[DATA] Inline derived methods in CSV and rename methods "Unspecified" to "Other"

data/.csv_hash

@@ -1 +1 @@
-ae18d57252350286638943fd58c0300c
+cb54d6f7396bec2c029d3e5f8162afa1

data/cost_sliders.json

@@ -1,11 +1,11 @@
 {
   "Afforestation": {
-    "Unspecified land (Mha/MtCO2)": {
+    "Other land (Mha/MtCO2)": {
       "min": 0.002,
       "median": 0.094927,
       "max": 0.384615
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.046,
       "median": 0.092,
       "max": 0.092
@@ -18,18 +18,101 @@
       "max": 3.030303
     }
   },
+  "Bio-char - Forest biomass": {
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 0.0,
+      "median": 350.0,
+      "max": 500000.0
+    },
+    "Forest biomass (Mt/MtCO2)": {
+      "min": 0.33,
+      "median": 0.37,
+      "max": 0.82
+    },
+    "Other land (Mha/MtCO2)": {
+      "min": 0.056402,
+      "median": 0.163201,
+      "max": 0.27
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": -0.0005,
+      "median": 0.0001,
+      "max": 0.003
+    }
+  },
+  "Bio-char - Non-forest biomass": {
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 0.0,
+      "median": 350.0,
+      "max": 500000.0
+    },
+    "Non-forest biomass (Mt/MtCO2)": {
+      "min": 0.818,
+      "median": 1.3395,
+      "max": 1.667
+    },
+    "Other land (Mha/MtCO2)": {
+      "min": 0.056402,
+      "median": 0.163201,
+      "max": 0.27
+    },
+    "1 water (bcm/MtCO2)": {
+      "min": -0.0005,
+      "median": 0.0001,
+      "max": 0.003
+    }
+  },
+  "Bio-char - Other biomass": {
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 0.0,
+      "median": 350.0,
+      "max": 500000.0
+    },
+    "Other biomass (Mt/MtCO2)": {
+      "min": 0.5,
+      "median": 1.209221,
+      "max": 12.86
+    },
+    "Other land (Mha/MtCO2)": {
+      "min": 0.056402,
+      "median": 0.163201,
+      "max": 0.27
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": -0.0005,
+      "median": 0.0001,
+      "max": 0.003
+    }
+  },
   "BioCCS with anaerobic digestion/fermentation": {
     "Non-forest biomass (Mt/MtCO2)": {
       "min": 1.315,
       "median": 1.561743,
       "max": 8.0
     },
-    "Unspecified biomass (Mt/MtCO2)": {
+    "Geologic storage (Mt/MtCO2)": {
+      "min": 1.0,
+      "median": 1.0,
+      "max": 1.0
+    },
+    "Other biomass (Mt/MtCO2)": {
       "min": 0.998094,
       "median": 1.14,
       "max": 2.0
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
+      "min": 0.368182,
+      "median": 0.565909,
+      "max": 0.913636
+    }
+  },
+  "BioCCS with anaerobic digestion/fermentation & growing biomass": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 0.022803,
+      "median": 0.058844,
+      "max": 0.454545
+    },
+    "Other water (bcm/MtCO2)": {
       "min": 0.368182,
       "median": 0.565909,
       "max": 0.913636
@@ -51,30 +134,62 @@
       "median": 0.59375,
       "max": 0.8547
     },
-    "Thermal energy unspecified grade (MWh/MtCO2)": {
+    "Thermal energy other grade (MWh/MtCO2)": {
       "min": 0.0,
       "median": 930611.1,
       "max": 4000000.0
     },
-    "Unspecified biomass (Mt/MtCO2)": {
+    "Geologic storage (Mt/MtCO2)": {
+      "min": 1.0,
+      "median": 1.0,
+      "max": 1.0
+    },
+    "Other biomass (Mt/MtCO2)": {
       "min": 0.666667,
       "median": 1.14,
       "max": 2.0
     },
-    "Unspecified chemical (Mt/MtCO2)": {
+    "Other chemical (Mt/MtCO2)": {
       "min": 0.00013,
       "median": 0.00316,
       "max": 20.2
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.00063,
       "median": 0.201625,
       "max": 1.296342
+    }
+  },
+  "BioCCS with combustion & growing biomass": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 0.022803,
+      "median": 0.0584,
+      "max": 1.9451
+    },
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 0.0,
+      "median": 101000.0,
+      "max": 500000.0
+    },
+    "Thermal energy other grade (MWh/MtCO2)": {
+      "min": 0.0,
+      "median": 930611.1,
+      "max": 4000000.0
     },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other chemical (Mt/MtCO2)": {
+      "min": 0.00013,
+      "median": 0.00316,
+      "max": 20.2
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.00063,
+      "median": 0.201625,
+      "max": 1.296342
     }
   },
   "Coastal revegetation (mangrove, seaweeds, etc.)": {
@@ -102,12 +217,12 @@
       "median": 6.0,
       "max": 6.0
     },
-    "Unspecified biomass (Mt/MtCO2)": {
+    "Other biomass (Mt/MtCO2)": {
       "min": 0.0,
       "median": 3.571429,
       "max": 4.0
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.0001,
       "median": 0.0003,
       "max": 0.0005
@@ -124,15 +239,15 @@
       "median": 0.000324,
       "max": 0.016
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.001,
-      "median": 0.005,
-      "max": 0.027
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.001,
+      "median": 0.005,
+      "max": 0.027
     }
   },
   "Electrochemical OAE": {
@@ -151,14 +266,122 @@
       "median": 0.012,
       "max": 0.012
     },
-    "Unspecified mineral (Mt/MtCO2)": {
+    "Other mineral (Mt/MtCO2)": {
       "min": 2.4,
       "median": 2.95,
       "max": 3.5
     }
   },
+  "Enhanced weathering - Basalt mineral": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 1e-06,
+      "median": 0.25,
+      "max": 2.5
+    },
+    "Basalt mineral (Mt/MtCO2)": {
+      "min": 1.0,
+      "median": 4.3,
+      "max": 19.0
+    },
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
+    },
+    "Non-arable land (Mha/MtCO2)": {
+      "min": 0.0009,
+      "median": 0.009065,
+      "max": 40.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.0001,
+      "median": 0.000866,
+      "max": 0.05
+    }
+  },
+  "Enhanced weathering - Olivine mineral": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 1e-06,
+      "median": 0.25,
+      "max": 2.5
+    },
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
+    },
+    "Non-arable land (Mha/MtCO2)": {
+      "min": 0.0009,
+      "median": 0.009065,
+      "max": 40.0
+    },
+    "Olivine mineral (Mt/MtCO2)": {
+      "min": 0.27027,
+      "median": 1.25,
+      "max": 3.7
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.0001,
+      "median": 0.000866,
+      "max": 0.05
+    }
+  },
+  "Enhanced weathering - Wollastonite mineral": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 1e-06,
+      "median": 0.25,
+      "max": 2.5
+    },
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
+    },
+    "Non-arable land (Mha/MtCO2)": {
+      "min": 0.0009,
+      "median": 0.009065,
+      "max": 40.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.0001,
+      "median": 0.000866,
+      "max": 0.05
+    },
+    "Wollastonite mineral (Mt/MtCO2)": {
+      "min": 0.56,
+      "median": 1.564286,
+      "max": 3.0
+    }
+  },
+  "Enhanced weathering - Other mineral": {
+    "Arable land (Mha/MtCO2)": {
+      "min": 1e-06,
+      "median": 0.25,
+      "max": 2.5
+    },
+    "Electrical energy (MWh/MtCO2)": {
+      "min": 9250.0,
+      "median": 388750.0,
+      "max": 2775000.0
+    },
+    "Non-arable land (Mha/MtCO2)": {
+      "min": 0.0009,
+      "median": 0.009065,
+      "max": 40.0
+    },
+    "Other mineral (Mt/MtCO2)": {
+      "min": 0.5,
+      "median": 2.5,
+      "max": 25.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.0001,
+      "median": 0.000866,
+      "max": 0.05
+    }
+  },
   "Forest management": {
-    "Unspecified land (Mha/MtCO2)": {
+    "Other land (Mha/MtCO2)": {
       "min": 0.1087,
       "median": 0.76865,
       "max": 1.4286
@@ -180,15 +403,15 @@
       "median": 1750000.0,
       "max": 3800000.0
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 5e-09,
-      "median": 0.0047,
-      "max": 0.05
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 5e-09,
+      "median": 0.0047,
+      "max": 0.05
     }
   },
   "Low-temp DACCS (solid-sorbent/liquid-solvent)": {
@@ -207,15 +430,15 @@
       "median": 1500000.0,
       "max": 2722222.0
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": -0.002,
-      "median": 0.001008,
-      "max": 0.015
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": -0.002,
+      "median": 0.001008,
+      "max": 0.015
     }
   },
   "Mineral OAE / Ocean liming": {
