43.一维卷积-航空公司评论情感预测

之前我们使用的都是二维卷积，二维卷积处理图像问题，这次我们使用一维卷积，一维卷积处理序列问题

一维卷积就是在一个序列上进行滑动，从而得出一维卷积的结果，详细一维卷积的介绍可以看一下这个 深度学习面试题09：一维卷积（Full卷积、Same卷积、Valid卷积、带深度的一维卷积） - 黎明程序员 - 博客园

下面我们使用一维卷积对航空评论数据进行训练，数据集选用了与 41.RNN循环网络-航空评论情感预测_potato123232的博客-优快云博客 这里的数据集相同，数据预处理部分与连接中的方法也完全相同，我们简单看一下

目录

1  创建网络

2  编译与训练模型

3  保存模型

4  预测模型

---

1  创建网络

一维卷积和二维卷积在参数上相似，一维池化与二维池化在参数上也相似

2  编译与训练模型

优化器我们使用RMSprop，这个优化器处理序列问题比较优秀

最终能达到0.87的准确率

在训练过程中我们把文字对应的数字保存下来，我当前是这个

{'dissapointment': 1, 'appreciate': 2, 'bags': 3, 'funited': 4, 'ker': 5, 'ref': 6, 'appear': 7, 'lft': 8, 'numbers': 9, 'gracious': 10, 'if': 11, 'sourhwest': 12, 'promises': 13, 'timezones': 14, 'dandy': 15, 'lucycat': 16, 'moved': 17, 'styling': 18, 'military': 19, 'business': 20, 'deeply': 21, 'crucial': 22, 'video': 23, 'tickt': 24, 'spoiled': 25, 'av': 26, 'pace': 27, 'lastella': 28, 'fuselage': 29, 'disappointments': 30, 'wheresthepilot': 31, 'hook': 32, 'kristie': 33, 'robbed': 34, 'favor': 35, 'spring': 36, 'hpn': 37, 'nuts': 38, 'stt': 39, 'race': 40, 'nocompensation': 41, 'out': 42, 'ar': 43, 'either': 44, 'whatstheholdup': 45, 'sibling': 46, 'wpg': 47, 'gotcha': 48, 'served': 49, 'gmail': 50, 'tears': 51, 'jjje': 52, 'literally': 53, 'nd': 54, 'ipaamzt': 55, 'sooo': 56, 'sad': 57, 'athletes': 58, 'me': 59, 'delacy': 60, 'populate': 61, 'unitedsucksdick': 62, 'writing': 63, 'merger': 64, 'nominated': 65, 'buffalo': 66, 'cars': 67, 'tmccexyaaq': 68, 'thanksunited': 69, 'traveller': 70, 'uniform': 71, 'authors': 72, 'fong': 73, 'verbal': 74, 'goddamn': 75, 'injuries': 76, 'obviously': 77, 'laguardia': 78, 'competitors': 79, 'weblink': 80, 'software': 81, 'company': 82, 'beating': 83, 'breaking': 84, 'takemehome': 85, 'reset': 86, 'flightd': 87, 'toss': 88, 'blaming': 89, 'delayua': 90, 'ins': 91, 'ubcoasyws': 92, 'smile': 93, 'ukdjjijrow': 94, 'res': 95, 'cut': 96, 'deplane': 97, 'rest': 98, 'made': 99, 'shot': 100, 'adams': 101, 'horribleservice': 102, 'orf': 103, 'flydeltanexttime': 104, 'jmnkj': 105, 'low': 106, 'marathon': 107, 'hollywood': 108, 'shoes': 109, 'dam': 110, 'iphone': 111, 'shit': 112, 'wanted': 113, 'terribleservice': 114, 'confirmations': 115, 'return': 116, 'hotline': 117, 'superb': 118, 'laughed': 119, 'sheesh': 120, 'films': 121, 'embossed': 122, 'droppeditoffyet': 123, 'ak': 124, 'earnings': 125, 'perth': 126, 'aircrafts': 127, 'viable': 128, 'hmmm': 129, 'flights': 130, 'confirming': 131, 'negligent': 132, 'starts': 133, 'know': 134, 'streetwise': 135, 'waives': 136, 'mos': 137, 'atfrkp': 138, 'sydney': 139, 'then': 140, 'frustrated': 141, 'combination': 142, 'operator': 143, 'daytona': 144, 'scqujbvsta': 145, 'involved': 146, 'tripofalifetime': 147, 'purpose': 148, 'member': 149, 'evaluate': 150, 'prepared': 151, 'thru': 152, 'veggies': 153, 'cpap': 154, 'seconds': 155, 'dare': 156, 'airlinegave': 157, 'cyoonzftdc': 158, 