical,Mha/MtCO2,11,0.043295020000000004,0.13201796181818182,0.12056618,0.19744896,0.11706388563455744,0.0078,0.32828863
-Cropland management,Arable land,Physical,Mha/MtCO2,14,0.27061989000000003,1.2779463596825358,0.42063492277774994,1.05233487,2.3297794467976978,0.08264463,9.0
-Durable biobased products,Electrical energy,Energy,TWh/MtCO2,2,4.0,4.0,4.0,4.0,0.0,4.0,4.0
-Durable biobased products,Non-arable land,Physical,Mha/MtCO2,2,6.0,6.0,6.0,6.0,0.0,6.0,6.0
-Durable biobased products,Unspecified biomass,Physical,Mt/MtCO2,6,1.2678571425,2.6071428566666666,3.57142857,3.8928571425,1.8426633339173129,0.0,4.0
-Durable biobased products,Unspecified water,Physical,Liters/tCO2,2,200.0,300.0,300.0,400.0,282.842712474619,100.0,500.0
-Electrochemical DACCS,Electrical energy,Energy,TWh/MtCO2,10,0.33333333335000004,2.0320806,0.784125,2.75,2.3788325030763033,0.252556,6.2222222222
-Electrochemical DACCS,Non-arable land,Physical,Mha/MtCO2,14,0.00027248,0.0026615877837057145,0.000323748514,0.000880697128935,0.005656829998005935,0.0002225771032,0.016
-Electrochemical DACCS,Unspecified water,Physical,Liters/tCO2,6,2000.0,11000.0,5000.0,21500.0,12521.980673998822,1000.0,27000.0
-Electrochemical OAE,Electrical energy,Energy,TWh/MtCO2,8,1.6,2.24125,2.15,2.5,1.2835935883292655,0.83,5.0
-Electrochemical OAE,Non-arable land,Physical,Mha/MtCO2,2,0.00086,0.00101,0.00101,0.00116,0.00042426406871192844,0.00071,0.00131
-Electrochemical OAE,Shoreline,Physical,km/MtCO2,2,0.012,0.012,0.012,0.012,0.0,0.012,0.012
-Electrochemical OAE,Unspecified mineral,Physical,Mt/MtCO2,4,2.4,2.95,2.95,3.5,0.6350852961085884,2.4,3.5
-Enhanced weathering,Arable land,Physical,Mha/MtCO2,28,0.12875,0.548973515,0.25,0.5,0.7099161244217219,1e-06,2.5
-Enhanced weathering,Basalt mineral,Physical,Mt/MtCO2,25,3.33,5.773041804595108,4.3,5.3,4.967901225163679,1.0,19.0
-Enhanced weathering,Electrical energy,Energy,TWh/MtCO2,8,0.09285,0.59343125,0.38875000000000004,0.5,0.9045657102947644,0.00925,2.775
-Enhanced weathering,Non-arable land,Physical,Mha/MtCO2,12,0.004428795,11.432468628333334,0.00906504,28.5714286,17.226399848110834,0.0009,40.0
-Enhanced weathering,Olivine mineral,Physical,Mt/MtCO2,26,0.9090909,1.4295112634615386,1.25,1.58,0.9412466256217807,0.27027027,3.7
-Enhanced weathering,Unspecified mineral,Physical,Mt/MtCO2,19,1.31578947,6.356736418947368,2.5,8.625,7.726415037245945,0.5,25.0
-Enhanced weathering,Unspecified water,Physical,Liters/tCO2,5,500.0,10466.4,866.0,866.0,22102.21859452123,100.0,50000.0
-Enhanced weathering,Wollastonite mineral,Physical,Mt/MtCO2,8,1.3214285714285499,1.62964285714285,1.5642857142856998,1.83,0.7423655162834324,0.56,3.0
-Forest management,Unspecified land,Physical,Mha/MtCO2,2,0.43867500000000004,0.76865,0.76865,1.0986250000000002,0.9333102404881242,0.1087,1.4286
-High-temp DACCS (solid-sorbenMt/liquid-solvent),Electrical energy,Energy,TWh/MtCO2,32,0.3611111111,0.42378784722013874,0.46296111111111,0.5,0.16317834501458298,0.077,0.77
-High-temp DACCS (solid-sorbenMt/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,2.2000000000000002e-08,0.00022929641616869565,0.0002225771032,0.000298114257,0.0002987803322061786,1.5e-10,0.0009914798235
-High-temp DACCS (solid-sorbenMt/liquid-solvent),Thermal energy high grade,Energy,TWh/MtCO2,38,1.4722222222,1.954835008771642,1.75,2.3148148055556,0.6439376166933265,1.125,3.8
-High-temp DACCS (solid-sorbenMt/liquid-solvent),Unspecified water,Physical,Liters/tCO2,16,2502.0435975,10221.02242375,4700.0,8180.0,15886.886921845426,0.005,50000.0
-Low-temp DACCS (solid-sorbenMt/liquid-solvent),Electrical energy,Energy,TWh/MtCO2,44,0.218,0.8953202020237373,0.46296111111111,0.69,1.2556951906425198,0.13,4.6111111111
-Low-temp DACCS (solid-sorbenMt/liquid-solvent),Non-arable land,Physical,Mha/MtCO2,23,6.25e-08,0.00023824473964695653,0.0002225771032,0.000298114257,0.00029447829320152126,1e-11,0.0009914798235