@@ -229,17 +452,17 @@
       "median": 0.000355,
       "max": 0.00131
     },
-    "Thermal energy unspecified grade (MWh/MtCO2)": {
+    "Thermal energy other grade (MWh/MtCO2)": {
       "min": 160000.0,
       "median": 1458944.0,
       "max": 1550000.0
     },
-    "Unspecified mineral (Mt/MtCO2)": {
+    "Other mineral (Mt/MtCO2)": {
       "min": 1.4,
       "median": 1.743,
       "max": 5.0
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.000339,
       "median": 0.000678,
       "max": 0.000678
@@ -256,25 +479,25 @@
       "median": 0.000639,
       "max": 0.0033
     },
-    "Thermal energy unspecified grade (MWh/MtCO2)": {
+    "Thermal energy other grade (MWh/MtCO2)": {
       "min": 1000000.0,
       "median": 1819444.0,
       "max": 2222222.0
     },
-    "Unspecified mineral (Mt/MtCO2)": {
+    "Other mineral (Mt/MtCO2)": {
       "min": 0.0,
       "median": 0.2,
       "max": 0.5
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0,
-      "median": 0.0002,
-      "max": 0.026714
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": 0.0,
+      "median": 0.0002,
+      "max": 0.026714
     }
   },
   "Mineralization ex-situ": {
@@ -293,17 +516,17 @@
       "median": 0.8,
       "max": 0.8
     },
-    "Thermal energy unspecified grade (MWh/MtCO2)": {
+    "Thermal energy other grade (MWh/MtCO2)": {
       "min": 400000.0,
       "median": 450000.0,
       "max": 1000000.0
     },
-    "Unspecified mineral (Mt/MtCO2)": {
+    "Other mineral (Mt/MtCO2)": {
       "min": 0.04,
       "median": 3.0,
       "max": 10.0
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.0,
       "median": 0.00545,
       "max": 0.3
@@ -320,15 +543,15 @@
       "median": 0.000272,
       "max": 0.000991
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": -0.00015,
-      "median": 0.000427,
-      "max": 0.001
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
+    },
+    "Other water (bcm/MtCO2)": {
+      "min": -0.00015,
+      "median": 0.000427,
+      "max": 0.001
     }
   },
   "Pasture management": {
@@ -339,12 +562,12 @@
     }
   },
   "Reforestation": {
-    "Unspecified land (Mha/MtCO2)": {
+    "Other land (Mha/MtCO2)": {
       "min": 0.002,
       "median": 0.094927,
       "max": 38.8
     },
-    "Unspecified water (bcm/MtCO2)": {
+    "Other water (bcm/MtCO2)": {
       "min": 0.046,
       "median": 0.092,
       "max": 0.092
@@ -361,238 +584,15 @@
       "median": 4.78,
       "max": 9.125
     },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.217391,
-      "median": 6.608696,
-      "max": 13.0
-    },
-    "Geologic storage (Mt/MtCO2)": {
-      "min": 1.0,
-      "median": 1.0,
-      "max": 1.0
-    }
-  },
-  "Bio-char - Forest biomass": {
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 0.0,
-      "median": 350.0,
-      "max": 500000.0
-    },
-    "Forest biomass (Mt/MtCO2)": {
-      "min": 0.33,
-      "median": 0.37,
-      "max": 0.82
-    },
-    "Unspecified land (Mha/MtCO2)": {
-      "min": 0.056402,
-      "median": 0.163201,
-      "max": 0.27
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": -0.0005,
-      "median": 0.0001,
-      "max": 0.003
-    }
-  },
-  "Bio-char - Non-forest biomass": {
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 0.0,
-      "median": 350.0,
-      "max": 500000.0
-    },
-    "Non-forest biomass (Mt/MtCO2)": {
-      "min": 0.818,
-      "median": 1.3395,
-      "max": 1.667
-    },
-    "Unspecified land (Mha/MtCO2)": {
-      "min": 0.056402,
-      "median": 0.163201,
-      "max": 0.27
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": -0.0005,
-      "median": 0.0001,
-      "max": 0.003
-    }
-  },
-  "Bio-char - Unspecified biomass": {
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 0.0,
-      "median": 350.0,
-      "max": 500000.0
-    },
-    "Unspecified biomass (Mt/MtCO2)": {
-      "min": 0.5,
-      "median": 1.209221,
-      "max": 12.86
-    },
-    "Unspecified land (Mha/MtCO2)": {
-      "min": 0.056402,
-      "median": 0.163201,
-      "max": 0.27
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": -0.0005,
-      "median": 0.0001,
-      "max": 0.003
-    }
-  },
-  "Enhanced weathering - Basalt mineral": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 1e-06,
-      "median": 0.25,
-      "max": 2.5
-    },
-    "Basalt mineral (Mt/MtCO2)": {
-      "min": 1.0,
-      "median": 4.3,
-      "max": 19.0
-    },
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 9250.0,
-      "median": 388750.0,
-      "max": 2775000.0
-    },
-    "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0009,
-      "median": 0.009065,
-      "max": 40.0
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0001,
-      "median": 0.000866,
-      "max": 0.05
-    }
-  },
-  "Enhanced weathering - Olivine mineral": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 1e-06,
-      "median": 0.25,
-      "max": 2.5
-    },
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 9250.0,
-      "median": 388750.0,
-      "max": 2775000.0
-    },
-    "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0009,
-      "median": 0.009065,
-      "max": 40.0
-    },
-    "Olivine mineral (Mt/MtCO2)": {
-      "min": 0.27027,
-      "median": 1.25,
-      "max": 3.7
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0001,
-      "median": 0.000866,
-      "max": 0.05
-    }
-  },
-  "Enhanced weathering - Wollastonite mineral": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 1e-06,
-      "median": 0.25,
-      "max": 2.5
-    },
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 9250.0,
-      "median": 388750.0,
-      "max": 2775000.0
-    },
-    "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0009,
-      "median": 0.009065,
-      "max": 40.0
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0001,
-      "median": 0.000866,
-      "max": 0.05
-    },
-    "Wollastonite mineral (Mt/MtCO2)": {
-      "min": 0.56,
-      "median": 1.564286,
-      "max": 3.0
-    }
-  },
-  "Enhanced weathering - Unspecified mineral": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 1e-06,
-      "median": 0.25,
-      "max": 2.5
-    },
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 9250.0,
-      "median": 388750.0,
-      "max": 2775000.0
-    },
-    "Non-arable land (Mha/MtCO2)": {
-      "min": 0.0009,
-      "median": 0.009065,
-      "max": 40.0
-    },
-    "Unspecified mineral (Mt/MtCO2)": {
-      "min": 0.5,
-      "median": 2.5,
-      "max": 25.0
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.0001,
-      "median": 0.000866,
-      "max": 0.05
-    }
-  },
-  "BioCCS with combustion & growing biomass": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 0.022803,
-      "median": 0.0584,
-      "max": 1.9451
-    },
-    "Electrical energy (MWh/MtCO2)": {
-      "min": 0.0,
-      "median": 101000.0,
-      "max": 500000.0
-    },
-    "Thermal energy unspecified grade (MWh/MtCO2)": {
-      "min": 0.0,
-      "median": 930611.1,
-      "max": 4000000.0
-    },
-    "Unspecified chemical (Mt/MtCO2)": {
-      "min": 0.00013,
-      "median": 0.00316,
-      "max": 20.2
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.00063,
-      "median": 0.201625,
-      "max": 1.296342
-    },
     "Geologic storage (Mt/MtCO2)": {
       "min": 1.0,
       "median": 1.0,
       "max": 1.0
-    }
-  },
-  "BioCCS with anaerobic digestion/fermentation & growing biomass": {
-    "Arable land (Mha/MtCO2)": {
-      "min": 0.022803,
-      "median": 0.058844,
-      "max": 0.454545
-    },
-    "Unspecified water (bcm/MtCO2)": {
-      "min": 0.368182,
-      "median": 0.565909,
-      "max": 0.913636
     },
-    "Geologic storage (Mt/MtCO2)": {
-      "min": 1.0,
-      "median": 1.0,
-      "max": 1.0
+    "Other water (bcm/MtCO2)": {
+      "min": 0.217391,
+      "median": 6.608696,
+      "max": 13.0
     }
   }
 }

data/generate_model_data.py

@@ -1,165 +1,66 @@
-#%% uses the latest version of aggregated inputs to create the dictionary of costs
-import json
-import sys
-
-import pandas as pd
-
-from pathlib import Path
-sys.path.insert(0, str(Path(__file__).parent.parent))
-from utils.data_utils import strip_unit_suffix
-
-def pop_by_name(d: dict, name: str):
-    """Pop a key from dict by resource name, ignoring the unit suffix."""
