├── Dataset ├── negative.txt └── positive.txt ├── README.md ├── app.py ├── requirements.txt ├── twitter-app-credentials.txt └── twitterStream.py /Dataset/negative.txt: -------------------------------------------------------------------------------- 1 | abandoned 2 | abandonment 3 | aberration 4 | aberration 5 | abhorred 6 | abhorrence 7 | abhorrent 8 | abhorrently 9 | abhors 10 | abhors 11 | abject 12 | abjectly 13 | abnormal 14 | abominable 15 | abominably 16 | abomination 17 | abrasive 18 | abrupt 19 | absence 20 | absent-minded 21 | absurd 22 | absurdity 23 | absurdly 24 | absurdness 25 | abuse 26 | abuse 27 | abuses 28 | abuses 29 | abusive 30 | abysmal 31 | abysmally 32 | abyss 33 | accidental 34 | accountable 35 | accursed 36 | accusation 37 | accusation 38 | accusations 39 | accusations 40 | accuses 41 | accusing 42 | accusingly 43 | acerbic 44 | acerbically 45 | acrid 46 | acridly 47 | acridness 48 | acrimonious 49 | acrimoniously 50 | acrimony 51 | adamant 52 | adamantly 53 | addict 54 | addiction 55 | admonition 56 | adrift 57 | adulterated 58 | adulteration 59 | adversarial 60 | adverse 61 | adversity 62 | affectation 63 | affliction 64 | afflictive 65 | affront 66 | afraid 67 | against 68 | aggravating 69 | aggravation 70 | aggression 71 | aggression 72 | aggressiveness 73 | aggressor 74 | aggrieved 75 | aghast 76 | agitated 77 | agitation 78 | agitator 79 | agonies 80 | agonizing 81 | agonizingly 82 | agony 83 | ail 84 | ailment 85 | aimless 86 | airs 87 | airs 88 | alarm 89 | alarmed 90 | alarming 91 | alarmingly 92 | alienated 93 | alienation 94 | allegation 95 | allegations 96 | allege 97 | allegations 98 | allergic 99 | aloof 100 | altercation 101 | ambiguous 102 | ambiguity 103 | ambivalent 104 | ambivalent 105 | ambush 106 | amiss 107 | anarchism 108 | anarchist 109 | anarchistic 110 | anarchy 111 | anemic 112 | anger 113 | anger 114 | angry 115 | anguish 116 | annihilation 117 | animosity 118 | annoyance 119 | annoyed 120 | annoying 121 | annoyingly 122 | anomalous 123 | anomaly 124 | antagonism 125 | antagonist 126 | antagonistic 127 | anti- 128 | anti-American 129 | anti-American 130 | anti-Israeli 131 | anti-Israeli 132 | anti-Semites 133 | anti-Semites 134 | anti-US 135 | anti-US 136 | anti-occupation 137 | anti-occupation 138 | anti-proliferation 139 | anti-proliferation 140 | anti-social 141 | anti-white 142 | anti-white 143 | antipathy 144 | antiquated 145 | antithetical 146 | antithetical 147 | anxieties 148 | anxiety 149 | anxious 150 | anxiously 151 | anxiousness 152 | apathetic 153 | apathetic 154 | apathetically 155 | apathy 156 | apocalypse 157 | apocalyptic 158 | apologist 159 | apologist 160 | apologists 161 | apologists 162 | appall 163 | appalled 164 | appalling 165 | appallingly 166 | apprehension 167 | apprehensions 168 | apprehensions 169 | apprehensive 170 | apprehensive 171 | arbitrary 172 | arcane 173 | archaic 174 | arduous 175 | arduously 176 | argument 177 | argument 178 | arguments 179 | arguments 180 | arrogance 181 | arrogant 182 | arrogantly 183 | artificial 184 | ashamed 185 | asinine 186 | asininely 187 | asinininity 188 | askance 189 | aspersion 190 | aspersions 191 | assassin 192 | assault 193 | assault 194 | astray 195 | asunder 196 | atrocious 197 | atrocities 198 | atrocity 199 | attack 200 | audacious 201 | audaciously 202 | audaciousness 203 | audacity 204 | austere 205 | authoritarian 206 | autocrat 207 | autocratic 208 | autocratic 209 | autocratic 210 | avalanche 211 | avalanche 212 | avarice 213 | avaricious 214 | avariciously 215 | averse 216 | aversion 217 | avoidance 218 | awful 219 | awful 220 | awfully 221 | awfulness 222 | awkward 223 | awkwardness 224 | backbiting 225 | backward 226 | backwardness 227 | bad 228 | badly 229 | baffled 230 | bafflement 231 | baffling 232 | banal 233 | bane 234 | banish 235 | banishment 236 | bankrupt 237 | barbarian 238 | barbarian 239 | barbaric 240 | barbarically 241 | barbarity 242 | barbarity 243 | barbarous 244 | barbarously 245 | barren 246 | baseless 247 | bashful 248 | bastard 249 | battered 250 | battering 251 | battering 252 | battle-lines 253 | battle-lines 254 | battlefield 255 | battleground 256 | battleground 257 | batty 258 | bearish 259 | beast 260 | beast 261 | beastly 262 | bedlam 263 | bedlamite 264 | beggar 265 | beggarly 266 | begging 267 | begging 268 | belated 269 | belittled 270 | bellicose 271 | bellicose 272 | belligerence 273 | belligerent 274 | belligerently 275 | bemoaning 276 | bemused 277 | bent 278 | bereavement 279 | bereft 280 | berserk 281 | beset 282 | bestial 283 | betrayal 284 | betrayals 285 | betrayer 286 | bewildered 287 | bewildering 288 | bewildering 289 | bewilderingly 290 | bewilderment 291 | bias 292 | bias 293 | biased 294 | biased 295 | biases 296 | biases 297 | bickering 298 | bid-rigging 299 | bitchy 300 | biting 301 | bitingly 302 | bitter 303 | bitterly 304 | bitterness 305 | bizarre 306 | black 307 | blame 308 | blame 309 | blameworthy 310 | bland 311 | blasphemous 312 | blasphemy 313 | blatant 314 | blatantly 315 | bleak 316 | bleakly 317 | bleakness 318 | blemish 319 | blind 320 | blinding 321 | blindingly 322 | blindness 323 | blistering 324 | bloated 325 | block 326 | blockhead 327 | blood 328 | bloodshed 329 | bloodthirsty 330 | bloody 331 | blow 332 | blow 333 | blunder 334 | blunder 335 | blundering 336 | blunders 337 | blunt 338 | boastful 339 | bogus 340 | boiling 341 | boisterous 342 | bombardment 343 | bombardment 344 | bombastic 345 | bondage 346 | bonkers 347 | bonkers 348 | boredom 349 | boring 350 | bother 351 | bothersome 352 | boycott 353 | boycott 354 | braggart 355 | bragger 356 | brash 357 | brashly 358 | brashness 359 | brat 360 | bravado 361 | brazen 362 | brazenly 363 | brazenly 364 | brazenness 365 | brazenness 366 | breach 367 | breach 368 | break-point 369 | break-point 370 | brimstone 371 | brimstone 372 | brittle 373 | broke 374 | broken-hearted 375 | bruise 376 | brusque 377 | brutal 378 | brutalising 379 | brutalising 380 | brutalities 381 | brutalities 382 | brutality 383 | brutalizing 384 | brutally 385 | brute 386 | brutish 387 | bulky 388 | bullies 389 | bullies 390 | bully 391 | bully 392 | bullyingly 393 | bum 394 | bumpy 395 | bunk 396 | burden 397 | burden 398 | burdensome 399 | busy 400 | busybody 401 | butchery 402 | byzantine 403 | calamities 404 | calamitous 405 | calamitously 406 | calamity 407 | callous 408 | calumniation 409 | calumnies 410 | calumnious 411 | calumniously 412 | calumny 413 | cancer 414 | cancerous 415 | cannibal 416 | capricious 417 | capriciously 418 | capriciousness 419 | captive 420 | careless 421 | carelessness 422 | carnage 423 | cartoon 424 | cartoon 425 | cash-strapped 426 | cataclysm 427 | cataclysmal 428 | cataclysmic 429 | cataclysmically 430 | catastrophe 431 | catastrophes 432 | catastrophic 433 | catastrophically 434 | caustic 435 | caustically 436 | cautionary 437 | cautious 438 | censure 439 | censure 440 | chagrin 441 | challenge 442 | challenging 443 | chaos 444 | chaotic 445 | charisma 446 | cheap 447 | cheat 448 | cheerless 449 | childish 450 | chilly 451 | choppy 452 | chore 453 | chronic 454 | clamor 455 | clamorous 456 | clash 457 | clash 458 | cliche 459 | cliched 460 | clique 461 | close 462 | clumsy 463 | coarse 464 | cocky 465 | coercion 466 | coercive 467 | cold 468 | coldly 469 | collapse 470 | collusion 471 | combative 472 | comedy 473 | comedy 474 | comical 475 | commonplace 476 | commotion 477 | commotion 478 | complacent 479 | complacent 480 | complaining 481 | complaining 482 | complaint 483 | complaints 484 | complaints 485 | complex 486 | complicated 487 | complication 488 | complicit 489 | compulsion 490 | compulsive 491 | compulsory 492 | conceit 493 | conceited 494 | concern 495 | concern 496 | concerns 497 | concerns 498 | concession 499 | concession 500 | concessions 501 | concessions 502 | condescending 503 | condescendingly 504 | condescension 505 | condemnable 506 | condemnation 507 | condolence 508 | condolences 509 | condolences 510 | confession 511 | confessions 512 | confessions 513 | conflict 514 | conflict 515 | confrontation 516 | confrontation 517 | confrontational 518 | confusing 519 | confusion 520 | confusion 521 | congested 522 | congestion 523 | conspicuous 524 | conspicuous 525 | conspiracies 526 | conspiracies 527 | conspiracy 528 | conspiracy 529 | conspirator 530 | conspirator 531 | conspiratorial 532 | consternation 533 | constraint 534 | contagious 535 | contamination 536 | contempt 537 | contemptible 538 | contemptuous 539 | contemptuously 540 | contention 541 | contentious 542 | contentious 543 | contortions 544 | contortions 545 | contradiction 546 | contradictory 547 | contrariness 548 | contrary 549 | contrived 550 | controversial 551 | controversial 552 | controversy 553 | controversy 554 | convoluted 555 | coping 556 | coping 557 | corrosion 558 | corrosive 559 | corrupt 560 | corruption 561 | costly 562 | counterproductive 563 | coupists 564 | coupists 565 | covetous 566 | covetous 567 | coward 568 | cowardly 569 | crackdown 570 | crackdown 571 | crafty 572 | cramped 573 | cranky 574 | crass 575 | cravenly 576 | craze 577 | crazily 578 | craziness 579 | crazy 580 | credulous 581 | crime 582 | criminal 583 | crippling 584 | crisis 585 | crisis 586 | critic 587 | criticism 588 | criticism 589 | criticisms 590 | criticisms 591 | critics 592 | critics 593 | crook 594 | crooked 595 | cross 596 | crowded 597 | crude 598 | cruel 599 | cruelties 600 | cruelty 601 | crushing 602 | culpable 603 | cuplrit 604 | cumbersome 605 | curse 606 | cursed 607 | cursed 608 | curses 609 | cursory 610 | curt 611 | cutthroat 612 | cynical 613 | cynicism 614 | damage 615 | damage 616 | damaging 617 | damn 618 | damn 619 | damnable 620 | damnably 621 | damnation 622 | damned 623 | damning 624 | danger 625 | danger 626 | dangerous 627 | dangerousness 628 | dangerousness 629 | dark 630 | darkness 631 | dastard 632 | daunting 633 | dauntingly 634 | dazed 635 | dead 636 | deadbeat 637 | deadlock 638 | deadly 639 | deadweight 640 | deaf 641 | dearth 642 | death 643 | debacle 644 | debasement 645 | debaser 646 | debatable 647 | debaucher 648 | debauchery 649 | debilitating 650 | debility 651 | decadence 652 | decadent 653 | decay 654 | decayed 655 | deceit 656 | deceitful 657 | deceitfully 658 | deceitfulness 659 | deceiving 660 | deceiver 661 | deceivers 662 | deception 663 | deception 664 | deceptive 665 | deceptive 666 | deceptively 667 | decline 668 | declining 669 | decrease 670 | decreasing 671 | decrement 672 | decrepit 673 | decrepitude 674 | deep 675 | deepening 676 | deepening 677 | defamation 678 | defamations 679 | defamatory 680 | defeat 681 | defect 682 | defective 683 | defensive 684 | defiance 685 | defiance 686 | defiant 687 | defiantly 688 | deficiency 689 | deficient 690 | defiler 691 | deformed 692 | defrauding 693 | defrauding 694 | defunct 695 | degenerate 696 | degenerately 697 | degeneration 698 | degradation 699 | degrading 700 | degradingly 701 | dehumanization 702 | dejected 703 | dejectedly 704 | dejection 705 | delinquency 706 | delinquent 707 | delirious 708 | delirium 709 | deluded 710 | deluge 711 | delusion 712 | delusion 713 | delusional 714 | delusions 715 | delusions 716 | demeaning 717 | demise 718 | demolisher 719 | demon 720 | demonic 721 | demoralizing 722 | demoralizingly 723 | denial 724 | denunciation 725 | denunciations 726 | deplorable 727 | deplorably 728 | deploring 729 | deploringly 730 | depraved 731 | depravedly 732 | depressed 733 | depressing 734 | depressing 735 | depression 736 | depression 737 | deprived 738 | derision 739 | derisive 740 | derisively 741 | derisiveness 742 | derogatory 743 | desertion 744 | desiccate 745 | desiccated 746 | desolate 747 | desolately 748 | desolation 749 | despair 750 | despairing 751 | despairingly 752 | desperate 753 | desperation 754 | despicable 755 | despised 756 | despised 757 | despite 758 | despoiler 759 | despondence 760 | despondency 761 | despondent 762 | despondently 763 | despot 764 | despotic 765 | despotism 766 | despotism 767 | destabilisation 768 | destabilisation 769 | destitute 770 | destitution 771 | destroyer 772 | destroyer 773 | destruction 774 | destructive 775 | desultory 776 | deteriorate 777 | deteriorating 778 | deteriorating 779 | deterioration 780 | deterrent 781 | detestable 782 | detestably 783 | detraction 784 | detriment 785 | detrimental 786 | devastated 787 | devastating 788 | devastatingly 789 | devastation 790 | deviate 791 | deviate 792 | deviation 793 | devil 794 | devilish 795 | devilishly 796 | devilment 797 | devilry 798 | devious 799 | deviously 800 | deviousness 801 | devoid 802 | diabolic 803 | diabolical 804 | diabolically 805 | diametrically 806 | diatribe 807 | diatribes 808 | dictator 809 | dictatorial 810 | difficult 811 | difficulties 812 | difficulties 813 | difficulty 814 | difficulty 815 | diffidence 816 | diffidence 817 | dig 818 | dilapidated 819 | dilemma 820 | dilemma 821 | dim 822 | diminishing 823 | din 824 | dinky 825 | dire 826 | direly 827 | direness 828 | dirt 829 | dirty 830 | disabled 831 | disaccord 832 | disadvantage 833 | disadvantaged 834 | disadvantageous 835 | disadvantageous 836 | disaffected 837 | disagreement 838 | disagreement 839 | disappointed 840 | disappointing 841 | disappointment 842 | disappointment 843 | disapprobation 844 | disapproval 845 | disapproval 846 | disapproving 847 | disarray 848 | disarray 849 | disaster 850 | disastrous 851 | disastrously 852 | disavowal 853 | disbelief 854 | disbeliever 855 | discomfititure 856 | discomfort 857 | disconcerted 858 | disconcerting 859 | disconcertingly 860 | disconsolate 861 | disconsolately 862 | disconsolation 863 | discontent 864 | discontent 865 | discontented 866 | discontentedly 867 | discontinuity 868 | discontinuity 869 | discord 870 | discordance 871 | discordant 872 | discountenance 873 | discouragement 874 | discouraging 875 | discouragingly 876 | discourteous 877 | discourteously 878 | discrepant 879 | discrimination 880 | discrimination 881 | discriminatory 882 | disdain 883 | disdainful 884 | disdainfully 885 | disease 886 | diseased 887 | disgrace 888 | disgraced 889 | disgraceful 890 | disgracefully 891 | disgruntled 892 | disgust 893 | disgusted 894 | disgustedly 895 | disgustful 896 | disgustfully 897 | disgusting 898 | disgustingly 899 | disheartening 900 | dishearteningly 901 | dishonest 902 | dishonest 903 | dishonestly 904 | dishonesty 905 | dishonor 906 | dishonorable 907 | dishonorablely 908 | disillusion 909 | disillusioned 910 | disinclination 911 | disinclined 912 | disingenuous 913 | disingenuously 914 | disinterested 915 | disintegration 916 | disinterest 917 | disinterested 918 | dislocated 919 | disloyal 920 | disloyal 921 | disloyalty 922 | dismal 923 | dismally 924 | dismalness 925 | dismay 926 | dismayed 927 | dismaying 928 | dismayingly 929 | dismissive 930 | dismissive 931 | dismissively 932 | disobedience 933 | disobedient 934 | disorder 935 | disordered 936 | disorderly 937 | disorganized 938 | disoriented 939 | disparaging 940 | disparagingly 941 | dispensable 942 | dispirited 943 | dispiritedly 944 | displaced 945 | displeasing 946 | displeasure 947 | displeasure 948 | disproportionate 949 | disputable 950 | dispute 951 | disputed 952 | disquieting 953 | disquietingly 954 | disquietude 955 | disregard 956 | disregard 957 | disregardful 958 | disreputable 959 | disrepute 960 | disrespectable 961 | disrespectablity 962 | disrespectful 963 | disrespectfully 964 | disrespectfulness 965 | disrespecting 966 | disrespecting 967 | disruption 968 | disruption 969 | disruptive 970 | dissatisfaction 971 | dissatisfaction 972 | dissatisfactory 973 | dissatisfied 974 | dissembler 975 | dissension 976 | dissent 977 | dissent 978 | dissenter 979 | dissention 980 | disservice 