-Low-temp DACCS (solid-sorbenMt/liquid-solvent),Thermal energy low grade,Energy,TWh/MtCO2,30,1.4324999999999999,1.6782145666607466,1.5,2.062499999975,0.5167942816781624,0.6388888889,2.7222222222
-Low-temp DACCS (solid-sorbenMt/liquid-solvent),Unspecified water,Physical,Liters/tCO2,14,0.00075,3186.8824842857143,1008.17439,4925.0,5237.922016339205,-2000.0,15000.0
-Mineral OAE / Ocean liming,Electrical energy,Energy,TWh/MtCO2,12,0.323625,1.1535833333333334,0.6065,1.755,1.2860244737055733,0.027,4.0
-Mineral OAE / Ocean liming,Non-arable land,Physical,Mha/MtCO2,4,0.0,0.000505,0.000355,0.00086,0.0006324818837985268,0.0,0.00131
-Mineral OAE / Ocean liming,Thermal energy unspecified grade,Energy,TWh/MtCO2,6,1.3888888888888888,1.2576296296296297,1.4589444444444444,1.529,0.5425887907843043,0.16,1.55
-Mineral OAE / Ocean liming,Unspecified mineral,Physical,Mt/MtCO2,8,1.62,2.489,1.7429999999999999,2.5895,1.5545979728350534,1.4,5.0
-Mineral OAE / Ocean liming,Unspecified water,Physical,Liters/tCO2,2,678.331,678.331,678.331,678.331,0.0,678.331,678.331
-Mineral looping DACCS,Electrical energy,Energy,TWh/MtCO2,8,0.0833333333,1.1041666666583332,0.0833333333333333,1.375,1.793811009144325,0.0,4.0
-Mineral looping DACCS,Non-arable land,Physical,Mha/MtCO2,12,0.0005870872613099999,0.001064587040495,0.00063889,0.0008728674558749999,0.0010640920465922832,0.0002225771032,0.0033
-Mineral looping DACCS,Thermal energy unspecified grade,Energy,TWh/MtCO2,4,1.4791666666749999,1.715277777775,1.81944444445,2.05555555555,0.5340152854505239,1.0,2.2222222222
-Mineral looping DACCS,Unspecified mineral,Physical,Mt/MtCO2,4,0.15000000000000002,0.225,0.2,0.275,0.20615528128088303,0.0,0.5
-Mineral looping DACCS,Unspecified water,Physical,Liters/tCO2,6,125.0,6761.8350550000005,200.0,10067.75258,11115.783599449733,0.0,26714.00689
-Mineralization ex-situ,Electrical energy,Energy,TWh/MtCO2,8,0.5,1.0625,0.75,1.25,0.9797047660246574,0.0,3.0
-Mineralization ex-situ,Non-arable land,Physical,Mha/MtCO2,4,0.0002984556613,0.000521538621485,0.00043604877962,0.0006591317398049999,0.00034159549577798685,0.0002225771032,0.0009914798235
-Mineralization ex-situ,Olivine mineral,Physical,Mt/MtCO2,2,0.8,0.8,0.8,0.8,0.0,0.8,0.8
-Mineralization ex-situ,Thermal energy unspecified grade,Energy,TWh/MtCO2,4,0.4,0.575,0.45,0.625,0.2872281323269014,0.4,1.0
-Mineralization ex-situ,Unspecified mineral,Physical,Mt/MtCO2,22,0.4375,3.9349999999999996,3.0,7.0,3.6477217286306,0.04,10.0
-Mineralization ex-situ,Unspecified water,Physical,Liters/tCO2,14,200.0,50004.28571428572,5450.0,14500.0,106907.99154947611,0.0,300000.0
-Moisture swing DACCS,Electrical energy,Energy,TWh/MtCO2,4,0.316,0.32466666665,0.32466666665,0.3333333333,0.01000740464670849,0.316,0.3333333333
-Moisture swing DACCS,Non-arable land,Physical,Mha/MtCO2,8,0.00016893282740000002,0.0003308893107425,0.00027248,0.00037989864681,0.0003186555229397746,8e-06,0.0009914798235
-Moisture swing DACCS,Unspecified water,Physical,Liters/tCO2,4,-146.0,427.0,427.0,1000.0,661.6434084913111,-146.0,1000.0
-Pasture management,Arable land,Physical,Mha/MtCO2,24,0.10225284750000001,0.44236770317026247,0.25242204,0.522974429158825,0.522145451866414,0.07189434,2.28974424
-Reforestation,Unspecified land,Physical,Mha/MtCO2,34,0.044458695,1.5641017441794511,0.094926862556845,0.1887,6.8258032964187745,0.002,38.8
-Reforestation,Unspecified water,Physical,Liters/tCO2,2,92000.0,92000.0,92000.0,92000.0,0.0,92000.0,92000.0
-pH swing,Electrical energy,Energy,TWh/MtCO2,28,0.98,2.2051124785714284,1.768,3.3024999999999998,1.3819088428118145,0.66,4.67
-pH swing,Salt water,Physical,Liters/tCO2,4,435000.0,4780000.0,4780000.0,9125000.0,5017173.8392578475,435000.0,9125000.0
-pH swing,Unspecified water,Physical,Liters/tCO2,4,217391.304,6608695.652,6608695.652,13000000.0,7380042.571581251,217391.304,13000000.0

