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Category Precision Recall F1-Score Support Acids and salts, etc 0.83 0.5 0.62 161 Acids, alkalis, etc 0.84 0.57 0.68 386 Advertising 0.83 0.46 0.59 120 Aeronautics 1.0 0.53 0.69 40 Agricultural appliances, farmyard 0.87 0.53 0.66 161 Agricultural appliances, for treatment of land, etc. 0.92 0.8 0.86 428 Air and gas engines 0.86 0.55 0.67 159 Air and gases, compressing, etc 0.65 0.26 0.38 257 Ammunition 0.9 0.77 0.83 268 Animal powered engines 0.76 0.35 0.48 155 Artists' instruments 0.71 0.2 0.31 50 Bearings, etc. 0.89 0.37 0.52 270 Bells, etc 0.72 0.31 0.44 67 Beverages 0.86 0.64 0.73 140 Bleaching, etc. 0.79 0.59 0.68 272 Books 0.83 0.42 0.56 119 Boots, etc 0.93 0.8 0.86 203 Boxes, etc 0.78 0.41 0.54 167 Brushing, etc 0.88 0.61 0.72 85 Buildings 0.8 0.54 0.65 457 Casks 0.89 0.59 0.71 132 Cements 0.72 0.42 0.53 213 Centrifugal drying 1.0 0.4 0.58 47 Chains 0.85 0.45 0.59 65 Chimneys 0.9 0.45 0.6 100 Closets 0.81 0.74 0.78 196 Coin-feed apparatus 0.0 0.0 0.0 1 Cooking, etc 0.79 0.5 0.61 163 Cooling 0.87 0.61 0.72 163 Cutlery 0.86 0.78 0.82 92 Cutting 0.58 0.34 0.43 206 Distilling 0.61 0.55 0.58 185 Drains 0.7 0.58 0.63 102 Drying 0.78 0.4 0.53 242 Dynamo electric generators 0.89 0.49 0.63 160 Electric lamps 0.86 0.87 0.87 111 Electric telegraphs 0.96 0.8 0.87 175 Electricity conducting 0.88 0.65 0.75 189 Electricity measuring 0.86 0.53 0.66 45 Electricity regulating 0.69 0.29 0.41 145 Electrolysis 0.88 0.24 0.37 59 Fabrics, dressing 0.73 0.6 0.66 304 Fastenings, dress 0.89 0.75 0.81 252 Fastenings, lock 0.94 0.65 0.77 303 Fencing 1.0 0.45 0.62 75 Filtering 0.69 0.53 0.6 146 Fire extinction 0.89 0.51 0.64 172 Fish 1.0 0.61 0.76 36 Food 0.93 0.57 0.7 99 Fuel, manufacture 0.92 0.63 0.75 210 Furnaces 0.75 0.66 0.7 915 Furniture 0.85 0.64 0.73 489 Galvanic batteries 0.85 0.68 0.75 108 Gas distribution 0.88 0.62 0.73 135 Gas manufacture 0.8 0.62 0.7 263 Glass 0.79 0.45 0.57 73 Governors 0.93 0.48 0.64 143 Grain 0.82 0.6 0.69 165 Grinding and crushing 0.78 0.62 0.69 231 Grinding or abrading 0.7 0.39 0.5 145 Hand tools 0.69 0.47 0.56 167 Harness 0.87 0.67 0.76 148 Hats 0.9 0.73 0.8 118 Heating 0.71 0.43 0.53 295 Hinges 0.75 0.4 0.52 119 Hollow-ware 0.79 0.35 0.49 125 Horse-shoes 0.96 0.89 0.92 62 Hydraulic engineering 0.82 0.59 0.69 199 Hydraulic machinery 0.61 0.34 0.43 270 India-rubber 0.68 0.32 0.43 188 Injectors 0.77 0.2 0.32 84 Iron 0.78 0.68 0.73 364 Labels 0.82 0.47 0.6 38 Lace-making 0.85 0.68 0.75 170 Lamps 0.94 0.77 0.85 394 Leather 0.89 0.63 0.74 142 Life-saving 0.62 0.63 0.62 38 Lifting 0.82 0.51 0.63 313 Locomotives 0.81 0.52 0.64 247 Mechanism 0.79 0.34 0.48 417 Medicine 0.8 0.61 0.69 253 Metals and alloys 0.78 0.52 0.62 343 Metals, Cutting, etc 0.82 0.63 0.71 1030 Milking 1.0 0.8 0.89 66 Mining 0.87 0.58 0.7 137 Mixing 0.84 0.49 0.61 105 Moulding 0.85 0.55 0.67 429 Music 0.96 0.9 0.93 143 Nails 0.82 0.58 0.68 228 Non-metallic elements 0.71 0.43 0.53 140 Oils 0.85 0.67 0.75 262 Ordnance 0.9 0.69 0.78 162 Ornamenting 0.72 0.32 0.44 132 Packing 0.85 0.6 0.7 136 Paints 0.71 0.47 0.57 189 Paper 0.83 0.62 0.71 199 Philosophical instruments 0.83 0.72 0.77 256 Photography 0.87 0.66 0.75 111 Pipes 0.74 0.44 0.55 259 Printing, letterpress 0.88 0.68 0.77 247 Printing, other 0.81 0.52 0.64 304 Pumps 0.78 0.54 0.64 324 Railway etc. vehicles 0.85 0.73 0.78 598 Railway signals 0.88 0.83 0.85 238 Railways, etc. 0.87 0.76 0.81 296 Registering 0.83 0.64 0.72 370 Road vehicles 0.86 0.55 0.67 327 Roads 0.82 0.53 0.64 109 Ropes 0.76 0.37 0.5 106 Rotary engines 0.8 0.45 0.58 196 Sewage 0.76 0.6 0.67 136 Sewing 0.93 0.83 0.88 325 Ships, Div I 0.88 0.59 0.71 484 Ships, Div II 0.91 0.72 0.81 288 Ships, Div III 0.78 0.58 0.67 77 Shop accessories 0.77 0.43 0.56 46 Sifting 0.65 0.66 0.66 167 Signalling 0.7 0.6 0.65 143 Small arms 0.94 0.86 0.9 303 Spinning 0.94 0.85 0.89 901 Starch 0.88 0.34 0.49 104 Steam engines 0.77 0.63 0.69 625 Steam generators 0.85 0.64 0.73 626 Stone 0.83 0.69 0.75 51 Stoppering 0.88 0.77 0.82 261 Stoves 0.8 0.65 0.72 309 Sugar 0.86 0.7 0.77 87 Table articles 0.68 0.33 0.45 75 Tea 0.94 0.67 0.78 45 Tobacco 0.97 0.72 0.82 120 Toilet 0.73 0.43 0.54 77 Toys 0.88 0.75 0.81 223 Trunks 0.76 0.33 0.46 76 Umbrellas 0.99 0.77 0.86 107 Valves 0.82 0.58 0.68 361 Velocipedes 0.96 0.75 0.84 145 Ventilation 0.65 0.44 0.53 117 Washing 0.86 0.68 0.76 184 Watches 0.98 0.64 0.77 136 Waterproof fabrics 0.64 0.42 0.51 150 Wearing apparel 0.81 0.69 0.74 322 Weaving 0.94 0.79 0.86 751 Weighing apparatus 0.95 0.66 0.78 56 Wheels 0.8 0.39 0.53 145 Wood 0.84 0.49 0.62 229 Writing instruments 0.84 0.66 0.74 278 |