-    key = next((k for k in d if strip_unit_suffix(k) == name), None)
-    if key:
-        d.pop(key)
-
-# Which base methods are replaced by derived variants.
-# Methods listed here must have derived entries added in create_sliders_inputs().
-REPLACED_BY_DERIVED = {"Bio-char", "Enhanced weathering"}
-
-# Which derived methods follow each base method (in order).
-DERIVED_FROM = {
-    "Bio-char": [
-        "Bio-char - Forest biomass",
-        "Bio-char - Non-forest biomass",
-        "Bio-char - Unspecified biomass",
-    ],
-    "Enhanced weathering": [
-        "Enhanced weathering - Basalt mineral",
-        "Enhanced weathering - Olivine mineral",
-        "Enhanced weathering - Wollastonite mineral",
-        "Enhanced weathering - Unspecified mineral",
-    ],
-    "BioCCS with combustion": ["BioCCS with combustion & growing biomass"],
-    "BioCCS with anaerobic digestion/fermentation": [
-        "BioCCS with anaerobic digestion/fermentation & growing biomass"
-    ],
-}
-
-
-def build_method_groups(df, cost_sliders):
-    """Build the method_groups dict from the CSV Method group column + derivation rules above.
-    Group and method order follows first appearance in inputs_aggregated.csv."""
-    base_methods_per_group = {}
-    for _, row in df.drop_duplicates(subset=["Implementation"]).iterrows():
-        m, g = row["Implementation"], row["Method group"]
-        base_methods_per_group.setdefault(g, [])
-        if m not in base_methods_per_group[g]:
-            base_methods_per_group[g].append(m)
-
-    method_groups = {}
-    for g, base_list in base_methods_per_group.items():
-        methods = []
-        for base in base_list:
-            if base not in REPLACED_BY_DERIVED:
-                methods.append(base)
-            for derived in DERIVED_FROM.get(base, []):
-                if derived in cost_sliders:
-                    methods.append(derived)
-        if methods:
-            method_groups[g] = methods
-    return method_groups
-
-
-def build_secondary_resources(df, cost_sliders):
-    """Build the full set of (method, resource) secondary pairs from the CSV
-    'Is secondary' column, then propagate to derived methods via DERIVED_FROM."""
-    # Base pairs from CSV
-    base_secondary = set()
-    for _, row in df[df["Is secondary"] == True].iterrows():
-        base_secondary.add((row["Implementation"], row["Resource"]))
-
-    # Expand to derived methods: derived methods inherit secondary resources from their base
-    full_secondary = set(base_secondary)
-    for base, deriveds in DERIVED_FROM.items():
-        base_resources_secondary = {r for (m, r) in base_secondary if m == base}
-        for derived in deriveds:
-            if derived in cost_sliders:
-                for r in base_resources_secondary:
-                    full_secondary.add((derived, r))
-
-    return full_secondary
-
-
-def create_sliders_inputs():
-    df = pd.read_csv("data/inputs_aggregated.csv")
-
-    cost_sliders = {}
-
-    # Build cost_sliders from CSV: one entry per (method, resource) row.
-    # Bio-char, Enhanced weathering and BioCCS variants are derived below.
-    for _, row in df.iterrows():
-        method = row["Implementation"]
-        resource = row["Resource"] + " (" + row["Unit"] + ")"
-        if row["min"] == row["max"] and row["Resource"] != "Geologic storage":
-            row["min"] = row["min"] * .5
-        entry = {
-            "min": float(row["min"]),
-            "median": float(row["median"]),
-            "max": float(row["max"])
-        }
-        cost_sliders.setdefault(method, {})[resource] = entry
-
-    # ── Derived methods ───────────────────────────────────────────────────────
-    # Bio-char: split into 3 biomass-specific variants, remove generic base
-    cost_sliders["Bio-char - Forest biomass"] = cost_sliders["Bio-char"].copy()
-    pop_by_name(cost_sliders["Bio-char - Forest biomass"], "Non-forest biomass")
-    pop_by_name(cost_sliders["Bio-char - Forest biomass"], "Unspecified biomass")
-    cost_sliders["Bio-char - Non-forest biomass"] = cost_sliders["Bio-char"].copy()
-    pop_by_name(cost_sliders["Bio-char - Non-forest biomass"], "Forest biomass")
-    pop_by_name(cost_sliders["Bio-char - Non-forest biomass"], "Unspecified biomass")
-    cost_sliders["Bio-char - Unspecified biomass"] = cost_sliders["Bio-char"].copy()
-    pop_by_name(cost_sliders["Bio-char - Unspecified biomass"], "Forest biomass")
-    pop_by_name(cost_sliders["Bio-char - Unspecified biomass"], "Non-forest biomass")
-    del cost_sliders["Bio-char"]
-
-    # Enhanced weathering: split into 4 mineral-specific variants, remove generic base
-    cost_sliders["Enhanced weathering - Basalt mineral"] = cost_sliders["Enhanced weathering"].copy()
-    pop_by_name(cost_sliders["Enhanced weathering - Basalt mineral"], "Olivine mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Basalt mineral"], "Wollastonite mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Basalt mineral"], "Unspecified mineral")
-    cost_sliders["Enhanced weathering - Olivine mineral"] = cost_sliders["Enhanced weathering"].copy()
-    pop_by_name(cost_sliders["Enhanced weathering - Olivine mineral"], "Basalt mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Olivine mineral"], "Wollastonite mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Olivine mineral"], "Unspecified mineral")
-    cost_sliders["Enhanced weathering - Wollastonite mineral"] = cost_sliders["Enhanced weathering"].copy()
-    pop_by_name(cost_sliders["Enhanced weathering - Wollastonite mineral"], "Basalt mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Wollastonite mineral"], "Olivine mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Wollastonite mineral"], "Unspecified mineral")
-    cost_sliders["Enhanced weathering - Unspecified mineral"] = cost_sliders["Enhanced weathering"].copy()
-    pop_by_name(cost_sliders["Enhanced weathering - Unspecified mineral"], "Basalt mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Unspecified mineral"], "Olivine mineral")
-    pop_by_name(cost_sliders["Enhanced weathering - Unspecified mineral"], "Wollastonite mineral")
-    del cost_sliders["Enhanced weathering"]
-
-    # BioCCS: add growing-biomass variants alongside their base methods
-    cost_sliders["BioCCS with combustion & growing biomass"] = cost_sliders["BioCCS with combustion"].copy()
-    pop_by_name(cost_sliders["BioCCS with combustion"], "Arable land")
-    pop_by_name(cost_sliders["BioCCS with combustion & growing biomass"], "Forest biomass")
-    pop_by_name(cost_sliders["BioCCS with combustion & growing biomass"], "Unspecified biomass")
-
-    cost_sliders["BioCCS with anaerobic digestion/fermentation & growing biomass"] = cost_sliders["BioCCS with anaerobic digestion/fermentation"].copy()
-    pop_by_name(cost_sliders["BioCCS with anaerobic digestion/fermentation"], "Arable land")
-    pop_by_name(cost_sliders["BioCCS with anaerobic digestion/fermentation & growing biomass"], "Non-forest biomass")
-    pop_by_name(cost_sliders["BioCCS with anaerobic digestion/fermentation & growing biomass"], "Unspecified biomass")
-
-    # ── Save outputs ──────────────────────────────────────────────────────────
-    with open("data/cost_sliders.json", "w") as f:
-        json.dump(cost_sliders, f, indent=2)
-    print("Saved cost_sliders.json")
-
-    method_groups = build_method_groups(df, cost_sliders)
-    with open("data/method_groups.json", "w") as f:
-        json.dump(method_groups, f, indent=2)
-    print("Saved method_groups.json")
-
-    secondary_resources = build_secondary_resources(df, cost_sliders)
-    with open("data/secondary_resources.json", "w") as f:
-        json.dump(sorted(secondary_resources), f, indent=2)
-    print(f"Saved secondary_resources.json ({len(secondary_resources)} pairs)")
-
-if __name__ == "__main__":
-    create_sliders_inputs()
-    print("Script executed successfully.")
