-
Notifications
You must be signed in to change notification settings - Fork 0
/
combinednb_csp_comparison.txt
10740 lines (10740 loc) · 520 KB
/
combinednb_csp_comparison.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
tweet:
RT @mention: On a rainy day like today put some Gay and sunshine in your day with the Gaydy Bunch! {link}
correct:
NEITHER
true value
{'event': ['rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Fair, 73 FForecast: Sat - Sunny. High: 91 Low: 71 Sun - Sunny. High: 93 Low: 72Full Forecast at Yahoo! Weather (p...
correct:
NEITHER
true value
{'event': ['hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
CHARLOTTE, NC: Currently 62 degrees and mostly cloudy. A chance of rain this morning. Highs in the lower 80s.
correct:
NEITHER
true value
{'event': ['clouds', 'cold', 'rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
O'nite: Isolated evening shower then clearing. Lows: 57-63. Sat.: Mo. Sunny. Highs near 80. Sun.: Partly cloudy. Highs near 85.
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
its cold af outside
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
#DarwinNT Darwin Forecast: Monday: Light Rain Early. Mostly Sunny. Warm. Humid. 25 - 30 Tuesday: Morning Clouds... {link}
correct:
NEITHER
true value
{'event': ['hot', 'humid', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
A Friday with highs in the mid-70s marred by thunderstorms throughout the day? Hmm... {link} #fufriday
correct:
NEITHER
true value
{'event': ['storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Forecast for Today: Mostly cloudy. Showers and thunderstorms likely...mainly this morning. Highs in the lowe... {link} #wv
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
tweet:
RT @mention: Warm, partly cloudy/mostly sunny, slightly windy weekend in progress. An isolated shower / t-storm possible early this ...
correct:
NEITHER
true value
{'event': ['clouds', 'hot', 'rain', 'storms', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
I went outside in my basketball shorts && why is it cold!? Smh
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Partly cloudy tonight, low 50 (10 C). Sunny Thursday, high near 80 (27 C).
correct:
NEITHER
true value
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
tweet:
Aye , its cold af outside .
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Wednesday - Partly sunny. Slight chance of rain showers in the morning...then a slight chance of thunderstorms in... {link}
correct:
COMBINEDNB
true value
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Lord don't let it rain. Its our day, we need sunshine!
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ["I can't tell"], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Cold af outside
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Saturday weather: Partly sunny morning, but chance of rain lingers: Today's forecast: Clouds, chance of showers,... {link}
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Napavine, WA @ 4:30 PM | Dry | 62.7 | 0.00 | 49% | 4.5 SSW | #wdisplay #weather |
correct:
NEITHER
true value
{'event': ['dry', "I can't tell"], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['humid', "I can't tell", 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['dry', 'humid', "I can't tell", 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
No clouds #sunshine
correct:
COMBINEDNB
true value
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
It was just raining nw its sunny wtf? lol
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Sunny days always brighten my mood
correct:
CSP
true value
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
tweet:
Sunny days everybody loves them
correct:
CSP
true value
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ["I can't tell"]}
csp prediction
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ["I can't tell"]}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ["I can't tell"]}
tweet:
It has been cloudy, rainy, and now, sunny, all within the 3 hours I've been awake today. #Caseofthemondays
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Beaten by the rain: This dandelion fluff was beaten by the rain. Still awaiting the arrival of sunny days. We ge... {link}
correct:
NEITHER
true value
{'event': ['rain'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Positive'], 'time': []}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': []}
tweet:
@mention ur lucky! It's cold and cloudy now, it was warm and sunny.
correct:
NEITHER
true value
{'event': ['clouds', 'cold', 'hot', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Its hott AF in this house & my mom acting like its freezing , I'm finna start sweating .
correct:
COMBINEDNB
true value
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
I know there's sunshine behind that rain, I know there's good times behind that pain
correct:
NEITHER
true value
{'event': ['rain'], 'sentiment': ['Tweet not related to weather condition'], 'time': ["I can't tell"]}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Partly cloudy tonight, low 59 (15 C). Isolated thunderstorms Monday, high near 82 (28 C).