'understaffed': 159, 'piss': 160, 'addtl': 161, 'subsequently': 162, 'rqbxw': 163, 'liable': 164, 'oh': 165, 'took': 166, 'sytycd': 167, 'snack': 168, 'ear': 169, 'accrue': 170, 'flighted': 171, 'volunteer': 172, 'overbook': 173, 'eq': 174, 'nghmie': 175, 'floors': 176, 'noticed': 177, 'zut': 178, 'senses': 179, 'gt': 180, 'vq': 181, 'screen': 182, 'deceptive': 183, 'abuse': 184, 'tlc': 185, 'choices': 186, 'carryon': 187, 'ij': 188, 'thanking': 189, 'flying': 190, 'special': 191, 'allowed': 192, 'kudos': 193, 'bked': 194, 'cloud': 195, 'egregious': 196, 'imo': 197, 'despise': 198, 'classed': 199, 'shower': 200, 'original': 201, 'had': 202, 'incorrectly': 203, 'sharp': 204, 'board': 205, 'flustered': 206, 'jetbluefame': 207, 'regret': 208, 'expansion': 209, 'trips': 210, 'amid': 211, 'iclv': 212, 'season': 213, 'aligned': 214, 'any': 215, 'trust': 216, 'service': 217, 'nancy': 218, 'street': 219, 'beverage': 220, 'angeles': 221, 'mary': 222, 'westagard': 223, 'month': 224, 'knew': 225, 'engine': 226, 'brancato': 227, 'wouldnt': 228, 'rdtimethishashappened': 229, 'barriers': 230, 'mentions': 231, 'represent': 232, 'landing': 233, 'evenmoreview': 234, 'missin': 235, 'guam': 236, 'gluten': 237, 'as': 238, 'legally': 239, 'priceless': 240, 'freaking': 241, 'theworst': 242, 'helene': 243, 'departing': 244, 'add': 245, 'lovely': 246, 'refreshments': 247, 'kci': 248, 'gesture': 249, 'beg': 250, 'rivals': 251, 'maint': 252, 'fedup': 253, 'professionalism': 254, 'rubbish': 255, 'friendlysky': 256, 'dress': 257, 'flt': 258, 'luvagent': 259, 'payton': 260, 'bottles': 261, 'tn': 262, 'prevent': 263, 'utah': 264, 'it': 265, 'cxcld': 266, 'police': 267, 'hearing': 268, 'cannot': 269, 'direct': 270, 'asses': 271, 'okc': 272, 'inaccurate': 273, 'whyairtravelsucks': 274, 'their': 275, 'isnt': 276, 'hunt': 277, 'twtr': 278, 'patiently': 279, 'conflict': 280, 'nas': 281, 'shall': 282, 'integrate': 283, 'beought': 284, 'closet': 285, 'shift': 286, 'committed': 287, 'lineup': 288, 'randomactsofcorporategreed': 289, 'growing': 290, 'flightattendant': 291, 'furious': 292, 'buzz': 293, 'concentrate': 294, 'dog': 295, 'end': 296, 'o': 297, 'listens': 298, 'christmas': 299, 'columbus': 300, 'memo': 301, 'pqd': 302, 'darrel': 303, 'awhile': 304, 'outrage': 305, 'saga': 306, 'lifeline': 307, 'happyflier': 308, 'think': 309, 'married': 310, 'complained': 311, 'm': 312, 'msg': 313, 'preventable': 314, 'oreos': 315, 'program': 316, 'purely': 317, 'notfair': 318, 'discomfort': 319, 'unserved': 320, 'commercial': 321, 'grrwaaa': 322, 'young': 323, 'ipad': 324, 'rtr': 325, 'mde': 326, 'film': 327, 'selling': 328, 'sz': 329, 'guessweflyingdelta': 330, 'onhxhco': 331, 'grand': 332, 'toothpaste': 333, 'geography': 334, 'got': 335, 'accepting': 336, 'pqouatdf': 337, 'anamarketers': 338, 'osjz': 339, 'connector': 340, 'tv': 341, 'anniversary': 342, 'anticipate': 