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lstm_results.txt
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lstm_results.txt
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## Classification Report ###
precision recall f1-score support
O 0.99 1.00 0.99 27675
B-aircraft_code 0.94 0.45 0.61 165
B-airline_code 0.79 0.88 0.83 170
B-airline_name 0.95 0.98 0.97 505
I-airline_name 0.97 1.00 0.98 325
B-airport_code 0.67 0.67 0.67 45
B-airport_name 0.75 0.29 0.41 105
I-airport_name 0.67 0.34 0.45 145
B-arrive_date.date_relative 1.00 1.00 1.00 10
B-arrive_date.day_name 0.79 1.00 0.88 55
B-arrive_date.day_number 0.71 0.83 0.77 30
I-arrive_date.day_number 0.00 0.00 0.00 0
B-arrive_date.month_name 0.71 0.83 0.77 30
B-arrive_date.today_relative 0.00 0.00 0.00 0
B-arrive_time.end_time 0.88 0.88 0.88 40
I-arrive_time.end_time 0.88 0.88 0.88 40
B-arrive_time.period_mod 0.00 0.00 0.00 0
B-arrive_time.period_of_day 0.75 1.00 0.86 30
I-arrive_time.period_of_day 0.00 0.00 0.00 0
B-arrive_time.start_time 0.89 1.00 0.94 40
I-arrive_time.start_time 1.00 1.00 1.00 5
B-arrive_time.time 0.92 1.00 0.96 170
I-arrive_time.time 0.97 1.00 0.99 175
B-arrive_time.time_relative 0.97 0.97 0.97 155
I-arrive_time.time_relative 1.00 1.00 1.00 20
B-booking_class 0.00 0.00 0.00 5
B-city_name 0.76 0.49 0.60 285
I-city_name 1.00 0.43 0.60 150
B-class_type 0.88 0.96 0.92 120
I-class_type 1.00 1.00 1.00 85
B-compartment 0.00 0.00 0.00 5
B-connect 1.00 1.00 1.00 30
B-cost_relative 1.00 0.97 0.99 185
I-cost_relative 1.00 0.67 0.80 15
B-day_name 1.00 0.50 0.67 10
B-day_number 0.00 0.00 0.00 0
B-days_code 1.00 1.00 1.00 5
B-depart_date.date_relative 1.00 1.00 1.00 85
B-depart_date.day_name 1.00 0.99 0.99 1060
B-depart_date.day_number 0.98 0.96 0.97 275
I-depart_date.day_number 1.00 0.93 0.97 75
B-depart_date.month_name 0.98 0.96 0.97 280
B-depart_date.today_relative 1.00 0.89 0.94 45
I-depart_date.today_relative 0.00 0.00 0.00 0
B-depart_date.year 1.00 1.00 1.00 15
B-depart_time.end_time 1.00 0.67 0.80 15
I-depart_time.end_time 1.00 0.67 0.80 15
B-depart_time.period_mod 0.75 0.60 0.67 25
B-depart_time.period_of_day 0.98 0.91 0.94 650
I-depart_time.period_of_day 1.00 1.00 1.00 5
B-depart_time.start_time 1.00 0.67 0.80 15
I-depart_time.start_time 1.00 1.00 1.00 5
B-depart_time.time 0.88 1.00 0.93 285
I-depart_time.time 1.00 1.00 1.00 260
B-depart_time.time_relative 0.98 0.97 0.98 325
I-depart_time.time_relative 0.00 0.00 0.00 5
B-economy 1.00 1.00 1.00 30
I-economy 0.00 0.00 0.00 0
B-fare_amount 0.50 0.50 0.50 10
I-fare_amount 1.00 1.00 1.00 10
B-fare_basis_code 0.92 0.65 0.76 85
I-fare_basis_code 0.00 0.00 0.00 0
B-flight 0.00 0.00 0.00 5
B-flight_days 0.77 1.00 0.87 50
B-flight_mod 0.73 0.79 0.76 120
I-flight_mod 0.00 0.00 0.00 30
B-flight_number 0.79 1.00 0.88 55
I-flight_number 0.00 0.00 0.00 5
B-flight_stop 0.91 1.00 0.95 105
I-flight_stop 0.00 0.00 0.00 0
B-flight_time 1.00 1.00 1.00 5
I-flight_time 1.00 1.00 1.00 5
B-fromloc.airport_code 0.83 1.00 0.91 25
B-fromloc.airport_name 0.33 0.58 0.42 60
I-fromloc.airport_name 0.38 0.93 0.54 75
B-fromloc.city_name 0.98 0.99 0.98 3520
I-fromloc.city_name 0.97 0.98 0.97 885
B-fromloc.state_code 1.00 1.00 1.00 115
B-fromloc.state_name 0.94 1.00 0.97 85
I-fromloc.state_name 1.00 1.00 1.00 5
B-meal 0.94 1.00 0.97 80
B-meal_code 0.50 1.00 0.67 5
I-meal_code 0.00 0.00 0.00 0
B-meal_description 1.00 0.90 0.95 50
I-meal_description 0.00 0.00 0.00 0
B-mod 0.00 0.00 0.00 10
B-month_name 0.00 0.00 0.00 0
B-or 0.50 1.00 0.67 15
B-period_of_day 0.50 0.25 0.33 20
B-restriction_code 1.00 1.00 1.00 20
I-restriction_code 1.00 0.67 0.80 15
B-return_date.date_relative 0.75 1.00 0.86 15
I-return_date.date_relative 1.00 0.67 0.80 15
B-return_date.day_name 0.00 0.00 0.00 10
B-return_date.day_number 0.00 0.00 0.00 0
I-return_date.day_number 0.00 0.00 0.00 0
B-return_date.month_name 0.00 0.00 0.00 0
B-return_date.today_relative 0.00 0.00 0.00 0
I-return_date.today_relative 0.00 0.00 0.00 0
B-return_time.period_mod 0.00 0.00 0.00 0
B-return_time.period_of_day 0.00 0.00 0.00 0
B-round_trip 1.00 0.99 0.99 365
I-round_trip 1.00 1.00 1.00 355
B-state_code 1.00 1.00 1.00 5
B-state_name 0.00 0.00 0.00 45
I-state_name 0.00 0.00 0.00 5
B-stoploc.airport_code 0.00 0.00 0.00 5
B-stoploc.airport_name 0.00 0.00 0.00 0
B-stoploc.city_name 0.95 1.00 0.98 100
I-stoploc.city_name 1.00 0.90 0.95 50
B-stoploc.state_code 0.00 0.00 0.00 0
B-time 0.00 0.00 0.00 0
I-time 0.00 0.00 0.00 0
B-time_relative 0.00 0.00 0.00 0
B-today_relative 0.00 0.00 0.00 0
I-today_relative 0.00 0.00 0.00 0
B-toloc.airport_code 1.00 0.75 0.86 20
B-toloc.airport_name 0.50 0.33 0.40 15
I-toloc.airport_name 0.75 1.00 0.86 15
B-toloc.city_name 0.97 0.99 0.98 3580
I-toloc.city_name 0.95 0.98 0.97 1325
B-toloc.country_name 1.00 1.00 1.00 5
B-toloc.state_code 1.00 1.00 1.00 90
B-toloc.state_name 0.86 0.89 0.88 140
I-toloc.state_name 1.00 1.00 1.00 5
B-transport_type 0.91 1.00 0.95 50
I-transport_type 0.00 0.00 0.00 5
avg / total 0.97 0.97 0.97 45990
### Sequence Accuracy Score ###
0.8286674132138858
### Weighted Precision Score ###
0.972639507033
### Weighted Recall Score ###
0.97347249402