-# %%
+#%% uses the latest version of aggregated inputs to create the dictionary of costs
+import json
+import sys
+
+import pandas as pd
+
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from utils.data_utils import strip_unit_suffix
+
+
+def build_method_groups(df):
+    """Build the method_groups dict from the CSV Method group and Implementation columns.
+    Group and method order follows first appearance in inputs_aggregated.csv."""
+    method_groups = {}
+    for _, row in df.drop_duplicates(subset=["Implementation"]).iterrows():
+        m, g = row["Implementation"], row["Method group"]
+        method_groups.setdefault(g, [])
+        if m not in method_groups[g]:
+            method_groups[g].append(m)
+    return method_groups
+
+
+def build_secondary_resources(df):
+    """Build the full set of (method, resource) secondary pairs from the CSV 'Is secondary' column."""
+    secondary = set()
+    for _, row in df[df["Is secondary"] == True].iterrows():
+        secondary.add((row["Implementation"], row["Resource"]))
+    return secondary
+
+
+def create_sliders_inputs():
+    df = pd.read_csv("data/inputs_aggregated.csv")
+
+    cost_sliders = {}
+
+    for _, row in df.iterrows():
+        method = row["Implementation"]
+        resource = row["Resource"] + " (" + row["Unit"] + ")"
+        if row["min"] == row["max"] and row["Resource"] != "Geologic storage":
+            row["min"] = row["min"] * .5
+        entry = {
+            "min": float(row["min"]),
+            "median": float(row["median"]),
+            "max": float(row["max"])
+        }
+        cost_sliders.setdefault(method, {})[resource] = entry
+
+    with open("data/cost_sliders.json", "w") as f:
+        json.dump(cost_sliders, f, indent=2)
+    print("Saved cost_sliders.json")
+
+    method_groups = build_method_groups(df)
+    with open("data/method_groups.json", "w") as f:
+        json.dump(method_groups, f, indent=2)
+    print("Saved method_groups.json")
+
+    secondary_resources = build_secondary_resources(df)
+    with open("data/secondary_resources.json", "w") as f:
+        json.dump(sorted(secondary_resources), f, indent=2)
+    print(f"Saved secondary_resources.json ({len(secondary_resources)} pairs)")
+
+if __name__ == "__main__":
+    create_sliders_inputs()
+    print("Script executed successfully.")
+# %%

data/inputs_aggregated.csv

@@ -1,84 +1,109 @@
-Implementation,Method group,Resource,Resource group,Type,Unit,count,quantile_25,mean,median,quantile_75,std,min,max,Is secondary
-Afforestation,Forestry,Unspecified land,Land,Physical,Mha/MtCO2,36,0.024593,0.115652,0.094927,0.197075,0.112368,0.002,0.384615,False
-Afforestation,Forestry,Unspecified water,Water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092,True
-Agroforestry,Forestry,Arable land,Land,Physical,Mha/MtCO2,12,0.039953,0.450767,0.064101,0.2141,0.90114,0.0025,3.030303,False
-Bio-char,Bio-char,Electrical energy,Energy,Energy,MWh/MtCO2,6,87.5,167000.0,350.0,375000.0,258000.0,0.0,500000.0,True
-Bio-char,Bio-char,Forest biomass,Biomass,Physical,Mt/MtCO2,6,0.34,0.472833,0.37,0.55525,0.201624,0.33,0.82,False
-Bio-char,Bio-char,Non-forest biomass,Biomass,Physical,Mt/MtCO2,8,1.142,1.291,1.3395,1.4885,0.33202,0.818,1.667,False
-Bio-char,Bio-char,Unspecified biomass,Biomass,Physical,Mt/MtCO2,48,0.943396,1.924255,1.209221,2.522177,1.937824,0.5,12.86,False
-Bio-char,Bio-char,Unspecified land,Land,Physical,Mha/MtCO2,4,0.056402,0.163201,0.163201,0.27,0.123321,0.056402,0.27,True
-Bio-char,Bio-char,Unspecified water,Water,Physical,bcm/MtCO2,9,0.0,0.000633,0.0001,0.0005,0.001377,-0.0005,0.003,True
-BioCCS with anaerobic digestion/fermentation,Bio-CCS,Arable land,Land,Physical,Mha/MtCO2,16,0.037937,0.100867,0.058844,0.103034,0.113758,0.022803,0.454545,False
-BioCCS with anaerobic digestion/fermentation,Bio-CCS,Non-forest biomass,Biomass,Physical,Mt/MtCO2,6,1.428571,2.689964,1.561743,2.128274,2.62425,1.315,8.0,False
-BioCCS with anaerobic digestion/fermentation,Bio-CCS,Unspecified biomass,Biomass,Physical,Mt/MtCO2,6,1.03357,1.379365,1.14,1.785,0.484913,0.998094,2.0,False
-BioCCS with anaerobic digestion/fermentation,Bio-CCS,Unspecified water,Water,Physical,bcm/MtCO2,14,0.395455,0.569805,0.565909,0.654546,0.183277,0.368182,0.913636,True
-BioCCS with combustion,Bio-CCS,Arable land,Land,Physical,Mha/MtCO2,32,0.038,0.20054,0.0584,0.094595,0.46566,0.022803,1.9451,False
-BioCCS with combustion,Bio-CCS,Electrical energy,Energy,Energy,MWh/MtCO2,18,27777.78,130975.3,101000.0,111111.1,162410.3,0.0,500000.0,True
-BioCCS with combustion,Bio-CCS,Forest biomass,Biomass,Physical,Mt/MtCO2,8,0.560764,0.675481,0.59375,0.838675,0.144419,0.555556,0.8547,False
-BioCCS with combustion,Bio-CCS,Thermal energy unspecified grade,Energy,Energy,MWh/MtCO2,22,347222.2,1006242.0,930611.1,1025000.0,1052440.0,0.0,4000000.0,True
-BioCCS with combustion,Bio-CCS,Unspecified biomass,Biomass,Physical,Mt/MtCO2,8,0.916667,1.264167,1.14,1.625,0.528225,0.666667,2.0,False
-BioCCS with combustion,Bio-CCS,Unspecified chemical,Chemicals,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794,0.00013,20.2,True
-BioCCS with combustion,Bio-CCS,Unspecified water,Water,Physical,bcm/MtCO2,32,0.006475,0.312937,0.201625,0.542046,0.343155,0.00063,1.296342,True
-"Coastal revegetation (mangrove, seaweeds, etc.)",Blue carbon,Non-arable land,Land,Physical,Mha/MtCO2,11,0.043295,0.132018,0.120566,0.197449,0.117064,0.0078,0.328289,False
-Cropland management,"Soil carbon sequestration (crop, grasslands)",Arable land,Land,Physical,Mha/MtCO2,14,0.27062,1.277946,0.420635,1.052335,2.329779,0.082645,9.0,False
-Durable biobased products,Durable biobased products,Electrical energy,Energy,Energy,MWh/MtCO2,2,4000000.0,4000000.0,4000000.0,4000000.0,0.0,4000000.0,4000000.0,True
-Durable biobased products,Durable biobased products,Non-arable land,Land,Physical,Mha/MtCO2,2,6.0,6.0,6.0,6.0,0.0,6.0,6.0,True
-Durable biobased products,Durable biobased products,Unspecified biomass,Biomass,Physical,Mt/MtCO2,6,1.267857,2.607143,3.571429,3.892857,1.842663,0.0,4.0,False
-Durable biobased products,Durable biobased products,Unspecified water,Water,Physical,bcm/MtCO2,2,0.0002,0.0003,0.0003,0.0004,0.000283,0.0001,0.0005,True
-Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,10,333333.3,2032081.0,784125.0,2750000.0,2378833.0,252556.0,6222222.0,False
-Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,14,0.000272,0.002662,0.000324,0.000881,0.005657,0.000223,0.016,True
-Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Unspecified water,Water,Physical,bcm/MtCO2,6,0.002,0.011,0.005,0.0215,0.012522,0.001,0.027,False
-Electrochemical OAE,Ocean alkalinity enhancement,Electrical energy,Energy,Energy,MWh/MtCO2,8,1600000.0,2241250.0,2150000.0,2500000.0,1283594.0,830000.0,5000000.0,False