343, 'fib': 344, 'giggled': 345, 'yywafkfi': 346, 'seattlebound': 347, 'wth': 348, 'qsqz': 349, 'tech': 350, 'extraordinaire': 351, 'behind': 352, 'tripping': 353, 'sorrynotsorry': 354, 'help': 355, 'neveragain': 356, 'folks': 357, 'stuck': 358, 'uyhr': 359, 'levels': 360, 'unitedairlinessux': 361, 'aa': 362, 'helping': 363, 'nigeria': 364, 'captured': 365, 'onechildfourbags': 366, 'final': 367, 'nowhereland': 368, 'strive': 369, 'thanksdave': 370, 'holidays': 371, 'intentional': 372, 'fritz': 373, 'definition': 374, 'like': 375, 'basically': 376, 'temps': 377, 'appalled': 378, 'reimbursed': 379, 'generally': 380, 'px': 381, 'pain': 382, 'hawaii': 383, 'mac': 384, 'yyj': 385, 'avoidable': 386, 'equal': 387, 'bottom': 388, 'feltthelove': 389, 'spread': 390, 'remove': 391, 'kindle': 392, 't': 393, 'didnt': 394, 'conversed': 395, 'nothing': 396, 'whatacluster': 397, 'even': 398, 'continues': 399, 'bestairline': 400, 'graphic': 401, 'lbs': 402, 'gma': 403, 'indicate': 404, 'anxiety': 405, 'frigidfriday': 406, 'assistant': 407, 'mercy': 408, 'seatmate': 409, 'jax': 410, 'bravo': 411, 'ibtr': 412, 'glad': 413, 'sp': 414, 'aufm': 415, 'qqlzk': 416, 'boggling': 417, 'notify': 418, 'idiots': 419, 'flier': 420, 'age': 421, 'strong': 422, 'wishmyflightwaslonger': 423, 'permissions': 424, 'holders': 425, 'more': 426, 'alabama': 427, 'coworkers': 428, 'integrating': 429, 'rcvd': 430, 'facebook': 431, 'cheesy': 432, 'lookin': 433, 'playlist': 434, 'unxqotzik': 435, 'unitedsucks': 436, 'wlainimy': 437, 'busiest': 438, 'lock': 439, 'subpar': 440, 'efficiently': 441, 'downtown': 442, 'puerto': 443, 'cgwe': 444, 'dep': 445, 'remarks': 446, 'misconnected': 447, 'media': 448, 'stylesheets': 449, 'pleasure': 450, 'helpimstuck': 451, 'places': 452, 'interviewed': 453, 'checkpoint': 454, 'lookforwardtoflywithaa': 455, 'sav': 456, 'disappointment': 457, 'enoughisenough': 458, 'tnx': 459, 'camera': 460, 'flightfail': 461, 'dragons': 462, 'boeing': 463, 'sunglasses': 464, 'overcharge': 465, 'application': 466, 'swfan': 467, 'besides': 468, 'shes': 469, 'doesnt': 470, 'mental': 471, 'yet': 472, 'teams': 473, 'characters': 474, 'ts': 475, 'norma': 476, 'rapid': 477, 'cdzhtyd': 478, 'teach': 479, 'mraw': 480, 'totally': 481, 'bitch': 482, 'sfotobos': 483, 'insurance': 484, 'adventure': 485, 'convenience': 486, 'yg': 487, 'oardjjgrrd': 488, 'consolation': 489, 'cannedtweet': 490, 'rectify': 491, 'displayed': 492, 'fcmostinnovative': 493, 'arranged': 494, 'cyprhe': 495, 'mqezxvdh': 496, 'via': 497, 'rebooked': 498, 'southwestair': 499, 'passenegers': 500, 'korea': 501, 'assist': 502, 'umpteen': 503, 'cali': 504, 'needing': 505, 'blushing': 506, 'ready': 507, 'cause': 508, 'phi': 509, 'cgfv': 510, 'rated': 511, 'sorted': 512, 'versions': 513, 'claiming': 514, 'released': 515, 'possessions': 516, 'marsha': 517, 'normal': 518, 'freddie': 519, 'deserved': 