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@@ -82,25 +82,24 @@ The pre-processing operations used to produce the final training dataset were as
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  7. Data is then augmented using sentence shuffle from the ```albumentations``` library
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  ###**Parameter to category mapping taxonomy**
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-
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  |index|Category|Parameter|
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  |---|---|---|
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- |0|Active mobility|S\_Activemobility,S\_Cycling,S\_Walking|
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- |1|Alternative fuels|I\_Altfuels,I\_Biofuel,I\_Ethanol,I\_Hydrogen,I\_LPGCNGLNG,I\_RE|
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- |2|Aviation improvements|I\_Aircraftfleet,I\_Airtraffic,I\_Aviation,I\_Capacityairport,I\_CO2certificate,I\_Jetfuel|
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- |3|Comprehensive transport planning|A\_Complan,A\_LATM,A\_Natmobplan,A\_SUMP|
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- |4|Digital solutions|I\_Autonomous,I\_DataModelling,I\_ITS,I\_Other,S\_Maas,S\_Ondemand,S\_Sharedmob|
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- |5|Economic instruments|A\_Economic,A\_Emistrad,A\_Finance,A\_Fossilfuelsubs,A\_Fueltax,A\_Procurement,A\_Roadcharging,A\_Vehicletax|
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- |6|Education and behavioral change|I\_Campaigns,I\_Capacity,I\_Ecodriving,I\_Education|
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- |7|Electric mobility|I\_Emobility,I\_Emobilitycharging,I\_Emobilitypurchase,I\_ICEdiesel,I\_Smartcharging,S\_Micromobility|
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- |8|Freight efficiency improvements|I\_Freighteff,I\_Load,S\_Railfreight|
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- |9|Improve infrastructure|S\_Infraexpansion,S\_Infraimprove,S\_Intermodality|
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- |10|Labels|I\_Efficiencylabel,I\_Freightlabel,I\_Fuellabel,I\_Transportlabel,I\_Vehiclelabel|
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- |11|Land use|A\_Density,A\_Landuse,A\_Mixuse|
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- |12|Public transport improvement|S\_BRT,S\_PTIntegration,S\_PTPriority,S\_PublicTransport|
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- |13|Shipping improvements|I\_Onshorepower,I\_PortInfra,I\_Shipefficiency,I\_Shipping|
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- |14|Transport demand management|A\_Caraccess,A\_Commute,A\_Parkingprice,A\_TDM,A\_Teleworking,A\_Work,S\_Parking|
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- |15|Vehicle improvements|A\_LEZ,I\_Efficiencystd,I\_Fuelqualimprove,I\_Inspection,I\_Lowemissionincentive,I\_Vehicleeff,I\_Vehicleimprove,I\_VehicleRestrictions,I\_Vehiclescrappage|
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  ## Training procedure
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  7. Data is then augmented using sentence shuffle from the ```albumentations``` library
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  ###**Parameter to category mapping taxonomy**
 
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  |index|Category|Parameter|
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  |---|---|---|
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+ |0|Active mobility|S\_Activemobility , S\_Cycling , S\_Walking |
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+ |1|Alternative fuels|I\_Altfuels , I\_Biofuel , I\_Ethanol , I\_Hydrogen , I\_LPGCNGLNG , I\_RE |
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+ |2|Aviation improvements|I\_Aircraftfleet , I\_Airtraffic , I\_Aviation , I\_Capacityairport , I\_CO2certificate , I\_Jetfuel |
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+ |3|Comprehensive transport planning|A\_Complan , A\_LATM , A\_Natmobplan , A\_SUMP |
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+ |4|Digital solutions|I\_Autonomous , I\_DataModelling , I\_ITS , I\_Other , S\_Maas , S\_Ondemand , S\_Sharedmob |
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+ |5|Economic instruments|A\_Economic , A\_Emistrad , A\_Finance , A\_Fossilfuelsubs , A\_Fueltax , A\_Procurement , A\_Roadcharging , A\_Vehicletax |
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+ |6|Education and behavioral change|I\_Campaigns , I\_Capacity , I\_Ecodriving , I\_Education |
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+ |7|Electric mobility|I\_Emobility , I\_Emobilitycharging , I\_Emobilitypurchase , I\_ICEdiesel , I\_Smartcharging , S\_Micromobility |
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+ |8|Freight efficiency improvements|I\_Freighteff , I\_Load , S\_Railfreight |
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+ |9|Improve infrastructure|S\_Infraexpansion , S\_Infraimprove , S\_Intermodality |
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+ |10|Labels|I\_Efficiencylabel , I\_Freightlabel , I\_Fuellabel , I\_Transportlabel , I\_Vehiclelabel |
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+ |11|Land use|A\_Density , A\_Landuse , A\_Mixuse |
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+ |12|Public transport improvement|S\_BRT , S\_PTIntegration , S\_PTPriority , S\_PublicTransport |
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+ |13|Shipping improvements|I\_Onshorepower , I\_PortInfra , I\_Shipefficiency , I\_Shipping |
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+ |14|Transport demand management|A\_Caraccess , A\_Commute , A\_Parkingprice , A\_TDM , A\_Teleworking , A\_Work , S\_Parking |
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+ |15|Vehicle improvements|A\_LEZ , I\_Efficiencystd , I\_Fuelqualimprove , I\_Inspection , I\_Lowemissionincentive , I\_Vehicleeff , I\_Vehicleimprove , I\_VehicleRestrictions , I\_Vehiclescrappage |
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  ## Training procedure
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