-Electrochemical OAE,Ocean alkalinity enhancement,Non-arable land,Land,Physical,Mha/MtCO2,2,0.00086,0.00101,0.00101,0.00116,0.000424,0.00071,0.00131,True
-Electrochemical OAE,Ocean alkalinity enhancement,Shoreline,Shoreline,Physical,km/MtCO2,2,0.012,0.012,0.012,0.012,0.0,0.012,0.012,False
-Electrochemical OAE,Ocean alkalinity enhancement,Unspecified mineral,Minerals,Physical,Mt/MtCO2,4,2.4,2.95,2.95,3.5,0.635085,2.4,3.5,False
-Enhanced weathering,Enhanced weathering,Arable land,Land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1e-06,2.5,True
-Enhanced weathering,Enhanced weathering,Basalt mineral,Minerals,Physical,Mt/MtCO2,25,3.33,5.773042,4.3,5.3,4.967901,1.0,19.0,False
-Enhanced weathering,Enhanced weathering,Electrical energy,Energy,Energy,MWh/MtCO2,8,92850.0,593431.3,388750.0,500000.0,904565.7,9250.0,2775000.0,True
-Enhanced weathering,Enhanced weathering,Non-arable land,Land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40.0,True
-Enhanced weathering,Enhanced weathering,Olivine mineral,Minerals,Physical,Mt/MtCO2,26,0.909091,1.429511,1.25,1.58,0.941247,0.27027,3.7,False
-Enhanced weathering,Enhanced weathering,Unspecified mineral,Minerals,Physical,Mt/MtCO2,19,1.315789,6.356736,2.5,8.625,7.726415,0.5,25.0,False
-Enhanced weathering,Enhanced weathering,Unspecified water,Water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05,True
-Enhanced weathering,Enhanced weathering,Wollastonite mineral,Minerals,Physical,Mt/MtCO2,8,1.321429,1.629643,1.564286,1.83,0.742366,0.56,3.0,False
-Forest management,Forestry,Unspecified land,Land,Physical,Mha/MtCO2,2,0.438675,0.76865,0.76865,1.098625,0.93331,0.1087,1.4286,False
-High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,32,361111.1,423787.8,462961.1,500000.0,163178.3,77000.0,770000.0,False
-High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,23,2.2e-08,0.000229,0.000223,0.000298,0.000299,1.5e-10,0.000991,False
-High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Thermal energy high grade,Energy,Energy,MWh/MtCO2,38,1472222.0,1954835.0,1750000.0,2314815.0,643937.6,1125000.0,3800000.0,False
-High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Unspecified water,Water,Physical,bcm/MtCO2,16,0.002502,0.010221,0.0047,0.00818,0.015887,5e-09,0.05,True
-Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,44,218000.0,895320.2,462961.1,690000.0,1255695.0,130000.0,4611111.0,False
-Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,23,6.25e-08,0.000238,0.000223,0.000298,0.000294,1e-11,0.000991,False
-Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Thermal energy low grade,Energy,Energy,MWh/MtCO2,30,1432500.0,1678215.0,1500000.0,2062500.0,516794.3,638888.9,2722222.0,False
-Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Unspecified water,Water,Physical,bcm/MtCO2,14,7.5e-10,0.003187,0.001008,0.004925,0.005238,-0.002,0.015,True
-Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Electrical energy,Energy,Energy,MWh/MtCO2,12,323625.0,1153583.0,606500.0,1755000.0,1286024.0,27000.0,4000000.0,True
-Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Non-arable land,Land,Physical,Mha/MtCO2,4,0.0,0.000505,0.000355,0.00086,0.000632,0.0,0.00131,True
-Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Thermal energy unspecified grade,Energy,Energy,MWh/MtCO2,6,1388889.0,1257630.0,1458944.0,1529000.0,542588.8,160000.0,1550000.0,True
-Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Unspecified mineral,Minerals,Physical,Mt/MtCO2,8,1.62,2.489,1.743,2.5895,1.554598,1.4,5.0,False
-Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Unspecified water,Water,Physical,bcm/MtCO2,2,0.000678,0.000678,0.000678,0.000678,0.0,0.000678,0.000678,True
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,8,83333.33,1104167.0,83333.33,1375000.0,1793811.0,0.0,4000000.0,False
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,12,0.000587,0.001065,0.000639,0.000873,0.001064,0.000223,0.0033,False
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Thermal energy unspecified grade,Energy,Energy,MWh/MtCO2,4,1479167.0,1715278.0,1819444.0,2055556.0,534015.3,1000000.0,2222222.0,False
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Unspecified mineral,Minerals,Physical,Mt/MtCO2,4,0.15,0.225,0.2,0.275,0.206155,0.0,0.5,False
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Unspecified water,Water,Physical,bcm/MtCO2,6,0.000125,0.006762,0.0002,0.010068,0.011116,0.0,0.026714,True
-Mineralization ex-situ,Mineralization,Electrical energy,Energy,Energy,MWh/MtCO2,8,500000.0,1062500.0,750000.0,1250000.0,979704.8,0.0,3000000.0,False
-Mineralization ex-situ,Mineralization,Non-arable land,Land,Physical,Mha/MtCO2,4,0.000298,0.000522,0.000436,0.000659,0.000342,0.000223,0.000991,False
-Mineralization ex-situ,Mineralization,Olivine mineral,Minerals,Physical,Mt/MtCO2,2,0.8,0.8,0.8,0.8,0.0,0.8,0.8,False
-Mineralization ex-situ,Mineralization,Thermal energy unspecified grade,Energy,Energy,MWh/MtCO2,4,400000.0,575000.0,450000.0,625000.0,287228.1,400000.0,1000000.0,False
-Mineralization ex-situ,Mineralization,Unspecified mineral,Minerals,Physical,Mt/MtCO2,22,0.4375,3.935,3.0,7.0,3.647722,0.04,10.0,False
-Mineralization ex-situ,Mineralization,Unspecified water,Water,Physical,bcm/MtCO2,14,0.0002,0.050004,0.00545,0.0145,0.106908,0.0,0.3,False
-Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,4,316000.0,324666.7,324666.7,333333.3,10007.4,316000.0,333333.3,False
-Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,8,0.000169,0.000331,0.000272,0.00038,0.000319,8e-06,0.000991,False
-Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Unspecified water,Water,Physical,bcm/MtCO2,4,-0.00015,0.000427,0.000427,0.001,0.000662,-0.00015,0.001,False
-Pasture management,"Soil carbon sequestration (crop, grasslands)",Arable land,Land,Physical,Mha/MtCO2,24,0.102253,0.442368,0.252422,0.522974,0.522145,0.071894,2.289744,False
-Reforestation,Forestry,Unspecified land,Land,Physical,Mha/MtCO2,34,0.044459,1.564102,0.094927,0.1887,6.825803,0.002,38.8,False
-Reforestation,Forestry,Unspecified water,Water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092,True
-pH swing,Direct ocean carbon capture and storage (DOCCS),Electrical energy,Energy,Energy,MWh/MtCO2,28,980000.0,2205112.0,1768000.0,3302500.0,1381909.0,660000.0,4670000.0,False
-pH swing,Direct ocean carbon capture and storage (DOCCS),Salt water,Water,Physical,bcm/MtCO2,4,0.435,4.78,4.78,9.125,5.017174,0.435,9.125,False
-pH swing,Direct ocean carbon capture and storage (DOCCS),Unspecified water,Water,Physical,bcm/MtCO2,4,0.217391,6.608696,6.608696,13.0,7.380043,0.217391,13.0,False
-BioCCS with combustion,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-BioCCS with anaerobic digestion/fermentation,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