520, 'shirts': 521, 'lines': 522, 'versus': 523, 'failed': 524, 'asset': 525, 'gay': 526, 'lining': 527, 'operate': 528, 'fransico': 529, 'pumped': 530, 'poker': 531, 'assaulted': 532, 'ryxbplgmnk': 533, 'millions': 534, 'waking': 535, 'pairings': 536, 'ski': 537, 'aging': 538, 'mentioning': 539, 'dollars': 540, 'thin': 541, 'through': 542, 'fault': 543, 'fast': 544, 'hdn': 545, 'refused': 546, 'effing': 547, 'loudly': 548, 'strandusindenver': 549, 'airbus': 550, 'dirty': 551, 'ons': 552, 'kacy': 553, 'hooooo': 554, 'scheduled': 555, 'keepitup': 556, 'book': 557, 'operational': 558, 'understand': 559, 'moon': 560, 'friends': 561, 'tracking': 562, 'upgrading': 563, 'orig': 564, 'amazingflightcrew': 565, 'vx': 566, 'noplacelikehome': 567, 'outstanding': 568, 'happybirthday': 569, 'informed': 570, 'telephone': 571, 'amp': 572, 'aircrft': 573, 'commercials': 574, 'heartbroken': 575, 'tailwind': 576, 'netneutrality': 577, 'address': 578, 'razor': 579, 'swapped': 580, 'im': 581, 'boat': 582, 'scheduling': 583, 'toronto': 584, 'throug': 585, 'nwk': 586, 'returns': 587, 'getaway': 588, 'stepping': 589, 'weather': 590, 'waivers': 591, 'dbh': 592, 'west': 593, 'reservation': 594, 'chkout': 595, 'con': 596, 'equals': 597, 'dissatisfaction': 598, 'vftuyjh': 599, 'canadian': 600, 'louisville': 601, 'removed': 602, 'couldn': 603, 'disappeared': 604, 'quicker': 605, 'logs': 606, 'yxe': 607, 'stressors': 608, 'wait': 609, 'certificates': 610, 'sing': 611, 'js': 612, 'qc': 613, 'tpa': 614, 'nice': 615, 'soooo': 616, 'have': 617, 'missed': 618, 'tkt': 619, 'ask': 620, 'quoted': 621, 'nosr': 622, 'unsure': 623, 'kkedjnrtwo': 624, 'in': 625, 'beans': 626, 'tagged': 627, 'lea': 628, 'ync': 629, 'giving': 630, 'kicking': 631, 'officially': 632, 'fleek': 633, 'quiche': 634, 'fyi': 635, 'brussels': 636, 'vt': 637, 'acknowledge': 638, 'helps': 639, 'serv': 640, 'mths': 641, 'ship': 642, 'smoothly': 643, 'singer': 644, 'ute': 645, 'bestflightever': 646, 'anyone': 647, 'expensive': 648, 'entertainment': 649, 'del': 650, 'yours': 651, 'oakland': 652, 'female': 653, 'diff': 654, 'written': 655, 'exacerbates': 656, 'allow': 657, 'astounds': 658, 'cards': 659, 'waited': 660, 'told': 661, 'another': 662, 'system': 663, 'conference': 664, 'happen': 665, 'two': 666, 'providing': 667, 'acts': 668, 'threatened': 669, 'stand': 670, 'happiness': 671, 'vgn': 672, 'detroit': 673, 'richard': 674, 'flyquiet': 675, 'keeps': 676, 'worn': 677, 'pts': 678, 'downhill': 679, 'damaged': 680, 'drop': 681, 'sell': 682, 'miracle': 683, 'value': 684, 'crewe': 685, 'smart': 686, 'tight': 687, 'girl': 688, 'accounts': 689, 'challenge': 690, 'lwotkiekgu': 691, 'albany': 692, 'accommodating': 693, 'replies': 694, 'inconveniently': 695, 'disinfectant': 696, 'machine': 697, 'phoenix': 698, 'leave': 699, 'snowforce': 700, 'stays': 701, 'malfunction': 702, 'soreback': 703, 