981 | disservice 982 | dissidence 983 | dissident 984 | dissident 985 | dissidents 986 | dissidents 987 | dissocial 988 | dissolute 989 | dissolution 990 | dissonance 991 | dissonant 992 | dissonantly 993 | dissuasive 994 | distaste 995 | distasteful 996 | distastefully 997 | distortion 998 | distortion 999 | distracting 1000 | distraction 1001 | distraction 1002 | distraught 1003 | distraughtly 1004 | distraughtness 1005 | distressed 1006 | distressing 1007 | distressingly 1008 | distrustful 1009 | distrusting 1010 | disturbed 1011 | disturbed-let 1012 | disturbed-let 1013 | disturbing 1014 | disturbingly 1015 | disunity 1016 | disvalue 1017 | divergent 1018 | divided 1019 | division 1020 | divisive 1021 | divisively 1022 | divisiveness 1023 | divorce 1024 | divorced 1025 | dizzy 1026 | dizzing 1027 | dizzingly 1028 | doddering 1029 | dodgey 1030 | dogged 1031 | doggedly 1032 | dogmatic 1033 | doldrums 1034 | dominance 1035 | dominance 1036 | domination 1037 | domination 1038 | domineering 1039 | domineering 1040 | doomsday 1041 | doomsday 1042 | dope 1043 | doubt 1044 | doubtful 1045 | doubtfully 1046 | doubts 1047 | doubts 1048 | down 1049 | downbeat 1050 | downcast 1051 | downer 1052 | downfall 1053 | downfallen 1054 | downhearted 1055 | downheartedly 1056 | downside 1057 | drab 1058 | draconian 1059 | draconic 1060 | dragon 1061 | dragons 1062 | dragons 1063 | drain 1064 | drain 1065 | drama 1066 | drama 1067 | drastic 1068 | drastically 1069 | dread 1070 | dreadful 1071 | dreadfully 1072 | dreadfulness 1073 | dreary 1074 | drones 1075 | drones 1076 | drought 1077 | drought 1078 | drowning 1079 | drunk 1080 | drunkard 1081 | drunken 1082 | dubious 1083 | dubiously 1084 | dubitable 1085 | dud 1086 | dull 1087 | dullard 1088 | dumb 1089 | dumb 1090 | dumbfounded 1091 | dummy 1092 | dump 1093 | dunce 1094 | dungeon 1095 | dungeons 1096 | dungeons 1097 | dusty 1098 | dwindling 1099 | dying 1100 | earsplitting 1101 | eccentric 1102 | eccentricity 1103 | edgy 1104 | effigy 1105 | effrontery 1106 | ego 1107 | ego 1108 | egocentric 1109 | egomania 1110 | egotism 1111 | egotistical 1112 | egotistically 1113 | egregious 1114 | egregiously 1115 | election-rigger 1116 | election-rigger 1117 | elimination 1118 | emaciated 1119 | embarrassing 1120 | embarrassingly 1121 | embarrassment 1122 | embattled 1123 | embroiled 1124 | embroilment 1125 | emotional 1126 | empathy 1127 | emphatic 1128 | emphatically 1129 | emptiness 1130 | emptiness 1131 | empty 1132 | encroachment 1133 | endless 1134 | enemies 1135 | enemies 1136 | enemy 1137 | enmity 1138 | enormities 1139 | enormity 1140 | enormous 1141 | enormously 1142 | enraged 1143 | entanglement 1144 | entrapment 1145 | envious 1146 | enviously 1147 | enviousness 1148 | envy 1149 | epidemic 1150 | equivocal 1151 | erosion 1152 | errant 1153 | erratic 1154 | erratically 1155 | erroneous 1156 | erroneously 1157 | error 1158 | error 1159 | escapade 1160 | esoteric 1161 | estranged 1162 | eternal 1163 | evasion 1164 | evasive 1165 | evil 1166 | evil 1167 | evildoer 1168 | evils 1169 | evils 1170 | exacting 1171 | exaggeration 1172 | exaggeration 1173 | exasperation 1174 | exasperating 1175 | excessive 1176 | excessively 1177 | exclusion 1178 | excruciating 1179 | excruciatingly 1180 | excuse 1181 | excuse 1182 | excuses 1183 | excuses 1184 | exhaustion 1185 | exorbitant 1186 | exorbitantance 1187 | exorbitantly 1188 | expedient 1189 | expediencies 1190 | expediencies 1191 | expensive 1192 | expensive 1193 | exploitation 1194 | exploitation 1195 | exposed 1196 | explosive 1197 | expropriate 1198 | expropriate 1199 | expropriation 1200 | expropriation 1201 | extermination 1202 | extortion 1203 | extraneous 1204 | extravagance 1205 | extravagant 1206 | extravagantly 1207 | extreme 1208 | extreme 1209 | extremely 1210 | extremism 1211 | extremism 1212 | extremist 1213 | extremists 1214 | extremists 1215 | fabrication 1216 | facetious 1217 | facetiously 1218 | fading 1219 | failing 1220 | failure 1221 | failure 1222 | failures 1223 | failures 1224 | faint 1225 | fainthearted 1226 | faithless 1227 | fake 1228 | fallacies 1229 | fallacies 1230 | fallacious 1231 | fallaciously 1232 | fallaciousness 1233 | fallacy 1234 | fallout 1235 | false 1236 | false 1237 | falsehood 1238 | falsely 1239 | famine 1240 | famished 1241 | fanatic 1242 | fanatical 1243 | fanatically 1244 | fanaticism 1245 | fanatics 1246 | fanciful 1247 | far-fetched 1248 | farfetched 1249 | farce 1250 | farcical 1251 | farcical-yet-provocative 1252 | farcically 1253 | fascism 1254 | fascism 1255 | fascist 1256 | fastidious 1257 | fastidiously 1258 | fastuous 1259 | fat 1260 | fatal 1261 | fatalistic 1262 | fatalistically 1263 | fatally 1264 | fateful 1265 | fatefully 1266 | fathomless 1267 | fatigue 1268 | fatty 1269 | fatuity 1270 | fatuous 1271 | fatuously 1272 | faulty 1273 | fawningly 1274 | fear 1275 | fearful 1276 | fearfully 1277 | fears 1278 | fears 1279 | fearsome 1280 | feckless 1281 | feeble 1282 | feeblely 1283 | feebleminded 1284 | feint 1285 | fell 1286 | felon 1287 | felonious 1288 | ferocious 1289 | ferociously 1290 | ferocity 1291 | feverish 1292 | fetid 1293 | fever 1294 | fiasco 1295 | fiat 1296 | fiat 1297 | fib 1298 | fibber 1299 | fickle 1300 | fiction 1301 | fiction 1302 | fictional 1303 | fictitious 1304 | fidgety 1305 | fiend 1306 | fiendish 1307 | fierce 1308 | fight 1309 | fight 1310 | figurehead 1311 | figurehead 1312 | filth 1313 | filthy 1314 | fissures 1315 | fissures 1316 | fist 1317 | flabbergasted 1318 | flagging 1319 | flagrant 1320 | flagrantly 1321 | flak 1322 | flak 1323 | flake 1324 | flakey 1325 | flaky 1326 | flash 1327 | flash 1328 | flat-out 1329 | flaw 1330 | flaw 1331 | flaws 1332 | flawed 1333 | flawed 1334 | fleeting 1335 | flighty 1336 | flimflam 1337 | flimsy 1338 | floundering 1339 | foe 1340 | foolhardy 1341 | foolishly 1342 | foolishness 1343 | forbid 1344 | forbidden 1345 | forbidding 1346 | forbidding 1347 | forceful 1348 | foreboding 1349 | forebodingly 1350 | forged 1351 | forgetful 1352 | forgetfully 1353 | forgetfulness 1354 | forlorn 1355 | forlornly 1356 | formidable 1357 | forsaken 1358 | foul 1359 | foul 1360 | foully 1361 | foulness 1362 | fractious 1363 | fractiously 1364 | fracture 1365 | fragile 1366 | fragile 1367 | fragmented 1368 | frail 1369 | frantic 1370 | frantically 1371 | franticly 1372 | fraud 1373 | fraud 1374 | fraudulent 1375 | fraught 1376 | fraught 1377 | freak 1378 | freakish 1379 | freakish 1380 | freakishly 1381 | frazzle 1382 | frazzled 1383 | frenetic 1384 | frenetically 1385 | frenzied 1386 | frenzy 1387 | fretful 1388 | friction 1389 | friction 1390 | frictions 1391 | frictions 1392 | friggin 1393 | fright 1394 | frightening 1395 | frighteningly 1396 | frighteningly 1397 | frightful 1398 | frightfully 1399 | frigid 1400 | frivolous 1401 | frown 1402 | frown 1403 | frozen 1404 | fruitless 1405 | fruitlessly 1406 | frustrated 1407 | frustrating 1408 | frustrating 1409 | frustratingly 1410 | frustration 1411 | fudge 1412 | fudge 1413 | fugitive 1414 | full-blown 1415 | fundamentalism 1416 | fundamentalism 1417 | furious 1418 | furiously 1419 | furor 1420 | fury 1421 | fuss 1422 | fuss 1423 | fussy 1424 | fusty 1425 | futile 1426 | futilely 1427 | futility 1428 | fuzzy 1429 | gaff 1430 | gaffe 1431 | gainsayer 1432 | gaga 1433 | galling 1434 | gallingly 1435 | gamble 1436 | game 1437 | garbage 1438 | garbage 1439 | garish 1440 | gasp 1441 | gasp 1442 | gauche 1443 | gaudy 1444 | gawky 1445 | genocide 1446 | genocide 1447 | get-rich 1448 | get-rich 1449 | ghastly 1450 | ghetto 1451 | gibberish 1452 | glare 1453 | glaring 1454 | glaringly 1455 | glib 1456 | glibly 1457 | glitch 1458 | gloatingly 1459 | gloom 1460 | gloomy 1461 | glum 1462 | glut 1463 | gnawing 1464 | goading 1465 | god-awful 1466 | goddam 1467 | goddamn 1468 | goof 1469 | gossip 1470 | gossip 1471 | graceless 1472 | gracelessly 1473 | graft 1474 | grandiose 1475 | grating 1476 | gratuitous 1477 | gratuitous 1478 | grave 1479 | gravely 1480 | greed 1481 | greedy 1482 | grief 1483 | grievance 1484 | grievances 1485 | grievances 1486 | grieving 1487 | grievous 1488 | grievously 1489 | grim 1490 | grind 1491 | grind 1492 | gripe 1493 | grisly 1494 | gritty 1495 | gross 1496 | grossly 1497 | grotesque 1498 | grouch 1499 | grouchy 1500 | groundless 1501 | grudges 1502 | grudges 1503 | grudging 1504 | gruesome 1505 | gruesomely 1506 | gruff 1507 | guile 1508 | guilt 1509 | guilty 1510 | guiltily 1511 | gullible 1512 | haggard 1513 | halfhearted 1514 | halfheartedly 1515 | hallucination 1516 | hamstring 1517 | hamstrung 1518 | handicapped 1519 | hapless 1520 | haphazard 1521 | harangue 1522 | harassment 1523 | harassment 1524 | harboring 1525 | harboring 1526 | harbors 1527 | harbors 1528 | hard 1529 | hard-hit 1530 | hard-line 1531 | hard-liner 1532 | hardball 1533 | hardball 1534 | hardened 1535 | hardheaded 1536 | hardhearted 1537 | hardliner 1538 | hardliners 1539 | hardliners 1540 | hardly 1541 | hardship 1542 | hardships 1543 | hardships 1544 | harm 1545 | harm 1546 | harmful 1547 | harms 1548 | harms 1549 | harpy 1550 | harridan 1551 | harried 1552 | harsh 1553 | hassle 1554 | haste 1555 | haste 1556 | hasty 1557 | hasty 1558 | hater 1559 | hateful 1560 | hatefully 1561 | hatefulness 1562 | haughtily 1563 | haughty 1564 | hatred 1565 | haunting 1566 | havoc 1567 | hawkish 1568 | hawkish 1569 | hazard 1570 | hazardous 1571 | hazy 1572 | headache 1573 | headaches 1574 | headaches 1575 | heartbreak 1576 | heartbreaker 1577 | heartbreaking 1578 | heartbreakingly 1579 | heartless 1580 | heartrending 1581 | heathen 1582 | heathen 1583 | heavily 1584 | heavy-handed 1585 | heavyhearted 1586 | heck 1587 | heck 1588 | hectic 1589 | hedonistic 1590 | heedless 1591 | hegemonism 1592 | hegemonism 1593 | hegemonistic 1594 | hegemony 1595 | hegemony 1596 | hegemony 1597 | heinous 1598 | hell 1599 | hell-bent 1600 | helpless 1601 | helplessly 1602 | helplessness 1603 | heresy 1604 | heretic 1605 | heretical 1606 | hesitant 1607 | hideous 1608 | hideously 1609 | hideousness 1610 | hindrance 1611 | hole 1612 | hollow 1613 | hopeless 1614 | hopelessly 1615 | hopelessness 1616 | horde 1617 | horrendous 1618 | horrendously 1619 | horrible 1620 | horribly 1621 | horrid 1622 | horrific 1623 | horrifically 1624 | horrify 1625 | horrifying 1626 | horrifyingly 1627 | horror 1628 | horrors 1629 | hostage 1630 | hostile 1631 | hostile 1632 | hostilities 1633 | hostilities 1634 | hostility 1635 | hostility 1636 | hothead 1637 | hotheaded 1638 | hotbeds 1639 | hotbeds 1640 | hothouse 1641 | hothouse 1642 | hubris 1643 | huckster 1644 | humbling 1645 | humiliating 1646 | humiliation 1647 | hungry 1648 | hurt 1649 | hurtful 1650 | hustler 1651 | hypocrisy 1652 | hypocrite 1653 | hypocrites 1654 | hypocritical 1655 | hypocritically 1656 | hysteria 1657 | hysteric 1658 | hysterical 1659 | hysterically 1660 | hysterics 1661 | icy 1662 | idiocies 1663 | idiocy 1664 | idiot 1665 | idiotic 1666 | idiotically 1667 | idiots 1668 | idle 1669 | ignoble 1670 | ignominious 1671 | ignominiously 1672 | ignominy 1673 | ignorance 1674 | ignorance 1675 | ignorant 1676 | ignorant 1677 | ill 1678 | ill 1679 | ill-advised 1680 | ill-conceived 1681 | ill-fated 1682 | ill-favored 1683 | ill-mannered 1684 | ill-natured 1685 | ill-sorted 1686 | ill-tempered 1687 | ill-treated 1688 | ill-treatment 1689 | ill-treatment 1690 | ill-usage 1691 | ill-used 1692 | illegal 1693 | illegally 1694 | illegitimate 1695 | illicit 1696 | illiquid 1697 | illiterate 1698 | illness 1699 | illogic 1700 | illogical 1701 | illogically 1702 | illusion 1703 | illusion 1704 | illusions 1705 | illusions 1706 | illusory 1707 | imaginary 1708 | imbalance 1709 | imbalance 1710 | imbecile 1711 | imbroglio 1712 | immaterial 1713 | immature 1714 | imminence 1715 | imminent 1716 | imminently 1717 | immobilized 1718 | immoderate 1719 | immoderately 1720 | immodest 1721 | immoral 1722 | immorality 1723 | immorally 1724 | immovable 1725 | impaired 1726 | impasse 1727 | impatience 1728 | impatient 1729 | impatiently 1730 | impedance 1731 | impediment 1732 | impending 1733 | impending 1734 | impenitent 1735 | imperfect 1736 | imperfectly 1737 | imperialist 1738 | imperious 1739 | imperiously 1740 | impermissible 1741 | impersonal 1742 | impertinent 1743 | impetuous 1744 | impetuously 1745 | impiety 1746 | impious 1747 | implacable 1748 | implausible 1749 | implausibly 1750 | implication 1751 | implication 1752 | impolite 1753 | impolitely 1754 | impolitic 1755 | importunate 1756 | imposers 1757 | imposers 1758 | imposing 1759 | imposing 1760 | imposition 1761 | imposition 1762 | impossible 1763 | impossiblity 1764 | impossibly 1765 | impotent 1766 | impotent 1767 | impoverished 1768 | impractical 1769 | impractical 1770 | imprecise 1771 | imprecisely 1772 | imprecision 1773 | improbability 1774 | improbable 1775 | improbably 1776 | improper 1777 | improperly 1778 | impropriety 1779 | imprudence 1780 | imprudent 1781 | impudence 1782 | impudent 1783 | impudently 1784 | impulsive 1785 | impulsively 1786 | impunity 1787 | impunity 1788 | impure 1789 | impurity 1790 | inability 1791 | inability 1792 | inaccessible 1793 | inaccuracy 1794 | inaccuracies 1795 | inaccurate 1796 | inaccurately 1797 | inaction 1798 | inactive 1799 | inadequacy 1800 | inadequate 1801 | inadequately 1802 | inadverent 1803 | inadverently 1804 | inadvisable 1805 | inadvisably 1806 | inane 1807 | inanely 1808 | inappropriate 1809 | inappropriately 1810 | inapt 1811 | inaptitude 1812 | inarticulate 1813 | inattentive 1814 | incapable 1815 | incapably 1816 | incautious 1817 | incendiary 1818 | incessant 1819 | incessantly 1820 | incitement 1821 | incitement 1822 | incivility 1823 | inclement 1824 | incognizant 1825 | incoherence 1826 | incoherent 1827 | incoherently 1828 | incommensurate 1829 | incomparable 1830 | incomparably 1831 | incompatibility 1832 | incompatible 1833 | incompatible 1834 | incompetence 1835 | incompetent 1836 | incompetently 1837 | incomplete 1838 | incompliant 1839 | incomprehensible 1840 | incomprehension 1841 | inconceivable 1842 | inconceivably 1843 | inconclusive 1844 | incongruous 1845 | incongruously 1846 | inconsequent 1847 | inconsequently 1848 | inconsequential 1849 | inconsequentially 1850 | inconsiderate 1851 | inconsiderately 1852 | inconsistence 1853 | inconsistencies 1854 | inconsistencies 1855 | inconsistency 1856 | inconsistent 1857 | inconsolable 1858 | inconsolably 1859 | inconstant 1860 | inconvenience 1861 | inconvenience 1862 | inconvenient 1863 | inconveniently 1864 | incorrect 1865 | incorrectly 1866 | incorrigible 1867 | incorrigibly 1868 | incredulous 1869 | incredulously 1870 | indecency 1871 | indecent 1872 | indecently 1873 | indecision 1874 | indecisive 1875 | indecisively 1876 | indecorum 1877 | indefensible 1878 | indefensible 1879 | indefinite 1880 | indefinitely 1881 | indelicate 1882 | indeterminable 1883 | indeterminably 1884 | indeterminate 1885 | indifference 1886 | indifferent 1887 | indigent 1888 | indignant 1889 | indignantly 1890 | indignation 1891 | indignity 1892 | indignity 1893 | indiscernible 1894 | indiscreet 1895 | indiscreet 1896 | indiscreetly 1897 | indiscriminate 1898 | indiscriminating 1899 | indiscriminately 1900 | indisposed 1901 | indistinct 1902 | indistinctive 1903 | indoctrination 1904 | indoctrination 1905 | indolent 1906 | ineffective 1907 | ineffectively 1908 | ineffectiveness 1909 | ineffectual 1910 | ineffectually 1911 | ineffectualness 1912 | inefficacious 1913 | inefficacious 1914 | inefficacy 1915 | inefficiency 1916 | inefficient 1917 | inefficiently 1918 | ineligible 1919 | inelegance 1920 | inelegant 1921 | ineloquent 1922 | ineloquently 1923 | inept 1924 | ineptitude 1925 | ineptly 1926 | inequalities 1927 | inequalities 1928 | inequality 1929 | inequality 