-pH swing,Direct ocean carbon capture and storage (DOCCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+Implementation,Method group,Resource,Resource group,Type,Unit,count,quantile_25,mean,median,quantile_75,std,min,max,Is secondary
+Afforestation,Forestry,Other land,Land,Physical,Mha/MtCO2,36,0.024593,0.115652,0.094927,0.197075,0.112368,0.002,0.384615,False
+Afforestation,Forestry,Other water,Water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092,True
+Agroforestry,Forestry,Arable land,Land,Physical,Mha/MtCO2,12,0.039953,0.450767,0.064101,0.2141,0.90114,0.0025,3.030303,False
+Bio-char - Forest biomass,Bio-char,Electrical energy,Energy,Energy,MWh/MtCO2,6,87.5,167000.0,350.0,375000.0,258000.0,0.0,500000.0,True
+Bio-char - Forest biomass,Bio-char,Forest biomass,Biomass,Physical,Mt/MtCO2,6,0.34,0.472833,0.37,0.55525,0.201624,0.33,0.82,False
+Bio-char - Forest biomass,Bio-char,Other land,Land,Physical,Mha/MtCO2,4,0.056402,0.163201,0.163201,0.27,0.123321,0.056402,0.27,True
+Bio-char - Forest biomass,Bio-char,Other water,Water,Physical,bcm/MtCO2,9,0.0,0.000633,0.0001,0.0005,0.001377,-0.0005,0.003,True
+Bio-char - Non-forest biomass,Bio-char,Electrical energy,Energy,Energy,MWh/MtCO2,6,87.5,167000.0,350.0,375000.0,258000.0,0.0,500000.0,True
+Bio-char - Non-forest biomass,Bio-char,Non-forest biomass,Biomass,Physical,Mt/MtCO2,8,1.142,1.291,1.3395,1.4885,0.33202,0.818,1.667,False
+Bio-char - Non-forest biomass,Bio-char,Other land,Land,Physical,Mha/MtCO2,4,0.056402,0.163201,0.163201,0.27,0.123321,0.056402,0.27,True
+Bio-char - Non-forest biomass,Bio-char,1 water,Water,Physical,bcm/MtCO2,9,0.0,0.000633,0.0001,0.0005,0.001377,-0.0005,0.003,True
+Bio-char - Other biomass,Bio-char,Electrical energy,Energy,Energy,MWh/MtCO2,6,87.5,167000.0,350.0,375000.0,258000.0,0.0,500000.0,True
+Bio-char - Other biomass,Bio-char,Other biomass,Biomass,Physical,Mt/MtCO2,48,0.943396,1.924255,1.209221,2.522177,1.937824,0.5,12.86,False
+Bio-char - Other biomass,Bio-char,Other land,Land,Physical,Mha/MtCO2,4,0.056402,0.163201,0.163201,0.27,0.123321,0.056402,0.27,True
+Bio-char - Other biomass,Bio-char,Other water,Water,Physical,bcm/MtCO2,9,0.0,0.000633,0.0001,0.0005,0.001377,-0.0005,0.003,True
+BioCCS with anaerobic digestion/fermentation,Bio-CCS,Non-forest biomass,Biomass,Physical,Mt/MtCO2,6,1.428571,2.689964,1.561743,2.128274,2.62425,1.315,8.0,False
+BioCCS with anaerobic digestion/fermentation,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+BioCCS with anaerobic digestion/fermentation,Bio-CCS,Other biomass,Biomass,Physical,Mt/MtCO2,6,1.03357,1.379365,1.14,1.785,0.484913,0.998094,2.0,False
+BioCCS with anaerobic digestion/fermentation,Bio-CCS,Other water,Water,Physical,bcm/MtCO2,14,0.395455,0.569805,0.565909,0.654546,0.183277,0.368182,0.913636,True
+BioCCS with anaerobic digestion/fermentation & growing biomass,Bio-CCS,Arable land,Land,Physical,Mha/MtCO2,16,0.037937,0.100867,0.058844,0.103034,0.113758,0.022803,0.454545,False
+BioCCS with anaerobic digestion/fermentation & growing biomass,Bio-CCS,Other water,Water,Physical,bcm/MtCO2,14,0.395455,0.569805,0.565909,0.654546,0.183277,0.368182,0.913636,True
+BioCCS with anaerobic digestion/fermentation & growing biomass,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+BioCCS with combustion,Bio-CCS,Electrical energy,Energy,Energy,MWh/MtCO2,18,27777.78,130975.3,101000.0,111111.1,162410.3,0.0,500000.0,True
+BioCCS with combustion,Bio-CCS,Forest biomass,Biomass,Physical,Mt/MtCO2,8,0.560764,0.675481,0.59375,0.838675,0.144419,0.555556,0.8547,False
+BioCCS with combustion,Bio-CCS,Thermal energy other grade,Energy,Energy,MWh/MtCO2,22,347222.2,1006242.0,930611.1,1025000.0,1052440.0,0.0,4000000.0,True
+BioCCS with combustion,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+BioCCS with combustion,Bio-CCS,Other biomass,Biomass,Physical,Mt/MtCO2,8,0.916667,1.264167,1.14,1.625,0.528225,0.666667,2.0,False
+BioCCS with combustion,Bio-CCS,Other chemical,Chemicals,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794,0.00013,20.2,True
+BioCCS with combustion,Bio-CCS,Other water,Water,Physical,bcm/MtCO2,32,0.006475,0.312937,0.201625,0.542046,0.343155,0.00063,1.296342,True
+BioCCS with combustion & growing biomass,Bio-CCS,Arable land,Land,Physical,Mha/MtCO2,32,0.038,0.20054,0.0584,0.094595,0.46566,0.022803,1.9451,False
+BioCCS with combustion & growing biomass,Bio-CCS,Electrical energy,Energy,Energy,MWh/MtCO2,18,27777.78,130975.3,101000.0,111111.1,162410.3,0.0,500000.0,True
+BioCCS with combustion & growing biomass,Bio-CCS,Thermal energy other grade,Energy,Energy,MWh/MtCO2,22,347222.2,1006242.0,930611.1,1025000.0,1052440.0,0.0,4000000.0,True
+BioCCS with combustion & growing biomass,Bio-CCS,Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+BioCCS with combustion & growing biomass,Bio-CCS,Other chemical,Chemicals,Physical,Mt/MtCO2,20,0.00027,4.044119,0.00316,0.016,8.287794,0.00013,20.2,True
+BioCCS with combustion & growing biomass,Bio-CCS,Other water,Water,Physical,bcm/MtCO2,32,0.006475,0.312937,0.201625,0.542046,0.343155,0.00063,1.296342,True
+"Coastal revegetation (mangrove, seaweeds, etc.)",Blue carbon,Non-arable land,Land,Physical,Mha/MtCO2,11,0.043295,0.132018,0.120566,0.197449,0.117064,0.0078,0.328289,False
+Cropland management,"Soil carbon sequestration (crop, grasslands)",Arable land,Land,Physical,Mha/MtCO2,14,0.27062,1.277946,0.420635,1.052335,2.329779,0.082645,9.0,False
+Durable biobased products,Durable biobased products,Electrical energy,Energy,Energy,MWh/MtCO2,2,4000000.0,4000000.0,4000000.0,4000000.0,0.0,4000000.0,4000000.0,True
+Durable biobased products,Durable biobased products,Non-arable land,Land,Physical,Mha/MtCO2,2,6.0,6.0,6.0,6.0,0.0,6.0,6.0,True
+Durable biobased products,Durable biobased products,Other biomass,Biomass,Physical,Mt/MtCO2,6,1.267857,2.607143,3.571429,3.892857,1.842663,0.0,4.0,False
+Durable biobased products,Durable biobased products,Other water,Water,Physical,bcm/MtCO2,2,0.0002,0.0003,0.0003,0.0004,0.000283,0.0001,0.0005,True
+Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,10,333333.3,2032081.0,784125.0,2750000.0,2378833.0,252556.0,6222222.0,False
+Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,14,0.000272,0.002662,0.000324,0.000881,0.005657,0.000223,0.016,True
+Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+Electrochemical DACCS,Direct air carbon capture and storage (DACCS),Other water,Water,Physical,bcm/MtCO2,6,0.002,0.011,0.005,0.0215,0.012522,0.001,0.027,False
+Electrochemical OAE,Ocean alkalinity enhancement,Electrical energy,Energy,Energy,MWh/MtCO2,8,1600000.0,2241250.0,2150000.0,2500000.0,1283594.0,830000.0,5000000.0,False
+Electrochemical OAE,Ocean alkalinity enhancement,Non-arable land,Land,Physical,Mha/MtCO2,2,0.00086,0.00101,0.00101,0.00116,0.000424,0.00071,0.00131,True
+Electrochemical OAE,Ocean alkalinity enhancement,Shoreline,Shoreline,Physical,km/MtCO2,2,0.012,0.012,0.012,0.012,0.0,0.012,0.012,False