'restrm': 704, 'attendents': 705, 'gguig': 706, 'wiyh': 707, 'transport': 708, 'murdock': 709, 'batman': 710, 'employees': 711, 'cosmetic': 712, 'ksgcq': 713, 'fwa': 714, 'hotspot': 715, 'monica': 716, 'delightful': 717, 'sincerely': 718, 'cx': 719, 'provider': 720, 'tolerable': 721, 'arrival': 722, 'reliable': 723, 'planes': 724, 'forcing': 725, 'rolling': 726, 'pax': 727, 'wonderful': 728, 'swapic': 729, 'uncvsduke': 730, 'irrops': 731, 'continuous': 732, 'chats': 733, 'strongly': 734, 'sunny': 735, 'caught': 736, 'sleeping': 737, 'averted': 738, 'not': 739, 'deleted': 740, 'yvr': 741, 'jx': 742, 'businessfirst': 743, 'presenting': 744, 'former': 745, 'cleveland': 746, 'egkvfokogj': 747, 'greatcustomerservice': 748, 'redeye': 749, 'disputed': 750, 'jfk': 751, 'stop': 752, 'thank': 753, 'nustgpelsf': 754, 'rudest': 755, 'handler': 756, 'second': 757, 'refueled': 758, 'show': 759, 'sass': 760, 'kansas': 761, 'sandwich': 762, 'threw': 763, 'dming': 764, 'overwhelmed': 765, 'weekend': 766, 'realtime': 767, 'serve': 768, 'useful': 769, 'upgrades': 770, 'evn': 771, 'mass': 772, 'lghpcdu': 773, 'eliz': 774, 'consistent': 775, 'stranger': 776, 'pleasecomeback': 777, 'lrw': 778, 'comically': 779, 'georgia': 780, 'figure': 781, 'damage': 782, 'absolutely': 783, 'transaction': 784, 'items': 785, 'range': 786, 'compensate': 787, 'remembered': 788, 'etc': 789, 'nyt': 790, 'vallarta': 791, 'cheers': 792, 'expecting': 793, 'nygn': 794, 'firstclass': 795, 'boarded': 796, 'deciding': 797, 'focus': 798, 'props': 799, 'logan': 800, 'whoooo': 801, 'things': 802, 'aruna': 803, 'skyteam': 804, 'supplies': 805, 'beanie': 806, 'smaller': 807, 'discount': 808, 'xxy': 809, 'savannah': 810, 'daughters': 811, 'push': 812, 'named': 813, 'rep': 814, 'dept': 815, 'qd': 816, 'pa': 817, 'eakpa': 818, 'stressful': 819, 'guaranteed': 820, 'you': 821, 'maintain': 822, 'wipes': 823, 'rypzebc': 824, 'vv': 825, 'him': 826, 'cramped': 827, 'kvxs': 828, 'reply': 829, 'library': 830, 'ruining': 831, 'dgctt': 832, 'sukhdeep': 833, 'unusable': 834, 'june': 835, 'half': 836, 'rentals': 837, 'cnctl': 838, 'us': 839, 'total': 840, 'letter': 841, 'newyork': 842, 'queue': 843, 'roger': 844, 'glasses': 845, 'als': 846, 'ahah': 847, 'nywr': 848, 'super': 849, 'sexy': 850, 'manner': 851, 'dontmakemebeg': 852, 'pqm': 853, 'badservice': 854, 'mvyoizrpde': 855, 'kcvubuyexc': 856, 'may': 857, 'entire': 858, 'mood': 859, 'familiar': 860, 'snowy': 861, 'insane': 862, 'layout': 863, 'estimate': 864, 'blocked': 865, 'yesterday': 866, 'held': 867, 'substantial': 868, 'halfway': 869, 'cana': 870, 'reasonable': 871, 'pgh': 872, 'they': 873, 'hub': 874, 'revisiting': 875, 'rez': 876, 'miserable': 877, 'pjs': 878, 'avgeek': 879, 'coming': 880, 'displaced': 881, 'exchange': 882, 'vail': 883, 'kiosk': 884, 'dca': 885, 'coast': 886, 'convo': 887, 'aired': 888, 'frequentflyerappreciates': 