tabs/tab3_coefficients.py

@@ -64,6 +64,17 @@ def render_tab(cost_sliders):
             method_lookup[label] = method
 
     selected_label = st.selectbox("Select a method:", method_choices)
+    
+    if st.button("🔄 Reset all methods"):
+        for m, sliders in cost_sliders_norm.items():
+            for r, conf in sliders.items():
+                is_secondary = (m, r) in secondary_resources
+                st.session_state.costs[m][r] = 0.0 if is_secondary else conf["median"]
+                for prefix in ["slider", "manual", "toggle"]:
+                    st.session_state.pop(f"{prefix}_{m}_{r}".replace(" ", "_").lower(), None)
+        st.success("All methods reset to default values.")
+        st.rerun()
+
     method = method_lookup[selected_label]
 
     # ── Resource sliders ─────────────────────────────────────────────────────
@@ -128,27 +139,14 @@ def render_tab(cost_sliders):
                 st.session_state.costs[method][r] = manual_val if manual_val != slider_val else slider_val
 
         # ── Reset buttons ────────────────────────────────────────────────────
-        col1, col2 = st.columns(2)
-        with col1:
-            if st.button("🔄 Reset selected method"):
-                for r, conf in cost_sliders_norm.get(method, {}).items():
-                    is_secondary = (method, r) in secondary_resources
-                    st.session_state.costs[method][r] = 0.0 if is_secondary else conf["median"]
-                    for prefix in ["slider", "manual", "toggle"]:
-                        st.session_state.pop(f"{prefix}_{method}_{r}".replace(" ", "_").lower(), None)
-                st.success(f"{method} reset to default values.")
-                st.rerun()
-
-        with col2:
-            if st.button("🔄 Reset all methods"):
-                for m, sliders in cost_sliders_norm.items():
-                    for r, conf in sliders.items():
-                        is_secondary = (m, r) in secondary_resources
-                        st.session_state.costs[m][r] = 0.0 if is_secondary else conf["median"]
-                        for prefix in ["slider", "manual", "toggle"]:
-                            st.session_state.pop(f"{prefix}_{m}_{r}".replace(" ", "_").lower(), None)
-                st.success("All methods reset to default values.")
-                st.rerun()
+        if st.button("🔄 Reset selected method"):
+            for r, conf in cost_sliders_norm.get(method, {}).items():
+                is_secondary = (method, r) in secondary_resources
+                st.session_state.costs[method][r] = 0.0 if is_secondary else conf["median"]
+                for prefix in ["slider", "manual", "toggle"]:
+                    st.session_state.pop(f"{prefix}_{method}_{r}".replace(" ", "_").lower(), None)
+            st.success(f"{method} reset to default values.")
+            st.rerun()
 
     # ── Summary table ─────────────────────────────────────────────────────────
     st.subheader("Summary table: resource usage coefficients in the model")

utils/data_utils.py

@@ -15,13 +15,6 @@ def load_slider_data():
         return data
     
 def render_resource_input(name_clean, r, tooltip=None):
-    if tooltip:
-        st.markdown(
-            f"""<span title="{tooltip}" style="font-weight: 500;">{name_clean} <sup style="color:#999;">ℹ️</sup></span>""",
-            unsafe_allow_html=True
-        )
-    else:
-        st.markdown(f"**{name_clean}**")
 
     widget_key = f"cap_{r}"
 
@@ -29,11 +22,11 @@ def render_resource_input(name_clean, r, tooltip=None):
         st.session_state[widget_key] = st.session_state.resource_caps.get(r, 0.0)
 
     cap = st.number_input(
-        label="label",
-        label_visibility="collapsed",
+        label=name_clean,
         min_value=0.0,
         format="%.2f",
         key=widget_key,
+        help=tooltip
     )
 
     st.session_state.resource_caps[r] = cap