correct:
NEITHER
true value
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Fair, 66 FForecast: Tue - Mostly Sunny. High: 90 Low: 71 Wed - PM Thunderstorms. High: 93 Low: 71Full Forecast at...
correct:
NEITHER
true value
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
#SantaFe Forecast for Today: Partly cloudy in the morning then becoming mostly sunny. Windy. Areas of blowing du... {link}
correct:
NEITHER
true value
{'event': ['clouds', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Currently, the temperature is 87 degrees under mostly cloudy skies. Heat Index: 89 degrees.
correct:
COMBINEDNB
true value
{'event': ['clouds', 'hot'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'hot'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Partly Cloudy, 93 FForecast: Sat - Clear. High: 91 Low: 71 Sun - Mostly Sunny. High: 92 Low: 72Full Forecast at Y...
correct:
COMBINEDNB
true value
{'event': ['clouds', 'hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Sunshine and rain, I'll be there.
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
#Whiteppllaws to wear flip flops & shorts wen it's cold out 0_o
correct:
NEITHER
true value
{'event': ['cold'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ["I can't tell"]}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Partly Cloudy, 73 FForecast: Thu - Partly Cloudy. High: 74 Low: 64 Fri - Scattered Thunderstorms. High: 80 Low: 6...
correct:
CSP
true value
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
I clearly see the sun sunshine, but I'm steady walking through the rain.
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ["I can't tell"]}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
It's completely sunny and pouring rain.
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
its goes from pouring too sunshine... SMFH
correct:
COMBINEDNB
true value
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
I know I shouldn't complain because it was cold the other day, but man it is hot out sheesh.#ATL
correct:
CSP
true value
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Sunny in Indy.. thank god.. bout sick of rain rain rain
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Cold as hell outside...
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Monday will be a stark contrast to today. Expect a mostly cloudy day with afternoon showers and thunderstorms.
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Negative'], 'time': ['future (forecast)']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
A few more sunny days...then a big weekend change...Saturday mainly dry but cooler then showery and cool on Sunday highs only in 60s..
correct:
NEITHER
true value
{'event': ['cold', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Make your mind up weather ! First its rainy now and its all sunny and shit .
correct:
COMBINEDNB
true value
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Forecast for Thursday: Partly sunny in the morning...then becoming mostly cloudy. Scattered... {link} #wv
correct:
NEITHER
true value
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ["I can't tell"]}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
its cold as hell outside ....
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Thornton, CO Forecast for Monday: Partly Sunny 81F/43F, Tuesday: Chance Rain Showers 69F/37F #weather #fb {link}
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
tweet:
Its so freaking cold outside and im wearing shorts and a tank top...
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Leesburg Weather: Forecast for Sunday: Partly sunny. A chance of showers and thunderstorms in the afternoon. Highs in the mi... #weather
correct:
COMBINEDNB
true value
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
RT @mention: If you think sunshine brings you happiness, then you haven't danced in the rain @mention
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ["I can't tell"]}
csp prediction
{'event': ['sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': []}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': []}
tweet:
its cold as hell outside mannn
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Fog, 67 FForecast: Fri - Mostly Sunny. High: 88 Low: 70 Sat - Sunny. High: 90 Low: 71Full Forecast at Yahoo! Weat...
correct:
NEITHER
true value
{'event': ['hot', 'other', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'hot', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Fair, 67 FForecast: Tue - Clear. High: 77 Low: 58 Wed - Mostly Sunny. High: 79 Low: 60Full Forecast at Yahoo! Wea...
correct:
CSP
true value
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Forecast for Rest Of Today: Mostly cloudy this morning...then becoming mostly sunny. Isolated s... {link}
correct:
COMBINEDNB
true value
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
RT @mention: Weather Forecast: Today: Windy. Clouds and sun. High:64 Tonight: Chilly/clear. Low:47 Tomorrow: PM clouds. High:67 Sat: ...