889, 'remind': 890, 'clowns': 891, 'nervous': 892, 'vocab': 893, 'encouraged': 894, 'hourandtenminutedelay': 895, 'luvforsw': 896, 'guyyyys': 897, 'draft': 898, 'mobile': 899, 'warning': 900, 'caffeine': 901, 'loner': 902, 'say': 903, 'riedel': 904, 'proj': 905, 'albanyairport': 906, 'waive': 907, 'yelling': 908, 'fulmh': 909, 'york': 910, 'npxb': 911, 'loc': 912, 'abundance': 913, 'jhxwmutx': 914, 'isthisyourfirsttry': 915, 'actively': 916, 'idiot': 917, 'general': 918, 'jokers': 919, 'yyc': 920, 'event': 921, 'insanely': 922, 'weds': 923, 'responds': 924, 'situation': 925, 'mke': 926, 'friendlyteam': 927, 'record': 928, 'reach': 929, 'being': 930, 'speak': 931, 'friendlyfriday': 932, 'congratulations': 933, 'article': 934, 'movies': 935, 'certificate': 936, 'requests': 937, 'size': 938, 'grandma': 939, 'form': 940, 'memories': 941, 'concerns': 942, 'start': 943, 'hear': 944, 'bngpli': 945, 'uncaring': 946, 'reminder': 947, 'fridge': 948, 'pull': 949, 'talk': 950, 'intercom': 951, 'tuxfqf': 952, 'ktsgi': 953, 'sao': 954, 'pt': 955, 'craft': 956, 'sarah': 957, 'installed': 958, 'questions': 959, 'rechecked': 960, 'executive': 961, 'turnaround': 962, 'pj': 963, 'opposed': 964, 'snowstorm': 965, 'dry': 966, 'paxex': 967, 'ability': 968, 'ratings': 969, 'central': 970, 'reps': 971, 'causes': 972, 'injured': 973, 'inconvenience': 974, 'ftw': 975, 'model': 976, 'maria': 977, 'page': 978, 'crewmembers': 979, 'duw': 980, 'usairway': 981, 'nocharge': 982, 'stocker': 983, 'fc': 984, 'friday': 985, 'lightbulb': 986, 'there': 987, 'worthless': 988, 'ru': 989, 'pleased': 990, 'receipt': 991, 'personalized': 992, 'aggravation': 993, 'blatantly': 994, 'raleigh': 995, 'pqds': 996, 'specifically': 997, 'sdylukr': 998, 'intact': 999, 'tmusjvu': 1000, 'separated': 1001, 'assure': 1002, 'vancouver': 1003, 'lower': 1004, 'otis': 1005, 'expect': 1006, 'improvement': 1007, 'welldone': 1008, 'danny': 1009, 'fro': 1010, 'lhr': 1011, 'tonite': 1012, 'unaccomidating': 1013, 'happytweet': 1014, 'file': 1015, 'courier': 1016, 'gok': 1017, 'linked': 1018, 'fvlxirh': 1019, 'partly': 1020, 'home': 1021, 'was': 1022, 'larger': 1023, 'hang': 1024, 'tix': 1025, 'surly': 1026, 'craving': 1027, 'screw': 1028, 'accident': 1029, 'tlpbaupik': 1030, 'tonight': 1031, 'consistently': 1032, 'gb': 1033, 'bom': 1034, 'hxlnvzknp': 1035, 'happycustomer': 1036, 'ft': 1037, 'overkill': 1038, 'responded': 1039, 'aypyaduy': 1040, 'milestone': 1041, 'comms': 1042, 'handled': 1043, 'superior': 1044, 'yr': 1045, 'def': 1046, 'confirmed': 1047, 'takeoff': 1048, 'preflight': 1049, 'interest': 1050, 'ws': 1051, 'gcks': 1052, 'men': 1053, 'five': 1054, 'piggy': 1055, 'clockwork': 1056, 'decline': 1057, 'musician': 1058, 'claim': 1059, 'ndary': 1060, 'hero': 1061, 'excitement': 1062, 'northeast': 1063, 'thx': 1064, 'complain': 1065, 'unaccounted': 1066, 'st': 1067, 'wjgtxzt': 