+Electrochemical OAE,Ocean alkalinity enhancement,Other mineral,Minerals,Physical,Mt/MtCO2,4,2.4,2.95,2.95,3.5,0.635085,2.4,3.5,False
+Enhanced weathering - Basalt mineral,Enhanced weathering,Arable land,Land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1E-06,2.5,True
+Enhanced weathering - Basalt mineral,Enhanced weathering,Basalt mineral,Minerals,Physical,Mt/MtCO2,25,3.33,5.773042,4.3,5.3,4.967901,1.0,19.0,False
+Enhanced weathering - Basalt mineral,Enhanced weathering,Electrical energy,Energy,Energy,MWh/MtCO2,8,92850.0,593431.3,388750.0,500000.0,904565.7,9250.0,2775000.0,True
+Enhanced weathering - Basalt mineral,Enhanced weathering,Non-arable land,Land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40.0,True
+Enhanced weathering - Basalt mineral,Enhanced weathering,Other water,Water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05,True
+Enhanced weathering - Olivine mineral,Enhanced weathering,Arable land,Land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1E-06,2.5,True
+Enhanced weathering - Olivine mineral,Enhanced weathering,Electrical energy,Energy,Energy,MWh/MtCO2,8,92850.0,593431.3,388750.0,500000.0,904565.7,9250.0,2775000.0,True
+Enhanced weathering - Olivine mineral,Enhanced weathering,Non-arable land,Land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40.0,True
+Enhanced weathering - Olivine mineral,Enhanced weathering,Olivine mineral,Minerals,Physical,Mt/MtCO2,26,0.909091,1.429511,1.25,1.58,0.941247,0.27027,3.7,False
+Enhanced weathering - Olivine mineral,Enhanced weathering,Other water,Water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05,True
+Enhanced weathering - Wollastonite mineral,Enhanced weathering,Arable land,Land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1E-06,2.5,True
+Enhanced weathering - Wollastonite mineral,Enhanced weathering,Electrical energy,Energy,Energy,MWh/MtCO2,8,92850.0,593431.3,388750.0,500000.0,904565.7,9250.0,2775000.0,True
+Enhanced weathering - Wollastonite mineral,Enhanced weathering,Non-arable land,Land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40.0,True
+Enhanced weathering - Wollastonite mineral,Enhanced weathering,Other water,Water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05,True
+Enhanced weathering - Wollastonite mineral,Enhanced weathering,Wollastonite mineral,Minerals,Physical,Mt/MtCO2,8,1.321429,1.629643,1.564286,1.83,0.742366,0.56,3.0,False
+Enhanced weathering - Other mineral,Enhanced weathering,Arable land,Land,Physical,Mha/MtCO2,28,0.12875,0.548974,0.25,0.5,0.709916,1E-06,2.5,True
+Enhanced weathering - Other mineral,Enhanced weathering,Electrical energy,Energy,Energy,MWh/MtCO2,8,92850.0,593431.3,388750.0,500000.0,904565.7,9250.0,2775000.0,True
+Enhanced weathering - Other mineral,Enhanced weathering,Non-arable land,Land,Physical,Mha/MtCO2,12,0.004429,11.43247,0.009065,28.57143,17.2264,0.0009,40.0,True
+Enhanced weathering - Other mineral,Enhanced weathering,Other mineral,Minerals,Physical,Mt/MtCO2,19,1.315789,6.356736,2.5,8.625,7.726415,0.5,25.0,False
+Enhanced weathering - Other mineral,Enhanced weathering,Other water,Water,Physical,bcm/MtCO2,5,0.0005,0.010466,0.000866,0.000866,0.022102,0.0001,0.05,True
+Forest management,Forestry,Other land,Land,Physical,Mha/MtCO2,2,0.438675,0.76865,0.76865,1.098625,0.93331,0.1087,1.4286,False
+High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,32,361111.1,423787.8,462961.1,500000.0,163178.3,77000.0,770000.0,False
+High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,23,2.2e-08,0.000229,0.000223,0.000298,0.000299,1.5e-10,0.000991,False
+High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Thermal energy high grade,Energy,Energy,MWh/MtCO2,38,1472222.0,1954835.0,1750000.0,2314815.0,643937.6,1125000.0,3800000.0,False
+High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+High-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Other water,Water,Physical,bcm/MtCO2,16,0.002502,0.010221,0.0047,0.00818,0.015887,5E-09,0.05,True
+Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,44,218000.0,895320.2,462961.1,690000.0,1255695.0,130000.0,4611111.0,False
+Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,23,6.25e-08,0.000238,0.000223,0.000298,0.000294,1E-11,0.000991,False
+Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Thermal energy low grade,Energy,Energy,MWh/MtCO2,30,1432500.0,1678215.0,1500000.0,2062500.0,516794.3,638888.9,2722222.0,False
+Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+Low-temp DACCS (solid-sorbent/liquid-solvent),Direct air carbon capture and storage (DACCS),Other water,Water,Physical,bcm/MtCO2,14,7.5e-10,0.003187,0.001008,0.004925,0.005238,-0.002,0.015,True
+Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Electrical energy,Energy,Energy,MWh/MtCO2,12,323625.0,1153583.0,606500.0,1755000.0,1286024.0,27000.0,4000000.0,True
+Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Non-arable land,Land,Physical,Mha/MtCO2,4,0.0,0.000505,0.000355,0.00086,0.000632,0.0,0.00131,True
+Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Thermal energy other grade,Energy,Energy,MWh/MtCO2,6,1388889.0,1257630.0,1458944.0,1529000.0,542588.8,160000.0,1550000.0,True
+Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Other mineral,Minerals,Physical,Mt/MtCO2,8,1.62,2.489,1.743,2.5895,1.554598,1.4,5.0,False
+Mineral OAE / Ocean liming,Ocean alkalinity enhancement,Other water,Water,Physical,bcm/MtCO2,2,0.000678,0.000678,0.000678,0.000678,0.0,0.000678,0.000678,True
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,8,83333.33,1104167.0,83333.33,1375000.0,1793811.0,0.0,4000000.0,False
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,12,0.000587,0.001065,0.000639,0.000873,0.001064,0.000223,0.0033,False
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Thermal energy other grade,Energy,Energy,MWh/MtCO2,4,1479167.0,1715278.0,1819444.0,2055556.0,534015.3,1000000.0,2222222.0,False
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Other mineral,Minerals,Physical,Mt/MtCO2,4,0.15,0.225,0.2,0.275,0.206155,0.0,0.5,False
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+Mineral looping DACCS,Direct air carbon capture and storage (DACCS),Other water,Water,Physical,bcm/MtCO2,6,0.000125,0.006762,0.0002,0.010068,0.011116,0.0,0.026714,True
+Mineralization ex-situ,Mineralization,Electrical energy,Energy,Energy,MWh/MtCO2,8,500000.0,1062500.0,750000.0,1250000.0,979704.8,0.0,3000000.0,False
+Mineralization ex-situ,Mineralization,Non-arable land,Land,Physical,Mha/MtCO2,4,0.000298,0.000522,0.000436,0.000659,0.000342,0.000223,0.000991,False
+Mineralization ex-situ,Mineralization,Olivine mineral,Minerals,Physical,Mt/MtCO2,2,0.8,0.8,0.8,0.8,0.0,0.8,0.8,False
+Mineralization ex-situ,Mineralization,Thermal energy other grade,Energy,Energy,MWh/MtCO2,4,400000.0,575000.0,450000.0,625000.0,287228.1,400000.0,1000000.0,False