correct:
NEITHER
true value
{'event': ['clouds', 'cold', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
damn i wearing a damn dress cold af..shud hve walked out side be 4 i got fuckin dress...i look gud tho lol dhats all dhat matter:)
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Why is it that its 80 somethin and Im freezin. But its 30 somethin and Im hot.
correct:
NEITHER
true value
{'event': ['cold', 'hot', 'other', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
RT @mention: today - sunny & breezy (s15-25). high 90. tonight - partly cloudy. low 69. sunday - mostly sunny & breezy (s15-25). hig ...
correct:
NEITHER
true value
{'event': ['sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'hot', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Partly cloudy tonight, low 60 (16 C). Sunny Monday, high near 79 (26 C).
correct:
NEITHER
true value
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
sunny and chilly?
correct:
NEITHER
true value
{'event': ['cold', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Monday - Showers likely. A chance of thunderstorms...mainly in the afternoon. Areas of fog in the morning. Highs in the lower 70s. So...
correct:
NEITHER
true value
{'event': ['other', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Isolated thunderstorms today, high 82 (28 C).
correct:
NEITHER
true value
{'event': ['hot', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['hot', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Saturday high of 80 under sunny skies. Mostly cloudy Sunday with a 30% chance of showers/t-storms by evening. High of 82.
correct:
NEITHER
true value
{'event': ['clouds', 'hot', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
tweet:
Although I love the sunshine..I'll still accept the rain...
correct:
COMBINEDNB
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
tweet:
RT @mention: Blanket on, too hot. Blanket off, too cold. One leg out, perfect, until the awkward moment when the demon from Paranorm ...
correct:
NEITHER
true value
{'event': ["I can't tell"], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
tweet:
Current Conditions: Fair, 79 FForecast: Sun - Sunny. High: 88 Low: 69 Mon - Isolated Thunderstorms. High: 90 Low: 71Full Forecast at ...
correct:
NEITHER
true value
{'event': ['hot', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Sunny days everybody loves them....but tell me can u stand the rain
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ["I can't tell"]}
csp prediction
{'event': ['sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ["I can't tell"]}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ["I can't tell"]}
tweet:
More weather: Tuesday: It turns warmer with afternoon T-Storms. High: 81. Wed-Thu: Isolated showers. Warm. High: Near 80. Friday: T-Storms.
correct:
NEITHER
true value
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Eighty degrees, partly cloudy with a chance of rapture.
correct:
CSP
true value
{'event': ['clouds'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
I wore a sweater to work, but now I'm burning up. It was freezing in here yesterday. Why is it warm today? I dressed accordingly. #rant
correct:
NEITHER
true value
{'event': ['cold', 'hot'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Cold as a bitch outside
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
We love sunshine on a rainy day! {link}
correct:
COMBINEDNB
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
tweet:
HAMPTON ROADS ACCUWEATHER Tonight Scattered storms 56 Tomorrow Sunny 75 ATLANTA pleasant day 81 A WRECK, MILITARY @ PROVIDENCE VA BEACH
correct:
NEITHER
true value
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Thunderstorms early tonight, low 74 (23 C). Partly cloudy/wind Sunday, high near 93 (34 C).
correct:
NEITHER
true value
{'event': ['clouds', 'storms', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
RT @mention: #whitepeoplelaws if it's below 20 degrees outside, wear shorts an flip flops
correct:
NEITHER
true value
{'event': ['cold'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
#Boulder weather: Partly sunny, mid-60s today; thunderstorms possible this afternoon {link}
correct:
NEITHER
true value
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
PEE DEE WEATHER: Tonight: Mostly cloudy and cool with showers. Low 51. Wednesday: Partly sunny with a stray shower. High 77. #flosc #peedee
correct:
NEITHER
true value
{'event': ['clouds', 'cold', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Portland weather: Chance of rain, mostly cloudy: Sunshine doesn't make it into today's forecast. Look... {link} #pdx #news
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': []}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': []}
tweet:
My body so hot but my hands are freezing
correct:
NEITHER
true value
{'event': ['cold', 'hot'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
@mention question...do you think sunshine or rain is better for business for the pier? #justthinkingoutloudreally
correct:
NEITHER
true value
{'event': ['hot', 'rain', 'sun'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': []}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': []}
tweet:
I remember when i was lil i stayed outside n my underwear when it was hot,
correct:
NEITHER
true value
{'event': ['hot'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['past weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Isolated thunderstorms tonight, low 70 (21 C). Mostly sunny Monday, high near 86 (30 C).