1068, 'tr': 1069, 'goodness': 1070, 'personally': 1071, 'ish': 1072, 'dozen': 1073, 'desktop': 1074, 'hand': 1075, 'frankly': 1076, 'learn': 1077, 'feet': 1078, 'smiles': 1079, 'travelled': 1080, 'savings': 1081, 'devalue': 1082, 'high': 1083, 'alerts': 1084, 'accelerate': 1085, 'pofsxojsy': 1086, 'kn': 1087, 'beginning': 1088, 'hare': 1089, 'inquiries': 1090, 'rerouted': 1091, 'comfort': 1092, 'awful': 1093, 'abysmal': 1094, 'rule': 1095, 'sold': 1096, 'jana': 1097, 'irritated': 1098, 'blizzue': 1099, 'destination': 1100, 'springs': 1101, 'sdf': 1102, 'frequency': 1103, 'retrieve': 1104, 'vnckgzxl': 1105, 'ue': 1106, 'bless': 1107, 'deplaning': 1108, 'fit': 1109, 'handshake': 1110, 'cared': 1111, 'misinformation': 1112, 'twice': 1113, 'breakup': 1114, 'tells': 1115, 'interview': 1116, 'incompetence': 1117, 'psp': 1118, 'delay': 1119, 'madness': 1120, 'mechanic': 1121, 'cheeze': 1122, 'preboarding': 1123, 'unanswered': 1124, 'qyezhjgsb': 1125, 'clicked': 1126, 'transpacific': 1127, 'relate': 1128, 'heart': 1129, 'breaks': 1130, 'abassinet': 1131, 'backtowinter': 1132, 'waste': 1133, 'why': 1134, 'parents': 1135, 'packages': 1136, 'explaining': 1137, 'quotations': 1138, 'indianapolis': 1139, 'jcd': 1140, 'earnedmybusiness': 1141, 'departs': 1142, 'sloppy': 1143, 'simultaneously': 1144, 'nq': 1145, 'aspen': 1146, 'hundreds': 1147, 'intention': 1148, 'produce': 1149, 'indicated': 1150, 'shelleyandmarcrock': 1151, 'courteous': 1152, 'attended': 1153, 'travelpulse': 1154, 'lifeisgood': 1155, 'dr': 1156, 'luz': 1157, 'hundred': 1158, 'rps': 1159, 'dm': 1160, 'winks': 1161, 'scanned': 1162, 'boarding': 1163, 'strip': 1164, 'departure': 1165, 'elizabeth': 1166, 'weekends': 1167, 'avail': 1168, 'operating': 1169, 'pretzels': 1170, 'mclarren': 1171, 'loveisintheair': 1172, 'connolly': 1173, 'goodgenes': 1174, 'storm': 1175, 'overbooked': 1176, 'automated': 1177, 'always': 1178, 'tzzjhuibch': 1179, 'formed': 1180, 'shopping': 1181, 'jkzr': 1182, 'years': 1183, 'people': 1184, 'wreck': 1185, 'fu': 1186, 'bathroom': 1187, 'families': 1188, 'huh': 1189, 'inclement': 1190, 'makingloveoutofnothingatall': 1191, 'luxuries': 1192, 'houston': 1193, 'carpet': 1194, 'comeonpeople': 1195, 'must': 1196, 'crisis': 1197, 'chatted': 1198, 'midnight': 1199, 'earn': 1200, 'co': 1201, 'degree': 1202, 'dqjl': 1203, 'sight': 1204, 'ing': 1205, 'dpted': 1206, 'fianc': 1207, 'point': 1208, 'brand': 1209, 'raving': 1210, 'ea': 1211, 'gains': 1212, 'extreme': 1213, 'sits': 1214, 'smallest': 1215, 'rockies': 1216, 'idea': 1217, 'quickie': 1218, 'gtdwpk': 1219, 'itineraries': 1220, 'missedwork': 1221, 'wellplayed': 1222, 'oktukjy': 1223, 'mumbai': 1224, 'sept': 1225, 'alot': 1226, 'reserved': 1227, 'aateam': 1228, 'below': 1229, 'tsa': 1230, 'mad': 1231, 'unable': 1232, 'classics': 1233, 'full': 1234, 'placing': 1235, 'according': 1236, 'inadequate': 