The model for the disaster-response-pipeline-project.
Category: floods
precision recall f1-score support
0 0.95 0.99 0.97 4803
1 0.87 0.43 0.57 441
accuracy 0.95 5244
macro avg 0.91 0.71 0.77 5244
weighted avg 0.94 0.95 0.94 5244
Category: hospitals
precision recall f1-score support
0 0.99 1.00 1.00 5201
1 0.00 0.00 0.00 43
accuracy 0.99 5244
macro avg 0.50 0.50 0.50 5244
weighted avg 0.98 0.99 0.99 5244
Category: aid_related
precision recall f1-score support
0 0.79 0.85 0.82 3105
1 0.76 0.68 0.72 2139
accuracy 0.78 5244
macro avg 0.78 0.77 0.77 5244
weighted avg 0.78 0.78 0.78 5244
Category: child_alone
precision recall f1-score support
0 1.00 1.00 1.00 5244
accuracy 1.00 5244
macro avg 1.00 1.00 1.00 5244
weighted avg 1.00 1.00 1.00 5244
Category: related
precision recall f1-score support
0 0.69 0.47 0.56 1265
1 0.85 0.93 0.89 3979
accuracy 0.82 5244
macro avg 0.77 0.70 0.73 5244
weighted avg 0.81 0.82 0.81 5244
Category: water
precision recall f1-score support
0 0.96 1.00 0.98 4941
1 0.93 0.34 0.49 303
accuracy 0.96 5244
macro avg 0.94 0.67 0.74 5244
weighted avg 0.96 0.96 0.95 5244
Category: food
precision recall f1-score support
0 0.95 0.99 0.97 4675
1 0.83 0.56 0.67 569
accuracy 0.94 5244
macro avg 0.89 0.77 0.82 5244
weighted avg 0.94 0.94 0.93 5244
Category: weather_related
precision recall f1-score support
0 0.87 0.96 0.91 3759
1 0.86 0.65 0.74 1485
accuracy 0.87 5244
macro avg 0.86 0.80 0.83 5244
weighted avg 0.87 0.87 0.86 5244
Category: fire
precision recall f1-score support
0 0.99 1.00 0.99 5191
1 0.00 0.00 0.00 53
accuracy 0.99 5244
macro avg 0.49 0.50 0.50 5244
weighted avg 0.98 0.99 0.98 5244
Category: shops
precision recall f1-score support
0 1.00 1.00 1.00 5222
1 0.00 0.00 0.00 22
accuracy 1.00 5244
macro avg 0.50 0.50 0.50 5244
weighted avg 0.99 1.00 0.99 5244
Category: direct_report
precision recall f1-score support
0 0.87 0.98 0.92 4270
1 0.80 0.36 0.50 974
accuracy 0.86 5244
macro avg 0.83 0.67 0.71 5244
weighted avg 0.86 0.86 0.84 5244
Category: military
precision recall f1-score support
0 0.97 1.00 0.98 5058
1 0.59 0.05 0.10 186
accuracy 0.97 5244
macro avg 0.78 0.53 0.54 5244
weighted avg 0.95 0.97 0.95 5244
Category: aid_centers
precision recall f1-score support
0 0.99 1.00 0.99 5180
1 0.00 0.00 0.00 64
accuracy 0.99 5244
macro avg 0.49 0.50 0.50 5244
weighted avg 0.98 0.99 0.98 5244
Category: other_aid
precision recall f1-score support
0 0.87 1.00 0.93 4545
1 0.66 0.04 0.07 699
accuracy 0.87 5244
macro avg 0.76 0.52 0.50 5244
weighted avg 0.84 0.87 0.82 5244
Category: cold
precision recall f1-score support
0 0.98 1.00 0.99 5146
1 0.50 0.04 0.08 98
accuracy 0.98 5244
macro avg 0.74 0.52 0.53 5244
weighted avg 0.97 0.98 0.97 5244
Category: shelter
precision recall f1-score support
0 0.95 0.99 0.97 4829
1 0.80 0.35 0.48 415
accuracy 0.94 5244
macro avg 0.87 0.67 0.73 5244
weighted avg 0.93 0.94 0.93 5244
Category: storm
precision recall f1-score support
0 0.95 0.98 0.97 4745
1 0.77 0.49 0.60 499
accuracy 0.94 5244
macro avg 0.86 0.74 0.78 5244
weighted avg 0.93 0.94 0.93 5244
Category: other_weather
precision recall f1-score support
0 0.95 1.00 0.97 4979
1 0.20 0.01 0.02 265
accuracy 0.95 5244
macro avg 0.57 0.50 0.50 5244
weighted avg 0.91 0.95 0.93 5244