correct:
COMBINEDNB
true value
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Today - Mostly cloudy with a chance of showers and a slight chance of thunderstorms. Highs around 80 near the coast and in the mid 80s in...
correct:
CSP
true value
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
shid bout 2 go turn dis air off its fucking cold ik its getn warm outside bt it aint summer yet #coldlosing
correct:
NEITHER
true value
{'event': ['cold', 'other'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
its cold af outside.
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
WZPL Forecast: FROST ADVISORY UNTIL 9AM Today: Mostly sunny this morning, partly cloudy this afternoon. High 64.... {link}
correct:
NEITHER
true value
{'event': ['clouds', 'cold', 'other', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
It's seriously snowing right now, when like a few days ago it was 85 degrees... #WTF
correct:
NEITHER
true value
{'event': ['snow'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Man its colder than an iceberg in here...freezing
correct:
NEITHER
true value
{'event': ['cold'], 'sentiment': ['Tweet not related to weather condition'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Sunny and raining :)
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
Forecast for Today: Partly sunny. A slight chance of showers this afternoon. Breezy with highs ... {link}
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun', 'wind'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather', 'future (forecast)']}
tweet:
Its time for a freezing cold shower cause its like 100 degrees outside!!!
correct:
NEITHER
true value
{'event': ['hot', 'other'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
It's cold as shit out here.
correct:
CSP
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Cold as hell out here ..
correct:
NEITHER
true value
{'event': ['cold'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['cold', 'hot'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Sunny to partly cloudy today. High 70 SW 6 mph. Cloudy tonight with isolated t-showers. Low 51. Jonathan Yuhas {link}
correct:
COMBINEDNB
true value
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Uh...yeah. More shower chances today (mostly light) with occasional drizzle & some patchy fog. Highs: 48-55. -Kevin {link}
correct:
NEITHER
true value
{'event': ['clouds', 'rain'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['current (same day) weather']}
tweet:
Photographing a wedding today. let's hope this rain turns into sunshine! :D
correct:
NEITHER
true value
{'event': ['rain'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
tweet:
I like how it rained for like 2 seconds now its sunny
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ['Positive'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
tweet:
Blog: The Morning Hangover: THE FORECAST Partly sunny skies, warm and humid. Scattered showers and thunderstorms... {link}
correct:
NEITHER
true value
{'event': ['hot', 'humid', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Just left 90 degrees and sun for rain and dreary. #whatwasithinking?
correct:
NEITHER
true value
{'event': ['clouds', 'rain', 'sun'], 'sentiment': ['Negative'], 'time': ['current (same day) weather']}
csp prediction
{'event': ['rain'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}
tweet:
From Vince: areas of fog overnight, low: 48. Fog early Friday, then partly sunny. 62 Lakeside, 74 Waukesha. Weekend: Shwrs/t-strms, 70s.
correct:
NEITHER
true value
{'event': ['other', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
csp prediction
{'event': ['clouds', 'rain', 'storms'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
combined nb prediction
{'event': ['clouds', 'rain', 'storms', 'sun'], 'sentiment': ['Neutral / author is just sharing information'], 'time': ['future (forecast)']}
tweet:
Have all the materials and plants to restore a blighted landscape.Going to rain tomorrow after sunny and clear today. Am I happy or sad?
correct:
NEITHER
true value
{'event': ['rain', 'sun'], 'sentiment': ["I can't tell"], 'time': ['future (forecast)']}
csp prediction
{'event': ['sun'], 'sentiment': [], 'time': ['current (same day) weather']}
combined nb prediction
{'event': ['rain', 'sun'], 'sentiment': [], 'time': ['current (same day) weather']}