1237, 'shortly': 1238, 'fgrbpazsix': 1239, 'process': 1240, 'carrier': 1241, 'oma': 1242, 'mismanagement': 1243, 'killeen': 1244, 'bellagio': 1245, 'blame': 1246, 'how': 1247, 'greed': 1248, 'elevator': 1249, 'lostsuitcase': 1250, 'misfortune': 1251, 'vegan': 1252, 'politely': 1253, 'neglect': 1254, 'norway': 1255, 'tried': 1256, 'thanx': 1257, 'badges': 1258, 'anymore': 1259, 'boo': 1260, 'lame': 1261, 'wipe': 1262, 'luvin': 1263, 'capt': 1264, 'jets': 1265, 'avyqdmpi': 1266, 'question': 1267, 'nfaqhhr': 1268, 'lots': 1269, 'prison': 1270, 'pairing': 1271, 'waived': 1272, 'saturday': 1273, 'hap': 1274, 'ah': 1275, 'displeasure': 1276, 'chiberia': 1277, 'difficult': 1278, 'nvm': 1279, 'fairway': 1280, 'allergy': 1281, 'assigned': 1282, 'exiting': 1283, 'particularly': 1284, 'cheapoairchat': 1285, 'yasss': 1286, 'ingredients': 1287, 'anna': 1288, 'throwback': 1289, 'ldy': 1290, 're': 1291, 'gosh': 1292, 'frustratingly': 1293, 'piela': 1294, 'rigorous': 1295, 'overall': 1296, 'swing': 1297, 'royal': 1298, 'fall': 1299, 'connection': 1300, 'rollers': 1301, 'greedy': 1302, 'dwell': 1303, 'exit': 1304, 'faceless': 1305, 'except': 1306, 'texting': 1307, 'sweepstakes': 1308, 'iceland': 1309, 'preexisting': 1310, 'mci': 1311, 'new': 1312, 'suffer': 1313, 'impacts': 1314, 'toward': 1315, 'rcdh': 1316, 'civilized': 1317, 'uncontrollably': 1318, 'indeed': 1319, 'routine': 1320, 'impressive': 1321, 'extortion': 1322, 'charging': 1323, 'canned': 1324, 'position': 1325, 'bh': 1326, 'partners': 1327, 'dbyr': 1328, 'terminal': 1329, 'goal': 1330, 'ozs': 1331, 'too': 1332, 'claims': 1333, 'tough': 1334, 'african': 1335, 'gross': 1336, 'fra': 1337, 'ripoffs': 1338, 'east': 1339, 'pm': 1340, 'walked': 1341, 'centers': 1342, 'names': 1343, 'quote': 1344, 'were': 1345, 'heattrap': 1346, 'western': 1347, 'painful': 1348, 'though': 1349, 'worrying': 1350, 'promptly': 1351, 'xzbajmiekx': 1352, 'killing': 1353, 'footage': 1354, 'follows': 1355, 'veqhghy': 1356, 'crashes': 1357, 'awake': 1358, 'dream': 1359, 'function': 1360, 'observe': 1361, 'trueblue': 1362, 'photography': 1363, 'reclining': 1364, 'resoled': 1365, 'snobby': 1366, 'price': 1367, 'yup': 1368, 'scooby': 1369, 'inefficiency': 1370, 'bestemployees': 1371, 'bonnie': 1372, 'delivery': 1373, 'shawn': 1374, 'newsbusiness': 1375, 'connectin': 1376, 'tsvgbrl': 1377, 'repeatably': 1378, 'guests': 1379, 'fliers': 1380, 'paper': 1381, 'evry': 1382, 'least': 1383, 'build': 1384, 'supp': 1385, 'plz': 1386, 'skills': 1387, 'inches': 1388, 'challenging': 1389, 'boy': 1390, 'rachelle': 1391, 'lax': 1392, 'traffic': 1393, 'resolving': 1394, 'route': 1395, 'destroyed': 1396, 'example': 1397, 'outta': 1398, 'actual': 1399, 'mates': 1400, 'someone': 1401, 'jvmchat': 1402, 'kcqebeej': 1403, 'same': 1404, 'surveying': 1405, 'share': 1406, 'refresh': 1407, 'flyingitforward': 1408, 'nowhere': 1409, 'li