1930 | inequitable 1931 | inequitably 1932 | inequities 1933 | inequities 1934 | inertia 1935 | inertia 1936 | inescapable 1937 | inescapably 1938 | inessential 1939 | inevitable 1940 | inevitable 1941 | inevitably 1942 | inexact 1943 | inexcusable 1944 | inexcusably 1945 | inexorable 1946 | inexorably 1947 | inexperience 1948 | inexperienced 1949 | inexpert 1950 | inexpertly 1951 | inexpiable 1952 | inexplainable 1953 | inexplicable 1954 | inextricable 1955 | inextricably 1956 | infamous 1957 | infamously 1958 | infamy 1959 | infected 1960 | inferior 1961 | inferiority 1962 | infernal 1963 | infested 1964 | infidel 1965 | infidels 1966 | infiltrator 1967 | infiltrators 1968 | infiltrators 1969 | infirm 1970 | inflammatory 1971 | inflated 1972 | inflationary 1973 | inflexible 1974 | infraction 1975 | infringement 1976 | infringements 1977 | infringements 1978 | infuriated 1979 | infuriating 1980 | infuriatingly 1981 | inglorious 1982 | ingrate 1983 | ingratitude 1984 | inhibition 1985 | inhospitable 1986 | inhospitality 1987 | inhuman 1988 | inhumane 1989 | inhumanity 1990 | inimical 1991 | inimically 1992 | iniquitous 1993 | iniquity 1994 | injudicious 1995 | injurious 1996 | injury 1997 | injustice 1998 | injustice 1999 | injustices 2000 | injustices 2001 | innuendo 2002 | innuendo 2003 | inopportune 2004 | inordinate 2005 | inordinately 2006 | insane 2007 | insanely 2008 | insanity 2009 | insatiable 2010 | insecure 2011 | insecurity 2012 | insecurity 2013 | insensible 2014 | insensitive 2015 | insensitively 2016 | insensitivity 2017 | insensitivity 2018 | insidious 2019 | insidiously 2020 | insignificance 2021 | insignificant 2022 | insignificantly 2023 | insincere 2024 | insincerely 2025 | insincerity 2026 | insinuating 2027 | insinuation 2028 | insinuation 2029 | insociable 2030 | isolation 2031 | insolence 2032 | insolence 2033 | insolent 2034 | insolently 2035 | insolvent 2036 | insouciance 2037 | instability 2038 | instable 2039 | instigator 2040 | instigators 2041 | insubordinate 2042 | insubstantial 2043 | insubstantially 2044 | insufferable 2045 | insufferably 2046 | insufficiency 2047 | insufficient 2048 | insufficiently 2049 | insular 2050 | insult 2051 | insulted 2052 | insulting 2053 | insulting 2054 | insultingly 2055 | insupportable 2056 | insupportably 2057 | insurmountable 2058 | insurmountably 2059 | insurrection 2060 | insurrection 2061 | interference 2062 | interference 2063 | intermittent 2064 | interruption 2065 | intimidating 2066 | intimidatingly 2067 | intimidation 2068 | intimidation 2069 | intolerable 2070 | intolerablely 2071 | intolerance 2072 | intolerance 2073 | intolerant 2074 | intractable 2075 | intransigence 2076 | intransigence 2077 | intransigent 2078 | intrusion 2079 | intrusive 2080 | inundated 2081 | invader 2082 | invader 2083 | invalid 2084 | invalidity 2085 | invasive 2086 | invective 2087 | invidious 2088 | invidiously 2089 | invidiousness 2090 | involuntarily 2091 | involuntary 2092 | irate 2093 | irately 2094 | ire 2095 | irksome 2096 | ironic 2097 | ironies 2098 | ironies 2099 | irony 2100 | irrational 2101 | irrationality 2102 | irrationally 2103 | irreconcilable 2104 | irredeemable 2105 | irredeemably 2106 | irreformable 2107 | irregular 2108 | irregularity 2109 | irrelevance 2110 | irrelevant 2111 | irreparable 2112 | irreplacible 2113 | irrepressible 2114 | irresolute 2115 | irresolvable 2116 | irresponsible 2117 | irresponsibly 2118 | irretrievable 2119 | irreverence 2120 | irreverent 2121 | irreverently 2122 | irreversible 2123 | irreversible 2124 | irritable 2125 | irritably 2126 | irritant 2127 | irritated 2128 | irritating 2129 | irritation 2130 | irritation 2131 | isolated 2132 | isolation 2133 | jaded 2134 | jam 2135 | jaundiced 2136 | jealous 2137 | jealously 2138 | jealousness 2139 | jealousy 2140 | jeer 2141 | jeers 2142 | jeopardy 2143 | jittery 2144 | jobless 2145 | joker 2146 | jumpy 2147 | junk 2148 | junky 2149 | juvenile 2150 | kaput 2151 | keen 2152 | kick 2153 | kick 2154 | killer 2155 | killer 2156 | killjoy 2157 | knave 2158 | knock 2159 | kook 2160 | kooky 2161 | lack 2162 | lack 2163 | lackadaisical 2164 | lackey 2165 | lackeys 2166 | lackeys 2167 | lacking 2168 | laconic 2169 | lame 2170 | lame-duck 2171 | lamentable 2172 | lamentably 2173 | languid 2174 | lanky 2175 | languor 2176 | languorous 2177 | languorously 2178 | lapse 2179 | lascivious 2180 | last-ditch 2181 | last-ditch 2182 | laugh 2183 | laughable 2184 | laughably 2185 | laughingstock 2186 | laughter 2187 | lawbreaker 2188 | lawbreaking 2189 | lawless 2190 | lawlessness 2191 | lawlessness 2192 | lax 2193 | lax 2194 | lazy 2195 | leakage 2196 | leaky 2197 | least 2198 | lech 2199 | lecher 2200 | lecher 2201 | lecherous 2202 | lechery 2203 | lecture 2204 | leech 2205 | leech 2206 | leer 2207 | leery 2208 | left-leaning 2209 | less 2210 | less-developed 2211 | lesser 2212 | lesser-known 2213 | letch 2214 | lethal 2215 | lethargic 2216 | lethargy 2217 | lewd 2218 | lewdly 2219 | lewdness 2220 | liable 2221 | liability 2222 | liability 2223 | liar 2224 | liar 2225 | liars 2226 | liars 2227 | licentious 2228 | licentiously 2229 | licentiousness 2230 | lie 2231 | lie 2232 | lie 2233 | lier 2234 | lies 2235 | lies 2236 | life-threatening 2237 | lifeless 2238 | limit 2239 | limitation 2240 | limited 2241 | limp 2242 | listless 2243 | litigious 2244 | little 2245 | little-known 2246 | livid 2247 | lividly 2248 | loath 2249 | loathe 2250 | loathing 2251 | loathly 2252 | loathsome 2253 | loathsomely 2254 | lone 2255 | lone 2256 | loneliness 2257 | lonely 2258 | lonesome 2259 | longing 2260 | longingly 2261 | loophole 2262 | loopholes 2263 | loopholes 2264 | loot 2265 | lorn 2266 | losing 2267 | losing 2268 | loser 2269 | loss 2270 | lost 2271 | lousy 2272 | loveless 2273 | lovelorn 2274 | low 2275 | low-rated 2276 | lowly 2277 | ludicrous 2278 | ludicrously 2279 | lukewarm 2280 | lunatic 2281 | lunatic 2282 | lunaticism 2283 | lurid 2284 | lurking 2285 | lying 2286 | macabre 2287 | mad 2288 | maddening 2289 | maddeningly 2290 | madder 2291 | madder 2292 | madly 2293 | madman 2294 | madness 2295 | maladjusted 2296 | maladjustment 2297 | malady 2298 | malaise 2299 | malcontent 2300 | malcontent 2301 | malcontented 2302 | maledict 2303 | malevolence 2304 | malevolent 2305 | malevolently 2306 | malice 2307 | malicious 2308 | maliciously 2309 | maliciousness 2310 | malign 2311 | malignant 2312 | malodorous 2313 | maltreatment 2314 | maltreatment 2315 | maneuver 2316 | maneuver 2317 | mania 2318 | maniac 2319 | maniacal 2320 | manic 2321 | manipulation 2322 | manipulation 2323 | manipulative 2324 | manipulators 2325 | manipulators 2326 | mar 2327 | marginal 2328 | marginally 2329 | martyrdom 2330 | martyrdom-seeking 2331 | massacre 2332 | massacres 2333 | maverick 2334 | mawkish 2335 | mawkishly 2336 | mawkishness 2337 | maxi-devaluation 2338 | maxi-devaluation 2339 | meager 2340 | mean 2341 | meaningless 2342 | meanness 2343 | mediocre 2344 | mediocrity 2345 | melancholy 2346 | melodramatic 2347 | melodramatically 2348 | menace 2349 | menacing 2350 | menacingly 2351 | mendacious 2352 | mendacity 2353 | menial 2354 | merciless 2355 | mercilessly 2356 | mere 2357 | mess 2358 | mess 2359 | messy 2360 | midget 2361 | midget 2362 | militancy 2363 | militancy 2364 | mindless 2365 | mindlessly 2366 | mirage 2367 | mirage 2368 | mire 2369 | misbecoming 2370 | misbegotten 2371 | misbehavior 2372 | miscalculation 2373 | miscalculation 2374 | mischief 2375 | mischief 2376 | mischievous 2377 | mischievously 2378 | misconception 2379 | misconceptions 2380 | misconceptions 2381 | miscreant 2382 | miscreants 2383 | misdirection 2384 | miser 2385 | miserly 2386 | miserable 2387 | miserableness 2388 | miserably 2389 | miseries 2390 | misery 2391 | misery 2392 | misfit 2393 | misfortune 2394 | misgiving 2395 | misgivings 2396 | misguidance 2397 | misguided 2398 | mishap 2399 | misinformed 2400 | misjudgment 2401 | mislead 2402 | misleading 2403 | misreading 2404 | misreading 2405 | misstatement 2406 | mistake 2407 | mistake 2408 | mistakes 2409 | mistakes 2410 | mistrust 2411 | mistrust 2412 | misunderstand 2413 | misunderstood 2414 | misunderstanding 2415 | misunderstanding 2416 | misunderstanding 2417 | misunderstandings 2418 | misunderstandings 2419 | mock 2420 | mockeries 2421 | mockery 2422 | mocking 2423 | mockingly 2424 | molestation 2425 | monotonous 2426 | monotony 2427 | monster 2428 | monstrosities 2429 | monstrosity 2430 | monstrous 2431 | monstrously 2432 | moody 2433 | moot 2434 | morbid 2435 | morbidly 2436 | mordant 2437 | mordantly 2438 | moribund 2439 | mortification 2440 | mortified 2441 | mortifying 2442 | mortifying 2443 | motionless 2444 | motley 2445 | mourner 2446 | mournful 2447 | mournfully 2448 | muddy 2449 | mudslinger 2450 | mudslinging 2451 | mulish 2452 | multi-polarization 2453 | multi-polarization 2454 | mundane 2455 | murder 2456 | murderous 2457 | murderously 2458 | murky 2459 | muscle-flexing 2460 | mysterious 2461 | mysteriously 2462 | mystery 2463 | mistified 2464 | myth 2465 | myth 2466 | naive 2467 | naively 2468 | narrow 2469 | narrower 2470 | narrower 2471 | nastily 2472 | nastiness 2473 | nasty 2474 | nationalism 2475 | nationalism 2476 | naughty 2477 | nauseating 2478 | nauseatingly 2479 | nebulous 2480 | nebulous 2481 | nebulously 2482 | need 2483 | need 2484 | needless 2485 | needlessly 2486 | needy 2487 | nefarious 2488 | nefariously 2489 | negation 2490 | negative 2491 | neglect 2492 | neglected 2493 | negligent 2494 | negligence 2495 | negligible 2496 | nemesis 2497 | nettlesome 2498 | nervous 2499 | nervously 2500 | nervousness 2501 | neurotic 2502 | neurotically 2503 | nightmare 2504 | nightmarish 2505 | nightmarishly 2506 | noisy 2507 | non-confidence 2508 | non-confidence 2509 | nonexistent 2510 | nonsense 2511 | nosey 2512 | notorious 2513 | notoriously 2514 | nuisance 2515 | nuisance 2516 | obese 2517 | obese 2518 | objection 2519 | objection 2520 | objectionable 2521 | objections 2522 | objections 2523 | oblique 2524 | obliterated 2525 | oblivious 2526 | oblivious 2527 | obnoxious 2528 | obnoxiously 2529 | obscene 2530 | obscenely 2531 | obscenity 2532 | obscure 2533 | obsession 2534 | obsessions 2535 | obsessive 2536 | obsessively 2537 | obsessiveness 2538 | obsolete 2539 | obstacle 2540 | obstacle 2541 | obstinate 2542 | obstinately 2543 | obstruction 2544 | obtrusive 2545 | obtuse 2546 | obviously 2547 | odd 2548 | oddities 2549 | oddities 2550 | oddity 2551 | oddly 2552 | offence 2553 | offence 2554 | offend 2555 | offending 2556 | offenses 2557 | offenses 2558 | offensive 2559 | offensive 2560 | offensively 2561 | offensiveness 2562 | officious 2563 | ominous 2564 | ominously 2565 | omission 2566 | one-side 2567 | one-sided 2568 | onerous 2569 | onerously 2570 | onslaught 2571 | onslaught 2572 | opinionated 2573 | opponent 2574 | opportunistic 2575 | opposition 2576 | opposition 2577 | oppositions 2578 | oppositions 2579 | oppression 2580 | oppression 2581 | oppressive 2582 | oppressively 2583 | oppressiveness 2584 | oppressors 2585 | oppressors 2586 | orphan 2587 | outbreak 2588 | outburst 2589 | outburst 2590 | outbursts 2591 | outbursts 2592 | outcast 2593 | outcry 2594 | outdated 2595 | outlaw 2596 | outmoded 2597 | outrage 2598 | outraged 2599 | outrageous 2600 | outrageously 2601 | outrageousness 2602 | outrages 2603 | outsider 2604 | over-acted 2605 | over-valuation 2606 | over-valuation 2607 | overacted 2608 | overbalanced 2609 | overbearing 2610 | overbearingly 2611 | overblown 2612 | overdone 2613 | overdue 2614 | overkill 2615 | oversight 2616 | oversimplification 2617 | oversimplified 2618 | oversized 2619 | overstatement 2620 | overstatement 2621 | overstatements 2622 | overtaxed 2623 | overwhelming 2624 | overwhelmingly 2625 | overworked 2626 | overzealous 2627 | overzealously 2628 | pain 2629 | pain 2630 | painful 2631 | painfully 2632 | pains 2633 | pains 2634 | pale 2635 | pale 2636 | paltry 2637 | pandemonium 2638 | panic 2639 | panicky 2640 | paradoxical 2641 | paradoxically 2642 | paralize 2643 | paralyzed 2644 | paranoia 2645 | paranoid 2646 | parasite 2647 | pariah 2648 | partiality 2649 | partiality 2650 | partisan 2651 | partisan 2652 | partisans 2653 | partisans 2654 | passe 2655 | passive 2656 | passive 2657 | passiveness 2658 | passiveness 2659 | pathetic 2660 | pathetically 2661 | paucity 2662 | paucity 2663 | pauper 2664 | paupers 2665 | paupers 2666 | payback 2667 | payback 2668 | peculiar 2669 | pedantic 2670 | pedestrian 2671 | peeved 2672 | peevish 2673 | peevishly 2674 | penalty 2675 | penalty 2676 | perfidious 2677 | perfidity 2678 | perfunctory 2679 | perfunctory 2680 | peril 2681 | perilous 2682 | perilously 2683 | peripheral 2684 | pernicious 2685 | perplexed 2686 | perplexing 2687 | perplexity 2688 | persecution 2689 | persecution 2690 | pertinacious 2691 | pertinaciously 2692 | pertinacity 2693 | perturbed 2694 | perverse 2695 | perversely 2696 | perversion 2697 | perversity 2698 | perverted 2699 | pessimism 2700 | pessimistic 2701 | pessimistically 2702 | pest 2703 | pestilent 2704 | petrified 2705 | petty 2706 | phobia 2707 | phobic 2708 | phony 2709 | picky 2710 | pillage 2711 | pinch 2712 | pitiable 2713 | pitiful 2714 | pitifully 2715 | pitiless 2716 | pitilessly 2717 | pittance 2718 | pity 2719 | plague 2720 | plague 2721 | plaything 2722 | plaything 2723 | plea 2724 | pleas 2725 | pleas 2726 | plebeian 2727 | plight 2728 | plotters 2729 | plotters 2730 | ploy 2731 | ploy 2732 | plunderer 2733 | pointless 2734 | pointlessly 2735 | poison 2736 | poison 2737 | poisonous 2738 | poisonously 2739 | polarisation 2740 | polarisation 2741 | polluter 2742 | polluter 2743 | polluters 2744 | polluters 2745 | polution 2746 | pompous 2747 | poor 2748 | poorly 2749 | posturing 2750 | posturing 2751 | poverty 2752 | powerless 2753 | pratfall 2754 | precarious 2755 | precariously 2756 | precipitous 2757 | predatory 2758 | predicament 2759 | prejudice 2760 | prejudice 2761 | prejudicial 2762 | premeditated 2763 | preposterous 2764 | preposterously 2765 | pressing 2766 | pressing 2767 | presumptuous 2768 | presumptuously 2769 | pretence 2770 | pretence 2771 | pretend 2772 | pretense 2773 | pretense 2774 | pretentious 2775 | pretentiously 2776 | pricey 2777 | prickles 2778 | prickles 2779 | prideful 2780 | primitive 2781 | primitive 2782 | prison 2783 | prisoner 2784 | problem 2785 | problematic 2786 | problematic 2787 | problems 2788 | problems 2789 | procrastination 2790 | profane 2791 | profanity 2792 | prohibitive 2793 | prohibitively 2794 | propaganda 2795 | propaganda 2796 | proscription 2797 | proscription 2798 | proscriptions 2799 | proscriptions 2800 | protest 2801 | protest 2802 | protests 2803 | protests 2804 | protracted 2805 | provocation 2806 | provocation 2807 | provocative 2808 | provocative 2809 | pugnacious 2810 | pugnaciously 2811 | pugnacity 2812 | punch 2813 | punch 2814 | punishable 2815 | punitive 2816 | punitive 2817 | puny 2818 | puppet 2819 | puppet 2820 | puppets 2821 | puppets 2822 | puzzled 2823 | puzzlement 2824 | puzzling 2825 | qualms 2826 | qualms 2827 | quandary 2828 | quarrel 2829 | quarrel 2830 | quarrellous 2831 | quarrellously 2832 | quarrels 2833 | quarrelsome 2834 | queer 2835 | questionable 2836 | quitter 2837 | racism 2838 | racism 2839 | racist 2840 | racist 2841 | racist 2842 | racists 2843 | racists 2844 | radical 2845 | radical 2846 | radical 2847 | radicalization 2848 | radicalization 2849 | radically 2850 | radicals 2851 | rage 2852 | ragged 2853 | raging 2854 | rampant 2855 | ramshackle 2856 | rancor 2857 | rank 2858 | ranting 2859 | rantingly 2860 | rascal 2861 | rash 2862 | rat 2863 | raving 2864 | reactionary 2865 | rebellious 2866 | recalcitrant 2867 | recession 2868 | recessionary 2869 | reckless 2870 | recklessly 2871 | recklessness 2872 | recourses 2873 | recourses 2874 | redundancy 2875 | redundant 2876 | refusal 2877 | refusal 2878 | refuse 2879 | refutation 2880 | refutation 2881 | regression 2882 | regressive 2883 | regret 2884 | regret 2885 | regretful 2886 | regretfully 2887 | regrettable 2888 | regrettably 2889 | rejection 2890 | rejection 2891 | relentless 2892 | relentlessly 2893 | relentlessness 2894 | reluctance 2895 | reluctance 2896 | reluctant 2897 | reluctantly 2898 | remorse 2899 | remorseful 2900 | remorsefully 2901 | remorseless 2902 | remorselessly 2903 | remorselessness 2904 | renunciation 2905 | repetitive 2906 | reprehensible 2907 | reprehensibly 2908 | reprehension 2909 | reprehensive 2910 | repression 2911 | repression 2912 | repressive 2913 | reproach 2914 | reproach 2915 | reproachful 2916 | reprovingly 2917 | repudiation 2918 | repudiation 2919 | repugnance 2920 | repugnant 2921 | repugnantly 2922 | repulsed 2923 | repulsing 2924 | repulsive 2925 | repulsively 2926 | repulsiveness 2927 | resentful 2928 | resentment 2929 | resentment 2930 | reservations 2931 | reservations 2932 | resigned 2933 | resistance 2934 | resistance 2935 | resistant 2936 | resistant 2937 | restless 2938 | restlessness 2939 | restricted 2940 | restriction 2941 | restrictive 2942 | retaliatory 2943 | reticent 2944 | retreat 2945 | revenge 2946 | revengeful 2947 | revengefully 2948 | reviled 2949 | revolting 2950 | revoltingly 2951 | revulsion 2952 | revulsive 2953 | rhetoric 2954 | rhetoric 2955 | rhetorical 2956 | rhetorical 2957 | ridicule 2958 | ridiculous 2959 | ridiculously 2960 | rife 2961 | rift 2962 | rift 2963 | rifts 2964 | rifts 2965 | rigid 2966 | rigor 2967 | rigorous 2968 | riled 2969 | risk 2970 | risk 2971 | risky 2972 | rival 2973 | rivalry 2974 | roadblocks 2975 | roadblocks 2976 | rocky 2977 | rogue 2978 | rogue 2979 | rollercoaster 2980 | rollercoaster 2981 | rot 2982 | rotten 2983 | rough 2984 | rubbish 2985 | rude 2986 | rue 2987 | ruffian 2988 | ruin 2989 | ruin 2990 | ruinous 2991 | rumbling 2992 | rumbling 2993 | rumor 2994 | rumor 2995 | rumors 2996 | rumors 2997 | rumours 2998 | rumours 2999 | run-down 3000 | runaway 3001 | rupture 3002 | rusty 3003 | ruthless 3004 | ruthlessly 3005 | ruthlessness 3006 | sacrifice 3007 | sacrifice 3008 | sad 3009 | sadly 3010 | sadness 3011 | salacious 3012 | sanctimonious 3013 | sanctimonious 3014 | sarcasm 3015 | sarcastic 3016 | sarcastically 3017 | sardonic 3018 | sardonically 3019 | sass 3020 | satirical 3021 | savage 3022 | savage 3023 | savaged 3024 | savagely 3025 | savagery 3026 | savages 3027 | scandal 3028 | scandal 3029 | scandalized 3030 | scandalous 3031 | scandalously 3032 | scandals 3033 | scant 3034 | scapegoat 3035 | scar 3036 | scarred 3037 | scarce 3038 | scarcely 3039 | scarcity 3040 | scared 3041 | scarier 3042 | scariest 3043 | scarily 3044 | scars 3045 | scars 3046 | scary 3047 | scary 3048 | scathing 3049 | scathingly 3050 | scheme 3051 | scheming 3052 | scoffingly 3053 | scolding 3054 | scoldingly 3055 | scorching 3056 | scorchingly 3057 | scornful 3058 | scornfully 3059 | scoundrel 3060 | scourge 3061 | scowl 3062 | screech 3063 | scum 3064 | scummy 3065 | second-class 3066 | second-tier 3067 | secretive 3068 | secretive 3069 | sedentary 3070 | seedy 3071 | seething 3072 | self-coup 3073 | self-coup 3074 | self-criticism 3075 | self-criticism 3076 | self-defeating 3077 | self-destructive 3078 | self-humiliation 3079 | self-humiliation 3080 | self-interest 3081 | self-interest 3082 | self-interested 3083 | self-serving 3084 | self-serving 3085 | selfinterested 3086 | selfish 3087 | selfishly 3088 | selfishness 3089 | senile 3090 | senseless 3091 | senselessly 3092 | serious 3093 | seriously 3094 | seriousness 3095 | servitude 3096 | set-up 3097 | set-up 3098 | sever 3099 | severe 3100 | severe 3101 | severely 3102 | severity 3103 | shabby 3104 | shadowy 3105 | shady 3106 | shaky 3107 | shallow 3108 | sham 3109 | shambles 3110 | shame 3111 | shameful 3112 | shameful 3113 | shamefully 3114 | shamefully 3115 | shamefulness 3116 | shameless 3117 | shamelessly 3118 | shamelessness 3119 | shark 3120 | sharp 3121 | sharply 3122 | sheer 3123 | shirker 3124 | shipwreck 3125 | shock 3126 | shock 3127 | shocking 3128 | shockingly 3129 | shoddy 3130 | 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abundance 10 | acceptance 11 | acceptable 12 | accessible 13 | acclaim 14 | acclaimed 15 | accolade 16 | accolades 17 | accommodative 18 | accomplishment 19 | accomplishments 20 | accordance 21 | accordantly 22 | accurate 23 | accurately 24 | achievable 25 | achievement 26 | achievements 27 | acknowledgement 28 | active 29 | acumen 30 | adaptable 31 | adaptability 32 | adaptive 33 | adept 34 | adeptly 35 | adequate 36 | adherence 37 | adherent 38 | adhesion 39 | admirable 40 | admirer 41 | admirable 42 | admirably 43 | admiration 44 | admiring 45 | admiringly 46 | admission 47 | admission 48 | adorable 49 | adored 50 | adorer 51 | adoring 52 | adoringly 53 | adroit 54 | adroitly 55 | adulatory 56 | advanced 57 | advantage 58 | advantage 59 | advantageous 60 | advantages 61 | advantages 62 | adventure 63 | adventure 64 | adventuresome 65 | adventurism 66 | adventurous 67 | advice 68 | advice 69 | advisable 70 | advocacy 71 | affable 72 | affability 73 | affably 74 | affection 75 | 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well-intentioned 2169 | well-managed 2170 | well-positioned 2171 | well-publicized 2172 | well-received 2173 | well-regarded 2174 | well-run 2175 | well-wishers 2176 | well-wishers 2177 | wellbeing 2178 | wellbeing 2179 | whimsical 2180 | white 2181 | wholeheartedly 2182 | wholesome 2183 | wide 2184 | wide-open 2185 | wide-ranging 2186 | will 2187 | will 2188 | willful 2189 | willfully 2190 | willing 2191 | willingness 2192 | willingness 2193 | wink 2194 | wink 2195 | winnable 2196 | winnable 2197 | winners 2198 | winners 2199 | wisdom 2200 | wisdom 2201 | wise 2202 | wise 2203 | wisely 2204 | wish 2205 | wish 2206 | wishes 2207 | wishes 2208 | wishing 2209 | wishing 2210 | witty 2211 | wonderful 2212 | wonderfully 2213 | wonderous 2214 | wonderously 2215 | workable 2216 | world-famous 2217 | worth 2218 | worth 2219 | worth-while 2220 | worthiness 2221 | worthwhile 2222 | worthy 2223 | wow 2224 | wry 2225 | yearning 2226 | yearningly 2227 | youthful 2228 | zeal 2229 | zenith 2230 | zest 2231 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | #Twitter Sentiment Analytics using Apache Spark Streaming APIs and Python 2 | 3 | In this project, I learnt about processing live data streams using Spark’s streaming APIs and Python. I performed a basic sentiment analysis of real-time tweets. In addition, I also got a basic introduction to Apache Kafka, which is a queuing service for data streams. 4 | 5 | ##Requirements 6 | One of the first requirements is to get access to the streaming data; in this case, real-time tweets. Twitter provides a very 7 | convenient API to fetch tweets in a streaming manner 8 | 9 | In addition, I also used Kafka to buffer the tweets before processing. Kafka provides a distributed queuing service which can be used to store the data when the data creation rate is more than processing rate. It also has several other uses. 10 | 11 | ###Project Setup 12 | 13 | ####Installing Required Python Libraries 14 | I have provided a text file containing the required python packages: `requirements.txt` 15 | 16 | To install all of these at once, simply run (only missing packages will be installed): 17 | `$ sudo pip install -r requirements.txt` 18 | 19 | ####Installing and Initializing Kafka 20 | Download and extract the latest binary from https://kafka.apache.org/downloads.html 21 | 22 | #####Start zookeeper service: 23 | `$ bin/zookeeper-server-start.sh config/zookeeper.properties` 24 | 25 | #####Start kafka service: 26 | `$ bin/kafka-server-start.sh config/server.properties` 27 | 28 | #####Create a topic named twitterstream in kafka: 29 | `$ bin/kafka-topics.sh --create --zookeeper --partitions 1 --topic twitterstream localhost:2181 --replication-factor 1` 30 | 31 | 32 | ####Using the Twitter Streaming API 33 | In order to download the tweets from twitter streaming API and push them to kafka queue, I have created a python script 34 | app.py. The script will need your twitter authentication tokens (keys). 