Category: offer
precision recall f1-score support
0 1.00 1.00 1.00 5219
1 0.00 0.00 0.00 25
accuracy 1.00 5244
macro avg 0.50 0.50 0.50 5244
weighted avg 0.99 1.00 0.99 5244
Category: money
precision recall f1-score support
0 0.98 1.00 0.99 5130
1 1.00 0.06 0.12 114
accuracy 0.98 5244
macro avg 0.99 0.53 0.55 5244
weighted avg 0.98 0.98 0.97 5244
Category: missing_people
precision recall f1-score support
0 0.99 1.00 0.99 5188
1 1.00 0.02 0.04 56
accuracy 0.99 5244
macro avg 0.99 0.51 0.51 5244
weighted avg 0.99 0.99 0.98 5244
Category: tools
precision recall f1-score support
0 0.99 1.00 1.00 5217
1 0.00 0.00 0.00 27
accuracy 0.99 5244
macro avg 0.50 0.50 0.50 5244
weighted avg 0.99 0.99 0.99 5244
Category: search_and_rescue
precision recall f1-score support
0 0.97 1.00 0.99 5092
1 0.72 0.09 0.15 152
accuracy 0.97 5244
macro avg 0.85 0.54 0.57 5244
weighted avg 0.97 0.97 0.96 5244
Category: earthquake
precision recall f1-score support
0 0.98 0.99 0.98 4755
1 0.90 0.78 0.84 489
accuracy 0.97 5244
macro avg 0.94 0.89 0.91 5244
weighted avg 0.97 0.97 0.97 5244
Category: death
precision recall f1-score support
0 0.96 1.00 0.98 4980
1 0.90 0.21 0.34 264
accuracy 0.96 5244
macro avg 0.93 0.61 0.66 5244
weighted avg 0.96 0.96 0.95 5244
Category: buildings
precision recall f1-score support
0 0.96 1.00 0.98 4983
1 0.86 0.12 0.21 261
accuracy 0.96 5244
macro avg 0.91 0.56 0.60 5244
weighted avg 0.95 0.96 0.94 5244
Category: other_infrastructure
precision recall f1-score support
0 0.96 1.00 0.98 5013
1 0.00 0.00 0.00 231
accuracy 0.96 5244
macro avg 0.48 0.50 0.49 5244
weighted avg 0.91 0.96 0.93 5244
Category: infrastructure_related
precision recall f1-score support
0 0.94 1.00 0.97 4914
1 0.00 0.00 0.00 330
accuracy 0.94 5244
macro avg 0.47 0.50 0.48 5244
weighted avg 0.88 0.94 0.91 5244
Category: refugees
precision recall f1-score support
0 0.97 1.00 0.99 5092
1 0.50 0.01 0.03 152
accuracy 0.97 5244
macro avg 0.74 0.51 0.51 5244
weighted avg 0.96 0.97 0.96 5244
Category: request
precision recall f1-score support
0 0.91 0.98 0.94 4386
1 0.81 0.51 0.62 858
accuracy 0.90 5244
macro avg 0.86 0.74 0.78 5244
weighted avg 0.89 0.90 0.89 5244
Category: medical_products
precision recall f1-score support
0 0.96 1.00 0.98 4996
1 0.62 0.08 0.15 248
accuracy 0.95 5244
macro avg 0.79 0.54 0.56 5244
weighted avg 0.94 0.95 0.94 5244
Category: security
precision recall f1-score support
0 0.98 1.00 0.99 5152
1 0.00 0.00 0.00 92
accuracy 0.98 5244
macro avg 0.49 0.50 0.50 5244
weighted avg 0.97 0.98 0.97 5244
Category: clothing
precision recall f1-score support
0 0.99 1.00 0.99 5173
1 0.78 0.10 0.17 71
accuracy 0.99 5244
macro avg 0.88 0.55 0.58 5244
weighted avg 0.98 0.99 0.98 5244
Category: medical_help
precision recall f1-score support
0 0.93 1.00 0.96 4835
1 0.65 0.11 0.18 409
accuracy 0.93 5244
macro avg 0.79 0.55 0.57 5244
weighted avg 0.91 0.93 0.90 5244
Category: transport
precision recall f1-score support
0 0.96 1.00 0.98 5012
1 0.79 0.09 0.17 232
accuracy 0.96 5244
macro avg 0.87 0.55 0.57 5244
weighted avg 0.95 0.96 0.94 5244
Category: electricity
precision recall f1-score support
0 0.98 1.00 0.99 5136
1 0.60 0.03 0.05 108
accuracy 0.98 5244
macro avg 0.79 0.51 0.52 5244
weighted avg 0.97 0.98 0.97 5244