+Mineralization ex-situ,Mineralization,Other mineral,Minerals,Physical,Mt/MtCO2,22,0.4375,3.935,3.0,7.0,3.647722,0.04,10.0,False
+Mineralization ex-situ,Mineralization,Other water,Water,Physical,bcm/MtCO2,14,0.0002,0.050004,0.00545,0.0145,0.106908,0.0,0.3,False
+Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Electrical energy,Energy,Energy,MWh/MtCO2,4,316000.0,324666.7,324666.7,333333.3,10007.4,316000.0,333333.3,False
+Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Non-arable land,Land,Physical,Mha/MtCO2,8,0.000169,0.000331,0.000272,0.00038,0.000319,8E-06,0.000991,False
+Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+Moisture swing DACCS,Direct air carbon capture and storage (DACCS),Other water,Water,Physical,bcm/MtCO2,4,-0.00015,0.000427,0.000427,0.001,0.000662,-0.00015,0.001,False
+Pasture management,"Soil carbon sequestration (crop, grasslands)",Arable land,Land,Physical,Mha/MtCO2,24,0.102253,0.442368,0.252422,0.522974,0.522145,0.071894,2.289744,False
+Reforestation,Forestry,Other land,Land,Physical,Mha/MtCO2,34,0.044459,1.564102,0.094927,0.1887,6.825803,0.002,38.8,False
+Reforestation,Forestry,Other water,Water,Physical,bcm/MtCO2,2,0.092,0.092,0.092,0.092,0.0,0.092,0.092,True
+pH swing,Direct ocean carbon capture and storage (DOCCS),Electrical energy,Energy,Energy,MWh/MtCO2,28,980000.0,2205112.0,1768000.0,3302500.0,1381909.0,660000.0,4670000.0,False
+pH swing,Direct ocean carbon capture and storage (DOCCS),Salt water,Water,Physical,bcm/MtCO2,4,0.435,4.78,4.78,9.125,5.017174,0.435,9.125,False
+pH swing,Direct ocean carbon capture and storage (DOCCS),Geologic storage,Storage,Physical,Mt/MtCO2,1,1.0,1.0,1.0,1.0,0.0,1.0,1.0,False
+pH swing,Direct ocean carbon capture and storage (DOCCS),Other water,Water,Physical,bcm/MtCO2,4,0.217391,6.608696,6.608696,13.0,7.380043,0.217391,13.0,False

data/method_groups.json

@@ -8,7 +8,7 @@
   "Bio-char": [
     "Bio-char - Forest biomass",
     "Bio-char - Non-forest biomass",
-    "Bio-char - Unspecified biomass"
+    "Bio-char - Other biomass"
   ],
   "Bio-CCS": [
     "BioCCS with anaerobic digestion/fermentation",
@@ -41,7 +41,7 @@
     "Enhanced weathering - Basalt mineral",
     "Enhanced weathering - Olivine mineral",
     "Enhanced weathering - Wollastonite mineral",
-    "Enhanced weathering - Unspecified mineral"
+    "Enhanced weathering - Other mineral"
   ],
   "Mineralization": [
     "Mineralization ex-situ"

data/secondary_resources.json

@@ -1,19 +1,7 @@
 [
   [
     "Afforestation",
-    "Unspecified water"
-  ],
-  [
-    "Bio-char",
-    "Electrical energy"
-  ],
-  [
-    "Bio-char",
-    "Unspecified land"
-  ],
-  [
-    "Bio-char",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Bio-char - Forest biomass",
@@ -21,43 +9,43 @@
   ],
   [
     "Bio-char - Forest biomass",
-    "Unspecified land"
+    "Other land"
   ],
   [
     "Bio-char - Forest biomass",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Bio-char - Non-forest biomass",
-    "Electrical energy"
+    "1 water"
   ],
   [
     "Bio-char - Non-forest biomass",
-    "Unspecified land"
+    "Electrical energy"
   ],
   [
     "Bio-char - Non-forest biomass",
-    "Unspecified water"
+    "Other land"
   ],
   [
-    "Bio-char - Unspecified biomass",
+    "Bio-char - Other biomass",
     "Electrical energy"
   ],
   [
-    "Bio-char - Unspecified biomass",
-    "Unspecified land"
+    "Bio-char - Other biomass",
+    "Other land"
   ],
   [
-    "Bio-char - Unspecified biomass",
-    "Unspecified water"
+    "Bio-char - Other biomass",
+    "Other water"
   ],
   [
     "BioCCS with anaerobic digestion/fermentation",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "BioCCS with anaerobic digestion/fermentation & growing biomass",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "BioCCS with combustion",
@@ -65,15 +53,15 @@
   ],
   [
     "BioCCS with combustion",
-    "Thermal energy unspecified grade"
+    "Other chemical"
   ],
   [
     "BioCCS with combustion",
-    "Unspecified chemical"
+    "Other water"
   ],
   [
     "BioCCS with combustion",
-    "Unspecified water"
+    "Thermal energy other grade"
   ],
   [
     "BioCCS with combustion & growing biomass",
@@ -81,15 +69,15 @@
   ],
   [
     "BioCCS with combustion & growing biomass",
-    "Thermal energy unspecified grade"
+    "Other chemical"
   ],
   [
     "BioCCS with combustion & growing biomass",
-    "Unspecified chemical"
+    "Other water"
   ],
   [
     "BioCCS with combustion & growing biomass",
-    "Unspecified water"
+    "Thermal energy other grade"
   ],
   [
     "Durable biobased products",
@@ -101,7 +89,7 @@
   ],
   [
     "Durable biobased products",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Electrochemical DACCS",
@@ -111,22 +99,6 @@
     "Electrochemical OAE",
     "Non-arable land"
   ],
-  [
-    "Enhanced weathering",
-    "Arable land"
-  ],
-  [
-    "Enhanced weathering",
-    "Electrical energy"
-  ],
-  [
-    "Enhanced weathering",
-    "Non-arable land"
-  ],
-  [
-    "Enhanced weathering",
-    "Unspecified water"
-  ],
   [
     "Enhanced weathering - Basalt mineral",
     "Arable land"
@@ -141,7 +113,7 @@
   ],
   [
     "Enhanced weathering - Basalt mineral",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Enhanced weathering - Olivine mineral",
@@ -157,23 +129,23 @@
   ],
   [
     "Enhanced weathering - Olivine mineral",
-    "Unspecified water"
+    "Other water"
   ],
   [
-    "Enhanced weathering - Unspecified mineral",
+    "Enhanced weathering - Other mineral",
     "Arable land"
   ],
   [
-    "Enhanced weathering - Unspecified mineral",
+    "Enhanced weathering - Other mineral",
     "Electrical energy"
   ],
   [
-    "Enhanced weathering - Unspecified mineral",
+    "Enhanced weathering - Other mineral",
     "Non-arable land"
   ],
   [
-    "Enhanced weathering - Unspecified mineral",
-    "Unspecified water"
+    "Enhanced weathering - Other mineral",
+    "Other water"
   ],
   [
     "Enhanced weathering - Wollastonite mineral",
@@ -189,15 +161,15 @@
   ],
   [
     "Enhanced weathering - Wollastonite mineral",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "High-temp DACCS (solid-sorbent/liquid-solvent)",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Low-temp DACCS (solid-sorbent/liquid-solvent)",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Mineral OAE / Ocean liming",
@@ -209,18 +181,18 @@
   ],
   [
     "Mineral OAE / Ocean liming",
-    "Thermal energy unspecified grade"
+    "Other water"
   ],
   [
     "Mineral OAE / Ocean liming",
-    "Unspecified water"
+    "Thermal energy other grade"
   ],
   [
     "Mineral looping DACCS",
-    "Unspecified water"
+    "Other water"
   ],
   [
     "Reforestation",
-    "Unspecified water"
+    "Other water"
   ]
 ]