35 | 36 | Once you have your authentication tokens, create or update the `twitter-app-credentials.txt` with these credentials. 37 | 38 | After updating the text file with your twitter keys, you can start downloading tweets from the twitter stream API and push them to the twitterstream topic in Kafka. Do this by running the script as follows: 39 | `$ python app.py` 40 | Note: This program should be kept running for collecting tweets. 41 | 42 | #####To check if the data is landing in Kafka: 43 | `$ bin/kafka-console-consumer.sh --zookeeper localhost:2181 --topic twitterstream --from-beginning` 44 | 45 | #####Running the Stream Analysis Program: 46 | `$ $SPARK_HOME/bin/spark-submit --packages org.apache.spark:spark-streaming-kafka_2.10:1.5.1 twitterStream.py` 47 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | import json 2 | from kafka import SimpleProducer, KafkaClient 3 | import tweepy 4 | import configparser 5 | 6 | # Note: Some of the imports are external python libraries. They are installed on the current machine. 7 | # If you are running multinode cluster, you have to make sure that these libraries 8 | # and currect version of Python is installed on all the worker nodes. 9 | 10 | class TweeterStreamListener(tweepy.StreamListener): 11 | """ A class to read the twitter stream and push it to Kafka""" 12 | 13 | def __init__(self, api): 14 | self.api = api 15 | super(tweepy.StreamListener, self).__init__() 16 | client = KafkaClient("localhost:9092") 17 | self.producer = SimpleProducer(client, async = True, 18 | batch_send_every_n = 1000, 19 | batch_send_every_t = 10) 20 | 21 | def on_status(self, status): 22 | """ This method is called whenever new data arrives from live stream. 23 | We asynchronously push this data to kafka queue""" 24 | msg = status.text.encode('utf-8') 25 | try: 26 | self.producer.send_messages(b'twitterstream', msg) 27 | except Exception as e: 28 | print(e) 29 | return False 30 | return True 31 | 32 | def on_error(self, status_code): 33 | print("Error received in kafka producer") 34 | return True # Don't kill the stream 35 | 36 | def on_timeout(self): 37 | return True # Don't kill the stream 38 | 39 | if __name__ == '__main__': 40 | 41 | # Read the credententials from 'twitter-app-credentials.txt' file 42 | config = configparser.ConfigParser() 43 | config.read('twitter-app-credentials.txt') 44 | consumer_key = config['DEFAULT']['consumerKey'] 45 | consumer_secret = config['DEFAULT']['consumerSecret'] 46 | access_key = config['DEFAULT']['accessToken'] 47 | access_secret = config['DEFAULT']['accessTokenSecret'] 48 | 49 | # Create Auth object 50 | auth = tweepy.OAuthHandler(consumer_key, consumer_secret) 51 | auth.set_access_token(access_key, access_secret) 52 | api = tweepy.API(auth) 53 | 54 | # Create stream and bind the listener to it 55 | stream = tweepy.Stream(auth, listener = TweeterStreamListener(api)) 56 | 57 | #Custom Filter rules pull all traffic for those filters in real time. 58 | #stream.filter(track = ['love', 'hate'], languages = ['en']) 59 | stream.filter(locations=[-180,-90,180,90], languages = ['en']) 60 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | kafka-python==0.9.4 2 | oauthlib==1.0.3 3 | requests==2.8.1 4 | requests-oauthlib==0.5.0 5 | six==1.10.0 6 | tweepy==3.3.0 7 | configparser==3.3.0.post2 8 | matplotlib==1.5.0 9 | -------------------------------------------------------------------------------- /twitter-app-credentials.txt: -------------------------------------------------------------------------------- 1 | [DEFAULT] 2 | consumerKey = 'ENTER YOUR CONSUMER KEY HERE' 3 | consumerSecret = 'ENTER YOUR CONSUMER SECRET HERE' 4 | accessToken = 'ENTER YOUR ACCESS TOKEN KEY HERE' 5 | accessTokenSecret = 'ENTER YOUR ACCESS TOKEN SECRET HERE' 6 | -------------------------------------------------------------------------------- /twitterStream.py: -------------------------------------------------------------------------------- 1 | from pyspark import SparkConf, SparkContext 2 | from pyspark.streaming import StreamingContext 3 | from pyspark.streaming.kafka import KafkaUtils 4 | import operator 5 | import numpy as np 6 | import matplotlib.pyplot as plt 7 | 8 | 9 | def main(): 10 | conf = SparkConf().setMaster("local[2]").setAppName("Streamer") 11 | sc = SparkContext(conf=conf) 12 | 13 | # Creating a streaming context with batch interval of 10 sec 14 | ssc = StreamingContext(sc, 10) 15 | ssc.checkpoint("checkpoint") 16 | pwords = load_wordlist("./Dataset/positive.txt") 17 | nwords = load_wordlist("./Dataset/negative.txt") 18 | counts = stream(ssc, pwords, nwords, 100) 19 | make_plot(counts) 20 | 21 | 22 | def make_plot(counts): 23 | """ 24 | This function plots the counts of positive and negative words for each timestep. 25 | """ 26 | positiveCounts = [] 27 | negativeCounts = [] 28 | time = [] 29 | 30 | for val in counts: 31 | positiveTuple = val[0] 32 | positiveCounts.append(positiveTuple[1]) 33 | negativeTuple = val[1] 34 | negativeCounts.append(negativeTuple[1]) 35 | 36 | for i in range(len(counts)): 37 | time.append(i) 38 | 39 | posLine = plt.plot(time, positiveCounts,'bo-', label='Positive') 40 | negLine = plt.plot(time, negativeCounts,'go-', label='Negative') 41 | plt.axis([0, len(counts), 0, max(max(positiveCounts), max(negativeCounts))+50]) 42 | plt.xlabel('Time step') 43 | plt.ylabel('Word count') 44 | plt.legend(loc = 'upper left') 45 | plt.show() 46 | 47 | 48 | def load_wordlist(filename): 49 | """ 50 | This function returns a list or set of words from the given filename. 51 | """ 52 | words = {} 53 | f = open(filename, 'rU') 54 | text = f.read() 55 | text = text.split('\n') 56 | for line in text: 57 | words[line] = 1 58 | f.close() 59 | return words 60 | 61 | 62 | def wordSentiment(word,pwords,nwords): 63 | if word in pwords: 64 | return ('positive', 1) 65 | elif word in nwords: 66 | return ('negative', 1) 67 | 68 | 69 | def updateFunction(newValues, runningCount): 70 | if runningCount is None: 71 | runningCount = 0 72 | return sum(newValues, runningCount) 73 | 74 | 75 | def sendRecord(record): 76 | connection = createNewConnection() 77 | connection.send(record) 78 | connection.close() 79 | 80 | 81 | def stream(ssc, pwords, nwords, duration): 82 | kstream = KafkaUtils.createDirectStream( 83 | ssc, topics = ['twitterstream'], kafkaParams = {"metadata.broker.list": 'localhost:9092'}) 84 | tweets = kstream.map(lambda x: x[1].encode("ascii", "ignore")) 85 | 86 | # Each element of tweets will be the text of a tweet. 87 | # We keep track of a running total counts and print it at every time step. 88 | words = tweets.flatMap(lambda line:line.split(" ")) 89 | positive = words.map(lambda word: ('Positive', 1) if word in pwords else ('Positive', 0)) 90 | negative = words.map(lambda word: ('Negative', 1) if word in nwords else ('Negative', 0)) 91 | allSentiments = positive.union(negative) 92 | sentimentCounts = allSentiments.reduceByKey(lambda x,y: x+y) 93 | runningSentimentCounts = sentimentCounts.updateStateByKey(updateFunction) 94 | runningSentimentCounts.pprint() 95 | 96 | # The counts variable hold the word counts for all time steps 97 | counts = [] 98 | sentimentCounts.foreachRDD(lambda t, rdd: counts.append(rdd.collect())) 99 | 100 | # Start the computation 101 | ssc.start() 102 | ssc.awaitTerminationOrTimeout(duration) 103 | ssc.stop(stopGraceFully = True) 104 | 105 | return counts 106 | 107 | 108 | if __name__=="__main__": 109 | main() 110 | --------------------------------------------------------------------------------